From ec057ad627c6754bc5b20c3f9b24f62128ef9d2f Mon Sep 17 00:00:00 2001 From: Claudia Friedsam Date: Fri, 27 Feb 2026 17:34:24 -0500 Subject: [PATCH 01/10] feat: add Rabi oscillations textbook notebook, utilities, and tests --- README.md | 1 + notebooks/textbook/Rabi_Oscillations.ipynb | 418 ++++++++++++++++++ .../algorithms/rabi_oscillations/__init__.py | 3 + .../rabi_oscillations/rabi_oscillations.md | 5 + .../rabi_oscillations/rabi_oscillations.py | 27 ++ .../test_rabi_oscillations.py | 19 + 6 files changed, 473 insertions(+) create mode 100644 notebooks/textbook/Rabi_Oscillations.ipynb create mode 100644 src/braket/experimental/algorithms/rabi_oscillations/__init__.py create mode 100644 src/braket/experimental/algorithms/rabi_oscillations/rabi_oscillations.md create mode 100644 src/braket/experimental/algorithms/rabi_oscillations/rabi_oscillations.py create mode 100644 test/unit_tests/braket/experimental/algorithms/rabi_oscillations/test_rabi_oscillations.py diff --git a/README.md b/README.md index 87e5b26e..62b28612 100644 --- a/README.md +++ b/README.md @@ -24,6 +24,7 @@ Running notebooks locally requires additional dependencies located in [notebooks | QPE | [Quantum_Phase_Estimation_Algorithm.ipynb](notebooks/textbook/Quantum_Phase_Estimation_Algorithm.ipynb) | [Kitaev1995](https://arxiv.org/abs/quant-ph/9511026) | | Quantum Counting | [Quantum_Counting_Algorithm.ipynb](notebooks/textbook/Quantum_Counting_Algorithm.ipynb) | [Brassard1998](https://arxiv.org/abs/quant-ph/9805082) | | Quantum Walk | [Quantum_Walk.ipynb](notebooks/textbook/Quantum_Walk.ipynb) | [Childs2002](https://arxiv.org/abs/quant-ph/0209131) | +|Rabi Oscillations| [Rabi_Oscillations.ipynb](notebooks/textbook/Rabi_Oscillations.ipynb) | [Rabi1937](https://journals.aps.org/pr/abstract/10.1103/PhysRev.51.652) | |Shor's| [Shors_Algorithm.ipynb](notebooks/textbook/Shors_Algorithm.ipynb) | [Shor1998](https://arxiv.org/abs/quant-ph/9508027) | | Simon's | [Simons_Algorithm.ipynb](notebooks/textbook/Simons_Algorithm.ipynb) | [Simon1997](https://epubs.siam.org/doi/10.1137/S0097539796298637) | diff --git a/notebooks/textbook/Rabi_Oscillations.ipynb b/notebooks/textbook/Rabi_Oscillations.ipynb new file mode 100644 index 00000000..13a9607d --- /dev/null +++ b/notebooks/textbook/Rabi_Oscillations.ipynb @@ -0,0 +1,418 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Rabi Oscillations\n", + "\n", + "## Overview\n", + "\n", + "In this notebook we demonstrate Rabi oscillations using the circuit model of quantum computing.\n", + "\n", + "We will:\n", + "\n", + "1. Review the theoretical expression for excited-state probability.\n", + "2. Implement a single-qubit rotation $R_x(\\theta)$.\n", + "3. Compare analytic and simulated probabilities.\n", + "4. Explore the effect of noise.\n", + "5. Estimate execution cost on quantum hardware.\n", + "\n", + "The goal is to connect the physical concept of driven two-level dynamics with its circuit-level implementation." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Physical Background\n", + "\n", + "Rabi oscillations describe coherent population transfer in a driven two-level system.\n", + "\n", + "In the circuit model, this corresponds to a rotation about the $x$-axis:\n", + "\n", + "$$\n", + "R_x(\\theta) = e^{-i \\theta X / 2}\n", + "$$\n", + "\n", + "If the system begins in $|0\\rangle$, applying $R_x(\\theta)$ yields\n", + "\n", + "$$\n", + "P(|1\\rangle) = \\sin^2\\left(\\frac{\\theta}{2}\\right)\n", + "$$\n", + "\n", + "Physically, we can interpret $\\theta = \\Omega t$, where:\n", + "\n", + "- $\\Omega$ is the Rabi frequency,\n", + "- $t$ is interaction time.\n", + "\n", + "Sweeping $\\theta$ therefore produces oscillatory population transfer." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from braket.devices import LocalSimulator\n", + "from braket.tracking import Tracker\n", + "from braket.circuits import Circuit, ResultType\n", + "\n", + "from braket.experimental.algorithms.rabi_oscillations import rabi_probability, rabi_circuit\n", + "\n", + "\n", + "tracker = Tracker().start() # to track Braket costs" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Constructing the Circuit\n", + "\n", + "We generate a single-qubit circuit implementing $R_x(\\theta)$." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "T : │ 0 │\n", + " ┌──────────┐ \n", + "q0 : ─┤ Rx(1.05) ├─\n", + " └──────────┘ \n", + "T : │ 0 │\n", + "T : │ 0 │\n", + " ┌──────────┐ \n", + "q0 : ─┤ Rx(1.05) ├─\n", + " └──────────┘ \n", + "T : │ 0 │\n" + ] + } + ], + "source": [ + "theta_example = np.pi / 3\n", + "circ = rabi_circuit(theta_example)\n", + "print(circ)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Sweeping the Rotation Angle\n", + "\n", + "We vary $\\theta$ from $0$ to $2\\pi$ and compute the expected analytic probability." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "# Sweep angles from 0 to 2π\n", + "thetas = np.linspace(0, 2 * np.pi, 101)\n", + "\n", + "# Analytic prediction\n", + "p1_analytic = np.array([rabi_probability(theta) for theta in thetas])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Ideal Simulation (Exact Probability)\n", + "\n", + "Using the simulator in analytic mode (`shots=0`), we compute the exact excited-state probability." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "device = LocalSimulator()\n", + "\n", + "def p1_from_result_type(theta: float) -> float:\n", + " circ = rabi_circuit(theta)\n", + " circ.add_result_type(ResultType.Probability(target=[0]))\n", + " task = device.run(circ, shots=0) # analytic mode\n", + " result = task.result()\n", + " probs = result.result_types[0].value # [P(|0>), P(|1>)]\n", + " return float(probs[1])\n", + "\n", + "p1_sim_exact = np.array([p1_from_result_type(theta) for theta in thetas])" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.plot(thetas, p1_analytic, label=\"Analytic\")\n", + "plt.plot(thetas, p1_sim_exact, linestyle=\"--\", label=\"Simulator (exact)\")\n", + "plt.xlabel(r\"$\\theta$\")\n", + "plt.ylabel(r\"$P(|1\\rangle)$\")\n", + "plt.title(\"Ideal Rabi Oscillations\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Interpretation\n", + "\n", + "The simulator result matches the analytic curve exactly.\n", + "\n", + "This confirms that the circuit correctly implements the rotation $R_x(\\theta)$ and reproduces ideal Rabi oscillations." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Sampled Simulation (Finite Shots)\n", + "\n", + "In practice, measurements are sampled. We now estimate the probability using a finite number of shots." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "def p1_from_sampling(theta: float, shots: int = 1000) -> float:\n", + " circ = rabi_circuit(theta)\n", + " task = device.run(circ, shots=shots)\n", + " result = task.result()\n", + " counts = result.measurement_counts # dict like {\"0\": n0, \"1\": n1}\n", + " n1 = counts.get(\"1\", 0)\n", + " return n1 / shots\n", + "\n", + "shots = 1000\n", + "p1_sim_sampled = np.array([p1_from_sampling(theta, shots=shots) for theta in thetas])" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.plot(thetas, p1_analytic, label=\"Analytic\")\n", + "plt.plot(thetas, p1_sim_sampled, label=f\"Simulator (shots={shots}, sampling)\")\n", + "plt.xlabel(r\"$\\theta$\")\n", + "plt.ylabel(r\"$P(|1\\rangle)$\")\n", + "plt.title(\"Rabi Oscillations with Finite Sampling\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Interpretation\n", + "\n", + "Finite sampling introduces statistical fluctuations. \n", + "As the number of shots increases, the sampled curve converges to the analytic prediction." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Measurement Statistics at a Specific Angle" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "theta_hist = np.pi / 2\n", + "shots_hist = 2000\n", + "\n", + "result = device.run(rabi_circuit(theta_hist), shots=shots_hist).result()\n", + "counts = result.measurement_counts\n", + "\n", + "plt.figure()\n", + "plt.bar(list(counts.keys()), list(counts.values()))\n", + "plt.xlabel(\"Measured bitstring\")\n", + "plt.ylabel(\"Counts\")\n", + "plt.title(rf\"Measurement Counts at $\\theta=\\pi/2$ (shots={shots_hist})\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Interpretation\n", + "\n", + "At $\\theta = \\pi/2$, the analytic prediction gives\n", + "\n", + "$$\n", + "P(|1\\rangle) = \\sin^2\\left(\\frac{\\pi}{4}\\right) = \\frac{1}{2}.\n", + "$$\n", + "\n", + "This means the system is in an equal superposition of $|0\\rangle$ and $|1\\rangle$.\n", + "\n", + "The histogram shows approximately equal counts for the two measurement outcomes.\n", + "Small deviations from perfect balance arise from finite sampling statistics.\n", + "\n", + "As the number of shots increases, the observed distribution converges to the theoretical 50/50 split." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Resource Usage and Cost Tracking\n", + "\n", + "Amazon Braket provides a built-in task tracker that estimates the cost of simulator and QPU tasks based on actual execution.\n", + "\n", + "Below, we display:\n", + "\n", + "- A summary of tasks executed in this notebook \n", + "- The estimated total cost based on those tasks \n", + "\n", + "Note: These values are estimates and depend on actual device usage and current pricing." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Task Summary\n", + "{} \n", + "\n", + "Estimated cost to run this example: 0.00 USD\n" + ] + } + ], + "source": [ + "print(\"Task Summary\")\n", + "print(f\"{tracker.quantum_tasks_statistics()} \\n\")\n", + "print(\n", + " f\"Estimated cost to run this example: {tracker.qpu_tasks_cost() + tracker.simulator_tasks_cost():.2f} USD\"\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Interpretation\n", + "\n", + "For local simulations, the estimated cost is typically zero or negligible.\n", + "\n", + "If executed on a QPU, costs would depend on:\n", + "\n", + "- The number of tasks submitted \n", + "- The number of measurement shots \n", + "- The selected hardware provider \n", + "\n", + "Always consult the official Amazon Braket pricing page for current rates." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "tracker.stop()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "braket-algos", + "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": "3.11.14" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/src/braket/experimental/algorithms/rabi_oscillations/__init__.py b/src/braket/experimental/algorithms/rabi_oscillations/__init__.py new file mode 100644 index 00000000..1fadbe8f --- /dev/null +++ b/src/braket/experimental/algorithms/rabi_oscillations/__init__.py @@ -0,0 +1,3 @@ +from .rabi_oscillations import rabi_circuit, rabi_probability + +__all__ = ["rabi_circuit", "rabi_probability"] diff --git a/src/braket/experimental/algorithms/rabi_oscillations/rabi_oscillations.md b/src/braket/experimental/algorithms/rabi_oscillations/rabi_oscillations.md new file mode 100644 index 00000000..7c4a24c4 --- /dev/null +++ b/src/braket/experimental/algorithms/rabi_oscillations/rabi_oscillations.md @@ -0,0 +1,5 @@ +# Rabi Oscillations + +Rabi oscillations describe coherent population transfer in a driven two-level system. +In the circuit model, sweeping the rotation angle in an `Rx(θ)` gate produces an +excited-state probability of `sin²(θ/2)`. diff --git a/src/braket/experimental/algorithms/rabi_oscillations/rabi_oscillations.py b/src/braket/experimental/algorithms/rabi_oscillations/rabi_oscillations.py new file mode 100644 index 00000000..f344744e --- /dev/null +++ b/src/braket/experimental/algorithms/rabi_oscillations/rabi_oscillations.py @@ -0,0 +1,27 @@ +from math import sin + +from braket.circuits import Circuit + + +def rabi_probability(theta: float) -> float: + """Return excited-state probability for a single-qubit Rx rotation. + + Args: + theta (float): Rotation angle. + + Returns: + float: Probability of measuring |1>. + """ + return sin(theta / 2) ** 2 + + +def rabi_circuit(theta: float) -> Circuit: + """Generate a single-qubit Rabi oscillation circuit. + + Args: + theta (float): Rotation angle. + + Returns: + Circuit: Circuit implementing Rx(theta) on qubit 0. + """ + return Circuit().rx(0, theta) diff --git a/test/unit_tests/braket/experimental/algorithms/rabi_oscillations/test_rabi_oscillations.py b/test/unit_tests/braket/experimental/algorithms/rabi_oscillations/test_rabi_oscillations.py new file mode 100644 index 00000000..bb467f00 --- /dev/null +++ b/test/unit_tests/braket/experimental/algorithms/rabi_oscillations/test_rabi_oscillations.py @@ -0,0 +1,19 @@ +import math + +from braket.experimental.algorithms.rabi_oscillations import rabi_circuit, rabi_probability + + +def test_rabi_probability_edge_cases(): + assert rabi_probability(0.0) == 0.0 + assert math.isclose(rabi_probability(math.pi), 1.0, rel_tol=0.0, abs_tol=1e-12) + assert math.isclose(rabi_probability(2 * math.pi), 0.0, rel_tol=0.0, abs_tol=1e-12) + + +def test_rabi_circuit_has_single_rx_instruction(): + circ = rabi_circuit(0.123) + assert circ.qubit_count == 1 + # one Rx instruction on qubit 0 + assert len(circ.instructions) == 1 + instr = circ.instructions[0] + assert instr.operator.name == "Rx" + assert list(instr.target) == [0] From 20a770f5b5dafa32dea8afa20165d1c7653f157d Mon Sep 17 00:00:00 2001 From: Claudia Friedsam Date: Tue, 31 Mar 2026 20:59:39 -0400 Subject: [PATCH 02/10] Add T1 relaxation models to Rabi oscillations notebook --- .gitignore | 2 + notebooks/textbook/Rabi_Oscillations.ipynb | 238 ++++++++++++++++++--- 2 files changed, 216 insertions(+), 24 deletions(-) diff --git a/.gitignore b/.gitignore index eb3e4770..9c86a817 100644 --- a/.gitignore +++ b/.gitignore @@ -28,3 +28,5 @@ __pycache__/ /build /venv /dist + +.env diff --git a/notebooks/textbook/Rabi_Oscillations.ipynb b/notebooks/textbook/Rabi_Oscillations.ipynb index 13a9607d..85c21931 100644 --- a/notebooks/textbook/Rabi_Oscillations.ipynb +++ b/notebooks/textbook/Rabi_Oscillations.ipynb @@ -15,7 +15,7 @@ "1. Review the theoretical expression for excited-state probability.\n", "2. Implement a single-qubit rotation $R_x(\\theta)$.\n", "3. Compare analytic and simulated probabilities.\n", - "4. Explore the effect of noise.\n", + "4. Explore the effect of noise such as T1 relaxation.\n", "5. Estimate execution cost on quantum hardware.\n", "\n", "The goal is to connect the physical concept of driven two-level dynamics with its circuit-level implementation." @@ -58,7 +58,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -86,18 +86,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 55, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "T : │ 0 │\n", - " ┌──────────┐ \n", - "q0 : ─┤ Rx(1.05) ├─\n", - " └──────────┘ \n", - "T : │ 0 │\n", "T : │ 0 │\n", " ┌──────────┐ \n", "q0 : ─┤ Rx(1.05) ├─\n", @@ -109,7 +104,7 @@ "source": [ "theta_example = np.pi / 3\n", "circ = rabi_circuit(theta_example)\n", - "print(circ)\n" + "print(circ.diagram())\n" ] }, { @@ -123,7 +118,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -145,7 +140,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -164,7 +159,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -211,7 +206,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -229,12 +224,12 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -273,12 +268,12 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -322,6 +317,206 @@ "As the number of shots increases, the observed distribution converges to the theoretical 50/50 split." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## T1 Relaxation: Single Damping Channel\n", + "\n", + "We first model T1 relaxation using a simple circuit-level picture. After applying the rotation $R_x(\\theta)$, we apply a single amplitude damping channel.\n", + "\n", + "This model is easy to interpret: larger damping suppresses the excited-state population $P(|1\\rangle)$, while the overall oscillation shape remains unchanged." + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "device_dm = LocalSimulator(\"braket_dm\")" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "def rabi_circuit_t1_simple(theta: float, gamma: float) -> Circuit:\n", + " circ = Circuit()\n", + " circ.rx(0, theta)\n", + " circ.amplitude_damping(0, gamma)\n", + " circ.add_result_type(ResultType.Probability(target=[0]))\n", + " return circ" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "def p1_from_t1_simple(theta: float, gamma: float) -> float:\n", + " circ = rabi_circuit_t1_simple(theta, gamma)\n", + " task = device_dm.run(circ, shots=0)\n", + " result = task.result()\n", + " probs = result.result_types[0].value\n", + " return float(probs[1])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "gamma_values_t1_simple = [0.02, 0.1, 0.5]\n", + "\n", + "p1_t1_simple = {\n", + " gamma: np.array([p1_from_t1_simple(theta, gamma) for theta in thetas])\n", + " for gamma in gamma_values_t1_simple\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "\n", + "plt.plot(thetas, p1_analytic, label=\"Analytic\")\n", + "for gamma in gamma_values_t1:\n", + " plt.plot(thetas, p1_t1_simple[gamma], label=fr\"T1 noise ($\\gamma={gamma}$)\")\n", + "\n", + "plt.xlabel(r\"$\\theta$\")\n", + "plt.ylabel(r\"$P(|1\\rangle)$\")\n", + "plt.title(\"Rabi Oscillations with T1 Relaxation (Single Damping Channel)\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Interpretation\n", + "\n", + "In this simple model, T1 relaxation reduces the amplitude of the Rabi oscillation. For small $\\gamma$, the effect is weak, while for large $\\gamma$ the excited-state population is strongly suppressed.\n", + "\n", + "This is a useful first approximation, but it does not yet describe relaxation acting continuously during the driven evolution." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## T1 Relaxation: Stepwise Model\n", + "\n", + "We now use a more realistic model in which the drive and the relaxation act repeatedly throughout the evolution.\n", + "\n", + "To approximate continuous-time dynamics, we divide the total rotation into many small steps. After each small rotation, we apply a small amplitude damping channel. This allows the coherent drive and the T1 process to compete during the evolution." + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "def rabi_circuit_t1_stepwise(theta: float, gamma: float, n_steps: int = 50) -> Circuit:\n", + " circ = Circuit()\n", + " dtheta = theta / n_steps\n", + " gamma_step = gamma / n_steps\n", + " for _ in range(n_steps):\n", + " circ.rx(0, dtheta)\n", + " circ.amplitude_damping(0, gamma_step)\n", + " circ.add_result_type(ResultType.Probability(target=[0]))\n", + " return circ" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "def p1_from_t1_stepwise(theta: float, gamma: float) -> float:\n", + " circ = rabi_circuit_t1_stepwise(theta, gamma)\n", + " task = device_dm.run(circ, shots=0)\n", + " result = task.result()\n", + " probs = result.result_types[0].value\n", + " return float(probs[1])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "gamma_values_t1_stepwise = [0.02, 0.1, 0.5]\n", + "\n", + "p1_t1_stepwise = {\n", + " gamma: np.array([p1_from_t1_stepwise(theta, gamma) for theta in thetas])\n", + " for gamma in gamma_values_t1_stepwise\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "\n", + "plt.plot(thetas, p1_analytic, label=\"Analytic\")\n", + "for gamma in gamma_values_t1:\n", + " plt.plot(thetas, p1_t1_stepwise[gamma], label=fr\"T1 noise ($\\gamma={gamma}$)\")\n", + "\n", + "plt.xlabel(r\"$\\theta$\")\n", + "plt.ylabel(r\"$P(|1\\rangle)$\")\n", + "plt.title(\"Rabi Oscillations with T1 Relaxation (Stepwise Model)\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Interpretation\n", + "\n", + "In the stepwise model, T1 relaxation acts continuously during the driven evolution rather than only once at the end.\n", + "\n", + "As a result, the oscillation is not only suppressed but also distorted by the repeated competition between excitation and relaxation. This provides a more realistic picture of driven open-system dynamics." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -340,7 +535,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -381,17 +576,12 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "tracker.stop()" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [] } ], "metadata": { From 3e140238b1c5a7b6f37b01bb740ac291e22863b2 Mon Sep 17 00:00:00 2001 From: Claudia Friedsam Date: Tue, 31 Mar 2026 22:47:21 -0400 Subject: [PATCH 03/10] Use constant step size in stepwise T1 model to better approximate continuous damping --- notebooks/textbook/Rabi_Oscillations.ipynb | 26 +++++++++++++++------- 1 file changed, 18 insertions(+), 8 deletions(-) diff --git a/notebooks/textbook/Rabi_Oscillations.ipynb b/notebooks/textbook/Rabi_Oscillations.ipynb index 85c21931..074bd6a2 100644 --- a/notebooks/textbook/Rabi_Oscillations.ipynb +++ b/notebooks/textbook/Rabi_Oscillations.ipynb @@ -433,24 +433,34 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 75, "metadata": {}, "outputs": [], "source": [ - "def rabi_circuit_t1_stepwise(theta: float, gamma: float, n_steps: int = 50) -> Circuit:\n", + "import math\n", + "from braket.circuits import Circuit, ResultType\n", + "\n", + "def rabi_circuit_t1_stepwise(theta: float, gamma: float, dtheta: float = 0.05) -> Circuit:\n", " circ = Circuit()\n", - " dtheta = theta / n_steps\n", + "\n", + " # number of steps needed\n", + " n_steps = max(1, math.ceil(theta / dtheta))\n", + "\n", + " # adjust step size so steps sum exactly to theta\n", + " dtheta_eff = theta / n_steps\n", " gamma_step = gamma / n_steps\n", + "\n", " for _ in range(n_steps):\n", - " circ.rx(0, dtheta)\n", + " circ.rx(0, dtheta_eff)\n", " circ.amplitude_damping(0, gamma_step)\n", + "\n", " circ.add_result_type(ResultType.Probability(target=[0]))\n", " return circ" ] }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 76, "metadata": {}, "outputs": [], "source": [ @@ -464,7 +474,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 77, "metadata": {}, "outputs": [], "source": [ @@ -478,12 +488,12 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 78, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] From 8930c7dfaa5d47f043c1d240be5e705acb4b2123 Mon Sep 17 00:00:00 2001 From: Claudia Friedsam Date: Thu, 2 Apr 2026 01:48:33 -0400 Subject: [PATCH 04/10] Add T2 and combined T1+T2 noisy Rabi simulations --- notebooks/textbook/Rabi_Oscillations.ipynb | 257 ++++++++++++++++++++- 1 file changed, 248 insertions(+), 9 deletions(-) diff --git a/notebooks/textbook/Rabi_Oscillations.ipynb b/notebooks/textbook/Rabi_Oscillations.ipynb index 074bd6a2..5e60f56a 100644 --- a/notebooks/textbook/Rabi_Oscillations.ipynb +++ b/notebooks/textbook/Rabi_Oscillations.ipynb @@ -433,14 +433,14 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 104, "metadata": {}, "outputs": [], "source": [ "import math\n", "from braket.circuits import Circuit, ResultType\n", "\n", - "def rabi_circuit_t1_stepwise(theta: float, gamma: float, dtheta: float = 0.05) -> Circuit:\n", + "def rabi_circuit_t1_stepwise(theta: float, gamma: float, dtheta: float = 0.1) -> Circuit:\n", " circ = Circuit()\n", "\n", " # number of steps needed\n", @@ -448,7 +448,7 @@ "\n", " # adjust step size so steps sum exactly to theta\n", " dtheta_eff = theta / n_steps\n", - " gamma_step = gamma / n_steps\n", + " gamma_step = gamma * dtheta_eff\n", "\n", " for _ in range(n_steps):\n", " circ.rx(0, dtheta_eff)\n", @@ -460,7 +460,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 105, "metadata": {}, "outputs": [], "source": [ @@ -474,11 +474,13 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 106, "metadata": {}, "outputs": [], "source": [ + "thetas = np.linspace(0, 8 * np.pi, 300)\n", "gamma_values_t1_stepwise = [0.02, 0.1, 0.5]\n", + "p1_analytic = np.array([rabi_probability(theta) for theta in thetas])\n", "\n", "p1_t1_stepwise = {\n", " gamma: np.array([p1_from_t1_stepwise(theta, gamma) for theta in thetas])\n", @@ -488,12 +490,12 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 107, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -506,13 +508,14 @@ "plt.figure()\n", "\n", "plt.plot(thetas, p1_analytic, label=\"Analytic\")\n", - "for gamma in gamma_values_t1:\n", + "for gamma in gamma_values_t1_stepwise:\n", " plt.plot(thetas, p1_t1_stepwise[gamma], label=fr\"T1 noise ($\\gamma={gamma}$)\")\n", "\n", "plt.xlabel(r\"$\\theta$\")\n", "plt.ylabel(r\"$P(|1\\rangle)$\")\n", "plt.title(\"Rabi Oscillations with T1 Relaxation (Stepwise Model)\")\n", - "plt.legend()\n", + "plt.legend(loc=\"center left\", bbox_to_anchor=(1.02, 0.5))\n", + "plt.tight_layout()\n", "plt.show()" ] }, @@ -527,6 +530,242 @@ "As a result, the oscillation is not only suppressed but also distorted by the repeated competition between excitation and relaxation. This provides a more realistic picture of driven open-system dynamics." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## T2 Dephasing: Stepwise Model\n", + "\n", + "We now turn to **T2 dephasing**, which describes loss of phase coherence without direct energy relaxation.\n", + "\n", + "As in the T1 stepwise model, we divide the evolution into many small steps. In each step, we apply a small rotation followed by a small phase damping channel. This lets the coherent drive and the dephasing process act together throughout the evolution.\n", + "\n", + "Unlike T1 relaxation, T2 dephasing does not directly drive the qubit toward the ground state. Instead, it reduces the coherence responsible for the oscillation, so the Rabi oscillations gradually lose contrast as the dephasing strength increases." + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "def rabi_circuit_t2_stepwise(theta: float, gamma: float, dtheta: float = 0.05) -> Circuit:\n", + " circ = Circuit()\n", + "\n", + " n_steps = max(1, math.ceil(theta / dtheta))\n", + " dtheta_eff = theta / n_steps\n", + " gamma_step = gamma * dtheta_eff\n", + "\n", + " for _ in range(n_steps):\n", + " circ.rx(0, dtheta_eff)\n", + " circ.phase_damping(0, gamma_step)\n", + "\n", + " circ.add_result_type(ResultType.Probability(target=[0]))\n", + " return circ" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [], + "source": [ + "def p1_from_t2_stepwise(theta: float, gamma: float, dtheta: float = 0.1) -> float:\n", + " circ = rabi_circuit_t2_stepwise(theta, gamma, dtheta=dtheta)\n", + " task = device_dm.run(circ, shots=0)\n", + " result = task.result()\n", + " probs = result.result_types[0].value\n", + " return float(probs[1])" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": {}, + "outputs": [], + "source": [ + "thetas = np.linspace(0, 8 * np.pi, 300)\n", + "gamma_values_t2 = [0.02, 0.1, 0.5]\n", + "p1_analytic = np.array([rabi_probability(theta) for theta in thetas])\n", + "\n", + "p1_t2_stepwise = {\n", + " gamma: np.array([p1_from_t2_stepwise(theta, gamma) for theta in thetas])\n", + " for gamma in gamma_values_t2\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "\n", + "plt.plot(thetas, p1_analytic, label=\"Analytic\")\n", + "for gamma in gamma_values_t2:\n", + " plt.plot(thetas, p1_t2_stepwise[gamma], label=fr\"T2 stepwise ($\\gamma={gamma}$)\")\n", + "\n", + "plt.xlabel(r\"$\\theta$\")\n", + "plt.ylabel(r\"$P(|1\\rangle)$\")\n", + "plt.title(\"Rabi Oscillations with T2 Dephasing (Stepwise Model)\")\n", + "plt.legend(loc=\"center left\", bbox_to_anchor=(1.02, 0.5))\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Interpretation\n", + "\n", + "In the stepwise T2 model, the oscillations gradually lose contrast because phase coherence is lost during the driven evolution.