From 06c37ca8c5ab6f3b0278e04f6fc10a19d3105423 Mon Sep 17 00:00:00 2001 From: woodsp-ibm Date: Fri, 18 Aug 2023 16:40:08 -0400 Subject: [PATCH] Switch to qiskit_algorithms --- README.md | 2 +- docs/conf.py | 1 + docs/tutorials/00_amplitude_estimation.ipynb | 57 ++++++------ .../03_european_call_option_pricing.ipynb | 44 ++++----- .../04_european_put_option_pricing.ipynb | 38 ++++---- docs/tutorials/05_bull_spread_pricing.ipynb | 36 ++++---- docs/tutorials/06_basket_option_pricing.ipynb | 34 +++---- .../07_asian_barrier_spread_pricing.ipynb | 42 +++++---- docs/tutorials/08_fixed_income_pricing.ipynb | 30 ++++--- docs/tutorials/09_credit_risk_analysis.ipynb | 90 ++++++++++--------- docs/tutorials/10_qgan_option_pricing.ipynb | 32 ++++--- .../estimation/estimation_application.py | 6 +- .../estimation/european_call_delta.py | 8 +- .../estimation/european_call_pricing.py | 8 +- .../estimation/fixed_income_pricing.py | 8 +- requirements.txt | 1 + test/applications/test_european_call_delta.py | 3 - .../test_european_call_pricing.py | 3 - .../applications/test_fixed_income_pricing.py | 3 - .../test_portfolio_diversification.py | 2 - .../test_portfolio_optimization.py | 2 - .../test_european_call_delta_objective.py | 19 ++-- .../test_european_call_pricing_objective.py | 19 ++-- .../test_fixed_income_pricing_objective.py | 18 ++-- 24 files changed, 249 insertions(+), 257 deletions(-) diff --git a/README.md b/README.md index 4c8d0fe..37295ae 100644 --- a/README.md +++ b/README.md @@ -33,8 +33,8 @@ evaluate a fixed income asset with uncertain interest rates. ```python import numpy as np -from qiskit.algorithms import AmplitudeEstimation from qiskit.primitives import Sampler +from qiskit_algorithms import AmplitudeEstimation from qiskit_finance.circuit.library import NormalDistribution from qiskit_finance.applications import FixedIncomePricing diff --git a/docs/conf.py b/docs/conf.py index bc8844f..81b5ce4 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -191,6 +191,7 @@ "python": ("https://docs.python.org/3", None), "numpy": ("https://numpy.org/doc/stable", None), "scipy": ("https://docs.scipy.org/doc/scipy", None), + "qiskit_algorithms": ("https://qiskit.org/ecosystem/algorithms", None), "qiskit_optimization": ("https://qiskit.org/ecosystem/optimization", None), "qiskit": ("https://qiskit.org/documentation", None), } diff --git a/docs/tutorials/00_amplitude_estimation.ipynb b/docs/tutorials/00_amplitude_estimation.ipynb index f9fd2df..e232bc3 100644 --- a/docs/tutorials/00_amplitude_estimation.ipynb +++ b/docs/tutorials/00_amplitude_estimation.ipynb @@ -24,7 +24,7 @@ " \\mathcal{Q} = \\mathcal{A}\\mathcal{S}_0\\mathcal{A}^\\dagger\\mathcal{S}_{\\Psi_1}\n", "$$\n", "\n", - "where $\\mathcal{S}_0$ and $\\mathcal{S}_{\\Psi_1}$ are reflections about the $|0\\rangle$ and $|\\Psi_1\\rangle$ states, respectively, and phase estimation. However this algorithm, called `AmplitudeEstimation` in Qiskit, requires large circuits and is computationally expensive. Therefore, other variants of QAE have been proposed, which we will showcase in this tutorial for a simple example.\n", + "where $\\mathcal{S}_0$ and $\\mathcal{S}_{\\Psi_1}$ are reflections about the $|0\\rangle$ and $|\\Psi_1\\rangle$ states, respectively, and phase estimation. However this algorithm, called [AmplitudeEstimation](https://qiskit.org/ecosystem/algorithms/stubs/qiskit_algorithms.AmplitudeEstimation.html) in [Qiskit Algorithms](https://qiskit.org/ecosystem/algorithms/), requires large circuits and is computationally expensive. Therefore, other variants of QAE have been proposed, which we will showcase in this tutorial for a simple example.\n", "\n", "In our example, $\\mathcal{A}$ describes a Bernoulli random variable with (assumed to be unknown) success probability $p$:\n", "\n", @@ -120,14 +120,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Qiskit's Amplitude Estimation workflow" + "### Amplitude Estimation workflow" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Qiskit implements several QAE algorithms that all derive from the `AmplitudeEstimator` interface. In the initializer we specify algorithm specific settings and the `estimate` method, which does all the work, takes an `EstimationProblem` as input and returns an `AmplitudeEstimationResult` object. Since all QAE variants follow the same interface, we can use them all to solve the same problem instance. \n", + "Qiskit Algorithms implements several QAE algorithms that all derive from the [AmplitudeEstimator](https://qiskit.org/ecosystem/algorithms/stubs/qiskit_algorithms.AmplitudeEstimator.html) interface. In the initializer we specify algorithm specific settings and the `estimate` method, which does all the work, takes an [EstimationProblem](https://qiskit.org/ecosystem/algorithms/stubs/qiskit_algorithms.EstimationProblem.html) as input and returns an [AmplitudeEstimationResult](https://qiskit.org/ecosystem/algorithms/stubs/qiskit_algorithms.AmplitudeEstimatorResult.html) object. Since all QAE variants follow the same interface, we can use them all to solve the same problem instance. \n", "\n", "Next, we'll run all different QAE algorithms. To do so, we first define the estimation problem which will contain the $\\mathcal{A}$ and $\\mathcal{Q}$ operators as well as how to identify the $|\\Psi_1\\rangle$ state, which in this simple example is just $|1\\rangle$." ] @@ -138,7 +138,7 @@ "metadata": {}, "outputs": [], "source": [ - "from qiskit.algorithms import EstimationProblem\n", + "from qiskit_algorithms import EstimationProblem\n", "\n", "problem = EstimationProblem(\n", " state_preparation=A, # A operator\n", @@ -148,7 +148,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -181,7 +180,7 @@ "metadata": {}, "outputs": [], "source": [ - "from qiskit.algorithms import AmplitudeEstimation\n", + "from qiskit_algorithms import AmplitudeEstimation\n", "\n", "ae = AmplitudeEstimation(\n", " num_eval_qubits=3, # the number of evaluation qubits specifies circuit width and accuracy\n", @@ -243,12 +242,14 @@ "outputs": [ { "data": { - "image/png": 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", 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\n", 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" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -287,7 +288,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Interpolated MLE estimator: 0.19999999403255486\n" + "Interpolated MLE estimator: 0.19999999406856905\n" ] } ], @@ -309,9 +310,9 @@ "outputs": [ { "data": { - "image/png": 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", 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\n", 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" + "
" ] }, "execution_count": 11, @@ -333,9 +334,9 @@ "outputs": [ { "data": { - "image/png": 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" + "
" ] }, "execution_count": 12, @@ -374,7 +375,7 @@ } ], "source": [ - "from qiskit.algorithms import IterativeAmplitudeEstimation\n", + "from qiskit_algorithms import IterativeAmplitudeEstimation\n", "\n", "iae = IterativeAmplitudeEstimation(\n", " epsilon_target=0.01, # target accuracy\n", @@ -400,9 +401,9 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "execution_count": 14, @@ -438,7 +439,7 @@ } ], "source": [ - "from qiskit.algorithms import MaximumLikelihoodAmplitudeEstimation\n", + "from qiskit_algorithms import MaximumLikelihoodAmplitudeEstimation\n", "\n", "mlae = MaximumLikelihoodAmplitudeEstimation(\n", " evaluation_schedule=3, # log2 of the maximal Grover power\n", @@ -460,27 +461,19 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Estimate: 0.2003936311200557\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/matsuo/envs/qiskit/lib/python3.9/site-packages/qiskit/algorithms/amplitude_estimators/estimation_problem.py:195: UserWarning: Rescaling discards the Grover operator.\n", - " warnings.warn(\"Rescaling discards the Grover operator.\")\n" + "Estimate: 0.2030235918323876\n" ] } ], "source": [ - "from qiskit.algorithms import FasterAmplitudeEstimation\n", + "from qiskit_algorithms import FasterAmplitudeEstimation\n", "\n", "fae = FasterAmplitudeEstimation(\n", " delta=0.01, # target accuracy\n", @@ -515,7 +508,7 @@ { "data": { "text/html": [ - "

Version Information

Qiskit SoftwareVersion
qiskit-terra0.23.1
qiskit-aer0.11.2
qiskit-ibmq-provider0.20.0
qiskit0.41.0
qiskit-optimization0.5.0
qiskit-machine-learning0.5.0
System information
Python version3.9.10
Python compilerClang 13.1.6 (clang-1316.0.21.2.5)
Python buildmain, Aug 9 2022 18:26:17
OSDarwin
CPUs10
Memory (Gb)64.0
Wed Feb 15 18:21:56 2023 JST
" + "

Version Information

SoftwareVersion
qiskitNone
qiskit-terra0.45.0.dev0+c626be7
qiskit_ibm_provider0.6.1
qiskit_algorithms0.2.0
System information
Python version3.9.7
Python compilerGCC 7.5.0
Python builddefault, Sep 16 2021 13:09:58
OSLinux
CPUs2
Memory (Gb)5.778430938720703
Fri Aug 18 15:44:17 2023 EDT
" ], "text/plain": [ "" @@ -554,7 +547,7 @@ ], "metadata": { "kernelspec": { - "display_name": "qiskit", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -568,7 +561,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.10" + "version": "3.9.7" }, "vscode": { "interpreter": { diff --git a/docs/tutorials/03_european_call_option_pricing.ipynb b/docs/tutorials/03_european_call_option_pricing.ipynb index 8667aaf..8f63bc6 100644 --- a/docs/tutorials/03_european_call_option_pricing.ipynb +++ b/docs/tutorials/03_european_call_option_pricing.ipynb @@ -51,7 +51,7 @@ "import numpy as np\n", "\n", "from qiskit import QuantumCircuit\n", - "from qiskit.algorithms import IterativeAmplitudeEstimation, EstimationProblem\n", + "from qiskit_algorithms import IterativeAmplitudeEstimation, EstimationProblem\n", "from qiskit.circuit.library import LinearAmplitudeFunction\n", "from qiskit_aer.primitives import Sampler\n", "from qiskit_finance.circuit.library import LogNormalDistribution" @@ -123,12 +123,14 @@ "outputs": [ { "data": { - "image/png": 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", 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\n", 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", 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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -401,7 +405,7 @@ ")\n", "# construct amplitude estimation\n", "ae = IterativeAmplitudeEstimation(\n", - " epsilon_target=epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100})\n", + " epsilon_target=epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100, \"seed\": 75})\n", ")" ] }, @@ -434,8 +438,8 @@ "output_type": "stream", "text": [ "Exact value: \t0.1623\n", - "Estimated value: \t0.1656\n", - "Confidence interval:\t[0.1596, 0.1716]\n" + "Estimated value: \t0.1687\n", + "Confidence interval:\t[0.1637, 0.1737]\n" ] } ], @@ -480,8 +484,8 @@ "output_type": "stream", "text": [ "Exact value: \t0.1623\n", - "Estimated value: \t0.1669\n", - "Confidence interval:\t[0.1619, 0.1719]\n" + "Estimated value: \t0.1687\n", + "Confidence interval:\t[0.1637, 0.1737]\n" ] } ], @@ -493,7 +497,7 @@ "problem = european_call_pricing.to_estimation_problem()\n", "# construct amplitude estimation\n", "ae = IterativeAmplitudeEstimation(\n", - " epsilon_target=epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100})\n", + " epsilon_target=epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100, \"seed\": 75})\n", ")\n", "result = ae.estimate(problem)\n", "\n", @@ -654,7 +658,7 @@ "\n", "# construct amplitude estimation\n", "ae_delta = IterativeAmplitudeEstimation(\n", - " epsilon_target=epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100})\n", + " epsilon_target=epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100, \"seed\": 75})\n", ")" ] }, @@ -687,15 +691,15 @@ "output_type": "stream", "text": [ "Exact delta: \t0.8098\n", - "Esimated value: \t0.8079\n", - "Confidence interval: \t[0.8032, 0.8127]\n" + "Estimated value: \t0.8091\n", + "Confidence interval: \t[0.8034, 0.8148]\n" ] } ], "source": [ "conf_int = np.array(result_delta.confidence_interval_processed)\n", "print(\"Exact delta: \\t%.4f\" % exact_delta)\n", - "print(\"Esimated value: \\t%.4f\" % european_call_delta.interpret(result_delta))\n", + "print(\"Estimated value: \\t%.4f\" % european_call_delta.interpret(result_delta))\n", "print(\"Confidence interval: \\t[%.4f, %.4f]\" % tuple(conf_int))" ] }, @@ -712,7 +716,7 @@ { "data": { "text/html": [ - "

Version Information

Qiskit SoftwareVersion
qiskit-terra0.23.1
qiskit-aer0.11.2
qiskit-ibmq-provider0.20.0
qiskit0.41.0
qiskit-finance0.4.0
qiskit-optimization0.5.0
qiskit-machine-learning0.5.0
System information
Python version3.9.10
Python compilerClang 13.1.6 (clang-1316.0.21.2.5)
Python buildmain, Aug 9 2022 18:26:17
OSDarwin
CPUs10
Memory (Gb)64.0
Fri Feb 17 11:26:37 2023 JST
" + "

Version Information

SoftwareVersion
qiskitNone
qiskit-terra0.45.0.dev0+c626be7
qiskit_finance0.4.0
qiskit_aer0.12.0
qiskit_algorithms0.2.0
qiskit_ibm_provider0.6.1
qiskit_optimization0.6.0
System information
Python version3.9.7
Python compilerGCC 7.5.0
Python builddefault, Sep 16 2021 13:09:58
OSLinux
CPUs2
Memory (Gb)5.778430938720703
Fri Aug 18 16:00:58 2023 EDT
" ], "text/plain": [ "" @@ -752,7 +756,7 @@ "metadata": { "celltoolbar": "Tags", "kernelspec": { - "display_name": "qiskit", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -766,7 +770,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.10" + "version": "3.9.7" }, "varInspector": { "cols": { diff --git a/docs/tutorials/04_european_put_option_pricing.ipynb b/docs/tutorials/04_european_put_option_pricing.ipynb index 342714f..462e6a2 100644 --- a/docs/tutorials/04_european_put_option_pricing.ipynb +++ b/docs/tutorials/04_european_put_option_pricing.ipynb @@ -50,7 +50,7 @@ "%matplotlib inline\n", "import numpy as np\n", "\n", - "from qiskit.algorithms import IterativeAmplitudeEstimation, EstimationProblem\n", + "from qiskit_algorithms import IterativeAmplitudeEstimation, EstimationProblem\n", "from qiskit.circuit.library import LinearAmplitudeFunction\n", "from qiskit_aer.primitives import Sampler\n", "from qiskit_finance.circuit.library import LogNormalDistribution" @@ -123,12 +123,14 @@ "outputs": [ { "data": { - "image/png": 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", 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\n", 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", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -305,7 +309,7 @@ ")\n", "# construct amplitude estimation\n", "ae = IterativeAmplitudeEstimation(\n", - " epsilon_target=epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100})\n", + " epsilon_target=epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100, \"seed\": 75})\n", ")" ] }, @@ -338,8 +342,8 @@ "output_type": "stream", "text": [ "Exact value: \t0.1709\n", - "Estimated value: \t0.1766\n", - "Confidence interval:\t[0.1716, 0.1816]\n" + "Estimated value: \t0.1770\n", + "Confidence interval:\t[0.1720, 0.1820]\n" ] } ], @@ -412,7 +416,7 @@ ")\n", "# construct amplitude estimation\n", "ae_delta = IterativeAmplitudeEstimation(\n", - " epsilon_target=epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100})\n", + " epsilon_target=epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100, \"seed\": 75})\n", ")" ] }, @@ -445,15 +449,15 @@ "output_type": "stream", "text": [ "Exact delta: \t-0.8193\n", - "Esimated value: \t-0.8228\n", - "Confidence interval: \t[-0.8291, -0.8166]\n" + "Estimated value: \t-0.8197\n", + "Confidence interval: \t[-0.8236, -0.8158]\n" ] } ], "source": [ "conf_int = -np.array(result_delta.confidence_interval)[::-1]\n", "print(\"Exact delta: \\t%.4f\" % exact_delta)\n", - "print(\"Esimated value: \\t%.4f\" % -result_delta.estimation)\n", + "print(\"Estimated value: \\t%.4f\" % -result_delta.estimation)\n", "print(\"Confidence interval: \\t[%.4f, %.4f]\" % tuple(conf_int))" ] }, @@ -470,7 +474,7 @@ { "data": { "text/html": [ - "

Version Information

Qiskit SoftwareVersion
qiskit-terra0.23.1
qiskit-aer0.11.2
qiskit-ibmq-provider0.20.0
qiskit0.41.0
qiskit-finance0.4.0
qiskit-optimization0.5.0
qiskit-machine-learning0.5.0
System information
Python version3.9.10
Python compilerClang 13.1.6 (clang-1316.0.21.2.5)
Python buildmain, Aug 9 2022 18:26:17
OSDarwin
CPUs10
Memory (Gb)64.0
Thu Feb 16 15:43:32 2023 JST
" + "