\n", + "\n", + "For weak dephasing, the oscillations remain close to the ideal curve. As the dephasing strength increases, the oscillations are progressively washed out, while the behavior remains distinct from T1 relaxation because T2 primarily destroys coherence rather than removing population from the excited state." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Combined T1 and T2 Noise\n", + "\n", + "So far we have considered T1 relaxation and T2 dephasing separately. In realistic quantum devices, both processes occur simultaneously.\n", + "\n", + "To model this, we again use the stepwise approach. For each small step of the driven evolution, we apply:\n", + "1. A small rotation representing the drive\n", + "2. Amplitude damping representing T1 relaxation\n", + "3. Phase damping representing T2 dephasing\n", + "\n", + "This allows both energy relaxation and dephasing to act continuously during the Rabi oscillation.\n", + "\n", + "When both T1 and T2 are present, the oscillations typically decay faster than with either process alone. T1 relaxation reduces the excited state population, while T2 dephasing reduces the coherence responsible for the oscillations." + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "metadata": {}, + "outputs": [], + "source": [ + "def rabi_circuit_t1_t2_stepwise(\n", + " theta: float,\n", + " gamma_t1: float,\n", + " gamma_t2: float,\n", + " dtheta: float = 0.05,\n", + ") -> Circuit:\n", + " circ = Circuit()\n", + "\n", + " n_steps = max(1, math.ceil(theta / dtheta))\n", + " dtheta_eff = theta / n_steps\n", + "\n", + " gamma_t1_step = gamma_t1 * dtheta_eff\n", + " gamma_t2_step = gamma_t2 * dtheta_eff\n", + "\n", + " for _ in range(n_steps):\n", + " circ.rx(0, dtheta_eff)\n", + " circ.amplitude_damping(0, gamma_t1_step)\n", + " circ.phase_damping(0, gamma_t2_step)\n", + "\n", + " circ.add_result_type(ResultType.Probability(target=[0]))\n", + " return circ" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [], + "source": [ + "def p1_from_t1_t2_stepwise(\n", + " theta: float,\n", + " gamma_t1: float,\n", + " gamma_t2: float,\n", + " dtheta: float = 0.1,\n", + ") -> float:\n", + " circ = rabi_circuit_t1_t2_stepwise(theta, gamma_t1, gamma_t2, dtheta=dtheta)\n", + " task = device_dm.run(circ, shots=0)\n", + " result = task.result()\n", + " probs = result.result_types[0].value\n", + " return float(probs[1])" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": {}, + "outputs": [], + "source": [ + "gamma_t1 = 0.1\n", + "gamma_t2_values = [0.05, 0.1, 0.2]\n", + "\n", + "p1_t1_t2_stepwise = {\n", + " gamma_t2: np.array(\n", + " [p1_from_t1_t2_stepwise(theta, gamma_t1, gamma_t2) for theta in thetas]\n", + " )\n", + " for gamma_t2 in gamma_t2_values\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "\n", + "plt.plot(thetas, p1_analytic, label=\"Analytic\")\n", + "for gamma_t2 in gamma_t2_values:\n", + " plt.plot(\n", + " thetas,\n", + " p1_t1_t2_stepwise[gamma_t2],\n", + " label=fr\"T1+T2 ($\\gamma_1={gamma_t1}, \\gamma_2={gamma_t2}$)\",\n", + " )\n", + "\n", + "plt.xlabel(r\"$\\theta$\")\n", + "plt.ylabel(r\"$P(|1\\rangle)$\")\n", + "plt.title(\"Rabi Oscillations with combined T1 and T2 noise (Stepwise Model)\")\n", + "plt.legend(loc=\"center left\", bbox_to_anchor=(1.02, 0.5))\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Interpretation\n", + "\n", + "With both T1 and T2 noise present, the Rabi oscillations decay more rapidly than in the individual noise cases. The amplitude decreases due to both relaxation and dephasing, and the oscillations gradually disappear as the system approaches a noisy steady-state behavior.\n", + "\n", + "This combined model provides a more realistic picture of qubit dynamics under continuous driving in the presence of environmental noise." + ] + }, { "cell_type": "markdown", "metadata": {}, From aaa71810ed67540abe23f09815170056bfdb4811 Mon Sep 17 00:00:00 2001 From: Claudia Friedsam Date: Tue, 21 Apr 2026 17:23:11 -0400 Subject: [PATCH 05/10] Complete Rabi oscillations notebook with noisy and off-resonant simulations --- notebooks/textbook/Rabi_Oscillations.ipynb | 327 +++++++++++++++++---- 1 file changed, 264 insertions(+), 63 deletions(-) diff --git a/notebooks/textbook/Rabi_Oscillations.ipynb b/notebooks/textbook/Rabi_Oscillations.ipynb index 5e60f56a..e5eb1bc4 100644 --- a/notebooks/textbook/Rabi_Oscillations.ipynb +++ b/notebooks/textbook/Rabi_Oscillations.ipynb @@ -27,26 +27,13 @@ "source": [ "## Physical Background\n", "\n", - "Rabi oscillations describe coherent population transfer in a driven two-level system.\n", + "Rabi oscillations describe the coherent oscillation of population between the ground and excited states of a two-level quantum system under a resonant drive. In the rotating frame, the evolution of a driven qubit can be represented as a rotation on the Bloch sphere.\n", "\n", - "In the circuit model, this corresponds to a rotation about the $x$-axis:\n", + "If the qubit starts in the ground state and is driven resonantly, the probability of measuring the excited state oscillates as\n", "\n", - "$$\n", - "R_x(\\theta) = e^{-i \\theta X / 2}\n", - "$$\n", - "\n", - "If the system begins in $|0\\rangle$, applying $R_x(\\theta)$ yields\n", - "\n", - "$$\n", - "P(|1\\rangle) = \\sin^2\\left(\\frac{\\theta}{2}\\right)\n", - "$$\n", + "P(|1⟩) = sin²(θ / 2)\n", "\n", - "Physically, we can interpret $\\theta = \\Omega t$, where:\n", - "\n", - "- $\\Omega$ is the Rabi frequency,\n", - "- $t$ is interaction time.\n", - "\n", - "Sweeping $\\theta$ therefore produces oscillatory population transfer." + "where θ is the rotation angle induced by the drive. In this notebook, the rotation angle θ plays the role of time under a constant drive. Sweeping θ therefore simulates the time evolution of a driven two-level system and produces Rabi oscillations." ] }, { @@ -58,7 +45,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -81,12 +68,16 @@ "source": [ "## Constructing the Circuit\n", "\n", - "We generate a single-qubit circuit implementing $R_x(\\theta)$." + "We simulate Rabi oscillations using single-qubit rotations. A rotation around the x-axis corresponds to a resonant drive applied to the qubit.\n", + "\n", + "For a given rotation angle θ, we apply an Rx(θ) gate to the qubit and then measure it. Measuring the qubit after the rotation allows us to estimate the probability of finding the qubit in the excited state, which corresponds to the excited-state population in the Rabi oscillation model.\n", + "\n", + "By sweeping the rotation angle θ over a range of values, we can simulate the oscillatory behavior of the excited-state population." ] }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -118,7 +109,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -140,7 +131,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -159,7 +150,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -191,8 +182,7 @@ "### Interpretation\n", "\n", "The simulator result matches the analytic curve exactly.\n", - "\n", - "This confirms that the circuit correctly implements the rotation $R_x(\\theta)$ and reproduces ideal Rabi oscillations." + "This confirms that the circuit correctly implements the rotation $R_x(\\theta)$ and reproduces ideal Rabi oscillations.\"" ] }, { @@ -206,7 +196,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -224,12 +214,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -255,8 +245,7 @@ "source": [ "### Interpretation\n", "\n", - "Finite sampling introduces statistical fluctuations. \n", - "As the number of shots increases, the sampled curve converges to the analytic prediction." + "With a finite number of shots, the estimated probabilities fluctuate around the ideal curve due to sampling noise. Increasing the number of shots would reduce these fluctuations and produce a smoother estimate of the underlying probability curve." ] }, { @@ -268,12 +257,12 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -330,7 +319,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -339,7 +328,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -353,7 +342,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -367,7 +356,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -381,7 +370,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -399,7 +388,7 @@ "plt.figure()\n", "\n", "plt.plot(thetas, p1_analytic, label=\"Analytic\")\n", - "for gamma in gamma_values_t1:\n", + "for gamma in gamma_values_t1_simple:\n", " plt.plot(thetas, p1_t1_simple[gamma], label=fr\"T1 noise ($\\gamma={gamma}$)\")\n", "\n", "plt.xlabel(r\"$\\theta$\")\n", @@ -433,7 +422,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -460,11 +449,11 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "def p1_from_t1_stepwise(theta: float, gamma: float) -> float:\n", + "def p1_from_t1_stepwise(theta: float, gamma: float = 0.1) -> float:\n", " circ = rabi_circuit_t1_stepwise(theta, gamma)\n", " task = device_dm.run(circ, shots=0)\n", " result = task.result()\n", @@ -474,7 +463,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -490,7 +479,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -545,12 +534,12 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "\n", - "def rabi_circuit_t2_stepwise(theta: float, gamma: float, dtheta: float = 0.05) -> Circuit:\n", + "def rabi_circuit_t2_stepwise(theta: float, gamma: float, dtheta: float = 0.1) -> Circuit:\n", " circ = Circuit()\n", "\n", " n_steps = max(1, math.ceil(theta / dtheta))\n", @@ -567,7 +556,7 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -581,7 +570,7 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -616,7 +605,7 @@ "\n", "plt.plot(thetas, p1_analytic, label=\"Analytic\")\n", "for gamma in gamma_values_t2:\n", - " plt.plot(thetas, p1_t2_stepwise[gamma], label=fr\"T2 stepwise ($\\gamma={gamma}$)\")\n", + " plt.plot(thetas, p1_t2_stepwise[gamma], label=fr\"T2 noise ($\\gamma={gamma}$)\")\n", "\n", "plt.xlabel(r\"$\\theta$\")\n", "plt.ylabel(r\"$P(|1\\rangle)$\")\n", @@ -645,19 +634,14 @@ "\n", "So far we have considered T1 relaxation and T2 dephasing separately. In realistic quantum devices, both processes occur simultaneously.\n", "\n", - "To model this, we again use the stepwise approach. For each small step of the driven evolution, we apply:\n", - "1. A small rotation representing the drive\n", - "2. Amplitude damping representing T1 relaxation\n", - "3. Phase damping representing T2 dephasing\n", + "We again use the stepwise approach. For each small step of the driven evolution, we apply a small rotation representing the drive, followed by amplitude damping for T1 relaxation and phase damping for T2 dephasing. This allows both energy relaxation and dephasing to act continuously during the Rabi oscillation.\n", "\n", - "This allows both energy relaxation and dephasing to act continuously during the Rabi oscillation.\n", - "\n", - "When both T1 and T2 are present, the oscillations typically decay faster than with either process alone. T1 relaxation reduces the excited state population, while T2 dephasing reduces the coherence responsible for the oscillations." + "When both T1 and T2 are present, the oscillations typically decay faster than with either process alone. T1 relaxation reduces the excited-state population, while T2 dephasing reduces the coherence responsible for the oscillations." ] }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 60, "metadata": {}, "outputs": [], "source": [ @@ -665,7 +649,7 @@ " theta: float,\n", " gamma_t1: float,\n", " gamma_t2: float,\n", - " dtheta: float = 0.05,\n", + " dtheta: float = 0.1,\n", ") -> Circuit:\n", " circ = Circuit()\n", "\n", @@ -686,7 +670,7 @@ }, { "cell_type": "code", - "execution_count": 110, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -705,7 +689,7 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -749,7 +733,7 @@ "\n", "plt.xlabel(r\"$\\theta$\")\n", "plt.ylabel(r\"$P(|1\\rangle)$\")\n", - "plt.title(\"Rabi Oscillations with combined T1 and T2 noise (Stepwise Model)\")\n", + "plt.title(\"Rabi Oscillations with Combined T1 and T2 Noise (Stepwise Model)\")\n", "plt.legend(loc=\"center left\", bbox_to_anchor=(1.02, 0.5))\n", "plt.tight_layout()\n", "plt.show()" @@ -766,6 +750,208 @@ "This combined model provides a more realistic picture of qubit dynamics under continuous driving in the presence of environmental noise." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Off-Resonant Rabi Oscillations\n", + "\n", + "So far we assumed the drive is resonant with the qubit transition. If the drive frequency is detuned, the qubit experiences both a coherent drive and a phase accumulation.\n", + "\n", + "In the circuit model, this corresponds to combining x-rotations (drive) with z-rotations (detuning). The resulting evolution is a rotation around a tilted axis on the Bloch sphere.\n", + "\n", + "As a result, the oscillations no longer reach full population transfer. Increasing detuning reduces the maximum excitation probability and modifies the oscillation frequency." + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [], + "source": [ + "def rabi_circuit_off_resonant(theta: float, delta: float, dtheta: float = 0.1) -> Circuit:\n", + " n_steps = max(1, int(math.ceil(theta / dtheta)))\n", + " dtheta_eff = theta / n_steps\n", + " dphi = delta * dtheta_eff\n", + "\n", + " circ = Circuit()\n", + " for _ in range(n_steps):\n", + " circ.rx(0, dtheta_eff)\n", + " circ.rz(0, dphi)\n", + " circ.add_result_type(ResultType.Probability(target=[0]))\n", + " return circ\n", + "\n", + "\n", + "def p1_from_off_resonant(theta: float, delta: float) -> float:\n", + " circ = rabi_circuit_off_resonant(theta, delta)\n", + " task = device.run(circ, shots=0)\n", + " probs = task.result().result_types[0].value\n", + " return probs[1]" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "delta_values = [0.0, 0.5, 1.0]\n", + "\n", + "p1_off_resonant = {\n", + " delta: np.array([p1_from_off_resonant(theta, delta) for theta in thetas])\n", + " for delta in delta_values\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 5))\n", + "for delta in delta_values:\n", + " plt.plot(thetas, p1_off_resonant[delta], label=f\"Δ={delta}\")\n", + "\n", + "plt.xlabel(r\"$\\theta$\")\n", + "plt.ylabel(r\"$P(|1\\rangle)$\")\n", + "plt.title(\"Off-Resonant Rabi Oscillations\")\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Interpretation\n", + "\n", + "For zero detuning, the oscillations reach full population transfer. As the detuning increases, the oscillations no longer reach probability 1 and the dynamics change.\n", + "\n", + "This reflects rotation around a tilted axis: detuning introduces phase accumulation, which reduces the efficiency of population transfer." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Off-Resonant Rabi Oscillations with T1 and T2 Noise\n", + "\n", + "We now combine detuning with relaxation and dephasing. In this model, the qubit experiences a driven evolution with detuning, while simultaneously undergoing amplitude damping (T1) and phase damping (T2).\n", + "\n", + "This represents a more realistic scenario where both coherent effects (detuning) and incoherent noise processes (T1 and T2) are present during the evolution." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def rabi_circuit_off_resonant_t1_t2(\n", + " theta: float,\n", + " delta: float,\n", + " gamma_t1: float,\n", + " gamma_t2: float,\n", + " dtheta: float = 0.1,\n", + ") -> Circuit:\n", + " circ = Circuit()\n", + "\n", + " n_steps = max(1, math.ceil(theta / dtheta))\n", + " dtheta_eff = theta / n_steps\n", + " dphi = delta * dtheta_eff\n", + "\n", + " gamma_t1_step = gamma_t1 * dtheta_eff\n", + " gamma_t2_step = gamma_t2 * dtheta_eff\n", + "\n", + " for _ in range(n_steps):\n", + " circ.rx(0, dtheta_eff)\n", + " circ.rz(0, dphi)\n", + " circ.amplitude_damping(0, gamma_t1_step)\n", + " circ.phase_damping(0, gamma_t2_step)\n", + "\n", + " circ.add_result_type(ResultType.Probability(target=[0]))\n", + " return circ\n", + "\n", + "\n", + "def p1_from_off_resonant_t1_t2(\n", + " theta: float, delta: float, gamma_t1: float, gamma_t2: float\n", + ") -> float:\n", + " circ = rabi_circuit_off_resonant_t1_t2(theta, delta, gamma_t1, gamma_t2)\n", + " task = device_dm.run(circ, shots=0)\n", + " probs = task.result().result_types[0].value\n", + " return float(probs[1])" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "delta = 0.5\n", + "gamma_t1 = 0.1\n", + "gamma_t2 = 0.1\n", + "\n", + "p1_off_resonant_t1_t2 = np.array([\n", + " p1_from_off_resonant_t1_t2(theta, delta, gamma_t1, gamma_t2)\n", + " for theta in thetas\n", + "])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 5))\n", + "plt.plot(thetas, p1_off_resonant[0.0], label=\"Resonant (ideal)\", linestyle=\"--\")\n", + "plt.plot(thetas, p1_off_resonant[delta], label=f\"Off-resonant (Δ={delta})\")\n", + "plt.plot(thetas, p1_off_resonant_t1_t2, label=\"Off-resonant + T1 + T2\")\n", + "\n", + "plt.xlabel(r\"$\\theta$\")\n", + "plt.ylabel(r\"$P(|1\\rangle)$\")\n", + "plt.title(\"Off-Resonant Rabi Oscillations with Noise\")\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Interpretation\n", + "\n", + "The addition of T1 and T2 noise leads to a decay of the oscillations over time. Compared to the purely off-resonant case, the amplitude decreases further and the oscillations gradually disappear due to relaxation and dephasing.\n", + "\n", + "This combined model illustrates how coherent effects such as detuning and incoherent noise processes together determine the observed qubit dynamics." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -784,7 +970,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 57, "metadata": {}, "outputs": [ { @@ -825,9 +1011,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 58, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "KeyError", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mKeyError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[58]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m \u001b[43mtracker\u001b[49m\u001b[43m.\u001b[49m\u001b[43mstop\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[36mFile \u001b[39m\u001b[32m/opt/anaconda3/envs/braket-algos/lib/python3.11/site-packages/braket/tracking/tracker.py:61\u001b[39m, in \u001b[36mTracker.stop\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 55\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mstop\u001b[39m(\u001b[38;5;28mself\u001b[39m) -> Tracker:\n\u001b[32m 56\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"Stop tracking resources with this tracker.\u001b[39;00m\n\u001b[32m 57\u001b[39m \n\u001b[32m 58\u001b[39m \u001b[33;03m Returns:\u001b[39;00m\n\u001b[32m 59\u001b[39m \u001b[33;03m Tracker: self.\u001b[39;00m\n\u001b[32m 60\u001b[39m \u001b[33;03m \"\"\"\u001b[39;00m\n\u001b[32m---> \u001b[39m\u001b[32m61\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[34;43m__exit__\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[36mFile \u001b[39m\u001b[32m/opt/anaconda3/envs/braket-algos/lib/python3.11/site-packages/braket/tracking/tracker.py:45\u001b[39m, in \u001b[36mTracker.__exit__\u001b[39m\u001b[34m(self, *args)\u001b[39m\n\u001b[32m 44\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34m__exit__\u001b[39m(\u001b[38;5;28mself\u001b[39m, *args):\n\u001b[32m---> \u001b[39m\u001b[32m45\u001b[39m \u001b[43mderegister_tracker\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m)\u001b[49m\n", + "\u001b[36mFile \u001b[39m\u001b[32m/opt/anaconda3/envs/braket-algos/lib/python3.11/site-packages/braket/tracking/tracking_context.py:35\u001b[39m, in \u001b[36mTrackingContext.deregister_tracker\u001b[39m\u001b[34m(self, tracker)\u001b[39m\n\u001b[32m 29\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mderegister_tracker\u001b[39m(\u001b[38;5;28mself\u001b[39m, tracker: Tracker) -> \u001b[38;5;28;01mNone\u001b[39;00m: \u001b[38;5;66;03m# noqa: F821\u001b[39;00m\n\u001b[32m 30\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"Deregisters a tracker.\u001b[39;00m\n\u001b[32m 31\u001b[39m \n\u001b[32m 32\u001b[39m \u001b[33;03m Args:\u001b[39;00m\n\u001b[32m 33\u001b[39m \u001b[33;03m tracker (Tracker): The tracker.\u001b[39;00m\n\u001b[32m 34\u001b[39m \u001b[33;03m \"\"\"\u001b[39;00m\n\u001b[32m---> \u001b[39m\u001b[32m35\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_trackers\u001b[49m\u001b[43m.\u001b[49m\u001b[43mremove\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtracker\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[31mKeyError\u001b[39m: " + ] + } + ], "source": [ "tracker.stop()" ] From 1ce458acd38c1be15f7c08798882140b88b9eb99 Mon Sep 17 00:00:00 2001 From: Claudia Friedsam Date: Tue, 21 Apr 2026 18:10:02 -0400 Subject: [PATCH 06/10] Finalize Rabi oscillations notebook --- notebooks/textbook/Rabi_Oscillations.ipynb | 98 +++++++++------------- 1 file changed, 41 insertions(+), 57 deletions(-) diff --git a/notebooks/textbook/Rabi_Oscillations.ipynb b/notebooks/textbook/Rabi_Oscillations.ipynb index e5eb1bc4..d3c0b23a 100644 --- a/notebooks/textbook/Rabi_Oscillations.ipynb +++ b/notebooks/textbook/Rabi_Oscillations.ipynb @@ -45,7 +45,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -77,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -109,7 +109,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -131,7 +131,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -150,7 +150,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -181,8 +181,7 @@ "source": [ "### Interpretation\n", "\n", - "The simulator result matches the analytic curve exactly.\n", - "This confirms that the circuit correctly implements the rotation $R_x(\\theta)$ and reproduces ideal Rabi oscillations.\"" + "The simulator result matches the analytic curve exactly. This confirms that the circuit correctly implements the rotation $R_x(\\theta)$ and reproduces ideal Rabi oscillations." ] }, { @@ -196,7 +195,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -214,12 +213,12 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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tW7dKhq3bWkwkaVPqR2a7lWDFdiZuIwcGyauQ1iYpkzwnZ8uNkM8mgYUMX5ZEZxnuaxt6LmfSti6ygpAJJCXRXN5PclWkO/Cbb75RLV15DRe3kbLKkH5pVZLh4VlzZGSotshPsJPfz2/vbAd46S6VHBvZ12QaBNlWsg/I/iRdhrJvyLaUlk9JXpbtJ4MC8tK/f3+Vgyb7krQSSWuKtBRJ66Ekhct6Id9J6TKVodnSdSU5LpKnJnV6oy7gWyXfEdkfJaCS75hMBSCfT+bCutFQ+tsh00TIHFjSSia/KxLYSeuznOjIe5Od03s4GLku2/De7du3X/c3GdpavXp1dZOhyTL8d9y4cWrorgxblWHMMuxZhjnbhvNmHW766aefqqGpoaGh6vnt27dXw0mzys/Q85zD0Lt3766VKlVKvWaNGjW0l156SQ2bz+rkyZNqOLyU3cvLSytdurQatitD7HOaNm2a+izyevK6Mqx25cqVtz30XIZjy9Bref8qVapoH3/8sXqvnMN4o6KitD59+mglS5ZUf7O9V25Do8XcuXMzyyufa/DgwdmG+AvZJr6+vtd91pzllGkGevTooYYLy9DfSpUqaU8++aR2/vx5LT/uv/9+9XpSJhsZdizDg+X1sg6Rz2voeV6fP699M696yeuz5tw3bvQ68t4yFD6nvPbxrPuAfEeeffZZNW2DwWC4bn/44Ycf1LB/mZJBPmuDBg20V199VTt37twNP8fs2bO1Bx98UO3L8n9lfwoLC9PefPPNbEPEbcPUa9asqfaNOnXqqPLlNdRbhspnlfV7m1s9ZZ3GwVZPO3bs0Fq3bq3KJPXz7bff5vqa+Rl6nrM8Ql5T6j6rVatWqf1f9i+pkx9//FH9BkgZyL4Z5B+9Ay4iIqL8dnNL8n3OGdH1Il3SMqllbnmCZD+Ys0NERJQPMvovKwlwJH/pVi7pQsWLOTtERET5ICNCZQoMuZccM8n3kvy4W8kFpOLFYIeIiCgfJAFbrssWFRWlBhTIBUzHjRuX6ySmZF+Ys0NEREROjTk7RERE5NQY7BAREZFTc/mcHZm9VmbElMsAOMvU8URERM5O0zR1EWaZZFJmYL8Rlw92JNDJeaVdIiIicgwRERFqFvYbcflgx3ZhR6ksPz+/Yto0REREdDvkOoTSWJHbBZpzcvlgx9Z1JYEOgx0iIiLHkp8UFCYoExERkVNjsENEREROjcEOEREROTUGO0REROTUGOwQERGRU2OwQ0RERE6NwQ4RERE5NQY7RERE5NQY7BAREZFTY7BDRERETs2ugp1169ahb9++6gqmMv3zwoULb/p/1qxZg6ZNm8LT0xM1atTAjBkziqWsRERE5BjsKthJTExEo0aNMHHixHw9/9SpU+jTpw86d+6MPXv24IUXXsDjjz+O5cuXF3lZiYiIyDHY1YVAe/XqpW75NXnyZFStWhWff/65ely3bl1s2LABX3zxBXr27FmEJSUie2cxm5FwJRZpqckoGVAWXj4l9C4SEenEroKdgtq8eTO6deuWbZ0EOdLCk5fU1FR1y3qJeCJyXDEJKdh1+iIS9y5C9fDfUTrtPEpq8fDTrsLfoGU+L1nzQLyhJK6a/JHoVR4oWwMBFeuifLX68CgfBviW1fVzEFHRcehgJyoqCkFBQdnWyWMJYJKTk+Ht7X3d/xk/fjzefffdYiwlERUmTdOwK/wKFuw+iy2HwtHm6nIMNy1DFWN09icarHdmzQCTQYO3IQ3euIgg80Ug8SSQuAk4A2Cj9XmxfmHwrd8H3vV6A8GNAaNd9fITkasGO7dizJgxePHFFzMfS2AUGhqqa5mI6OYiLiVh/q5I/L3rBCpc2YFuxl14xbQZ/u5J6u9JppI4XfVBoFpn+AQEokSpQPiVCoS7hycSEq4g4VIMEq9EI+lKDK5EHkNazDH4xJ9ERcs5hBouoGz8QWCT3D5Filc5uLUYBreOLwNuntw8RA7OoYOd8uXLIzo6+9mcPPbz88u1VUfIqC25EZEd0zQg/hyQdBHnoyKxYschnDlzEq0NB/CEcT+8PdIyn2opVQ3G1qPg0/ghhHn45vpyJf1LqxtQJ8fbaAi/lIQ5ew4hZtdfqBW/CR2Me1Ei5QKw/hNc3r0AJQZOgXtokyL/yERUdBw62GndujWWLFmSbd3KlSvVeiJyUFcvAL89CpzZoB4GAxia49fK4hcCY607gdq9Yaze5Za7nGSKi8plfFG5a3Oga3Mci07A5J2ncGXnH3ghYxrKXj2GjKldsb/mCNS+/124e3gV0ockouJk0OTUxk5cvXoVx48fV8tNmjTBhAkT1LDy0qVLo1KlSqoLKjIyEj/99FPm0PP69evj6aefxvDhw/Hvv//iueeew99//53v0VjSjeXv74+4uDjVIkREOjr/HyyzB8EYH4kMzYjLKIlLWknAuzTKl68A/2rNgdp3AkH1JVIpsmKkpJuxcON/KLf2DXTVNqt1x41VkNTpfTTs0K/I3peI8q8gx2+7CnZkgkAJbnIaOnSomizw0UcfxenTp9Xzsv6f0aNH4+DBg6hYsSLeeust9bz8YrBDZCcOLIB5/lMwmVNwwhKMEekvIaRGQ4zuXgtNK5XSpUgS9Gz8cwqa7f8AAUhQ6475NkXw3eNQogZbkIn05LDBjh4Y7BDpzGJB6j8fwHOTdb6steaGGOfzKsbc0wqdagfCHiReOo/9s/+HxjEL4WnIUOtigjsjcMA4IChM7+IRuaR4BjtFU1lEVMgy0nBx1uMoc/JP9fCHjD442+w1vNq7Hkp42l9K4d79e3H2z3fRM22VGs5uhglai8fh1uUNwDtA7+IRuZR4BjtFU1lEVHi0lDhE/XA/gi9tRbpmwueeo9D5wdFoVa2MXVezdG39vHgVKu7+FL2M29Q6s3dZmHq+DzR8kPPzEBUTBjtFVFlEVDhSLkXi4g/9EZJyDImaJ6ZXfA/DhjwOXztszcnL1pMX8dMv0/Fixo+objxvXRnaChj4C1DCPrrfiJxZPFt2iqayiOj2RZ3cC/xyH8pbohGr+WFdi+9wd5+71DBwRxMVl4Jnft6Cpufn4Hm3+fA1pEKr3hWGwb+zhYfIjo7fnA+diIrN8WMHYfqpnwp0wlEeZwYsxD139XXIQEeU9/fCr0+1R0KzpzEg7X2kaO4wnFgF89Yf9C4aEWXBYIeIisWeIydh/PU+lMNlnDZWgtuIlWjWpJnD176nmwnj72mARwfcifEZD6l1lhX/Q9r5/XoXjYiuYbBDREVuw8EIWGYNRDVEItZYFqWfXIwKIZWcquYHt6qM1g+OwVpLY7hr6Tg/7WEkJibqXSwiYrBDREVt6X8RSJ7zKJoajiLRUAK+j/0Jv6DKTlnxdzYIhvf9k9Wsz5XTT2Hlt8/gStL/X8eLiPTBlh0iKjKL9kTi8u/PobtxB9IN7vB4ZC68Q+o7dY23bFAXV3p8qZYHJM/HRxO/R1xSut7FInJpDHaIqEj8ezgah39/Hw+Z/oUFBhjvmwr3au1corartb0PV8IeVsuvXv0I706ZjcRU68zLRFT8GOwQUaHbfOIifv/1e7xsmmNdcedHMNXr71I1HTDgEyQHNkZpw1WMvfQaxv/4q5qQkIiKH4MdIipUeyKu4LOZv+Ez47cwyiUVmj8G4x1PuV4te/jCe/hfuBrUHP6GJLwW8xq+nPYz0s0WvUtG5HIY7BBRoTkSlYCXpi7HN4aP4WNIhblqR5h6feK6NezlhxLD/0Rc0B0oaUjGs+dexfczZsBicenrLxMVOwY7RFQoouNT8MTU9fjc8jEqGC7BUroGTA/8BJgc5xIQRcKzBPwfW4CL5dupGZYfD38VP/0+X+9SEbkUBjtEdNuSE65g7g/j8HXqm2hsPAGLVwCMg+fxSuA2Hj4o89gfiArqAC9DOu7YPxa/bzvJPY+omDDYIaJbd3oDtD9GwDShFp67+hUaGU/CYvKCceDPQJnqrNms3L1QfuhMJLmXQh1jBCL+GqcuJkpERY/BDhHdmt2/ADP6wLBvHjy0VJzQKiCiycswPrcLqNqBtZobn9Lw6vupWhxlXICPfl6EMxc5yzJRUWOwQ0QFd/EEsORVtfinuQ0GpL6HnXctR2j/twD/ENbojX50G9wHc/Vu8DRk4HXzZDw+YxviUzjpIFFRYrBDRAVjTgfmjwDSE7HFEobR6aPQqn0PPNDCua51VWQMBpj6fgGLuw9aGQ+jxaW/8Oys3RyhRVSEGOwQUcGs+xSI3IkE+GJ02kh0qVser95Zh7VYEAGVYOz6tloc4zYLh48ewberj7MOiYoIgx0iyr/wrdAk2JGDdNpwuJcOxecPNIbJaGAtFlTLJ4CQZmr+na89vsW8fzZi4/FY1iNREWCwQ0T5kxKvuq8MmgXzze2wwtgW3w1uCn9vd9bgLf36moB+3wBu3qo76x+Pl7Fv1huIvnSF9UlUyBjsEFH+rHgTuHIGZ7WyGJv+KMb2DUP9EH/W3u0Iqgc8sQbmKtb5d56yzIU28Q6YD/3NeiUqRAx2iOjm4s5C2/2rWnwxbSS6Nq6Bh1oyIblQBNaBaegixPScjCitNMqbz8M09yFgwxfcM4kKCYMdIropbesUGDQzNpvDcKlcC3x4dwMYDMzTKTQGAwJbD8J/A1bix4xe1nX/vAP8d+2q8UR0WxjsENGNpSUhbds0tfgLemHS4Kbw9XTx610VkZ5NauBsy7fwfUYf9Vj782ng+D96F4vI4THYIaIbit74Ezwz4hFuKYfWvQajZlBJ1lgRer1XHfxRagQWmNvCYMmANncIcG4365zoNjDYIaI8paWbkbxholreUPoeDG5djbVVxLzcTZjwYFO8aXkK6831YUhPBH69H7jEC4cS3SoGO0SUpwULZqGKORxJ8ET3h15ink4xkVFuz3QPw8j0F3BQqwokXgBmPQhkpHFvJboFDHaIKFc7Tl9CmX3WXJ0L1e5FucAg1lQxerJDddSpHIKhqa/gijEAiD0CbPue24DoFjDYIaLrXE3NwKdzlqKL0ZorUrn3i6ylYiazUn8xsDGSPMrgw9QHrCvXfgJcjeG2ICogBjtEdJ2Plx5Gj6t/wWjQkF6tG1C2JmtJB6GlfTC2Xz38bu6AfZZqQGo8sOpdbguiAmKwQ0TZbDt1CfO3HMb9pjXqsXubkawhHd3frCI61Q7C2+lDrSt2/6IuxEpE+cdgh4gypaSb8fofe9WVuP0MyUCZmkC1LqwhHcnkjTKJ41H3OvjD3M66culrgMXC7UKUTwx2iCjTN/8eQ7PLf+Nht1XQYADu/Agw8mdCbxUCvNX8Ox+nD0Ki5gWc3Q7sm6d3sYgcBn/FiEg5cC4OG9etxAdu09VjQ+c3gZrdWDt2YnCryqhcpRq+yRigHmsr3wZSE/QuFpFDYLBDRMgwW/Dhb+sx0e0LeBrSgdq9gfYvsWbsiNFowEf3NsTPhj44ZQmC4Wo0sHWy3sUicggMdogI09Ydw6jYcQgxXERGqWrA3ZPZfWWHqpcrgVFdw/B1xj3qsXnbj4A5Xe9iEdk9BjtELu7sxXiUWP0m2pkOIN3kDbdBswAvf72LRXl4okM1nAjsgQuaP0xXo4CDf7KuiG6CwQ6RK4s/h6QpvfGQcaV66Hb3JCCwrt6lohtwNxnx3r1N8YvZmk91dd23rC+im2CwQ+Sqjv2DtIltUCtlH65qXjjfbSIM9e/Wu1SUD41DA5DUYChSNTeUuLAbGeHbWW9EN8Bgh8jVWMzAyrHAr/fCI/Uy9luq4OdGPyG43cN6l4wKYNRdrbHC0FYtn/77c9Yd0Q0w2CFyNTKCZ+OXanFmRneM9ByPR/p01btUVEClfD3g0dY6u3XlqBW4cO4065AoDwx2iFxJShyw7lO1+KF5CMZmDMNrfRujhKeb3iWjW9C965046BYGd4MZO/9g6w5RXhjsELmSjV8ByZdxzr0SpqV3R7saZdGnQbDepaLbmHunRMdn1HLz2IXYfCSSdUmUCwY7RK4iIQrY/J1afCfxXhhNbni3fz117SVyXJXaDMQV9yCUNcRj44LvkJ6WAmSkWW+Sn0VEDHaIXMbaj4GMZOw31sYKS3M81q6amqSOHJzJDZ5tnlSLL6d8C/dxQcAH5ay3cSHAqXV6l5BId2zZIXIFsceBnTPV4rvJA1G2hBee7lxd71JRIfFuNQyJXuWv/0NGMrD2E9YzuTwGO0Su4N/3Ac2MNWiK7VodvNKzFkp6uetdKiosPqXh+dI+3O03Bw1SfsRHjVcAz+wEDCbg9Hogaj/rmlwagx0iZxe5Ezi4EBYYMD71AYQF++G+ZqF6l4oKmZu7B17s2xwJ8MGP2y7iuKU8ENbf+setk1jf5NIY7BA5u1Xvq7v55vY4olXCW3eFwWRkUrIzal+zHLrVDUSGRcO4JYeAO6zz8GDvb0BirN7FI9INgx0iZ3bhCHByNcww4suMe9GzXhBaVy+jd6moCL3Ruy7cjAb8ezgGa5OqABWaAOZUYOd01ju5LAY7RM5sxzR194+5KaKNgepASM6tWrkSGNqmilr+4O9DMLewjtTC9qmAOV3fwhHphMEOkbNKS4K2Z5Za/NXcFcPbVkXlMr56l4qKwXNdaqKUjzuOxVzFnOQWQIkgIOE8cPBP1j+5JAY7RM7qwHwYUuNxxhKI/Z5N8XSXGnqXiIqJv487XuhWSy1/8e9ppDUZZv3DFiYqk2tisEPkpMzSbQFglrkrnulaG34cau5SBrWshMplfBB7NRUz0zoDJg8gcgdwdofeRSMqdnYX7EycOBFVqlSBl5cXWrVqhW3btt3w+V9++SVq164Nb29vhIaGYvTo0UhJSSm28hLZpXN7YDq3C2maCRtL9sTgOyrpXSIqZh5uRrzco7Za/nLzFaTUHvD/V70ncjF2FezMnTsXL774IsaOHYtdu3ahUaNG6NmzJ2JiYnJ9/qxZs/D666+r5x86dAhTp05Vr/HGG28Ue9mJ7EnKFmurzlJLK4y4syU83Ux6F4l0IBd5bRDij8Q0M34y97SuPLgIyEjl9iCXYlfBzoQJEzBixAgMGzYMYWFhmDx5Mnx8fDBtmnVESU6bNm1C27Zt8dBDD6nWoB49emDQoEE3bQ0icmop8TDu/00tbgzoh74NK+hdItKJXBV9TK86avnT/d4we5WyDkPnjMrkYuwm2ElLS8POnTvRrVu3zHVGo1E93rx5c67/p02bNur/2IKbkydPYsmSJejdu3ee75Oamor4+PhsNyJncnnLL/CwJOOYJQR9+96rDnjkutrUKIsOtcoh3QwcNlm7tVTuDpELsZtgJzY2FmazGUFBQdnWy+OoqKhc/4+06Lz33nto164d3N3dUb16dXTq1OmG3Vjjx4+Hv79/5k3yfIichqYhefMUtbi5VD+0rxWod4nIDrx+Zx0YDMDyKxWtK85u17tIRK4Z7NyKNWvWYNy4cfjuu+9Ujs/8+fPx999/4/33rdPj52bMmDGIi4vLvEVERBRrmYmK0sndq1Ah9SSSNQ8073/tUgHk8sIq+GFA4xDs1q5NP8ARWeRi3GAnypYtC5PJhOjo6Gzr5XH58uVz/T9vvfUWHnnkETz++OPqcYMGDZCYmIgnnngCb775puoGy8nT01PdiJzRhX++QTUAe/y7onW1ynoXh+zIi91rof/eY9YHl09Zr5XlW1bvYhG5VsuOh4cHmjVrhlWrVmWus1gs6nHr1q1z/T9JSUnXBTQSMAlN04q4xET2Ze/Bg2iWuE4tV+o1Wu/ikJ0JLe2Du1rWxXGLNWFdY+sOuRC7CXaEDDufMmUKZs6cqYaSjxw5UrXUyOgsMWTIENUNZdO3b19MmjQJc+bMwalTp7By5UrV2iPrbUEPkas4ufQruBksOOnTCCF1W+ldHLJDz3Sugb2wdmWd2WsNjIlcgd10Y4mBAwfiwoULePvtt1VScuPGjbFs2bLMpOXw8PBsLTn/+9//YDAY1H1kZCTKlSunAp0PP/xQx09BVPy2HDmLDvGLAQPg1/lZbgLKVaCfF3yqtgLOrMOlo5tQWdPUbyiRszNoLt7fI0PPZVSWJCv7+fnpXRyiApOv8KQv3sGo+C9xxT0IAa8fBEx2dR5DduTKiR0I+Lkr4jUfbLpvB+5sEKJ3kYiK/PhtV91YRFRwa47EoPOVP9Sy6Y4nGejQDQVUaYx0oyf8DEn4bflqmC0ufb5LLoLBDpGDt+qsWPI76hojkGb0Qsk2w/UuEtk7kxsMFZqoxVKX92Lx3nN6l4ioyDHYIXJgyw9Eo9Pl+WrZ0mAg4F1K7yKRA3Cr1ELdNzYcxxcrjyLDbNG7SERFisEOkYOyWDTMWr4O3Y071WOvtqP0LhI5iorWYKe52wmcvpiE+bsi9S4RUZFisEPkoJYdiEL7ywtgNGhIr9IJCLRe8JHopkKaq7tahgh4IwXfrj6OdLbukBNjsEPkoK06u5dMw6Om5eqxexu26lAB+IcAJYNh1Mxo63MW4ZeSsGA3W3fIeTHYIXJA+5b+gNeTPoW7wYy0eg8ANXvoXSRyNBWtrTuPV72o7ieuPs7cHXJaDHaIHIxl50w02P4aTAYN+wL7wePeyVCXtCa6ha6s5m4nUdrXA2cuJmHhHo7MIufEYIfIkWybAuNfz8EIDbO1HggdOgUw8tIodOtJym7ndmJEe7l8LPDtv8fYukNOicEOkaM4sgxY8rJa/DGjFyJbv48AXy+9S0WOqkJjwGACEs5haD03lPJxVyOzFv3H1h1yPgx2iByBXNVl3adq8ZeMrvjCOBSPXTsbJ7olHr5AYJha9InegREdbK07xzmrMjkdBjtEjiBiGxC5A2lwx5cZ92Fom6oo5euhd6nI0VVtb71f8RaGNvBCgI87TsYm4i+27pCTYbBD5Ag2f6Pu5me0RZJHaTzOVh0qDB1fA8rUBOIj4Tt/CJ5qU0Gt/vrfY2zdIafCYIfI3l06Ce3QYrU41dwbj7SurEbPEN027wDgobmAVwAQuROPXfwM/l5uOHkhEcv2R7GCyWkw2CGyd1smwwANa8yNEG6qhMfbMVeHClGZ6sDAXwCjG9wPLcDk0H/UaplVWUtPBsK3AgcWAhlprHZyWG56F4CIbiD5MrD7F7X4o7k3HmwVinIlPVllVPi5O30mAH89h9YRP+BLz8OodPEctPFnYLCkW5/T/X2g7XOseXJIbNkhsmc7ZwLpiThkCcUWNMATHavrXSJyVs2GAq2fUYsDDOvQ1HgcRks6NDdv69+PLtO3fES3gS07RPZKug22fp+Zq3NP04oICbh24CEqCt3fA9x9kBR3AW/v8sHWjBr4un8jNPmzi3VEYOpVwLME654cDoMdInt1cKGa8C1GC8BiSxss7VRD7xKRs5PZuLu8CR/JXTbsR8SWM/h8Rzp+CagEXAkHzmwCavE6bOR42I1FZI8sZmDjV2pxZkYPdG9YGVXL+updKnIhT3asBjejARtOXERsUFvrypOr9S4W0S1hsENkj7ZOBqL3I17zwa/mrhjVibk6VLwqlvJB/8Yhavn3yzWtK0+u4WYgh8Rgh8jeXD4N/PuBWvwwYzCa162OusF+epeKXNCoztVhMACTw0OgwQDEHAQSOP8OOR4GO0T2dg2sxS8C6UnYaqmLueZOGNWZuTqkj+rlSqB3/WBcQUlEeLF1hxwXgx0ie7J3HnBiFTIMHng9/XHcUa0MmlYqpXepyIWNvNaF+ndiHesKdmWRA2KwQ2QvEmOBZa+rxW/M9+CUFoynOK8O6ax+iD/a1SiLdeYG1hUnVltbIIkcCIMdInux/A0g+RJifWtiYlpvlafTsVY5vUtFpFp3dllqIkVzB65GARcOs1bIoTDYIbIHx1cBe+dCMxgxOnk4MuCGpzpWg0GyQ4l01qZ6GdQKKYdtFnZlkWNisEOkt/QUYMnLavFQ6CCsT6qM0NLe6NMgWO+SESkSdEuX6nqLtSvLfPxf1gw5FAY7RHrb+CVw6SS0ksF4PqaPWjWifTW4mfj1JPtxZ/3yOFWyuVq2nFrPq6CTQ+GvKZGeLp4A1k9QizvqvIJjV4DSvh64v1kotwvZFZPRgM6duiBW84O7ORkZcq0sIgfBYIdILzKiZckrgDkVWvUuePuYdR6TR9tUgbeHiduF7M69zSphh7GhWj626S+9i0OUbwx2iPRy8E81pw5MHthe9w0cikqAj4cJQ1pX5jYhu+TlboJHrS5qWTu5GhqHoJODYLBDpIfUBGDZGOtyu9H4ao9ZLT7YohICfDy4Tchuteh6HyyaAWHmIzj6t/VitUT2jsEOkR7WfAQknANKVcGBao9h4/GLKidieLsq3B5k10oGVsb6kMfUcs0d7wKHFutdJKKbYrBDVNzM6cD2qdblXp9gyuZzalGGmsuVponsXY3738cccxcYYYHl9+FA+Ba9i0R0Qwx2iIqbzD6bkQx4+uFcuXb4a+95tfqJDtW4LcghhJTywbawN7DS3AxGcyowayAQw1mVyX4x2CEqbud2W++DG2HaxjMwWzQ1Q61cg4jIUQzvUAvPpj+jLiOBlCvAL/cC8dbAncjeMNgh0inYSQ1shNnbwtXyCLbqkIOR4LxZjQoYnvYyYr0qAfFngTXj9C4WUa4Y7BDpFOysS6yIxDQzagaWQCde8JMckMz0fQUlMTrJmrCMvfOAxIt6F4voOgx2iIpTRioQtV8tTjrql9mqwwt+kiPqWKscageVxPq0GrhQog6QkQLsmqF3sYiuw2CHqDjFHAQs6Uhz98OuBH8ElvRE/8YVuA3IIUmQbu2CNeC75G7WlTLSUEYcEtkRBjtEOnRh7dOsB4hH21aBpxsvDUGOq1+jCgjy88SviS2Q4lEaiI8EDvFSEmRfGOwQ6RDsbEmppC4NMbglLw1Bjs3DzYhH21RFGtzxu6GHdeXWyXoXiygbBjtEOgQ7ey3V8EDzUPj7uLP+yeE91LISvN1N+CquAyxGdyBiKxC5S+9iEWVisENUXNKTocUcUov7tOoY1paXhiDnIEH7A80r4gICsMW7g3UlW3fIjjDYISouUfthsGTgguaHBnXronIZX9Y9OY1hbavCYAA+utTJumL/fCAhSu9iESkMdoiKSeKp7ep+n6UaHu9QnfVOTqVKWV90rxuEvVp1nPGpr0YdYsd0vYtFpDDYISpsFjOQlnTd6jP7N6r7mBJ10bxyKdY7OZ3H21uv7/ZFQhfrih1TgYw0fQtFxGCHqAj82A34ukm26wSlpJvhGfOfWq7aqD0nESSn1KJKKTSs6I/F6c1x1aMckHgBOMxh6KQ/tuwQFaaEaODcLuBqFPDPO5mrl+w8jiraWbXc9I5rOQ1ETjjJ4GPtqiIDbpiVfm0/Z1cW2QEGO0SFKWrf/y/vnQNEbIOmadiw/l+YDBoSPcrBPSCEdU5Oq3eDYAT7e2F6cgdocog5vR64cFTvYpGLY7BDVJii9l5bMFjvlr6KDcdiEHDlgHroUakZ65ucmrvJiKFtquA8ymCLWwvryp1MVCZ9MdghKoqWnTtGAZ5+ahLBo8u/RwPjSbXaPZTBDjm/QS2sM4RPTrrWlbXnVzXPFJFeGOwQFaZo6xXNUaML0PE1tdgvdgpaGI9Y11dowvoml5hk8P5mFbHO0gAX3MoDKXHAgQV6F4tcGIMdosKSlgjEHrMuBzUAWj6BC56VUM4Qj4qGWOv64Masb3IJj7atqnJ2piXbEpWn6V0kcmEMdogKi7oUhAb4BgIlg3AlDXgjafD//90/FChRjvVNLqFqWV90rROI38wdkWFwA85uB87bctqIXDzYmThxIqpUqQIvLy+0atUK27Ztu+Hzr1y5gqeffhrBwcHw9PRErVq1sGTJkmIrL9F1ycnlG6i7OdsjsDK9Aba4t7SuZxcWuZjh7aoiFv5YYWGiMunLroKduXPn4sUXX8TYsWOxa9cuNGrUCD179kRMTEyuz09LS0P37t1x+vRp/P777zhy5AimTJmCkBAO7SUdRF3L1ynfAOlmC2ZuOq0exnT8xJqw3PlNbhZyKW2ql0HtoJL4Kb2rdcXeeUBqgt7FIhfkBjsyYcIEjBgxAsOGDVOPJ0+ejL///hvTpk3D66+/ft3zZf2lS5ewadMmuLu7q3XSKkSk60is8g2w/EAUzseloGwJD/Ro1RBwZ2IyueYkg8PbVcFrf8TjjCEEldMigX2/A82tv/FELteyI600O3fuRLdu3TLXGY1G9Xjz5s25/p9FixahdevWqhsrKCgI9evXx7hx42A2m/N8n9TUVMTHx2e7ERXK9bCiD2QGO9M2nFKLg1tVhpe7iRVMLqt/4xCU9vXE/LQ7rCsitupdJHJBdhPsxMbGqiBFgpas5HFUVFSu/+fkyZOq+0r+n+TpvPXWW/j888/xwQcf5Pk+48ePh7+/f+YtNDS00D8LuaBLp4D0RMDNG7sTy2BX+BV4mIwYfEclvUtGpCsJ9ge3qoSDWuXs0zMQuWKwcyssFgsCAwPxww8/oFmzZhg4cCDefPNN1f2VlzFjxiAuLi7zFhERUaxlJicVfa0LK7Aupm+27lN9G1VAYEkvfctFZAcevqMyjhuswY4l5ghgTte7SORi7CZnp2zZsjCZTIiOjs62Xh6XL18+1/8jI7AkV0f+n03dunVVS5B0i3l4eFz3f2TEltyIiiJfJ6l0GJbssl7tfFhb5o8RiSA/LzRp0BBXD3mhhCUFuHgCCKzDyiHXa9mRwERaZ1atWpWt5UYeS15Obtq2bYvjx4+r59kcPXpUBUG5BTpERR3sbEwMRoZFQ8uqpVE/xJ8VTnTNo+2q4YhmTRuIO72b9UKuGewIGXYuQ8dnzpyJQ4cOYeTIkUhMTMwcnTVkyBDVDWUjf5fRWM8//7wKcmTkliQoS8IykR7Dzn89bQ1whrNVhyibhhUDEOtbUy0f3ruFtUOu2Y0lJOfmwoULePvtt1VXVOPGjbFs2bLMpOXw8HA1QstGkouXL1+O0aNHo2HDhmp+HQl8XnvNek0iomKRGAsknFOL25ODERLgjW51syfaExFQoVYz4L8lSIvci9QMMzzdOFKRiodB0zQNLkyGnsuoLElW9vPz07s45IhOrAZ+HoBIYzDaJn2OMb3q4MmO1fUuFZHdyTi1AW4z+yBSK4Mt/dbh3mYV9S4Sucjx2666sYgcOV9nT3oovN1NeLAFh5sT5catfH11H2K4iHkb9sHFz7WpGDHYIbpd1+YNOWSpjHuahsDfxzqbNxHl4B0As5+1NccSdRA7zlxmFVGxYLBDdJvSIv9T9zJp2qNtONyc6EZM11p36hjDMX2jdaZxoqLGYIfodqSnwO3iMbVYonIT1AwqyfokupGgeuquriEcyw9EI/JKMuuLihyDHaLbkBy5H0aYcUkrgQEdmrMuiW4mMEzdNfc+D7NFw8+bz7DOqMgx2CG6Dbt3bFD3p92qoVNtDjcnuqkgazdWNe0MDLBg9rZwJKflffFmosLAYIfoFslIkvgj69Sye2hTGI0G1iXRzZSpAZg84JaRhBYBCYhLTsfCPZGsNypSDHaIbtHGY7Gon2ZNTq7esjfrkSg/TG5AOet1sUbUsubrzNx0msPQqUgx2CG6RYvXbUJFQyzMMMGnRjvWI1EBu7La+0WruakORyVgy8lLrD8qMgx2iG7BmYuJwKn1ajktuBng4ct6JMqvIGuSstfFQ2puKjFjE4ehk50GO+np6YiIiMCRI0fUBTmJXMVPm8+gtfGAWvau1Vnv4hA5lmvDzxF9IHNuqpUHo3H2cpK+5SKnVeBgJyEhAZMmTULHjh3VtSiqVKmCunXroly5cqhcuTJGjBiB7du3F01piexAYmoG5m0PR5trwQ6qdtC7SEQO2Y2FSydRs5QJ7WqUhUUDft7CYehkB8HOhAkTVHAzffp0dOvWDQsXLsSePXtw9OhRbN68GWPHjkVGRgZ69OiBO++8E8eOWSdbI3Im83edRVDaGZQzxEFz8wIqttC7SESOpUQg4FtOxjQCFw5ltu7M2RbBYehUJNwK8mRpsVm3bh3q1bvWBJlDy5YtMXz4cEyePFkFROvXr0fNmjULq6xEurNYNMzYdBptr7XqGCrdAbh56l0sIsfsyjq5RnVldW7cFJVK+yD8UpIahj6oJS+mSzq27MyePTvPQCcrT09PPPXUUyrwIXImG47H4sSFRHRwO2RdwS4solsT+P95OyajAUNaV1YPZ2zkMHSy09FYkpxssVgK46WI7JrMB2KEBW0zg52OeheJyOGTlMX9zUPVMPQj0QnYfPKivmUjp3PLwc7Bgwfx0UcfoU2bNio5OTAwEEOGDMEff/yBxMTEwi0lkR04HZuIf4/EoK7hDLzNCYCnHxDcWO9iETl2sHN+L3DhKPy93XFvs5DMkwoi3YIdGWL+0ksvqTycO+64Q+XwSHdVdHQ0lixZokZjvffeeyhbtix69eqlRm0ROdNwc00DHgm6NmKkclvrbLBEVHCBdQG/ECA1DpjUGljxFh5tVlb9icPQqbAZNLnATz5J0vHWrVvRv39/dO3aFR4eHrk+7/Tp0/jzzz+xePFirFy5EvYsPj4e/v7+iIuLU0PpifIabn7HuFVISM3Azqrfo8z5tUDP8UDrUawwolt16RSw7HXg6DLr45LB+MHtIeyNTsMD1VLRoXQccPEEUKEx0PszwMDrz9GtHb8LFOw4IwY7lB8/bz6Nt/48gBplPLEybQgM6YnAUxuB8tfmCyGiW3dkGbDsNeDyDbqvXtgPBISylumWjt+8XATRTcj5wMzN1q6r0WEJ1kDHpwwQaJ3ynohuU+07gVFbgc5vQitTA/uMdfBbRgf8V+t5IODaMPSYg6xmumWFHuzI5SM45JycycbjF3E85ip8PUzo5nXEurJKe8DIcwWiQuPuBXR8FYZnd2JLp9l4JeMpvBbTDVrFltlGbRHdikL/tZZh6DNnzizslyXSje0ChTI01jNig3Ul59chKjIPXBuGLldDj3C3zq7MYIduR4GHkixatOiGfz958uTtlIfIroRfTMKqwzFq+bHaqcDczdY/cH4doiLj7+OOu5uGYNbWcPx1vhSelpXsxqLiDHYGDBgAg8Gg8hjyIn8ncgY/bZbZXIFONcsgdP1rgCUDqNULKFtD76IROTW5XpYEO7PPlMTTckWW2KNARhrglvsoYKIbKXA3VnBwMObPn69mTM7ttmvXroK+JJHdDjefuyNCLb8RuAk4uw3wKAH0+UzvohE5vVpBJdGmehmc1cogxVTCeqJxkReXpmIKdpo1a4adO3fm+febtfoQOYoFuyORkJKBFqUSUXPfBOvKbu8A/hX1LhqRS7BeDd2AQ2brzMqI5ogsKqZg55VXXlGXiMhLjRo1sHr16lssDpEdDTdXU9Zr+Nz3ZxjSEgAZFdL8Mb2LRuQyutYNQsVS3jiQce0EI3q/3kUiV8nZad++/Q3/7uvri44deXFEcmybTlzEsZiruMdjOyrFrgOM7kC/bzjcnKgYydXQH7mjMg6vsM61o8UcBDNC6VZwohCiXMzYdBr+uIr3PK5No9D+JSCwDuuKqJgNbBGKk8bKajntHFt26NYw2CHKIeJSElYdisYotz9RIuMyULY20P5F1hORDgJ8PFC7oXViQc/Ec0DyFW4HKtpurKpVq97SsPIXXngBzz33XIH/H5Eeft5yBiW0RAxx/1dSdoAe7wNuMvaViPQwsH0DRO4vgxDDRcSe3IOy9TpxQ1DRBTszZszArahS5doMmER2LiktA3O2heNh0z/w1pKt17+q2UPvYhG5tDrl/bDLqxpCUi9i1/YN6MFgh4oy2GHiMTm7hbvPITUlCY95LbeuaPu8zKegd7GIXF5AlcbAke2IO/MfUtLN8HI3uXydUBHl7ISHhxfk6YiMjCzQ84nsYbj5Pab1KIMrgF9FoP693ChEdqBy3Rbqvor5NP7675zexSFnDnZatGiBJ598Etu3b8/zOXFxcZgyZQrq16+PP/74ozDKSFQsNp+8iGPRcXjSbYl1ReunAZM7a5/IDpiC66v72oYIzNh4ipPXUtF1Yx08eBAffvghunfvDi8vLzWbcoUKFdTy5cuX1d8PHDiApk2b4pNPPkHv3r0LVhoiHUmrTnfjDlQxnAe8AoCmQ7g9iOxFmZrQjG7wsyTjyvmT2HmmPppXKa13qcgZW3bKlCmDCRMm4Pz585g4cSJq1qyJ2NhYHDtmvV7J4MGD1aUkNm/ezECHHMrZy0lYeTAKI93+sq5oOQLwLKF3sYjIxs0DhrK11GJtYwSmqxnOiYpoBmURExMDDw8PPPTQQ2jZ0jr/AZGjDzdvgcNobDwBuHkBLZ/Uu0hElJOMjow5iDqGCHy/Pwrn45IR7O/NeqLCn1Rw9uzZqFWrFvr374/WrVujefPmuHDhQkFfhshuJKeZMWdbBJ5yW2Rd0XgwUKKc3sUiopyC6qm7NiWjYbZo+HVLwQbNkOsqcLDz7rvvqhadw4cPY8WKFWrd66+/XhRlIyoWC/dEomzKaXQ2/QdNrrwjiclEZLfBTiMP60jfWdvC1TB0okIPdk6ePImxY8eq1p2uXbvil19+wZw5cwr6MkR2M9x8xsbTGGZaph4b6vQBylTXu1hElFc3FoASV0+hkp8JlxLTOAydiibYycjIgI+PT+bjOnXqwGKxICoqqqAvRWQXw83PR5/HPaYN1hWtntK7SESUF/+KgKc/DJYMPN1QruUC/LrxKLTwrcBlJixTIScoz5w5E23btkXDhg1RokQJuLm5ISkp6VZeikhX0qrzoGk1fAypQFB9oEo7bhEieyWzmQfWBSK24J7Y71HHMxx1L52GYZoZ8PIHRh/kKEoqnJad9u3b44MPPkC7du0QEBCghp+npKRg6tSpWL16NRISEgr6kkS6Xd189aFzGOK20rqi1ZO8NASRg+TtuJ9ejUaGE/AwXMvZSYkDovfrWzZynpadtWvXqnuZW0fm1Nm1a5e6TZo0CePHj4fRaFQB0KFDh4qivESFOty8i2EnKhpiAe/SQIP7WbtE9k66mhOiAP8QRJaoj4FLLXjffQY6G/cAUfuASnfoXUJylm4sIQGN3B588MHMdadOncKOHTuwe/fuwiofUZFISk1XVzef4mZNTEbzYYA75+sgsnvlagGDZqnFEAAVD2/G/vAq1mDn/H96l46cLdjJTdWqVdXt/vt5hkx2TNOwYHckKqYeRyvPw2oKekOLx/UuFRHdgkfbVMXC01XUsuX8voLnZpBL4H5BrjncfNOZ/x9uHtYf8Kugd7GI6BZ0qxuISyWsl5HQYg4C5nTWI12HwQ65nI0nLuFSTCT6mzZZV7QaqXeRiOgWuZmM6NqmJRI0b5gsadAuHGFd0nUY7JDLWb/qL/zs8RE8DBlAhaZAxeZ6F4mIbsODLavgCCqr5eP7trAu6ToMdsh1JETj6uzHMCbqBYQZz8Ds6Q/0/JDDzYkcnL+PO9LK1VfLZ/Zfa7ElyoLBDrmG3b8C3zRDiSO/w6IZsKZEb5ie2wVUbqN3yYioEFSvbx1y7nP5kJpDiygrBjvk/BKigUXPAGkJ2KdVx91p78LQ72vAt6zeJSOiQhJUu6W6DzOcwU+bTrFeKRsGO+T8ji4FNAtiS9ZFv9R3cbVsI3SoyUCHyKmUqwOLwQ0BhkSs3bEbiakZepeI7AiDHXJ+h/9WdwtSmkKDEY+2rQqDXGOHiJyHmycMgXXUYuW0E5i/O1LvEpEdsctgZ+LEiahSpQq8vLzQqlUrbNu2LV//b86cOeogNmDAgCIvIzmI1ATg5Bq1OO9qI5T0csM9TWTeVSJyNobyDdV9PeNpzNh4ChaL9croRHYX7MydOxcvvvgixo4dq6651ahRI/Ts2RMxMTE3/H+nT5/Gyy+/rC5USpTp+D+AOQ1RbhVwTAvBgy1C4etZqBOHE5G9KN9A3TUwhePEhUSsPx6rd4nITthdsDNhwgSMGDECw4YNQ1hYGCZPngwfHx9MmzYtz/9jNpsxePBgvPvuu6hWrVqxlpfs3OEl6u7PlCYwGgwY0to6rTwROaFga8tOM8+z6n76RiYqkx0GO2lpaepK6t26dctcJ1dRl8ebN2/O8/+99957CAwMxGOPPVZMJSWHINPGH12uFleYm6NHWHmElvbRu1REVFSCrHPtBKRFIcBwFWuOXMDxmKusb7KvYCc2Nla10gQFBWVbL4+joqJy/T8bNmzA1KlTMWXKlHy9R2pqKuLj47PdyEmd3gCkxiFW88durSaGt6uqd4mIqCh5BwABldTiw1Wsv+0zOAyd7K1lp6ASEhLwyCOPqECnbNn8DSUeP348/P39M2+hoaFFXk7SdxTWSnNThIUEoEWVUtwURM7uWpLyfRUuqfs/dkbiSlKazoUivdlVsCMBi8lkQnR0dLb18rh8+fLXPf/EiRMqMblv375wc3NTt59++gmLFi1Sy/L3nMaMGYO4uLjMW0RERJF+JtKJpkG7FuyssDTHcA43J3KpYKdy+gnUDfZDcroZc7bzd97V2VWw4+HhgWbNmmHVqlWZ6ywWi3rcunXr655fp04d7Nu3D3v27Mm89evXD507d1bLubXaeHp6ws/PL9uNnNC53TAknEOi5omjPk3Rp2Gw3iUiomJMUjZE7cfwttYBCTM3nUa62cL6d2F2NwZXhp0PHToUzZs3R8uWLfHll18iMTFRjc4SQ4YMQUhIiOqOknl46te3JqTZBAQEqPuc68m1SKuOTBu4xtIIA1vXhKebSe8iEVExDj/HhcPoV780Pl7mgfNxKVi2Pwp9G1XgNnBRdtWyIwYOHIjPPvsMb7/9Nho3bqxaaJYtW5aZtBweHo7z58/rXUyycyn7Fqn71WiBh1pZExaJyAX4hQDepQDNDM9LR/HwHZXV6mkchu7SDJqmufQUkzIaSxKVJX+HXVpO4uIJ4JumyNCMeD/sL7w7sJ3eJSKi4jSzH3BqLdDhFcQ2eAJtvtyJNLMF80e1QdNKHKjgisdvu2vZIbpdcXsWqvstlrp4sIO1/56IXEhwI+v9uk9RdmItrCsxBuPdpmDLirl6l4x0Ync5O0S3K373n/CXK0WU7oh2wUxAJ3I5d4wEki4CZzYBl0+hfOopDHI7BZxdjSvrDAjo8KTeJaRixmCHnEripfMIubpXLVdvP1Dv4hCRHvwqAAO+sy5fjQHObse6P6eiQ/Iq+P/7GiBdHo0Hcdu4EHZjkVPZ889sGKHhiLE62ja91pRNRK6rRCBQpw/S7voO0zN6wgAN2p+jgAML9C4ZFSMGO+Q0zBYtc9bk5Oq9YDTK4HMiIqBL3SD87P8U5mR0gkGzAH88DhxZxqpxEQx2yGn8u/ckmpv/U8u1Oz6od3GIyI7Iyc+w9tXxRsbjWGnqAFgygHmPAOFb9S4aFQMGO+Q0/lvzBzwN6bjsWRHeIZxUkoiyu7dpCPx8PPFU4ghEB3cBzGnAlmu5PeTUGOyQU9gTcQXVLq5Vyx71+wIGdmERUXY+Hm4Y3KoSzDBhckoP68rInawmF8Bgh5zC9PXH0NW4Sy37Nuynd3GIyE4NaV0F7iYD5p0vB00uKhMXASRE6V0sKmIMdsjhRV5JxqUDq+FvSEKGV2kgtJXeRSIiOxXk56WukZUIb5z3sF4oFGd36F0sKmIMdsjhyRWNuxq2q2W3ur0BIy/6SUR5e6xdVXW/PvlasBPJYMfZMdghh3Y1NQOzt55Bd9O1fvc6d+ldJCKyc/Uq+KN1tTLYZalhXcGWHafHYIcc2pxt4aiUdhwhhovQ3H2Aap30LhIROYARHapij6W6WtbO7QIsZr2LREWIwQ45rHSzBdM3nkYPk7UJ2lCjK+DurXexiMgBdKoVCK1sbVzVvGBISwQuHNa7SFSEGOyQw1qy7zxiriSgr5s1X4ddWERUkEkGH+tQA3st1dTjjPBtrDwnxmCHHJKmaVi0ehP+8BiLajgLuHkBNa/Nm0FElA/9G4fgsFsdtXx233rWmRNjsEMO6ei/v+CLK8+iofEULF6lgIG/AD6l9S4WETkQL3cTyoe1Vcva2R3qJIqcE4MdciwZqcDfL6H2+mfgZ0hGuG8DGEduAGp217tkROSA2nbsqe4rm8Ox5dBpvYtDRYTBDjmWzROB7T+qxUkZ/aANXQz4V9S7VETkoPwDQ3HFozyMBg1r1qzQuzhURBjskGM5uUbdjUsfhH11nkflwAC9S0REDs69Ukt1b4rciUPn4/UuDhUBBjvkOCwWWCKt179ab2mIER2sc2QQEd0O3+p3qPsmxuOYsv4kK9MJMdghx3HpBIxpCUjWPOBfqSGaVCqld4mIyBmENFd3jY3HsWhPJM7HJetdIipkDHbIYSSfts6DsV+rgsc61tS7OETkLIIbAkZ3lDPEobx2AVPXn9K7RFTIGOyQwzi+e626P+NVF13rBOpdHCJyFjLzevn6arGx4ThmbwtHXFK63qWiQsRghxxCSroZkOvXAAit31bNfkpEVGgqtlB3XUqGIzHNjJ+3cBi6M2GwQw7hz52nUctibVpuckc3vYtDRE6at9PR54y6l+vuqZMscgoMdsjumS0a/l37LzwNGUhx84dHOeu1bIiICk1Fa7BTOv4QqvqbcDExDb/tiGAFOwkGO2T3VhyIQrn4A2rZLbQZYGAXFhEVstLVAL+KMJhTMb6Ktcv8h/UnkWG2sKqdAIMdsmtyrZrJa0+gkeGEeuwWaj37IiIqVHIS1f5Ftdjq7HQEe1sQcSkZS/ZHsaKdAIMdsmubT17Ef2fj0Mh0baKvkKZ6F4mInFWTR4CASjAkxuCTytapLiavOcELhDoBBjtk1yavPQlfJKOGIdK6ogKDHSIqIm4eQKcxarFt9C8o656Kg+fjsf5YLKvcwTHYIbu1PzIO645eQEPjKRihAf6hQMkgvYtFRM6swQNAmZowJl/Cp6Gb1KqJq4/rXSq6TQx2yG7ZfmAeDLl2VlWhib4FIiLnZ3IDOltbdzrGzkFZUyK2nrqEnWcu6V0yug0MdsguHY9JwLID1sTALiWvDf8MaaZvoYjINYTdDQTVV9fi+yTYOnP7t/+ydceRMdghu/TdakkKBHrWC0LJi3utKxnsEFFxMBqBzm+qxU5X/lDXzFp95ILqWifHxGCH7E7EpST8+d85tfx8K38gTlp2DECFxnoXjYhcRe1eakCEMSMZP5SZDSMsmLTGOgUGOR4GO2R3ZF4dmTW5fc2yCNOu/biUqw14ltS7aETkSvPu9Bynrobe5Oo6fOz2A5buj8TxmKt6l4xuAYMdsivR8Sn4bcdZtfxM5xpA5E7rH9iFRUTFrXJr4L5pgMGE+93W4V3TDEziyCyHxGCH7MqUdSeRZragRZVSaFWtTOaVzjkSi4h0EdYPuHsyNBjwiNs/qLP/U0RcTOTGcDAMdshuXEpMw69bw9Xy052qA6fWARHbrX9kyw4R6aXhAzD0/UotjjAtxrF51uRlchwMdshuTN94ChnpqXim7E50XHMfMLMvkBoHeJdSw0CJiHTTbChONn9LLXaJno6Lx3dwYzgQBjtkF+KS0rF341Ks83wBL1/9HIaovYCbN9DicWDEaus07kREOqra5yVs9OyglsOXfs5t4UDc9C4AkZi1Zhc+wwQ1n4VWIgiGlk8AzYcDPqVZQURkFwwGA3w6PAOsXId6sStwISoC5cqH6l0syge27JDu4pLSUGfbGyrQSShZA4bn9gAdXmagQ0R2p3Hr7jjmVgsehgzsX/S13sWhfGKwQ7rbPn8COmMH0uEG30HTAA8fvYtERJQrg9GI9BZPqOV6kb/hwpUE1pQDYLBDukqIPIS2xyeo5WP1R8NYoRG3CBHZtbpdh+CSsTQCDZexcdGPeheH8oHBDunHnI6k2cPhjVTsNjVEnbutVxomIrJnBjdPXAl7RC1XPfEzYq+m6l0kugkGO6Sb1FXjEHT1IK5ovrjQ/SsYTSZuDSJyCFXvfEZ1vTcynMDfSxbpXRy6CQY7pI+rF+C+yTpJ11feT6NryybcEkTkMAwlAnGhSl+1XGb/dFxk645dY7BDukg+tBxGmLHfUgWN73wUJqOBW4KIHEpwjxfUfU/DFsxatUXv4tANMNghXYRv/VPd7/FqgbsaVuBWICKHY6jQGJfLNYe7wYwyO79BTEKK3kWiPDDYoWJ3OSEZQRc2qeVqre9mqw4ROayAHq+r+4eMK7Hl9y/1Lg7lgcEOFbvFyxYjwHAVCQZf3NG+B7cAETksQ83uCG/wnFrudfoTxO77R+8iUS4Y7FCxupCQioR9S9VyYsUOMLq5cwsQkUMLvftdbPLqqLqzfBYOAy6e0LtIlAODHSpW3605jrbYrZaDmt7F2icip5hV2eO+ydhjqQYfczzSf3kASL6id7EoCwY7VGzOXUnG0i370Mh4Uj021OjO2icip9C8RgVMCx2Hc1ppuF8+Dvz2KGCx6F0ssudgZ+LEiahSpQq8vLzQqlUrbNu2Lc/nTpkyBe3bt0epUqXUrVu3bjd8Punn29XH0Vrbo5a18g2BkkHcHETkNB7v1RqPp72MJM0TOLka2P+73kUiew125s6dixdffBFjx47Frl270KhRI/Ts2RMxMTG5Pn/NmjUYNGgQVq9ejc2bNyM0NBQ9evRAZGRksZed8hZ+MQnztkegs2lPZlIfEZEzaVgxABXrtsK3GQOsK/59H8jgpSTsgd0FOxMmTMCIESMwbNgwhIWFYfLkyfDx8cG0adNyff6vv/6KUaNGoXHjxqhTpw5+/PFHWCwWrFq1qtjLTnn74p+jsFjM6OK+37qiJkdhEZHzebFHLUy33IloLQC4Eg7smK53kcjegp20tDTs3LlTdUXZGI1G9VhabfIjKSkJ6enpKF26dBGWlAriwLk4LNwTicaG4yhhSQC8/IGQ5qxEInI6dcr7oWejqvgy417rinWfACnxehfL5dlVsBMbGwuz2YygoOy5HPI4KioqX6/x2muvoUKFCtkCpqxSU1MRHx+f7UZF65NlR6BpwIgK1sRkVO8CmNxY7UTklF7qURsL0QUnLMFA0kVg87d6F8nl2VWwc7s++ugjzJkzBwsWLFDJzbkZP348/P39M2+S40NFZ9PxWKw9egHuJgO6mP6zruQoLCJyYqGlfTDojmr4NGOgeqxt+ha4mnveKblgsFO2bFmYTCZER0dnWy+Py5cvf8P/+9lnn6lgZ8WKFWjYsGGezxszZgzi4uIybxEREYVWfsrOYtEwfulhtfxE05LwjLEFO7m3uhEROYtnutTARvfW2GOpDkN6IrD2E72L5NLsKtjx8PBAs2bNsiUX25KNW7dunef/++STT/D+++9j2bJlaN78xrkgnp6e8PPzy3ajovH3vvPYFxkHXw8Tnqp42rqSQ86JyAWU9vXAU51q4OOMB9Vjbed04NK1rnxy7WBHyLBzmTtn5syZOHToEEaOHInExEQ1OksMGTJEtc7YfPzxx3jrrbfUaC2Zm0dye+R29epVHT8FpWVY8NmKI6oinm5THiW3fmGtlFo9WTlE5BKGta2CE75NscbcCAZLBrDuc72L5LLsLtgZOHCg6pJ6++231XDyPXv2qBYbW9JyeHg4zp8/n/n8SZMmqVFc9913H4KDgzNv8hqkn9nbwnHmYhLK+nrgifivgUsnAP9Q4I5R3CxE5BJ8PNzwQrda+ObavDvagflAaoLexXJJBk2TcTKuS0ZjSaKy5O+wS6twJKSko9Ona3AxMQ2zmx1G6wPvAQYTMHwZENqykN6FiMj+ZZgt6PHFWkyJH4nqxvNAv2+ApkP0LpbLHb/trmWHHN/E1SdUoNO11AXcceRaUl7XtxnoEJHLcTMZ8Vqvuphn7qQep27/Se8iuSQGO1Tol4WYtuEUfJCCr92+hCEjxTrUvM1zrGkickk9woJwumJfZGhGeJ7fDlyw5jNS8WGwQ4Xqo6UHUdNyEj8FTIFvwimgZAXg7u9lKmzWNBG5JIPBgOf6t8NqSxP1OGrtj3oXyeVwGlu6fRYLcHwloncswFvHliPY8xKQIt9wI3DfVMC3DGuZiFxavQr+2FH1XiB8JzwP/AZL/w9hdPfQu1gug6fbdPsWvwDMegBBR2cj2HAJaUYvoHYfYPBvQOU2rGEiIgC97hmCWM0fpbTL2LpyDuukGDHYodtz8E9g10xoMOCXjK4YqY1BwnNHgUGzOFMyEVEWgQElEVGpn1pO2/4zktIyWD/FhMEO3br4c8Aia+LxDOPd+F/GY2ja9QGUCfBnrRIR5SKs10h139ayAz+v3MY6KiYMdujW83QWPAWkXEGUbx2MSxqAymV8MKRNZdYoEVEePCvUw+XSjeBmsCBu6y+IvJLMuioGDHbo1mydBJxaC4ubN4ZcGYF0uOHN3nXh6WZijRIR3UBAm+Hq/j6swpQ/lgKuPbdvsWCwQwUXtR/45x21OKPECBw1B6Nz7XLoHma9pAcREeXNUP8eWNx8UM0YhXcihiH58wbA0teAE/8y8CkiDHaoYMzpwPwRgDkNUcFd8F5UK3i4GfFOv3pqLgkiIroJLz8YH/4dx/3uQKrmBu+rEcDWycDPdwMr/sfqKwIMdqhgDi0CYg5C8y6DR2MfkXMUjOxYHZXL+LImiYjyq0pbBI1ajB7uM/BE2mgcDLzLun7r90DcWdZjIWOwQwUjX0QAG0oNwOEET1Qq7YORnaqzFomICqiklzte6tsMKywtcPe5h5ES0hqwpAObvmFdFjIGO5R/kbuAiK3QjO545XRzteqdfmHwcmdSMhHRrejbMBhtqpdBaoYFEzMGWFfunAlcvcAKLUQMdij/pE9ZWnU82yPK4q8SkrvUYVIyEdGtklzH9/rXg7vJgG/OVERc6QZARjKw5TtWaiFisEP5kxAF7J+vFj+50gVe7ka8fVcYa4+I6DbVCCyJx9pVUzmQ4+J7W1du/xFIvsK6LSQMdih/dkxTfcm7URv7tGp4sXsthJb2Ye0RERWC57rWUDmQ8642QLRXVSA1Htg2hXVbSBjs0M1lpFqDHQA/pvVEgxB/DG9blTVHRFRIfDzcMP6eBtBgxIe21h3pykpLZB0XAgY7dHPSfZV4Aee10liFFvj43oZwM3HXISIqTG1rlMUDzSvib8sdOGcoDyRfAnbOYCUXAh6x6MY0DebN1kS5nzO64/GOtRFWwY+1RkRUBN7sHYbSJX3wddq1eXdkGHp6Cuv6NjHYoRsL3wJT9F6kaO7YVOouPNOlBmuMiKiI+Pu44/3+9TDf3F61piPhPLD5W9b3bWKwQzcUu+prdb/Q0g7/u68d59QhIipid9YPRtf6ofgo/UH1WFs/AYg/x3q/DQx2KE/xMeEICF+uli+GDUXzKqVZW0RExeDd/vWw2qMjdlhqwZCeCKwcy3q/DQx2KE+b5n0ON5ix11gXj97TlzVFRFRMAkt64f0BDfBO+hBYNAOwb55KK6Bb43aL/4+c3N97TqPFhYUyxxVKtB8FX0/9dxWz2Yz09HS9i0FELsLDwwNGo35tAv0aVcDKg20x92AnDHJbDcuSV2F8YjVg5CV6Ckr/IxjZnai4FKxdOB19DFdw1b0MqrW39hvrRdM0REVF4coVziZKRMVHAp2qVauqoEevS0l8MKA+Bp16BH3StsIv6j9g9y9As6G6lMeRMdihbCwWDa/8/h+etSxVnZzedzwGuOnzRbexBTqBgYHw8fFRPwBEREXJYrHg3LlzOH/+PCpVqqTb706AjwfefKAjvppxD95y/wVpK8bCI6w/4B2gS3kcFYMdymbm5tO4cHwXWnoegWZ0g6nFcN27rmyBTpkyZXQtCxG5lnLlyqmAJyMjA+7u7rqVo13Nsljd6gkc27EaNVMjkbzqY3jfNV638jgiJihTpoPn4vHR0sMYYlqhHhvq3AX4BetaQ7YcHWnRISIqTrbuKznp0tsrvepjuu/jatm080docnFmyjcGO6QkpKTj6Vm74JmRgHvdN1lXtnzCbmqHXVdE5Mq/O17uJgx+eDh2azXhoaVh37z39S6SQ2GwQyoB+PU/9uFUbCKG+26Cp5YCBIYBlduwdhxAlSpV8OWXX97Wa6xZs0b9sDMJnMh+1QsJwOUWo9VyzfB52H3oiN5FchgMdlxdWiIWLV8OHFiA59wWYJTnUuv6Fo/LaY3epXMKmzdvhslkQp8+fWAPOnXqhBdeeCHbujZt2qhETH9/f93KRUQ317n3IJz2qgtvQxoO/vYBYq+mstrygcGOK9v6A7TxFdF/y0BM9PgaL7r9Bo+kKMDLH2g4UO/SOY2pU6fi2Wefxbp161Syo73mJpQvX96umu2J6HoGoxHl+72jlu8xL8Pbv66G2aKxqm6CwY6rSomD5d8PYNAsuKyVwAnPMGiNBgFd3wYeXQJ4ltC7hE7h6tWrmDt3LkaOHKladmbMmHFd19GqVavQvHlzlYQtLSxHjvx/0/SJEyfQv39/BAUFoUSJEmjRogX++eefPN9v+PDhuOuua1dLzpLkLaPZJOh69NFHsXbtWnz11VfqveV2+vTpXLuxNm7cqFqBpFylSpVCz549cfny5UKvIyIqGK+6PZES2Ei17jSK+Anf/HuMVXgTDHZclHnzZBhT43DUEoJ7fGei3Oh1MNw9GWj/ElC+Puw9xygpLaPYb/K+BTVv3jzUqVMHtWvXxsMPP4xp06Zd9zpvvvkmPv/8c+zYsQNubm4qYMkaLPXu3VsFRLt378add96Jvn37Ijw8PNf3e/zxx7Fs2TLVJWWzePFiJCUlYeDAgSrIad26NUaMGKGeI7fQ0NDrXmfPnj3o2rUrwsLCVDfchg0b1Pvaw6gUIpdnMMCr25uqGh4x/YNfVu3AqkPRLl8tN8J5dlxRShzSNnwDbwDf4158+3AL+HnpN4dEQSWnmxH2tvUCpcXp4Hs94eNRsK+MtKZIkCMkUImLi1MtK9JiYvPhhx+iY8eOavn1119XLUApKSnw8vJCo0aN1M3m/fffx4IFC7Bo0SI888wz172ftAxJYPXzzz/j1VdfVeumT5+O+++/X7UM2bqspLVGuq3y8sknn6jWpu+++y5zXb169Qr02YmoCNXsAVRoAp9zu/G4aQmem10av49sg7rBfqz2XLBlxwXt+f1jeJsTcNxSAd3vfxL1KjAptShId9S2bdswaNAg9VhabaR1RQKgrBo2bJi5HBxsndcoJiYms2Xn5ZdfRt26dREQEKAClkOHDuXZsmNr3ZEAR0RHR2Pp0qXZWovyw9ayQ0R2SvLrOr6uFh91XwmftFg8PnMHLiQwYTk3bNlxMZsOnkTYsRnqAp8n6z2NOxtUhKPxdjepVhY93rcgJKiRmVcrVKiQuU66sDw9PfHtt99mrss6M6stQVimqhcS6KxcuRKfffYZatSoAW9vb9x3331IS0vL832HDBmiWoik+2nTpk3q2j7t27cv2Gf1lnY/IrJrtXoCIc3gFbkTn5aYhUevPI0nf96BWSPuUPPy0P9jsONCjsdcxY55H6ONIRHRHpXQ/b6n4IgkIChod1JxkyDnp59+Urk4PXr0yPa3AQMGYPbs2SqX52YkSViSiu++++7Mlh5JKL4RuayGvIe07kjAM2zYsGx/l26sm+XeSGuT5Am9++67Ny0jEelETo7u+gL4oTM6ZWxEP6+2WBTeGK//sRdfDGzM0ZVZsBvLRUjT5jMz1uERbbF6XLrXmzCY7DtgcGSSFCwjlx577DHUr18/2+3ee++9risrLzVr1sT8+fNVt9J///2Hhx56KLPV50akK2vmzJmqy2vo0KHXTUK4detWFTTFxsbm+npjxozB9u3bMWrUKOzduxeHDx/GpEmT1POJyI4ENwLaWPP3PvX+Cf7GZCzccw5freIIrawY7LiAuKR0DJm2DV3iFqKU4SoySlWHe6P79S6WU5Ngplu3brlO0ifBjoy8kiDiZiZMmKCGfUvisYyGkuHfTZs2ven/k/eW/B95ftZuNFvXmExyKCOt5EKHueX/1KpVCytWrFABVsuWLdUIrj///FPlHRGRnZHcnVJV4ZkchXk1rNc2/PKfY5i+8ZTeJbMbBu1WxtM6kfj4eHVAklEyfn7Ol8WemJqBR6ZuRWzEESzyfBsBSADu/gFo5BiTBsqopFOnTqm8ExmdRPkj3V0hISGqK+uee+5htRE5++/PybXAT/3ksI65Dabgte3Wiyd/el9D3N/8+uklXO34zZYdJ5aSbsaTP+9EesQuLPQcaw105JpX9e/Vu2hURKRLSkZyyRB1Gb3Vr5/8+BGR06vWEWgs01xoeOD8pxjROkStfu2PvVi67//n3XJVDHacVIbZgudm74bx5CrM9XgfpREPlG8IPLIQYK6O05IuKZltedasWWoCQ3Y7EbmQHu8DvuVgiD2CNzK+xaONS0KuJPHcnN1Ye/QCXBmDHSeUlmHB83P3oMTh3zDV/TP4GFKBap2AR/8GSgbpXTwqQpJ8LD3TERERnCeHyNX4lAb6fK4WDft+w9gzQzCu0g41+lKGpLtywMNgx8nIZQ1G/LQDpQ78hAkek+FuMAMNHgAe+g3wcr6cJCIiyiKsv/X6hoH1YEi+jIdiJmCV33toad6N92YuxvIdR2TCL5erMg6tcLJRV8Nnbodb+Ca84zHTurLNs0C39wAj41oiIpdQpS3w5Dpg+4/A6g9RNfUofvL42Pq3xYDlbxOMPmWAjq8CLUfAFfAI6CRiElIw8IfNiDxzHN95fg03gwVoOBDo/j4DHSIiVyO5mXc8BTy7E2g6BJp/RaQarTOjGzUzkBgDLH8TuHzjSUqdBYMdJ3A0OgH3T96Mk1GXMMX7a5RBHBDUALjrS+sMm0RE5JpKBAL9voFh9AF4vHUeE1qtQ8uUidhkDgPMqbAs/x9cAYMdB7dk33kMmLgRZy4m4dMSv6KBdgzwCgAG/gx4WOdZICIiMhgMeLFXIzzeuzXezRiCDM0I4+G/EHfwH6evHAY7Dsps0fDR0sMY9esuJKWZ8Ub5beifITNnGoB7pwKlq+pdRCIiskNPdKiO0YPvxlx0V49jf3sB/51x7kvBMNhxQJcS0/Do9G2YvPY4mhmOYFnwDxhx5SvrH7u8CdTspncRqQBnWgsXLiyWIelffvkl7M1bb72FJ554Il/PlQuiygVOyfnJddvkuyHXhBNr1qxRj69cuVKo7/Pggw+qi/W6ojvrl0frxz5DnKEkqmsRWPTj+5i7PVxNXeGMGOw4YLdVrwn/wu/EYvzpORZ/eL6LOpfXwAANaPII0O4lvYtI11y4cAEjR45EpUqV4OnpifLly6trVcmVzG3Onz+PXr162V2dzZgxQ83AXJSioqLw1Vdf4c0334Qzfa4PP/xQXcvMx8cnz/eSyR/79OmjnhMYGIhXXnkFGRkZ2Z4jB3i5DprsOzVq1FBlz2nixIkqkJVLGbRq1Qrbtm2DM5L6lO9Kbteaux3/+9//1PaSyw24omry29TjbbX8nHEePvpjI574eSei41PgbBjsONBoq6d+3okvZi3CD+ljMNHjazQyHAdMnirTHqO2Av2/5cgrOyIX/Ny9e7e6+vjRo0exaNEidOrUCRcvXsx8jgRAcjBzVjKZWV5Xaf/xxx/VQaxy5cpwJmlpabj//vtVoJtXnUigI8/btGmT2j8kkHn7betBR8j1mOQ5nTt3Vq0bL7zwgrqS/fLlyzOfM3fuXLz44osYO3Ysdu3ahUaNGqlgWi4X4mw8PDzUd0VadwpT/fr1Ub16dfzyyy9wVV6tHoMWVB/+hiS86v4bVh6MRrcJazFve4RztfJoLi4uLk62prq3R2azRZu3PVxrMnaJNv6NJ7TUt0tr2lg/zTI+VNP+HadpCdGaM0tOTtYOHjyo7h3J5cuX1X61Zs2aGz5PnrNgwQK1fOrUKfV47ty5Wrt27TQvLy+tefPm2pEjR7Rt27ZpzZo103x9fbU777xTi4mJyXyNjh07as8//3y21+3fv782dOjQzMeVK1fWvvjii8zHn3/+uVa/fn3Nx8dHq1ixojZy5EgtISFB/W316tWqHFlvY8eOVX+7dOmS9sgjj2gBAQGat7e3KsvRo0czX3f69Omav7+/9ueff2p169bVTCaT+ly5qVevnvbtt99mW/fbb7+pcslnL126tNa1a1ft6tWr6m/yeeRzffrpp1r58uXV30eNGqWlpaVl/v8ble9Gn2vixIlajRo1NE9PTy0wMFC79957tdtlq4uclixZohmNRi0qKipz3aRJkzQ/Pz8tNTVVPX711VdV/WQ1cOBArWfPnpmPW7ZsqT399NOZj81ms1ahQgVt/Pjx+S6j1NdDDz2klS1bVtW51MG0adMy/y7lqFmzpqrLqlWrav/73/+y1bfUX6NGjbSpU6dqoaGhav+UfSkjI0P7+OOPtaCgIK1cuXLaBx98kO19pe6/++47tX3kfeW1Zdvb2L4Lu3fvzrbt5HuVtW6XLVum1alTR72v1M25c+cyXyM9PV179tln1fNkX5HPMmTIELUPZfXuu++q75sz/f4U2OmN1uPKWH9t6sejtcqv/aVVfm2x9vCPW7RTF6zfP0c/frNlx05ZLJq6eNudX63D5D+WYprlTbzuPgcehgyg1p0wSEtO5zHWYYWuRn4r0xKL/1aAs5wSJUqom+TjpKamFujjyZm6NK/L2bpc2+qhhx7Cq6++qrp81q9fj+PHj2drBbgVRqMRX3/9NQ4cOKBaFv7991/1HkJaWyS/R64iLF0Hcnv55Zcz82Z27NihWqk2b96szvx69+6N9PT0zNdOSkrCxx9/rFpu5PWlmyanS5cu4eDBg2jevHnmOnmfQYMGYfjw4Th06JDqxpErtmc9u1y9ejVOnDih7m0tIlm7d25Uvrw+lzz/ueeew3vvvYcjR45g2bJl6NChQ+Zrjhs3LnN75nWTbqn8knI1aNBAXcPMRlpk5ArOUl+253Trlj33Tp4j64W0Cu3cuTPbc2SbymPbc/KbMyXbYenSparOJ02ahLJly2b+vWTJkqp+5Tmy/02ZMgVffPFFtteQ7SH/X+pt9uzZmDp1qmqVOnv2LNauXav2Bdmft27det17S+vnf//9h8GDB6v8GSlDfsl+9tlnn+Hnn3/GunXr1Daw7adC3vfXX3/F9OnTVdex1G9u+XEtW7ZU3X8F/Z46lcptgBaPq3SI4UlTsTZkMoLcErH+WCy6TliL1//Yi7OXk+DIOIOynZEf538OxeDbFftQKWY13jStQzvPfTBBg+bpB0Ovj4FGg1x7/pz0JGBcheJ/3zfOAR6++XqqBClykBgxYgQmT56sci86duyoftAbNmx4w/8rP9hyYBPPP/+8CgBWrVqFtm3bqnWPPfZYrvkbBSHdIjaS8/HBBx/gqaeewnfffae6DCQ3QroMpOvA5tixYyqIkAOHBA5CDiahoaHqICJdN0ICC3kd6VbJixyYZF+vUOH/t6MEH5K3IgGOrWtLgoKsSpUqhW+//RYmkwl16tRRB1WpG6nn/JQvt88lZfH19cVdd92lDu7y3k2aNMn8u9TLAw88cMP6zPo58pOrlDXQEbbH8rcbPUcO2MnJybh8+bLqDsvtOYcPH853WeSzy2e1BZ2yL2QlQYqN/E32zTlz5mQGxkK6KeWis1J3YWFhqutNgsYlS5aoAKx27doq8JAAVfKKbGR7SNeceP/997Fy5Up88803at/JD9nP5Lsl3VDimWeeUQGrjbzWmDFjcPfdd6vHst9ImXLbdhI8Sp07W5dqgfT+DAgMA5aNQeWL67Ex4Dg+8n0VP54JwpztEVi06zSGNC6JYe1qICg4FI7GLoMdSbr79NNP1c4nP5iy00r0nZfffvtNnSVIBn/NmjXVF0vO5hxJxKUkLN2yD2f+W416iVvxs2kL/DyyRNK1esFw1wTAT4eDPN0SOWuVg7G0xmzZskWd/X7yySeqxUNaIPKSNRiyHcyyHvRl3e3mZfzzzz8YP368OjDKAVSCjJSUFHW2LEmzuZGzbgnish6wypQpow5mWc/IJVi6WUAnB2whibU28l3v2rWr+qwS7PXo0QP33XefCnBs6tWrpwIdm+DgYOzbt69A5cupe/fu6iBXrVo13HnnneomB0hbPZQuXVrdnJHkFcl+Kq2IUt8y2s0WKNrygqQFUFpvrl69qvYTaRnLSoIgCXSy7p+yjSTQudE+27p16+se20Zf5YdsH1ugY9sXbO8hCcfR0dHZjhtSpmbNml2XQ+btbZ1VWPZ9l2YwAC0eAyq2AH57FG6XTuB/iS/jlbLBsCRehLeWDEjD4wEg3KMG0qr1QKXWd8MjtLlD5IraXbBjS7qTiF1+tKTZWX745Ewht+ZwSfCTM1/54ZYzs1mzZqkvrHx5JfnMXpkz0hF+eDtiDqxD2qktqJR0AE8YY7JtFbNfKEyNBwGNHgTK/P+X2uW5+1hbWfR43wKSg7kcTOUmAbmcyUo31Y2CHXd398xlW0JmznVZf7DloJIzkTBrt1JOclIg3xU50MlIFDmQb9iwQbUYyRluXsFOfsnB42aJpLauEmmhKFeuXObBSM7u5Tu9YsUKdZIjI7Wk+6Nq1arX1UNudXEr5EAtvxfSbSbvK12E77zzDrZv365GU0k3ltxuRLp5ZNRdfkirUs5RU3Jgtv3Ndm9bl/U5EmhI/UpdyS2352RttboZGQl45swZ1eIhdS/B5tNPP626h6Q7TLqX3n33XfUbLK1i0qqTc6h2btukKLZTTrm9x60k1EqXqrDthy4vuCHw5Fpg8Whg32/wvHo2s0osMMAIDZXSjgOH5fYdEtxK40qVXijZaggCarSy214Huwt2JkyYoJqkhw0bph5L0PP333+rZtLXX3/9uudLP7KcicnQzazNodJkKf9XLxnpabh84RyuXo5GclwsUuMvIP3qRVgun4Ff7G5USTmCqoZUZE79Z7TuSAklq8Onelu4N7oPpsrtHCJiLnbyZcpnd5K9kWb+wp5XR36kpQvIRro39u/fr7oTciO5HnLgkYOW7ex73rx52Z4jrTPyOlnVrVtXndlL8GE7+5eRZXIiIp+rIOSMXA7cEiTUqlUr2wFLuuvkJkGHtLgsWLBAnQDdTH7Kl9vnEtIiJPkucpNgVIIcyWOSLrXC7saSFgwJMqUVwnYCJ79ZUh+2cspzcna5yHNsrSHyOaSVQrrwbHMPyTaVx9KdU9D9Z+jQoerWvn179VsqwY4EnVL/WacGkMCosEhr55AhQ7I9ztp9eDskMJPWJAlYbflXst0lqG3cuHG258p3pWLFitlylVyeZ0ngnilA2+eB9BTApzTgXQpGrwCcOHMGh9bPh8/plWhh3oOSGZdQ8vivwPFfcdpQEfvK9kFK9Z4oUaIk/L3d4eftBn8vD/iX9IVfuYq6Va1dBTu2pDvpZ81v0p2sz/lDKGcheR1QJAktayKaNOEXhcNbl6P+Pw8jz3MFAxCv+eCUV12kBTdHtaadUaZWG/h7Fe48EqQPOchKToIk20qXjrQeSCKsdGP179+/UN+rS5cu6jsgJwUSRMgJw40mX5M5W6TlR1pO+vbtq3Jccp4YSNeEdFvIwVO6l6S1R7qIpexyMvL999+rzyQnICEhIQX+TLbvtbQo2Q7WEqTI+0l3igQB8ljmKpIgJj/yU77cPpcENSdPnlQHRekykyBDAgfp/rqVbizJg5HWArmXA6yta0bqXZKZ5fNJUPPII4+o/UG66yU3RlpUbNMQSIAlJ2ySGyP7kJRRAlLZxjayzSVAkXwb6a6RVvDExMTME8X8kIBSgibpHpTfxcWLF2fWt9SnfAZpzWnRooV6bwk8C4ukH0jZ27Vrp3KrpLVLkpsLy7PPPqta/KXeJb9L9ndpSczZ6ijdzLJNKAepp/LZc+ZE9apVUb3qSzBbXsTWY+dxZMvfqBTxF9qmb0IVnEWVC98DcsvhoKkOwt7KnqTussFObGxsgZPu8krksyX65SQ7vzTLFjVv/0CYNQPiDSWRYCyJRJM/Utz9keZVDqjQFGXrtkOVOk3RKEv+ATkPOahJN6yMXJF8BwkuJFFWDsRvvPFGob6XHAxlRIucJUsLxejRo/Ns1RFykJeASHLb5MRCDvLyvch6li0tI3LAHThwoArcpLVDunZkZIskTUs3mJycyP+V4CBnl0J+SJee1Icc8CX4kZYNGVUjB205CZFWBWl9KsikizcrX26fS4Ku+fPnq88neUtykJdRRRIA3AoJIGSkmI2ttUISdGWeJel+kqBCuhGlpUaSoyVoyZpcK912ElzItpTWa2l5kFwvW+K6kM8gwaC8n/zeSYuFjIjK+nso3aXSbSlddLmRFiLZB+Q50j0mLTsS3Ih+/fqp95eWIgmEJP9MumKlngqD/A7Le40aNUrl20idF7SF8EZee+01VS+yX0udy0zdUn9Zc75ke8uJsdQbFYzJaECb2hXQpvYIACMQd/kizmyejRKH5qHc1cNq9KqtU1F1L5o8oCvNjkRGRqox85s2bcq2/pVXXlFzSuTG3d1dmzVrVrZ1MmeGzJWRm5SUFDUm33aLiIgoknl2zBkZ6ka3x2XmuXBBFotFa9GixXXfXyo8HTp0yJxLyJ5knV+quMg8RLVq1VJzBdnIXD/du3fP8//w96fwZJgtmp7z7NhVy470mRY06S6vRL68ni/NxMUxY62RLTZENyTdCT/88EPmaCoqXDIiSVoVs3Z9uRLJL5KEc5nyQVqmpFtQZqaWeatspMVPureoeFqC9GRX2a9Zk+5sbEl3OYcp2sj6rM/PmchHRPZLul4kd4UKnyTpysR+0qXqiqRrVOajknwjSXiXoFqmXMiaAyZdqbbcLHJudtWyk5+kO+l/lYRDyTEQ0j8vkbv07UufsvQBSyKonDESEZH9KY5rLkmOXNaL7pJrs7tg52ZJdzI6IOtkVZJwKHPryGgGSfyU5EJJOLPnOXaIiIio+BgkcQcuTEZ9SHOv9G/nnBmU9CejJaSfXUanZJ1tl4iIvz+uLb4Ax2+7ytkhyouLx+REpAP+7jgPBjtk12zzo7j8dWuIqNjJXE0i69w85JjsLmeHKCv5kZGp+20X+JMZb2923SUiotslI4Elf1R+c2SyTnJs3IJk92xzJt3ulb6JiApCBsPIBV55guX4GOyQ3ZMfGplOXq6XdKOreRMRFfbcb1lH/5LjYrBDDtWlxb5zIiIqKIasRERE5NQY7BAREZFTY7BDRERETs3lc3Zsk0bJTIxERETkGGzH7fxM/ujywU5CQkLmReOIiIjI8Y7jctmIG3H5a2PJxFHnzp1DyZIlC30uBYk6JYiKiIjgdbdYP9x3+N0qNvztYf24wr6jaZoKdCpUqHDTKQJcvmVHKqhixYpFukFkh7H3nUZPrB/WDfcdfrf422Nf/BzkuHWzFh0bJigTERGRU2OwQ0RERE6NwU4R8vT0xNixY9U9sX647/C7VVz428P64b6TncsnKBMREZFzY8sOEREROTUGO0REROTUGOwQERGRU2OwQ0RERE6NwU4RmThxIqpUqQIvLy+0atUK27ZtK6q3cjjr1q1D37591ayXMmv1woUL9S6S3Rg/fjxatGihZvQODAzEgAEDcOTIEb2LZTcmTZqEhg0bZk541rp1ayxdulTvYtmljz76SH2/XnjhBb2LYhfeeecdVR9Zb3Xq1NG7WHYlMjISDz/8MMqUKQNvb280aNAAO3bsgDNgsFME5s6dixdffFENO9+1axcaNWqEnj17IiYmpijezuEkJiaqOpGAkLJbu3Ytnn76aWzZsgUrV65Eeno6evTooeqMoGY7l4P4zp071Y9wly5d0L9/fxw4cIDVk8X27dvx/fffq8CQ/l+9evVw/vz5zNuGDRtYPddcvnwZbdu2hbu7uzqBOHjwID7//HOUKlUKTkGjQteyZUvt6aefznxsNpu1ChUqaOPHj2dt5yC74IIFC1gveYiJiVF1tHbtWtZRHkqVKqX9+OOPrJ9rEhIStJo1a2orV67UOnbsqD3//POsG03Txo4dqzVq1Ih1kYfXXntNa9euneas2LJTyNLS0tRZZ7du3bJdf0seb968ubDfjpxcXFycui9durTeRbE7ZrMZc+bMUa1e0p1FVtIy2KdPn2y/QWR17Ngx1X1erVo1DB48GOHh4ayaaxYtWoTmzZvj/vvvV13oTZo0wZQpU+AsGOwUstjYWPUjHBQUlG29PI6KiirstyMnZrFYVL6FNC3Xr19f7+LYjX379qFEiRJqluCnnnoKCxYsQFhYmN7FsgsS/EnXueR+UXaSOzljxgwsW7ZM5X6dOnUK7du3V1fNJuDkyZOqXmrWrInly5dj5MiReO655zBz5kynqB6Xv+o5kT2foe/fv595BTnUrl0be/bsUa1ev//+O4YOHapynVw94ImIiMDzzz+vcr1kYARl16tXr8xlyWWS4Kdy5cqYN28eHnvsMZevLovFolp2xo0bp+pCWnbk92fy5MnqO+bo2LJTyMqWLQuTyYTo6Ohs6+Vx+fLlC/vtyEk988wzWLx4MVavXq2Scun/eXh4oEaNGmjWrJlqwZBk96+++srlq0i6z2UQRNOmTeHm5qZuEgR+/fXXallanOn/BQQEoFatWjh+/DirBUBwcPB1Jwx169Z1mq4+BjtF8EMsP8KrVq3KFjHLY+YV0M1IzrYEOtI18++//6Jq1aqstJuQ71dqaqrL11PXrl1VF5+0etlucqYuuSmyLCdh9P+uXr2KEydOqIM8QXWX55zm4ujRo6r1yxmwG6sIyLBzafaTH5qWLVviyy+/VEmUw4YNK4q3c8gfmaxnU9J3Lj/GkoRbqVIluHrX1axZs/Dnn3+quXZseV7+/v5q3gtXN2bMGNUdIfuJ5FpIXa1Zs0blGLg62V9y5nb5+vqqOVOY8wW8/PLLan4vOXifO3dOTQ0iAeCgQYN022b2ZPTo0WjTpo3qxnrggQfU3HA//PCDujkFvYeDOatvvvlGq1Spkubh4aGGom/ZskXvItmN1atXq+HUOW9Dhw7VXF1u9SK36dOn6100uzB8+HCtcuXK6ntVrlw5rWvXrtqKFSv0Lpbd4tDz/zdw4EAtODhY7TshISHq8fHjx3XcOvbnr7/+0urXr695enpqderU0X744QfNWRjkH70DLiIiIqKiwpwdIiIicmoMdoiIiMipMdghIiIip8Zgh4iIiJwagx0iIiJyagx2iIiIyKkx2CEiIiKnxmCHiIiInBqDHSJySjJf6oQJE9T1xXx8fDBgwAB1pXQicj0MdojIKb3yyiuYNGkSZs6cifXr16urgr/zzjt6F4uIdMDLRRCR09m6dStat26NHTt2oGnTpmrde++9h19//fW6KzsTkfNjyw4ROZ3PPvsMXbt2zQx0RFBQEGJjY3UtFxHpg8EOETmV1NRU/P3337j77ruzrU9JSYG/v79u5SIi/bAbi4icyubNm9GmTRt4eXnBZDJlrk9PT0fnzp2xbNkyXctHRMXPTYf3JCIqMkePHoWvry/27NmTbX2fPn3Qtm1b1jyRC2KwQ0ROJT4+HmXLlkWNGjUy1505cwbHjh3Dvffeq2vZiEgfzNkhIqcigY7MpyPz7Nh8+OGH6N27N8LCwnQtGxHpgy07RORUunTpopKRP/roIzz44INquPlff/2Fbdu26V00ItIJW3aIyKnIEPMZM2aoCQXr1auHLVu2YMOGDQgNDdW7aESkE47GIiIiIqfGlh0iIiJyagx2iIiIyKkx2CEiIiKnxmCHiIiInBqDHSIiInJqDHaIiIjIqTHYISIiIqfGYIeIiIicGoMdIiIicmoMdoiIiMipMdghIiIip8Zgh4iIiODM/g9D8cla/XwWZQAAAABJRU5ErkJggg==", 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", 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" ] @@ -257,12 +256,12 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -319,7 +318,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -328,7 +327,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -342,7 +341,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -356,7 +355,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -370,7 +369,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -422,7 +421,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -449,7 +448,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -463,7 +462,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -479,7 +478,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -534,7 +533,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -556,7 +555,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -570,7 +569,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -586,12 +585,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -641,7 +640,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -670,7 +669,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -689,7 +688,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -706,12 +705,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -765,7 +764,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -791,7 +790,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -805,12 +804,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -856,7 +855,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -897,7 +896,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -913,12 +912,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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", 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" ] @@ -970,7 +969,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -1011,24 +1010,9 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 33, "metadata": {}, - "outputs": [ - { - "ename": "KeyError", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[31m---------------------------------------------------------------------------\u001b[39m", - "\u001b[31mKeyError\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[58]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m \u001b[43mtracker\u001b[49m\u001b[43m.\u001b[49m\u001b[43mstop\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", - "\u001b[36mFile \u001b[39m\u001b[32m/opt/anaconda3/envs/braket-algos/lib/python3.11/site-packages/braket/tracking/tracker.py:61\u001b[39m, in \u001b[36mTracker.stop\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 55\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mstop\u001b[39m(\u001b[38;5;28mself\u001b[39m) -> Tracker:\n\u001b[32m 56\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"Stop tracking resources with this tracker.\u001b[39;00m\n\u001b[32m 57\u001b[39m \n\u001b[32m 58\u001b[39m \u001b[33;03m Returns:\u001b[39;00m\n\u001b[32m 59\u001b[39m \u001b[33;03m Tracker: self.\u001b[39;00m\n\u001b[32m 60\u001b[39m \u001b[33;03m \"\"\"\u001b[39;00m\n\u001b[32m---> \u001b[39m\u001b[32m61\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[34;43m__exit__\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", - "\u001b[36mFile \u001b[39m\u001b[32m/opt/anaconda3/envs/braket-algos/lib/python3.11/site-packages/braket/tracking/tracker.py:45\u001b[39m, in \u001b[36mTracker.__exit__\u001b[39m\u001b[34m(self, *args)\u001b[39m\n\u001b[32m 44\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34m__exit__\u001b[39m(\u001b[38;5;28mself\u001b[39m, *args):\n\u001b[32m---> \u001b[39m\u001b[32m45\u001b[39m \u001b[43mderegister_tracker\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m)\u001b[49m\n", - "\u001b[36mFile \u001b[39m\u001b[32m/opt/anaconda3/envs/braket-algos/lib/python3.11/site-packages/braket/tracking/tracking_context.py:35\u001b[39m, in \u001b[36mTrackingContext.deregister_tracker\u001b[39m\u001b[34m(self, tracker)\u001b[39m\n\u001b[32m 29\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mderegister_tracker\u001b[39m(\u001b[38;5;28mself\u001b[39m, tracker: Tracker) -> \u001b[38;5;28;01mNone\u001b[39;00m: \u001b[38;5;66;03m# noqa: F821\u001b[39;00m\n\u001b[32m 30\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"Deregisters a tracker.\u001b[39;00m\n\u001b[32m 31\u001b[39m \n\u001b[32m 32\u001b[39m \u001b[33;03m Args:\u001b[39;00m\n\u001b[32m 33\u001b[39m \u001b[33;03m tracker (Tracker): The tracker.\u001b[39;00m\n\u001b[32m 34\u001b[39m \u001b[33;03m \"\"\"\u001b[39;00m\n\u001b[32m---> \u001b[39m\u001b[32m35\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_trackers\u001b[49m\u001b[43m.\u001b[49m\u001b[43mremove\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtracker\u001b[49m\u001b[43m)\u001b[49m\n", - "\u001b[31mKeyError\u001b[39m: " - ] - } - ], + "outputs": [], "source": [ "tracker.stop()" ] From 9330ec3eb8e056fda1a6b7814332a8ad15cc4033 Mon Sep 17 00:00:00 2001 From: Claudia Friedsam Date: Tue, 5 May 2026 20:27:15 -0400 Subject: [PATCH 07/10] Refine Rabi oscillations notebook based on review feedback --- notebooks/textbook/Rabi_Oscillations.ipynb | 658 ++++++++------------- 1 file changed, 259 insertions(+), 399 deletions(-) diff --git a/notebooks/textbook/Rabi_Oscillations.ipynb b/notebooks/textbook/Rabi_Oscillations.ipynb index d3c0b23a..5b831f02 100644 --- a/notebooks/textbook/Rabi_Oscillations.ipynb +++ b/notebooks/textbook/Rabi_Oscillations.ipynb @@ -12,11 +12,11 @@ "\n", "We will:\n", "\n", - "1. Review the theoretical expression for excited-state probability.\n", + "1. Review the theoretical expression for the excited-state probability.\n", "2. Implement a single-qubit rotation $R_x(\\theta)$.\n", - "3. Compare analytic and simulated probabilities.\n", - "4. Explore the effect of noise such as T1 relaxation.\n", - "5. Estimate execution cost on quantum hardware.\n", + "3. Compare analytic, exact simulator, and finite-shot results.\n", + "4. Explore T1 relaxation and T2 dephasing with noisy circuits.\n", + "5. Simulate off-resonant Rabi oscillations using detuning.\n", "\n", "The goal is to connect the physical concept of driven two-level dynamics with its circuit-level implementation." ] @@ -27,13 +27,13 @@ "source": [ "## Physical Background\n", "\n", - "Rabi oscillations describe the coherent oscillation of population between the ground and excited states of a two-level quantum system under a resonant drive. In the rotating frame, the evolution of a driven qubit can be represented as a rotation on the Bloch sphere.\n", + "Rabi oscillations describe the coherent oscillation of population between the ground and excited states of a two-level quantum system under a resonant drive. In the rotating frame, the evolution of a driven two-level system can be represented as a rotation generated by a single-qubit rotation gate.\n", "\n", "If the qubit starts in the ground state and is driven resonantly, the probability of measuring the excited state oscillates as\n", "\n", - "P(|1⟩) = sin²(θ / 2)\n", + "$P(|1\\rangle) = \\sin^2(\\theta / 2)$\n", "\n", - "where θ is the rotation angle induced by the drive. In this notebook, the rotation angle θ plays the role of time under a constant drive. Sweeping θ therefore simulates the time evolution of a driven two-level system and produces Rabi oscillations." + "where $\\theta$ is the rotation angle induced by the drive. For a constant drive strength $\\Omega$, the rotation angle is proportional to time, $\\theta = \\Omega t$. Sweeping $\\theta$ therefore simulates the time evolution of a driven two-level system and produces Rabi oscillations." ] }, { @@ -53,13 +53,70 @@ "import matplotlib.pyplot as plt\n", "\n", "from braket.devices import LocalSimulator\n", - "from braket.tracking import Tracker\n", "from braket.circuits import Circuit, ResultType\n", "\n", - "from braket.experimental.algorithms.rabi_oscillations import rabi_probability, rabi_circuit\n", + "from braket.experimental.algorithms.rabi_oscillations import rabi_probability, rabi_circuit\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import math\n", + "\n", + "\n", + "def rabi_demo_circuit(\n", + " theta: float,\n", + " *,\n", + " gamma_t1: float = 0.0,\n", + " gamma_t2: float = 0.0,\n", + " delta: float = 0.0,\n", + " dtheta: float | None = None,\n", + ") -> Circuit:\n", + " circ = Circuit()\n", + "\n", + " if dtheta is None:\n", + " circ.rx(0, theta)\n", + "\n", + " if delta != 0.0:\n", + " circ.rz(0, delta * theta)\n", + "\n", + " if gamma_t1 != 0.0:\n", + " circ.amplitude_damping(0, gamma_t1)\n", + "\n", + " if gamma_t2 != 0.0:\n", + " circ.phase_damping(0, gamma_t2)\n", + "\n", + " else:\n", + " n_steps = max(1, math.ceil(theta / dtheta))\n", + " dtheta_eff = theta / n_steps\n", + " dphi = delta * dtheta_eff\n", + " gamma_t1_step = gamma_t1 * dtheta_eff\n", + " gamma_t2_step = gamma_t2 * dtheta_eff\n", "\n", + " for _ in range(n_steps):\n", + " circ.rx(0, dtheta_eff)\n", "\n", - "tracker = Tracker().start() # to track Braket costs" + " if delta != 0.0:\n", + " circ.rz(0, dphi)\n", + "\n", + " if gamma_t1 != 0.0:\n", + " circ.amplitude_damping(0, gamma_t1_step)\n", + "\n", + " if gamma_t2 != 0.0:\n", + " circ.phase_damping(0, gamma_t2_step)\n", + "\n", + " circ.add_result_type(ResultType.Probability(target=[0]))\n", + " return circ\n", + "\n", + "\n", + "def probability_of_one(circ: Circuit, device: LocalSimulator) -> float:\n", + " task = device.run(circ, shots=0)\n", + " probs = task.result().result_types[0].value\n", + " return float(probs[1])\n", + "\n" ] }, { @@ -77,7 +134,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -109,7 +166,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -131,7 +188,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -150,7 +207,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -195,7 +252,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -213,12 +270,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -229,11 +286,13 @@ ], "source": [ "plt.figure()\n", + "\n", "plt.plot(thetas, p1_analytic, label=\"Analytic\")\n", - "plt.plot(thetas, p1_sim_sampled, label=f\"Simulator (shots={shots}, sampling)\")\n", + "plt.scatter(thetas, p1_sim_sampled, label=f\"Simulator (shots={shots})\", s=20)\n", + "\n", "plt.xlabel(r\"$\\theta$\")\n", "plt.ylabel(r\"$P(|1\\rangle)$\")\n", - "plt.title(\"Rabi Oscillations with Finite Sampling\")\n", + "plt.title(\"Rabi Oscillations: Exact vs Finite Sampling\")\n", "plt.legend()\n", "plt.show()" ] @@ -244,65 +303,7 @@ "source": [ "### Interpretation\n", "\n", - "With a finite number of shots, the estimated probabilities fluctuate around the ideal curve due to sampling noise. Increasing the number of shots would reduce these fluctuations and produce a smoother estimate of the underlying probability curve." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Measurement Statistics at a Specific Angle" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "theta_hist = np.pi / 2\n", - "shots_hist = 2000\n", - "\n", - "result = device.run(rabi_circuit(theta_hist), shots=shots_hist).result()\n", - "counts = result.measurement_counts\n", - "\n", - "plt.figure()\n", - "plt.bar(list(counts.keys()), list(counts.values()))\n", - "plt.xlabel(\"Measured bitstring\")\n", - "plt.ylabel(\"Counts\")\n", - "plt.title(rf\"Measurement Counts at $\\theta=\\pi/2$ (shots={shots_hist})\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Interpretation\n", - "\n", - "At $\\theta = \\pi/2$, the analytic prediction gives\n", - "\n", - "$$\n", - "P(|1\\rangle) = \\sin^2\\left(\\frac{\\pi}{4}\\right) = \\frac{1}{2}.\n", - "$$\n", - "\n", - "This means the system is in an equal superposition of $|0\\rangle$ and $|1\\rangle$.\n", - "\n", - "The histogram shows approximately equal counts for the two measurement outcomes.\n", - "Small deviations from perfect balance arise from finite sampling statistics.\n", - "\n", - "As the number of shots increases, the observed distribution converges to the theoretical 50/50 split." + "With a finite number of shots, the estimated probabilities fluctuate around the ideal curve due to sampling noise. Increasing the number of shots would reduce these fluctuations and produce estimates closer to the underlying probability curve." ] }, { @@ -313,7 +314,7 @@ "\n", "We first model T1 relaxation using a simple circuit-level picture. After applying the rotation $R_x(\\theta)$, we apply a single amplitude damping channel.\n", "\n", - "This model is easy to interpret: larger damping suppresses the excited-state population $P(|1\\rangle)$, while the overall oscillation shape remains unchanged." + "This model does not represent a full time-resolved T1 experiment. Instead, it demonstrates how an amplitude damping channel changes the measured excited-state population in a Rabi-oscillation circuit." ] }, { @@ -330,46 +331,26 @@ "execution_count": 10, "metadata": {}, "outputs": [], - "source": [ - "def rabi_circuit_t1_simple(theta: float, gamma: float) -> Circuit:\n", - " circ = Circuit()\n", - " circ.rx(0, theta)\n", - " circ.amplitude_damping(0, gamma)\n", - " circ.add_result_type(ResultType.Probability(target=[0]))\n", - " return circ" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "def p1_from_t1_simple(theta: float, gamma: float) -> float:\n", - " circ = rabi_circuit_t1_simple(theta, gamma)\n", - " task = device_dm.run(circ, shots=0)\n", - " result = task.result()\n", - " probs = result.result_types[0].value\n", - " return float(probs[1])" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], "source": [ "gamma_values_t1_simple = [0.02, 0.1, 0.5]\n", "\n", "p1_t1_simple = {\n", - " gamma: np.array([p1_from_t1_simple(theta, gamma) for theta in thetas])\n", + " gamma: np.array(\n", + " [\n", + " probability_of_one(\n", + " rabi_demo_circuit(theta, gamma_t1=gamma),\n", + " device_dm,\n", + " )\n", + " for theta in thetas\n", + " ]\n", + " )\n", " for gamma in gamma_values_t1_simple\n", "}" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -421,64 +402,116 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ - "import math\n", - "from braket.circuits import Circuit, ResultType\n", - "\n", - "def rabi_circuit_t1_stepwise(theta: float, gamma: float, dtheta: float = 0.1) -> Circuit:\n", - " circ = Circuit()\n", - "\n", - " # number of steps needed\n", - " n_steps = max(1, math.ceil(theta / dtheta))\n", + "thetas_multi_period = np.linspace(0, 8 * np.pi, 300)\n", + "gamma_values_t1_stepwise = [0.02, 0.1, 0.5]\n", + "p1_analytic = np.array([rabi_probability(theta) for theta in thetas_multi_period])\n", "\n", - " # adjust step size so steps sum exactly to theta\n", - " dtheta_eff = theta / n_steps\n", - " gamma_step = gamma * dtheta_eff\n", + "p1_t1_stepwise = {\n", + " gamma: np.array(\n", + " [\n", + " probability_of_one(\n", + " rabi_demo_circuit(theta, gamma_t1=gamma, dtheta=0.1),\n", + " device_dm,\n", + " )\n", + " for theta in thetas_multi_period\n", + " ]\n", + " )\n", + " for gamma in gamma_values_t1_stepwise\n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Comparing Single-Channel and Stepwise T1 Models\n", "\n", - " for _ in range(n_steps):\n", - " circ.rx(0, dtheta_eff)\n", - " circ.amplitude_damping(0, gamma_step)\n", + "The single-channel model applies amplitude damping once after the full rotation. The stepwise model instead divides the driven evolution into small rotations and applies amplitude damping after each step.\n", "\n", - " circ.add_result_type(ResultType.Probability(target=[0]))\n", - " return circ" + "This comparison shows how the placement of the damping channel changes the simulated dynamics." ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ - "def p1_from_t1_stepwise(theta: float, gamma: float = 0.1) -> float:\n", - " circ = rabi_circuit_t1_stepwise(theta, gamma)\n", - " task = device_dm.run(circ, shots=0)\n", - " result = task.result()\n", - " probs = result.result_types[0].value\n", - " return float(probs[1])" + "p1_t1_simple_multi_period = {\n", + " gamma: np.array(\n", + " [\n", + " probability_of_one(\n", + " rabi_demo_circuit(theta, gamma_t1=gamma),\n", + " device_dm,\n", + " )\n", + " for theta in thetas_multi_period\n", + " ]\n", + " )\n", + " for gamma in gamma_values_t1_stepwise\n", + "}\n" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "thetas = np.linspace(0, 8 * np.pi, 300)\n", - "gamma_values_t1_stepwise = [0.02, 0.1, 0.5]\n", - "p1_analytic = np.array([rabi_probability(theta) for theta in thetas])\n", + "gamma_compare = 0.1\n", "\n", - "p1_t1_stepwise = {\n", - " gamma: np.array([p1_from_t1_stepwise(theta, gamma) for theta in thetas])\n", - " for gamma in gamma_values_t1_stepwise\n", - "}" + "plt.figure()\n", + "\n", + "plt.plot(thetas_multi_period, p1_analytic, label=\"Analytic\")\n", + "plt.plot(\n", + " thetas_multi_period,\n", + " p1_t1_simple_multi_period[gamma_compare],\n", + " linestyle=\"--\",\n", + " label=fr\"T1 single channel ($\\gamma={gamma_compare}$)\",\n", + ")\n", + "plt.plot(\n", + " thetas_multi_period,\n", + " p1_t1_stepwise[gamma_compare],\n", + " label=fr\"T1 stepwise ($\\gamma={gamma_compare}$)\",\n", + ")\n", + "\n", + "plt.xlabel(r\"$\\theta$\")\n", + "plt.ylabel(r\"$P(|1\\rangle)$\")\n", + "plt.title(\"T1 Relaxation: Single Channel vs Stepwise\")\n", + "\n", + "plt.legend(loc=\"upper left\", bbox_to_anchor=(1, 1), frameon=True)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Stepwise T1 Relaxation for Different Noise Strengths\n", + "\n", + "After comparing the two modeling approaches, we now keep the stepwise model and vary the T1 relaxation strength.\n", + "\n", + "As the damping strength increases, relaxation suppresses the oscillations more strongly and reduces the excited-state population over time." ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -495,9 +528,9 @@ "source": [ "plt.figure()\n", "\n", - "plt.plot(thetas, p1_analytic, label=\"Analytic\")\n", + "plt.plot(thetas_multi_period, p1_analytic, label=\"Analytic\")\n", "for gamma in gamma_values_t1_stepwise:\n", - " plt.plot(thetas, p1_t1_stepwise[gamma], label=fr\"T1 noise ($\\gamma={gamma}$)\")\n", + " plt.plot(thetas_multi_period, p1_t1_stepwise[gamma], label=fr\"T1 noise ($\\gamma={gamma}$)\")\n", "\n", "plt.xlabel(r\"$\\theta$\")\n", "plt.ylabel(r\"$P(|1\\rangle)$\")\n", @@ -524,73 +557,43 @@ "source": [ "## T2 Dephasing: Stepwise Model\n", "\n", - "We now turn to **T2 dephasing**, which describes loss of phase coherence without direct energy relaxation.\n", + "T2 dephasing describes loss of phase coherence without direct energy relaxation.\n", "\n", - "As in the T1 stepwise model, we divide the evolution into many small steps. In each step, we apply a small rotation followed by a small phase damping channel. This lets the coherent drive and the dephasing process act together throughout the evolution.\n", + "As in the stepwise T1 model, we divide the driven evolution into small steps. In each step, we apply a small rotation followed by a phase damping channel. This lets the coherent drive and dephasing act together throughout the evolution.