Version Information

SoftwareVersion
qiskitNone
qiskit-terra0.45.0.dev0+c626be7
qiskit_aer0.12.0
qiskit_algorithms0.2.0
qiskit_finance0.4.0
qiskit_ibm_provider0.6.1
System information
Python version3.9.7
Python compilerGCC 7.5.0
Python builddefault, Sep 16 2021 13:09:58
OSLinux
CPUs2
Memory (Gb)5.778430938720703
Fri Aug 18 16:14:14 2023 EDT
" ], "text/plain": [ "" @@ -510,7 +514,7 @@ "metadata": { "celltoolbar": "Tags", "kernelspec": { - "display_name": "qiskit", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -524,7 +528,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.10" + "version": "3.9.7" }, "varInspector": { "cols": { diff --git a/docs/tutorials/05_bull_spread_pricing.ipynb b/docs/tutorials/05_bull_spread_pricing.ipynb index 447e8b0..195bc68 100644 --- a/docs/tutorials/05_bull_spread_pricing.ipynb +++ b/docs/tutorials/05_bull_spread_pricing.ipynb @@ -52,7 +52,7 @@ "%matplotlib inline\n", "import numpy as np\n", "\n", - "from qiskit.algorithms import IterativeAmplitudeEstimation, EstimationProblem\n", + "from qiskit_algorithms import IterativeAmplitudeEstimation, EstimationProblem\n", "from qiskit.circuit.library import LinearAmplitudeFunction\n", "from qiskit_aer.primitives import Sampler\n", "from qiskit_finance.circuit.library import LogNormalDistribution" @@ -114,12 +114,14 @@ "outputs": [ { "data": { - "image/png": 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", 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\n", 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", 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tjgWaAz3MbC7hw391YICky+K6fLoBqwHdzewbAEkvAbOArsDNDR/dOcdnn8Eee4ROgEOHwkEHJZ3IJaTcp632AoblFImhhILSsZb9VgIWAd9lrZsX1/lXHufK4YMPYIcdwui3zzzjhaOJK3fx2BKYmL3CzKYC1fG+mjwUt7lS0rqS1gWuBmYDDzRQVudcxn/+Ey7Dra4OvcZ32SXpRC5hspqmgmyIJ5MWAmea2TU566cB95jZObXs+2vgSWDDuGoGsJeZvVXD9n2BvgBt2rRpP3To0HplnjdvHi1btqzXvklIU940ZYV05S1l1tbjx7PteefxQ+vWvH3ZZczfaKOSPG62pvralsPy5O3cufMEM+uQ904zK9sNWAicmmf9NODiWvZbH/gQeAzYM96eiPu1ret527dvb/U1evToeu+bhDTlTVNWs3TlLVnWe+81W2kls1/9yuyzz0rzmHk0yde2TJYnLzDeavhcLfdpq9lAvh5EreN9NTmT0O5xgJk9a2bPAj2BxcAZJU/pnIPrroNDDw3tHGPHwvrrJ53IVZByF4+J5LRtxMtwW5DTFpJjS+AdM1uYWWFmPwDvAJs1QE7nmi4z6NcPTjkFunf3XuMur3IXj2eAPSStlrWuFzAfGFvLflOAbSWtnFkh6WfAtsDkBsjpXNO0aBEcfTRcfHHoNf7AA2GucedylLt43AIsAB6WtGts1B4AXGVZl+9KmiRpcNZ+twMbAI9I6iZpb+BRQlvIoHKFd65Rmz8fDjgg9Bo/7zzvNe5qVdZOgmY2W9IuwA2EBu85hEtuB+TJtWLWfhMk7Qn0B/4ZV/8X2M1quNrKOVeEOXNg333hhRfg+uvhxBOTTuQqXNkHRjSzd4Fa56Q0s3Z51o0ERjZQLOears8+C3ONT5zovcZdwXxUXeeasg8+CMONzJoFTz8Nu+6adCKXEl48nGuqxo+HvfYKgxqOGQPt2yedyKWITwblXFM0fDh07gwtW4YpY71wuCJ58XCuqRk6NMw1vumm8NJL8POfJ53IpZAXD+eakuuvD73Gt9/ee4275eLFw7mmwAzOPRdOPhn22w+GDYM11kg6lUsxbzB3rrFbtAiOOw5uvz30Hr/pJmjm//Xd8vEjD+cas/nz4cADQ+E491y49VYvHK4k/F3kXGMyZAj060fHqVNhww1h1VVDX47rroOTTko6nWtEvHg411gMGRIGM6yuDnMzT5sW1p94ohcOV3J+2sq5xqJfvzBNbK4nnih/Ftfo1Vk8JI2StGX8/XBJazV8LOdc0aZOLW69c8uhkCOPPwJrxN/vxCdfcq4yrbNO/vVt25Y3h2sSCmnz+BQ4UNI8QMAm8fe84qi5zrlyuu++MLihFPp0ZLRoAQMHJpfLNVqFHHn8AzgZeAsw4F7CXBq5t//Fn865crrhBjjkENhxx3ApblUVJkFVFQwaBL17J53QNUJ1HnmY2W2SHgd+DowDTgD86MK5pJnB3/8OF10Ueo3/+9/QvDkcfTRjx4yhU6dOSSd0jVidxUPS4cBTZvaCpPOBx8zss4aP5pyr0aJFcPzxcNttcNRRYcpY7/znyqiQ01bZjeR/BzZquDjOuTp9/33oNX7bbeHy3Ntu88Lhyq6Qd9xsYIP4uwjtHs65JMyZE05RjRvnvcZdogopHiOAf0p6Py7fJem7mjY2s9+XJJlzblkzZoS5xt97L7RvHHxw0olcE1ZI8TgSOA7YEvgt8AnwZUOGcs7l+PDDMNf4zJnw1FOw225JJ3JNXCFXW1UDVwJI2hXoZ2Zv1fcJJW0NXA9sD8wBbgfON7PFBezbAzgb2BaoBv4D9DSzGo+EnEu9CRPCXONmMHo0/O53SSdyrriBEc1sk+V5MkmtCafB3gX2IzTEX0louD+3jn3/AtwAXAacCbQGuuCDO7rGbMQI6N4d1loLnnsOttgi6UTOAfX44JW0KeHDeydgTeBr4HngCjP7uI7djwWaAz3MbC4wXNLqwABJl8V1+Z5zbeBq4CQzuy3rrkeKze9catx/Pxx2GGy5JTz7LGywQd37OFcmRY2qK6k98CbQk3DK6J74syfwhqTf1vEQewHDcorEUEJB6VjLfgfFn3cXk9e51LrxxtAgvt124coqLxyuwhQ7JPsVwBtAOzM70szONrMjgU3i+ivq2H9LYGL2CjObSmi/2LKW/bYD3geOkjRN0kJJr0raocj8zlW2TK/xE0+EffYJp6p8rnFXgWRWeLeNeInuQWb2VJ779gbuM7NVa9l/IXCmmV2Ts34acI+ZnVPDfsOAHYC5wFnAV/FnB+DnZvZFnn36An0B2rRp037o0KEF/Y255s2bR8uWLeu1bxLSlDdNWaEMeRcvZotrrmGDJ59kxl578cHpp2Mrrlivh/LXtuGkKSssX97OnTtPMLMOee80s4JvwCzg8BruOxz4qo79FwKn5lk/Dbi4lv2eI3RO3DNr3eqEDowX1pW7ffv2Vl+jR4+u975JSFPeNGU1a+C88+ebde9uBmZnn222ZMlyPZy/tg0nTVnNli8vMN5q+FwttsH8KeASSR+b2QuZlZJ2Ioy+W9eUZbOBVnnWt4731bafAWMyK8xsrqQJwNaFRXeuQn3zTeg1PnYsXHMNnHJK0omcq1OxxeP/gMeAsZJmAjOBdePtZeD0OvafSE7bhqSNgRbktIXkeI8wNIpy1gtYUmh45yrOjBmhD8c774Q5yA89NOlEzhWkqAZzM/vKzHYCugE3AS/Gn3uZ2U5m9lUdD/EMsIek1bLW9QLmA2Nr2e/J+LNzZoWkVkB7wjwjzqXPpElhDo5Jk0KvcS8cLkWKOvKQtKKZLTazZ4Fn6/F8txAmlnpY0qXApsAA4CrLunxX0iRgrJkdBWBm4yU9BgyW9DdC28tZhDaUG+uRw7lkvf56GKdqyRIYNQp+70PCuXQp9lLd6ZIuk7RVfZ7MzGYDuwArEtpHzid0/uufs2mzuE22w4BHgauABwmFo0t8TOfSY+RI6NgxTNz04oteOFwqFdvmcQvhqqrTJY0HBgNDrYae4flYmOO8Sx3btMuzbh5hgMbjignsXEV54IHQa3yLLUKv8Q03TDqRc/VSbJvHADPbFNiN0GnvKmCGpCFx0ETnXE1uugl69QoDG44b54XDpVqxp60AMLNRZnY4sB5wEvD/gGGSJksaIMnHUnAuwwz694cTToC994bhw6F166RTObdc6lU8snQAdiZcfjubMEDiX4BJkg5bzsd2Lv0WL4bjjoMLLoAjj4SHHw5tHc6lXNHFQ1KVpP6SPgJGAusTJozawMz+BFQBtwKXlzSpc2nz/fdw0EFw663wt7/B7bf7XOOu0Sj2Ut3RwB+B6cCdwJ1mNiV7GzNbLOlewLvJuqbrm29g//1hzBi4+mo49dSEAzlXWsV+DZoJdAWGx3FPavImYaRd55qezz8PfTjeeQf+9S/o3TvpRM6VXLEzCfYqcLuFwJQ6N3SusZk0Kcw1/vnn8MQToYg41wjV6wSspI2ALYBVcu8zs6eXN5RzqfT662GcqsWLQ6/x7bZLOpFzDabYNo/VgPuB3TOr4s/sU1j1m4DAuTQbNSq0cbRuDcOGhaljnWvEir3a6h9AW0KjuYDuQCdCT/NPgD+UMpxzqfDgg+GIo23bMNyIFw7XBBRbPLoCA4FX4/JnZjbOzPoShmo/s5ThnKt4N98cLsft0CH0Gt9oo6QTOVcWxRaPNsCnZrYY+A5YM+u+p1l6Osu5xs0MBgyA44+Hbt1Cr/E116xzN+cai2KLx6fA2vH3D4G9s+7bDvi+FKGcq2iLF4eicf750KcPPPIItGiRdCrnyqrYq62GA7sCjxCGUr9bUntgAWGYkitLG8+5CvP992FU3Icegr/+Ff7xD1DuBJfONX4FFQ9JzQntHTOBjyW1MbN/SpoHHAA0B04kDEviXOMyZAj060fHqVNh5ZVhwQK46io47bSkkzmXmDqLh6RNgRFAu6zVcyUdZGaPEI5CnGuchgyBvn2hujpcl75gQSgg666bdDLnElVIm8dlwBLC5bktgG2AN/CjDNcU9OsH1dXLrvvhh7DeuSaskOKxPXCumb1oZt+b2XvAMUBbSes3bDznEjZ1anHrnWsiCike6wMf56z7iNBJcL2SJ3KuUoweXfN9bduWL4dzFajQS3VrG0HXucbnwQfDoIbrr//TyZtatICBA5PJ5VyFKLR4DJM0M3MDZsT1I7PXx/ucS7dbblnaa/y//4XbboOqKkyCqioYNMiHWXdNXiGX6p7f4CmcqwRmYbrYAQNCr/H77w9HGb17Q+/ejB0zhk6dOiWd0rmKUGfxMLOSFg9JWwPXExri5wC3A+fHIU8K2X8F4DWgPbCPmT1ZynyuiVq8GE46KYxVdcQR4WhjpZWSTuVcxSrrhMqSWhP6jLwL7AdsRuiVvgJwboEP8xfAR59zpbNgQeg1/uCDcNZZcMkl3mvcuTqUtXgAxxJ6o/cws7nAcEmrAwMkXRbX1SgWn4HA3whHLM4tn7lzwzwco0fDFVfA6acnnci5VCh2YMTltRcwLKdIDCUUlI4F7H8h8CIwsgGyuabmiy+gUyd4/nm45x4vHM4VodxHHlsCo7JXmNlUSdXxvidq2lHSL4EjgV82aELXNHz8Mey+O8yYAY8/HiZzcs4VTGbl68IhaSFwppldk7N+GnCPmZ1Ty75jgVfN7CxJ7QgzF9bYYC6pL9AXoE2bNu2HDh1ar8zz5s2jZcuW9do3CWnKm1TWlpMm8cuzzkKLF/Pff/yDuVtvXdB+/to2nDTlTVNWWL68nTt3nmBmHfLeaWZluwELgVPzrJ8GXFzLfgcDnwOrx+V2hI6LexfyvO3bt7f6Gj16dL33TUKa8iaSdfRos9VWM9t4Y7N33y1y19ENEqkhpCmrWbrypimr2fLlBcZbDZ+r5W7zmA20yrO+dbzvJyStBFwOXAqsIGkNYPV496qSVmuAnK4xevhh2GOPMFXsiy/CVlslnci51Cp38ZhIaNv4kaSNCaP1Tqxhn1UJl+ZeRSgws4G34n1DCSP8Ole7W2+FAw+E9u3hhRdg442TTuRcqpW7wfwZ4ExJq5nZt3FdL2A+MLaGfeYBnXPWrQf8GziHnAZ455ZhBhdeCP37Q9eu8MADPmWscyVQ7uJxC3Ay8LCkS4FNgQHAVZZ1+a6kScBYMzvKzBYBY7IfJDaYA/zXzF4tQ26XRosXwymnwI03wuGHw+23e69x50qkrKetzGw2sAuwIuGy3PMJc6H3z9m0WdzGufpZsAAOOSQUjjPPhLvu8sLhXAmV+8gDM3sX6FLHNu3quH8yYT4R535q7lzo3h1GjYLLL4czzkg6kXONTtmLh3MN6osvQtvGW2/B3XeH01XOuZLz4uEaj48/DpfiTp8eeo137Zp0IucaLS8ernF4660w89+CBTByJGy/fdKJnGvUyt3Pw7nSGzsWdt4ZmjULfTi8cDjX4Lx4uHTL9BrfcEN46SUocJwq59zy8eLh0mvQoNBr/De/CcOqe69x58rGi4dLn0yv8WOOCUcdI0bAWmslncq5JsUbzF26LFkCJ58cOv/96U8weLB3/nMuAX7k4dIju9f4GWd4r3HnEuRHHi4dvv029BofOdJ7jTtXAbx4uMo3c2bo8Pfmm95r3LkK4cXDVbZPPglzjU+fDo89Bt26JZ3IOYcXD1fJvNe4cxXLG8xdZRo3znuNO1fBvHi4yvPoo+FU1QYbeK9x5yqUFw9XWW6/HXr2hF//2ucad66CefFwlcEMBg6Eo48OvcZHjvRe485VMG8wd8lbsiTMNX7DDXDYYXDHHd75z7kK58XDld+QIdCvHx2nTg2npTbYAF55BU4/HS67DFbwA2LnKp0XD1deQ4ZA375QXR0moZ86NdwOPhiuuCLpdM65AvlXPFde/fpBdfVP17/8cvmzOOfqrezFQ9LWkkZKqpb0maQLJK1Yxz6/k3SnpElxv/cl9Ze0SrlyuxKZOrW49c65ilTW01aSWgMjgHeB/YDNgCsJRezcWnbtFbe9FPgQ+CVwYfzZswEju1Jbbz2YMeOn69u2LX8W51y9lbvN41igOdDDzOYCwyWtDgyQdFlcl88lZjYra3mMpO+BWyVVmdmUBs7tSmHcOJgzB6RwaW5GixbhMl3nXGqU+7TVXsCwnCIxlFBQOta0U07hyHgj/tygdPFcg8n0Gq+qgmuugaoqTArLgwZB795JJ3TOFaHcxWNLYGL2CjObClTH+4qxPbAE+Kg00VyDye01fvLJMHkyY0eNgsmTvXA4l0Ky7NMHDf1k0kLgTDO7Jmf9NOAeMzunwMdZD3gbeNrM+tSwTV+gL0CbNm3aDx06tF6Z582bR8uWLeu1bxIqKq8ZbYcMYdPBg/lqu+14p39/ljRv/uPdFZW1AGnKm6askK68acoKy5e3c+fOE8ysQ947zaxsN2AhcGqe9dOAiwt8jJWBccDHQOtC9mnfvr3V1+jRo+u9bxIqJu/ixWYnnWQGZocdZvbDDz/ZpGKyFihNedOU1SxdedOU1Wz58gLjrYbP1XI3mM8GWuVZ3zreVytJAu4BtgF2NLM693EJWLAAjjgC7rvPe40710iVu3hMJKdtQ9LGQAty2kJqcA3hEt/dzKyQ7V25ffst9OgBI0aEonHmmUkncs41gHIXj2eAMyWtZmbfxnW9gPnA2Np2lHQ2cCJwkJm90LAxXb3MnBmmiX3jDbjrrnD04ZxrlMp9LuEWYAHwsKRdY6P2AOAqy7p8N/YkH5y1fChwMeGU1XRJf8i6rVPeP8Hl9cknsNNO8M47Ya5xLxzONWplPfIws9mSdgFuAJ4A5gBXEwpIbq7sIUt2jz/7xFu2PwN3lTSoK87bb4c5OBYsCKerdtgh6UTOuQZW9lF1zexdoEsd27TLWe7DT4uGqwTjxsG++8Jqq4UJnHzKWOeaBL8ExtVfptf4+uv7XOPONTFePFz9+FzjzjVpXjxccXyuceccPpOgK0b2XON/+hMMHuxzjTvXRPmRhyvMggVw6KGhcJx+eujH4YXDuSbLjzxc3bJ7jV9+OZxxRtKJnHMJ8+LhajdzJnTtCm++CXffDYcfnnQi51wF8OLhavbJJ+FS3OnTQ6/xbt2STuScqxBePFx+b70Fe+4Z2jpGjoTtt086kXOugniDufupsWNh552hWbPQh8MLh3MuhxcPt6xHHgn9Nzbc0HuNO+dq5MXDLXXbbXDAAfCb38Dzz3uvcedcjbx4uNBr/KKLoG/fcNQxYoT3GnfO1cobzJu6JUvg5JPhxhu917hzrmB+5NGULVgAhxwSCscZZ3ivcedcwfzIo6n69lvo3j1chuu9xp1zRfLi0RTNnAl77RX6cnivcedcPXjxaGqye40//ngYesQ554rkxaMp8V7jzrkS8QbzpsJ7jTvnSsiLR1PgvcadcyXmxaOxGzTIe40750qu7MVD0taSRkqqlvSZpAskrVjAfq0k3SlptqRvJA2R5N2ga2IGF14IxxwT2jm817hzroTK2mAuqTUwAngX2A/YDLiSUMTOrWP3+4EtgL8AS4BLgUeBPzZQ3PRavDjMNX7jjeEy3Ntv985/zrmSKveRx7FAc6CHmQ03s1uA84H/k7R6TTtJ2h7YHTjCzB4ys0eAw4CdJO3aIEmHDIF27ejYpQu0axeWK1l23tVXX9pr/M47vXA450qu3MVjL2CYmc3NWjeUUFA61rHfF2Y2LrPCzF4DPon3ldaQIWGQwClTkBlMmRKWK7WA5Oatrg4F49e/hhW8Wcs5V3rl7uexJTAqe4WZTZVUHe97opb9JuZZ/168r7T69QsfwNmqq6FPH7j44pI/3XL74ANYtGjZdQsXhr+jd+9kMjnnGrVyF4/WwJw862fH++qz36b5dpDUF+gL0KZNG8aMGVNwyI5Tp6I8623RIr5cZ52CH6dc1nn33fx5p05lbBF/d7nNmzevqH+XpKUpb5qyQrrypikrNFzeRtvD3MwGAYMAOnToYJ06dSp857Ztw6mqHKqqYt1KfNO0a5c/b9u2FPV3l9mYMWMqOl+uNOVNU1ZIV940ZYWGy1vuE+KzgVZ51reO95V6v/oZOBBatFh2XYsWYX0lSlte51zqlbt4TCSnjULSxkAL8rdp1LhfVFNbyPLp3Tt0rquqwiSoqgrLldp+kLa8zrnUK3fxeAbYQ9JqWet6AfOBsXXst56knTIrJHUgtHc80xBB6d0bJk9m7KhRMHly5X8Qpy2vcy7Vyl08bgEWAA9L2jU2ag8Arsq+fFfSJEmDM8tm9jLwHHCPpB6S9geGAC+Y2Yhy/gHOOefKXDzMbDawC7Ai4bLc84Grgf45mzaL22TrRTg6uQO4B5gAdG/IvM455/Ir+9VWZvYu0KWObdrlWTcH+HO8OeecS5B3P3bOOVc0Lx7OOeeKJjNLOkODk/Ql8NNedIVZG5hVwjgNLU1505QV0pU3TVkhXXnTlBWWL2+VmeUdVqNJFI/lIWm8mXVIOkeh0pQ3TVkhXXnTlBXSlTdNWaHh8vppK+ecc0Xz4uGcc65oXjzqNijpAEVKU940ZYV05U1TVkhX3jRlhQbK620ezjnniuZHHs4554rmxcM551zRvHg455wrmhcP55xzRfPi4ZxzrmiNdg7zxi7OwNgVEPCAmX0laSPgDGAzYDIwyMz+m1xKkPRX4OmkcxRKUnOgmZl9m7VuHeBEYGtgCfAmcJOZfZNISOcqgF+qG0kSYX6QbsBWwJqED4rPgVeAu8zsg+QSLiXp98BwYFVgEfA1sAfwNLAYeAfYFlgP2NXMnk8oKpKWAEaYLvheYKiZfZRUnrpIehr40MxOicvbE2arXEKYQ0ZAe+AHoIuZvZNg1t8Azc3spax1ewJns7TQvQUMyN6mUsT/c/sAvyW8R8YTvmhU9IeSpNUJY0V1MbMXks4DP2bqAqwMPGVm38UvPScQZlz9mPBl8rOSPWeF/zuVRXyRnyZ8KHxO+GDYkPCGfobw4v8/4EIzuzCpnBmShhOOGrsD3xEm1Nqf8OF2gJktlPQz4FFgFTPrnFDUTPG4FPgFsBsh9+uEQnK/mU1PKls+kmYBR5nZY3H5FcJrvH/maERSK+Bx4Hsz2yPBrK8AT5jZwLh8JHA7MBoYRSh0uwB/BHpm/qaEsr5EeF3fi8utCbODtgfmxc1aEr6o7ZF95JcEScfXcndz4HLgWuBDADO7qRy58pG0OTAS2Diu+gTYnfAFcw3gI8Ln13ygvZlNK8kTm1mTvwH/JrwJfpG1bgPgWeChuNyR8CY/sgLyfgXslbW8LuFb5u4523UDZiWcdQnw+/j7mkDf+EZfFG9j4ro1k35dY8ZqYOes5R9yX9es1/a7hLPOzc4GTAKuz7PdLcBblfI+iMuDCUfMe2at2xOYDVxdAe+DJYSj+CU13LLvW5xw1vsJR5ibx/9j/4yfZy8Bq8Vt1o7b3Fqq5/UG82Av4G+WdV7ewuHdscD+ktY3s7HAxcApCWXMZXl+zz2MrKjDSjP72swGmdkuwEbA6YTD7FuAGZKeSjRg8D8g+0jtC8J/yFxrEQpNkpbkLFcBD+bZ7kHCN89Ksi9wgZk9m1kRfx8I9Egs1VKPATOBo4AVzWyFzI3wfhDQKa7LnTK73HYCBprZJDP7GjiX0O55hcUjODObBVzDsu/t5eLFI1iB8E0i12LCm6RVXH4V2KJcoWoxHjhDUktJKwDnANOB4yStCCCpGXA84cOw4pjZ52Z2rZntAGxCmMd+g4RjAVwC/E3SkfE1HAhcLmk3SStL+llsV/gH4Rtfkp4HemctvwPkG3r7d4T3RyVZg/A+zjWB0FaXKDPrDhwBnAn8R9KO2Xcnk6pGrQmn2zMy/9a5cxh9TPjSVhJ+tVUwHLhI0ttm9jH8eE72OsI/SqahvCVQCVfY9CNknk049VNNaCx7APhQUqbBfAPCqYCKZmZTCB/al1RAloclnUT4lnY18D7hy8OzhA8NxU0fJ3ywJOkc4MX4BeJ6QkP53ZLWJJwOFOF9cSrwt4QyZuspKVPcZgP5Jhlam3A6LnFm9pykXxJev6ckPUu4mjHR9pg8ZhKOOjMWA7cSjpqzrUsJs3uDORAvcR1GOKqYQjjPvQmwADjEzJ6J211GmFmrV1JZM2LmvQlfAB4ysxmS1gPOIpyimALcbmavJxgTSf2B26yEV3mUg6S1gF7A7wnfhEX4wHsPeNLMJiQY70eSfg3cDGzHssUt8/tswumhaxMJGMULJ3LdZWZH5mx3K7C1mf2xPMkKE/9vXUY4pXYroaB0NrNxSeYCkPQo8HXua5lnu+uBLc1st5I8rxePIJ7uOQj4FbAKofHx3ngO0bmKJmkrQgHJLXQvmdnCJLMVQ9LRwEdmNirpLPnES7evJnxB62YVcAm0pDZACzP7pI7t/o9w4cTIkjyvF4/GR9IKZpbvm17FkLQKoVFvCTCpEj/gYpvHpmT1+TGzqcmmcq4yeIN5DknbSOop6S/x1lPSNknnyiWph6RHJT0taZ+4rpekycBCSVPit7hESTos9j/ILDeTdAnhMs23CQ36X0uqhHPyAEhqL+lxwvnh94AXgZeBTyRNl3SBpBaJhmxEFCWdIx9JzXP/rSX9On4utE8qV0VI8vrkSroBRxLaCfJd272YMNzHn5POGbMeFHO9QLiksBo4mtBWM5jQq/TfMfceCWd9Fzgua/nKmPc8YEfCZYYDCB2YzqmA13Z3QlvXeMKl2QMIHUV/iJlPJ1zV9CbQugLy7k3oN/NefC/snGeb7Ui+L8LuxD4HWev2J3QYXQQsjK95t6Rf05itFfBIzLUIuA1YEbg753PhBWDtpPMW+Df1LOX7IPE/qBJuwEnxTXIjoTfu2vGNsmL8fSfghvihckIF5P0PcEvWcu+Y7cqc7e4ERiSctRromLU8Ezglz3ZnAFMq4LWdANxdw3tkMuFofZX4oXdTwll3ix9gL8b354S4fCXxlHTcrhKKx2KW7STYPX4AvxT/7U8nHN0tIk+nzATyXkcYguQk4PD4heEh4NNYCNch9A+bDtycdN4C/6aSFg9v8wAkfUz4ML6sju3OAo41s03Lk6zGHHOBHmY2Ii63IjSQ7mpZDY3xdNatZpZY/wlJM4ATzeyhuLyAcDQ0Jme73YDHzax5+VMuk2M+sK+ZDc9Z35rQs38bM3tP0uHApWa2fhI5Y6YXCONw/Tlr3ZGED77hhCsFv5e0HaHhPLHObPFqqz+Y2Wtx+XVgupntk7Pd08CqZtYxgZjZOSYTOt7dFpd/QyjOfzazu7O2O5pwxLxJIkFDhjsK3LSK0LGxJO8Db/MI1gdeK2C716iADkyEyzCz3wCZsYHm5Gw3j9AZK0mPEzo0rhyXRwCH5NnuEMK3u6TNJFxxl+tXhNc9089nCks7jyZlW+Bf2SvM7A7CUDp/AEbFPh+VaFvCJa+5BhEGSkzaOizt3wVxDCvCOFHZJpG/v0o5HUE4GvpFHbeqmh6gPryTYPAWcLSkcVbDVUqxQe9oQiNv0qYQRk0dBmBmi+MlhO/lbLcZMKPM2XKdTegJ/T9JtwNPAJdK2palHdk6A78hjLCatEHAhZJaEgrdD4Qe2v2A0ba0v8qmQNJXXn1PGFl5GWY2IfaIHkY4LTSgzLlqkn2a4xvyd1j7jsr4UvsJoQiPjct/JJxm24HQzpGxI8m/Dz4EXjOzw2vbSNIBwH2lelIvHsHphB7E70p6mDB8+Jx4XytgS8I52o2ojB7bD5MzzICZvZpnu4NZ9o1edmb2taQ/ED58/4/QyxVg+3j7gXCK5Y9m9p9kUi5lZgPjKZa/AX/PrCZcgHBq1qYLCQ3qSXqbcN798dw7zOzjWECeBu4qc66aDJO0KP7eivCFYWzONluS/BceCOOtXSvpF4RCdxDhi9B58YvFW4QjpNOApEfafoVQ1OqS3Yl0uXmbRyRpM0Lv7D1ZOrRxxqeEK24utwqeiyKXpLbAHDOriOEeACS1Y9mObB9ZZfbxWIlw5LYK8HElvYYZko4hDFHyG6uhM6ukVQlXDe1qYVC/RMSRBnJ9aGb35mw3Jq6vhMvMTyacTl2JMFrDLZIOIbQpZQbGHAT8Ncn3cLxkeEczu66O7dYmtNnlFuz6Pa8Xj5+K13WvERfnmFnSo6c65ypEPIW9tpl9mXSWJHnxaGTiIfXrQO9KOA2kFE7rqpRM8etckrx4ZIkfGhsQTqXMynP/2kBXM7un7OGWzdG1lrtXJTSK/Y04HLuZPV2OXPkoRdO6Qrqm+C1UHPfqQDO7IOEcZZ8qtZTiEUf2tLkTCH9H4h+iCqMV9yT8f7rLzCZK+hVwPku/8NxgZsNK9qRJd1yphBvwM8Jw5ovjbSGhp3arnO0S72wVc6RplrNZwH5Zy68QekSvlrWuFaHhdFgFvLbDCdO4rkE4130DMI3Qe3ulrPfLM4SrrxJ//xbwN5W0c1g9M2xOuEow8778iPCh9jGhQP+HMBT7F8BGFfCavQRslbXcOmZcEnPOZWknx9WSyhmz7UH48vV5fF3nEq5gnB3z3Rj/3y0mTKdcmudN+h+pEm6Eq2rmEC7F7QCcHN/EHwI/z9quUorHeMIVKX8mXLudfftlfFMflFmXcNbUTOsac6Rpit+2Bd6OTfp9S0JTpS5H3tRMm0sYYeABwoyHEC6imA0Mztnun8ArJXvepP+RKuFGuDT3xJx16wHjgC+B7eO6SikeIsz7PZMwZMImWfe1im/8n4xxlFDW14D+WcufAgfn2e5w4MsKyPtVzgfEOvH13C1nu64VUDwyR5l13SrhCPQz4KCs5aqYq0fOdn8GPqiA90Fu8fgSODXPdokPq0O4lHjXrOXWMX+XnO12J1wAVJLn9X4ewcbkdP4zs88l7UKo1iMk9aYyrj/HwjthkKT7gYuA/8aJXi5KNllelwBDJH0K3MPSaV2/IpyqynQSrIRpXWHpFL8vEI6asqf4HWWhQ2alTPH7LTAKuL2O7XYiXIaepESmSi2hNajcaXPns2xn0czvuUP9tCB0LC0JLx7BZ8DPCUcaP7Jw7fbBkq4lHBYm2lCey8zmACdKGkS49vxD4FIqaI5lS9e0rpCuKX5fI7TLPVXbRnHulKQlMlXqckrLtLkvAn+X9GHMcgVhNOu/xlEzvo3j351FKHYl4Vdb8ePAYpuaWadatjmb8K3ZLMEB5moj6WDCVJkbEQZAS3yKzAylZFpXSNUUv+cBfc0st1Nr7nY7A+ebWefyJMub4VESmCq1vpSiaXMlbU4YSifzPphMOJp/kNBjfwrQjvBlqLOZvVmS5/Xi8eNlbr2Af1gt085KOpRw7vvPNW2TtHhKZVVgnpktTjqPc5DcVKkNTRUybW7s37Uj4QrBkWY2P3Z2/gtLv/Dca2bTSvacXjycc84VqxJGr3QNRNJtkgYnnaMQacoK6cvrXKl5g3kRJN0GrGBmRyWdpUCdSc8XhDRlhRTllTSCcJZhl6Sz1CVNWSFdeUud1YtHcVLzgQFgZpsnnaFQacoKqcsr0vO+TVNWSFfekmb1No9GLF6iua6ZJT1ZTZ3SlBXSl9e5UktLxawIklaJc2SkRTfCjGhpkKaskKK8klZKy/s2TVkhXXlLndWLR3FS84HhmgZJJ0j6SNJ8SW9J+lOezX5LBbxv05QV0pU3iaze5pFCkgq9pjxfj9iySlNWSFfe2Cn0esIUuW8QpiK9S9J+wGFmVrKhKJZXmrJCuvImldWLB+n6wIh2Jgzz8W4d21XCsBRpygrpynsGcIWZ/ThuVRyPbQgwWtLeZvZVYumWlaaskK68iWT1BnNA0iIK+8DYENgu6eFJJL0FTDSzXnVsdwBwX5J505Q15khNXknfAvuY2Zic9e0I842sSBh/ax3gJc9auDTlTSqrt3kE7wD/M7MDa7sBVyUdNHoF+EMB22UPPJiUNGWFdOX9hjAw3zLMbDLh1MUs4GXgd+WNlVeaskK68iaS1Y88+HFwsz3NrKqO7XoS5rROtOhK2gzYxswer2O75oTLSXOHvS6bNGWNOVKTV9JjwLdmdlgN9zcnDI63FwkP6JmmrDFPavImldWLB+n6wHAuQ9KBwGnA3jUN6ClpReBmwoCem5QzX06O1GSNWVKTN6msXjycc84Vzds8nHPOFc2Lh3POuaJ58XBNjqQ+kiZI+lbSbElvSGqQK+kkbSFpgKQ1Cth2gCTLun0m6aHYJlfXvndJyjfHtnMNwouHa1IUphO+HRgG9AAOBx4D9m2gp9wC6A+sUeD23wDbx9sZwK+BkZJWrWO/C4E+9UroXD14D3PX1JwI3Gpm52Ste0LS+UkFyrHIzF6Jv78iaSrwPNAVeCB3Y0nNzWy+mX1UzpDO+ZGHa2rWAD7PXWlZlx1KahdPGx0q6Z/x9NZMSf1z95PURdKrkr6X9IWkmxTmk0ZSJ+CJuOkn8TEnF5l3QvzZLj7mZElXSjpP0jRgblz/k9NWkqok/VvSLEnVkt6WdGjW/atIukzSp5IWxAH1uhaZzzVRfuThmprXgZPiN/on6xjz53LgSeAAwphX/SXNMrMbASRtAzwLDAd6AhsDlwCbEoaDeJ047hDhFNkMYEGRedvFn9kF71DCqAjHU8P/YUnrEnoVV8cMnwLbxowZDwK/J5xW+wg4CHhcUgcze7PInK6J8eLhmpoTgEeBuwCT9B7wEGFgubk5275jZsfE34fFD+RzJN1sZkuA84ApwL5mthhA0tfAfZK2N7OXJb0f938jDhdRJ0mZ/5ebAjcB3wIjcjbbu47RUk8DWgHtzWxGXDcy6zl2IUwx0MnMxsbVz0naAugHHFhIVtd0+Wkr16SY2dvAVoQG8psI41OdB4zPnG7K8kjO8sPABsBGcfn3wCOZwhE9BCwCdqpnxLWAhfH2PqGA9MoqAAAjCxhmuwvwbM5+2XYlHM28KKlZ5kYoMB3qmd01IX7k4ZocM1tAaIt4AkDSUYQrsI4Crs3adGbOrpnl9YGp8ecXOY+9WNJXwJr1jPcN4YPdCB/un9lPh4H44id7/dRawH9quX9tYD1Ckcq1OM8655bhxcM1eWY2WNJlwJY5d61bw/KMrJ/LbBPHEFoLyDvGUAEWmVld/TUKGVPoK0Jxq8nXwHRg/wJzObcMP23lmpTYbpG7bh1C+0DuN/ruOcuZRu9pcflVoHssGNnbNANeiMs/xJ/lnjxqJLCHpDa13L8eMM/MxufeyhfTpZUfebim5r9xCOvnCKehqghXI1UDd+dsu00crv8hwtVWRwGnxMZygIsI034+KulmQlvIpcAwM3s5bpNpMD9G0lCg2sz+2zB/2jKuJnSAfF7SQMLVVlsBq5rZZYQrxIYBwyVdSrh6a3VCp8RVzOzsMmR0KebFwzU1FwD7AdcR2iU+B14iNEp/krPtWcDehOLxPaEX9w2ZO83sHUl7ARcTGtPnEuaRPitrmymSzgBOBk4iHLW0a4g/LJuZfSlpR+Ay4BrgZ8CHwD/i/SapB3AOcCrQlnAq603CfNjO1cqHZHcuR5y+8xPC1J5PJhzHuYrkbR7OOeeK5sXDOedc0fy0lXPOuaL5kYdzzrmiefFwzjlXNC8ezjnniubFwznnXNG8eDjnnCva/weH2pgYE2jh4QAAAABJRU5ErkJggg==\n", "text/plain": [ - "
" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -285,7 +289,7 @@ ")\n", "# construct amplitude estimation\n", "ae = IterativeAmplitudeEstimation(\n", - " epsilon_target=epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100})\n", + " epsilon_target=epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100, \"seed\": 75})\n", ")" ] }, @@ -308,8 +312,8 @@ "output_type": "stream", "text": [ "Exact value: \t0.5695\n", - "Estimated value:\t0.5642\n", - "Confidence interval: \t[0.5467, 0.5818]\n" + "Estimated value:\t0.5686\n", + "Confidence interval: \t[0.5610, 0.5763]\n" ] } ], @@ -372,7 +376,7 @@ ")\n", "# construct amplitude estimation\n", "ae_delta = IterativeAmplitudeEstimation(\n", - " epsilon_target=epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100})\n", + " epsilon_target=epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100, \"seed\": 75})\n", ")" ] }, @@ -395,8 +399,8 @@ "output_type": "stream", "text": [ "Exact delta: \t0.9291\n", - "Estimated value:\t0.9300\n", - "Confidence interval: \t[0.9286, 0.9314]\n" + "Estimated value:\t0.9290\n", + "Confidence interval: \t[0.9269, 0.9312]\n" ] } ], @@ -420,7 +424,7 @@ { "data": { "text/html": [ - "