\n", "\n", "Unlike T1 relaxation, T2 dephasing does not directly drive the qubit toward the ground state. Instead, it reduces the coherence responsible for the oscillation, so the Rabi oscillations gradually lose contrast as the dephasing strength increases." ] }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "\n", - "def rabi_circuit_t2_stepwise(theta: float, gamma: float, dtheta: float = 0.1) -> Circuit:\n", - " circ = Circuit()\n", - "\n", - " n_steps = max(1, math.ceil(theta / dtheta))\n", - " dtheta_eff = theta / n_steps\n", - " gamma_step = gamma * dtheta_eff\n", - "\n", - " for _ in range(n_steps):\n", - " circ.rx(0, dtheta_eff)\n", - " circ.phase_damping(0, gamma_step)\n", - "\n", - " circ.add_result_type(ResultType.Probability(target=[0]))\n", - " return circ" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "def p1_from_t2_stepwise(theta: float, gamma: float, dtheta: float = 0.1) -> float:\n", - " circ = rabi_circuit_t2_stepwise(theta, gamma, dtheta=dtheta)\n", - " task = device_dm.run(circ, shots=0)\n", - " result = task.result()\n", - " probs = result.result_types[0].value\n", - " return float(probs[1])" - ] - }, - { - "cell_type": "code", - "execution_count": 20, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ - "thetas = np.linspace(0, 8 * np.pi, 300)\n", - "gamma_values_t2 = [0.02, 0.1, 0.5]\n", - "p1_analytic = np.array([rabi_probability(theta) for theta in thetas])\n", + "gamma_values_t2 = [0.05, 0.1, 0.2]\n", "\n", "p1_t2_stepwise = {\n", - " gamma: np.array([p1_from_t2_stepwise(theta, gamma) for theta in thetas])\n", + " gamma: np.array(\n", + " [\n", + " probability_of_one(\n", + " rabi_demo_circuit(theta, gamma_t2=gamma, dtheta=0.1),\n", + " device_dm,\n", + " )\n", + " for theta in thetas_multi_period\n", + " ]\n", + " )\n", " for gamma in gamma_values_t2\n", "}" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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XLt1woXYYyrZJIUg6yFIuHX0/6RcKNSmCsr/fEi0XtVDJ/C1lrqts3zl9JxQupNek3zj9Pui9Ka8rfbukPFR6HzoJo8dSusRA4fehLAdtrxT6yyTbfX3RlzCjdUNpDiQwKEWD0j3oM9KJGxVIDAQJagrLZX4/9FsZzPdD0GPpRFLJ76TfAZ38fvLJJ2yZ6DWU30z674j2R+liKJOBvhd6PzqRonSKzOWncGa25e8PEsI//fQTE8gUYqV8tWwnu/3tn0io0TGFfl+0fFSln22dZT6Xvgf6jumxmZ+F0g4G8zmUbUTt/UwF+cGYV7PSjkGpxKMzJjozpB8x7XSUAxolodJZF/0/5dnQma6Su5WeUzHaKPlW6Yn12XYk5MqlCzPK1aHlpYMy5StRngktK+XRpTuOYwGtj7322ouJLMrzoLNZcjXp7JQOpHRAHWsGU2VI3yGdTdOZ8iuvvMIulIBOOSok3PuDthHKXaEdMyVz04FSyQ2igxLtbGnbycxpGq3PMdoJzZRnSQnftJ3R+qDPMhqQi0IiSREpyndPRQh9JZEPRdAMdV1de+21TEiScCenioQDndRQLlL6dkm/O/r9Ux4qCXxye6iNDH3PlKc10uUYKXQyOZCgpwM4iSq6kINNooDcJarY7w9aD1QgQr/dbNDveajQ/pVOsMjNJrFLvz1aLhJ0tF6psEKpEu2Pgb4X5Tuk/L2TTjop62sMpU0ORVOoQIG2D+rrR8eF8YI+C32HtF/Ktk0N5mRL2UZGI/9VIFC9mEtHEWiUnEw93JQ+cOTaUVUaWd/pZzmKm5AJnVVlsnbt2h4VY4NB2RlTWJQSebOFW5VKucwO+LRDpgv1s1MScSnsQlVztIOinQWddaaHekYDStKnnTOFqtNdimxhgcGeMVJiN0E78swye7pP+f+hQiKTQjJ0ofVBbh1VltEBvz9RQQchEn5UDUuhE2oDQaKARJ4i5ui+gUSlGs6Y6XOTgCVx+p///IeFw0cLJRFfEW70GyIobDrYtif0W0rvpUZOH7lO5KIPFfod02tlOlTk5mQe8MhVpoR/uihilxLSqWBhpG1zaHsllzKTbPdlg06USJiRUFbSKvqD1ju5g7TeBtr2aN9AThSdkA1m++xrX0fVpoo7Tr8zOmmm3wbtExTHmq5pX0GfhQoX+it+GMz3Qu9H+0j6TQ52+xoIKpKifSYJyb72len7p0yocpu2LVpu2m4oBSXbOst8Ln0PdAJAkRbFFR0qJECJvoqwBIKcrmalikba8VDlk9IYUjkop59dUwUVhQ2yQeIrPfeHqqLo8RTSGyp01klnWJQHk9lag1whqsQkJ4VakRDk0lFIIx0SdSQ2lNYC5DDS31R9lumUjdRByLau6KBD4icT2sENpiqLzuzpbJ7EaHp7BDprJeFEzsNQyZycQetDOWvPbMGQiXIwonVPz1EOqHQ/iSLK8RtMiHWwn38soYpZaqNCDkdmy5WRQLlx5H7RwUjJBaPvkH5fJJjThYVCtrYrFDKjvmoKFEKk7Xs4vyXaNjO3b8oRy8zTy9w2SIyQ803PTV+W4ULilvYd6ZXwlE9IomYwUJ4aLQv9/tOhfYySl5YO7X/oM6WH8mjby5byQDlatD6ocjQTcqIzX58+R3oeGrXNoIgAVWymn8zQ74GWj07qlN8GiRwSGvQ7Uh7THwN9L/R+tB8kxy6zFRQxnLY+5GTSSTtFO/qCQtsk9MjRT/890zJQZEQ58aDlo++ejg/UD1CB9mHkiKdDv0V6PDmOmdss/T2YyT+0fdC+iVqzCAR55cwpUCiVGvFSOwwSUeR6kStHYQASDnTGQ8KCdiTpI3IUyNUhl4aStUkYkDCk0MhwksrpQEgJv+TMkZNGf9NZNu1AqXcSvS45DkqSOB1EqSSflp/O6OjARw6JsqNTlo/aE9DBlnagtOOgHCJ6HxrHRO7kcKGduOJ4UX8wWj90YKADeeYBnBKn6eBMZ760TPSYbA0u6bPRDp/yXsg5orNlOpOndUJuJ7V2GM5Omg6g9H4UeqZwNbVhoJ3yQGeytKyUiExn0ySGFMhZoLweYjBibrCff6yg7ZJEHIkDclIy+8HR9k4H/YEgUU0OBG1r9L3QNkh5qORYkEOb7mRR/ib9NugEg9rLkGtEzyFRQGHZzJ5v5L6QS0Qig9Y3LS89n9pnDBX6HdMJDG1H5JxSmwgSUIpjmL4N0/dLbjblSNLBlpx6+u0PVIw0GGg/QOuakuNp+6F1TDmu5FrRNjmQI0afn3731A4jfXuh3zl9HvreaNui3yEtO+0n6DtIH/1F/08invJrqYCHwnb0m6V2MuTQ0n6PhBetAzqJpO+X7ifRkd4gmk4kSaBQKgftQ+j7ITLD0fR7IAeNxF76b4N+MyTu6Xc8UArIYL4XajFEy00hUtq+aB9N65T2l7S+6PZQoG2YWogMxI033shOMOi3RG1QSPjS/oTEVPrzab1QiJjWAUUC6Dej9M5LT6chZ472C+Q4Un4onYDTZ6RjD7UxocIgSlfoD/oN0neqhgiAQDDmrUmytVWg9gWzZs1iFypRp9YJ1157LSv/pjYD1GqB2mJkloQrrTtuvPHG5E033ZScMmUKe/yuu+7KytTTGUxrksw2Jfvss0+ytLSUvebs2bNZuwNqq5LOxo0bWbsUWnYqgad2B3vuuSdrwZLJ/fffzz4LvR69LrUBeOONN0bcmoTadVBrDnr/6dOnJ2+44Qb2XpltF6iVArUBKCoqYv+nvFdmaxIFKrFXlpc+1y9/+cseLWAI+k4KCgp6fdbM5aQ2NPvuuy9rJ2AymZJTp05NnnnmmcmWlpbkYDjyyCN7lf1TCw2bzcZeL72FSl+tLPr6/H1tm32tl+G2JlHauPR1GahFhrKcyoU+N7VzoO3073//e9Lj8WR93oYNG1i7Bnqs0WhM1tXVJQ866CD2nWS+NrWC+NWvfsW2z8LCQvadp7d/SG8nkUnm9kutSeg3Q60rqH3QzjvvnPzkk096Pe6ee+5J7rbbbqz9B21r9Fv6/e9/n3S73QO2JhnMchDUloT2C/T6kydPTl533XXJ2267jb0mbRcDcd5557F9QDrff/89W05qU0S/D2phQZ+VtlVq/ZGOz+dLHnfcccmSkhL2nunbCG3H9JulNiDKvoFaxPzlL3/psQ7oeb/5zW+SjzzyCGsro+wbs22ftC1Qqw3a1tPbAdFz6XVOOOGEAdfbYL4Xoq2tjS0X7X9p+6LtjFri/POf/xxwvfb1HabT1++T9rG0TdG2RW2PDj744FQLo3Rom6b1Sb8XatdEbV/6Oh4888wzyV122YXt0+hCLWfos61Zs6bf1iSrVq1Ktd4SCNSARP8ITSsQ5BfkipODRm5xuhOUy1CiPblU5GYPlG9JVdOUO0euKDmXEwE5PlRRSu6YQH3bEhWcKNM2BIK8y5kTCASCsYbCcOlQDhSFSSmEOphqbAoNUziPwooCQea2RGF7CtMKISfI65w5gUAgGEsot4qKQSg/k3IGqcKWipeoknqwZM47FggIyqfMlsstEEwkQswJBIKcgyocqXCJqnWVofMk6AbTnkMgEAi0hsiZEwgEAoFAINAwImdOIBAIBAKBQMMIMScQCAQCgUCgYfI+Z44mNNAAd2oYKSqTBAKBYGKhbller5c1WKfJMQKBYGDyXsyRkBvOcGuBQCAQjB00zWKgqRUCgYCT92JOGVNDOw673S6vFoFAIBBMBNRChk6wR2O0m0CQL+S9mFNCqyTkhJgTCAQCdSDSXgSCwSMSEgQCgUAgEAg0jBBzAoFAIBAIBBpGiDmBQCAQCAQCDSPEnEAgEAgEAoGGEWJOIBAIBAKBQMMIMScQCAQCgUCgYYSYEwgEAoFAINAwQswJBAKBQCAQaBgh5gQCgUAgEAg0jBBzAoFAIBAIBBpGVWLu/fffx8EHH4xJkyaxUS7PP//8gM959913sXz5cpjNZsyePRsPPvjguCyrQCAQCAQCgRpQlZjz+/1YunQp7rzzzkE9ftOmTTjwwAOx55574ttvv8Vvf/tbnH766XjttdfGfFkFAoFAIBAI1IABKmL//fdnl8Fy9913Y8aMGbjpppvY3wsWLMCHH36IW265Bfvtt98YLqlAIBAIBAKBOlCVMzdUPvnkE+y999497iMRR/cLuunwhtHmCYlVMgLaPSGsafWKdTgCwrE4vtriRCSWEOtxmETjCWzq9CMUjYt1KBAI1OnMDZXW1lZUV1f3uI/+9ng8CAaDsFqtvZ4TDofZRYEem8vc/d4G3PDqaiSTwKHLJuGWo5ZBp5MmerE0xQvfNuHiZ39AIBLH9jPK8M8TVqDYZpzoxdIUH6/vxHlPfINOXwQLau24+/jlmFZeMNGLpSnquwI49t5P0eQKorzAhIdP2w6LJhVP9GIJBAIVoGlnbjhcd911KC4uTl2mTJmCXOXF75tx/StcyBEvfNuMO99ZP9GLpSnWtXlxwZPfMiFHfLbJgWtfXjXRi6Up3IEozn/yWybkiFUtHpz7+DdIJOQNUzAg5MSd+chXTMgRXf4ITrjvc7ZuBQKBQNNirqamBm1tbT3uo7/tdntWV464+OKL4Xa7U5eGhgbkInSgvPXNdTAjgtsWrsZT261HMXy44531cAX4QVUwMORqkubYa34VnvzVDuy+J79swNf1TrH6Bsktb65lof6ZlQV458I9UGDS4/tGN176oUWswyG4wySCyZF7/YLdMKuyAA5/BA9/slmsQ4FAoG0xt+OOO+Ktt97qcd8bb7zB7u8LamFCYi/9kou8uaoNDe0O3G++BYdsvBLbfn85XrVdBkvMg6e+bJzoxdME69t9eHNVO/Q6CZccuADbzyzH4VvXsf974vP6iV48zThKz3zNt7fLD1qIGRUFOHP3Wezve97fMMFLpw2SySQe/mQLu33m7jMxt7oI5+01h/39wMebEZRdY4FAkL+oSsz5fD7WYoQuSusRul1fX59y1U488cTU48866yxs3LgRf/jDH7B69Wr84x//wH/+8x9ccMEFyHee+6YJvzb8FztL36Xuq0204W/Ge/DIZ1vYAUIwcJia2H1uJWZVFrLbx2w3lV2/9H0LApGYWIUD8PpPbfCGYqgrsWK3OZXsvuN3mMYE8somDzZ3+sU6HIDvGt34sdkDs0GHI7fhaSEHblXL1im5c++t7RDrUCDIc1Ql5r788ktsvfXW7EL87ne/Y7cvv/xy9ndLS0tK2BHUluSll15ibhz1p6MWJf/617/yvi0JuSFfrt2Ck/Wv8hV1xP3AWR8iKemwj/4rmB1rsLbNNzFfskYgsfvi9y2pA6fCttNLMbXMBn8kjjd+6hniF/Tm+W+a2PXhy+tShTdlBSbsNKu8h2AW9M3rP7ay630X1aC0wMRuG/Q6/HxxDf//n/j/CwSC/EVVYm6PPfZgB9HMizLVga5p4kPmc7755htWobphwwacfPLJyHc+3tCJQ+JvolgKIFkxF1j4C6BmK0jzD2T/f5L+dby7pn2iF1PVbOjwsTCrSa/DPou6K6ZpMskBsrh7f23nBC6hNlqRfLKhi93ef3G3ICYOXjKJXb+yUgiRgXh3DXfefjafO5sK+yzk2+Xbq9sRi4t2LwJBPqMqMScYHd5a1Y6D9J+x29J2vwJ08te83Zns6jD9h/hoNXdMBNlRRMi2M0phtxgBfyfQxXO8dpldwa4/Wt8pwtX98E29C8FoHBWFJsyvKerxf3vOr2LXP7V4REVmP1B/SFpHkoRUmFphxbRSlNqMcAWi+KbBJX7KAkEeI8RcDrJh4zpsrZNbkCw4uPs/pu+CWEENCqQw9A0fwR8WOV998ekmB7vefkY58P1TwG1bA7cvBx48CCuqJZgMOrR6QtjQIXK++ustR+w0q6JXb8PKIjOrbqXUzc8383Ut6M37cj7ckrpilBeae/wfhVp3lMPVn8vbq0AgyE+EmMsxqO3IbMf77Ha0dhugiOfVMCQJhnn7spu74Rv80OSeqMVUNRTa/2wjPzjuUdIOPPcrICw3l978ASxvXsxcEcWdE2TnI9ndVJzMTJhQpt59G/njBL1RWuDsIIu2TFZMK2PXXwpBLBDkNULM5eDOfzfd9+y2ceFBvR8wh8+s3VP3Lb7ZInqlZYPctk5fGGaDhEUrbwCSCWD+QcAprwKSDvj+SRxeuok99lsR3soKjez6oZGfLGw3gwuOTHaYye//dJMQc/2Fqomtp/CTh0xWTOf305g00YRZIMhfhJjLMb7Y5MAK3Rr+x/Rdez9g5u5ISAZM17Vhy0b5cYIeKALtsOpO6De9B+hNwH7XANN2BJafxP5vV/d/2fV3jSJXKRs0xzYST6DYasS0clvWx2w7nYu5VS1eMWs0C75wDGva+DzgraeWZF2HNBrNatTDE4phXbuoUBcI8hUh5nKM9o0/oEzyIaazALVLez/AXIRg2UJ2U9f8hUjgz8JKOfx8mP5jfse8A4DS6fz2ilPZVVXTGyiFBxs7/PCExEilTL5v4iJ3yeRiVgGcIszFCVFbbGETDeKJJFa3dt8vkNdhg4vlFFI/uWq7JetqMep1WDaFC71vxFQSgSBvEWIux3K9ijq+YrdD1VsDBhM+aPwA+z+zP/Z+am88uJK3eDHP4GOp5oR/QrM7NKHLrEZ+bHZDhwSWeeTpIkuO6v7P2iXApK0hJaI4vpCv65VyOFHQzfcN7pSYY7T9CPxrb+C6ycATvwR8HUzkLaor7iGgBd0oFaqKWOuLxXV8ig2N+xIIBPmJEHM5BAmzxfGf2G3LrJ3wResXOO/t89Doa0RboA03fXUTnlr7FAzTtmeP2Vq3DquaxQEgHco7om77y6T1sIbaAUsxMHvvnit6wSHsal/zD6kO/YKeKOHnJZNLuBv3xHFA4xf8P1e/CDx1Mp19YPEke0pAC3qiiLPFsuDtCwq1EtTCRCAQ5CdCzOUQJMwWSzwxXz95W9z05U2IJWPYuW5nHD3vaHb/jV/cCHfVAnZ7kbQF65vFKKB0NnX5EYjEsbvxR37HzD0AQ8+WEJi9F7uaH/wORsSEI5KlWTA1XCa2IiHyznWAczNQPAU47inAYAW2fAisfIb/P3PmhBDJlnfItrPanj36MlkoC2LKPRRFEAJBfiLEXA6xprEdsyXeDPgDXQg/dv0Iq8GKa3a+Bpdufynmls5FMBbEU20fI2Asg1GKw7uFz8EVcMiVI35mlotDZuzWe9VUbwUUVMGYCLJik7VykrqAs6nTj1giiSKzAbXWGPD1w/w/DroFmLsvsIs8O/mDm1LOHAmXqJhi0EMQb5Tn1mY2XM6E5gbTpBIqmGh0BsVmKBDkIULM5RCe+h9gkBIIGkvxdOM77L6j5h6Fcms5y086eREfdfbY6sfhL+funL6Dh2UFnHVtXpgRwYLYKn7HjD16rxqaqDHrZ+zmTrofWRGEGKfUjTL3d25NEaSVzwIRL1A2qztcvf2ZgN4MtP+EyeF1sJn0rPJ1S1dAbIYy5GxSYQhVA9dkFj8k4r2KIObWFLLbItQqEOQnQszlEMaOley6q3wBPmr6iN0+eFb3BIifT/85ikxF6Ah2YG3VZHZfhX8dcwEE3QfR5bp1MCSjQNEkoHxW9lUzlecdrtCvZ0JksxAiPQQxMbe6EPj2MX7nNiezptUMawkw/wB2U/r+Scyu4kJECc0KukOs80gQK+vN1w7cvz9wVSVw966AY2NqVc2v6XY4BQJB/iHEXI5AIaqawFp2+7OKSkQSEUyzT2OhVQWj3ojdJ+/Obn9s4YO550n14iCaBvXqWirxGayYsl23AMlk8rbsaqluA6t8FaHWbhRBsag0ATR+zu9cfHjP9bfkGH790wuYXVnAbq5vF0Ikcx0uUEKs0RDw2NFA/cdAMg60fs+FXZA3/lYE8cZOIYgFgnxEiLkcgUJU86Ut7Panxgi73mfaPj17fFEu2FQeHnzHtxlJOqOX6rFBOCKpqQWbO/1YopMdj7rlfa/wygWA0QZbMohZUrMQc2kozWu3jX/Lp2fQuirmTnCKmbvzUKunCSsK+Ug00fS2G8WlnF0ti7lv/g00fw1YS4GjH+Fha18r8PHtqbw5YkOHEHMCQT4ixFyOsKHdy4ofSKB9GeBFEDtN2qnX43aetDOMOiMagm3YYjChWAqgs7E7XJPPbOniiftLdbwimPrJ9YneAEziYm+Zbj3WyXli+U4oGmfrkZjq4KF+zMlo7UIYrcBU3u9weYwX4Yh12LOIhJhVUQDEYynRhj0uARYcDOx7Ff/707sAfxdmye7mhna/qGgVCPIQIeZyhObmepRIfmwyGtEZccGkM2FJ5ZJej7MZbVhUvojd/shex64jrXIbjjyH3JAyeFAnye1ask3QSGfyNuxqmbQhdfDNdxocASSSYJWsloYP+Z2ZffoUZu3Jrqa6Pk+5SpT0n+9QykS9gxeDzCCRtu41wLUFsJUDWx/fPZWkZisgGgB+fBZTymww6iUEo3G0ekQjcIEg3xBiLkcINK1m1x8WVrNrEnJmCmNlYXk1d5S+LeShGYNz/bgtp5ohMbGV4sqVz+YNg/ujhovl+bp6bO7yi9FoLGeLi9oVpQFI3mZA0qfyC3tBPfyoHqL5U5j11I4jgWaXaK1BgpgcYpq5yipZf3qhO8/QJM+5pfSJJbx3JFY+yypap5XL7pwItQoEeYcQczmCrov3Rfu6kOfYbFvTxwGUCguruaP0gzHGru2+TUKIAKwidYGcd6gItX6p5g7nXKkRwUgU7d4w8h3KOSR2tcqiuGYxYOIiI2u/PoMVUtiDnYod7C7RngSs1Q0xo6IAUjwKrH2Vry8Kr6aziIpKJF4U4W5MC7WKkL9AkG8IMZcjFPn4wXO1kYepllUu6/Oxy6qWQYKEpoQfnXodpiSa0eETQoRyvebqGvlKql448Eon905vQpEURJ3UKUKtTBBzIbIMctPlydsNkHfIt9NdbPU9np/PKCH7mSTONn8AhNxAQSWvrk6nuK77vvVvYqZcBKG4owKBIH8QYi4HcAeimBpvgFeS0JTkuTYLy/sWI3aTHTOLZ7LbP5lMmKlrTrkB+e7MkcvGoArMgdAbgYp57OYCqT7lSuUzihCZHpTzMDMFSCZ13CVeIvFQv1I8kc8o7UVmUvHDxnf5nXP3A3T63g+eyfMOsel9TCvjIVgl304gEOQPQszlAFscfszUtWCV2cT+nlQwCSWWkn6fs0CeAPGT2YRqyYWm1jbkM/5wDF3eYGocGuT5tYMNtc6TGoQzJ4s5A2Io8SjO3IpBibkZYZ7zKZovU6iai7HpJOa2fMzX0/Rds68/ZdzcpvcxtczKbtaLBtYCQd4hxFwO0NDuwiR0YZXJ1EOo9ceCMv6YH8w8NBNskQ++eQrlak2V2mCRooDBApROH9wT5XDsfJ0Qc4FIDG2eMGZKLdAlIoCpCCiZPigxV+ZdCxOiwpmj37NTFnNFSaBFnp08befs64+KSwxWwN+BmcmG1PNFVbBAkF8IMZcDuFrWQScl8YPFOmCIVUERfGtkNy/RuQ75DIX35qVCrPOyh7SyIYdZqXFwvoe3Ghy8EnW5Wck7XMTn2PZHyVTAXAxdMsbWIYnqRB63J6G2JEpF74zQT0AiBhRPBUqmZH+CwZTq11fl/Jq1J4nGk6I9iUCQZwgxlwNE2vn4qdVmaw/XrT/ml81n1236BFw6HQxuuYozT6Hw3iwlxFrJ182gqJjDrqZLrWhy5nd7EmqpQaywNHVXsg4EtdiQ3c2F+gbWnqTNm7990kjIkZY1G3Qo6fyK3zltx/6fJIeydc3fYEopz5sTuYcCQX4hxFwOIDk3IQqgUc+FxJxSLjD6o8hUhClF/Gx/jcmIwqB8AM5TKDQ1U9fK/ygfeP2lKJmGpM4IqxSBPdwGV4C+ifykUQ4PUjEIo3oQYo6o4mJuG0tLD4cvH1E+OzUBlprlEGvd4PIO0fQVex4h8uYEgvxCiLkcwOZvwGajEXEJKDQWotrGGwcPxOyS2ex6g9GI6ngLKwLIVxqdQcyQuJhA+azBP1FvgFTGK4OpCIVeJ19pkD/7tKg8Ho4mFAyGNGcuXRTmI0qofiqJMiVfTm7f0ifyWDl0rsEcue5pS56H/AWCfEOIuRwYDl8RacIGk5H9PbNkJiQKXQ2CWSVctNBzp0rtqcTrfIQEBIVKhyzm0kKtlPifz+uQwqyl8KAw5hhiRTB38KbHeag/vwWx7G4W+gFfGyDpBnY4i6oBGs2XTGCZYUuPkLdAIMgPhJjTOK3uEKZJbcxdS3fbhiTmjEbUSg40tjuRj1Cem9fZgXLJy+8oG6KYo+bBTMw15/VBlEQYFTEwKGm/r8kPmciiryTWATt8aMpjMac4c0v0m7sLbJQRXv0xaWt2NSvKC5maxFg0gSCvEGJO4zQ6fZgsdXQ7c3Iz4MEwq1hx5nhFq7uFF1LkG52+CCbFuQhJFtYAcruWQSOcuZSrNEvX0mOdDAqagVtUy27OklrQ6MpvQUzMiq4fXIhVQQ5pV4d4iDufBbFAkI8IMadxHG2NMEuxYTlz04uns7FeLr0ODp0Osc4NeRtinSGHWCXZZct07t5vfB+Pr34cjV657UY6cs4cOaT5GiJ0B6Pwhnh7EUbF3GG6m/mdd6iIsMrA+qHlHcpFJEWeteya5gSHY/ExWkqBQKA2DBO9AIKR4W/bBCpbqDfyr3JG8YxBP9dqsKKusA6Nvkbm7Olc+dmehEJSMxRHqbynsxlPxPHbd3+Ldxv4WCWDzoA7fnYHdq5La+Jaytf5JKkLLQ45VJuvlayGYThz7PFz2RxSGi33X2rPkUhCpxtc7meuEIrG0SnPSC70rBvWJBJD1xrYjAAVVbMUjPJBhroFAoGmEc6cxok5tqDFoEdMkmDSmVBTUDOk5yvib5PRCKNfPhDnGeQEUQFIujBTePDHB5mQIxFHY9JiiRgufO/Cng5dYTUSegsMUgKSJz9bvJBwILrDrEN05mTxN0vXyprekrOUr+vQbkxA59w0tJ6HNLHEYIUUC2GF3cXuEqFWgSB/EGJO4+g8DaiXQ6zUN05H1W9DYJp9GrsmZ68gJFdz5qGrNEXq4H+kjfFqD7Tjzm/vZLcv3+Fy/O8X/8PSyqXwRX2494d7u1+AphzQJAMy9qLN8Ibyr9dcizvExnHVJNqGGWblYm6uviVv25Mokx+2K+qClIyzyRhKLuGA0MQSmlyS1q+vURRBCAR5gxBzGscaaMYWAw+xTrVzQTEcMUevURrryMuZjuSITEk5c3x9EE+vfRrRRJQJuMNmHwaT3oQLV1zI/u+/G/6LFl+3k6kr447eNKk95bDk4zrUIQGY7UBh1dBeoILnzE1OtrLXIHGYbygVqFtb5ZOqqvl8QsZgkUOti/TcNRbOnECQPwgxp2Eor6g00ppy5hRhNhQUAUivUSN1oSMPw1tdLjeqJR6aUgbDR+NRPLX2KXb7+AXHp3r3Latahu1qtmPh1mfXP9v9IrKYo3BtPgoR+sypPn3kbg5FhBDFUwC9mbl7dVJHXgriZhf/zPN1zUMfK5fmhk5N8lC/aE8iEOQPQsxpmC5/BLXowBbjyJ25BqMBlXCgxelDvqHzcCcjbiwAbGXs9ictn6Az2IkKawX2mrZXj8eTS0e8uunV7lmscnh2itSWl0Kk1RNkrmS6sB0SFCaUnzed1qEnlLdh1mmJ+mGKOR6qrgzzSRot7vytChYI8g0h5jRMmzuIOqkzVck6rWjozlyNrQZGnRFRSUKnUYKjPUvrjRyfoFEkz6VNlkxLOUrvNLzDrveauhdbP+nsOWVPmPVmbPZsxhrnmh5ibloeO3NTpbYerVqGTGm3u5mXYk4WX5WRxuFVBMt5h/YAVaUn0ebJP5ddIMhXhJjTMF2dbTBLYTSPIGdOr9Ozwglii8EIf7tcRZcntHlCrOkyoS/jgiyRTOC9hvfY7T2m7NHrOYWmQuxatyu7/eaWN/mdcgHEJKmTuVT5BLmTLS4Ks7ZlrQgeNCl3Mz/zDiksKiGBwkD98MbKsfC2HvpYADVwoC0P16FAkK8IMadhfJ31aJfbklDrjEpr5bBepztvzoCog4do8knMKcUPkiwmfur6CR3BDhQYC1h+XDZ2m7wbu/605VN+B83GJFNK8qHLKeff5QmeYAzBaDzNmRuZmKPmy/ko5kh81cIBfTwM6Ax8JNpQMJhS63CGrhXecAz+MHWhFAgEuY4Qcxom3NWIJtmVox5o5LINh8mFk9k1OXySR06+zqPwIIWq0921z1s/Z9fb1mzLKlizsUPtDux6ZedKeCNeNpIqZuANWhOu/ApVt3iCrAJ1ik5p7zJMMZdWREIimwp88gUfCa9IHNN1ShHJDEA/jJ7ucmh2oZEL63wMVwsE+YgQcxom4W5GoyzmaJLDcJlUOIldNxv0MPrzS8yRaKDJDenu2ldtX7HrFdUr+nxebWEtptunI56M48vWL1muXbyIP1/vbco7QUzr0Ig4QOLXzrenISO7SiTmYokEK/DJp+2QWGCUi0iyjJUbFPLzFpq4mBOhVoEgPxBiTsPo/K0pZ65OFhLDgVw9osVgQGFYDpXlCRTOq5Ec/A97HRvf9XXb1+zPFTV9izli+9rt2fVnrZ+xa30pzz20R9sRiMTyah0qeYesxcgwHWJQAQrNF5WCKIU3JXDyAUV0LTC1Dy9fTkF+3gw9fx3hzAkE+YEQcxrGEmxLFT+MhjNHwrA81o5YPIF8oc3tRzWc/I/iOqx1rmUTHihfbl4p76jfF9tUb8Ouv+/4nl3rS3i4ehK68irni4WqoYSquaAdFkYLUDQpL6uC27zyODR968jEnOxuTkrw1xEVrQJBfiDEnIYpirSjyagfNTHXZdCjTNeVV3MxI85m6KUkEpIBKKjCtx3fsvuXVS5jRSX9saRyCbte5ViFcDwMiVwpVtGaX2Ku1R1kVbyMYi5oh408gYPyGPPJVVJElyLChl8RzJ9XEW1hlbH55G4KBPmMEHMaJRSNozzhGJWcObvJjgKDjd2OGv1odbiRLyQ9PL8tWlDNZqz+2Pkj+3txxeJBhafLLeVsGsSqrlXM2SNqpa68cpWUnDnGUCswM7F3r0MSifkCiS4SX2XRtl4zgocEnVBIehiSEVTBlVcnFQJBPiPEnIZ3/qWSAx36kTtzNKqqNlUEYYCrjZqO5j5ULWkJyPNV7dxR+rGLi7lF5XzO5UDrbavKrdjt7zq+SwmRfHOVWtMrgkfqzMnPZ+vQnT8OcbsnjEq4YUyGAUk3/PVIFbByqJu1eMmj7VAgyGeEmNMobQ43YsYAkpIEs86EMgsfQzVcFDFIeXOBjvwQc45ABJVJ7igZS+sQiAaw0b2R/b2oYmAxRyytXMquf+j8IXUArpUcaHEFkE9irtuZGx0xR6+XTyHC1rR+h2wd6HtOHRlOqHWari2v1qFAkM8IMadR3O31aJNDrNUFNalB8CPNm2sx6POmcTAXIbySVVc8mY3moukP1Hy5ylY1qNdYWLaQXa9xrEk5czYpDK9TPjDnON5QFN5wdNSdOcrBy6fZorx5dUePqt5hI/frI3FI+a/xPOrXJxDkK0LMaZRQVyPa5BBrNeV7jRClPQk5c/nSJ43EHOVmMex1bPIDsbCcC7TBMLdsLrve4tmCABKImMvZ3wlXfqxDFu6HF1ZJ7gknC9phk+Zu5kslJo1DozAr9dcbUb6cgvz86VI7E3Jd/vxYjwJBPiPEnEaJuprQauBirsZWM+LX63bmDKzlST7Q4iEx5+jRloSYV9Z/S5J0KqwVzMlLIsmeH5dbaxh8TflX/FBQxduL9MFG10Y8v/55NHgaBhRzFZIH0XCAOX+5jisQRSSe6A6zyhW9w0Z29qYZ+PfSlke5hwJBviLEnFbxtKBNHvczGGcuEQoNegqELSyHe/JhFmaaM7feuZ7dnFPKRyINFkX8UahVX8qrOan5cjgWR14VP/TTY+7Wr27FoS8ciss+ugwHPncg7v3+3uwPtJQApsK8yptTihRmGJT1OEJnLq1FTvrrCwSC3EWIOY1iDLSmnLlqW99izvfBh1i32+5Ys2xrbDriSAR/5NWafYm5dnLmYrLAyXHaXD7WvoFIFNVinWsduz2nZGhibn7ZfHa92rkaxlKlGrMLXb7cH0fV4QsPWPzw+OrHcd/K+1LrilzM2765DS9vfLn3gyn3Uw7V8ry53BciimCdous5I3jYyN8DtS4yICbEnECQBwgxp1Fs4Xa0KWHWguxhVv8nn6Dh7LMRa+fhm9DKlag/+RREGnsPgi81l8Ki40PlEwY3gpF4XjQM1skNg5uSUQRjQRh1Rky1D+1gqkyKWOtYC0l2p8jx68iD5sv0GbuLH3o7c66QC7d9fRu7ff7y8/HUwU/hlMWnsL9v+OIGVkHcX0VrPvRJo3w5HRKoSIzCFA2ioJLNyKXXpOkmYj6rQJD7CDGn0YTpkmhHd5g1izOXiETQ+ue/ALEYivbdFzNffhmWJUuQ8HrR/P8uZK+RDlXDTpJfJ2T0oyMPQjOSl4vaiK0G690b2O2ZxTOZoBsKs0v4cHNqa5KUc+bIVcoXMdff9Id//fAvNh6NBO+pi09l95279bmYUjQFjpADj656tG8xh/yYRkLOXCVc0CMB0NSRwhEWNOl0ae5ml3DmBII8QIg5DeIMRFnDYBq/1Zcz53zsMUS2bIG+sgK1114D88wZmHzLzdDZbAh+9x1877zT6zmT7NwR6DBIcHTJY4VyGHOAf8aEvS4VYp1dyoXZUJhmnwa9pGeipc1SwO6jwgoKQeaHM5c9zBqKhfDsumfZ7fOWnwcdNcOlFAGdEb9e9mt2m8RcNBHt05nLB0FMOW2pUHVRLaDjv+vRavGSD3mHAkG+I8ScBml1BSAZPOw2NQwuMZf0+P9kIgHnY4+z25W/OQf6Qp5QbqyrQ+kvf8lud975j17u3KRCfgBoMhrg6+wdis0lovEE7BEeftYX12GzezO7Pat46APOjfru0OxGcGFSAwc6PYG8zpl7q/4teKNe1vZml7pdevzfftP3Y42uu0Jd+Ljp4z6FSD4IYmrBkl6IMyrIIW8S2kLMCQS5jxBzGsTZ2YIuo5SqZM1sGEy5ctH6eugKC1F8yME9/q/slJMhWSwI/fgjy6FLp7awll1T/7qgUx5zlaNQcYLSlsRUNoX1iSOGmi+noIjADWEHkpBgkBIIOHO/xYvL60OV5MqaM0dtSIjDZh+WcuUUyJ07aOZBPR6XzZnrzANnrt2bPkFjtMRctyDOh1C1QJDvCDGnQYI9Ggb3DrG6n+MHx+JDDmFh1XQMZWUo2ntv/rjnX+jxf8rUA5osEXXltpij8J3ihkjFddji5WJuun14bSFmlchizrMJIRMfrRZzNyOXCUXjKAxzdzNpsAI23jCZcIfd+KL1C3ZbEW2ZHDLrEHb9XuN7PQsheoRZcz9ESM7ZpFF35rrXIfWxIydaIBDkLkLMaZCwqyVVyZpZ/JCMRuF77z12235Q9oNo8aGHsmvPSy8hGYn0EnPtJBS9uZ0z1+kLp5w5l7WEiQ+CEvNHJOZcGxBRvhNfWx5Vsk7mbUVkPmr6CPFknDmWU+RczEzmls5lM4EpZ+7Tlk+7/0MWNDRVIuaTXz9HoQkN6ScWIx6HpiC/jpLPmA9tcgSCfEZ1Yu7OO+/E9OnTYbFYsP322+Pzzz/v9/G33nor5s2bB6vViilTpuCCCy5AaIAGuVon4WlFq1zJmln8EPjiC1axqi8vh3XpkqzPL9hpR1YYEXe54P+Cuyc9xJxBD0Mwt2eL0gG0Ug4PbtF3f36bsaeTOVhmFPN5mBSuTcrViIZAe+7ny6Hb3UyH3DZi9ym79/l8Sg/YfTL///cb3+/+D4MZCZomQfUA4TbmAOYqDn8ENDp1oF59w86Z03WlTl4EAkHuoiox9+STT+J3v/sdrrjiCnz99ddYunQp9ttvP7TLfdIyeeyxx3DRRRexx69atQr33Xcfe41LLrkEOY2/vU9nzvs2r1It3HMPSHIoNhO6v2iPPdht37v8oJv+Wn5qbSCHz3IVCt9ROwiiPhFMVaUOF8XRc4adCBRVsNvWUEevIpNcE8TVkpP/IbdkIRLJBD5q/ojdVsRaX6SLufR1JaWcpc6cFiLKZ6vTOUY5zMpfpxABFCGQF1XBAkE+oyoxd/PNN+OMM87AKaecgoULF+Luu++GzWbD/fffn/XxH3/8MXbeeWccd9xxzM3bd999ceyxxw7o5mkdQ7Cjz4bB/o95ZWDh7v0fRAsVMffOO6mDaIGxAFaJNw6OJHM7vOV3tcMkccdnS4SHWKcWDb/zPq27cgvPGesoLGLXZYku+HO4+TIJhKqUmOveDtc517Gwtc1gw1aVW/X7GitqVsCsN6Mj2IFN7k2p+xWnj0LhnTkcIiQxZ0IUFfKJxag5c6YCwFqWV1XBAkE+oxoxF4lE8NVXX2FvOTmf0Ol07O9PPvkk63N22mkn9hxFvG3cuBEvv/wyDjjggD7fJxwOw+Px9LhoDUvYkQqzpjtzsc5ORDZuZLlLBdtu2+9rFOy4IySTCdHGRv4cmUpzKX8tyY0ExX9ylIib5wSGjMXY4mscUfGDguLsNZv5d0NVnrnsiPR05nglNPFl25fseuuqrQdswGzSm7C0cmmP56U7ffT6ubwOScxVy7mbMFh6FJGMmPSqYCHmBIKcRjVirrOzE/F4HNXVPcOG9Hdra/ZkfHLkrrzySuyyyy4wGo2YNWsW9thjj37DrNdddx2Ki4tTF8qz0xrWaGfWhsGUL0eY582DvqRn77lMqMrVtmIbdtv/aXfyeY2cqxQxBOEM5K4johR4RCyVI25LkhlqrUc8P8Scj5w5Vy9nTqliJddtMKyoXtHjeemvR2Iul4VIpzeCSVBCrJN6FJGMXq+5TvY+AoEgd1GNmBsO7777Lq699lr84x//YDl2zz77LF566SVcddVVfT7n4osvhtvtTl0aGhqgJWLxBGI6HhY0SYYeDYP9skNp265/V07Btt327DrwWXdYuqaIn817DAl0OOSDTA6il4sT4gVVqPfWjzhnLl0M1id4m43KvHLmuPiikP1XbV/1EGkDoYg+cuZSeXPy61Uh9525UW8YnK3FSw4LYoFAAPB4kAqoqKiAXq9HW1vPdg70d01N9kHyl112GU444QScfvrp7O+tttoKfr8fv/rVr3DppZeyMG0mZrOZXTRd/Wbw0Z4aVZbyHg2Dg1/yg6htgBCrgm277VKOHk2NkHQ6VBXxAwrl5Hk6GoGp3eGzXMIc6mDXrqJy+KONkCANuy2JgpJz1xDmAqcKLnTk8BQImt9LYitdfJEwdoVdMOlMWFS+aFCvs6RyCQvHdgY70eBt4KJYEXO5LojZBA2lvcsoRwlK+OvR63+Qw+tQIBCoyJkzmUzYZptt8NZbb6XuSyQS7O8dd9wx63MCgUAvwUaCkMjVKsJOtwdBAw+ZVMkhUSLu8yO8fj27bV3Kc5AGwrp4ESSrFXGnE+F163v1mgt05WbTW2p1URzjrmNbAR91NqlwEsvfGg1nbos889UoxeFz5W5VcMTbmSoiUYbD/9D5A7teUL6AjTkbDFQAsaBsQY/nKzl4OR9m9UWGNP2Bmiuv7FyJNv8gehiKnDmBIG9QjZgjqC3Jvffei4ceeoi1Gjn77LOZ00bVrcSJJ57IwqQKBx98MO666y488cQT2LRpE9544w3m1tH9iqjLNTydLeiU8+XKbd2OZeinH0nBwlBbC2NVt8jrDyqAsG29jN0Ofv1Vr15zEVduijkSB0qPuSa5WGGkIVZCcfYcIQc6TDz8HcnRSRp0sqT3c9Eat5Sx3nAECQ1iq4r+q1gzWVyxuMfzFWeuRPLD5fEiV6FxZUrz6oHCrG9teQt7PbUXjn3pWOz3zH647rPrEE/0Uy1tFwUQAkG+oJowK3H00Uejo6MDl19+OSt6WLZsGV599dVUUUQ9zRtNc+L+9Kc/sTAjXTc1NaGyspIJuWuuuQa5it/Rgk5ZqFbaKlP3h37gjoZ1q6EdRK3LlsH/8ScIfvsdSo89NlUdS84cNSfOVTdESdyvl2IjbkuiUGQqYsPjScxtslWgMuJC0pObYs4TiqEswUWIZO8OxSvOmiLOBgtrYbI6zZmzlCChM0GXiCCZw9NI6MRiMA2DP2z6EL9997f8YeZi1vrlsdWPsf3fRdtdlP1J8vdCoXBXIMxGehn1qjp/FwgEo4TqftnnnHMOtmzZwlqIfPbZZ2wKRHrBw4MPPpj622AwsIbB69evRzAYZGKPJkiUDFDJqfVRXh2ymKuw8ua0RPB7WcwtGbqYY8//7rsezhwJxqTsvOTk9AelYXDcP2rOXLo712Czs2v9YMJhGu8xp5NFQzQexequ1cNy5pTHr+paxV6HqjrjhdydM+TodkitfygHdqACCBJul310Gbt96KxD8c5R7+CGXW9gfz+66lE2Oi0rcuibQuGl8ImRXgJBDqM6MSfon4SnLeXMpYs5xZmzLB6imFvCR35FNm9GzOlkjW91kJCQJEQiLTk/yqspwvsMTpareEeKIgobrZYehRa56ChRgUd6SHSjeyMiiQiKjEVDLiYhZ9RusrPnr3Ot6yESi2IOBCLcQc0l3MEojIkgCyWnWpNk4cEfH2TFITQy7k87/IkVixww8wAcv+B49v9/+/Jv2cOtlLNYUJkXuYcCQb4jxJzGkPztvcRc3ONBtJnnt1kW8kTywUL96EwzZqTcOb1OjxIdn08aTsiOQY7hcrthl/gIr+YQrySsLRidql1FxLQY+U+rINKZk82Xe7QlkR00RYTNKZ3To8p6MNDjlSKINY417FpnT+s1l4N90jrT+/TRTGBLca/HeCIePLH6CXb7t8t/Cws1FpY5a+lZTACvd63Hm/VvZn+TtH59oj2JQJC7CDGnMQyhzl45c+G1a/n/TaqF3s7De8Nx50I//siuK0x8CkRIys3E85CTC1+33gK37MxRNetooOTeteii7JrGNLmC/Hau95ijMV6KmBsO88rmsevVDh6qldIqWjt8IeRk02XF3aSQaBYB/Ny65+CL+jC7ZDb2mMJH8ClQ7twx849ht59c82T2N5HXIYXEc7nFi0CQ7wgxpzFM4Q445CRmxZkLreFOhmUuPxgOFcXNC61axa6r5ZYnQX2ANSnONeLyKK/NtopU4QJdRoNU4+CYNyVE2r25KUQyR3mlxFzJ8MTc/LL5PcRcrveao0KcbOPQ0iuGX9jwArt97PxjoZN6766PnHsku5+mZ2xwbejbmYMIswoEuYwQcxojkXAgKUksr61UnqMaXs3FnHn+8MSceT4Xc+FV/CBaJ7c08OtjcPpz7yAqyQn1TTYe1ppUMDquXHqYtTPqQ0CSmPPiyMFB8V1p7V1SYk4Os84unT0iMbfGuQaJZCIVvmVTIHJwHVJbku5xaD3HGCrrgQQyNWDeb/p+WV+DxvntNnk3dvuljS/1foD83dTkaKhaIBBwhJjTEOSSJSQ+yqvUWMTy24jQWtmZmzdMZ24BP4hGm5pY/l11MXeXOg06OB251/TWEORFCS2WAnZdWzh6Uy4oh6nAyF+31aBnB+tcTDx3eEM9CiAot6tVFskUEhwO04unM+Hij/rR5Gvqme+Vk85cd0VwNmfu5U0vs+vdp+zOQqp9sf/0/dn161te790sPeVuCmdOIMhlhJjTENTGIG6Q535ay9k1jeFSpjeY584d1utSnp2xjrdFCK1ajWo5f4waB/u7cq+i1RrmRQ/t8li30XTmKJFfyb9rNhhglqLwueRxTTlE1NfJJlwkIQGFVakQH/Up7E949AdVac4qmcVur3WsTcv3ytUwa5ozJ7cRSefdhnfZ9b7T9u33dUjskQje4tmCtU6eP5uiaFJOC2KBQMARYk5DdLrcCBh4i4bKAr7zj7W0IBkIAEYjTNOG3yvNLLtz4dWrUrl4nXodAq7WnBvlVRrnzW475JbZo1X8oKCIw80m7tBFXE3INXSyCxej6Q9644iLHxQUMUdtTpTQI7Xu8Hp5oUrO5cwhuzNX76nHJvcmGCQDdq7bud/XISdYeczb9W/3/M80dzMXHWKBQMARYk5DeLpa0CGP8qqQW2mEN25k16ZpUyEZhj/Qw7JALoL4aRUqrbxKlqpmI+7canrb5Y+kcr3aEBkTMae0OWmUxVzMk3uhanOAf6aEnNemOELDLX7IKuYsJYjruHuai1MgejhzGTlziiu3TfU2gyrOUfLmPmrOaCAsi8QKuOH0cldfIBDkHkLMaQgafJ/ZYy68gYe3zDP5QXDEYm716tRru0nM5dg4qq60A2hLzD/qYdZ0cdhikoWIrz3n3E17nPcg1BVnVLKO0JmbWTyTXbOwrSQhKo+X0/lzax0qBRB9VbN+3PIxu9518q6Deq2dJ3Fnjsah0cSIFAUVSEp66KUkdMEuNtJLIBDkHkLMaYiou7WXmItskJ25WfwgOFws8+Uw64YNKJQs0Cd5zytvsCUHnTk3whLQEfWMegFE+uu1yS6qIdiZc+tQCQ8a7JNY0n16w+DREHMUYqSK1qScS2YO5paYo3Xm9ftglwK9cuaiiSi+bvua3d6hdodBb3O07midfdryafd/UJGU/NokHJ1+UdEqEOQiQsxpiLivLTWXNdUwWA6zjtSZM9TWQl9cDMRiiK7fgGKJu0qBSG4dRB3eIMrhRqueh6StBmuqxctoUVfAi0nadHzEkinUlbPuplRUjfZAO7wRL/SSPiXGhguNVaNCiFA8hBZ/S/dIr2hHTrlK3nAMJbK7mTRYe0x/+LHzRwRjQZSYS4YkjneatBO77iHm2HfUnTdHQlwgEOQeQsxpCMnf2cOZo7P7yHq5knWEzhxVYZrlUGt49WqU6AvZ7UBcDgPlCAFXBws5NcuuGeW3DXX01GCduS6EQbMfrFFecJErkCCokFvkkOtD46SUhskmvWlEr23QGViLEiXUaizlIWsSj85AJLdCrLK7SYI4ffoDNQAmVlSvyNoouC9W1Kxg14qr17vXnINVxAsEgtxDiDkNoQ92sQpTRczFXS7E3fygqsxXHZW8uVWrUW4q4beRWyO9QnJBxxY5qXy0Q6xEuaUcZr0ZSbnXnD3uzClXqcuXJuYKKrHZs5ndnGEf+TZIKO7eRtdG6NL6pNH75pIg7i5+6LkNftn2ZQ9xNliWVy1PFY90BdPc4PR1KMScQJCTCDGnIZLRToR13WIuWl/PbhuqqqCzWkf8+ubZvNlreMN6VMhh3JAutyrg4l4eNm4wF4xJ8QNBTp9S0dpiMDDhk0u5Sg5/mFVHMgqrWBsNYpp9+K1x0plVnFbRKo+Wq4Q7p1wlEqap4oe0fDnKefuh44ce4mywlFpKUw2bv2n/pvs/lBm3bBqJaE8iEOQiQsxpiHCC7/xtkonlekXqG9jfpql8YsNIMc/mB9HI+g2okZuNBnRRhGM89ysn8PPpD81ypelotyVRUMQcNQ6ukDysp1huOXNy37eCKmzxbukxl3akzCjhDt8G9wYmFgl6v1xylRw9nDnunClupDfqZb/v4RSTUCsT4qu2r7rvlPMOSTzmkiAWCATdCDGnIaLyAbTMaGfXkXp+EDWOkpgzzeJiLtbRgclmfhD1GJJwuHOnYas+wCtL2wy6MXPmerQnMeiZi5VLjojH60GRFOR/FFZii3vLmDhzm1ybkLTxqm1yN3NpHZK72T3Kq1vMfdfxHbteXLGY5Q8OlaWVS9n1ys6V3XeKAgiBIOcRYk4jkDsW1gd7jPKKppw5Ptx9pOgLC2Go4QeWGqeRXVP1rKczdxq2msI8l6hDlxhTZy59pJdFisLtzp0iiJibbw9xnQlRgxXN/uZRFXP0OlQZSw5Vh4Fvh2XwoMsXQq7g8Ee7Z9vKjZeJbzu+7SHKhsqiikXserVjNWIJPi2meyyacOYEglxFiDmNQK5ERM+diSo5jyjSMLphVsI8kyefl7T42HWXXg9fFz9Y5wK2qBMk4zrl6Q80S3QsSE2BMPDqzoCzNedC1RFLJRr9TSzPi8KCyuSQkUIVsVOK+AnKhigXPAYpgZCHv2+uOHPdDYO7xZziqC2pWDKs151un87Ge1FrF5ZzyF6fb4vlkhduH/9dCwSC3EKIOY3gdHTCbeDtC8rlCsxIA088N04ZPTFnkvPmbE3cSaLq2WCOzGelyQXFCRccOh1iSECChAo5jDdmzpzRmGr4nCvoAlxUJWwVqeKHqUVTR7XFS6qi1bsFISOvrI6723O0mpWLuUA0kBJgisM2VKiVycLyhal+dQxrKRI6vh0mfbkjiAUCQTdCzGkEn6MNDrnHXJmtCgm/H/GOzlENsxLmWbwazlDPJz9Q9azX05QzB9ByyYN2ucdcubWcNagdC+oKeePgdr3EnMBEDo30MsuhauqPprQlGa3iB4VpxTxk2+BtQNTCBXfSnztzgr0+H0okfw8xR/NtyeWkSvUqG3ffh8Oici4Ef+ySxZwkIS5PjMnFsWgCgUCIOc0QdLUwR4kos5Yh0tjIbtPUBja5YZRQmg/HNmyCNcnfz+Xn76V1HFSFCTfaDIYxDbESFHI0SAbEaGwYiXB/boz0CkRiKJYbSRvt1SlnjsJ7owk5fQS9fkJuk2MI5o6rpJOFaUJvBiwlPcSX4qyNWMwpzhwhVwVbI52IJ6gDokAgyCWEM6cRIp4Olr9GlFnKEJF7zI1WJWtmRWu0uRlVEZ7v5QvnhiPS5Q9zZ05ejyNxPwZCr9OnXp8qWnNlPmt6w2CDvXrU25Jkijly5qSiqh6OoNahyS0GJVRN+a9yePqnrp9GR8zJIdo1zjWIxmkGCaC38xOXcnhyapKGQCDgCDGnEeLejlSYlSYMpCpZp4xeiJUwlJZCX86rZWc65fmssdyoxHS73SiUQmiTw6xj6cwRNQU8fEbi0RLuzLlRXtIYNAxWUMRho68Rkp2LucKoE7EcmKThj8RRKveMpHWosMqxil0vLBuZmJtcOBl2kx3RRBRrXWvZfTq5MXElNQ4WveYEgpxDiDmtEOiEQx7lRWKu25kbXTFHmGV3boZLrsRM5sZIr4CTO4ytcruL6oKxFXOKWGw1GGCLOXOmCrNSFnMhawla/C09nLTRglxNk87E2ms4C4q6e83lgKvkTBPEeprLSk54PMr66hHzy+aP6PWpEKVXqFUWjZWSK6fGogkEAo4QcxohHmxHMC1nLipXspqmjq4jwl5Tzpurc3IHKyDlxkivsIcnfzcbLOPizClikZzAkoQrJyZp0CQLZZRXg56HB4uMRSz0P5pQVabSnqTRKI+wy5GRXszdTBuHRmzxbEEsGWNtRRRHdyRQ0+H00K0yMowJ4hxYhwKBoCdCzGmEcJyH6YzQw2awpY3yGgtnjle0VnXxkFZAlxs7f6WitGOcwqzK67fp+RQIp5/nL2kZR5qrVJ8Mp0Kio9mWRGGKnW/bDYinTYGI5MZsW3kdKrNn17nWsWuarToa61LJu0uJuQJeREKuKr2/QCDILYSY0wiRBN/5l+htQDTKChRGu8ecgnkmn41Z3MU77nv1cYQicjd5DSMpYo5ruTEtgOjpzCnzWbV/EHV5PLDLo7zqo94xCbH2qmiN+1Mhws4ccJXSi0gUZ26dk4u54cxjzcbc0rnseoNrA+KJeMqZo5y5XJpxKxAIOELMaYQo+IGzxGjnQi6RgGSxwFA1Ol330zFN520mzO1u6BJJdOl1cLm0X0moD3XBJ0kISsnxEXOKM2fQwy4F4PBoP/cw6uZ5h3HJiKYQ3yYmF00eWzEXcaUqMR1eeSZsjribimOW7syNBvSdWPQWRBIRVhHcHWb1iDCrQJCDCDGnAaLxBKLyXNYK6jHXxJv4GifXjUl4i+azSmYzpFgclW6g06CHx6H9CQbmsCNVyVpkKoLNaBsXMUd95ihQGHA050yoOmQuZ6O80hskj1mYNdieGukVcHfmhJirzMiZW+9cz67nlMwZtZzDWSWzuoViIReNRVIQHq9nVN5DIBCoByHmNIAzfS5rYQ1iLbyC0DhpbIbESzpdat5rrSMJl07HJlBonYKoA236sW8YrECd/GlgfEySWCVyOAfGUenluawxawWafVyc1hWNjZjr7jXXCL+BN8aOelpzqr0L5czRGC9qwULMLh0dZy7d5WNC0WxHXMdbDSXkQiCBQJA7CDGnAZzOLrjlysHyolpEm2UxVzs2Yi491FrrABIkRly8OayW57LaEzT9YXyKH5TGwSToCBKRcY/2BbFJ7peXKKzsFnMFYyPmqKrToDOwUGGjtSxnhIjf62H9DhmFVSyvTWk5NJpVwUr+HXPmJAlRK3fnxEgvgSD3EGJOA/gcLd3TH2xV3cUPtbVjLuamyv2Cu7yN2g9tSe7UXNax7jGXrT1JUna1tIxVnsLgKihDOB5m4byawpG30sgGCTlqgEvU2+zsWidPTtAycTlUzZwycxHWu9aPuiuXHrJViisSBbk3Fk0gEHCEmNMAAVd7avoDnblHlTBr3dg7c5NlMecJtmlezNEoL2oTMh7FD70bB+uhC3RpPnezSJ7L2m6zpT6fUcebMI8FSq+5Jgt/P2NI+zlzOiVUbatgjtla59pRzZdTUMRhvbeeC2+5QbEl0omEmM8qEOQUQsxpgIi7rcf0h5SYG1NnjjcjrpLFnE/j46hc/jDK4EG7Yfxy5tLfh8KsBrn6U6vQTE8l16vDzAXcpMKxO6HoIebM/HuzRbS9DtMFaVLuMac4c6PVlkSh0lqJYnMxEskENrk3wSjPZ62AC56Q9nseCgSCboSY0wBxXwccOu4olZpLugsgxiHMWuJJwBhLwh+XE7Y1is/Vwaohx9uZU7r5kzNniWh7pJcrEGWtLYgWXWJMK1kzxVyrnreTKYw5Ne0q0RSQQnnWsb6oZ4+50WpLokCV7spr0nvo7XxbpEpa0WtOIMgthJjTAAl/B5yyM1cakJCMRgGdDoaqsRMk+rIy6IqKQGUX1U7An/RBy4Tl/mjUwHdCnDmDHtYY75em5Zmi5G4STYnguIg55fXbwKu5y+GCNxTLibYkhqJquMNudMmOrdJKZDRJiTnWnoTvL8RIL4Eg9xBiTgNEwu2sopQocPCDKAk5yTh2uUp0Vt9d0ZpEANpu1hrxdIL63iuieNzEnFIAoTegKO5GMpnUdJi1VOKNj5vk6Q9jLeaUMG5zzJsSIrQcuTD9QSqqxmbP5pRTTHNZRxtlEgRrTyKHdWmSBglzgUCQOwgxpwGCMX7mXggTkq3tYx5iVTBN43lzkxyAX9J2jk3c38maHxMmnYnlEo0HimikKtpieOALa9dVcvrDKAV3aJtCjnERc8p0CXcswKZ3lEleODQs5tLzDklcbXZzMTfdzk+cxtaZU0Z6aVsQCwSC3ggxpwHC8lzWYr2tu8fcGDUMTkdx5mqcSfj0cU27Sgh0oV3Ol6Peb2MxOaOvJHQJEqKSBJ3ex/LOtErA08nyDmmaRYs8lWGsxRy5VSXmEna7yWBgI72oiXZOjPIqrEw5c2Ml5pTQbau/FQFLUbe7KZw5gSCnEGJOA4Th757Lmpr+MA7OXFqY1aWXEAzJjU41iC7oQKcs5iptoz/Pti+MeiPKLaXsts8Yg9Ot3VFKUXmCRYPJjlgixvrAjUchSSrUajTAIkXh8bi0LeaUUV4FVdji4c24pxePjZgjB1ppRLxZznO0ShH4vdpdhwKBoDdCzGmAsI7vhMtZjzneMNhQO35ijsKs1BrF1aXd7vumsJPNSFXcsvGkuoB/V60GA3xO7fbri/t4S43NFh6iri2oZVMuxhrF/dti4OOotDwWzckqgrvnslLLkLF05tJfe1OgFRE979cXc2t/LJpAIOhGiDmVE4zEEdLz0FxlYRViqVFe4yDmpvK2ECV+IBmV0NlRD61ijjrRIefMKSO2xgvFvSIxGXJpV8wl/Tx3s8lSMC495jLFXL2Zv29Uw2PRfD4v7BI/OUvYylHvqR9zMTejeAa7ppBu2FzO7/RrVxALBILeCDGnchxeP/x6ylICKmkuayrMOvYHUr3dDn0Jz1eqdgFtTu4iaJGCmHtCwqzpYo5y9sIani2ql1toNJss7FoZtTVeYq7JaGLXCdkh1CJxLxeiccmIlniAzZ2lCRpjKYwVoUjFFjELF3OSxqeRCASCnggxp3I8jna4lMR9YzniTue4OXPsfaZOZdfVriS6PA3QIpFYAvake8LCrMr7kTOoZSFiCvMK1jaTblydOeV9Wgzy7iqg3XUILxfzYUsFNsv5clOLpo5puFpx5iikm5Tns+bCWDSBQNAN76AqUC0BdwecOnmUl5df6woLmWs2HpimTEHo++9Z42CnX5t5Nq4ANbv1ppy54YRZw+vWwffRR0h4fTDPmY3Cn/0MOhN3iobizGlZiCgTLDpoGkOM58yNB4oD2KaLg+qpDUHtukr6IP/+Y9a0StYxKn5QUF6fFVsUbMNuWyLynD6BQJATCDGncoJucua4iCtxRcfVlWPvJefN1biS8Gp0PislnU+SfGg38Kq+oVRgJsJhtF51FdzPPAuktWYxVFej9tprULjzzgO+hhLWJWeQqmq1SDyRREHcBeiBDvDtcLzEnOLMBaQEPDodTBoWIiY5VJ0sqEj1mJtm5/0cxzJMTZXHoXgIjpIi0K+gIOZk36leNz4tegQCwdgixJzKiXo74ZQdpUJHiDsTtXzG4nhgmiKHWZ3ASo2Oo3J6vJglBVMO52CduUQohIbTz0Dgyy/Z3wW77gpjTTV8772PWFsbGs74FWqvvholh/9iUGFWalpslJvtag1PMMrcTdr+2uL+HnNnxxqLwYJySzkbe9Vk0KMgqt0Zt8wR0wH6cegxp0BCjkK5G90b0WI2gNoI01g2+k5LCwbnLmuNeDyOKI09FAg0itFohF4+9g8GIeY0IObcsgixOPlQLWP1OIo5xZlzJvFpnI9U0hoBVzu69HokJQkGyYBSue9bf1CD5JY/XcaEHM2onXzb31Gw447dbt2f/wL3c8+h5bLLYKgoR+Fuu/X5WooT6NDrYYxqU8zR1AU2fUGnQyQZZ42Qx2skGlFXVCeLOQMKQy4kEknoNOYqhaJxFFEDcB1gtFOPuc975LSNJfQeJObqdXwCSYXkYd9prok5+t22trbC5dLmiadAkE5JSQlqamoG1eReiDmVEwq2IW7mX6Shy5MK8Y0XSgFEhQcIxrU5nzXk7kjly5VZy6CTBq778fzvf/C8+CJgMGDyHXegYPvtUv+nM5tZiJUgQdf8hz9ixgsvwFidPXxLEwwM0CGGBKJwajbvsFbyoFVu70JuIzVEHi/qCurwfcf3aDYYsBweeEMxFNvG7/1HA5r+USbx33C8sAwt7S3j4sylv8cm2VWlSRr0neYaipCrqqqCzWYbt0kvAsFon5QEAgG0t/OCqdpBpFYJMadyApF2wAxYknokOjrYfYY+RMNYYKisRNykhz4Sh8GnzZ1/xNsxpErWmNOJtmuv448/5zc9hJwCHSRq/vJnhNasRvinVWi94gpMufuurK9Hjy03FaMt4kRU52M/VK0dZJy+CBbDi1UGw7iGWNOdOaLRaMA+kofNFtWamKNlJhFFNMiimCY0lFh4+5/xKILYHOYnE+WSG5v90ZwLrSpCrrxc7qcnEGgUq9XKrknQ0TY9UMhVtCZROaEoDxcUSWbE2rmYM46jM0eiI1rJDzYWD+93pzWoHUiH3NZiMGKu655/Iu5ywTx3LspPO63Px1E1a92NN1JyA3zvvgvv2+/0+dgqOU8vog/CG+ahLi3h8bpglqJomSAxlxrpxeazeuHwa28+KxNzsjPXIPFtgHLZxoNUe5Igr0gvk3xw+QLIJZQcOXLkBIJcQNmWB5P/KcScyolQjg0Au76AJd0Thqrxc+YInTwH1uZOIplIQHMEutChNwyqYXC0tRXOxx5jt6t+fyEkY//uj3nWLJSffBK73X7DDUjGsgu16kIufvyGKJweHurSEsoIrUaDaVwrWdPDrESzQc9EpcetvXC1009hVp532iDPSZ1cND6Nl5Uwa3uwE145zSDo0m4D6/7QmustEIzGtizEnMoJgx/4y3SFiDsc454zRxTMnMOui90S3F7tHUR1IQc69INz5hwPPoRkJALrim1QsMsug3r98jPPgr60FJEtW+B+4b9ZH1MpTzGgxsEeh/bGUUU83BVuNlomxJmrLaxNOXNUURvU4Fg0pz+McvCTs4Yod+imFPECo7GGwrllFt6aZ51cABSVGxgLBALtI8ScyglLIXY9KcLnUkomU2rE1nhRMmcBu65yAU2tG6A1jGFnd8NgW99tSeJeL1xPPcUfd8YZgz4r0hcWoPyMM9jtzrvvRjLeOxxdVVCdahwcdHFhpCUSPr7MrbJTOd7OnCIeAzodvDoJEbf2xFzA64RJ4ttGg9xvbrzCrOnCcZOliF0nvNrbDgUjY/r06bj11ltH9Brvvvsu2zeKimF1IcScysdQRfS86KBOFnMUYh3vMIJl+szUSK+Wro3QGpaoizliAzlzVJma8PthmjWL9ZQbCqXHHgN9cTGiDQ3wvv12vyO9QhoUIpI8uaJNzsGtkcPG44XVYEWpmTtKLXoDYhoUIhF5Lm9YZ0ODr2lcnbl04VhvkXPKAtpbh7nOJ598whLdDzzwQKiBPfbYA7/97W973LfTTjuhpaUFxcXFE7Zcgt4IMadiXP4gAnp+Jl8TsUxIiDW911y1C2h38HmSWsIWcw1YzUoVpq6nnma3S487FpLc22+w6KxWlBx9NLvteOihfqdARDUoRPQhB5v74JR4zmSNbXzFXLo7x9qjaHAsmuKE+UylaPG3jLuYm2Ln79Vk4vmjBnm0mEA93HfffTj33HPx/vvvo7m5GWrEZDINuveZYPwQYk7FeBzdDYOLA3wH3Fcvs7GExoclJMAUA/ytvGu9VqCRRYUJN2vY218BBM2fpfmrktmM4oMPHtZ7lf7yONaXLvjlVwiu/LHH/1VZu+ezKiFLLWEKO9FmoMbLgElnSuVfTVRFq06DYk4RoI22YiSSCeY2DmdO8EiduWaarUvFO2FtNrDOVXw+H5588kmcffbZzJl78MEHe4U233rrLaxYsYJVOZJDtmbNmtRjNmzYgEMPPRTV1dUoLCzEtttuizfffLPP9zv11FNx0EEH9biPqiapDQaJypNPPhnvvfce/v73v7P3psvmzZuzhlk/+ugj5uLRcpWWlmK//faD06m9/GotI8ScivG52lOjvIo8vErSUDX+zhxVdHrsfFNJtHJHQSu4g1Ho9X7EaGcEqU8R4nruOXZdtN++0Nvtw3ovahlj33//rO6cIiI95MwFtJd4bo26Um1JqBhhIs7KlTw9Wg4tjkXTBXmeXKO1KDUzdTzXY0rMSTx1w6bhsWhDar4aiU3Ihd57KPznP//B/PnzMW/ePBx//PG4//77e73GpZdeiptuuglffvklDAYDE2TpYvCAAw5ggu+bb77Bz3/+cxx88MGor6/P+n6nn346Xn31VRYyVXjxxRdZs9qjjz6aibgdd9wRZ5xxBnsMXaZM6e0kf/vtt9hrr72wcOFCFib+8MMP2ftS3z/B+KG6psF33nknbrzxRtbJe+nSpbj99tux3Xa9m7Yq0NkBbeDPPvssHA4Hpk2bxhI8aaPWOiF3O1z67lFeE9GWRMFbYkSJOwxdp7YOog5fGDEDrbsClJmL2ZzKTJLRKLyvvc5uFx9y6Ijer+ykk/j0iFdeQfXFF8FQxsWj3WSHETpEkeCNoDUEHVAK467U9IeJCLFmhlmX+LS1HRLmMBdzzWYTqCR3PEOsxFQ7F3NdiSACkoTCmFOTY9GGQjAax8LLX5uQ9/7pyv1gk0Pag4HcMBJxBAkxt9vNnDFyvBSuueYa7L777uz2RRddxBy8UCgEi8XCjpd0Ubjqqqvw3HPP4b///S/OOeecXu9Hzh4Jx3//+9/4wx/+wO574IEHcOSRRzJnTwmpkttGYdW++Otf/8rcwn/84x+p+xYtWjTozy3IQWeOLObf/e53uOKKK/D111+zDZPsWmWkRSaRSAT77LMPs36ffvppZjnfe++9qKvjbSC0TtjTmRoOb3R4x336QzrBUt6N2uzUVo80j8cFr4Gf3Vb0kS/n//RTxJ1O6MvLUbDD9iN6P+viRbAsXgzEYnwcmAw5MKUSTzwPxvlBXStQk+NSeNAq9+ob77Yk2Zy5gpj2Zm9aZCes1cR/0+Mt5qg9CZ1UEI3UfFniY9EEEw8duz7//HMce+yx7G9y3cgdI4GXzpIlS1K3lRFPyvGRnLkLL7wQCxYsYDM9SZCtWrWqT2dOcedIwBFtbW145ZVXerh9g0Fx5gQTi6qcuZtvvplZuqeccgr7++6778ZLL73E7GY6C8mE7ic37uOPP4ZRbplApde5QsTbzsJyhK7Tifg4T39IJ1pB7VBcKHBpa6SX39Weyper6CNfzvPKq+zavt9+kORQ4kgo/sVhCK1cCddzz6PsxBNT95cb7WiP+BBIcmGuFZz+CMrgQYvszCk93yZOzOlhj7s0NRYtFk+gMO4G9ECLLj4hYk4Jta7sWokGowFzwm44NDgWbShYjXrmkE3Uew8WEm2xWAyTJvG8UIK2b7PZjDvuuCN1n3KcI5RtPyE3cich98Ybb+Bvf/sbZs+ezcZBHXHEEcz06IsTTzyRHVspPErH0RkzZmDXIVbyK2OnBBOLapw52uC++uor7L333qn7dDod+5s2tGyQfUwx/d/85jcs6XPx4sW49tpr+43Vh8NheDyeHhe14pdH70iJJBIdXRNWzcqWoZa7MXaXtvIgQq52dMmh6vIsyeY00YJGcRFF++4zKu9ZfOCBLM8wvGoVQqtWpe6vMPN5kUGdttxNZyCKUsnbPcprgsKsioikimC75IVHQ64S5W4qc1mbE4EJE3NKRWu9kTtzDr+2Ts6GCgkeCnVOxGWwJxok4h5++GGWC0cul3L57rvvmLh7/PHHB/U6VIRARQu/+MUvsNVWW7HQKEWt+oNm2B522GHMnaOCC8VIUaAw60C5b+QWUp6eYGJRjZjr7OxkGw2JsnTob8qfy8bGjRtZeJWe9/LLL+Oyyy5jP4irr766z/e57rrrWH8c5ZItoVMtBMK86rEybEAyFJrQnDnLZO54lrmGltQ70VAbEKVhcLmlPGsVK03W0BUVwbbNNqPyntTUuVAOOyiFFUS1LEb8+siQk6MnEpfXC7sU7M6Zm6AwKxWvmHRGJCQJMYMfTl9YU4KYxBN5KE1R94Q6c0Q9haolOrHVXrg616CiA6r8PO2005ghkX75v//7v16h1r6YM2cOyx1XhOBxxx2Xcu36g0KtDz30EAvJnnQSH02oQJGuzz77jIlCOkZne72LL74YX3zxBX7961/j+++/x+rVq3HXXXexxwvyUMwNB9qwqIz6n//8J7bZZhuWY0DFEBSe7Qva8CixVLk0NDRArQRjPMdmss+UEgk6s3lClqV49lbs2hYGG0KvFeL+LnQpYs7aW8x53+GuXOGuuww4h3UolPziMHbt+d+LbDwYMamEz+H06mPwBLXjiAScPCenXc6Zq7ZNjDusk3Sokd+7ywi43NrJPXQGImwuK7mKoUQUekk/IeFqpQhii5HvUwJO7TWwzjVIrFEEKlsTXhJzVLlKImkwaUrUFoQKG6ialPLNly9fPuDz6L0p/44enx7mVUK31MSYKlUrKyuz5t/NnTsXr7/+OhOQVKxI0bIXXniB5f0Jxg/VrO2Kigq20VASZjr0d1+VNLQBUg4BPU+Bkj/JyaOwLVnEmVAOAl20QDjOwzK1fuOEunLElKkL0VQAlPoB1/o1KF8xskKBcWMAMed75x12XbjnnqP6tgU77wx9ZQXiHZ3wffwxivbYAzWl3N3sNOjhdnSg2DY+Q9ZHStjTjqAkwSOHq6vl0WQTQW1hHep9jWjR61HBhMg0aAFyEZfCje+N3UUkRp1x4pw5WcxF5akUgonjf//7X5//R+JIcfHPO++8Hv+3bNmyHg4/uWhvZ0yfoRSkdLKFXf1+f8oZzCbUMtOc6H0yIwtUYUthXsHEoRpnjoQXuWvpsXdy3uhvUvrZ2HnnnbF+/foe1u/atWuZyMsm5LRGGDy3qjpomtB8ObYMldPQLo+E7fjxK2gFfYjEHN/MMxu0RpuaEF67lpIzUbDLLqP6vlRIYd/v5+y2Vy6wqJKb3lLjYK8ze+qAGol7O9gyE9TottDI2xZMbHsSA0Iu7bhKfg+fy0pVpBMVYk135tr1EsISEPMKMZev0HGTKmGphQlVvx5yyCETvUiCXBBzBLUlodYiSvyeOmHTWYOSlEmVNxQmVaD/p2rW888/n4k4qnylAojMsxGtEpaC7LoiYJzQtiSExWKFS44CuNb/BK1gDDu7nbmMnDklxGpdvjUMpXzu52hi318Wc2+9hUQ43D3Sy6BHUEPhrbivE+1yvhyFWCeyglQJTTYb9JpylZR5vPVGS6ph8ERA821JjNMkjyYSln7tTSMRjA4UMqWc9Mcee4x1hhBhUW2jmjArQTlvHR0duPzyy1molGxk6lCtFEXQxkcVrgpUvPDaa6/hggsuYBU11F+OhN0f//hHaB0aQxXWU16VBWUBudfcBIZZCW8xHcSTiDY2QisYo87UFI1MZy5VxTrKIVYF69ZbMzc11tYG/0cfoWoX3vzap9PB4+aD1rUyuaBVXocTlS+nMKmAu5tUWaulsWhR2QFrMFonVMyRECdXcJVjFeoNRm2ORROMCtnCpQLtoioxR1Cn6mzdqgmaCZcJhWA//fRT5BqeQBhBuR9VcVCa8Jw5IlBMojIOXZt2DgCxJC/W0EFiTVMVEpEIAl9+yW4XDLGv0mCRdDrYf74fHA89zHrZTdpzT5gTEsK6JJxe9RbeZKIPOlLOXJVtYrfB9CkQkoYGxSd9fFmbTOSyxydMzCmhVibmjAaUhbRTRCIQCDQSZhV043Z2pkZ52bzyXNaK8RvKnY2QnReOWDq10fSWzjpjEl/WUmMRq4ZUCH33HWv3QlMfzHPmjNkyFP2ch1p9b72FZDiMkiQPmbuC2plxa4440KZUsk5g8UPmFAhl1qkWkGQHrE2u1Zok509OBN1FEAZYotobiyYQCHojxJxK8bna4ZTFnMklz2WtzD7BYLyIlhSwa6snwnLA1A41lY0Z5LxDC5+RquD/9DN2XbD99mOaA2ZdtgyGSbVIBALwf/ghSiQeZvNEtOMq2aIu1TlzAZ0OCQ2tQ0OoC1GqZJa42z6RzpxSfNFgMLD5rAKBQPsIMadSAq4OuHR6spegc3pUIeb0hXZQYS1JHy3kzbn8IURY3iGN8qroNY+VsI1wFutAkFC077Mvu+198y2U6vlsTF+CN47VgrtZkHCjLa0AYiKxGCyw67gg9ie14yqZI062DhMSYNKZsrbJGe+KVnLm7HG3yJsSCHIAIeZUStjTwZy5ghAgRXmYVT/BYdZCUyna5PYkkX6GN6spVO0wyG1J5PAcQS5Z8Lvv2O2CPtrejCaFe/0s1dOuzMCrZr1y2xm1E4zGUZr0pFqTTLSYI6qMfB0GdNoI9xPWqBPNclsSCrGmh/wnKsxKy2OX3JoaiyYQCDRSACHgBLxtCOp0mOzj1Ub64mLoJrh3XrGlEm2lEqa3JxFtaNTE5ILUXFa5LQi7/6uvaCAijJMmwTh57Bv32pYvZ9M7aHLGnDYDUAZ4JD6eTQtjqOySB536khHlzEVbW+H+7/8Q+OwzRGjqSjIJY00Nq/i1H7A/LPPnD/q1agtqsD7cDJ8+yFyliWyVMhhoGYviLt4KZIJDrEpVt1VvRjAeRtgQQNwfQrF1/BsYCwSC0UM4cyrFH+RNZctlMWeomtgQK1Fiq0Wr4sypeAyaQsjTnrXHXCrEuuMO4yIEqIGwMmFi5lruyHl12nBDnN4gEvogm4dqkPRsPupQiLvdaL3ySqzfex903Hwza9ESra9HtKEBgS++QNc//4lNh/0C9aeeitDq1YN6zcnFPOfLa4jCE6RMNHVDzlcZPCkxN5HFD93tSWR3zqRjDrZAINA2QsypFH+Y99Cq9ulVEWIlyu2T0V4iaSbMGvF0pMRceo+5gFL8sMMO47YsRXvvxa4rf2hirpRLn9RErhIV4rQb+W6Cmh4PJTxIoeyNh/0CzsceZ06obcUKVF/2J0z798OY9tijqL32WhTttx9gMMD/8SfYdMSR6HrwwQHXy+TSGey63aCD26V+IeKS57Kmh1knmilpeXMBp3YqqwUCQXaEmFMpQbllQLXfoIriB7YsFTPQKg9KCNdvgdpJ+LvQmTGXNe71IrRqFbtt22785ssW7LQTJIsFhk4XprXTfFYdvD5e2KJm/CTm5HVYNYR8Of8nn2DLSScj1tIC47SpmPrgg5j2yL9R9stfwrbttiz0XHL4LzD577di1quvomifvZnga7/+BjSeey7La+yLWlmIkDjydal/LJrTH0E53Ggy6lURZk2vaKXxYmGXdiZpCMafPfbYA7/97W/H/H26urpQVVWVdX5sLnLMMcfgpptuGrXXE2JOpYTi/EBfIU9/UIOYKy+fAm8xd01iTU1Ips3EVSWB3nNZg99+R0MJYZwyBcZxHI+ms1pRsPPO7Pa2a5OstUZbm/p3WlF3R49RXoPB98EHaDjrbNbHjxoyz3jmGRT0UzVsmlyHuttuQ/Xll0EyGuF78y3Un/ErxH2+fnvNUePgoFv9QsTjdrC5rGoJs/ZoT2I0IurRzmi5XIVC3/1d/vznP+O6667Dtttui6KiIiZ6DjvsMKxZs2bMl+3ZZ59l81vHmmuuuQaHHnoom0wxntx5553sPS0WC7bffnt8/vnnI37OYL6rP/3pT+wzu92j09lAiDmVEk7y3KpSPz+QGiomXsyVlFYiUZBEjLaaSBSxdnUfSJOhTrgzcuaC33zNrm3Ltx735Snai4dat1/LRXBT5zqonZivI9UweDA95oI//ojGc85lDZILf/YzTL7zDugLCwd8Hh2wyo47joVgdUVFCH71FepPOw1xj6dPMdeh1yPgUn+IMOhsZT3mFIdTDc7c5KLJqV5zSTGfdcJpaWlJXW699VbY7fYe91144YV477332Nxxmnj0xhtvIBqNYt9992Xzy8eSsrIyJkrGkkAggPvuuw+nnXYaxpMnn3ySzYS/4oor8PXXX2Pp0qXYb7/90N7PsW0wzxnMd7V48WLMmjULjzzyyMSLOVrAhoYGpjhp4L1g9AjJ1Y7FcrRJDc6c1WJCURLo5K3SVJ83F5KbyuohwW7mCx34ios56/Jtxn15CvfcA9DpWJi10pVEq0v9oWo60Cs95pSGvX0RczrRdO55TMiRIzf51luGXIFNTZanPvgAq94Offc9Gun1IrxXoAIVYRiTQFKS0OlVv7sZ8bSjlUSTJMGsN/coxlFDmBUB7cy4zVVqampSl+LiYnZyk35fYWEhm1N+8sknY9GiRUxAPPjgg2xe+VdUnd9PiPS8887DH/7wBybK6LXI5UsnHA6zx5CDRE7TLrvsgi+++KLPMOvTTz+NrbbaClarFeXl5dh77717iJREIsGcqRkzZrDH0LLSc/rj5Zdfhtlsxg5pecxz585l4zqDQd74naB8WnrMxRdfjNHg5ptvxhlnnIFTTjkFCxcuxN133w2bzYb7779/RM8Z7Hd18MEH44knnpgYMef1enHXXXdh9913Z2cPZDUuWLAAlZWVmDZtGvuQ6RuCYOjQBhvS8QNYoT+hGjFHFCb0aC3lRRBUkahmIgne3b5YZ2OJ+8loFMHvv58wZ85QWgrbNtukQq2dvmaoHV2ARnkNPP0hGY+j+f9diGhzM4xTp6LubzdCGmYrHeuiRUzQ6Ww21sqk5bLLexRFMBcvwV/boYGxaHFfB5pkQUwhVjW0UiF3k05yIjoJ/rD68w6HDW03Ef/EXMa4wEkJz5FI64+HHnoIBQUF+Oyzz/DXv/4VV155JXOLFEjoPfPMM+xx5DTNnj2bOU3ZDBpyCY899liceuqpWLVqFZuXfvjhh/f4fZKQe/jhh5nI+fHHH3HBBRfg+OOPZ25VX3zwwQfYRt43pjtgtDwfffRR6r5HH30UW7ZswSWXXNLjsddeey0TvP1dSEylE4lEmLgiMaqg0+nY35988knW5RzOc/r7rrbbbjsWoiVBPa595kiRUoyXrEFSlLRCJ02axNQ3ffErV65kXwrZiRRHvv322zFnDOde5iq+UBRBPbWuMLHRWYShcuKrWQlbwoj2Er7hRerVLebCylxWAw8RUOuLZDAIXXExTLNmTcgyUQNhasmxYl0Sq3ZQf66SIexAu3VgMed85BH4P/4YktWKybffzpy1kWBZsAB1f7+V5d65X3gBphnTUXHWWan/L5NsaEMEroj6XaWkv1NVlayEQWdAhVSItqQX7oT6K4KHTTQAXDtB6/ySZsDERyCONuR+kVu28847s3BdfyxZsoSFBAk6Ht9xxx146623sM8++zBHjcwZco72339/9ph7772XiT0Ke/7+97/vJeZisRgTcGTeEOTSKZAoIWH15ptvMleNmDlzJj788EPcc889zATKBgk00hLpbL311li2bBlWr17NxBKFYsmRu/rqq3uFfc866ywcddRR/a6HzNfv7OxEPB5HdXXPXGD6m94zG8N5Tn/fFS0TCcTW1tbU+hwXMUeO2/vvv8+sw2yQyiTFTor8gQceYMJOiLmh43a74NHrYIomYQhGVOXM2WBBWyktEzUOVm+Ylc4Uwzqy5w0ol3ujBb+W8+WWLYOkm5h0Ucqbo4rNBQ1JfONR/0HUFCFnztBvAQSF29tvuZU/5o9/hGXe3FF578Jdd0XN5Zej9Yor0PH322DZaisUykUkZTQWLemCW3Zf1Yw+0InNRrlhcMHE58sp1JjK0Rb2wg31V1ULekL5WGSekEgaCBJz6dTW1qbyuzZs2MDSpUhoKBiNRnYsJ+ctEwoZ7rXXXkzAkXtHxs0RRxyB0lLe5mD9+vVMdJFQTIcEC4mzvqBQKoV4M6FQq1I4QK5iRUUFC29mUlZWNqBDqcbviowwgtbZSBmSmHv88ccH9TiKfZNSFgwPr7MVTp0OJXIxH7W00A0iiXw8sEmF2FziUb0zR2OoQnpyEA2oKqzqmS+XYeePJ6YpU+CqMKOkM4zy9RrIM004WSiuL2eOKppb/nQZq1y17bADSo7u/+x4qJQefRRCK3+A66mnWRh3xrPPsMkdFaYK6o8DjwbGohlCDjTb1OXMEZNstfguvBku/cgPJKrFaOMO2US99xhwzjnn4MUXX2TGyuRBTLAhcZYOhfnJLRoOer2euXYff/wxXn/9dRZ9u/TSS1kIl3LkfHIF+ksvvYS6urpeuqAvSKQ5nb1PzObNm8c+Z2NjI2688Ub2uhTWzOTaa69ll/746aefMHXq1B7vSZ+nra1nhIT+ptzCvpZzKM8Z6LtSQtmUpjZSRsWeoAUa7sYh6E3A2QGXXodS+ThFrpwa8mwIm76YjfRSe86cw+OHX8+3yeqiScypC0xgJWs6XfO4KJq2Qf0H0bDEcz1K9AUw6XvnwLmfex6Bzz9n4dXaq64ck+20+k9/gmXhQjYOrel3/w/JWAyVckWrSzfyXJOxxsLmssqVrEXqceamFvMWEF2GmCYaWA8L2h4p1DkRl1H+LdB3ROLgueeew9tvv83E00ihlCmTydQjL42cOorCUXJ/Nug3Tk7eX/7yF3zzzTfs+bRMBD2HRBvlp1HuXfplyhRedJMNcu1IbPXlzF100UXMBaRijGycddZZ+Pbbb/u9ZIZZabkpT49CzgqkY+hvJUScyWCfM9jvihw7EnkkEidsNiut+P/+97/sQqqcbNYDDjiA9Yn5+c9/zhIuBcMj5G6HU6/HDGWUlwqmPygUmcrQVtI9qolaR+jtcnmrivA6O7p7zBXVIdrUhHhHJ52mwjJAjslYE146F/ioAbM2xZGIRCZ85m5fhGNxhJlrY0NllgrMuM+P9ltvYbcrzzmHuY5jgc5sRt1tf2djv4LffovOe+7BpMXTAAfQpY9D7RREnd1zWUchzEpiln57CaogTCahLy1l7VyGKqRnVc4DNgNtxiQCoTAKrL3DXAJ1hesee+wxvPDCCyxnjPKsCKp+VcJ1Q4WO02effTbLjaMwJTlXFM6ksF+2NiF0rCfhQsKKql/p746ODlYESdByURsVKnogkUOVsZT8T2KRCiZPOumkrMtBIVvKhyN3TgnZKmKOOmZQNSwJn74oG2aYlVqM0DKtWLGChZapLQzlEaaHcinHkESZIuAG85zBfldKjcFoMCQxRwr5n//8JxNwZCtSXJwUMf29ceNG/O9//2OVMlS5Qgr6kEMOYRuKYGj4fC2IShJKFDGnknw5wm6tQjgswV0AFFPRVn0DrIuz51BOJAFXW/f0B1slQnIVKw1012XJzRhPrPOWwlH4Fsp8NFrsUxTuthvUiMsfQdBA+ZE21Bb2DiF03XsvE8g04aHshOPHdFlMkyej5orL0fz7P6DzH3dh+tXns/s79TzUO1E5kIPBknCxnnjDDbNSaxb/Z5/D+9abCP2wEuF163q1a5HMZpjnz4N18VYo2HUXFOy4IxPB/TGrelGq15y7qxUFk8e3WatgaFChApHpTlF+OrXBGC7XX389E14nnHAC61ZBIuW1117rIaoUSJBRyJAEjMfjYUn7NMVAKZ4gqMEwhQ2pqpV0QUlJCZYvX96rAjUdysGjx/znP//BmWee2UPMEeRykbs32hx99NFMjF5OubmtrazggtqKpBc4UNED5RYO5TmD+a5CoRCef/559txxF3MUJycFetttt7EkSLIcFcgmJJVKXySN4yBFSp2jhZgbOl5/KyABFXLOnJrEXCk1PA0DrSVczFERhBrFXNDV3mMua/CHd9htiwqWtbZyFt6fI2Hfb5JwvvG6esWcy4EuA3d7qjPCg5HGRjgeeID/3x/+MOw2JEOh+OCD4XvvfXhefBH2Ox6H5egkfGYdOlxNqCobG1dwpAQjcUQNPiSlAph1JtYjb7BE29rhfOTfcP7nKSSydImXbDwnKxkIsN5+1JePLs5HH2VtXYr2/zlKjzuOtXrJxpRiXj3n0evR2rEBk4SYUwV0sM8mzoYTCqfWIZmQgEiHCg/omE6XgV6DHLiBxAc5xOeffz67DAUSR+QQUnszJS+OBA997hNPPBFjxTnnnMMufUF9+TJ78w30nMF8VyTsSDOl99YbNzFHNmK2SpJMqPfccL5MAccX7gAsQKVPUlVbEqKsZCrQBbSVSJjXlFRtEUTM29ntzFnKEZItenIuJprKsmn4YRaw7zeA/513VOss+Zyt3aO8MqYWdNx2G3OHbDvuwCY9jBc1l1+GwNdfIdbUgl+9Adx2kAHrW35SrZhz+sMIGKmqugB1tupBhUIpdaHzzjvheOxxSmBi9+krKlC0914o2GFHWBYugLGuDpK8fVOontIIQj/9hMCXX8L31ttsOov7mWfZxbZiBSrPP4/NxE3HarCiLJaEwyChvnM1loNPKBEIJoIDDzwQ69atQ1NTUyq/7rvvvmOmkRLGzSWMRiMrIBkthp0zJxg7AlEHE3NlfjrAx1XlzNlLJ8Eej6NNduAjKm1PEva1wSvnzJWZStD244/stmWric2XI+yVNWifnEDQJMHa6WBC05rRPkAN0AD2bA2Dw+vXw/O/F/n9/+/CcS3OofzMur/+FVtOPAm7/JDAJ3MSaJy+nrJuoEbc7i60G/n6qbN3V9L1dTbvoRSWG/6KuFzlZl2xDcpPPRWFu++eEm+ZUM6lecYMdik+8EAkL7uMteFxPvEkPK+9xgTelhNORMFOO6Ly/PNhXbo09dyquAEOQxxNGpikIch90idNKGKOiioyK3JzgdNPP31UX2/U7QBKVqRec4LhE4p7eo7yUlEBRGFpNcriCbSWKBWtjVAjXnkygD4pwdLUhUQgwCouzRPULDidIpsNdiTx7Uy+Dr1vvQ01Eva0p0Z5VRd054N03H4HS7wv2mefCQmxk9NULidnn/lKAl2NYz9sfLj4HW3dDYPleah9jkI7/7do/uNFTMhRU+sp//oXpj/yCIp+9rM+hVw2yOWldURTOGa/+QZKjzuWFf74P/4Em48+Bs0XX4JYVxd7bHmSJ2O3BppG/FkFgrEQd1QxK5gAMUdtSmgsiGD4hJM8Wa7Iz+Pu+nL1iLmSsgqUxhOp9iRqdeb8UT4ZoBgmhFbKrtzChUM6KI4V5GQVx/X4cg5fh763u8vc1UTC19GrYXBo1Sp4X3uNtV2oOLfvnJGxpvLcc9BZoYM9CMx+8nPVttYIudq6K1kzQtUKNGKOKnW9r78OGAyo/O1vMfP551C4S3cj1+FirK5mjZdnvfIKig87jN3nfu45bPj5/nA8+igqEryTfkdU/Q2sBQLBKIZZqXK1P6h6RTAyQlIIUjIJmzKXtWLiB3MrFJiNKEpI2CiHWWMtrapsrxGIudh1ic6G0A8/sNvWCW5Jkk5hwoT3ZsWQ0AHhdevZFAVTWkNLNRDyt8Nr0vUIs3bceSe7th9wACxypdlEQAUXX+xXir2f6MLktW64nn4apUceCbUR9banxFy2SlbXM8+g9c9/YXODTTNmYNLfbuyzYGEkmCbXYdL116H0mKPRcuWVCP+0Cm1XXY0Da2z4bv8kOiv46DuBQJAnYu6www5jzkJ/Z8JqaXCrVYK6KAqCBugScmsSFY0poe/WGjfCXQTETHoYqFqvsQnmmSNvYDmaBJP84FRitCP4Iy9+oHFQaqEwaYPf6kXTVBumbA7A+/bbKB9Be4GxwEcD2E2AJalHobEQ4Y0b4XvzLe7K/ebXE7141DYdT+zuxAlvJ9B+3fUo2GGHMet1N1wSvs7uhsFpzhztP7vuuQcdt/6d/V24916YdP310I/xpBfrsmWY8dRTcD75JDpuuRUlrV5c/yDw1jZeJI7xQyf6gwoE+RFmpblu1HKE+tJku3wtz78UDI9QNI6gPo4SefoDDYUfj7YPQ8GWNLMDuqeUL5caZ7QGJZ5wWK4vQXgVH4BsVUHxg0KBjoe3Vs7mB3qqQFQbvhgPvZVKVibiu+67j/1duNfPYJ45c4KXDigxVeHFbSWsm6xjOZGUb5aMq6uJcNTfio6MMCsJufa//S0l5MrPPguTb7ttzIWcAqUalB13HGa+9CICS2ZDlwT2+TKO9QceBO/bvIWPQCDIcTFHoyy++uqrPv9/INdO0D9OtwsePfVwk125cvWEWBWsSd7fqquEbz5qbE8SkMc8zfJYWQsNnd0Oo4rCmIV6Pkbji9k8lB746iuWBK8m/Ene26zcWMx6nrn/+z/+d5bO8BNBqW0SkjoJtx0kMUeJKji77r8fasIT5oU45qQeJeYSJjYprOq4jy9n1UV/RNX5509IaxpjVRWSv/4VbjlCQnsxEG9tReOvf43Gc89DNGP2pEAgUDdD3oNQU7+ddtqpz/+nLs3vvCPO7oaL19EOl06fcubUVMmqYNFzV6mtmAuRaGOD6sZQ+eUxT9Pa+X1Udamm8H+RieegbSyJwjxvHg34g++996Am/BLfCCvMZXA8/BDreUatMmxbT+xsW4XywqnQJZOsGMd24bnsvo7bbkdoNXdi1YAnzqtGK3UFQCzG3EPXk08yZ7vmqisnPLRuKa2Ba2ocvztDD/9R+9IkdXjfeAMbDzgQjkceVZ3TKRAIRknM7brrrmz2an+z3nbfffehvqwgbXKBU69j0xXUVvygYDPw6ofmkoQqnTmX2w2XXLRa1RyUJz+oJ1+OKLHxQfEBKQHrHruqMtTqld3NyVIFXE88qSpXjrCV1KJSFhuuvbZG4V57McHZ/Ic/sqIcNeAGdzdrpGI0nv9bNr2CKlbrbvqbKgo2CsuqMTkWQ8QoYdVRW2PGs8/AsnQJm/vadvXV2HzMsayCWSAQqBv1tZ3Pc/yuVrh1OhQH1NeWRKHQzJsYNyhiTmU5cx5H9ygv26YO1TQLTqewsA6WBF9/4Z2WsWvfRx8hEeYCaqKJxRNwG7hQWvq1hx3czXNms+a1asFaUo2aGF/GlkAraq/8C/Tl5QivXcty0tSAWwrAHEni+Ccc8L39NpuhOvmO21k1sBooKatCXTTGbm/pWgvLvHmY/thjbA6urrCQVYJvOuJItF1/g+rSAAQCQTdCzKkMt7cFCUnqDrOqMGeuWO45trlMDrM2NLKRVGoh4GpjYs4UTUK/mTc1tqqokpUwF1ejQnaVHNNKYKiuZjM2/Z98AjXg8nrhMADGWBKT3/qJ3Vd26mmqGjtWUFqD2hgXIi2eevZbqb36Kva38+F/wzNKA6xHQiAWwWWPxzFpg5vNS53yz3+iKGP49kRit5pRFuXd9Te7N6cKJEqPPRYzX3oJRRSFicfhePBBbNh7H7TfeiviLt72RyAQqIch7ZlnzJiBmTNnDvnS1wBfQW+8/mZ2XeZTb5jVXjiZ9cHrtJN1qGdDvmMd3AFTAz5XCxvlNZ1yuOMJ6CsrmFhSE9aSSlTJYq4j1InCn+2pqlCrr6uVjfLadWUSeqcXhpoaFB+oDjdJobSkHFUxfhLR5NrErov23BPlZ/AxOS2XXIrwRn7/RBBsbcNBzwFzm4F4gQVTH3wABdtvBzWh00mwx/gUiEY/L9ZQMFZXYfKtt2DKP++Bef585s523X0P1u+9D9quuw7hTRO3bgXjxx577NFrzNZY0NXVhaqqKmzerP3Rcscccwxuuukm9faZe/DBB4f1JtOnTx/W8/IRX6gTMAOlfkrWT7KwkdqwlVSjtC0BB4Uyq8uB5jZEGxpYt3k10OnmYd+5zTxUbV20WFXFD8pYtAo5RNjhbUbRz/aC6/En4H33HdQkEhPugLkczeiSdDjkMy6Wyk4+SXUtcoqsRhTFuKvU5O4eK0fzR4PffofAF1+g6fzzMf3JJ5grNp5Em5vRcNLJqO6U4CwAim6/QpXzd4nCBJ2VedAWcSCeiEOv6zklpXC33VCwyy7wvvUWOu+4E+E1a+B46GF2ob51RT/fj7mNxmnTVPc70woDrbcrrrgCZrOZtQVbvXo1rFYrK0S84YYbMI8KqMYQes/xmI16zTXX4NBDDx13vXDnnXfixhtvRGtrK5YuXYrbb78d223X90nX+++/zx5PXT1aWlrw3HPPsf676fzpT3/CbrvtxuavFhcXq0/MicKGsccfdTAxp8a5rAqW4iqUUuhFr0e0thzG5jZWBEHzINWAK8DdzXmy0aC2fDmiuLQSFXEulNo8DSjY/pcsRyne0Yngt9/Ctnz5hC5fm2MjtlkPTHKAtXUpOWLik/WzuUoFcXKVkmgJdLfSkKjA4OabsPHwwxFetw4tl13OJiuMl9CIbN6MLaecinhLC2v5cdUxejy9XD2h1UwsUhkMSTdiUgJtgbaskyro5MK+zz4o2msv+D/6CM7HHofv3XfZtkqX9utvgKGqCtalS2CaOYs1ES/YdVdVNTxXMyQKFJ588klcfvnlWLOme+ZwYWEhjjjiCPzmN7/Btttui1gshksuuQT77rsvfvrpJ1Z4OFaUjcN3GAgEcN999+E1GhU4jjz55JP43e9+h7vvvhvbb789br31Vuy3335s3ZNLmA2/389EH82gP/zww7M+ZvHixZg1axYeeeQR9p2NB0M6/a+vH1qie1OTGN48VEJxDxtiXpga5aU+MUeuUpksRIKVhaorgvCGech3RitUmS9HFNtMKIjxc6lmdxNzvZRQq+eVic/16nRvxqGf8u+YBrXrC8fuYDESbMps0UjP5HxDZSXqKMyh18Pz0kvoGKdUj+APK7H5l8cj1tKCaHUZLj9eD08JUGwen7Pz4RA1l2OyXATR4O2/Mp1EXeGuu2LKXf/A7HffRfWll8K27baQjEbE2tvhfeNNNtmCWrCQWy8YHDU1NakLOTl04pF+H4m5V199FSeffDIWLVrExARFyuiY3F/fVwqRnnfeefjDH/7ARBm91p///OcejwmHw+wxJF4sFgt22WUXfPHFF32GWZ9++mlstdVWzB0sLy/H3nvvzQSOAg0PuO6661haFj2GlpWe0x8vv/wycx532GGH1H1z587FjjvuiGCQdyQgqIctPebiiy8elU3r5ptvxhlnnIFTTjkFCxcuZKLOZrPh/n76Ve6///64+uqr8Ytf/KLf1z744IPxxBNPYLwYkpijM4Izzzyzxxedidvtxr333suU6TPPPDMay5hXhOBHQQjQy/UEagyzUq5SiSzmXCU8JBPdoh4x54s6YQ0lUeVIqG6Ml4JeJ8GWsLDbHQHeDM++//7s2vvqqxPe3yuxZg3L9YrqgbLjj4dasUm8TY4rEUAk3rMdScF226H2L/zA1XXX3XA+9dSYLovv/fex5aSTEO/qgnnhAnx/5u5w2CVUxnSqDj9GLeWsPclgxFxmTl3ZCcdj2r8fxtwvPsfUhx5C9SWXoOSYo2Hbbjs2a1YwdtCxdjDO2UMPPcScu88++wx//etfceWVV+KNN95I/T8JPTpW0+NoghP1iiV3yuFwZHUQjz32WOZKrVq1Cu+++y5zp9IHBZCQe/jhh5kw+vHHH3HBBRfg+OOPx3v99NH84IMP2ECCTNeMluejjz5K3ffoo49iy5YtzJVM59prr2WCt79LphkViUSYECYxqqDT6djfn4xCIRqFaj///HMmllUXZiU7l+La++yzD1PwtPInTZrEbjudTvb/9OUtX76cbTQHqKT8XkuEEOwe5WW3q26AvZKrZIvzTae1OAGaqxDZsgVqwZ/0YmYr37kY6+pgKOUHfLVhTpDbFUBnmLtKBTvvDF1RESsmoWkG5HhMFHUfb2TXKxdbsUSF7rCC3lgBS2ITQjod2vxtmGLvOZu15IgjWP5a5z/uQusVf4bObEbxIYeM+nK4nn0OLZddxio/C3baCXW33YanXvwd+7/yhPp+w+kkreWY4h26mEtHZ7Gw4g61FXiQyAjGup2d8cRq4GPwxgJyv8gt23nnnZlx0h9LlixhOXfEnDlzcMcdd+Ctt95ix3Fy1O666y7m8pHjRJAZQ2KPwp40JCBTzFGIlwTctGnT2H3k0imQcCFh9eabbzJXjaAiyA8//BD33HNPn6laJNBIS6Sz9dZbY9myZSxHkAQWhWLJkSNXrKiIO/IKZ511Fo466qh+10Pm63d2diIej6M6I9eb/qb3HCn0fiQYKRdPWVeqEXNkqZItSYKObFFS0/QlkA1aUVGBX/7yl0zRD7RxCfomqIui2K9TbVsSJVfJmuAJsQ2FYWwn5wnRjlMNDoQfAcxW8uVUvC1aJUo8D8AR97K/SbgX7b033M89B88rr0yYmAutWYvaTX4kJGDtDrynoFpJWMpZr7nNJh1a/C29xBxRce65iHV2wfWf/8jzWxMo+UXPhOXhkoxG0f63m+B46CH2t/2QgzHp6qtZ2LwjzPP4yqDOEHWKwkpMcY5MzKkVEnLbP7b9hLz3Z8d9BptxbApvKA9r5cqVTCQNBIm5zPnq7e08GrBhwwZEo1EmChWo2IFcJXLeMqGQ6V577cUEHB3rKWePcvlK5RPm9evXM9FFQjEdEjUkzvqCNASZQplQqFXJHSSDiHQGhUQzKSsrG5fcvqFAIWaC1sd4MCQxp0AbgslkwnHHHddv1YdgaETjCQR0cZSoXMwRliRtqCFssfnZaCJqW0DhJTXk+PmkCLZqkStZVVj8oGDR0/fbCn8ygnA8DLPeDPv+P+di7rXXWT4S9fwabxz338euP5snQV9VAzWTtFWgJhTDZhiZmMsGyz/68xWATmKTLFouvhjR5iZUnH32iKqGo62taL7w9wh8+SX7u/zMM1H52/NTJzSOmIvtYUvlObxqxWivxhQ5Z67R210VLFAn55xzDl588UVWVTl58uQBH59ZiUrbJzl7w0Gv1zPX7uOPP8brr7/OKj8vvfRSFsKlHDmfj/fUeumll1BXV9fjuZQT1xck0ii6lwlV6tLnbGxsZBWk9LoUCs3k2muvZZf+oMjh1LT53PSe9HnaMuYQ09+UWzhSlDB1ZeX4nBAPWcw9/vjjLAmT1DxtFKS2X3nllXFb4FzG5fHCqwfq5DCrXgXCqC8szG0IwZH0wThpEqJNTcydU4OY8+pjmCkXP6htjFc6RlMlTIkkIjoJHYEOTC6ajIIdd4SuuJgJ48Bnn7GQ3XhCIUn3Sy+z2y/soMPP5bFjakUqqECtj+cXtvpb+36cToeaK66AzmxhLlrn7XcgvHo1aq68cshheHKg3c8+h7brr0fC62VtT2qvvw72ffft8bgu8B9yuXHifxP9YbZXoi4WTTlzanHYRyvUSQ7ZRL33aELfy7nnnstaYVCuGomnkUIVl2TMUF6aEgqkYzvlxffVW462DXLy6EJVt/Q8WiaqCqUiAhJtlJ82lO4XpCOo8jObM0dh34suuoi5gFSMkY2zhhFmpc9NqWIUclZai5DIpb9JMI8Uck5JbJNoVKWY+8tf/sIcOYpdNzQ04I9//CNb0RRfF4wMr6ONzWVd5E+q35nTkdvQBXfcD9P0rVJibqLbk8RiccTCQJUbSEoSLIsXQbVYy9ls0SadAZ3BTibmqCrQ/vOfs2Hs7hdeGHcx13X/A2wg/JqpwMZaCVVFvcOWasJor0RNkzzSqw9nLv0gVH3xRTDPnYPWP/+FVV4GvvwKVb//PYoPO3RQLp3/s8/RccstrB0HYVmyBJOuv5614sikS+KJz5U2da9Da2kN6uSeh76oD66wC6UWdeaZDhX6zscq1DneUGj1sccewwsvvMByxigXi6DqVyWkN1SoMOLss89muXEUpiTnisKZFBo8LcscZnLgSOyQsKLqV/q7o6MDCxYsYP9Py3XhhReyogcSRlQZS4UaJBbtdjtOOumkrMtBIVvSFOTOKSFbRcyRzqBqWBJHfVE2zDArCVBaphUrVrAoI7UmoTzC9FAu5RiSWKXPTZD7SOFkhU2bNuHbb79NrT8FSkOj9TReDFnMbdy4kZVIU2M/WtGkpkndCjE3cvyuDrh0ehQrYq5SvWf0ViP9cDbAkwzDNG0a6z2lhiIIt9uB0nbecFmaOgn6Qt46RY1IhRWodMXRZDSgXa5oJUhYkJjzvP4Gqi+7fNzagsS6uuCSKz6f3ZELm0nlM6FmTMVVqZFe/Tlz6ZT83//BPGcOWi69FOF169FyySXovOsulB5zDAr33BOm6dNSwo7cEDpR8b37Htz//S9C33/P7pcsFlSe8xuUnXwy62uXLVfLree/42q7upum24vLISX0qIrF0G4wMHcuV8RcLkGFCkSmO/XAAw+waNlwuZ4c5kQCJ5xwArxeLxM21O8tXVQpkCCjsCeJHo/Hw1w5mnSgFE8QV111FYvUUVUr6YWSkhJWFJlZgZoO5eDRY/7zn/+wjhkKpDEIcsqoyna0Ofroo5kYJYeRxDEVXJC+SS+KoEIJyi1U+PLLL7HnnryNlCIICRKFymCFUCiE559/nr2WasUcVbJQHxaF+TTmJZFgK2I04sz5jM/dysZQFfvjqm1LolBo4Rt7UIpDN43nbZAzN9F0dGxBXSsXc7at1NlxX0FPYq5LngIR7B6HRl31TdOns/Xpfe01lPxf9saUo43j4X+z0WyGhfPxzYx17L5pVXxnqlZsJTWoSYm5/p25dGgaw4xnn+Uh13/ey3qitd94I7tQFTlzxXU6xNrakJDzgBgGA0qPOhLlZ50FYx9NRYlmH29cXZhIoLSk+2xdjZQWmOCAneXNKWJuSaW6fzu5DAmzbOIsvf3HYKFwbCYkMtKhwgMaudnX2M301yAHbiCBQm7o+eefzy5DgQQVOYTU903JiyNRRJ/7xBNPxFhxzjnn9BtWpb586b35SEwP9F2QwCanL71v3lgzrOxf6kdDCZBKsqPBYBi3io1cxunmlWQlqTCrep05m60GBnmDDtdyezuyeeKdudaujZglFz8ULlkGNWOxV6JSGekV6OixMyyWG1K6M3a8Y0Xc64Xz0UfZbd/he7KilrJ4HBWV6g4RFpeWozKWTIVZh3LAo5B2+emnYw6NULvqSli32QaS2YyEx4PIpk2IbNjAhZzRCMvSJai+5GL+2Msv71fIEU1e3jB9UjSGwjJ15x2W2EzoStoxZRi95gSC0eLAAw/Er371qx7DBr777juW26aEcbWC0WhkxSHjyZCduV133ZX1eSE7ltQzJWGSeqYwK/WCIYs2sweMYHC4/byqRukzZ6hQrzNnLKpAqT+ODoMB3uoikBcWqa9HcoLnira56jFL7jGnxskP6ViKq1nOXKYzRxQfegg6br2VzReNNDbCNIiqtZFA45lIuJhmz8KqmQXAOqA8lmQ7UjVTUmBBUB4UH4gF4Yl4hjxtgQoYSo88kl2o1UhYFnHUwkRfUsLy4Uj4DYUmJw/LTIrFUFSmjpnFfWEy6OCWijGFRgkKMSeYQDKLLkjMUVHFeMyGHU1oJut4M+SjLnVxpoRG6v1C+XI00oKqViieT/1nKM6uNRWtFnyhNjbKKzWXVcVhVqqAU0Z6OUsNLPxEIbqYnJQ7UQSaNzIxHJcAi8q3w8KyqpSY6/T1DBEaa2pYZSvhGmAUzkhJBIOpPmkVv/oVmj28U3pJfPzbogyVEqsR/oSdzQoeSt5cX5Bos8yfzwp5qAGuZd7cIQs5YrODJ0hXxYCSYnW3JiG8hpKUMyfakwjUJO6++eabiV4MTTBsC4U6SR9zzDGs8oW6PVNPFUoSpNYlA80sE2THH3GyUV6GuPpbk1hLqlGa4AvqiLphmjJFFXlzuk1ciHRW6FhXejVTarejKMZ/gu1pg+IVSuRSe9d/nkJiDEfCuJ56GnGHg03LsB9wANr9PN+rWOWTCwiDXge3rpg1Dh4NMTdaNCgpE1EDc77UTtBYluo1J8KsAoH2GNW9DIVcjzzyyAGb9wmyE0x4Uq4cjXWi0UNqpbC0KuXMOXytrKKVmOiKVltjF7vurFG3kFNylYxyiLAjyJc7naK994KhpoYJLZoIMRYkAgF0/vOf7Hb5GWewysyuUCd/f9YYWv349CWpIoiB2pOMFy1BLirtCW20xYiYS1POHIX8J2oElkAgGB7qP2XMI0JJP4r96g+xEiXFpSiO89y0Tm8Tq75UgzNX3MpXoKeORmWpG3JsDHHedsQd8/caFE/CqvTYY9lt5yOPDquabSAcjzyKeGcnjFOmoOTwX3RPLiAhwsaNqZ+gsRS1KnPm2iK8m31hUhvrMG6tQHEigcIkbxYsQq0CgbYQYk5FBBFKVbLqVVz8QBTbTLDEeS5Ru7eN9eYiwhMo5kjsVLbxTvahKf1XG6qFpFQCoyzSqHFwJiVHHcnmfIZWrkTou+9G9b3jHg+6/vUvdrvy3HPY+xDOBBfERQZ1zTrsi6i5FDVx9ThzgWgA3mSI3S6U1P07TlHAJ/jUxriYE6FWgUBbCDGnIoK6SJozp958OSVXyRznYeDOQAdM03kH/MimiRNz0S1bYAkDET1gkJdH7YQMpan2JOmNgxVo1JT9wAPZ7a4HeEPK0aLrvvtZGw7znNmp9yCc4Pl5JRZt9I2MW8tV5cw1+vh8U3s8Dr1ZGycVukK+v5kc7R7rJRAItIMQcyohkUgioIt3T39QeZiVMCd5PpAj7IZJHmcUbWwc02T9/gj+wMe9bK4GKlTeqFUhbCrprmjN4swRZaeczPq+UQPh0OrVo/K+kYYGOB54gN2uPP98SHp9ylUK6HguZGlBz0HZaiVpq0hrHDzxYk7pMUcjshJW9f+OCWMRF53TI9xRFGJOINAWQsypBK8/CK++u8ec2sOshFni/QTdMR8MlZWsaAOJxITlzYVW/sCuN9RKqClV9wglhZiFz2fty5kjLHPnwi6Py+m4445Red+2629AMhKBbccdULjXXqn7lWUoSCRgt49tb7vRQldAYo6vw7ZAG+JylfVE0eTjYm5yLIakTf2/Y8JSynvhTY9yMSdy5gQCbSHEnEpwOdvh0uu6GwarPMxKmPV8dp8nGWRTC8wz+RxP6pw/Efi+/y4l5iZXjf4cv7EgaStLhVn7cuaIinN+w8ZL+d58C8GVP47oPX0ffAAfDY02GFBz6aXsu1MgMURUxeIwF2sjREjzWUkQ65NJxJPxftfjeIq5umgM+kJtrEN7UTGCSZOYAiEQaBQh5lSC39kGl07XHWatVL+Ysxj5MoYRZ+E506xZ/O8NG8d9WZKxGMI/rWK3G6uTqKnShjMnFVT0OQUiHRLK9oN4XlvHLbcMu7I14fej9aqr2e2y44+HOWN4dZscpqyKx2ErUffkgvRJGnp5mdVQBKHkzNXFYjDaeWGB2iktMKNLns+qzJaNJfhtgUCgfoSYUwkuRyOCTMxBMzlzJmsVTAkuKpxhJ8yzuDMX3jj+zhwJSCkcQdAERErUP4ZKwVCYJubS5rNmo/I3v2HTCPwffQTvG28M6/1ar7sO0fp6GGpruduX+f9u3ieQctCKyrUh5gqKK5BISqhVSd5cd85cDNZSbRSRlNiMbD4rCWKTZEAsGZvw9SgQCAaPEHMqwUEd42mUl5Izp4EwK+UqlSlTIIIOmFJh1o0Tli+3sYYatap/DJWCyV45KGeOPXbaNJSdfhq73Xb1NYi7eD+4weJ57XW4n36GFVNMuuF66AsLez2mycXFXHmMJlQMbcbpRFFaZIUTham8uYl05sgxbUpz5go0IuZKbSYm5uiAUGfkvfFEEYSA2GOPPXrNTB0Lurq6UFVVhc0T3Kt0NKDpWDfddBPGEyHmVILb3wxrGDDJudsGDRRA6AsrUCYLEUfIAbMcZqUCiKR8/3gR/KG7+KEoYYBWsJVWp3LmOvoogEin4swzYZoxA7H2drRcdvmgw630nbRcfnlq0kPBdttlfVyzl4/yKoiZYDXpNSNEHEk7G2qvhAgnClfYhYA8PcEeNaKkWBtNg20mPZwSF++1Ep/8IcTc+EF5q/1d/vznP+O6667Dtttui6KiIiZ6DjvsMDYjfax59tlncdVVV435+1xzzTU49NBDMV1uQD9e3Hnnnew9LRYLtt9+e3z++ef9Pp6+i8zvZ/78+T0e86c//Yl9Hppjn9dibqgrV+GJJ55gK5Y2cq3hDXemih90BQWqnytKWOwVKFVGeoX4bE9qPEtVktSiZDwJyW1JSMwVJtW/7hSKiitQFuPr0Bl2IRrnfb76graLSTfeyIoXKNTaedddA75HtL0dDWeehYTbDcvSJajMEl5VaJeLBwo0MoZKCRE6UJTqNdcsz5adyOKHylgMvoQdZTZthPtpvxkwlLDbtXEu4kVF6/jR0tKSutx6662w2+097rvwwgvx3nvv4Te/+Q0+/fRTvPHGG4hGo9h3333h98sHjjGirKyMCcixJBAI4L777sNpp/HIw3jx5JNP4ne/+x2uuOIKfP3111i6dCn2228/tLf3f2K9aNGiHt/Phx9+2OP/Fy9ejFmzZuGRRx5B3oq54a5csmZpg991112hRfxhp6bakiiJ5+Vpzhz1KiPXaLyLIBKhEELyGep6EnMSH5GlBUoKLUDCBkM/UyAysS5ehJrLL+OPv+121vy3L4cuUl+P+hNPYjNzjZMmYcqdd6YmPWSjM8pDtxaNjKEiLEY9XFIxC2tOtDPXXfwQh1Oya8bdJEImPvGjJspPLoQzN37U1NSkLsXFxUxcp99XWFiIV199FSeffDITEnRcfPDBB1FfX4+vvvqq3xDpeeedhz/84Q9MlNFrkbOUTjgcZo8ht48MlF122QVffPFFn2HWp59+GltttRWsVivKy8ux99579xCUiUSCuYg0q50eQ8tKz+mPl19+GWazGTvssEPqvrlz52LHHXdEMNg9J5j2c/SYiy++GKPBzTffjDPOOAOnnHIKFi5ciLvvvhs2mw33339/v88zUCeAtO+noqJ3WtTBBx/MDKa8FXPDWbnxeBy//OUv8Ze//AUz5bwtrRFMeNIaBqs/X44oKqtGmeLM+XlLC6UIIjKORRAhqmIlJ8QmoaMYKNRzh0ErIUJn0j7ovLnU8446CuVnn8Vut994I5ov/D2ibfw7IBKRCJxPPIlNRxzJQqxU8DD1wQdgyLLTUQjFQvDIY6hsOm2M8lLwG0p7hFnHYo7tUIsfvHLrHq0QtfDvvC4sGgdrASWERyKtPx566CEUFBTgs88+w1//+ldceeWVzNlTIKH3zDPPsMeRgTJ79mxmoDgcjl6vRS7Usccei1NPPRWrVq3Cu+++i8MPP7zH742E3MMPP8yO3T/++CMuuOACHH/88cxZ7IsPPvgA22yzTS9jh5bno48+St336KOPYsuWLbjkkkt6PPbaa69lgre/CwnfdCKRCBPCJEYVdDod+/uTTz7pd52uW7cOkyZNYnqDtEfmaxPbbbcdiyqSWB4PVJVcpKzcdNU9mJVLGyedVZBFSxuFFgkkfN2VrP0ccNVEid2OIjk1rsvHk85NM8e/PUlQ7i9XX6tjyf12szacTSVXySUVoTLmRIvBMGBFazpV558PfWER2m++GZ6XXoLntddgWbQQOouVTYqgsCphXboUdbf9Hcbq/qtTlYbB1kQCepM2tkGFkLEUtWG+MQZiAbjDbpRYSia0xxwJTC2RsFYALmBy0AtYuDNHB+n0PoRag5Y/mebsjCeS1Tpm647cL3LLdt55ZxbS648lS5awSBcxZ84c3HHHHXjrrbewzz77MEftrrvuYi7f/nJj8nvvvZeJPQp7/v73v+8l5mKxGBNw06bxedzk0imQcCFh9eabbzJXjSDBQ2HIe+65B7vvvnvWZSSBRuIona233hrLli3D6tWrmQagUCxpg6uvvrpX2Pess87CUUcd1e96yHz9zs5OZgRVZ+wX6W96z76g1C9aX/PmzWPrg0wkigiuXLmyx3LR+5GmaW1tTa2rvBFzw1m5tJHQRvftt98O6j1oY0tXyh6PB2ogJIVQpjhzGgmzlhSYYYrzkF2nn4cHJ6I9Sej779n1Ovm3WmzVRqNWgnb2Pl0xKuOdQ3LmFMpPOxW2bZaj/W83IfDllwh9x9cFYaiqQvnpp6H0uOMgGQb+qSsNg6tjcSSt2uiPlu4qWUJJlCYpkT/O8uYmUszR9IewWVvuJgr5dz4t4Ia+rICJYtoeq2za+T1lQkJuzfKejs94Me/rryDZxib3lHLnSDxk5mr1JebSqa2tTaUtbdiwgeXekShUMBqNzFUi5y0TCpnutddeTMCRe0c5e0cccQRKS/mJy/r165noIqGYDokaEmd9QaFUCvFmQqFWpciDXEUKZ1LULpOysrIBHcrRQhG9yrolcUdi7T//+U+PnD8KMRO0PsYDVYm5oeL1enHCCSewM4lsMetskAVMSlptBHRRzJC/c70GeswRJoMOxjhtsEl0hbglrzQOpvYk43VWH5QFzI91JIYllBdNgZYIGktQMcQwazrWZcsw7ZF/I9LYiNAPPyAZjbI2JpbFi1MzVweD0lesmpalSFvOHJuB6qJll+A08FDrwvKFE+fMxWKot2trHRqKuJgrjjpQVzgX9d56bHZv1rSYy0XOOeccvPjii3j//fcxefLAI/dInKVD+2Ry9oaDXq9nrt3HH3+M119/HbfffjsuvfRSFsKlHDmfz8ce99JLL6GurudsZ8qJ6ws6fjudzl73k/tFn7OxsRE33ngje12K1mVy7bXXskt//PTTT5g6dWqP96TP05aWnkLQ35QHN1hKSkqY6CQhm44Spq6srMw/MTfUlUtnFVT4QImGCspGSgmKpOipoiQdsmmpwCLdmZsyZWIP/olEEn5dHMV+vaZy5ggjqFeZF84odzjNVFZuMCDh8yHW3MwqXMeSWFcXok1NLLy6ppYLx8oSbUx/UAibStn4LGIoYdZMTJMns8tw6XbmaAyVtpw5FPDfTG00jtWGblE1niSSiVTxBYm5LTbt/I4Js52LNn0yhumFk7mY82zGdrXZ29hoAQp1kkM2Ue89mtDJ8bnnnovnnnuO5aqReBopdHykBuuUl6aEAsmpowKIvnrLkRgkJ48ul19+OXseLRMdVynPnUQb5ZD1FVLNBrl22So/SSSRWXPRRRcxF5CKMbJx1jDCrPS5KU+PQs5KBwzSD/Q3CebBQgKWtAgZS+mQc0pie7BGU06JuaGuXOrt8oPcXyy9vws5dn//+9+zijTa0Po7Q5gIPD4fvHqgxKetMCthZL2pvHDHA9yJM5nY6Knw2rUIrVk75mJOceWkaZMRtLTAHo+jpLznj1btxCxlqAwN35kbLdKdOWOxNqY/KCjis44GxVvNE9I4mIR4NBGFLslD1ZLGBHFRkR3epBVFUhDTrRV4H8Am9yZoGdYHbIxCneMNhVYfe+wxvPDCCyw3i3KxCKp+VUJ6Q4UKI84++2yWG0dhSnKuKJxJocFsbULIgaPjMQkrylOnvzs6OrBgwQL2/7Rc1FWCih7o2E2VsVSoQWKR2q2cdNJJWZeDQrZktJA7p4RsFTHX0NDAqmFJHPVF2TDDrCRAaZlWrFjBQsvUFobyCNNDuZRjSGKVPjdBn48MJBKxzc3NLB+RTCgqDEmH8vdpPY0XqhJzg1m5J554IrNvKVxKMfbM5E+yPImBkkLVhMfRDqdej+JAUlNhVsKkpx9QI2JIwBf1ochUBPP8eUzMhdeuQdHP9hyX4ofwXHKkWlAeT8BeVgstkbSVo9I/cmdupLTJFck0ScGmMTFnlmegTotQFZF5Qpw55T1p/dGO1SQ7XVqhrMAIR7KIizkjbyBMzpxAHVChApHpTj3wwAOsZclwuf7665nwImeJjBA69r722ms9RJUCCTIKe9JxmaJaJGho0kF6Hhk1GKbQIh2jN27cyI7Jy5cv71WBmg7l4NFjKO/szDPP7CHmCDJzqMp2tDn66KOZGCWHkcQxFVxQC5j0vH3K5SfnTYFCviTcaGIFfU4SrNT7Lz2cGgqF8Pzzz7PXylsxN9DKJfs2W8xcy7gdrXBJEkqUAohxirGPBjpzOat+pLmy1GuOxJxl3jx48L9U77fxKH7omsyriKhVSnGxtqoIJRJzI8iZGy3a5BAhzWUt0MhcVgVriezMTWCvue7iB9742VyijVFeCiU00gt2TEM7pks8GZ1y5gTjCwmzbOJsOO12KBybCYmMdMgUue2229hloNcgB24ggUJu6Pnnn88uQ4GO+eQQUmsy5RhPoog+N5k4Y8U555zTb1iV+vKl9+YbTO84EthkRqX3zcs7MTfQys22caZDJcNaw+GshzkqwcSPQzBoyJlLWsuZgGrS6eAMOTHNPg3mufPY/4XXrB3b9yYR+T0Ps9dX83y5orgOJqN2GrUqiefKSC8SxBSqM+p6Ji2PB61yzpw9pkdpsTbmsiqUFBbAlSzApBivVG+RW+VMRMNgqmRNJCUUFGvLmaOeh+vlZtEzEvxgSlXBkXgEJr02JlkItMuBBx7I+rc1NTWlUqS+++47ln6lhHG1gtFoZMUh40luWVwaxeFpTPWY09ls0I1y4uxYIhWUp6ZAdIW62LV5HrfGqVktTWcYKyKbNrFCC8liwUY77yVVGB9/ETRSLPYqlCQSqSkQXUG+HseTcDwMZ4T3pTNGbezAriWUQfHKSC9v1AtPxDMxDYOjMTZerLRIO2PliFKbka1DojjkR4GxgBV11Ht6N0QVCMYCKrpIz3UnMUdFFZkVuWrn9NNPZ5W444kQcyrA7W9JiTm9RhoGKxiKKlCWNtKL3VdZCT3lWyQSCK/rWa49FsUPlkWL0BXh722DdoSwgrW0iv0QlVCrUlU6nrT7ed8pSyKBWNLORmRpCWU+qy2ZRKmhYEJCreltSUgUlRVoSxDbLbQOuZiLetox3c6rwkXenGAixd0333wjvoBBIMScCvCGO7vz5TQUYiVMRZUoldvBUJhVyZmgIgiCiiDGuvjBumQJnBE+U9TGWqVoC7u9GMGkiVVApk9iGE9aA92VrD4NjUNTIOHkkF2lWr06xJzW3E2dTkLQyPNNY94OTC8WYk4g0ApCzKkAf9SJktQoL22JOWtxZbczlxYetMh5c2NZBBGUix+sS5fAHecr0KbTVq4XUWYzMVeJ+rulV5WOJ+nTHwJGjU0ukMeiOcG/+yqYxl3MUZ6jsg4pZ86lK9acu0mE5KkVSV9HypnTensSgSAfEGJOBQTjXhT7tdeWhCgsq2IFEERXmggxzxvbIohEMJh6bXLm3EmeM1eksZmiBDk41BKiegLDrEqPOapkpSbGWoPc4ICRO4rVcb5bG8/2JK2+VpZfZoaOtcfxG7QniImYhf9+dMFO4cwJBBpCiDkVEEwGUjlzhgrttCUhSuzFKJQPnl1p4UGlCCK8Zs2wSuoHlS8Xj8NQXQ2pugoeibtaRRZttYMgiiwGOJkzF584Z05+TxKUMYu2TigUlFmo1ZHouIs5mpZA1MAMqqsOmbQp5mDj370h2IUZ9hmp9iRj8RsWCASjhxBzKiAghTQbZiVXyRjjEzU608KsZmrwqNcj7nIhljGebTSgofKEbcUKuCIuJCVASiZhLxzbiRNjlavk1xd3h1kDExtmTcqjsbRGTBZztXIFtdIqZDxo8Daw60kx3iInatGeu8ko5O1UzBEnpsq/JaoKdoZ7z81UK0J4CnKFoWzLQsypgIAuptkwq9WkhzHOx+V0pu3wdTQ2bc4cdjuYMXJtNAh8pYi5bVKtPKgQw6qxyQUKAUOpasKseo2KuYTsKk0N8WHfjd7GcTuwK87c5CgX5Embthx2BVNxFeuRp0MC1kgQkwr4aLyNro1QO0r7ChpFJRDkAsq2PJjWLKpsGpxPJBJJ+HUJFAf4Gb2hXHsHUj2rInTBGw8iGo/CqOcbnnWrrRBevZpNabDvs8+ovV8yGkXw2+9SzlxnkId3K2Jx1rNNi0RMpagOdYs5yr/SSbrxd+bicfjt2hTEUgEXUFMDTkhlRQjGgqz3YYV17H9TDR7uzE0Ny30V5WXRGsUFVlaMUwEP4GvD7NLZrHHwetd6rKhZATVD8zFpdFR7O98f2Gw2lkspEGgNOgklIUfbMm3TtG0PhBBzE4zH64FbJ6XlzGnLmSN0+hLok07EJYkdPGsKalJVpq6nnkpNaRgtQj/9hGQwCH1xMUyzZqFrw0/s/vJEHAWl2hRzUUsZKvxxSEkgloixnn3jIUII6vCv9AikMGtziTbXobGIr6+iqBs1BXPQ4m/5/+2dCZhcZZnv/7XvS+970p10dkICCYEAIbIIyKKgzgB6r8jw4FXR0XGG8eqjgMN4cVwYxxlGxvGi3DsoiFdwYxgxrIEAkrAlkH1fet+rums993m/75zTVb0k3Z2uqj7nvL/nSU716erqU1+drvOvd/m/IjpXjHXUInMLEtKo2GnQDxVUNtGlRFBpGwBiHVgYXYgXjr4gxJwRqK2V7z2aoGMYI0NCTjunTwWLuRLT39OO4YwN3pQxfeaItLsMFZm96HA688Scd+WZYjvyzjtQMhnYpvDpYjr1cr61a2Gz29Gp1itVprMIVxivAULgL4erGyhTbOixKSJSViwxp0XlPNmsmEQRMNhMUQ2POj7LgQya/LVCzFEt2+rq1QX9vZlsRq+ZW5CUn8o8Bk330xSILtWvD0OdWBSVpRJGEXMUiaurq0N1dTVSKdkIwzBGhFKrU4nIabCYKzG93cfgGqZ0WkaMpbIHpOGpkUh5SMxl0eHMH0XlaV0Im9+PbDyO5P79eg3d6RL/k1ovt2aN2J7ok4XuoYwN0ZCs3zMadrVOrTqtoMctu0tXVKwoeidrTPEiGlEv5gYjHAxiQPEhbBtGo7ccr6l1c4WGTJ7JZ85pc6I2nUFCcSIULjdsZO6E6tcnInONl4qb+/r2idSPUdKWdBGczoWQYYwON0CUmK7ew4iq9bo0BsuIKL7R+axdw136forE+VasyDP4Pe3flc0ivm2buO0/R9bwdKhD1X0ZNzxOY76BO0MyqlSbThZ9CkRuJyv53ZUFjDUHUaM84NKnQDQ5w0XraNWbH3yV4tNxN8IoM9goLw06bkqzCoY6sCCyADbY0Jfo02cvMwwz92AxV2J6Bo8iOqSmWA02l1XD5i9HpSrmxg6Jp7q53Dmqp0tizx5kBwZExM+7bJn6O2W9ly9rvLmsGt6IfO3rU4mid7RqnawUmetGxHBjqDSi6iQNotEu7XK09Gch0X5Hk2q2LEZ5GVTMleeIuexQO7xOL5pCTYZKtTKMFWExV2L6Y+2Gbn4gnKEqXczlRuZy6+Zmy54k9tLLYus/+2zYnLJKoCfVL7YeA85l1fBHZFS2JlP8kV66mEun0W8Pw+Uw5tsCiVASUkSTIp9DMdKsemTOIVP83UpEiCIjEvW50KnISRrpAXkOtkZbxXZvL4s5hpmrGPNd20QMJrsQ1TzmDBqZc4eqRM0cMTYVo0XmErt3ixFcp0ts82axDVx4gb6vNyN9xbx2gxq10kU06EePEkS1NgWiBJG5+nQGMadx11DMuFXFXF1SiuLO4U5hUVIMW5L6rEzxU5o16jdmqtrpsGNYm886KFP91NFKcGSOYeYuLOZKTDzVNxqZM6DHHOGN5ETm4vmRORq3JWoBMxmM7NhxWr8nOzKid7IGL7xQbBOZBGKQXWsBpzHXT+sipIhOKYyDyUeMqEunMeIyZuG+NhatB1LMeYf6EHKHihKd00d5JeRrN2CPGrZ2k0h7ZZTYFu8U20VlxupoZRgrwmKuxMSzQzmjvIwpRkLl1XoDRPewvABoUPeb76yzxO3461tPu4tVSSbhrK0V/nJEp3rBcWcVeNSLkBGhGiuK6FA3pJZmLdb0ghNqA0l9Oo2UQeey6mPRVDFKKUKt1quQYo5eI61mrnZY1jsOq7VzRkVRDY+d5D2YzeiROa2jlWGYuQeLuRITV+KjDRBVxhRz0VAIvrSsX+seUzNH+NetE9v4a2QWMTspVs0iQavRqyIfO4O67mu1SuTvVa3WzI1kRsRMzEIzmBzEYGpQ3K5LZ5D1GVfMESMeefzKUIcu5grZBEHnH6VxaVpHTVy+Xkn1GIwK1cASdiUDxHvQEm4RtitDqaGSjJpjGObUsJgrMcO2JCKaNYkBDYO1qJIjLYu/B9NxkfrMxb/uHLGNv/GGGMU1U2IvvyS2wQtG6+U0Cw8Sc86gMddPq1UadEThUYCIzZ1Xy1ZIjg/JFGs4C/jJR8zAa0ikVaNle7wLjcHGgtuTaEKxLlAHb1zWi2aKZPZcKCJBP7qVkO41R+P55oXniS/39O4p7cExDDMhLOZKTMyWQlTW78NRaczIUsDtQDIbhEtNwYy1J/G0tsJRViZGcA2/s31GvyPV1obEnr2US0Ng/Xp9PxW4a2LOpU4AMCrDbimkqhRZPF+MKAhNSSBq07KBxaH63RmVrF8ev3ukqyiRuYMDB8V2XmgeXAn1vDdwhHisPQl5zRFLypaI7a7eXaU8NIZhJoHFXAnJZBWkMgrcGWNbk1DKM+aITmpPQiO3/OfI6Fxsi7QWmWmK1bvyDDii0joht2auKp2Bz+BiLql2EVZl8mvZihGZa1D97bxhY46h0rCrKUJPqh9NgbqCi7kD/QfEtiXSAl+yxxSCOE/MxeTf1/KK5WL7brecg8wwzNyCxVwJGRjopzyruK0EfLB7vTAqcWcElWrx/tjIHBHYILtPYy+8OKPHH/zjJrENbtyYt79TjSxRZC5QVg8jk/GpXnNqKlqLmhUSLZXbkJa/0xs1tpjzhCqRVj3mmp2j3aypTGHmdB7sl5G5Fn8tHIqsd/SonoGGFnPIj8wtq5AG3SzmGGZuwmKuhPR3t8Eu5rIa12NOI+Gm+axqZG5kfBNEcMMGfaxXurd3Wo+dGYoh9pKslwu///153+sYlJGlaBooKzN2F6FNnc9anxzJswwpji1JBoOKD9GwWitlUMqDXl2IVKVT8Dv9yCgZHBkqTHTuwIAamXPJ30lrGA4Zew3zR3q154m5Y0PH0J+QJt0Mw8wdWMyVkM7ugwipzQ9ug9bLaaQ9ZaPGwRNE5ly1tfAsWUJeDohtlsJsqsReeF40Tribm+FulW70Gh2aNUnGi7KAHOFkVJxhmZ6blxgqWpo115aE5rLSfFOzpAhtsS40R5rzImizSTKT1G1PWmzy3OtQosK82MhUBNzoHJNmDbvDekMJR+cYZu7BYq6EdPQe1psfXFXGrrPJ+spHI3MT2JPkpkgH//jHaT12/++fFNvQ5ZfrliQanQlZp+TKBOF2Gvt09kRrxXZeMl6CyFxaDog3uhAJ5tZ7daA53JxX2zabUC0eRf0CrgCq1GgqRQWNOpd1ojQrWbxoaHVz7/W8V7JjYxhmYox99TM4vYPHEIkrhrYl0bD5y/UGiB4yG52A0BWXi+3Q888jG1dDkqeAUrJDL7wgbkeuvWZcZGQwI0c1ubQaHwMTCpchobiEsNKaOwpV60WQhYwmvGmUF43CiviMHpnz5NV76ZE5teu0IM0P4RbY1AgWRbSMLohzo5vZCcQcR+YYZu7BYq6EDMTb9cicUQ2DNZyh6km7WTW8y5fD1dQEZWREF2inYvCpp4BUCp5ly+BZJMcKjbUloekPNoexxTBRHiQhEkZ5Ngu33QkFSkHtSbTmBy8ciGazGHBEhd+d0VOEmhChqBIJrUKlWXM7WbOD8nWiIfVlBk9V+91ODDjU+tMcMcdNEAwzdzH2O7fBGUx06aO8HAaPzLnCNXrN3GRijlKk4SuvELf7f/2bUz4mjQ7q/cVj4nbkgx8c933dliSTQcrgrvtERcCDbiUs/ijr3NGCd7RqtiRVNg8oeT3iMnYDiZZm7VTkfNb0YJEic5EWpPpPmCYyN9Z8GVn5d728fLmeXi7GdBKGYaYOi7kSEsv0IRJT06wG72b1ldWgSh1F1RXvnHSGY+T6D+upVjICPhnDb7yBxHvvwebxIHr9deO+r0XmKCJodNd9ojzoFmKOqHMG8gRXISNzNRl73igso0eV+tWoUmagTZj5En2JPvSN9BVMzNEsWGLQVQ6XwaObhC0oG7JsYqSXbGiKeqOoD0j7n53dO0t6fAzD5GP8dx0DE8vG9Mic0+DdrJGyKmEPQgxnRsQcx4nwLGiRBsLZLPrUqNtk9Pz0IbENX3N1nlHw2FFe1ZkMFNXWw+gpwm613qtGcRe8CUJ77JqUfOFSqs+d0Ul5KvU0q9/lR22gdtajc/RhRbclibToFh4prznWMBzwi1nBgqG2cXVzO7p3lOrQGIaZABZzJSSuxBHRxVyF4f294koIYbVuTkuBTkTZTTeKbc/DDyMzNLHoG3nvPQz+4Q+Um0X5zTdPeB8tnUtmxdpwcCPjdTnQZ5eitTKtFNyeRIv61SUTphhDpZH2y+fhUM/BQnS0UlQ4lorBbrOLsWEO9YNFWh0nZnSkPYn6AUqtByTOqDxDbN/qfKtUh8YwzASwmCshmWQKzqw5auY0SwiKkhEdw6OF02MJXXEF3AsWINvfj56HZPRtbNSj47vfE7fDV10F7+LFEz5ObmTOHTH25AKNEZc60itR+CkQ2mNrvnY2g4/y0rAF1fmsyT4gkxoVc2okbTbQGirIe81tc8KtWuRov9voUFdwu1I2LjJ3VvVZYvtGxxuTllIwDFN8WMyVCHojtI3IN8NMwAu72234WqVeW0Q0I5wqMmdzOFB5+2fF7e5/+xES+/fnfb//V78SEx9sbjeqPv+5SR+ni4qz1Zo5f5lMpRmdlFeK+pqRWMHFnDaztCU5KLbeiJxlanQ84dGRXiiQcXBuvRyGe2BXMsgqNtN8qCDzaDJAFgyOnoMrKlfAZXcJ+6FCzrxlGGZ6sJgrEUOxGCAt0mCvkNEYozPkLBMD73OjZpNBEbfAhg1Qkkkc/fxfItUh7z/04oto+8bfidtVX/hLMfVhMjriJ/TIXKjcHGIu65dirj4+oKdZs4oavp1FyKOvPSbTZ02pNJKKA8Go8esOtZR/D9R6r1iHFFyzXDO3p2+P2C6ILtDr5XoQQlnQD7NE5jowPs3qcXj0urk3O98s1eExDDMGFnMloqfzGBzDcpqBq9ocn+ZH3OV6mlXrNJ0Msimp+/t74KypQXLfPuy/+hocvOljOHLbp4TAC152Kco/+cmTPoYWmfOlXCiPGHsepoYtINN0DcO9sMGGZDY5qQnz6UAzNsnHzu/wCl87MtolnzszIIyD9dminbrX3JGBI7Nmwry7d7fYLilboos5siWhcgPTReZy0qzE2dVni+3W9q2lODSGYSaAxVyJaOvcj3BcijlvVY1pUoRTjcwRrpoazH/4P+BZ1Irs4KCwIqGGh+iffRQN990n0rEniyz1pWR60JYOCNd6M+BU03ShZB+q1EL+QjRBaCmyRk+Z8Jgj8VNpEjEnjYO1Tsx20c0acoWQVtLY35+f0p8JFCnVxNzissW6sS6toVnOw7yaucF8Mbe2dq3Yvnri1VIcGsMwE+CcaCdTeDp7DyKqesy5q81RNJ31VaG679Q1c7m4GxvR8utfI/7KK0h398C7Yjk8Cxac8ue0yJ9LUZBRwvA4Jxd+RsIbkeeCHRnU+6qFKCYLkZVVK2f192gD4pucQbGlzsXlpokqudGpjfSKdYgo8KKyRdjWsU2IsCXlS047qkmdrFQ7JurxhuTs4E5EUWMSQUyRuYm6WYk1NWvgtDnFOtB51BhqLM1BMgyjw5G5EtE1cFS3JXFUmKNWyRaqGm2AOEWaNe/n7HYEzj9fzF6dipAjtHqvmnQaMac5ag6JaCiAPkUaBmtTIAphHKxF5mqzTvNFldTOasFQ52gELSc9ejpoj9EabRWCTovMmSvNSjVzMjKnUJo1p3M14AroFiUcnWOYuQGLuRLRnzuX1eDTHzRcoWpdzFFEqZDWBfr0gnQGwyYYQ5VnHKymCBvVqJkWRZtNtMesTcnmin5nmWmim5UBz2hUKSaFlhaN29Wz67Qff3ePFHMU7SNy57KaRRBHfS50qQ0QtkwSGO7N+/65deeK7ZYTW0pyfAzD5MNirkQMJrv1NKuzyhxizhutEQa+RCqbQn+iv2C/SxtAX5vJIKnaeZgBEgPUjEDMs8uU3eHBw7P+e44OqWJueERsE24TrWFOZI5GeumNCrMcmdMeM63+DorMlZtgLitht9sQDATRqwQnrJu7sOFCsX352Muz1lTCMMzMYTFXIuKZ/tHpDwY3DNYIVNSDLmVlUzAOni0xR2nWjM8c60dUUHpLjSo1yWWcdT8viphqkbn6uGwiSZlgtq1GwO1Aj0Om3rOq0FoYXSi6g7tHuvXJITNlV6+M7i0ul6lbRY3MjXgq4TTBXFaNyqB70o7WlZUrUe4tx2BqEFs7uKuVYUqNed55DEY8PYRIXN52mCTNWh4OYUDx6R2tU22CmAmjNXMZQLXzMEtUSUsR1iWSunHwbEY/SMyMZEbEKKqGmLQ9yZpoDanhIelVG0nU84RmtM4Pzz/t6Bw1PmjiWovM2dVUrllm22pQ/d9kHa0OuwMbGzeK288efrYUh8cwTA4s5kpEJjECuwIoNsBZXm6aN3+q98qtmyt4ZC5Dc1mrzRVVsskLaHigGz6nT1hhUEfrbKGJkbpAHYLqGCpHyBz2OBqZgHw+juQAkIzn1bhpNW8zYU+vNAuu9lWjzFsGpBNw0dgwwmRrSFY11KE7kZgjLm66WGyfPvQ0Mlk1jMwwTElgMVci7MNpsU0HvLA5naap9+rG6HzW6XS0zjQyV5umuazmiirF3TJSqwx26LYPhwcOz3q9XGOgHp6M7MJxRcwxQUPDG4xiWHHnpQi1SJqWJp0JWlRvUbkUhojJc5wmaHiD5vhQNlHKXzNGHls3F/FExN85d7UyTGlhMVcCqGbJPiybH5Qy1dzUBFA3ZD/NZ52GcfBMoOYKTSjWZNIImGSUl4ZWv2YbakdTsGnW6+a0x2pSG0cSihPBsLmESGXIm5MibM/raD2dNKvWDasJQ03kiAkaIS/MRGUoN8063rja5XDhyuYrxe1f7/t1sQ+PYZgcWMyVgMGhQdhlEyHcVeaJKhExV9loZK5ANXPdw91iFJVTURBOA+Eyc6W3skEpTp3DnZgXnlcwMadZn1AqrcJkQoSixO3IFyKa1xxNgZhpDeKO7h1iu6x8mdyRM/2BIllmojI3MjfGOFjjutbr9FRrIcsqGIY5OSzmSkBXx2F443LpfXUNMBMj7ooZGQfP1GOuF2HTRUQcYSlOPcleNAXqZ13M6dMfbFJ80Ogrs5jd5k2B0IVIm14jGHKHkM6msbdv77QfM5FJ6ClafSKHKhQpgmW2NaTI3GTdrBpkHkyzWila/h/v/kdxD5BhGB0WcyXgROc+lA3JNKu3Rl6szULaV4nqAqdZR5sf0uJiQ0a7ZsIXqUZascMGBU2u0Kx7zelp1qycDUyixyxzWTXonNBThKoQoXrEMyrk5IJ3ut6Z9mPu7NkphCBZctSrIhsDOWLOZJE5ej6j0c38KRC5/MUZfyG2j+x6pCAG1wzDnBoWcyWgo+egPv3BXWOuFCEClXpkjiwwCtHllheZs5XB6zLH5AKNypBv1DjYJoUqXSRnYy3JyLlnRHawNiXTOSlCcwliEqejKcLRqNKZVWeK7Vudb037Mbd3bdc91kgYyseWXcZtSrkJI3O0hqqYS48AIxObgF/UeBHW1qzFcHoYd798N5sIM0wJYDFXAnqGjuuROWeVubyp7MEqVGQywnYlo2R04VAYw+AMBl3mKtwfm96qTaXhtDtFGms2Ip1UL6alHO0DMg1OHchRk0wuyBUiExXva2JuJpG5tzvfFlttLmleZA4UmTPXGtLzScCNAcU/qT0JQcL2rvV3wePw4NW2V/Gppz+F5448x6KOYYoIi7kS0D/cjjJtLmu1uRogyOKCjFa06BwZ3hbMMDiTwYjHXGJY9/dSxZwj1onGYOOs1c0d6D8gti2RFqQH5DrG3RVw2NVIk0moIjGnDYrPKd7XhBitwwB50E2DNzvezBOE8rFza+bMlWaliHfQ4zxpR6tGc6QZP7j4B/A6vHi9/XV8/pnP48VjLxbvYBnG4rCYKwGDI92jYs5kkTlfmezErE+nCifmtLms6bTpXPc1IUJzPgVD7aNec7NQN7e/T0bmFkQWQFFtNZJec0wgGRtVGk2zjp6DVO/WFJJ2L291TD3VenzouDBudtqcWF21Wt+vqJG5DpSL4fRmg0Z6nVDU6PfAsZPe9/yG8/HoNY/ivy37b1gYWYgNDRuKc5AMw7CYKwWJ4T54U+YUc+FoNRKKS5j55ta3FSrNiqDJag61ei/VeT872IZ5odmzJ9HSrBSZc6qvTdJvvjWkqFJcjdraEqNTIAiq7yIogjRVtrbL+aPLK5aL0WCC1DDsI73iZsJXI4bTmw2KNp5Q1NnHA6eeQrIgugBfXvdlPP6hx4UPHcMwxYEjc6UgFhOblMcBu1+9MJiECooqIVIwMUdNAJp/HaVZHWFzGQYTZX4aiybFXLLvhO41d2jg0OylWcMt8A6rNXihOpgR3wRTIIhzas8R29fbpi/m1tSuGd2pRvxGFBfcAfPVbuqROajPrX/qnap6gwjDMEWBxVwJsMUTYpuMmEvI5XYR1qXTBUmzdo90i8YKh6KIRgtP1FzWLgTVr2lRpexguxBeuUJspoykR3BsSKbKFnjK4VBkeNgVMaeYy58C0TYuMkcGwLGU/GB1qokt2rgq7WdzH1N0sobMVS+XG5k7rkfmTp5mZRimdLCYKwHO4azY2irUC43pzFrLUKdG5mZbzGmRPmqwIEOSYIU5hUjar6YIh9pF6kqbz0pdrTOFIns0OYPmaZYnZNqxWwkhGpKTIMxGbhNEbt1cXbBONJXQhwIt4naqdaN5ti67K1/MqWlH+h3VJhVzlblp1n4WcwwzV2ExV2RGRkbgVMt3PLXmjCqRXUhtJl2QNCsVoRMU+RtSvCgrM58gJmwhWcfmHu5Eja8afqcfaSV9WnVzuSlWEolEhwm7MDWqcrqCx46jWl+/XmxfOPrCKR9n87HNYnt2zdmj9XI5ApEicyQczZpmPT6NmjmGYUoDi7ki0952GJ64rCcJNTbDjAy7K/XIHPnMUXpvtqCuQqIhnREdn2a9iDrDMuLoyCZEAT81LBAH+g6cdvODiPTpQsR8Y6jyInOT2GpsbNyoizlKo05FzI3rzlTTrPQ7qkwcmSOxKkj0A4nBUh8SwzBGEXP3338/mpub4fV6ce655+K1116b9L7//u//jg0bNogIDf277LLLTnr/UnO0fRfK1ffDQL0sbDcbKX81wtksvIotr/t0Njg2KFM99ak0OlBmujFUGpFwaNSsdahDWInkCrLTEnP0WDlCxLwpwtzZovnn4Ll15wpPNCoD2N27+6QTM8gId0Ixp6VZTSzmyOIlBh+GEJA7ONXKMHOSOSfmHn30UXzpS1/CXXfdhW3btmHVqlW44oor0NExsfv9c889h5tuugnPPvsstmzZgqamJlx++eU4dmxu1ne0de9FNCYjAS6TGQZrKMFakIyrUadPzWbd3LGYfF0b02n02aKmG+WVbxysec216XVzpyPmcg2Dldx6r7AXZl3DySJzXqcX59WdJ27/4dAfJn2MTYc3iXmsi8oW6a/BhGnWoDnXUEvB6x2tAzx7lWHmInNOzN1333247bbbcMstt2D58uV44IEH4Pf78eCDD054/4cffhif/exnsXr1aixduhQ//vGPkc1msWnTJsxFugaOoEyNzJlVzDkj0i6kJj37dXNamrU+nUbMrdbymBDZFVw2LjK3r2/fjC1dDvYf1MVcql+LKpWLCJb5GyDGn4NXLbhKbH+777fIKrIpaSxPHnhS3rdF3jcPVRBTqro6bN66Q+JoRrMnmZsfkhnG6swpMZdMJrF161aRKtWw2+3ia4q6TYV4PI5UKoXy8rnp+9RHo7xi5jQM1vCUycaOxtTwrEbmqLYpV8yZcZRX7mxR8usTDLZhcdlicXNv314RKZou1DiRzCZFarE+UI9sv3xNhtyV8DjNG93U0qwiEjmmNu7iposRcoXE+fla22sTdrG+dkLuv7L5yvxvKgoULVWNMl30mI2wzwmXwzYt42CGYSwu5rq6upDJZFBTk+9IT1+3tU0tuvPlL38Z9fX1eYIwl0QigYGBgbx/xSQe64QvaW4xR3YhGcWme83NVmSOPOYSmQTsCo3yyiDjN2dkk6BomV54PngC9cF6BFwBYU0yE/Pgnb07xZZEocPugG1IirlMwHzTHzQqcjoxbckhYKR/XKr1Ay0fELcf2vHQuJ//v+/+X2HlclHjRfpINZ3hXtgy0i+y116OiAlHeWnmvxWBXK85TrMyzFxkTom50+Vb3/oWHnnkETz++OOieWIi7r33XkQiEf0f1dgVE2VAXlCSbjvsAbWo2GRUhfzoRkTvaJ0tMacZ3lZmAXHpDJpXzFGkRxNz2f5jsNvsWBRdJL4+WcH+ZOzq2SW2i8sXA5k03MNd8hsh803Q0KCIo9sXQo8SnHSCwSdXfBIOm0N0rL7VOTqr9ejgUTyx9wn9PuNQI1Tk0xcOBk05ykujMuRGmz4FgtOsDDMXmVNirrKyEg6HA+3t+Z1n9HVt7ckvOt/97neFmPvDH/6AM888c9L7feUrX0F/f7/+78iR0593OR3sMZl6TJq06Dx3UHztLE+BGO1klSLRFTWvECHzZe0CmumTIkRLtc5EzO3skZG5pWVLgVgnbMgirdjhUesbzXwujqYIxwuRpnATrl14rbh950t3Ip6Ki+jn3S/fLaLANPorzyh4TPMD1RyatZNVoybk5SkQDDPHmVNizu12Y82aNXnNC1ozw/r10uRzIr797W/jnnvuwVNPPYW1ayd4483B4/EgHA7n/Ssm9rgUONmy4v7eYkLdkXKk12hk7lReXtMxDJ6Xkr513rIGmBWnw46YpyYvCqSJOS3KNh20n1lSvkQXIp2IojJsvpFy401vK+UX/RN/cPvC2V9Ata9adAr/+e/+HP/9yf8u7EiovvDu9XdPPGdUF3NR01q7aFBzR94UiFn4W2YYxsRijiBbEvKOe+ihh/Dee+/hM5/5DGKxmOhuJT7xiU+I6JrGP/zDP+DrX/+66HYlbzqqraN/Q0NDmGuQoHENK6aulyMCbgd6bOWoUadADKeHhV/X6UKpL6IhnRY1ecEyc0eVUgHZSOKItQPZjBRiOVG2qdI93I3OYYrG2aQgtJAQoSaIY6cYR1Xpq8R9F9+HsDss6hFpZqvP6cN3N34X88KTeEHqnazmj8xVh7w4odVv0izbMbWHDMOUHifmGDfccAM6Oztx5513ClFGliMUcdOaIg4fPiw6XDV++MMfii7Yj370o3mPQz51d999N+YSg4P9cKudrEGTTn8gKJIRoy7JNFAGF3qREqnWqFc1cD3t6Q9p9CCMqoi5o0r2cDXSA3Y4kRapURJzVN9Fwqw91o6aKTYvkDgh5ofny3FUFkoR5qVZJ6iZ01hVtQq/v/73ok6Ozt9Lmi4RKdhJ6ZNRvmNKpWk7WXMjcyPwYNAeRig7INPVvtP7W2YYxuRijvjc5z4n/k1mEpzLwYPSO8sIHDuxF5EhStkoiMxrhZlJ+KqAQaAm60CvPSWaF5ZVLJuVNCvZknQolcK+w8xUhPzoQBT16BFRJV+oFgujC0XN3Pbu7VMWc293vi22Z1aptaQ50x9aLRCZ2zkFMUfQh41PnjFBs8NE9B/WxdzZFqiZIzptFQhhQEY4a1aU+rAYhpnLaVYzc6x9N8oHZZrV32jOUV4amm1IvVo3p6VIZwqZuuZG5sgqwaxmtxqUAtXtSdTi/RUV8iK6o0tG26bC9q7tYruycqX6WCdyRnmZtxFHi8yR4Jp1W42+UTFn9uimZoh8LKt1tBa3aYxhmFPDYq6ItPUeQIU6/cE5xkvPbNjVQfFNiRHdtPZ06Ix3ii5DB2yoTmfQ4zCv2a1GTTinVkmt0Tqj8ow8gTaVOs13ut4Rt1dWSTGXUR+Lon5mFyKUAs0zvM2qM+ZOh2xWr787qlSZfg3pPCT2p1VR3Dd9n0OGYQoLi7ki0j14BOXaKK9TWK0YHXdUirnmhGxEOTp0dFY85qrhFrUBg27zeszlXkTbxthqrKhcoYs5GtF1KqigfyA5AI/Do3fDZtTpD932CoS9c7LSYtYgoUWiNU1vdTQ5Yyjf9mhGDLUB2ZSwdhGzbU0e3awIuEENvQez6t9cr3FKWxjGKrCYKyKJnuNwZoGszdzdrIS/XHZizldtRE43zaqJuZq0TFOnAuYWw0RtZHxkbknZEvidfgymBrGnb88pH2Nr+1Y9PeuyyykF9kH5WCl/zcS2GyZLEWbgEM0es2Z6qzY/kA8gPTbV5ZkZssmh53hYUcVcz4FSHxLDMGNgMVdElN4esY0HHbA5zR0RqYiG0asE0ZSS9iRU7zaVSNIpbUlSchaaEjKvx1xu4bmWIlTUyJzT7sRZ1WflCbWToc0cJfNbQWIQzqS0lsiMHVFlQioDHjjtNhxXZrHeS30MqpcLeZzwuc2d7tfqNw8pNaOROfaaY5g5BYu5Yi72oPQlSZh4+sNYS4iqTAYumwNpJY32+MxTXAcHZGpn4YhM2zrLzC9EpFmrNtJrdMD52lppjP162+unrJf7U9ufxO11tevyokp9SgDhiCpwTAyN2SIhohsHTzAFYtqoNWNHLdD8kJvyp/pAQWJAzKZlGGbuwGKuiLgGZVQpUxGB2aGLHEVDKGZR7wqfdhPE4QHZPbggKcehBSrML+a8LgeGvTK1ZSNvOCq8JzGnjpeiyBx1+Z5MAJMnndvuxqrqVeOiSpYRIpGccVSnsCeZEqogJnFjdnscDRLE5DU35FZFcS+nWhlmLsFiroi4Y/LC66qV9WRmpiIw2kXYAI9ejD8TKMKk/ez8VFpElSrKzR9V0rqCs4oN9mwSiHfr9W9BVxC9id6TdrW+dOwlsV1dvVo0QIy11DD79AeN2vAsizkLCmIa0Ud0udT3Lm6CYJg5BYu5IjEcj8GrTn+IzF8Es+N22tHvklGlBrVpYaZijkQLFfzTOKqmdEqkHqk5wApURoLoRCQvRehyuHBBwwXi9nNH8k20c3nmyDNi+76m91laiFCKsBCROVpDzVDX7GjC/7hNrZvjJgiGmVOwmCsSh46+h6hqS1K9WHXiNzkjAWlP0jg8clpiTvu5WlcQHkXOw6RoixWoyamby6332ti4UWyfOzqxmOsb6dMbJC6Zd8kEKcJK3QzW7JDw12vmTlfMUeF/jiCuj1rlPJTPk+1JGGZuwmKuSBw4vl03DA40zIcVyAZlx2lLrH9WxFyjza9bQph9+oMGidY801uVDQ0bxJzWPb17sL9v/7if23R4k6inW1q+FA3q6yDQhUgVqoJey6zhMW0N411AStZdzghKdafi4ia9LlaJEGuRud0JrWaOveYYZi7BYq5IHO+kUV7ytqvW3NMfNLSO00WxTt1ehKY4TJeD/fLCUS9dToRhMHlfWaVWaexIL22O6EWNF4nbv9zzy3E1hr/Y/Qtx+8rmK/O/l5MitIoQoajSAAIYgj+vbnBGqD/bhTIk4EadhdaQ2DGinoss5hhmTmGNK+IcYKjjgGUMgzX8VU1iW58ehs/hFfYk2nzV6bC/X0ae5o3IbuARn/kNg/MjcxMb3n508UfF9jf7foPh9Gi0icZ3vdv9ruhi/fCiD4/+QDoBG00voFFe9mrh7G8FpGi1jZreno4QUSObR7IyQlUX8cEKUCSc/KUPZKpH09XpRKkPi2EYFRZzRSLVIy+i8YADNpd04jc7NWVhdCoRcZLN81fnRdlmIuYWxGVoMxsyfzdwbkSEUqITRZQuqL9ApFD7E/14cPuDelTu+9u+L25f2XIlyrxloz+g1osNK254wlXCg80KaPWVh7JVpy/m9JrDCtDyWaWJhCLh1KHehTAyTopwKvpaMAxTeljMFYv+AbEZsUjROVEb9uldhM2uqNge6J+eP1Uik9D96ZYOdYmtM2L+6Q8aNREPjqhiThkj5hx2B/567V+L2w++8yBeOPoC/u3tfxNGwV6HF59Z9Zn8B8sp3K+LWiOiRNCEhojPNTuROd3apUoIOZdF0v2jdXM2DAdkxJ295hhm7mCdd6IS4xySKYlMufkNgzWo008r3l9ol9GRqcwTzYUieVTIH3aH0JCSgthTqV5MLIDw67OpIoSMg8ekti6bd5monUtmk7h90+24/837xf7bV9+OxrHjunLq5eotJOa06NyRWRFzo9MfrJJize2sJvq87DXHMHMNFnNFwh2Tc0ldNbWWShFq9V7zk9Jrbm/f3mk9xr6+fWK7MNAASgoOKj5UlKsddRbAYbfBGaxEXPHARqmtMdYaNpsN973vPnxw4QeFD5/P6cMda+/AzStuHv9guZE5ixTu506BmJVB8T0y5X9AqbXcGtaq4rXNIS2H2GuOYeYO5p72PkdIpVLwyZGiCM1vhVWgcVS9rhpRXtM0JBeAbDQo0ma3Te1zxL5+KeYWeKQotJLHnEZ1xIcj7VVYYjsqI0MVC/O+T9MdvnnhN/GN878BBQpc9klqMnM85qyUZiVqwx68OnZQPFX0T4dsRo/qHczW4nKLibnGMnnOHFTqIAbKde0u9SExDKPCkbkicPjYbkRUW5LaRdYwDNZI+OWn+Lr+LtFdOZIZwbHBqQ87390rLxitdmkrQZE+irJYTYjoQ857J/fqc9qdkws5Itfs1nJrKI2Ds/SWR52/Q+3TfxBav0wSaZsLJ1CBeoulWTWD5B1JNTLXtau0B8QwjA6LuSKw/+hbqJK+uQi1WCcyRyhh2azgjZ3AguiCaadad/XIC8ZC1Z5OGLVaLDJH6WqKps2WR5pMs1pLiNAHgBSc6HaqqdZuGfGdSYq1zV4nRKFVfPo0GqLyA9XW4Zzu6qQ6o5BhmJLCYq4InGjbOWoY3GSd4v1c42DfSDtaIwvzom2ngkZSnYidELfn90s13OGoQcDjtKCY0y6gM5uiQSlCRTUdpk5Mq4yh0tA+ABy2qcX73dOr3cwVgAch07VWq5nTzpmd/R4ofnWiRtf0GpoYhikMLOaKwNCxPWKhk07AUa4awFqEYGUj0oodDiWDpQEZpSND26mwq1dG5RqDjQj0ycL/Qb91bElyL6KnbasxcBy2bBopxYFBd6Ww6rAS2gSD3Wm1Aal7BiJEbZzYnZSvhfXqDr3CWy+ZySJVtkju5Lo5hpkTsJgrApkOWZ8zGHGK7kMrURsNoB3SuHa5W27f7ZmamNvZs1Nsl1Usg3NAirlU0FqRTYJqsw4ptXmpvmnTI6NKJAprIn7rnYdqFO3dpNoE0bV3xmu4P1steie0eaVWgYyDtQhnf7BF7uyUf6MMw5QWFnNFwNErU4TDajeY1S6imnHwMpplRjVHsTb0jPSc8mff63lPbJdEF8E3LCdo2Mrmw2o0lJGYUyNzw71A/NRrNw5VBB5Uai3nMUeU+91wO+3Yr4nimaRZO2WkeJ9Sj6qgtQyDc89Fot3dLHd0sJhjmLmA9d6NSoB3QDUMrsoZrWShqJKWIgwMtKM53DzlVOvbnW+L7QpfDezIIKG4EK6yXpqVoiEJmxdtStnMfdLUeq9DSo3lar0IGl3WEPVhf1YzvD0AZNSumqmQGtbrFfdkGy2XYtXQPgjsd6iRufZ3SntADMMIWMwVAf+AahjcMMaR3yKROc15P9W5H8srlovb27u2n/Tnuoa7xBgvMsJdZQ+KfdTR2VAWgNXQ0lskxGacalUFoDS7taYQITHXhjKkHT4gmz6pzcs4KJKnZJFwhsV80jqLdVTnriGxPdM02tE63Ffag2IYhsVcoUklEwjLKVSoWLzKcqccGQd3uWQ0JNW9H2dWSZ+9NzvePOnPvdXxlti2lrUiNNShW2o0lkl7BCumt8ioduZibl9OmtWaQoRMbxXY0eOdN32fNDXF2uGlyLLNcrYkY9Os+4dcQERdx/aTfzBjGKbwcGSuwOw99A4q1Q+uLWddBCsyEpRv+va+Q1hbI7zj8UbHG0hTdGQS3uyUYm911WooPbKDk+w5NBd6K6a3SIjNSMxls3pk7qBIs/osHVU64lTrvdqn1oiTK+aOOOS5bMVUdW6a9WjvMFC7Uu5s41Qrw5QaFnMFZu/ulxEakbeDLWo7v8WwlcmLpyd2HIvCzQi5Q4in43q36kRsa98mtquqViHRIYvVD6HGuhERIeZqZla8T/5ymQRScIgpCJaNzJVLIbJTUVOEHTum/sNq1+bOjIwyN5VbM0LcqIq5430s5hhmLsFirsB075PpwpgPcAStV+9FhKsaMaK4YCff/IFjWFO9Ruzf2r51UrPgd7rkp/1z685FRi3e7/fOs2QHoRYR2a9oY5T2yNmiU0X1AjuUrUEGDn1gutXQJhi8kaiffmSuQ3ZWvzEs6z+bLJru1yJzAyNpxCtXyJ3H5AcvhmFKhzWvjEUkeeKw7jFnVSiKkWt6u7ZWplpfOvbShPffcmKLGBjfGm1Frb8G7n6ZIkxG1PSYRdfwgFKHDP3JJvqnN1tUTRHuVhpR5nchaLEJGmPrvV4d0kZ67QXSstP8pNDIKjUauiUmu6mb1Cif1aDpK1G/NJw+Hlw5GrXkJgiGKSks5gq9wN29lvWYyxUiuZ2Y72t6n7j5p7Y/oZ+EyRg2H9ssthsaNghPNVdKzkJzVspxYFZkXrkfSbhwWFvH6Zi1qvfdozSIx7EqNSEPnHYbjmTKkPVEACUztQkG7ZSOVZD216ALEYQ8TstN0BhrN0QcTviBcpq3rADHXi/1YTGMpWExV2DcA7JgTqlUB6VbOKok6NqL+eH5IuqWVtJ44egLefdNZpJ4/ujz4vaFDRfqXZjHlArUVERhVahmjqYO7NF80tRo25RQ77s322DZWi/N4kWmCW0Yii6ZevH+CVkq0ReRP9NYbr0JGhNFOI/1jQBN58qdh18t7UExjMVhMVckjzlvk3VThNSBqtV7pTpkJOSSeZeI7VMHn8q77zNHnhHRuhp/DdbUrNE7N6nea36FNWsOCZpeQBERiq5NKzJHtXV6ZK7R0pE5Yn6FfP4nAsumXu/VJs2rj3sXi22ThaPsuV3Bx6ijtWmd3HnkldIeFMNYHBZzBSQWH0JEzSLWLJd1YlbE73aixys7CBU1rXXNgmvE9sWjL+KAWhNH/Gr3r8T2Q60fgsPu0CcXkC2HdiG2KiTEaPqAoHMK6UGCPPpG+qj1RBgGW13Mac9/t6NV7jg2cRNOHiekmNttk1MPrBzdJDR7oCM9cWD+BaORuWS8tAfGMBaGxVwB2bHrJVSpYm7B2RthZZJRWe/mGjwKpEbQEmkRtXPU6PDjd34svrfl+BbR/GC32XFd63ViX4Y6N9XJBfMtfhEVYk6LzHW8O7WOVrofRZVsNUjAjXkWF8TaB4LXUwtG06wna4IggSJq5oBtaTkX2OqRuWY1Qn6gKwZULpbmwZkEcPDFUh8aw1gWFnMF5MA7z8OTBtJ2wDfPegPic4lUNmBA8cFGxdJq6vTWM24V29/s+w2+seUbuOvlu8TXNy65EU0hGcnLtEkxcsg+D1UhD6wMCbG9SoOwF8Fwj/SPm2KK8J2MNLu1emROS9W/MRgBfOVANnXyCQbHt8n7hOqwrT+c9xhWpblSPv9D3TH6awYWvV9+Y88fSnpcDGNlWMwVkMEDUoj0Re2wOa1pB6HRUhUc9UnrltG21dWr8akzPyVu/3L3L3EidgJ1gTrcftbt8n6ZFJx9UviNlC2ydNG5lt6j6NoR57y8wvyTot7nnUyz6OS06vSHsZG5Qz3DQMPZcueRP03+A4dlLZjSdB4OdMs0YosqZqwK2bLYbUAsmUHnUAJYdLn8xq6n5LQRhmGKDou5QtJ2QmyGKqzpuJ8LXQD3K2onZo4dxO2rb8ffrP0bMeaLUquPXPMIwm4ZAaERVPZsCjHFA1+FKmAsTLMqRN7ONOfVcp0U9T7blWYRlXPQVdjCaJHJ/uEUhuvPkzsP5HdUTyTm+qvXIJHOCkFs1ZFyGh6nQzcPPkQCd8FGwBsBBo4C+58p9eExjCVhMVdAvD0xsU1VV8DqLKgMYle2aZzzPtXH3bziZvzkyp/gngvuQbm3fPSH1C5MSi3OqwzC6mgRoW3JpqlF5hKDutntjmwzFlRZO6KkNeNo6frDUbUT8+BmIDPBnGDad+Q1cfOA70w91U0WJ1ZHOxdF3ZzLB5x5o/zG6z8p7YExjEXhd6UCEuqVtiS+BWrnnIVprvRjlzoTM9N2khqlXHIsNRZUsZgLeV2oCXuwPds8NTEn1lnBgKsK3YhgIa+hYIEqRHYozTKiRMbVE60l2W3Q93zl2JFpzPtZq6Olqw+SmCPW3iK3u57UBTDDMMWDxVyBGIoNoEIOf0DDqgthdUiIdPilqLWTEXBKmilPZR7m3mw9C5GcCOe7SjOyNgcweBzoP0kTxFFZC7bHKdedI3OShdXyg8HezmGgeYPcufeP49dv13/K7eIrsL9bdrxavV5ubEfrwW5VzFUvk9E5JQv8v1uB3f81vfnBDMOcFizmCsTWbU+iQk6hQut6tUDY4gQrm9CrBGETY5ROPcEgq0ZL3lXmo1W9AFsdEmRxeNHhXyR3HN4y+Z0PvSw2L6fk5AKObkpa1Qjl3o4hYMlVcuf2X44XH7qYuxIHuobEzRZO98s1VP8e97TLdRF84FtAuBHoOwz87M+BHdIzkmGYwsNirkAcfX2T2A4EAHeFdUd55UJiYmdWbWRQvbsmZWRARvBoLb2LUR5wF+EI5z6aINvhXJEn2MZBXYWq0PtjTHqqcYowX4js7RwCll0LOL2yKSc31Xr0dTlKzuEGFl6CfZ0yAsWROcmimpBeM5fKqB2svjLgfzwPnP+XQOUSYOm1s3z2MwwzGSzmCkTigOzY7K207kDusSyuCWGnWjd3ypmYqvcXzWStrFaNchksVJsYNidPEZmjekOa/OD0idqwqN/FgniMmDvcHUfKFRSRN8HWn46u3ys/lNuVf4aYzY/DNO1AnMMcISbqI14E3A6ks8po3RwRqAQuvwf47BbAyR/AGKZYsJgrEJ6OPrEdqcvpzrQ4S2pDeCu7cGpjlI6/qXdhajVOzGhE5Pf9zaMTHoY6xy+N6sbfFV2FNJwitWh1nz6NuhwhQsa3WCe9DrHt/8gxadRt/e4Tct+5n8YeSscCqAx6UBG0tnG1Bp1Lreq5qK1PHjSKj2GYosFirkCEu5Ni616oRlAYIebeUGQxvkJiLS3X6KRmt9kWrpcbExEJe53oyIYxXLlytINwLDt/J9fPd47YLqtTvfsYIUS0Dwi7qear+QJg8QcAquV88HLg/3wIyKZlxK7uTOxuk8WvS2r5Q0Uui/U1VIuDGYYpGSzmCsDAYB9q1GDJ/HXqqBtGRDaGfE3ooSYImuXYfpJU61Fpb/CO0oJltTICwEghslQVZvsrL84TbjrxHuDgS+LmkxkWcxOxVD2n3j0+IHdceS8QaQKGe4FYh7z9oX+Vy6uJuRoWxGPLJsY1QTAMUxJYzBWAP734KEIjQNYGLLnw6kL8CsOypC6MN7KLRovMJ2LghJjfmlFs2JpdguX1fBHNRRO3m53qBIP9zwHDMq2vR+ooylRzBl7olDV2S+tYEOeyoj4itu+eUMVceQvwqeeBi78GXPG/gNueBQIVeZEnjszls1g9D9/T1pBhmJLBYq4AnHj1abHtrLDBGWBfqnGp1mzryYv3D8moEhXuh6MViPq5kDoXLWX6Ym8FUL0cyCSBrarzPtlrvPKAuBlb9EF0DiZApXJL1CgKI1mhfkDYcbx/dElIvG28A1h/OxCsUpdTwc62gbxIFCNZ2SAF8f6uGAZHUrwsDFNCWMwVggMHxKavjoXcRBeAl7Oqrca+Zyceo6QW77+aXaZfdJlRtDTre22DUM7/vNy55V+BZAzY/ZRMX7uDeLv2w+Jb88v9CHicvIRjBDGJ3PaBBLpoWPwkHOsbRtdQUsxk5brDfMguqEGd0bpDS1czDFMSWMwVgHDbsNjaWnmM11hWNUXxlrIQfUpAWGfg+Lb8O1Bkaf/zOWJOfvpn8uu9SFx0x5I42nA1EJkn67z+ZR3wy7+Qd1p7C7Z2yJsr1AgKMwqJ2xZ1isHJhMhbR2TkjoSc18UdmpNF5945mhPhZBim6LCYm2UGBnpR3y6d5OdtuGa2H97w0AXU7/Vgc1btxNwjU9I6bW8DvQeQgFtE8DgyNx4SFdq6bDs2BHz0QcAVAAaOAqk40HgOsPF/YtthWUe3Zl5ZwV9XI6KJ3LeO5NQbjuHNI3Im36omFsQTsbJRFXPHWMwxTClhMTfLbHnqfyOQABJO4MxLPjLbD2947HYbVjdF8Wxmtdyx4/H8MUo7pL/XpsxqMbZqbTMLkYk4SxVob5BgazoH+Iv/BNZ/Thbwf/yXUNwBbDsshcjZ83kNJ+Ic9dz608GeU0bmVjVGZ3S+WyUy94YqehmGKQ0s5maZjs1ynmNbrQMOr3e2H94U0IXxqew5GLH7gO49wMHN8htUP0czMoWlxrmiaJ+bHyZmjSrQth5SL6J1q4ArvikL+H1RUZTeF0/B47RjOXvMTcg5zeX6Gqa1kVQ5JNNZPeJEH0CY8dAHBYfdhiM9w6K+kGGY0sBibpYJ7m8T28HWutl+aNNw7oJyxODDk9ggd7wi/bzw1s/FkO6YM4pN2bNwTgtHlCZDi7aRtUYsMb6JZOtBKfLObIzA7eQ/84mgDwtkwBxPZiasm6PI5nAqg8qgGwvVmbhMPkGPU5xjxJZ93bw8DFMi+F1+Fhkc7EXTEfkJv+5iHjJ9sogIRYweGL4Uis0hfdGe+Czwx7vF9x92fRTD8GJdi/T5YiaeBDG/wo9MVsHmvV3jvv/cbtn9sH4Br+HJUv5adO7VA+OFyAu7pfP3ha2V4r7MxGjn2Mv7xp+HDMMUBxZzs8hzj3xH1MvFPcB51/+P2Xxo0xXwr2spx26lCVtb1HV682Eg3oVUWSu+13sh6Np5/kIWIiebBHHJ0mpxe9N77ePSgy/slhfWS5fVFPKlNDwXLqoU26ffzV9D4sU9cg03LJKec8zEnL9QruFLe7uQzebUvzIMUzRYzM0isWf+S2yPNLvhdPNA7pOxcbG8QH5v+Grgkq8BtSuBpdfgkZU/Fp2sFDGh8V/M5FymCrVndnbmXURfO9CDoURarJ9WoM5MzJVn1Irt64d60TE4ou9v6x/BdtVQeIMq+JiJoSalkMcpPPtO1kzCMIzFxNz999+P5uZmeL1enHvuuXjtNTmnczIee+wxLF26VNx/5cqVePLJCQaPF5ih/l4s2BkXt50b1ZmZzEkvomTauuVAPw6t+Czw6c3AjQ/jiV2yiPoD6kWWmRwSvHQRJdPbl3PqlZ5485jYXrK0itODp6Au4hPNDdRQ/V/bZb0r8djrR8S+dc3lqA5zI9OpIu2aKH7izeP8J8swJWDOiblHH30UX/rSl3DXXXdh27ZtWLVqFa644gp0dKgOqGN4+eWXcdNNN+HWW2/FG2+8geuuu0782759e1GP+8n7bkdoGBjwA+//9DeL+ruNSGOZX09f/fy1I3pXIf2j7rgrz+AGklNBjQ0fPrtB3P7fm/eLLUWXfqNeUG9cN6+Ar6B5uOZMea49+NJB0dVKdYiPvi7PyRvXNZX46IzBdWfJ8/D3bx9Hf5xHezEMrC7m7rvvPtx222245ZZbsHz5cjzwwAPw+/148MEHJ7z/P/3TP+HKK6/EHXfcgWXLluGee+7B2WefjX/5l38p2jF3HN+Hhv98Q9w+uLoCHj+P8ZoKH1MvlA+9fBB72gfxnf/aKb7+yNkNqI1wNGQq3HJBi4hwPrurUxSg/+PTu5HMZHHWvCjOZrPgKUGit8zvwoGuGB750xH8+MX9ONo7LDpdr1rJHyqmwnkLKtBaHcTASBr3Pb1ragvPMIw5xVwymcTWrVtx2WWX6fvsdrv4esuWiYey0/7c+xMUyZvs/olEAgMDA3n/Tof/d8/N2H3dNSgfALrDwOXfeuS0Hs9KXL68Fhe0Vgj7h/f/4wt4ZX8PXA4bPn/JolIfmmForgzgw2c1itsf+/dXRZSTxN0XL1tc6kMzlL3GpzcuFLe/9sR23Puf8kPFV69axiO8pghF0+++Vs5cfmjLIdz60z/hYFesUC8ZwzBzWcx1dXUhk8mgpia/A4++bmsbrWfJhfZP5/733nsvIpGI/q+p6fTSKJkdO1AxAPQGgaHbPoqyanlhZU4N2T18789Wo7nCL772uRz414+vQVO5/JqZGt+8/gyct0BabJCQ+/rVy/UGE2Zq3HphC27KSUv/+dpG3HAOp1in2xn8xcsWibnBm3Z2iNnBDMMUBycsxle+8hVRk6dBkbnTEXTr7noAW/7xS3j/Nx5CZV3LLB2ldaB06qa/fh92HO9HecAtaumY6Reg//y287CnYwhhr4tT1DPA6bDjf11/hhBwVSEPGqI+Pg1nAEWEr11Vj2d3duhTShiGsZiYq6yshMPhQHt7vucTfV1bO3F3I+2fzv09Ho/4N1s0L1uL5h+9MGuPZ9UUzZk8+/K0fecW14Rm6yWx7Bry2K7Th6Zl8MQMhrFwmtXtdmPNmjXYtGmTvi+bzYqv169fP+HP0P7c+xNPP/30pPdnGIZhGIYxE3MqMkdQCvTmm2/G2rVrsW7dOnz/+99HLBYT3a3EJz7xCTQ0NIjaN+ILX/gCNm7ciO9973u4+uqr8cgjj+D111/Hj370oxI/E4ZhGIZhGAuKuRtuuAGdnZ248847RRPD6tWr8dRTT+lNDocPHxYdrhrnn38+fvazn+FrX/savvrVr2LRokV44okncMYZZ5TwWTAMwzAMwxQHm6KQz7l1oQYI6mrt7+9HOBwu9eEwDMNYGn5PZhiD18wxDMMwDMMw04PFHMMwDMMwjIFhMccwDMMwDGNgWMwxDMMwDMMYGBZzDMMwDMMwBobFHMMwDMMwjIFhMccwDMMwDGNgWMwxDMMwDMMYGBZzDMMwDMMwBobFHMMwDMMwjIGZc7NZi402zYxGyDAMwzClRXsvtvikSYaZFpYXc4ODg2IhmpqaprdyDMMwTEHfm2luNsMwp8amWPzjTzabxfHjxxEKhWCz2Wb8SZLE4JEjRxAOh2E1rP78CauvgdWfP2H1NZit50+XJBJy9fX1sNu5EohhpoLlI3P0ZtHY2IjZgN7ArPgmrmH1509YfQ2s/vwJq6/BbDx/jsgxzPTgjz0MwzAMwzAGhsUcwzAMwzCMgWExNwt4PB7cddddYmtFrP78CauvgdWfP2H1NbD682eYUmL5BgiGYRiGYRgjw5E5hmEYhmEYA8NijmEYhmEYxsCwmGMYhmEYhjEwLOZOk/vvvx/Nzc3wer0499xz8dprr8Eq3H333cJoOfff0qVLYVZeeOEFXHvttcLMlJ7rE088Mc7s9M4770RdXR18Ph8uu+wy7NmzB1Zag09+8pPjzokrr7wSZuHee+/FOeecI0zGq6urcd1112HXrl159xkZGcHtt9+OiooKBINBfOQjH0F7ezustAbve9/7xp0Hn/70p0t2zAxjdljMnQaPPvoovvSlL4kOrm3btmHVqlW44oor0NHRAauwYsUKnDhxQv+3efNmmJVYLCZeYxLwE/Htb38bP/jBD/DAAw/g1VdfRSAQEOcDXdytsgYEibfcc+LnP/85zMLzzz8vhNorr7yCp59+GqlUCpdffrlYF42/+qu/wm9/+1s89thj4v40YebDH/4wrLQGxG233ZZ3HtDfB8MwBYLGeTEzY926dcrtt9+uf53JZJT6+nrl3nvvtcSS3nXXXcqqVasUK0J/Oo8//rj+dTabVWpra5XvfOc7+r6+vj7F4/EoP//5zxUrrAFx8803Kx/60IcUq9DR0SHW4fnnn9dfc5fLpTz22GP6fd577z1xny1btihWWANi48aNyhe+8IWSHhfDWAmOzM2QZDKJrVu3ilRa7mgw+nrLli2wCpRGpJTbggUL8PGPfxyHDx+GFTlw4ADa2tryzgcaSUSpdyudD8Rzzz0n0m9LlizBZz7zGXR3d8Os9Pf3i215ebnY0nsCRapyzwMqPZg3b55pz4Oxa6Dx8MMPo7KyEmeccQa+8pWvIB6Pl+gIGcb8WH4260zp6upCJpNBTU1N3n76eufOnbACJFR++tOfios2pVG+8Y1vYMOGDdi+fbuop7ESJOSIic4H7XtWgFKslFJsaWnBvn378NWvfhUf+MAHhJBxOBwwE9lsFl/84hdxwQUXCMFC0GvtdrsRjUYtcR5MtAbExz72McyfP1980Hv77bfx5S9/WdTV/epXvyrp8TKMWWExx8wYukhrnHnmmULc0Rv4L37xC9x66628shbkxhtv1G+vXLlSnBcLFy4U0bpLL70UZoLqxuiDi5nrRGe6Bp/61KfyzgNqCqLXnwQ+nQ8Mw8wunGadIZQ+oEjD2C41+rq2thZWhKIRixcvxt69e2E1tNecz4d8KP1OfytmOyc+97nP4Xe/+x2effZZNDY25p0HVILR19dn+veFydZgIuiDHmG284Bh5gos5mYIpVLWrFmDTZs25aUc6Ov169fDigwNDYlP3vQp3GpQWpEu1rnnw8DAgOhqter5QBw9elTUzJnlnKC+DxIxjz/+OJ555hnxuudC7wkulyvvPKD0ItWSmuU8ONUaTMSbb74ptmY5DxhmrsFp1tOAbEluvvlmrF27FuvWrcP3v/990Z5/yy23wAr8zd/8jfAco9Qq2S+QRQtFK2+66SaYVazmRhao6YEuUlT4TQXuVDv093//91i0aJG4wH39618XNUPkw2WFNaB/VDdJvmokbEnY/+3f/i1aW1uFRYtZ0oo/+9nP8Otf/1rUhWp1cNTsQt6CtKUSA3pvoPUIh8P4/Oc/L4TceeedByusAb3u9P2rrrpKeO1RzRzZtVx00UUi7c4wTAEodTut0fnnf/5nZd68eYrb7RZWJa+88opiFW644Qalrq5OPPeGhgbx9d69exWz8uyzzwoLhrH/yI5Dsyf5+te/rtTU1AhLkksvvVTZtWuXYpU1iMfjyuWXX65UVVUJe4758+crt912m9LW1qaYhYmeO/37yU9+ot9neHhY+exnP6uUlZUpfr9fuf7665UTJ04oVlmDw4cPKxdddJFSXl4u/g5aW1uVO+64Q+nv7y/1oTOMabHRf4UQiQzDMAzDMEzh4Zo5hmEYhmEYA8NijmEYhmEYxsCwmGMYhmEYhjEwLOYYhmEYhmEMDIs5hmEYhmEYA8NijmEYhmEYxsCwmGMYhmEYhjEwLOYYhmEYhmEMDIs5hmEYhmEYA8NijmFMAA1yue+++8RMWL/fL+bB9vf3l/qwGIZhmCLAYo5hTMAdd9yBH/7wh3jooYfw4osvYuvWrbj77rtLfVgMwzBMEeDZrAxjcF599VWsX78er7/+Os4++2yx7+/+7u/w8MMPY9euXaU+PIZhGKbAcGSOYQzOd7/7XVx66aW6kCNqamrQ1dVV0uNiGIZhigOLOYYxMIlEAr///e9x/fXX5+0fGRlBJBIp2XExDMMwxYPTrAxjYLZs2YLzzz8fXq8XDodD359KpXDxxRfjqaeeKunxMQzDMIXHWYTfwTBMgdi9ezcCgQDefPPNvP1XX301LrjgAl53hmEYC8BijmEMzMDAACorK9Ha2qrvO3ToEPbs2YOPfOQjJT02hmEYpjhwzRzDGBgScuQnRz5zGt/85jdx1VVXYfny5SU9NoZhGKY4cGSOYQzMJZdcIpodvvWtb+HGG28UdiS//Vsx/tEAAAC6SURBVO1v8dprr5X60BiGYZgiwZE5hjEwZEHy05/+VBgGr1ixAq+88go2b96MpqamUh8awzAMUyS4m5VhGIZhGMbAcGSOYRiGYRjGwLCYYxiGYRiGMTAs5hiGYRiGYQwMizmGYRiGYRgDw2KOYRiGYRjGwLCYYxiGYRiGMTAs5hiGYRiGYQwMizmGYRiGYRgDw2KOYRiGYRjGwLCYYxiGYRiGMTAs5hiGYRiGYQwMizmGYRiGYRgYl/8P0VVK5Q3DpsUAAAAASUVORK5CYII=", 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", 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" ] @@ -602,9 +605,9 @@ "source": [ "plt.figure()\n", "\n", - "plt.plot(thetas, p1_analytic, label=\"Analytic\")\n", + "plt.plot(thetas_multi_period, p1_analytic, label=\"Analytic\")\n", "for gamma in gamma_values_t2:\n", - " plt.plot(thetas, p1_t2_stepwise[gamma], label=fr\"T2 noise ($\\gamma={gamma}$)\")\n", + " plt.plot(thetas_multi_period, p1_t2_stepwise[gamma], label=fr\"T2 noise ($\\gamma={gamma}$)\")\n", "\n", "plt.xlabel(r\"$\\theta$\")\n", "plt.ylabel(r\"$P(|1\\rangle)$\")\n", @@ -640,55 +643,7 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [], - "source": [ - "def rabi_circuit_t1_t2_stepwise(\n", - " theta: float,\n", - " gamma_t1: float,\n", - " gamma_t2: float,\n", - " dtheta: float = 0.1,\n", - ") -> Circuit:\n", - " circ = Circuit()\n", - "\n", - " n_steps = max(1, math.ceil(theta / dtheta))\n", - " dtheta_eff = theta / n_steps\n", - "\n", - " gamma_t1_step = gamma_t1 * dtheta_eff\n", - " gamma_t2_step = gamma_t2 * dtheta_eff\n", - "\n", - " for _ in range(n_steps):\n", - " circ.rx(0, dtheta_eff)\n", - " circ.amplitude_damping(0, gamma_t1_step)\n", - " circ.phase_damping(0, gamma_t2_step)\n", - "\n", - " circ.add_result_type(ResultType.Probability(target=[0]))\n", - " return circ" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [], - "source": [ - "def p1_from_t1_t2_stepwise(\n", - " theta: float,\n", - " gamma_t1: float,\n", - " gamma_t2: float,\n", - " dtheta: float = 0.1,\n", - ") -> float:\n", - " circ = rabi_circuit_t1_t2_stepwise(theta, gamma_t1, gamma_t2, dtheta=dtheta)\n", - " task = device_dm.run(circ, shots=0)\n", - " result = task.result()\n", - " probs = result.result_types[0].value\n", - " return float(probs[1])" - ] - }, - { - "cell_type": "code", - "execution_count": 24, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -697,7 +652,18 @@ "\n", "p1_t1_t2_stepwise = {\n", " gamma_t2: np.array(\n", - " [p1_from_t1_t2_stepwise(theta, gamma_t1, gamma_t2) for theta in thetas]\n", + " [\n", + " probability_of_one(\n", + " rabi_demo_circuit(\n", + " theta,\n", + " gamma_t1=gamma_t1,\n", + " gamma_t2=gamma_t2,\n", + " dtheta=0.1,\n", + " ),\n", + " device_dm,\n", + " )\n", + " for theta in thetas_multi_period\n", + " ]\n", " )\n", " for gamma_t2 in gamma_t2_values\n", "}" @@ -705,7 +671,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -722,10 +688,10 @@ "source": [ "plt.figure()\n", "\n", - "plt.plot(thetas, p1_analytic, label=\"Analytic\")\n", + "plt.plot(thetas_multi_period, p1_analytic, label=\"Analytic\")\n", "for gamma_t2 in gamma_t2_values:\n", " plt.plot(\n", - " thetas,\n", + " thetas_multi_period,\n", " p1_t1_t2_stepwise[gamma_t2],\n", " label=fr\"T1+T2 ($\\gamma_1={gamma_t1}, \\gamma_2={gamma_t2}$)\",\n", " )\n", @@ -744,9 +710,9 @@ "source": [ "### Interpretation\n", "\n", - "With both T1 and T2 noise present, the Rabi oscillations decay more rapidly than in the individual noise cases. The amplitude decreases due to both relaxation and dephasing, and the oscillations gradually disappear as the system approaches a noisy steady-state behavior.\n", + "With both T1 and T2 noise present, the Rabi oscillations decay more rapidly than in the individual noise cases. T1 relaxation reduces the excited-state population, while T2 dephasing reduces the coherence that drives the oscillations.\n", "\n", - "This combined model provides a more realistic picture of qubit dynamics under continuous driving in the presence of environmental noise." + "Together, these effects produce faster damping and a more realistic noisy Rabi signal." ] }, { @@ -755,61 +721,53 @@ "source": [ "## Off-Resonant Rabi Oscillations\n", "\n", - "So far we assumed the drive is resonant with the qubit transition. If the drive frequency is detuned, the qubit experiences both a coherent drive and a phase accumulation.\n", + "So far we assumed the drive is resonant with the qubit transition. If the drive frequency is detuned, the qubit experiences both a coherent drive and phase accumulation.\n", "\n", - "In the circuit model, this corresponds to combining x-rotations (drive) with z-rotations (detuning). The resulting evolution is a rotation around a tilted axis on the Bloch sphere.\n", + "In the circuit model, this corresponds to combining x-rotations from the drive with z-rotations from detuning. The combined evolution no longer acts like a pure x-rotation.\n", "\n", - "As a result, the oscillations no longer reach full population transfer. Increasing detuning reduces the maximum excitation probability and modifies the oscillation frequency." - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [], - "source": [ - "def rabi_circuit_off_resonant(theta: float, delta: float, dtheta: float = 0.1) -> Circuit:\n", - " n_steps = max(1, int(math.ceil(theta / dtheta)))\n", - " dtheta_eff = theta / n_steps\n", - " dphi = delta * dtheta_eff\n", + "As a result, the oscillations no longer reach full population transfer. Increasing detuning reduces the maximum excitation probability and modifies the oscillation frequency.\n", "\n", - " circ = Circuit()\n", - " for _ in range(n_steps):\n", - " circ.rx(0, dtheta_eff)\n", - " circ.rz(0, dphi)\n", - " circ.add_result_type(ResultType.Probability(target=[0]))\n", - " return circ\n", + "The circuit model separates the driven dynamics into two effects:\n", "\n", + "| Physical effect | Parameter | Circuit operation |\n", + "|---|---:|---|\n", + "| Resonant drive | $\\Omega$ | $R_x$ rotation |\n", + "| Detuning from resonance | $\\Delta = \\omega_d - \\omega_0$ | $R_z$ rotation |\n", + "| Off-resonant drive | $\\Omega$ and $\\Delta$ | combined $R_x$ and $R_z$ rotations |\n", "\n", - "def p1_from_off_resonant(theta: float, delta: float) -> float:\n", - " circ = rabi_circuit_off_resonant(theta, delta)\n", - " task = device.run(circ, shots=0)\n", - " probs = task.result().result_types[0].value\n", - " return probs[1]" + "Here, $\\omega_0$ is the qubit transition frequency, $\\omega_d$ is the drive frequency, $\\Omega$ is the resonant drive strength, and $\\Delta$ is the detuning." ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "delta_values = [0.0, 0.5, 1.0]\n", "\n", "p1_off_resonant = {\n", - " delta: np.array([p1_from_off_resonant(theta, delta) for theta in thetas])\n", + " delta: np.array(\n", + " [\n", + " probability_of_one(\n", + " rabi_demo_circuit(theta, delta=delta, dtheta=0.1),\n", + " device,\n", + " )\n", + " for theta in thetas_multi_period\n", + " ]\n", + " )\n", " for delta in delta_values\n", "}" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -821,13 +779,12 @@ "source": [ "plt.figure(figsize=(8, 5))\n", "for delta in delta_values:\n", - " plt.plot(thetas, p1_off_resonant[delta], label=f\"Δ={delta}\")\n", + " plt.plot(thetas_multi_period, p1_off_resonant[delta], label=f\"Δ={delta}\")\n", "\n", "plt.xlabel(r\"$\\theta$\")\n", "plt.ylabel(r\"$P(|1\\rangle)$\")\n", "plt.title(\"Off-Resonant Rabi Oscillations\")\n", "plt.legend()\n", - "plt.grid(True)\n", "plt.show()" ] }, @@ -848,55 +805,14 @@ "source": [ "## Off-Resonant Rabi Oscillations with T1 and T2 Noise\n", "\n", - "We now combine detuning with relaxation and dephasing. In this model, the qubit experiences a driven evolution with detuning, while simultaneously undergoing amplitude damping (T1) and phase damping (T2).\n", - "\n", - "This represents a more realistic scenario where both coherent effects (detuning) and incoherent noise processes (T1 and T2) are present during the evolution." - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [], - "source": [ - "def rabi_circuit_off_resonant_t1_t2(\n", - " theta: float,\n", - " delta: float,\n", - " gamma_t1: float,\n", - " gamma_t2: float,\n", - " dtheta: float = 0.1,\n", - ") -> Circuit:\n", - " circ = Circuit()\n", - "\n", - " n_steps = max(1, math.ceil(theta / dtheta))\n", - " dtheta_eff = theta / n_steps\n", - " dphi = delta * dtheta_eff\n", - "\n", - " gamma_t1_step = gamma_t1 * dtheta_eff\n", - " gamma_t2_step = gamma_t2 * dtheta_eff\n", - "\n", - " for _ in range(n_steps):\n", - " circ.rx(0, dtheta_eff)\n", - " circ.rz(0, dphi)\n", - " circ.amplitude_damping(0, gamma_t1_step)\n", - " circ.phase_damping(0, gamma_t2_step)\n", + "Finally, we combine detuning with relaxation and dephasing. In this model, the qubit evolves with an off-resonant drive while also undergoing amplitude damping (T1) and phase damping (T2).\n", "\n", - " circ.add_result_type(ResultType.Probability(target=[0]))\n", - " return circ\n", - "\n", - "\n", - "def p1_from_off_resonant_t1_t2(\n", - " theta: float, delta: float, gamma_t1: float, gamma_t2: float\n", - ") -> float:\n", - " circ = rabi_circuit_off_resonant_t1_t2(theta, delta, gamma_t1, gamma_t2)\n", - " task = device_dm.run(circ, shots=0)\n", - " probs = task.result().result_types[0].value\n", - " return float(probs[1])" + "This combines the coherent effect of detuning with the incoherent noise processes introduced above." ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -904,20 +820,31 @@ "gamma_t1 = 0.1\n", "gamma_t2 = 0.1\n", "\n", - "p1_off_resonant_t1_t2 = np.array([\n", - " p1_from_off_resonant_t1_t2(theta, delta, gamma_t1, gamma_t2)\n", - " for theta in thetas\n", - "])" + "p1_off_resonant_t1_t2 = np.array(\n", + " [\n", + " probability_of_one(\n", + " rabi_demo_circuit(\n", + " theta,\n", + " delta=delta,\n", + " gamma_t1=gamma_t1,\n", + " gamma_t2=gamma_t2,\n", + " dtheta=0.1,\n", + " ),\n", + " device_dm,\n", + " )\n", + " for theta in thetas_multi_period\n", + " ]\n", + ")" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -928,15 +855,14 @@ ], "source": [ "plt.figure(figsize=(8, 5))\n", - "plt.plot(thetas, p1_off_resonant[0.0], label=\"Resonant (ideal)\", linestyle=\"--\")\n", - "plt.plot(thetas, p1_off_resonant[delta], label=f\"Off-resonant (Δ={delta})\")\n", - "plt.plot(thetas, p1_off_resonant_t1_t2, label=\"Off-resonant + T1 + T2\")\n", + "plt.plot(thetas_multi_period, p1_off_resonant[0.0], label=\"Resonant (ideal)\", linestyle=\"--\")\n", + "plt.plot(thetas_multi_period, p1_off_resonant[delta], label=f\"Off-resonant (Δ={delta})\")\n", + "plt.plot(thetas_multi_period, p1_off_resonant_t1_t2, label=\"Off-resonant + T1 + T2\")\n", "\n", "plt.xlabel(r\"$\\theta$\")\n", "plt.ylabel(r\"$P(|1\\rangle)$\")\n", "plt.title(\"Off-Resonant Rabi Oscillations with Noise\")\n", "plt.legend()\n", - "plt.grid(True)\n", "plt.show()" ] }, @@ -950,72 +876,6 @@ "\n", "This combined model illustrates how coherent effects such as detuning and incoherent noise processes together determine the observed qubit dynamics." ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Resource Usage and Cost Tracking\n", - "\n", - "Amazon Braket provides a built-in task tracker that estimates the cost of simulator and QPU tasks based on actual execution.\n", - "\n", - "Below, we display:\n", - "\n", - "- A summary of tasks executed in this notebook \n", - "- The estimated total cost based on those tasks \n", - "\n", - "Note: These values are estimates and depend on actual device usage and current pricing." - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Task Summary\n", - "{} \n", - "\n", - "Estimated cost to run this example: 0.00 USD\n" - ] - } - ], - "source": [ - "print(\"Task Summary\")\n", - "print(f\"{tracker.quantum_tasks_statistics()} \\n\")\n", - "print(\n", - " f\"Estimated cost to run this example: {tracker.qpu_tasks_cost() + tracker.simulator_tasks_cost():.2f} USD\"\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Interpretation\n", - "\n", - "For local simulations, the estimated cost is typically zero or negligible.\n", - "\n", - "If executed on a QPU, costs would depend on:\n", - "\n", - "- The number of tasks submitted \n", - "- The number of measurement shots \n", - "- The selected hardware provider \n", - "\n", - "Always consult the official Amazon Braket pricing page for current rates." - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [], - "source": [ - "tracker.stop()" - ] } ], "metadata": { From fdc59262c50e33707a6c3109f43fe57d15fff253 Mon Sep 17 00:00:00 2001 From: Claudia Friedsam Date: Wed, 13 May 2026 00:10:51 -0400 Subject: [PATCH 08/10] Refactor reusable Rabi dynamics helpers --- notebooks/textbook/Rabi_Oscillations.ipynb | 122 +++++------------- .../algorithms/rabi_oscillations/__init__.py | 14 +- .../rabi_oscillations/rabi_oscillations.py | 73 ++++++++++- 3 files changed, 118 insertions(+), 91 deletions(-) diff --git a/notebooks/textbook/Rabi_Oscillations.ipynb b/notebooks/textbook/Rabi_Oscillations.ipynb index 5b831f02..0ac02659 100644 --- a/notebooks/textbook/Rabi_Oscillations.ipynb +++ b/notebooks/textbook/Rabi_Oscillations.ipynb @@ -55,68 +55,12 @@ "from braket.devices import LocalSimulator\n", "from braket.circuits import Circuit, ResultType\n", "\n", - "from braket.experimental.algorithms.rabi_oscillations import rabi_probability, rabi_circuit\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import math\n", - "\n", - "\n", - "def rabi_demo_circuit(\n", - " theta: float,\n", - " *,\n", - " gamma_t1: float = 0.0,\n", - " gamma_t2: float = 0.0,\n", - " delta: float = 0.0,\n", - " dtheta: float | None = None,\n", - ") -> Circuit:\n", - " circ = Circuit()\n", - "\n", - " if dtheta is None:\n", - " circ.rx(0, theta)\n", - "\n", - " if delta != 0.0:\n", - " circ.rz(0, delta * theta)\n", - "\n", - " if gamma_t1 != 0.0:\n", - " circ.amplitude_damping(0, gamma_t1)\n", - "\n", - " if gamma_t2 != 0.0:\n", - " circ.phase_damping(0, gamma_t2)\n", - "\n", - " else:\n", - " n_steps = max(1, math.ceil(theta / dtheta))\n", - " dtheta_eff = theta / n_steps\n", - " dphi = delta * dtheta_eff\n", - " gamma_t1_step = gamma_t1 * dtheta_eff\n", - " gamma_t2_step = gamma_t2 * dtheta_eff\n", - "\n", - " for _ in range(n_steps):\n", - " circ.rx(0, dtheta_eff)\n", - "\n", - " if delta != 0.0:\n", - " circ.rz(0, dphi)\n", - "\n", - " if gamma_t1 != 0.0:\n", - " circ.amplitude_damping(0, gamma_t1_step)\n", - "\n", - " if gamma_t2 != 0.0:\n", - " circ.phase_damping(0, gamma_t2_step)\n", - "\n", - " circ.add_result_type(ResultType.Probability(target=[0]))\n", - " return circ\n", - "\n", - "\n", - "def probability_of_one(circ: Circuit, device: LocalSimulator) -> float:\n", - " task = device.run(circ, shots=0)\n", - " probs = task.result().result_types[0].value\n", - " return float(probs[1])\n", - "\n" + "from braket.experimental.algorithms.rabi_oscillations import (\n", + " excited_state_probability,\n", + " rabi_circuit,\n", + " rabi_probability,\n", + " rabi_simulated_dynamics,\n", + ")\n" ] }, { @@ -312,7 +256,7 @@ "source": [ "## T1 Relaxation: Single Damping Channel\n", "\n", - "We first model T1 relaxation using a simple circuit-level picture. After applying the rotation $R_x(\\theta)$, we apply a single amplitude damping channel.\n", + "We first model a two-level system undergoing Rabi oscillations under T1 relaxation. After applying the rotation $R_x(\\theta)$, we apply a single amplitude damping channel.\n", "\n", "This model does not represent a full time-resolved T1 experiment. Instead, it demonstrates how an amplitude damping channel changes the measured excited-state population in a Rabi-oscillation circuit." ] @@ -328,7 +272,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -337,8 +281,8 @@ "p1_t1_simple = {\n", " gamma: np.array(\n", " [\n", - " probability_of_one(\n", - " rabi_demo_circuit(theta, gamma_t1=gamma),\n", + " excited_state_probability(\n", + " rabi_simulated_dynamics(theta, gamma_t1=gamma),\n", " device_dm,\n", " )\n", " for theta in thetas\n", @@ -402,7 +346,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -413,8 +357,8 @@ "p1_t1_stepwise = {\n", " gamma: np.array(\n", " [\n", - " probability_of_one(\n", - " rabi_demo_circuit(theta, gamma_t1=gamma, dtheta=0.1),\n", + " excited_state_probability(\n", + " rabi_simulated_dynamics(theta, gamma_t1=gamma, dtheta=0.1),\n", " device_dm,\n", " )\n", " for theta in thetas_multi_period\n", @@ -430,22 +374,24 @@ "source": [ "### Comparing Single-Channel and Stepwise T1 Models\n", "\n", - "The single-channel model applies amplitude damping once after the full rotation. The stepwise model instead divides the driven evolution into small rotations and applies amplitude damping after each step.\n", + "The single-channel model applies one amplitude damping channel after the full $R_x(\\theta)$ rotation. This shows how the amplitude damping channel changes the excited-state population, but the damping strength is fixed and does not scale with the rotation angle.\n", + "\n", + "The stepwise model treats the rotation angle as proportional to elapsed time. The total rotation is divided into small steps, and after each small rotation we apply amplitude damping with strength proportional to the step size. In this model, relaxation accumulates as the total rotation angle increases.\n", "\n", - "This comparison shows how the placement of the damping channel changes the simulated dynamics." + "This comparison separates two ideas: a single circuit-level damping operation versus a stepwise approximation to T1 relaxation during driven evolution." ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "p1_t1_simple_multi_period = {\n", " gamma: np.array(\n", " [\n", - " probability_of_one(\n", - " rabi_demo_circuit(theta, gamma_t1=gamma),\n", + " excited_state_probability(\n", + " rabi_simulated_dynamics(theta, gamma_t1=gamma),\n", " device_dm,\n", " )\n", " for theta in thetas_multi_period\n", @@ -557,16 +503,16 @@ "source": [ "## T2 Dephasing: Stepwise Model\n", "\n", - "T2 dephasing describes loss of phase coherence without direct energy relaxation.\n", + "T2 dephasing describes loss of phase coherence without direct energy relaxation. In the circuit model, this effect is represented using a phase damping channel.\n", "\n", - "As in the stepwise T1 model, we divide the driven evolution into small steps. In each step, we apply a small rotation followed by a phase damping channel. This lets the coherent drive and dephasing act together throughout the evolution.\n", + "As in the stepwise T1 model, we divide the driven evolution into small steps. In each step, we apply a small rotation followed by phase damping with strength proportional to the step size. This lets dephasing accumulate during the driven evolution.\n", "\n", "Unlike T1 relaxation, T2 dephasing does not directly drive the qubit toward the ground state. Instead, it reduces the coherence responsible for the oscillation, so the Rabi oscillations gradually lose contrast as the dephasing strength increases." ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -575,8 +521,8 @@ "p1_t2_stepwise = {\n", " gamma: np.array(\n", " [\n", - " probability_of_one(\n", - " rabi_demo_circuit(theta, gamma_t2=gamma, dtheta=0.1),\n", + " excited_state_probability(\n", + " rabi_simulated_dynamics(theta, gamma_t2=gamma, dtheta=0.1),\n", " device_dm,\n", " )\n", " for theta in thetas_multi_period\n", @@ -643,7 +589,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -653,8 +599,8 @@ "p1_t1_t2_stepwise = {\n", " gamma_t2: np.array(\n", " [\n", - " probability_of_one(\n", - " rabi_demo_circuit(\n", + " excited_state_probability(\n", + " rabi_simulated_dynamics(\n", " theta,\n", " gamma_t1=gamma_t1,\n", " gamma_t2=gamma_t2,\n", @@ -740,7 +686,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -749,8 +695,8 @@ "p1_off_resonant = {\n", " delta: np.array(\n", " [\n", - " probability_of_one(\n", - " rabi_demo_circuit(theta, delta=delta, dtheta=0.1),\n", + " excited_state_probability(\n", + " rabi_simulated_dynamics(theta, delta=delta, dtheta=0.1),\n", " device,\n", " )\n", " for theta in thetas_multi_period\n", @@ -812,7 +758,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -822,8 +768,8 @@ "\n", "p1_off_resonant_t1_t2 = np.array(\n", " [\n", - " probability_of_one(\n", - " rabi_demo_circuit(\n", + " excited_state_probability(\n", + " rabi_simulated_dynamics(\n", " theta,\n", " delta=delta,\n", " gamma_t1=gamma_t1,\n", diff --git a/src/braket/experimental/algorithms/rabi_oscillations/__init__.py b/src/braket/experimental/algorithms/rabi_oscillations/__init__.py index 1fadbe8f..6a5c815b 100644 --- a/src/braket/experimental/algorithms/rabi_oscillations/__init__.py +++ b/src/braket/experimental/algorithms/rabi_oscillations/__init__.py @@ -1,3 +1,13 @@ -from .rabi_oscillations import rabi_circuit, rabi_probability +from .rabi_oscillations import ( + excited_state_probability, + rabi_circuit, + rabi_probability, + rabi_simulated_dynamics, +) -__all__ = ["rabi_circuit", "rabi_probability"] +__all__ = [ + "excited_state_probability", + "rabi_circuit", + "rabi_probability", + "rabi_simulated_dynamics", +] diff --git a/src/braket/experimental/algorithms/rabi_oscillations/rabi_oscillations.py b/src/braket/experimental/algorithms/rabi_oscillations/rabi_oscillations.py index f344744e..c382d12b 100644 --- a/src/braket/experimental/algorithms/rabi_oscillations/rabi_oscillations.py +++ b/src/braket/experimental/algorithms/rabi_oscillations/rabi_oscillations.py @@ -1,6 +1,8 @@ +import math from math import sin -from braket.circuits import Circuit +from braket.circuits import Circuit, ResultType +from braket.devices import LocalSimulator def rabi_probability(theta: float) -> float: @@ -25,3 +27,72 @@ def rabi_circuit(theta: float) -> Circuit: Circuit: Circuit implementing Rx(theta) on qubit 0. """ return Circuit().rx(0, theta) + + +def rabi_simulated_dynamics( + theta: float, + *, + gamma_t1: float = 0.0, + gamma_t2: float = 0.0, + delta: float = 0.0, + dtheta: float | None = None, +) -> Circuit: + """Generate a single-qubit circuit for noisy or detuned Rabi dynamics. + + Args: + theta (float): Total resonant drive rotation angle. + gamma_t1 (float): Amplitude damping strength per unit rotation angle. + gamma_t2 (float): Phase damping strength per unit rotation angle. + delta (float): Detuning strength relative to the resonant drive. + dtheta (float | None): Step size for stepwise evolution. If None, + noise and detuning are applied once after the full rotation. + + Returns: + Circuit: Circuit implementing the requested Rabi dynamics. + """ + circ = Circuit() + + if dtheta is None: + circ.rx(0, theta) + + if delta != 0.0: + circ.rz(0, delta * theta) + if gamma_t1 != 0.0: + circ.amplitude_damping(0, gamma_t1) + if gamma_t2 != 0.0: + circ.phase_damping(0, gamma_t2) + + else: + n_steps = max(1, math.ceil(theta / dtheta)) + dtheta_eff = theta / n_steps + dphi = delta * dtheta_eff + gamma_t1_step = gamma_t1 * dtheta_eff + gamma_t2_step = gamma_t2 * dtheta_eff + + for _ in range(n_steps): + circ.rx(0, dtheta_eff) + + if delta != 0.0: + circ.rz(0, dphi) + if gamma_t1 != 0.0: + circ.amplitude_damping(0, gamma_t1_step) + if gamma_t2 != 0.0: + circ.phase_damping(0, gamma_t2_step) + + circ.add_result_type(ResultType.Probability(target=[0])) + return circ + + +def excited_state_probability(circ: Circuit, device: LocalSimulator) -> float: + """Run a probability-result circuit and return the excited-state probability. + + Args: + circ (Circuit): Circuit with a probability result type. + device (LocalSimulator): Simulator used to run the circuit. + + Returns: + float: Probability of measuring |1>. + """ + task = device.run(circ, shots=0) + probs = task.result().result_types[0].value + return float(probs[1]) From 49553cd4e3949279b3eda8dc45c60800e0344ab0 Mon Sep 17 00:00:00 2001 From: Claudia Friedsam Date: Mon, 8 Jun 2026 21:47:09 -0400 Subject: [PATCH 09/10] Add tests for Rabi dynamics helpers --- .../test_rabi_oscillations.py | 57 ++++++++++++++++++- 1 file changed, 55 insertions(+), 2 deletions(-) diff --git a/test/unit_tests/braket/experimental/algorithms/rabi_oscillations/test_rabi_oscillations.py b/test/unit_tests/braket/experimental/algorithms/rabi_oscillations/test_rabi_oscillations.py index bb467f00..c840aa63 100644 --- a/test/unit_tests/braket/experimental/algorithms/rabi_oscillations/test_rabi_oscillations.py +++ b/test/unit_tests/braket/experimental/algorithms/rabi_oscillations/test_rabi_oscillations.py @@ -1,6 +1,12 @@ import math -from braket.experimental.algorithms.rabi_oscillations import rabi_circuit, rabi_probability +from braket.devices import LocalSimulator +from braket.experimental.algorithms.rabi_oscillations import ( + excited_state_probability, + rabi_circuit, + rabi_probability, + rabi_simulated_dynamics, +) def test_rabi_probability_edge_cases(): @@ -12,8 +18,55 @@ def test_rabi_probability_edge_cases(): def test_rabi_circuit_has_single_rx_instruction(): circ = rabi_circuit(0.123) assert circ.qubit_count == 1 - # one Rx instruction on qubit 0 assert len(circ.instructions) == 1 + instr = circ.instructions[0] assert instr.operator.name == "Rx" assert list(instr.target) == [0] + + +def test_rabi_simulated_dynamics_defaults_to_single_rx_with_probability_result(): + circ = rabi_simulated_dynamics(0.123) + + assert circ.qubit_count == 1 + assert len(circ.instructions) == 1 + assert circ.instructions[0].operator.name == "Rx" + assert len(circ.result_types) == 1 + + +def test_rabi_simulated_dynamics_adds_single_channel_noise(): + circ = rabi_simulated_dynamics(0.123, gamma_t1=0.1, gamma_t2=0.2, delta=0.3) + + operator_names = [instruction.operator.name for instruction in circ.instructions] + + assert operator_names == ["Rx", "Rz", "AmplitudeDamping", "PhaseDamping"] + assert len(circ.result_types) == 1 + + +def test_rabi_simulated_dynamics_adds_stepwise_noise_and_detuning(): + circ = rabi_simulated_dynamics( + math.pi, + gamma_t1=0.1, + gamma_t2=0.2, + delta=0.3, + dtheta=0.5, + ) + + n_steps = math.ceil(math.pi / 0.5) + operator_names = [instruction.operator.name for instruction in circ.instructions] + + assert len(circ.instructions) == 4 * n_steps + assert operator_names[:4] == ["Rx", "Rz", "AmplitudeDamping", "PhaseDamping"] + assert len(circ.result_types) == 1 + + +def test_excited_state_probability_returns_probability_of_one(): + device = LocalSimulator() + circ = rabi_simulated_dynamics(math.pi) + + assert math.isclose( + excited_state_probability(circ, device), + 1.0, + rel_tol=0.0, + abs_tol=1e-12, + ) From c3119af3f0c23dd2928535ccc5d09b34cc3c71bf Mon Sep 17 00:00:00 2001 From: Claudia Friedsam Date: Wed, 17 Jun 2026 00:37:09 -0400 Subject: [PATCH 10/10] Increase coverage for Rabi dynamics helpers --- .../test_rabi_oscillations.py | 41 +++++++++++++++++++ 1 file changed, 41 insertions(+) diff --git a/test/unit_tests/braket/experimental/algorithms/rabi_oscillations/test_rabi_oscillations.py b/test/unit_tests/braket/experimental/algorithms/rabi_oscillations/test_rabi_oscillations.py index c840aa63..c7b3c429 100644 --- a/test/unit_tests/braket/experimental/algorithms/rabi_oscillations/test_rabi_oscillations.py +++ b/test/unit_tests/braket/experimental/algorithms/rabi_oscillations/test_rabi_oscillations.py @@ -70,3 +70,44 @@ def test_excited_state_probability_returns_probability_of_one(): rel_tol=0.0, abs_tol=1e-12, ) + +def test_rabi_simulated_dynamics_stepwise_only_detuning(): + circ = rabi_simulated_dynamics( + math.pi, + delta=0.3, + dtheta=0.5, + ) + + operator_names = [instruction.operator.name for instruction in circ.instructions] + + assert "Rz" in operator_names + assert "AmplitudeDamping" not in operator_names + assert "PhaseDamping" not in operator_names + + +def test_rabi_simulated_dynamics_stepwise_only_t1(): + circ = rabi_simulated_dynamics( + math.pi, + gamma_t1=0.1, + dtheta=0.5, + ) + + operator_names = [instruction.operator.name for instruction in circ.instructions] + + assert "AmplitudeDamping" in operator_names + assert "Rz" not in operator_names + assert "PhaseDamping" not in operator_names + + +def test_rabi_simulated_dynamics_stepwise_only_t2(): + circ = rabi_simulated_dynamics( + math.pi, + gamma_t2=0.1, + dtheta=0.5, + ) + + operator_names = [instruction.operator.name for instruction in circ.instructions] + + assert "PhaseDamping" in operator_names + assert "Rz" not in operator_names + assert "AmplitudeDamping" not in operator_names