Version Information

Qiskit SoftwareVersion
qiskit-terra0.23.1
qiskit-aer0.11.2
qiskit-ibmq-provider0.20.0
qiskit0.41.0
qiskit-finance0.4.0
qiskit-optimization0.5.0
qiskit-machine-learning0.5.0
System information
Python version3.9.10
Python compilerClang 13.1.6 (clang-1316.0.21.2.5)
Python buildmain, Aug 9 2022 18:26:17
OSDarwin
CPUs10
Memory (Gb)64.0
Thu Feb 16 15:42:50 2023 JST
" + "

Version Information

SoftwareVersion
qiskitNone
qiskit-terra0.45.0.dev0+c626be7
qiskit_ibm_provider0.6.1
qiskit_finance0.4.0
qiskit_algorithms0.2.0
qiskit_aer0.12.0
System information
Python version3.9.7
Python compilerGCC 7.5.0
Python builddefault, Sep 16 2021 13:09:58
OSLinux
CPUs2
Memory (Gb)5.778430938720703
Fri Aug 18 16:15:46 2023 EDT
" ], "text/plain": [ "" @@ -460,7 +464,7 @@ "metadata": { "celltoolbar": "Tags", "kernelspec": { - "display_name": "qiskit", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -474,7 +478,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.10" + "version": "3.9.7" }, "varInspector": { "cols": { diff --git a/docs/tutorials/06_basket_option_pricing.ipynb b/docs/tutorials/06_basket_option_pricing.ipynb index 6227f8f..8267751 100644 --- a/docs/tutorials/06_basket_option_pricing.ipynb +++ b/docs/tutorials/06_basket_option_pricing.ipynb @@ -48,7 +48,7 @@ "import numpy as np\n", "\n", "from qiskit import QuantumRegister, QuantumCircuit, AncillaRegister, transpile\n", - "from qiskit.algorithms import IterativeAmplitudeEstimation, EstimationProblem\n", + "from qiskit_algorithms import IterativeAmplitudeEstimation, EstimationProblem\n", "from qiskit.circuit.library import WeightedAdder, LinearAmplitudeFunction\n", "from qiskit_aer.primitives import Sampler\n", "from qiskit_finance.circuit.library import LogNormalDistribution" @@ -134,12 +134,14 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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\n", 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", + "image/png": 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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -437,8 +441,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Exact Operator Value: 0.3936\n", - "Mapped Operator value: 0.4869\n", + "Exact Operator Value: 0.4209\n", + "Mapped Operator value: 0.6350\n", "Exact Expected Payoff: 0.4870\n" ] } @@ -490,7 +494,7 @@ ")\n", "# construct amplitude estimation\n", "ae = IterativeAmplitudeEstimation(\n", - " epsilon_target=epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100})\n", + " epsilon_target=epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100, \"seed\": 75})\n", ")" ] }, @@ -524,8 +528,8 @@ "output_type": "stream", "text": [ "Exact value: \t0.4870\n", - "Estimated value: \t0.4726\n", - "Confidence interval:\t[0.4238, 0.5213]\n" + "Estimated value: \t0.4945\n", + "Confidence interval:\t[0.4821, 0.5069]\n" ] } ], @@ -556,7 +560,7 @@ { "data": { "text/html": [ - "

Version Information

Qiskit SoftwareVersion
qiskit-terra0.23.1
qiskit-aer0.11.2
qiskit-ibmq-provider0.20.0
qiskit0.41.0
qiskit-finance0.4.0
qiskit-optimization0.5.0
qiskit-machine-learning0.5.0
System information
Python version3.9.10
Python compilerClang 13.1.6 (clang-1316.0.21.2.5)
Python buildmain, Aug 9 2022 18:26:17
OSDarwin
CPUs10
Memory (Gb)64.0
Thu Feb 16 15:41:40 2023 JST
" + "

Version Information

SoftwareVersion
qiskitNone
qiskit-terra0.45.0.dev0+c626be7
qiskit_finance0.4.0
qiskit_ibm_provider0.6.1
qiskit_aer0.12.0
qiskit_algorithms0.2.0
System information
Python version3.9.7
Python compilerGCC 7.5.0
Python builddefault, Sep 16 2021 13:09:58
OSLinux
CPUs2
Memory (Gb)5.778430938720703
Fri Aug 18 16:17:28 2023 EDT
" ], "text/plain": [ "" @@ -596,7 +600,7 @@ "metadata": { "celltoolbar": "Tags", "kernelspec": { - "display_name": "qiskit", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -610,7 +614,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.10" + "version": "3.9.7" }, "varInspector": { "cols": { diff --git a/docs/tutorials/07_asian_barrier_spread_pricing.ipynb b/docs/tutorials/07_asian_barrier_spread_pricing.ipynb index 16a5e17..249ce97 100644 --- a/docs/tutorials/07_asian_barrier_spread_pricing.ipynb +++ b/docs/tutorials/07_asian_barrier_spread_pricing.ipynb @@ -58,7 +58,7 @@ "\n", "from qiskit import QuantumRegister, QuantumCircuit, AncillaRegister, transpile\n", "from qiskit.circuit.library import IntegerComparator, WeightedAdder, LinearAmplitudeFunction\n", - "from qiskit.algorithms import IterativeAmplitudeEstimation, EstimationProblem\n", + "from qiskit_algorithms import IterativeAmplitudeEstimation, EstimationProblem\n", "from qiskit_aer.primitives import Sampler\n", "from qiskit_finance.circuit.library import LogNormalDistribution" ] @@ -130,12 +130,14 @@ "outputs": [ { "data": { - "image/png": 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J5iSq1WqUlJSgpKQEwLrTDumcnpqaQm9vL0wmU4QbTCrd74n2kw7imkayTjzRSNLTYt9pdo4wGPkFE4kMhgQ2mn2YjGAwiL6+PiwsLODgwYMYHh5W5GaZa5FIoGEPQH6LVo1Gg7KyMpSVlQFY950monFsbEzwnSZRxqKiImi12pSPI9dw73iiMRgMIhAICL+PrmlkopHBoB8mEhmMJIhnH4qt9aTicDjQ3t4OnU4nWOuNjIzEnZOYKbkWieyGrxxarRbbtm0TvLv9fr8gGkdGRuB2u1FYWChEGq1W64aNUEq586QiGrVarTDPMReDyBkMRnKYSGQwEhAOhxEMBtNKL/M8j6mpKQwMDKCxsRHbt28XboJKiblci0Ra9kAzcokynU6H8vJylJeXAwB8Pp8wo5H4TkeLxmjf6Wy9T1JFY7QbDBONDEbuYSKRwYiC1B4uLy/DarWmHD0MBALo7u6G3W7H0aNHUVpaGvH7zSwSaWOrvB56vT7Cd9rr9Qqisa+vD36/P8J32mq1AshN9DeRaAwEAlhYWIDNZsOOHTuYaGQwKICJRAZDBLlZud1uvPLKK7j66qtTupGurKygo6MDhYWFOH36dNzmgkS2fJlCg0ikYQ+0ks3XxWAwoKqqClVVVRG+03a7HTMzMwgGgzCZTAgGg1hdXc2Z7zQQKRpDoRCcTic4jkMgEIDf72eRRgYjhzCRyGD8L9GzD1OB53mMjo5idHQUO3fuRENDg2RbPrmgRaDRsAfGX4jnO+12u3Hp0iXMzc2hs7MT4XAYVqtViDQWFhbmJMpI6iTJHEbyM/LZDAQCwt8kFo2ke5rBYMgLE4mMLU+82YekfiscDsfUckXj8/nQ2dkJj8eDEydOCKm8RNAoEuVqYmA3avrhOA5msxllZWWw2+04ceIEXC6XkJ6emJgAgIjO6YKCgqy8t/HOQ9LkIn4MEY0k0kg+s9Hd0wwGIzOYSGRsaRLNPpQ6nHppaQmdnZ0oLS3FkSNHJFnrcRy3adPNAD2RRBpFAk17EtvyFRQUoKCgAHV1deB5Hg6HA3a7HTabDaOjo1CpVIJoVNJ3mkwQSEYqolHcPU3Ta89g5AtMJDK2LOFwGH6/P+7sQ3KjSiTmwuEwhoaGMDk5iT179qCmpkbyTUilUlEXSZRzD4z45Pq9iSaZLR/xna6vr0c4HIbD4cDKykqE77RYNBqNRlne+3Qi2mLRSP6meKIxuqaRnasMxsYwkcjYcpD0ciAQSDj7MFkk0e12o6OjA+FwGKdOnUJBQUFKx6cx3SwnNOyBQNNeaESKUFKpVLBarbBarWhsbEQ4HMbq6irsdjvm5+cxODgo+E4T4Wg0GtPaT6ZlD2LPabIe8JcvhIksBJloZDDiw0QiY0uRyuzDeF3Ic3Nz6O7uRnV1NXbt2rVhvWI8NrNIZDfa/CHdc0WlUgkRxKampgjf6dnZWQwMDECv1wuPScV3Wu4B38lEo8/ng9/vF/4mJhoZjFiYSGRsCcR1S+JarGSIRVcoFEJ/fz9mZ2exf/9+YR5dOtBWk+h0OqFWq9OO/kSTa6FKM7QJDzn2E893mohGse+0OD2dyHdaKRcYglg0qtVqYUYjz/NMNDIYcWAikbHpEVvrAZAkEIG/RBIdDgc6Ojqg0Whw+vTpjMUULZHEcDiMwcFBTE5OIhwOw2QyoaSkJOdewJsV2sSzUoJMo9GgtLRUGCIfCAQE0TgxMYGenh6YzWZBMIrPNaVFYjTia0E80ejz+cDzPNbW1lBeXi40wqQ6YJ/ByFeYSGRsasSzD8UuD1KZm5vDxMQEGhoasGPHDlkG+NLQuOLxeNDR0YFgMIgTJ05ArVZjbW0NNpstxgu4pKQkrq1bImgRQzSk32kmW6+NVqtFWVkZysrKAET6To+OjsLlcqGgoADFxcVCJC9XxBONHo8HnZ2duOKKKyJqGrVarRBpZKKRsVlhIpGxKYk3+zBVa71QKISpqSkcOXJEuMHJQa4jiYuLi+js7ERFRQX27NmDcDiMUCiEbdu2Ydu2bQDWZz/abLYIWzcybLmkpCShQwe7UeYP2Y7aEeL5ThPRuLy8jGAwCI/HEzGnMZ3aXzkgrw/HcdDpdBGRRq/XK/wuekYjE42MzQITiYxNR6LZh1Kx2+3o6OgAAOzbt09WgQjkTiSKx/bs3bsXNTU1ws+j0ev1cW3dbDYbLl26hHA4LNzES0pKYDabhSgMi94lhjbhQMN+9Ho9KioqUFFRAa1WC5/Ph+LiYtjtdgwMDMDn80X4TlsslqyKRvHsxkTp6XA4LIhG4hbDRCNjM8BEImNTkWz24UbwPI/x8XEMDw9jx44dmJqakjQcO1U4jhMErNzrJhJoXq8XHR0dCAQCKY/tiWfr5nQ6BYeOsbExoeM1GAzC6/XmLEoVDROsiaHxteF5HhqNRviCAkD4grKysiL4TkeLRiV9nJOdy4lEYygUQigUgtfrZaKRkdcwkcjYFEiZfZgMn8+Hrq4uuFwuXHbZZSgqKsL09LQiN9Js1ySS9HJ5eTn27t2bcRSG4zgUFhaisLBQGLa8traGlZUVLC0toa+vD6Ojo2mNQNnM0CjKaBMq8QSZ0WiE0WhEdXV1RFR7ZWUFly5dQigUQlFRkRDZTlQKkS7hcFjy60REo9h3Wiwao2saxb7TtL0XDAbARCJjE5Bpenl5eRmdnZ0oLi5Ga2ur0GkZb06iHGQr3RwOhzE8PIyJiYmI9HK852UCsWwrKirC3Nyc0OAjHoEi7mYtLi5WJELLSA1aor1iNrLlixfVJr7Tdrsdk5OT4Hk+YtxOpr7TUqwCk+03kWgMBoPC7+P5TtP23jC2JuxKzchrSPQwnfSyWETt3r0btbW1Ec/PdYNJJuumkl6Wcy/khldSUhIxAoVEfkZGRuDxeITO6eLi4pQ6pxnyQWNkM1XhGs93OroUguO4CNFI6melkkokUcp+44nGYDCIQCAQIRrFvtNKptMZjGQwkcjIS8iFdWBgAFqtFg0NDSldyMUjYC6//HIUFhbGPEapSKLSEcqlpSV0dnairKwMx44dy3rULlp8aLXaiG5Wr9cr3MT7+voQCARgsViEGY1ypQtpi8TQGLmjbT+ZCrJ4pRBENC4vL2NkZARqtTpiRqPJZEp6zEwiiVL2y0Qjg2aYSGTkHWT2IbHWSvXGMj8/j+7ubmEETKIoVr6lmwFgYWEBdrsde/bsQW1trSLHSIaU98FgMER0TrvdbkE0knShODWdauSHIQ0aRavce1KpVLBYLLBYLGhoaIion52fn8fQ0BA0Gk3E+WYwGCL2IGckcSM2Eo3kb4p2g2GikaEUTCQy8gaxtR5JL6vVaslCLhQKYWBgADMzM9i3b5/QPZmIfEo3e71e2O12AEgYGc0Gqf5tHMfBbDbDbDajtrZWSBfabLaYyA+JNKbieENjSpUWaHxtlBau4vpZ4jtNRKPYd1qcnlYykrgRiURjIBDA9PQ0vF4vGhoamGhkKAYTiYy8IFFzikqlkjROxul0oqOjAyqVCq2trTCZTBs+hzaP5USQ9LJarUZNTU3OBKIciNOF4siPzWaLuImTG3hJSUlCH2DGxmz2SOJGiFPPwPoXSbvdDrvdjunpafT390Or1YLneczNzeW8U18sGn0+HzweD4D1ul8SaeQ4LkI0ku5pBiMdmEhkUI/YWi+6OUWlUgkXx3jwPI+ZmRn09vaivr4eO3fulPwtW6lRNXKlsXmex/DwMMbHx7Fnzx4sLy/n/GYgtwAWR34AIBgMYnV1FTabDZOTkxGd0yUlJSgqKqK2c5q29O5WjCRuhFqtjvCdDgaDGBsbw8LCgnC+mUymiJrGXH1JIRFOcbmMONvi9/sFUUlEo7h7msGQAp1XUwYD0qz1kkX7gsEgent7sbS0hMOHDwuWc1KhOZLo8/nQ0dEBn88npJdXVlaovPHLiUajibiJizunh4aG4PV6hc5pj8fDuqaTkGtBFg/a9qTRaGA2m2EymXDkyBEEAgHBQnBsbEzwnRZbCJIRWkoTDodjzm/S5EKIJxqJsBQ3wtD0mjPogolEBpVInX2YKCq3urqKjo4OGAwGtLa2wmAwpLyHbA+9lsry8jI6OjpQWlqKo0ePCpGzdNeV8waRbVu+ZJ3Ty8vLgusFiTQWFBSwei0RtIkD2kQiENndrNVqIzzO/X6/MKNxZGQEbrc7ZryTUpFtKQ01UkVjdE0jbe8BI3cwkcigjlRmH0YLOZ7nMTExgaGhITQ3N6O5uTntCx5tI3B4nsfIyAjGxsayOtcxnxB3TpObdnFxsdA5DSCjmXmbCRrPFVpFYqI96XQ6wXcaWI/wky8pxHdaqZmg4XA45ailWDSS959YmYrdYJhoZBCYSGRQAxn1EAwGJVvriQWX3+9HV1cXHA4Hjh8/LhSjpwtN3c0+nw+dnZ3weDw4efIkLBaLLOvKDQ17IJBarNraWqFz2uFwRMzMix5/kkrndLp7ooV8E2S5gnxZlYJer0dlZSUqKysBrM9jJenpvr4++P1+WK1W4YuK1WpNO7Kdyr7iIfacBphoZMSHiUQGFYTDYQSDwZSt9YhItNls6OjoQFFREVpbW2UpJqdlTqLYNvDIkSMJ01c0pJsBOiNUwPrfGT0zb3V1NWb8CRm1U1xcLGtTAo2vC203e1pFYrp7Ir7TZCYo8Z222+2YmZlBMBiE1WoVzrdUBslnKhKjiScayX8+nw9+vx9A/DmNtL1nDPlgIpGRU8Q1MuQGkeoFx+Vy4cKFC9i1axfq6upktdDKZSRRnF6W8rfREMXLp5uFSqWKGH8SDAaFqM/ExAR6enpgNpsF0Uhz53Q65PpciQeNIlGuPXFcrO+0eJD81NQUwuFwjGhMdGy5RWK8/YqFY7RoFEcaSROMRqNJ2R6VQTeb54rHyDuim1NSFYherxdjY2Pw+/24/PLL46ZgM2Gj8TrpIqVrWkp6OZ11swGN4kMKGo0GZWVlKCsrA7BevmC322Gz2SI6p4lozCRVSAu03cxzObg6EUrtKdEgefEXFQARndMFBQXCe5bt1yqZaPR6vcJjeJ6HWq2G0WgUBnvTdp4xpMNEIiMnJJt9KIWFhQV0dXUJ6Rm5BSKgXGRuo65pkjrfKL0cTbr7JRd6OdhMNwOdThfTOW2z2bCyshKTKiwpKUka9aGRzRy1k5Ns2fKJB8nX1dVF1NDabDaMjo4Kc0OLi4uF7uRckUg0Tk9PY2lpCfv37xcaZcTpaSYa8wsmEhlZRcrsw2SEw2EMDAzg0qVL2LdvH7RaLQYGBhTZa7ZrEnmex+joKEZHR9NKndOQbgboiSTKfSMyGAyorq5GdXV1RKqQDPYG/hL1KSkpgclkitgDbQKIlvdJDG2vEZC76Ga8GloiGhcXF+FwODA8PAybzRbReJWr108sGokoJOVEJNKoUqliahqZaKQbJhIZWUPq7MNEuFwudHR0AABaW1thNpuxvLysWIo1m8O0/X4/Ojo6UkovS1k329B2sVfq9YiXKnQ4HLDZbFhaWorpnC4pKVFkH5lC4/tF257iDa3OBSqVClarFVarFY2NjXjllVeEeY3z8/MYHByETqeLcINRuls/HuLsULxIYzgchs/ng9frZaIxD2AikZEVyFiFdKKHADAzM4Oenh7U1tZi165dwjd7JevwlBymLd6zOL18+PDhtB0baBGJud5DLhBHfRobGyM6p2dmZjAwMACO4zAzMwMAsndOpwONgozWPdFWJwms76uwsBBlZWVoampCKBQSzjniOy32Oc+W73SihpromnMiGkOhEEKhUMJGmHSaGRnywUQiQ1F4noff74ff70/rW2IwGERfXx8WFhZw6NAhoT6MoJSQA5QToGTP4vRyS0sL6uvrM7oY0iLQaNhDrhF3Tjc3NyMYDOLVV1+FSqUSOqcLCgoioj656Jym7eabrfq/VKBxT0CsGFOr1SgpKRGi1sTnnHROi32nSVmEEl9UpEZeifgjf4NYNAaDQeH30TWNTDRmFyYSGYpBZh/29fWB53ns2bMnpQ/32toaOjo6oNPpcPr06bjWekrVDZK1lYwkXrhwAS6XCydOnIDVapVl3VwLNHbxjg+5yVVVVaG8vFywc1tZWcHg4CB8Ph8sFkuEM4fS0Stao3Y07onGSOJGI3Di+Zzb7XbY7faIEU/iLypy+E6nO5onkWgMBoMIBAIJRSON781mgolEhuxEzz5Uq9UpdeLxPI+pqSkMDAygqakJ27dvT/hcJUWiUpHEtbU14dt2a2urLBdmgA6RCLBIohSi7dzIkGVx57TYPlCJzmka3ycaRWK+RBI3Ip7vNBm3Qyws5Yhuh0IhWaLiqYhGkp5molF+mEhkyIrYWg+A8CGXKrYCgQC6u7tht9tx7NixDQv+8ymSyPM8xsbGMDw8DAA4fPiwrDcfGhxXaLqZ0rSXjSDOHKRz2uVyCaJxfHwcHMdF1JZFd06nA42CjNY90Sg8Mh2mHT3iyefzCaJRPBeUCMaioiJJaWSlhnxvJBqB+G4wNL53+QQTiQzZEM8+FH+Y1Wq1JCG3srKCjo4OFBYW4vTp05LqZcT1fXLfXOQUoMRX2ul04vDhw7h48aIs64phkcRYaNoLIE24chyHgoICFBQUoK6uDuFwGE6nEzabDYuLixgeHoZGo4mwD4xXiiHXfrIJrSKRtj0B8otXvV4fEd32er3CF5X+/n74/f6IkgiLxRJXNGarGzyRaAwEAkktBJloTA0mEhkZs9Hsw43StuIGjp07d6KhoUHyRVnsPiD3hVwu0UXEr9VqRWtrq/BayL1nGkQijTfTfIcMiyed0/G6WA0GQ4RolFLCkOtzJR40CjIa082kpEfJfRkMBlRVVQm+02LRSEoiokWjSqUSRuBkm3iikQQuSKTRZrOhpKREcIMh3dOMxDCRyMgIKbMPk0XkvF4vurq64PF40mrgIBcEJVIcmUYSeZ7H+Pg4hoaG0NLSIohf8i1X7ps0DelmgE7xQQNyvS7xuliJfeDY2Bi6u7uF2rKSkhJYrdaENWK03SBpFIk0ppvJuZSt+Y0cx8WURLjdbiE9fenSJYRCIRQVFcHtdsPn8ynuLS1lz+LXh+d5DAwMYP/+/cJ5xnGcEGkUd08z/gITiYy0kTr7MFG6eXFxEV1dXSgtLU3Jfk6MWCTKTSaROZJedjgcOHHiBIqKioTfifcs50Welkhirvew1YjnOU2cYAYGBhJ2TtP4PtEoEnMtduJBrne5dFchw+Rramoi6mjX1tYwNTWFqampiOYrse90rvYcCoWg0+mg1WojIo2ksVKlUsU0wtB2PmYbJhIZKUPSy6R7eaPZh9ERuXA4jKGhIUxOTmLv3r2orq5O+4OotEhMZ1273Y729nZYLBacPn06JvUnTpHLSSYCbatfCDcTiTqnbTYbpqenhYiPz+cTbpa0vP807YVA457IdYkW8Squo52ZmUFzczMMBoOQnh4bGwPHcRGi0Ww2Z/V1JaKQfDGPF2mMJxqjaxppOxeUholERkqkY60nFolutxsdHR0Ih8M4deoUCgoKMtoPSRkoOfRaKiS9PDw8nLS2kkaRuJn2QDO5uMEk6pyemJjA9PQ05ubmZO+cTgdy3tB2E6axJpE2kSiGCLHCwkIUFhaivr4+wnd6eXkZIyMjUKvVEeN2lD7vyGuWKHsjFo3kXCTZMrEbzFYTjUwkMiRDooepWusRkTg7O4uenh5UV1dj165dsqValRSJUtf1+/3o7u7G2toaLrvssoj0cjSbXSTSAk17Aeio1RRHfOx2u+AFvLKyInROa7XaCM/pbFi5AfSKRBprEolwpe21AuKX0Yh9p8lj1tbWsLKygvn5eQwNDUV4nRcXF8vuOy0ObGwEeV2ZaGQikSGB6NmHqVrr8TwPj8eD3t5eHDhwQEiDyYWSzihS1iXp5cLCQrS2tm44ukep6CcNIhGgQwwRaNoLbZA0Krl5x+uc7uvrE6zcUumcTnc/AH0ikdZIIm3ClSBlbyqVSpi9SHyniWicnZ3FwMAA9Hp9RHo63TFPhFREYjTxRCP5z+fzRYzcefHFF6HRaHDNNddktF9aYCKRkRRSoyEulE7lgulwONDX14dwOIwrrrhC9m+HgHIDtTdal+d5TExMYGhoCDt27EBjY2NKo3tYJJGRa6Lfr+jOaWLlRurKuru7hQHLJE0oV0aAVpFIYySRxj0R0hmBI049kzXIeSce8yQ+71KNcIdCIdkifeL7oFqtjhCNv/zlL2E2m5lIZGxuxEW8qaaXyfMvXbqE/v5+VFZWYn5+XhGBCCgnEpOJrkAggK6uLqytreH48ePCxU2OtdOFBpEIsOhdMmgSQFLep2grN5/PJzQjiDunyYxGMisvk/3Q9BoBLJKYCuS+kene1Gp1hO80GfNEaml7enpSjnArOeRbLBpdLpfgYrMZYCKREUM6zSliAoEAenp6sLKygqNHj0Kn02Fubk6p7WY9kri6uor29nYUFBRISi/HgyaRSOpsMk3nkD0w4kOjeE71/dLr9aisrERlZaUwYNlmswmz8sLhcNpjT2gViTRG7WgUroBy8xujxzzFi3CT2aAkjR0tGrM15NvlcmXckEkTTCQyIhBb66UqDoH1+ryOjg6YzWa0trZCr9fD5XIp5q8MKNe4Eu3mkkl6ORolhG06ItHtdqO9vR1ra2swm81CRKioqCituZUAPWKIxpsoTWQ62oUMWK6pqYmYlUdE49jYmFB7Rs4ro9GY8JjkvKFNkNE6Aoe21wnIrO4vFaIj3GQ2qN1ux8jICNxud0RZhNVqFdLNSuN2u5lIZGw+NrLWk/J8Mv4lWkCJazaUuNgq1bginsEYDofR3d0Nu92eVno5GhoiiQsLC+jq6kJlZSX27dsHh8MBm82GoaEheL1eIY1YUlKCwsLClLoCGfSjxPlHOqfFY09sNhvm5+cxODgInU6XsHOali8X0dAoyGjcE5C70TzRs0HjlUUYDAaEQiHYbDZYrVbFBKPL5YLZbFZk7VzARCIDPM/D7/cjFAoJbf2p3Ox9Ph+6urrgcrnijn9RymFEvL6SkcTV1VV0dXXBbDbj9OnTaaWX462dK5HI8zyGhoYwMTGBffv2obKyEn6/H0ajUail8Xg8MWlEcmNPNkuPlrpIAk17AegS0UpHyMRjT0gHK+mcvnTpUkTndElJCQwGA3VjXZT8cpsJNItEcg/JJeKyCGD9ejY+Po6lpSX09fXB7/fDarUKWRPiQiQHLN3M2FSQ2YfPPvssLrvsMlgslpSev7S0hK6uLhQXF6O1tTVu8XC+i8Q///nP2LFjB5qammS7WeRqBI7P50NnZye8Xi8uv/xyFBYWxt1HdBrR6XTCZrPFzNIjkUY5hDMj+2RT/Ig7p7dv3x5RV0ZShAAwPDwse+d0utCaAqdVJGar7i9VjEYjCgsL4ff7cfDgQcGFiHRPB4NBQTQWFxdLzpxEQ0oumEhk5D3i2YekMDsV0RIOhzE8PIyJiQns3r0btbW1CW84SlrnkfXlXjsQCKC7uxsAcPDgQeEbqVwokSLfSCSurKygvb0dxcXFKXllcxwnuCc0NDQIESGbzYapqSn09vYK9Yxer1exOXr5Dm1RzVzvJ7qujJyfgUAA/f39EdGeVEoe5ITWZhpaRSKt+wIiR+CYTCaYTCbhS7Db7RZE4+TkJHieFxpgiGiUeg4wkcjIe8LhMILBYESRcSpCy+PxoKOjA8FgUIhGJYN8uJQSiXJH5Uj3sslkAgDBJUBOspluFjfctLS0oL6+PqObXvQsPb/fD7vdDpvNBpvNhlAoBLfbndObO0MaNIkfrVYLtVqNPXv2CAP4yY07087pdBHPh6UJWsWYkmNmMiXR3jiOg9lshtlsRm1trZA5EY/cASDZd5rVJDLyFvHsQ1JnI24uIaIxGXNzc+ju7kZVVRV2794t6YJAalSkrJ8OckUSeZ7H1NQUBgYG0NzcjObmZjz11FNZn8Eo55rBYBBdXV1YXV3d0C4wXXQ6HcrLy1FeXg6tVguv14uioiIh0ghA6HAtKSlJ2uEqJ7Td2GmDtlo78X7iRXucTqcgGknndLSNm9x/D63pZhrH8gD0ppsBSO5uFmdO6urqwPN8hO/06Oio0LUf7XdO0s0bBU7i8fWvfx0PPPAA5ubmcOjQIXzta1/DiRMn4j728ccfxz333IPh4WEEAgHs3LkTn/jEJ/C+971PeAzP87jjjjvw7W9/G3a7HadPn8Y3vvEN7Ny5M6V9MZG4RYiefRhdIL6R0AqFQhgYGMDMzAz279+fcvpVqQ5kudYOBoPo7u7GysoKjh07JkTJlLT8U7om0eFwoK2tDUajMe15jumg0Wgi6hlJh6u4npE0wGylekYaRRlNJHt9xDdu0jkt9v4lndPkvCouLpbFc5rmSCJtewLojXAC0kViNBzHwWKxwGKxoKGhQejaJ37nQ0ND+MQnPoHGxka0trbCYrGknG7+yU9+gltvvRWPPPIITp48iYcffhhnzpzBwMBA3MHcJSUl+MxnPoPdu3dDp9PhN7/5DW6++WaUl5fjzJkzAID7778fX/3qV/HYY4+hqakJn/vc53DmzBn09vamNBOXicQtgJTZh8lEotPpREdHB1QqFVpbW4U0bCoo1Vwix9pra2tob28XxJT45qLkoG4lI4nT09Po7e1FY2MjduzYkbUbSrRQFV9gxd7ANpsNk5OT6O3tFYbglpSUUNGssJWgSWikIqLjef+S9CCpkzWZTBFzP9OplY3OuNACrWKM5nRzKBSS5QupuGu/sbERwWAQd999N5599ln84he/gN1ux4kTJ/CGN7wBr3/96/GGN7wB9fX1Sdd86KGH8MEPfhA333wzAOCRRx7BE088gUcffRSf/vSnYx7/ute9LuLfH/vYx/DYY4/hhRdewJkzZ8DzPB5++GF89rOfxdvf/nYAwPe//31UVFTgl7/8Jd797ndL/nuZSNzEpDL7MF66med5TE9Po6+vD/X19di5c2faFyYa083x0svRr49SI12USjeHw2H09PRgbm4Ohw8fFpoCskmyvytePePKygpsNpswz8xqtUbMZ8zkBk1btIwmaItsZhIdi7ZxI53TNpstYrgyEY1S5+SxiF1q0JxuVkrAajQaXHvttbj22msxPj6OgwcP4jvf+Q7+9Kc/4Vvf+hY+8IEPoKGhAddffz3uueeemOf7/X5cuHABt912m/AzlUqFq666CufOndvw+DzP49lnn8XAwAC+9KUvAQDGxsYwNzeHq666Snic1WrFyZMnce7cOSYSGalb60ULrWAwiJ6eHiwvL8siNpSMJKaTuhWnl48ePSrcXKLJhS90uvh8PgDrkdHW1lbFvLKTkeoNVTwEV9ysQCKNACKGL2ernpGRfeQUrfE8p8ncz+g5ecmaq2it/aNVJNK6LyA7ApbUI1599dVC2tfhcOCFF16A3W6P+5ylpSWEQiFhEDihoqIC/f39CY+1urqKmpoa+Hw+qNVq/Pu//zuuvvpqABBscOOtmapFLhOJmxDixZuKc4o40re6uoqOjg4YjUacPn1altoemtLNydLL0SgZSZTz9VhYWEBnZycA4MSJEzlN+aT7esVrViD1jAsLCxgaGoJer48Y6p1P9Yy0Re620n70ej2qqqpQVVUV82VE3DlNzivSvUpzJJHGUVO0i0Slr4sulyvGaKCwsBDXXnut7McqLCxEe3s7nE4nnnnmGdx6661obm6OSUVnChOJmwiSXibdy6k4p5B08/j4OIaGhhKmX9NFaZEoJZXN8zwuXbqE/v5+NDU1Yfv27Rv+fbTXJIrdU3bt2oXe3t6c3tTkPHa8ekbxWIqenh4UFBRE1J3RWg9FI7Sl4rMlWpN1TttsNqF7tbi4WHCBoQ1axVi2/JHTIVsiMdXxN2VlZVCr1Zifn4/4+fz8fNIGUZVKhR07dgAADh8+jL6+Ptx777143eteJzxvfn4eVVVVEWsePnw4pf0xkbhJiDf7MFXv5ZmZGYTDYVm8iaNRq9WKisRAIJD0MeL0ebL0cjQ01yRGu6fo9Xr09vbm/Oav1PGj687E9Yxk+DIZS0FqHhnJoUkA5SqymaxzemFhAX6/Hy+99FLEuB05siuZQKtIpHVfQHaaapxOZ9IZivHQ6XQ4duwYnnnmGbzjHe8AsL7XZ555BrfccovkdcLhsFBy1NTUhMrKSjzzzDOCKFxbW8P58+fx4Q9/WPKaABOJeU+y2YdSIek8vV6P06dPK5LGyGW6mYyCMRgMKafPaa1JjOeeQoRyOuvKaTeYLeLVM5K6s8nJSYTDYWg0GkxPTys2Ry9Vcn18MVsp3ZwK4s5pq9WKgYEBtLS0RHROm83mCNEo1b1ILlitZOpkoybR7Xan5bZy66234qabbsLx48dx4sQJPPzww3C5XEK384033oiamhrce++9AIB7770Xx48fx/bt2+Hz+fDb3/4W//mf/4lvfOMbANavMx//+Mdx1113YefOncIInOrqakGISoWJxDxGbK0HxM4+3IhwOIyRkRGMj4+jqKgIJpNJsTqXXDSuiNPL6Y6Coa0mMZl7CvnfdPYrl/2YUq+XlOOSFGJtba1wbi8tLQlz9PR6fcQcvXyqZ1SCXEeco6FFJIohYiy6c5oM9R4ZGYHH40FhYaFwXkntnM4EWsUY+WJGI9lINzudzrRGxF1//fVYXFzE7bffLkymePLJJ4XGk8nJyYj32+Vy4SMf+QguXboEo9GI3bt34wc/+AGuv/564TGf+tSn4HK58KEPfQh2ux1XXHEFnnzyyZRmJAJMJOYt4tmHxNEkFbxeLzo6OuD3+3H55Zdjbm5OCFUrgdKRxHhOI729vVhaWkopvRxvbVpqEsXuKfFKAjIRiXKS6+MD66+v0WiEyWTCoUOHhHpGm80m1DOSG3tJSUlWbuw0vC7R0CTKaBSJ8cSYVqsVHIaA9WspEY19fX0IBAJC5zTx/ZVb0NHaUCPXLEIlyEa6ORPf5ltuuSVhevns2bMR/77rrrtw1113JV2P4zh84QtfwBe+8IW09kNgIjHPSGX2YSIWFhbQ1dWF8vJyHDt2DBqNBouLi4rNMQSym252OBxob2+HXq9Ha2tryt+cxCjhjELWTUU0SHFPoUEk0njjAuLXM4pHopAbO4k0ZjqfMR+gTZTRth9A2p4MBkNE57Tb7RZE4+TkJHiej0hNp1qzFg+aI4k07ovcN2kWibTCRGIekersw2jC4TAGBgZw6dIl7Nu3D9XV1cLvlBRxZH2lh2mLh3/L5TSipC2f1HVnZmbQ09Oz4d9Eg0ik4fhS0Ol0qKysRGVlZUQ9o81mw/j4ODiOi7AOlGvmJE0iiLb3iUaRmGrEjuM4mM1mmM1m1NbWCp3TNpsNy8vLGBkZgUajifGcTmdfNIoxWh1XyL0tG3MSU+1uph0mEvOEdGYfinG5XOjo6AAAtLa2xpzI2RCJSo/A6erqwtLSEo4cOYKysjJZ1lYqkijl9QiFQujv70/ZPYVFEteRupd49YxkPmN0PSMRjjTOqEsHmt4vGpsxMt2TuHOa+P6urq5iZWUFs7OzGBgYSGv2J60ikVbHFRKgyEYk0Wq1KnqMbMNEIuWQMPng4KDgbZvqhZ1Eourq6tDS0hL3QxzPlk9OlBSJPp8Pa2tr4Dgu4/RyNLmKJLrdbrS3twt/k5RoA2lcSnW/cgsF2iJUqSL2Zm1qakIwGBT8psfGxtDd3Z2WxRttrwttkTva9gPIX/tH5i+SemLxuUVqZUnnNLnex2sEoVUk0rovcfZNSdxuN2pqahQ9RrZhIpFixOnlxcVFGAyGlOYXkuaNxcVFHDp0SCi0jkc2IomkC1tOLl26hKGhIWg0Glx22WWyXwRyMSdxcXERnZ2dqKqqwu7du1P6m9Ldbz6OwMkWGo0mop7R5/MJ8xmj6xlLSkpQUFCQF68DE60bo3R0M/rc8vv9wsD4oaEheL3eiAYri8UizJylUYzRnG5Wq9WKn19kTuJmgolESiHOKeRikOowamI9R2YDbhRdy7dIYigUQm9vLxYWFtDc3Iy5uTlFLppKzkmMXlfsnhJdM5rKurm++ef6+GKU2Iter4+oZySNCqSeURwtkrOeUQloEmU0isRsdxHrdLqEndM9PT0IBoOwWq0IBAJwu92wWq1UvWa0itdspcHdbjcTiQxliZ59SOoPpYpEnucxOTmJwcFBydZz5Dj5UpPodDrR3t4OrVaL06dPw+VyYWZmRpa1o1FyBI7YJSbaPaWwsDCtdXMtEnN9/GwT3aggrmecm5vD4OAgDAYDSkpKEA6HFf0iliq0vU80isRc10km6py22+0YGhrC8PCw4DIkV+d0JtBck5iNCCfrbmYoCpl9SESJeDi2lEif3+9Hd3c31tbWcOzYsZSsyZTsPibryyG2pqen0dvbi4aGBuzYsQMqlQoej0fRQd1Kp5vjuafIsS4j+8SrZyTpw1AohLa2toh6xqKiopzeVGkSZTSKRJrmEYq/kAwPD+PYsWMIh8NYWVmRtXM6E2hPNysNE4kMRRBb6yXqXt5IxK2srKCjowMWiyXhHL1kKOmtLMf64vRydKdvLtxc5Fp3fHwcQ0ND2LlzJxoaGvLW8YSW49OGRqNBWVkZysrKMDs7i3379iEQCMBms6G3txfBYDDCbzqb9Yy0iTLa9gPkPpIYD3K/UKvVKCgogMViSdg5TerYs+UyRHO6ORvD8t1ud9pZIFphIjHHSJ19mEhk8TyP0dFRjI6OZiQ0aE43k/SyRqOJW1+ppDBRqruZRABWVlbiuqekS65FGk03eZr2QtDpdCgtLY2oZyRDvcX1jCTSqGQkiDYxT6NIpCmSSCDvW7QYi9c5TaLYpHO6oKBAeEyizulMoDndnI19scYVhqyIrfU2mn0YL93s9XqFOrYTJ05kNJ+J1nQzGd9TX1+PnTt3xv2gKx1JlPt1cTgcmJqaAgBcccUVsn67z7VIBOgSHzTtBYgUruL0YV1dHcLhMNbW1mIiQWK/abnnM9IkgGgUiTRGEqUOhhZHsYH1ciTyxVTcOS0e5ZTJ38rzPJWvF8BqEjOBicQckI61nkqlgt/vF/69uLiIrq4ulJWV4ejRoxl/I1Sr1cKHXIkLdapCLhQKoa+vD/Pz8xsOks62L3QmENFbXFwMjuNkT//kWiTSdpPPJ1QqFYqKilBUVBRRzyiez2ixWCL8pjO9qdP0ftG2HyC/RWI0Op0OFRUVqKioAAB4PB5BNM7MzAid0+laU5J9bdWaRJ7nmUhkZE661nok3RwOhzE4OIipqSns3btXtsGd5IKj1IcpFSEnTi9LGSRNhJwSNxm5BGi0e4rH48Hi4qIMO4wk1yIRoC96Rwupvi7RkSCfzyekpsk4lKKiIuGmnko9I43vEY0ikcZGDLks5oxGI4xGI6qrq2NKHyYmJgAg4vwymUxJ359sDaxOh2ykmz0eD3ieZyKRkT7Rsw9TuSCq1Wr4/X6cP38e4XAYp06dkvVkJBdCpcLyUtPZUtLL8dYGlLmgyyG64rmnTE1NKdYQwyKJmxO9Xh8xDsXlcgnzGcfGxqBSqSL8pqU4D9H0ftEataNxT+LJF3IQXfrA87wwymlxcRHDw8MRndPxzq9s+SOnQzbSzS6XCwCYSGSkjnj2IbkQpvoBJybxdXV12LVrl+wnvFhoKcFGETlxenkjd5hoyGuphDjKNJKYyD0lV3Z/2SDXx6cZOZ1tCgoKUFBQEFHPaLPZhHpGo9EYYe8mrmck7xFtIpGm/QD07klpIcZxHCwWCywWCxobGxEKhYR62ZmZmYjOaXJ+pRP8yBbZiAg7nU6o1WpZbWFpgIlEhQmHwwgGgymnlwlEPM3OzsJkMmHv3r2K7JN8M82FSHS5XGhvb4dKpZLsUxy9NqCMwE1XdG3knpILuz8lnhdvHVqgaS9KI65nBNY7W0m92cjICDweT0STAo3RDlo7iWmLjOUiuqlWq4UoYnNzc0Tn9Pj4OJxOJ0wmE3iex9LSkiKd05kQCoVkb/qKhrit0Ha+ZAo97+ImQzz7kHwbTfUC6HA40NHRAa1Wi927dwsdsUqhpDVfIpE4OzuL7u5u1NXVoaWlJa0PmJIiMZ1IohT3FNpE4mY5fjRbdS8ajQbbtm0TGr6IvZvNZhOaFID14fTbtm3LuVMHQGfUjkbhSsOe4nVOT09PY2JiAoODg/D5fEKTlRyd05mSjXTzZhx/AzCRqAjRzSmpCkSe5zE1NYWBgQE0NjZi+/btWF5eVtzSS+kuYfHa4kaOVNPL0SgZBU1V9Eh1T6Flv4ytQbS929raGi5cuIDV1VVMTk4KkSISacxFyoxGkcgiidLQ6XQoKirC7OwsWltb43ZOi+0DU+2czpRsNK64XC4mEhkbk8rsw3gEAgF0d3fDbrfj6NGjKC0tBaC8Iwqg7KxEIhJJFx1JL586dQomk0m29eVG6ro8z2NiYkKye8pmrUnM9fEZG8NxnPCZ279/P1QqleDUMT09jf7+fhiNxoj5jNlIHdIoEmmI2kVDo0gEIuv+ojunSZMVSU9zHBfhBLNR53SmZKtxhYaIvNwwkSgT6cw+jMZut6O9vR0FBQU4ffp0xAw9JVPB4mMoGUkE1tPLvb29qKmpwa5du2S72Cltn5eMYDAoCHup7imbNd3MSA5tNxCO4yKcOki9GUlNR9czlpSUwGKxKCJSaBSJLJIonUTRunhNVg6HAysrK0LntFarjRCNckeys9G4wiKJjISkO/tQ/PyxsTGMjIxgx44daGxsjHl+NkSi0tZ8ANDb24sDBw4IA13lQqnI3EbrOhwOtLW1wWg0puSZvVlFYq6PTzM0vS7J9hKvnpHMz+vq6kI4HI6YnydX9IRGkcgiidKRui+VSgWr1Qqr1Sp0TseLZItFY6ZNJ9lKN9PYEJYpTCRmCPlW9Oqrr+L06dMpn4ikycHtdie11hOna5W6aCmVbna73WhrawMAXHbZZRnZByZCKYGbLJJIZjo2NjZix44dKb0vNNUkBoNBTExMCBZwmV6QaRJDjORIOWcNBgOqq6sjUoc2mw3Ly8sYGRkR5ueRSKNer09rLzSKRBZJlE660Tq1Wi2cOwDiOg0VFBQIX0qKiopSPg5rXEkfJhLThKSXSfeyy+VK+ea4tLSEzs5OlJSU4PTp00nrfpS2zSPHkFu4zM3Nobu7G9XV1XA4HGnfQDZCyZrE6Pc1HA6jr69PcE9JZhmYyrpykKpIdLvduHjxIoD1c7qnpwcWiyXt1CJNN3ma9kIb6c5JFKcO6+vrEQ6Hsbq6CpvNhunpafT19cFkMgnnTyqjUGgUiSySKB25onXxOqdJJHtgYCCic1rqNSpb6WYWSWQAiJ19SCIvUr+thMNhDA0NYXJyEnv27EFNTc2GFyKxI4pSFwg5I4nhcBj9/f2YmZnB/v37UVlZqZjLCJC9SGI895R01821SFxYWEBnZyeqq6vR3NwMjuOEC7LNZhNSi+IokdFo3PBcpSmSSNNeAHqEq1yvi7ieEVhvvCNRoOHhYXg8Hsk3dBpFIo2RRBr3BCgnXnU6HSorK1FZWQngL57T5ItJOByO8JyOZ0+ZjUgimZO4GRAHpJhITIFEsw/JCSlFYLndbnR2diIYDKZkrUc+fEoOBZUrkkiEFAC0trYKnZRK1jwqlb4VR/wSuaekQy5FIs/zGBkZwdjYGPbt24eqqirhnI62fiNOP4uLixgaGoJerxcEY7xaIdpu8jRBm2AF5H+/tFptRD1jvBs6qWcsKSmJ6GqlUSTSGkmkbU9A9nyuk3VOj42NRXROE/vAbNQkOp1OYRpJvkLEtFjXMJEoEbG1HhA5+5DjOEmNJST1SkRGKh8o0gyjZGOJHCJOnF6OFlJKj9hRqnElFAphcHAwoXtKuuvmoiYxEAigs7MTLpdLGPRNHh99k+Y4DoWFhSgsLERDQwNCoVBErVBPT09M1ytrXMkPsiXIom/oTqcTKysrEfWM5AtHKBSiTvzQGLXb7OnmVEjWOb2wsCB0TgPr5V3l5eWKlTy5XC40NDQosrbSkHNKrVbDbrejra0NExMTWFxcZCJRCuLZh2RkRDTJRCIZHD07OyukXtNB6Q7nTERcOBzGwMAApqenE/6N2RzWLRfki8H8/HxC95R0yEUk0eFw4OLFiygoKMCpU6dSjkir1WqUlpYK35Z9Pl9MarqgoAChUAhut1tSapqRG3Ih5MVfOuLVMzocDoyMjGBtbS3lekaloDW6SaNIpGFf8Tqnl5eX0d3djbm5OQwNDcFkMsnaOU3I53SzSqXCCy+8gF/84hd45ZVX0Nvbi5WVFQAskpiUVGYfJhJwTqcT7e3tUKvVEanXdFB6RE266Wa3242Ojg7wPJ/0b8w3kbiysoKOjg4AwKlTp2S9YSkZcYu3LunEbmpqwvbt22W58cVLTc/MzGBtbQ3nz5/fMDW9FaFJcOR6L9H1jK+88gpKSkoQCoUwNDQEr9cb0URVWFiYdRFCY2qXBjEWj3A4TN1nXK1Ww2KxAACOHz8e4TlNOqcLCwuF8zCdzmlCvs5J/NOf/oSHH34YTz/9NJxOJ3bv3o1rrrkG9fX1KCkpYSIxEanOPowWiTzPC91+9fX12LlzZ8Yf7GxEElMVWvPz8+jq6kJ1dTV27dqV9AOWLyJR7J7S0NCAsbEx2SMaSonE6LQ7ifDOzMyk3YktBRIlqqqqwuLiIk6dOrVhalrpGx1tN3eaoDFCBgBFRUVCV6u4nvHSpUtCExWpNVPapQNg6eZUCIVCObFz3Aix+1l0zazP5xPqGUnntNVqFc6zVK5T+drdfN1110GtVuOjH/0orrzySjQ1NaGmpkb4W5hIjEM61npiARcMBtHT04Pl5WUcOXJEuOhlitIiUa1Ww+fzSXqsOL1Mmh+krE974wpxT1lZWcHx48eh1+sxOjoqww4jIWJO7ps1x3FQeS6hrz2AitoyDI2MCE1SctgfSjk+z/MxqWkykFncwJBq13Q60FIfScs+CLTtB4gVrvHqGcXzGYlLB4lUK1FrRmskkbaIHUC3eE0UvNDr9ULnNM/zEZ7T5IuJ2HM6Xuc0IV9F4gMPPIDLL78cLS0tEX8bmcvMRKKI6NmHqTinEAG3urqK9vZ2mEwmnD59WtYLl5KNH2R9KULL4/Ggvb0d4XAYp06dkhxiV7LxRo7GFbF7CrFF9Hq9AOSPvCjV0an1OdGyawnD48u47ZYgios5NDQZsDrzKuqbylDbXIOikiLZjhePeO9D9EBmp9OJ5eVlLCwsSOqaZsgPbeIn2WchXhMVcemYmppCb28vzGZzxMDlTKP/5EscbcKHVjFG876kpJCJp7nJZEJNTU3E4HiSnhaXSBQXFwtfbnmeh9vtTkskfv3rX8cDDzyAubk5HDp0CF/72tdw4sSJuI/99re/je9///vo7u4GABw7dgz33HNPxOPf//7347HHHot43pkzZ/Dkk0/GXfOmm24S/j/5UiTuvWAi8X/J1FpPpVJhYWEBvb292L59O5qammS/CCsZiQOkidCFhQV0dXWhsrIyrQ5tWtPNidxTyAdF7vEOYpEoJ6XDr4DbX4+WFg4P/qsGn/mXINoueNB2wQNgHkAPrFYODY161DcVor6pFLVNVSgssshyfCnnvPiGT4rLxSMscpGazha0CDMa082p7Ens0rF9+3YEAgEhNS1XPWO6A8eVhkbhCmRnFmE6pLuveIPjHQ4HbDYb5ufnMTg4iIcffhgmkwmvfe1rASBlkfiTn/wEt956Kx555BGcPHkSDz/8MM6cOYOBgQGUl5fHPP7s2bO44YYb0NraCoPBgC996Uu45ppr0NPTg5qaGuFxb3rTm/Dd735X+PdGwSry2Yt3XjGRCAjRw42aUxLh9/vhcDgQCoVw/PhxoRBbbrKRbk4ktMLhMAYHBzE1NYX9+/dLSi+nsn6mpCsSN3JPUUrMKbFu0O+H0TkPjlsfw1BWpsKXH9bijtsDWFj4y+NWV3l0dnjR2eEFsAigH2YzUN+oQ31jAeoailHTWIHS8jKo1KnfjFL9m9RqdYTDwkap6WykzeWGxvQubWSS2tVqtSgvLxdurB6PR4gAiesZSaRRSj0jec9oE2Q0R+xo3Jdco3nEndNNTU0IhUJwuVx46qmn8B//8R8YHx/He9/7Xrz5zW/GG9/4Rrzuda/bUAs89NBD+OAHP4ibb74ZAPDII4/giSeewKOPPopPf/rTMY//4Q9/GPHv73znO/j5z3+OZ555BjfeeKPwc5JGl0qyz8KWFonRsw/TEYjLy8vo7OwEx3Goq6tTTCACuUs3i9PLra2taXdw0RZJjB76Hc89RRxJlBO513W73Zj7/Y9QV18U8XOTicO992nx0L8G0NOT+PkuF9DX40dfjw2ADcAIDAagvkGL+kYzahuLUdtQjm1V5VBrEn8rlyPqEp2aJt/eU01N0xYBool8jyRuhNFoRE1NjZA2FA+FJ7PzxF88dDpdzBrks0nb60RjnSRAt0hUIsKpVqvxlre8BW95y1sQCoVQXFyMf/7nf0Z3dzc+85nPYGBgAEePHsVf/dVf4c4774x5vt/vx4ULF3DbbbcJP1OpVLjqqqtw7tw5SXtwu90IBAKC7zXh7NmzKC8vR3FxMd7whjfgrrvuSnvQ95YViaQ5RXwhSOWDFw6HMTIygvHxcezatQsOh0OprQrkIt1M0ssVFRXYs2dPRh82mhxXiHtKZWUl9uzZk/Dilg+RRPK3HOnqgO7dh2N+r9Fw+OSntPj+YyE8+6z018jrBQYHAhgcsAOwAxiDTgfU1mlQ32BCXWMxahq3oaKmAlrdX4SanK8Vx3GwWCywWCxobGwURljYbDaMjo7C4/EIqenS0tKcjEnJR2iMbColXBPVM9pstph6RjKfUa1Ws0hiimTLcSVVsrEvt9sNAHjXu96Ff/iHfwAAzM7O4tlnn8XMzEzc5ywtLSEUCqGioiLi5xUVFejv75d03H/+539GdXU1rrrqKuFnb3rTm/Cud70LTU1NGBkZwb/8y7/g2muvxblz5xK+DonOKZfLtfVEothaL930ssfjQWdnJ/x+vzBgeWBgQNEoH5DddLPYX5p2lxGytpTXhud5DA8PY3x8XNLfRc4Nufcth0gU2+sdLjcjNDANddkVCY93401qVNdw+MF/pn8O+f3A6EgQoyNrANYATECtBmpq1ahvNKGqtgD+oB9+rw86g/zdphqNRnJqmkYhRFMEiKa9ANmLborrGYH1iA754iEeg0Lm69F2HtEqEnPhuCKFbOzL5XIBiKxJrKqqwnvf+17Fjnnffffhxz/+Mc6ePRsxeujd73638P8PHDiAgwcPYvv27Th79ize+MY3Rqzhdrths9lQW1sb0bRCPosDAwNbSyRm2pwCrM8F7O7uRkVFBY4dOyZ00KnVavj9ftn3LCZb6WaPx4OOjo6U/aWlrq8EKpUKgUAg6WP8fj86Ojrg9Xolu6eIPzRykqn4JPZ6TqcTJ0+ehPq//w1uACpTbNpMfMyrr1ajqhJ44AH5zqNQCJicCGFywgFgPaL+Pz/9Haqr1ahvNKK2wYK6xjJUNVTBaIpN6WdCstT06uoqAGBgYECIEOWqa5o2obHZ082poNPp4tYzLi4uAgBefPHFCL/pXDsJ0SoSad1XNhpqXC4XtFptStNMysrKoFarMT8/H/Hz+fn5DesJH3zwQdx33314+umncfDgwaSPbW5uRllZGYaHh2NE4oULF/C2t70Njz32GN72trcBgOAsx3EcFhYWto5ITGf2oZhQKCQMJY43F1DpKF82jqFSqeD3+/HSSy/Jkl6Ot76S3s3JBNfKygra29tRXFyMI0eOpDQeQylxm+7YHjKqx2w2o7W1FWq/G7YX26HbsU3Seb3/gBr3fYnD7Z8LQqnvNTwPTE+HMD3tBF50ApgB0ImKChXqGw2oa7SgtqEM1Q2VKLDI8yUkOjU9OzuL8fFxcByHkZERlpoWQZtoBegRrqSesaioCK+88goOHz4cU89I6mET1TMqCa1ijNZ0c7ZEYqrD3XU6HY4dO4ZnnnkG73jHOwCsv4bPPPMMbrnlloTPu//++3H33Xfj97//PY4fP77hcS5duoTl5eW4zabNzc04deoUrr/+erz3ve/FnXfeKUQVAcBisWx+kZiKtV4iXC4X2tvbwXFcQtu5bIlEpaKV4XAY09PT8Pv9OHjwoCzp5Why0bgidk/ZuXMnGhoaUn7/c+GznIh4o3q8T/8SvC8Iw6FayetUVa13Pn/uswHYbKnuPH3m58OYn3fj1fNuAHMAulFaxqG+wYD6xkLUNpaipqESlmJrxsdSq9XQaDRoaWkBED81TaJDJEK0laBBkImhRSQSyFB48RcPcT3j5OQkent7UVBQIAjGTGzdUtkXrSKR1n0p/Z44nc60GjpvvfVW3HTTTTh+/DhOnDiBhx9+GC6XS+h2vvHGG1FTU4N7770XAPClL30Jt99+O370ox+hsbERc3NzACCM6nE6nfj85z+Pv/7rv0ZlZSVGRkbwqU99Cjt27MCZM2dijl9TU4P/+q//wve//3186Utfwosvvojbb78dN9xwAwBg9+7dm1skkvTyhQsX0NLSArPZnPJFaHp6Gr29vairq0NLS0vCD0E2RKJSkTiv14v29nb4/X5oNBpFBCKwvn/SSS438RpXot1T0u08V0rcpiISxQ43hw4dElJjfCgE99N/BADotqdmuVdQwOH+B7S4794AhodT27ucLC/xWF4isxwXAPTBauXWR/I0FKK2sQQ1jZUoLivOSEQkSk2TmWd6vR6lpaVClEhuK0aAHmFGmyAD6NtTvP3Eq2ck8xnF9Yzi+Yxy/0001v4Rdw7a9gWsv15KfJbFpOu2cv3112NxcRG33367MIbtySefFJpZJicnI17Tb3zjG/D7/bjuuusi1rnjjjtw5513Qq1Wo7OzE4899hjsdjuqq6txzTXX4Itf/GLCVLjVasVHP/pRnDhxAvfffz8+/OEP49lnn8WnPvUp7Ny5c/OKRPHsw9XVVQQCgZQ+rMFgEL29vVhcXJTkeZutSKLcYoV0xpaXl2Pv3r14+eWXZV1fjNKRRLHgcjgcaG9vh8FgENxT0kUppxip6/p8PrS3tyMQCMQ43AS6/oTQnB0AoK1MfSC2VsvhM5/V4tvfCuGll5TrnE+V1VUeXR0+dHX4ACwBGITZDDQ06lAncZZjss97sq5pkprOdBgzzdCWbqZxcLWUUTM6nQ4VFRWoqKiIsHUjkUYAEX7TctQz0ijGyHVsK6eb0wlCAcAtt9ySML189uzZiH+Pj48nXctoNOL3v/99ynsAgJMnT+LRRx/Ff/zHf+CrX/0qzp8/j09+8pObTySKZx+SD5NGo0lJwK2trUUIDCmm5flWkxgOhzE8PIyJiQns3bsXNTU18Hg8wjdCJS7W2Rqmncg9JZO1lbipSlmX1FKWlJRENEoRvE/99i/rFW58nsbfB4cP/YMa1dXAz35Gj1CMxuUCenv86I2a5birVo1333IahaUlGy2RkGRd01NTUwAQ4zWdCrSJMoAuQUajSExVjMWzdYs341M81DudL680pnXJtZe2fQHZSTcTkZivhEIhhMNhWK1W3HrrrTh58iTuuecefPzjH99cIjEcDiMYDMZ0L0sVV+L6tebmZjQ3N6fs3awkcqWbvV4vOjo6hMgUCZOTD5JSHyqlvZtDoRB6enoSuqeki5KRxETiged5TE1NYWBgIGEtZWh+DL7OEQCAqqwAXBruKOK9vOWtalRXc/jqV5U9j+XE6wU6hkMY/5dncNPN29Fy+dGI36crzjZKTRsMhoiB3kqns+SGxtQuQJfIyHRodXS0OhQKwW63Y2VlBRMTE+jp6UFBQUGE37SU6y6Nw7TJfYm2fQHZjSTmK2q1Gmq1Gh6PB0ajEadPn8YTTzyBf/3Xf90cIlE8+5Bc/MQnqxQB5/f70d3djbW1NRw7dixmgvlG5Eu6eWlpCZ2dndi2bRv27NkTcXNTyqeYoGQkMRAIwOFwCK4wcjYhKBVJTCQSidhdWlpKei56n/o58L9PNx2tk2U/x46r8cW7ONx5RxAKn86ysurW4mtfn8A1HVN489+9GWoZR93ImZqm5SZKW2RzM0QSN0KtVqO0tFRwvhDXM/b39yMQCMBqtQqRxnj1jOReR5OYBv5yz6Dp/SNko4bT6XTKNiouWxCtNDo6in//93/Hq6++ikAggKKiIhw+fBh/93d/h0984hP5LxKjZx/Gc07RaDRJGyZsNhs6OzthsVjQ2tqaVgqA9nSzOL28Z88e1NbGdsIqZUEnXl+JtRcXFzE4OAiVSoXLL79c9guCko0r0esSq0CVSiWYuMeD9zjh+dOfhX/rd1XEfVw61Nevdz5/5l8CyIKRkGzw4PD7F3gMDD2O93/0NGCSf5g3oHxqOlvQdEOnUSQqHbGLV89I/KbF9Ywk0mg0GqmMuAJ0psAJ2Ygkut3uvBOJHMehra0Nn/jEJ3D27Fns2bMHTU1NmJmZwX333Yff/va3+Pa3v53fIlHq7MNE4krsWNHS0oL6+vq0LwrkGEqmcdJNN5P0stghJtH6HMflbJZhqojdU+rq6rC0tKTIhUqpETjREUrSRFRVVYXdu3cn/Vt8L/4PePdfxiFpauT1DLdaOfzrQ1p88QsB/K/uyRvG5/W49/Pn8c63FEJXW6T48aSkpouK1vcRDAapSE2zSOLGZLNBRFzPSObUORwOrKysRHTfk/NI6YBEqtDYcU3I5pzEfOO73/0uzp49iy9/+cu4/vrroVKp4PF48MQTT+CWW27Bo48+mp8iMdXZh2q1OiaS6PV60dnZCa/Xi5MnTwoWTOmidD0fOUaqIoukl8vKyuI2PkSTi1mG6RDtnuL3+7GwsCDL2tEoPQKH53mMjo5idHRUaCJKBs/z8Pzh2YifqYvkj1bp9Rw+/wUt/v3fg/jzq3SJio3wBdT48S/cOLxzEQf27IWxMDvf8hOlppeWlgAAL730UsyIlFzdXGkTZABde8pl7Z9KpYLVaoXVao2oZyQuMC+//DIKCwuFSKPVas1pZzHNkcRsNa7IVQOfTTo6OlBXV4f3vOc92LZtmxDk+shHPoIf/OAHOH/+POh8V5NA0suk/lDKcOzoSOLCwgJefPFFGAwGtLa2ZiwQyTEAZb/hpZJu5nkeQ0NDaGtrQ0tLCw4cOCApgpFLVxSprKys4MUXX4RWq8WpU6eEG61S4lbJYdrBYBBtbW24dOkSTp48uaFABIBg3zkELy3/5QcGDTitUl9MONxyiwZveWveXSoAAO1DZjxw228x2dWfk+OT1PT27dsBACdOnEBVVRVcLhc6OjrwwgsvoKurC9PT0/B4PFnbF62NKzRB06gZUs/Y1NQEADh9+jTq6uoQCATQ19eH559/Hm1tbZiYmMDa2lrWX09a3VaA7NUkSrF5pY3q6mrMzs7ij39cn7VLrgkDAwMYHR1FZWVlfkUSw+Ew/H5/ys4pGo1GmJk4ODiIqakpSRGbVCAnodK2eVJS2iRK6vP5JHsUE7I1piYdkrmn5EsEVEw4HEZ/fz8sFgtOnToluRbW+/v/ifi38XCdojd8juNw3XXrnc/f+iZdaS4pLKzq8K8P9OLt14zhdTecSThXMRsYjUYUFBTkvGuaNlEWr+Ew19DYRUz2pNfrUVlZicrKSvA8D7fbLTTBECtKsXWg0nWxtKabSaOP0gLW4/HkZbr5tttuw5NPPom///u/x2OPPSZkP5588kksLCzg/e9/f36JRACSo4di1Go1nE6nMCi6tbVV9nb1VEbtpAs50ZOJxOXlZXR0dKC0tBRHjx5N+SajtNhK9/XZyD0l3yKJs7OzcDqdKC8vx5EjRySfz6GlS/BeHIz4mX5PrCen3HAch9On1ais5PDFLwRBmcbYkBCvwuO/96Gv/7/xvv/vDbCUZzc1FO/8yeVAbxojiTTtB6ArkkiIl9blOA5msxlmszminjHaTUj85UMrY/d/on3RACnnyYYtX741rgDAwYMHcfbsWTz00EN44YUXcO7cOajVahw6dAif+tSncN111+WXSFSpVGmdiC6XC4uLi6ivr8euXbsUO5mzJRLjfWsTN+Hs2bMHNTU1aV10aUw3S3FPUSolDMgrQEk0+9KlSygoKEBFRUVK75Pv6Z8D4ci/U9eY/hDpVNm+XYV/fUiLz34mALc7a4eVjb4JPe75zFnc+L5G7H3NZbneTgTZ7pqmSZTRKhJp25OU6Ka4nrGpqUn48rGysoKxsTF0d3ejsLBQEIxy1DPSmm4m97Js1CTmY7oZAA4dOoSvfOUrmJubw8rKCrRaLRoaGoQay7wSiakSDAbR19eH+fl5FBQUYM+ePYoeT0mBRdYH1k988TdBn88X0cSRyclKW7pZqntKPkQSo+31ent7U1qX9/vgOXs+5ueasux+gy0t5fDQl7X4/J0BzM5m9dCy4PRq8e/fnsYbOqbx1g9eC61BmVE5maLkQG9a0800QWu6OdUgR/SXD5/PJ6Sm+/r6hPmM5FwqKChI+e+mNZIoNtZQErfbndfDtIuKioTOeQIJRuWdSJR6wybRJ51Oh5aWFsxm4W6Wqv1fqpA0u1gMLS8vo7OzEyUlJWmll+MdgwaRGA6H0dfXJ9k9hYyTUeJmI8drYrfb0dbWhuLiYqHLPNV1/S8/gbDDG/lDDuAM8qaOpGA0crjrbi0e/nIAXV1ZP7wsPPsKMDT6S7z/lhOo2N6UlWOme24qkZqmSQDRKhJpEz5y7ClePSOZzzg+Pg6VShXjN70RtNYkbjQeTw54nofL5crLdLMYUr9J9BXREnknEjdCbGfW2NiI7du3Y2lpKekwbbnI5kBtcXp59+7dqK2tleWDoOTfoFarJQk5j8eD9vZ28Dwv2T1FSbeYTGz5ktnrpRqh9PzhDzE/0+2uzNnNVaPh8Il/0uIHPwjh6T/Q6/mcjKklPb70xYv4P+8Yw8m3v546oZKI6OiQx+MRokNSUtO0iTLa9gPQuSe5hau4nrGuri6innFubi4iYk2EY7x6RhoFNZC9NHi+i0QiDqNfq8nJyc0lEgOBALq7u2G323H06FHB/igb4g1QPt0MrP8tXq8X/f398Hg8ssx4FKN0JBFI/sElA6UrKyuxZ88eyRceJUViurZ8oVAIvb29WFxcjGuvl4pIDA5dQGB0PubnxgPydeinA8dx+Nu/Xe98/v5j+df5DAD+kBo/+Pka+np+hutvOQOTVb7PE0Hp9K7RaITRaJScmmbp5o3Jl8YVOUm1nrGoqEi4Z9Bak5iN9zBfRSI5n8hrtLq6ivb2dnR3d6OnpwcXL17MP5GY6Ma6srKCjo4OFBYWxjQ3KJ0GzuZxeJ5HZ2cnSktLceTIEdlHZORKJIrdU/bt24fq6uqU1iY3GKXmGab6mhB7PY7jEtrrpSISvU/9Ou7PddvLUtqXEnAchze+cV0o3nev8hF7pbjQr8XYp5/EzR/ci6aj+3O9nbSRkpo2GAzgOA6rq6uwWCw5F2i01v/RtqdsC9d49YwkNd3b24tgMIiioiIEg0GYTCbqxH423FZCoRA8Hk9e1iSqVCpcvHgRL774Il555RUMDg5iYGAAa2trKC4uxv79+/NPJEZD3CpGRkbQ0tISkc4jbIZIIvk7/X4/6uvrsWfPHkU+jEq+Vom8oaPdU9JpvFHSdzrVSOLS0hI6Ojo2jIZKFeRh+wI8r/TE/Z2mQv6oV7rs2aPCAw9o8JnPBOH3b/x4GrE5dXjo4SH81esmcPWNZ6CW+UtYLm6g8VLTIyMjWF1dRUdHB4Dce03TJi4AOiOJua790+v1qKqqQlVVVUQ94+TkJBwOB5aXl2P8pnNJttxWAORdd/PExAROnz4Nn8+H5eVlGAwGHD9+HB/4wAewd+9e7N69e92EI9cbzQSfz4fOzk4h7Wq1WuM+jkT4lL4QKSWwxH+n2WxGSUmJov7QSnYJA5FCbmVlBe3t7SguLs4oMkoG8SplnydlXbG93p49e1BbW7vhulLEp+/Zx4Fg/OOrCujqzC2vUOHhr2hx++cC+F8nuryD5zn85rkABgZ/jhs/+hoU1yg/hzKbGI1GWK1W8DyP/fv3Czf36Bo0pQd6i6FRJNKYQqXpdRLXM66trcFsNqOoqAgrKyuYnZ3FwMCApHpGJcmWbzOAvEs3OxwOhEIhfOADH8CxY8fQ0NCA6urqGJORvBOJ5ANCPImlpF3F8wWVvOApkW622Wzo6OgQRNSFCxcUE3GAstFQjuMiXGMSuaeki1ICV6VSIRAIJH1MMBhEZ2cn1tbWcOLEiYRfWMRIEYl8wA/3sy/G/Z2m0gKOskgHAJjNHO77khb3fymAwcGNH08rQ9N63Hv7i3jvDdU4dFVrRmvRWgMoTk2La9ASdU0rlZqmSfwQaIwk0ihcgb+IMTJKJfpcIvWMFoslwm9a6dc3G5FXl8sFvV6fdQGcKbt378aFCxdQUlISUw4l7grPO5EYDocxMDCAyclJyUOjsyUS5RRY4qjUrl27UFdXlzVXl40EUSYQwdXR0ZHQPSWTtZUSicnWdTqduHjxIoxGI1pbWyXb60mJUAb+/BTCK664vzMcrZN0nFyg1XK47V+0ePTREJ7/U352PgOA26/Btx9bwJVdj+Od//Bm6EyxtaX5SCLRGi81reRAb/F+aBOJNNYk0rgnIH5DTbJ6xp6eHqGekUQa05nPuBHZiiSaTCYq35dk8Dwv1P6HQiFBH6lUqojXLO9EYm9vL5aXl3Hq1CnJ4V2iiIPBIPR65dJzcgksv9+Pzs5OuFyumKiU0iIxGx3aHR0dMJvNaG1tlfX9UDLdnOimOjc3h66uLjQ0NGDnzp0pXSikRBI9f/h9wt/pd1ZIPlYuUKk4/P3fq1FdDfzkx/krFAHg+YsqDH/6V7j5I8dRvXt72uvQciORKsqMRiNqampQU1MjdE2LU9NGozEinZjul3AaRSKtkUTa9gRIi3BG1zO6XC5hbNPY2BhUKlWE33S8Zr9UyYZIdDqdedm08vjjj+OTn/wkvv3tb+PMmTMRrxPRAHkZSdy5cydaWlpSfuOz0Xksh4AjNXpFRUVobW2NCWErLeKUdFyZmZlBMBhEeXk5Dhw4oMjQ62x1N4vt9Q4ePIiKitQF20b7DY13wz8wnfD32pqilI+ZbTiOw5vfrEF1VQhf/nJ+jsghzK7ocf99HfjrN4/iir+5KqXzl7Z0M5C6YI2XmiY3+eHhYXi9XiE1XVpaisLCQsnHoFEk0hi1o1UkpprW5TgOBQUFKCgoEOYzrq2twWazCfWMRqNREIxFRUVppXOz1biiRBRUaZqamqDRaPD2t78db3jDG/D2t78db3zjG7Fjx478jiQaDIa0BmNnc9B1OvA8j7GxMaFLu76+Pu5Jp6SIA5RJ2YrdU/R6PaqrqxX5QCmZbhbf5IkNot/vx6lTp9L+FrlR5NPz1C+TPl9tzW3nYCocPqLG3fdwuP1zQWRh0IBiBEMq/OR/XOjv+2/c8NGrUVAiT6lEtpFDtGo0Gmzbtk1wQ4qXmhZHhpKlpmkUiSySKJ1M96VSqSKs4cgXkJWVFaE2NtpvWsrxslGTmK+WfMePH8cf//hH/Md//AcefPBBPPnkkzh48KDwX21t7Xp2INcbzRZqtVpx15V0RaLf70dXVxecTueGTQ/Z8IeWc/1o9xQlG2+UEoliMWe324VIb6Y2iMlEYthpg/dcR8Lnqgp0gIa+m0UyamvXO58/99kA7PZc7yYzOoZ1GL/tadx08w60XH4k19tJC7lFWXRqmkSGolPTJDIk/uzQKBJZJFE6cu8r+guI1+sVotYkIyW2DjSbzXHfq1AopGiJGZC/6WaVSoW6ujp85jOfwTvf+U785je/wc9//nP84Ac/iHjclhKJNEYSyRBwq9UaN70sxzFSQc5IZTz3FFq8oVNdl9jr9ff3Y8eOHWhsbMz4BpKsJtH/3C/A+xO/z/pDddTdwKRgsXB44EEt7rk7gLGxXO8mM1bdWnzt6+M40zGFa//uWqg3+OzS9H4pLco4jotx7iA3+aGhoZjUNI2CjEbhGs86jQaUrv0zGAwx9YykCWZsbAxqtTpiPiOpZ8xWujkfRSJBq9Xi0KFDOHToEK677jr09/ejq6sLY2NjWFhYyD+RmO6HlraaRJ7nMT4+juHh4ZRGwKjVavgVnFQsh9BK5p6iZLpcqcYVYH2mlMPhiLB7zJRENYl8KAj3M88nfa5hb6Use8gFOh2H2+/Q4pFvBHH+PH21eqnAg8OTL4QxMPw43v/R0yitTz4bkxayXSO5UWo6HA5Do9FgZmaGiiHMAEs3p0I29yWuZ6yvr0c4HMbq6ipWVlYwPT2N/v5+IWrtdrsVn1+Yr5Z8YsgXol27dmHXrl14+9vfDmA9lZ53IjFdaIokitPLl112mVCHIecx0iXT9TdyT1E6kij3zY+4U4RCIVx55ZWydNwREkUSg23PIbS4lvS5unp5hGquUKk4fPgjGlRWhfCrX+Z35zMAjM3pce+d53HD34zh2LVXxvx+MzSuyEl0anp4eBjLy8sRTQuJUtPZgsboJo17AnIrXlUqlZB6bm5uRiAQEOYzulwujIyMYHFxMWLWp5x7zfdIIhBpa0vOMZVKBZPJtLVEYjZqEjcSQCS9bLFYJKWXo8lGTWK6Ik6Ke0o+pZuJvZ7FYoFGo5FVIAKJI5+eP/xuw+eqS/P7ogSs//3vfKcaleUqfPNb+ev5TPAG1Pjuj5bR3/Uz/PVHroWhgN73iKZUKsdxMBgMMJvNOHDgQNzUtNVqFW7yqXRNZwKLJEqDCAta0uBarVaIWjscDlRUVECtVmNlZQVdXV0Ih8MR8xkT1TNKZTOIRAKZxSwm70Qi7enmREI03fRyvGPQ1t2cintKPohEcaf5nj17oNPpMDQ0JMMOI4kXSQxND8HXPZ78iSoOnD7vPrpx4TgOrVdwMC0s4+FfloAHHcIlE851aTDy6Sdw8/89iLr9u4Wf0yLKAPoim2LRmiw1PTk5CQCCYJRrnl48aIza0SgSyTWXtn0B63szGo0oKytDdXV1RD3j8vIyRkZGoNFoIgbEp9ro4nK5UFW1uaw7xWyOO40EspVuDofDMd/SSXrZ4XCknF6Odwya0s3BYBDd3d2S3VNoF4nBYBBdXV1YXV0VOs2XlpayMloHALx/eHzD5+n3VVF388qUw++qwue3LeDe7xbAE8z/y9LCqg4P3t+Lt58Zx+vefU2utxMXms6hZJFNcWo6HA7D4XDEzNNTIjXNIonSoFkkRo/ASVTPaLPZMD09jb6+PphMppTOp2zUPeaS/L8aS0Tphg9yDJ7nIy54ZGQKSS9LtWxLhJIiK9X1HQ4H2tvbYTAYJLunKO0Nnclr43Q60dbWJvw95L2S4oySDtHrht0OeJ6/uOHzDAdqNnxMPtJwZTnuKbPj3q+GsOBSdmxFNgjxKjz+pBf9ff+Nv/5QZt7PckNTuhmQvh+VSrVh17RcqWkWSZQGuebSkm4Ws1HXtbieEUBEPaO4C59EGuPVM26mdHM86DrbJJDuhzZbkURgPRpF0suvvvoqGhoacOTIkYwFIjlGNuYkbiSKZmZm8PLLL6OyshLHjx+XHKKntXFlbm4O586dQ0VFBY4fPx7xXmVj/iIA+J//JXjvxraOuqYy2fdCCyV7ivD521XYvc2Z663IRu+EHg9/8WW4pxZzvZUIaBJA6YpWkpretWsXTp06hcsvvxwVFRXCF9jnn38e3d3dmJmZgdfrTXlPNAoy2vYUCoXAcRxV5xMh1dE8pJ5RfD5VVVXB7Xajq6sLzz//PDo6OvDUU0/h4sWLCIfDcDqdaUUSv/71r6OxsREGgwEnT57EK6+8kvCx3/72t3HllVcKgvaqq66KeTzP87j99ttRVVUFo9GIq666KqUyqUT3TrrONgXJVk0isO7I0dbWhvHxcRw/fhxNTU2yfYCykW4GEp8w4XAYPT096Ovrw+HDh1P2K6Yt3RwOhzEwMIDu7m4cPHgQLS0tMX+PUpFEsajleR6ep89Kep6mvHDjB+Uxpioz/unOAlzRbM/1VmTD4dXit09p8Yt/+yUCPl+ut5O3kcSNIKnpAwcO4IorrsChQ4dgNpsxOzuLc+fO4eWXX8bg4CCWlpY2bGRkkURp0LgnQqYNNUajEdXV1di/fz+uuOIKHD16FMXFxfj1r3+Na665Bs3NzbDZbGhra8PMzIzkdX/yk5/g1ltvxR133IGLFy/i0KFDOHPmDBYWFuI+/uzZs7jhhhvw3HPP4dy5c6irq8M111yD6em/2Lbef//9+OpXv4pHHnkE58+fh9lsxpkzZyR/OSLnevQ9lM53dgPSbfhQWiSSb1N//vOfBYeRjWr0UiUb3c1A7IkCrBeQnz9/Hqurqzh16pRQWJ7q+rSIRL/fjwsXLmBhYUGIQMixrlTE4jPY/TyCMyuSnqcy538qdiO0hTr8/WfLcN3x5VxvRVaeOQ88dNsvMT86ntN90Ny4IhckNd3U1IRjx47hyiuvxPbt28HzPIaGhvD888/j4sWLGB8fx9raWsxrQmMkkcY90dTZLIb0B8i1N47jUFhYiPr6evzbv/0bpqam8PWvfx2hUAhPP/006urqsG/fPnzsYx/Db37zGzgcjoRrPfTQQ/jgBz+Im2++GXv37sUjjzwCk8mERx99NO7jf/jDH+IjH/kIDh8+jN27d+M73/kOwuEwnnnmGQDr58XDDz+Mz372s3j729+OgwcP4vvf/z5mZmbwy1/+UtLfR9YSawCe5/NTJKaDRqNRdAQOSS/zPI/KykocPXpUlvRyNEp3N5MPVLQQXVxcxEsvvQSLxYLLL78cJpMprfWVFImp1CSurq7ipZdegkajwalTp5KmC5Qa0i0WiZ7fPyHpOZq6YnAquqIbSqHSqPDW/68K/+/azSUUpxb1+NIXL+D8r57LmVjbrJHEZKSamqbtNQLojG5mwx85Hcg9TKm9GY1GvPnNb4bL5cI3v/lNLC0t4Ytf/CICgQD+8R//EXV1dXE1BwlOXHXVVcLPVCoVrrrqKpw7d07Ssd1uNwKBAEpKSgAAY2NjmJubi1jTarXi5MmTktd8z3veg7/927/Fj3/8YywtLUGlUoHjuK3VuKJUBC4QCKC7uxurq6vQ6XSorKxU7INM/g6lLmDRIedk7inpoHQkUcoXgUuXLqGvr0+yvZ4SQ7rJuuFwGKGFCfjahyU9x3i4TvZ90M6JG6pQWjGP+75vgT9MX8QiHfxBNf7zZ6vo6/kZ/s8tZ2CyWLK+B5rERi4E2UZd0+SLf3l5ec4GekdDY9SO1nRzthpqSONKcXEx3vWud+Fd73oXgPXASrxzZmlpCaFQKCZzVVFRgf7+fknH/Od//mdUV1cLonBubk5YI3pN8rtkBINB7Ny5Ez/60Y/wX//1X3jb296Gd77znWhtbc1PkZhOjZhSInF1dRXt7e0oKChAa2srzp8/n5V0sJIikaS0N3JPSYdcNq6Ew2H09vZifn4+JXs9pSOJvj/8HJB4Put3pp7i3wxsf0MF7imz4e6va7Hi2Tzp9j/3aTH26Sfx/g/uQ9ORfVk7Lo3p5lwKjeiuab/fjxdeeAEAcjrQOxoaI4k0ClfgLxFOpV8vl8sV996YTjmWFO677z78+Mc/xtmzZ2WbEarRaPCDH/wA58+fxy9+8Qv84he/wK9+9SucPn06P0ViOsjtuMLzPCYnJzE4OIjt27cLzSnZaixRMsSvVquxurqKwcHBpO4p6a6di5pEj8eD9vZ2AEBra2tK3rBKCXOO46AK+uH+46uSn6OpLpLt+PnGtoMluOuzTjz4oBtjK+mVO9DIskOHL395EG95wziuet+boMrSDZcmsUFbapdcZ3fu3AmtVhsz0JvjuIgBzEoN9I6GxqgdzelmpfcVDAbh8/lSGoFTVlYGtVqN+fn5iJ/Pz8+jsrIy6XMffPBB3HfffXj66adx8OBB4efkefPz8xGDvefn53H48GFJ+2psbERjYyOuueYavPvd78YTTzyB3/3ud1unJlFO8RYIBNDe3o7R0VEcP34czc3NwgUumyJRCYjFUk9PD5qamnDo0CFZ0yy5aFxZXl7GSy+9hMLCQpw4cSIlgUjWBeI382QCx3GomekG75Le7aq2ZOdmRCsFdQX4l88bcaIuubd1vhHmOfz6mQD+7bM/g3124/RQptAWSaQtQkZeH7Kn6K7pgwcPpt01ncmeaBSJNO4JSH38TTo4neujulLJsul0Ohw7dkxoFAEgNKGcOnUq4fPuv/9+fPGLX8STTz6J48ePR/yuqakJlZWVEWuura3h/PnzSdcUQ86v4uJivOMd78C3v/1tPPbYY/kZSUx3nlY8N5RUIells9mM06dPxzSnKC0SSQe1Escg7imhUAi7d+9GY2Oj7MfIZuOK2Apx9+7dqKtLr55PbH4uJxzHoaC9E1JfDZXFAE5DX1on2+iK9Pi/t2tQ/tVF/KarJNfbkZXBS3rc+7kX8LfvqcGBN0i7uKcDbZE72vZDriPx9pTNgd5iyPWHNkG2lUWiy+UCgJTnJN5666246aabcPz4cZw4cQIPP/wwXC4Xbr75ZgDAjTfeiJqaGtx7770AgC996Uu4/fbb8aMf/QiNjY1CnSFxj+E4Dh//+Mdx1113YefOnWhqasLnPvc5VFdX4x3veIekPRFtQeY8a7VavPGNb8xPkZgO4ghcOpExnucxNTWFgYGBiPRyvONky/5PTsTuKSaTSbEJ8tmKJMaz18tkXUD+SKJmogO+aZvkxxuPbr2mlUSo9Wr8zScrUfnYDL7zzOYaLu7yafDN787jtZ2P4+0fejN0JmWixzSJMtpEYiqCLNpr2u12C6JxYmJCcPXINDVNq/0drTWJ2diX2+2G0WhM+TjXX389FhcXcfvtt2Nubg6HDx/Gk08+KTSeTE5ORrzP3/jGN+D3+3HddddFrHPHHXfgzjvvBAB86lOfgsvlwoc+9CHY7XZcccUVePLJJyWfb0RUE300MjKCzs7OrScSg8FgyiIxEAigp6cHKysrOHbsmNB2nug42RCJch5jZmYGPT09aGxsxI4dO3Du3DlqZhmmujbP84K9nl6vl8UKUalIIv/HP6T0eP3uzWsiny5X3lSNbeVzeOAnRQiG6bp5ZsofL6gwdNuv8P7/dxzVLdtlXZtGUUbTfpJFEjfCZDLBZDJJ8pouLi6WLDBojSRu5ZpEp9MJk8mU1nlyyy234JZbbon7u7Nnz0b8e3x8fMP1OI7DF77wBXzhC19IeS/Auq5YWlrC2bNnceHCBTz11FNoa2vLT5GYzhuiUqnSGkS9traG9vZ2GI1GSf7E2RCJcg3UDofD6OvrE77JkG/CSv4NSg4DV6lU8Hq9ePnll1FXV4edO3fKcpFINIk+E0K2WfgvDqT0HG2dvIPZNwu7r63EXduWcc8jBqz5tbnejqzM2PS4/54OXPeWMZz+6zdSJaTkhDaRKFe3dXRqOp43sNTUdCbCVUm2crrZ6XTmtW8z+dwNDAzgq1/9Kjo7O/Hiiy8CAPbt24cPfOAD+SkS0yUV8SNOLzc3N0c0p8h1jHSRI91Mun15nsepU6cihmPT5IoiFZ7nMTc3B5fLhcOHD2/YJZYKpFZDzkii75mfA6EUxziVbJ6OXrmpOl6Ku/9lDfd/OYip1dQak2gnGFLhx79yoq/nv3HDR69GQUnmXxZoFGU07UepRhriDZxOaprsiTZBtpXTzS6XS6gJzEfIa/T73/8e3/jGN1BZWYkPfvCDOHnyJK644gq0tLRsPZEopfOMNHBISS/HO4ZPYW/WTIXo4uIiOjs7UVlZiT179sRcdJSO9sktEsk8RxL6l1MgEuTcNx/wwfOctCn4AloVON2W+rimjKXZgs/e4cG/P7iGjpnsD6dWmo5hHSb+5Wnc9Hc7sfPE4YzWoq27mTaRmK25jfFS08vLy3FT0zqdjqrXiBAOh6kYNB5NNtLNbrc7bfcxGiAi+vLLL8fXv/51vOY1r8Hu3buFn4fD4fwUiel+UDQazYbiJ9X0cjQ0p5uluqfkapZhOqyurqKtrQ1WqxV79uzB0NCQbGuLkTOS6D//JMKrnpSeYzhQQ+UNgjYMZUZ87A4tfvzwMp7q23zpebtLi69+bQxves0U3vT+N0GtTT+9TtP5RJtIzMVIHnFqGkBEanpwcFAIPoyPj+d0oHc0oVBIEQvaTMlWujnVzmYaKSgowKFDh7Bv3/pAf/LaqVSq/BSJ6ZJMwInTy01NTdi+fXtaH0Ba080k2ubxeDZ0T8mXdDOx1yPd5jabTbEIiZz79jz1VMrPMezLzA5xK6E2avCefy5HxXfm8J8vSHPVySd4cPjdn0IYGHwcN/1/V6C0rib1NSgTZTTuJ9dp3ejU9MLCAvr6+rC2tiZr13Sm0JpuztYInHyuSSSv0Y9+9CP85je/wfe+9z0cPnw44tzfciIxXro5GAyip6cHNpstJbu2RMegrbt5ZWUF7e3tKCoqWvdi3CA1kI10cyY3BXHDzZEjR1BWVhaxthLIFUkMjrQjMDKb8vN0jZtP7CgJp+Jw1YeqUF4+i4ceLwEPegSIXIzO6XHfnedww99U4uibrkjpuTSmm3MtysTQNtwbWBeNWq0WBw8ejEhNz8zMYGBgACaTSRCMRUVFWRNuNDeupJoJTBW3253XkcRgMAi1Wo2hoSGMjY0J+kgssLeUSIyXbnY4HGhra0s7vRwNTelmnucxMTGBoaEh7Ny5Ew0NDZKbb5SMJJK9pXMR9nq9aGtrA8/zMfZ6+RAB9T71y7Sepy7P3Dd7K3LwHVX4Yvki7v0PM1yBzXe58/g1ePSHS+jv+hn++iPXQp9CVIMmEcQiiRsjFmPi1HRzczMCgQBWVlawsrKCgYEB+Hw+oWu6tLRU0eYKWkfgZEO85nskkeidcDiM0tJSwdJPHEjKy6tmuie7WMDxPI9Lly6hv78/o/RysmMohRQRJ26+OX78OIqLpddnKRlJFBfEpvoBXl5eRkdHB8rLy7Fnz56Yb8q0RxLDa0vwvNyd1nNVJvpqfvKFutZtuLvUjvu+EsScc3PaGr7UqcHIp5/Azf/3EGr37drw8TSKMraf5CS7Zmq1WpSXl6O8vBzAeoSLeE2T1DSJMpaUlMgaYaM5kshqEmMh5/aPf/xjjIyMYMeOHejp6YHX68UTTzyBlpYWAOtWlHq9Pj9FYroQAUfSy8vLyxmnlxMdQ0k2OobYPSWd6KhKpYLf7890mwnXBlKbOSjVXi/alk9O5BCg3md+DgRTX0PbXErdDSvfKN5VhDtvd+MrDzrQt7A5o7Lzdh0euL8H7zgzjtdefzVU6sQ3bhrTzTSd4zSmm1OJbpKu6draWoTDYaytrcFms2F6ehr9/f2ypqa3ek1iKtNPaIB81r785S/j1VdfBbB+f+M4Dh/72MeEsgadTgedTrf1RKLb7ca5c+eg1+tx+vRp2WsWspVuTjTKJ9o9Jd3mG6XTzVLXJxFRu92Oyy67DEVFRUnXVurml2kk0eVYg/fZF9J6rvEQs+OTA2OlCf/0eS2+/68r+ONwUa63owihsAo//50HvT0/xXs/+noUVVYkfCxNIohGkUhbdCxd4apSqVBUVISioqKI1LTNZhNS00VFRYJoTDU1TXO6ORu2fPmWbibv1Sc/+UkMDw+joKAAn/3sZ6HRaPCmN70JKpUKDocDbrcbHo8nP0ViOh8UnufhdruxtLSE5ubmtAXURmQrkhgd6UvknpIOSqdtpUb8XC4X2traoNPpcOrUqQ0FPRGJStxwMnlNlpaWsPLsf6PI5krr+bod6b+XjEg0Zi1u/pcyVDwyj5++snmbgfomDfjS5/6Eq68xYMfJQygpKYHZbI6wmKRJlLH9bIxcwlWcmuZ5Hh6PR0hNj4+Pp5yaplFQA9kRry6XK+mkEJq57rrrBJvi3/3ud9i2bRsefPBBFBUVwev1IhwO5++cxFQJBoPo7e2FzWZDcXExdu7cqdixcpFuTuaeIsf6ciNFcM3Pz6Orqwu1tbVoaWmR9GEXRynl/gaZTipbnCY/3t+Ljce4x0dbaU3zmYx4cBoV/uqWKlT+ZBZf+20pKMu8yobDq8Xjvw7h9MSLqDhSDr3BINz4lfoSmC60iTLaG1fkguO4jFPTWz3dnG+RRABCMIU0qNx///3QaDQoKiqCRqOJqLPMW5EoNf1H6vN0Oh2ampqwurqq6L7UajV4nlf025W4sWQj95R011fyJpKsMYbneQwNDWFiYgIHDhxIyT1FSZGYaio7FAqhu7sbNpsNJ+tK4PvedPrHtmzOZotcc+z6KtxRvoD7vl8Ib4i+m5xcvNhhRP3MEq57/36EtVqMj4/D5XJhZGQETqcTpaWlsFgsORVptIlEGmsSsxGxSyc1TWu6OVsiMR8jiSSjB6x/9sgQ7XjkrUiUAhm23NjYiO3bt2NmZgY2m03RY5KTUskPDon0DQ0NYXx8HHv37kVNTeoDdTdaXykSiVC/34/Ozk643e4NB34nWhdIrSlGKqlEEj0eDy5evAiNRoPW1lYEf/CvaR9XVWICl6QBgZEZTa8vx93bVnDP17RY9mzeDvLJRT2+/uV+XP+uUpx4y2tx/vx5lJSUwO1249KlSwAQkWLM9mBm2kTZVokkboSU1HQoFMLS0hK0Wq3icwlTIVvezfloy3fmzBloNBp885vfRG1tLf7xH/8RRqMRVqsVZrMZBQUFMJvNMJvNm1MkkvTy4uJixLBlKbZ8mSIWidoMLLOSwfM81tbW4PV60xJTG5GNSGL0+qurq2hvb0dhYSFOnTqV1mtHbjJK7F1qJHF5eRnt7e2oqqrC7t27AY8Djhfb0z6u8Wh92s9lSKNsfzG+eLsTDz3owvBy/qWOpOILqvH9n9rR1/0ztJyuRElJCcrKysDzfIxnMEkxlpaWwmq1Kn6zZZHEjcl17V+81DSxRV1cXMTY2FjOBnrHQ+kIJ8/zeRlJDIfD+MMf/gBgXeTyPI+vfOUrCR+ftyIxUbrZ6XSivb0dWq0Wp0+fjvhGnI16QY7jFJ0zuLKygsHBQQCQ5J6SDtkWidPT0+jt7UVzczOam5vTvjiTELoSHc4bvSbiweV79uxBbW0tAMD7x1+A96VbjQgYdklPtzPSx1xTgE/f6cN3HlzFyxObuwb01V4tRidnUPi3epSVlYHjOFgsFlgsFjQ1NQkpxuXlZfT19SEQCKCoqAilpaUoKSmByWSSXUDRJhJZJHFjVCqVIJAOHz4MALJ2TWcCcfViNYmxqFQqjI6OwufzYfv27QCAxx9/HG63G6urq3A4HFhbW8Pa2hqcTmf+isR4ELHR0NCAHTt2xHygNBpNwtExcqKEGBWLkOrqaiwvLysiEAHlxTQZsZPIXi8TlBK4ycRnKBQS5m6Kx/TwoRDcf/hjRsfV1BZl9HyGdLRWPf7hcyWo+LdF/Ko9v2afpcqyU49vfXMabx3+Ld74t2egEt1Mo1OMbrcby8vLWF5exsjICLRarSAYS0pKZLkO0SYSaYwk0ipcgfXrrlqtlrVrWo59ZWMETr5FEgGgsbEx4t/veMc7Ej52U4jEUCiE3t5eLCwsJB3/ko1IohLHiXZPAdYbVpRC6Ugix3Hw+Xw4f/68bB3ZBKX2nmhdj8eDtrY2qFQqnDp1KiJyHej6I0ILmTVKqYvzr94ln1Hp1HjXrZWo/M8ZfPMPmX9poZkwz+FXT/vRP/AzvO+jr0NRVexMRY7jhNqk+vp6hEIh2O122Gw2jI6OoqenBxaLRUhNFxYWpj2ijCZRRqsgUyowkC5ikShGjq7pTCD3XyXfQ7/fD7/fn3eOK8C6piDnOM/zEcEzEgwhn0e6zrgUIH9AsvRyNPkoEuO5p6yurireWKLk+uFwGIODg6ioqMDevXtlvThkM5Jos9nQ3t6O8vJy7N27N+aC5P39bzM7qF4DTrt5u25ppvV91SirmMeXfmRFMEyXWJCbgSk97v3c83jfe2ux//WXJ32sWq1GaWkpSktLsXPnTni9XthsNiwvL2Nqagocx6UVLaJNJNIYSaRxT6Tub6N9KT3QO96+SOmXUrhc63Nv81EkRn/ZSPblI29FIvAXd5H6+nrs3LlzwxNCnOZU8uSRSyQmck9R0hFFyfVJytzhcKCqqgr79++X/aKnlDWfWHzyPI/JyUkMDg5i165dqK+PbS4JzY7C1zWa0TGNh2qouylsJVquqcA9Zcu45xt62H2bt/MZAFw+DR55dA6v63wcb/uHN0MnsbvZYDCguroa1dXVCIfDQgPM9PQ0+vr6UFBQENEAk+i6S5tIpDWSuFn2JPdA72iy5dsMIO9qEtva2vD6178eO3bsgMFgQGFhIQoKCoS65MLCQuF/CwsL81ckDg0NYWxsLCV3EaKWle56ylQkhsNh9Pf3Y3Z2Nu7fR9ZX6sKqhHOJOGVeXFyMoqIiRfcuNySSSEoblpaWcPz4cRQXF8d9vPcPPwcy3IZ+b3VmCzAypuJoKe76jAMPPOTBhN2Y6+0oztk/qzA09iu8/yOXoaqlOaXnqlQqWK1WWK1WIVpEoow9PT0IhUIxDTAEGkUiTfsBNpdIFLNRarqvrw9mszml1HS2LPlMJhN178lGkKaUtrY2SffKvBWJ1dXVqKqqgtEo/cKdjfE05DjpikQp7ink71Dqg0BO+lAoJEsNDLHX02q1aG1tRV9fn6Le0EpFEv1+P1555RUAiKk/FMN7nPD86ULGx9Q1bl7buHyisLEQn7nTi0ceWMPFaUuut6M408t63H9PO6576yha3/XGtMWSVqtFRUUFKioqhHEhy8vLWFxcxNDQEPR6vSAYAWXrx1KFxtQurSJRCeOCZKlpv98Pq9WaNDWdrUii2OoyXzh9+jQmJyfh9/vh8Xjgcrli/nM6nXA4HHC5XPkrEgsKClLuVCY1Ckp3OKcrEsXuKbt37054kotFnBIfBLEIzZSFhQV0dnZG2Osp2Rij1No+nw/z8/OoqqrasI7S98KvwXv8CX8vFU1Z/tW6bFb0JQbccocGv/4vD375HD0Dg5UiEFLhv37pRF/Pf+PdH70GBcVFGa3HcRwKCgpQUFCAhoYGhEIh4cY/PDwMAOju7hbqHbM5LiUeLN0sjWy4raSTms6Wb3O+pZqB9YwqGdEm6fEK7oVKsjVQO5Vj8DyP4eFhye4pcoq4eMjhXCL+m/bv34+qqqqI9ZXauxI1iZOTk5ibm4PVat2wjpLneXj+8GzmB+UAzqhctJuROmqDBu+4qQD1jXZ89bv5d3NIh/YhHSZuewo3/f0u7LjskGzrqtVqlJWVoaysDKFQCH/84x+xbds22O12TExMQK1WR9z4dbrs1oSySKI0sr0nqalpvV6PcDisaESRiETazhMpiNPMpLQsUeo5b0Vium9MNjqcU+kO9vv96OjogMfjkeyeQoZGK/V3ZDoQfCN7PSW7p+UUoOFwWBitVF1dLalOKdj7EoLTmVs/6naW5+XFZ7PDqTgce30x7iq34Y4HzQiFNv97tOLS4StfHcW1r53EmfdfC7XMY1jIzam6uhr19fWCk4fNZsPU1BR6e3tRWFgoCMZkDTBy7mmrCzIpZKP2LxmJUtNTU1Pwer14/vnnN0xNp0u+RhIDgQACgQAMBoOkzvS8FYnpkg2RKPUYKysr6OjogNVqTdk9RekO53TFFimITWavp3S6WY7GFa/Xi/b2doTDYZw6dQqzs7NwOBwbP+/3/5PxsQHAcEh6OoCRfer2leDLd63is3frsObc/GOKeHD47R9DGBj8OW76/65ESa18TVXRc9lUKhWKi4tRXFyM7du3w+/3Cw0w3d3dCIfDKC4uFuoZU6lLlwqNkUQahWs20rqpQFLTPp8PWq0WO3bsiEhNq9VqFBcXyzLQm9Qk5hsPPfQQbrvtNnzxi1/EZz7zGXzrW9/Ct771LTQ3N8NgMMBsNgsdz5vWuzkZarVa8ZpEjUYDn8+X8Pdi95SdO3eioaEh5QtStlxRUkGqvZ6SdaFyCFC73Y62tjaUlpZi3759UKvVktLYocVJeC8OZXRsgr5ZWsc+I3dYa6x48B4X7r4vhImZzT0ihzAyq8e9d7yE9/yfKhw5c1qWNaNFYjQ6nQ6VlZWorKwEz/NwOp1YXl7G/Pw8BgcHYTQahZt+cXGxLJEtGgUZjcKVxugm8Jd6fbm7psW4XK68nJFIPm/kfRscHMTFixfR3d0Nvz+2lj5vRWK6H5Zs1CQmS6dGu6ckGqGyEUqLxFRSwhuN7Im3Nq2NK1NTU+jv748R71IilL6nHwdkGr+jqdz8XbSbAX2RGXfc4cO/f9WLP/dImy2Y73j8GvzHDxbR2vVz/PWH3wR9htGUjUSiGI7jhPltjY2NCAaDQgPM4OCgMJSZRBnTrRljgkwauU43JyJeLWKyrun+/n4EAoGUUtNutzsvReLHP/5x3HTTTcLeP/7xj+Od73wnQqEQ3G433G43XC4X3G43PB5P/orEdMllujmee0q6KO2KIlVskbRsKBSSbK+nZKo83cYVsY/00aNHUVoaOX4mmXczAPA+DzxnX0n5uIlQFWz+DtrNgtqoxy2fUOPxH6zh18/m300jXV7qUGPk07/Bzf/3MGr37Up7nUzKQzQaDbZt24Zt27ZFdL4uLy9jdHQUGo0mwmda6ugzWiOJtO2JtnQzQYp43ahreqPUdLo1iV//+tfxwAMPYG5uDocOHcLXvvY1nDhxIu5je3p6cPvtt+PChQuYmJjAl7/8ZXz84x+PeMydd96Jz3/+8xE/27VrF/r7++OuaTAYIhpJa2trk3Y7b0mRmIsROIncUzI5htKuKxuJUJvNho6Ojoi0rBSUckUB0osk+nw+Qei2trbGrXHaaF3/uScQdnpT3m88NOUF4NT0XXgZieE0GrzrpmJUVdrwzR9t3Hy2WZi36/HA/T1457XjeM3fXA1VGuctaQjL9JoYr/OV+ExPTEzE9ZlOJHBYJFEaNO4JSH0WcrxzZ3V1FSsrKxHuQWtra3A4HLj66qvhdDpTjiT+5Cc/wa233opHHnkEJ0+exMMPP4wzZ85gYGAA5eXlMY93u91obm7G3/zN3+Af//EfE667b98+PP3008K/U51vHAgEoNFo4p7zW04kZnsEjjgVe+jQobgnQjrkMpIorqnctWsX6urqUrqgKilwU21cWV1dxcWLF1FSUoL9+/cnnU2Z7PXw/OHpuL9LB8PRWJs/Bv1wHIfWN5WismIZX3i4UK7KA+oJhVX42RMe9Pf+DO/56Btg2VaW0vOVdI4iUSBg/csgiTJOT0+D5/mIBhjxcHwWSZQGzenmRGYHUhA3T4lT0z/96U/x5S9/GXa7HTt27EB1dTU6Oztx4MABSefwQw89hA9+8IO4+eabAQCPPPIInnjiCTz66KP49Kc/HfP4yy67DJdddhkAxP09QaPRoLKyMq2/lQhql8uFZ599FsPDw/D5fNDr9aiqqspfkUjzCBwiRKW4p6RLrmoSg8Egenp6YLPZ0q6ppKUm8dKlS+jr68OOHTvQ2NiY9JxKlm4ODf0ZgfGFtPYbD31LhWxrMbJP85FSPPQFOz57jx4uD3030EzRqMOwGPywGAMoNARQaAzAYgjAYvRj8Q/fRtFbb0S4MPmsVzHZssAjN72qqirwPC/4TM/OzmJgYAAmk0kQlSySKA25XLnkRu75iCQ1fcstt+AjH/kIurq68LnPfQ7T09M4ffo0zGYzrr76alxzzTW4+uqr4wo2v9+PCxcu4LbbbhN+plKpcNVVV+HcuXMZ7W9oaAjV1dUwGAw4deoU7r33XtTXbxxs4HkearUaTz/9NB555BE89dRTgic1gb53NwU2qhOLh1qtTtp5LAfEwu2ll17a0D0lXbKRbo5eP9peL92aylyLRHF098iRIygr2zjykSxF7nnq12ntNRHamiJZ12Nkn5KGIjx0rxOfvzuMmUW6h6KrOB4Fhr8IPSL6Cg2BdSFo9Ef826ANIZl+Cvd8F57LPyv5+LnwSeY4DhaLBRaLBU1NTTFNDD6fD6Ojo3C73YLPdC5FI7n20CYSaRSugLIRTpVKhUOHDkGr1eL//b//hw996EN4+eWX8dRTT+FrX/sabr75ZkxPT6OiIvLL/tLSEkKhUMzPKyoqEtYPSuHkyZP43ve+h127dmF2dhaf//znceWVV6K7u3vDucscx6GtrQ233noruru7cfLkSbz2ta+F2WyGy+XCzMxMfovEdNBoNHC5XIqtz/M8Zmdn4fP5cODAgQ3dU9IlG5FEsSgi9no1NTXYtWtXRhcGpR1Xkr0ufr8fbW1tCAaDKUV3E6Wxwytz8L7Sl/Z+46Euki/izMgdhpICfPGLXnzlIS86B7Pb+WzWE9FHon3+v/z7f39GooEmfRAqGfWPyrcC9dTzCNVdKenxuRCJ0UQ3MbzwwguwWq1YXl7GyMgItFqtkJYuLi5Oqd5NDqLHltACrSIxm7Z8Op0Or3nNa/Ca17wGd911F+x2O4qKihQ9tphrr71W+P8HDx7EyZMn0dDQgJ/+9Kf4+7//+4TPI5+7Bx54AN3d3bjjjjvw3ve+Fzt27Ih43JYTiUqKK+Ke4nK5oNFoFBOIQHZqEkOhUIS93r59+1BdnfkQ3VxFEldXV9HW1oaioiIcO3YspTRJokii79nHgZCMf4tRC2jou+gy0kNjMuDWf1bjR4868dSL6Y+KMWiDf4ns/W/Ez2IQCT7juugrNAZQYAhCo8ptQaR+7DdwVV8OTr2xmKJBJIohTTSVlZWwWCwIhUJCA8zY2FjcBhil909zJJHWmkSl95VoTmIigVhWVga1Wo35+fmIn8/Pz6ddTxiPoqIitLS0CJ7oiSDn7HPPPYc9e/bgtttug06nQzgcFs43juPyWySmm25WQlyJ3VOOHDmCl19+WfZjiMlGujkQCODixYtwuVySLQOloLQtX7xzgnSXb9++HU1NTSlf1OOtywf8cD/7Ukb7jcZ4JLUmIAb9cFot3vNBK6orVvC9x9c/Q8nq+iL/vf57nUa5z7oScHwQur4fIbD/pg0fS5tIBCL3pFarUVpaKozF8nq9QgPM1NQUOI6LaIDJZLRZIsQ3bZrI5xE4mcDzPNxud0ojcHQ6HY4dO4ZnnnkG73jHOwCs7/OZZ57BLbfcItvenE4nRkZG8L73vU/S44PBIA4fPgy1Wi00bInf07wWiekg9wiceO4pPp8PPM8rGopX0rUEWD9x5ubmUFxcnNBeL12yGUkMh8MYGBjAzMyMpEHfUtcFgMCrv0fY7s5ov9EY9lZt/CBG3sGpVHjtXxWhcfaPKN+p2rCubzOgXe6Ef20OnCV5lITWJpFEezIYDKiurkZ1dTXC4bDQACMelSJ28ZDjHkBzJJG2PQHZiSQ6nc6UAye33norbrrpJhw/fhwnTpzAww8/DJfLJXQ733jjjaipqcG9994LYD072dvbK/z/6elptLe3o6CgQEgL/9M//RPe+ta3oqGhATMzM7jjjjugVqtxww03xN0Dz/PClyAiEC9cuCC8XqFQKOLc33IiUc4ROIncU8iLreQHSMkGnJmZGczPz8NiseDo0aOyX8CzJRL9fj/a29vh9/tx+eWXZ+SzGS9q7Xnq9xntNR66+hLZ12TQgbNzGqt/XEDDvq1hucgBMPR+F77Lb0v6OFojiVKu3SqVClarFVarVRiVQgYy9/b2IhgMxvhMp+sAQ6MYozndnK2axFS4/vrrsbi4iNtvvx1zc3M4fPgwnnzySaGZZXJyMmLfMzMzOHLkiPDvBx98EA8++CBe+9rX4uzZswDWp3TccMMNWF5exrZt23DFFVfg5ZdfThgQEc8k1Wq1+NrXvoYzZ87g3nvvxUc/+tGYFPqWE4lypZuTuaeQD00wGFRsPIAS6WZx129FRUXC4ZqZonTjCvHobGtrE4Rupu9D9J6DY13wD81kut0Y1KVbx7Fjq7H2yhTWRv1YG/fB0rg1HHXU3iVwU+fB151M+BgaRWK60U2tVouKigpUVFSA53m4XC7YbDYsLi5iaGgIer0+ogFG6nWJZpFI476UjiSSdHM6tny33HJLwvQyEX6ExsbGDUvqfvzjH0s+9traGm6++WaUl5fDYDDAbDbDaDSirq4Od999N3p7e3Hq1ClUV1fDZDLB7/fnt0hM50Msh0gk9W0NDQ3YuXNnzD5UKpWiriKA/LWVXq8XHR0dQtfv7OysYl3gSkcSPR4Pzp8/j+bmZjQ3N8tyA4qOJHqf+kXGa8ag4sAZ8vojyUjCascSAGDqGSf2/f3WEIkcBxjGfgl31VFwmvglK7SJRLk6iTmOQ0FBAQoKClBfX49QKCSM2RkZGYHH4xG8gktLS5N6BdMsxmjbVzgcFub/KYXP50MwGJStTj9bLC8v4xe/SHzv+uEPf4gf/vCHET/bcnckjUaTdi1fKu4puRp2nQ4rKytob2+PsNdTcv+kQFbumwPP85ifn4fb7caRI0dkc7cBIoVt2GGD51yXbGsT9HsqqbpZMuSD53msDjgAACt9XrhmAjBX0z0/US5UvB/a/p8iuP+9cX9Pm0hUqklErVajrKxMmMsq9pmemJgQHGJIpFGn00XsiTYxBtCZbibvn5L7IgGUdCKJuaS6uhrPPfccgsEgXC4XnE4nnE4nHA4H/H4/3G43HA4H7HY73G43vF7v1hOJRKCk+qFL1T1FaY9oOdLNPM9jcnISg4ODaGlpQX19vXBhVDraB8h7gSHjh5xOJ8xms6wCEYiMJPqfexwIyC+gDQeUG5nEyC2u3jkEXX/5PF16zoFd79069ae65YvwO66BqjC2Too2kZitmYRGoxE1NTWoqakRSmRIx3Rvby8KCwuFBhgaI3YAneKVBDeU3JfL5RL8nvMJvV6P1772tSk9J69FYrrpZiC1MPni4iI6OztTck/JxoiaTCJ9oVAIPT09WF5ejmuvp/SYGkA+kehwOHDx4kUUFhZi9+7dGB0dzXjNaMgInHAwAPczz8u+PgDomlPzvGXkD2vnJyP+vdjuQf2ZIIxleX0Jlsx6E8v34D/5yZjf0SYSczFuRqVSoaioCEVFRdi+fTv8fr/QANPT04NgMAiO4zA9PS00wOQanuepFK+kO1dpkWg2m6k6bzOBvJfAX8rlCFvjCiVC3FSy0VgX8SDpvXv3pjQcm+Z0s9vtRltbGzQaDU6dOhXXCF1JkSsWiZkyNzeHrq4uNDU1Yfv27VhaWlJk3+RDE7j4DEJLDtnXBwBNuUWRdRm5Z7U9ytubB6bPOrDjutS9z/MVjWcO/ksXgNpjET+nTSTS4G6i0+lQWVmJyspKIeMzNTWF+fl5DA4OwmAwRDTA5CLlS14nGtPN2Rh/s1lEIvn8JWqi2nIikeM4SQKOpC89Hk9ag6SVFonpijgSFa2urk5qr6d0BzKQmUjkeR5DQ0OYnJyMqA9Vat/kdfI+Lf/YG+EYBVujmWGrwfM8VvvXYn4+/6ob9ddYoLPQdZNVCo4DjKM/h7v6CDjRdYc2kUjb4GqO46DX62E0GnH06FEEg0GhAWZwcBA+nw9FRUVCPWO2xAutsxtpHX9DKxzHYW5uDj/72c8wPT2NYDAIvV6PwsJCWCyW/BaJ6X4QNhJwdrsd7e3tsFqtaG1tTWt8SjZEYirr8zyPkZERjI2NSbLXUzLdTFIB6a4fCATQ0dEBt9uNyy+/PKJ4OJHjSqZwHIcSnw3+ngnZ1wYATU0RODkNdBnU4B1bht8ee67zIWD6T040vcWag13lBhXvg7r3Zwjv/z/Cz2gTiVJnJGYTce2fRqPBtm3bhDl4brdbaIAZHx+HWq2OaIBRymc6G7V/6ZAtS758jySSz90zzzyDT37yk2hvb4/7uLwWiemSqKlE3MhB3FMyEaJKNq6kIrICgQA6OzvhdDpx8uRJWCwbpzWVrqlMV8w5nU5cvHgRZrM5rhOMkpHE+oke2dclGI7UKbY2I7esvpz4i8XcORfq3lAIjYmuG62SGJZegdN5NVQF66l22kQZbaIVSN4gYjKZYDKZUFtbi3A4jNXVVaFjWuwzXVJSAovFIttrTWZJ0vTeAdkVifkKOceHhoZw++23o729HXfeeSd0Oh3uvvtuXHnllXjrW9+K559/fmuKxHiuK4ncU9IlG40rZB5Usguaw+FAW1sbzGYzWltbJX+rVDLdTNZPNZI4Pz+Pzs5ONDY2YseOHXH/bqX2zXvWoGkfgvwxynUMO+XtxmbQw2rbfMLfhXw8Zl50ov7qrVOPynE89D3fQ+DkPwKgT5TRahMo1QGmuLhYuH/5fD6hAaarqws8z0c4wMSrR5d7T9kmmzWJ+Qp5jZ577jmcO3cOn/zkJ3H77bfjwoUL+NznPofXv/71+PCHP4wPf/jD+S0S5Uo3E/cUvV4f456SLtlINwPJPxBk6HcyUZVsfaUbb6SKOXED0YEDB1BZmdgLVqkh5oHnfw3ep1xkWFO9dVKOW43V3tWkv5953oWa1xRArafvhqsUWs8l+Ka7oKo5QJ1IpC2yCaQvyPR6PaqqqlBVVQWe5wWf6dnZWQwMDMBoNAqCsaioKCVxRWNnM5C9msR8m5EohmTxent7oVKpcObMGQDA+Ph4xJekLTknEYgUQBu5p8hxDCUgH4J4ofVwOIyBgQFMT09vOPQ72fpKRxKlrE9S5S6XS1IDkRL75kMheP5wVtY1o1Fbcz/SgiE/vpk1eBcDSR8TdIcx94obNVfm700nVTgOMA3/FJ7q/dSJxHyOJCaD4zhYLBZYLBY0NTUhEAgIDTD9/f0IBAIRDTAmkynp60BrJDEb6Wa3253XkUSC0+lEWVmZ8LeQ95MMcuc4bmuKRI1GA7/fj97eXknuKemgVqsRCCS/OWS6PhDbIezz+dDe3o5AIIBTp06lfSITsaXUBVyKmHM6nWhra4PRaIxbf5hoXUDeFFaw+3kE5+yyrBUPVaEBUNN3sWVkzuKzU5IeN33WiapTZqg0dIkTJVHDDa7n1+ALD1MlymiMJCqxJ61Wi/LycpSXlwtexKQBZnR0FFqtVhCMxcXFMddfGt1WgOyIRKfTmdeRRPJ5MxqNEedWQUEBLBYL5ufXS2T0ev3WFIk8z2NiYgJ6vV6Se0o6qNVqeL1e2dclxOsQJvZ6JSUlOHbsWFpd2QQp6exM2EgkLiwsoLOzE3V1dWhpaZF8E1HCzcXz1BOyrJMIw5Faqm6SDPmY/520we7+1RAWL7pRcSL/oxOpYFx6AbxmOziOHlG2WSOJyeA4DmazGWazGXV1dQiFQkIDzNjYWEQDTGlpKQoLC6lNN2dDvLpcLlit+VsiRM7vvXv3YnFxEUtL677yx44dQ0VFBX7yk5/gjW98I44cOZLfIjGdDzJ5QcxmM06ePKnYyaR0ull8DJ7nMTU1hYGBgYy7sglKiC0xiRp7xKN6Nqo/jIfc+w7Nj8HXMZLxOskw7KlSdH1G7nBPJK9HFHPpOSfKj5u21CgkFRdGzdzvMFzxllxvRYDGSGK2o3ZkjE5Jybp1pNfrFRpgpqbWo+MmkwnBYBA+n0+WOn65yIZ4dbvdKZlr0AZ5fV7/+tfjsssuw+TkJEKhEEpKSnDDDTfg85//PG688UacPn06v0UiEOmpmwxx80NJSQlMJpOiH7psiESVSoVgMIiuri4sLS3h2LFjwodajrWB9Q+cEnO24kUSg8EgOjs74XA40hpgTtYF5HFzAQDvHx6HYi3N/4u2buu4bmwl3JfWwPuln4eexSCWu7woO7S16lOtmINx7RKAPbneCgB6I4lKzTuUgsFgQHV1NaqrqxEOh+FwODAxMQGXy4UXX3wRZrM5ogEmlyJbqXuWGJfLlXe+zfFoaWnBY489Br1eL5zzH/vYx+D3+/GrX/0KZ8+ezX+RKIVo95T5+Xl4PB5Fj5kNkchxHLq7u6HT6dDa2prROINoiH+jktZ84rVdLhfa2tqEEgBSOJsqcri5EHivG54/vZrxOhuhLtlaKcatwvz/pB6BnnrWgdKDBupEipJwHNDsOosQfxUVfzetkURa9qRSqWC1WlFSUgKe57F3714hytjb24tgMIji4mIhNW00GrP6voZCIVnvhfHI9+5mgkqlwu7duwGsn/fBYBBFRUW4++678Z73vAczMzObXyTGc09ZWlrKWipYKRYXF+H1erFt2zYcOXJEkQuIkq4rYpG4uLiIjo4O1NbWoqWlJaO/heM42cSt78Vfg3f5M14nKWoVOP2m/xhuSVZenkn5Oa7pAOyDPhTvUvYmRxtGtRfOnt8B+9+c661QG0mkRSQSyJ60Wi0qKipQUVEBnufhcrlgs9mwtLSE4eFh6PX6CJ/pTGrlpe4rGzWJm0EkAusZPI1GE+PfvG/fPuzbty//RWKidHMy95Rs1gvKDc/zGB0dxejoKIxGI2pqahS7eCg5EJwI0JGREYyOjkqyCkxl7Uyt+Xieh+cPz8qyn2QYDlRTd0NiyIN7XHo9ophLzzq2nEgEANPSc3B5XguVMbeRddpG8gB0i0QxHMehoKAABQUFqK+vRygUgt1ux/LyMkZGRuDxeIQoZGlpKQoKCmR/rbNVk7gZRuDwPA+NRoOZmRk8/fTTuHTpEvx+P8xmM2pqatDc3Jz/IjEeG7mnaDQaRS3zAGVEYiAQQFdXFxwOB06ePIn+/n5qBl6nw8zMDEKhkGSrQKnIse9g/8sITi3JtKPE6PfLI4wZdOFfdiPsSe8aszrix9q4D5ZGepoBsoGKC0PT8X2EL/9wTveRL4Is10iJ2KnVapSWlqK0tBQA4PF4hNT0xMQEVCpVhM90umVGYpQegUOipZshkshxHL73ve/hu9/9Lp5//vmY31ssls0nEslsvWTuKfkYSST2eiaTSajZy8bAbiXWd7vdWFpaglqtRmtrqywXBjFyiETvU7+RaTfJ0TeWZuU4jOwy95vMOuIvPevE3r/bWiIRAAzeYTjmhqGu3JGzPbCaRGmkE7Ej2a+amhqEw2Gsra1heXkZU1NT6O3tRUFBgSAYrVZrWn9ztmz50mmspI3/+Z//wa233gq73Y63vvWtOH78OPR6PRwOB8bGxvDqq6/mv0gUh6qluqfkm0icnZ1Fd3d3jL2e0pE+JdLNi4uL6OzshMFgQHFxsewCEcjcmi+0PA3vn/tl3FFi1OVbx7N3K2F74VJmz+/1wjUbgLkqdx2tuYDjAMPAjxCovD1ne6Ax3UyrcM1EjKlUKhQVFaGoqAjbt2+H3+8Xoow9PT0IhUIxDTBSyJbjSr5HEr1eLz7/+c9jbW0Njz32GK655hpUVFREPObcuXP5LxKB9ZO1v79fsnuKWq3OSro5U8eSjez1aPJX3gie5zE2NoaRkRHs3bsXTqdTsfcg0337nnkcCCs89+Z/UZnkF8mM3OMasWe8xqXnHNj1HnlGWuUTWt4Ob8/TUO+7KifHZ40r0giHw7J+ydfpdKisrERlZSV4nofT6YTNZsPCwgKGhoZgMBgixuwkaoBRuiaRpJvzvSbR4XDg4sWLeNvb3ob3ve99ACBoFvKl5NSpU/kvEt1uNy5evAie5yW7p2g0mqxEEoH1Ezadbi4p9npKdh/LuT6pEbXb7Thx4gSsViuGhoYUbYpJt3GF9/vgee5lmXcUH21j6ZYanLxVCLr8CDkzt+RcbPeg4UwQhtK8v0ynBMdxMM3/HvPlB2Et25Z1wUZr1I424aqkGOM4DoWFhSgsLERDQwOCwaDQADM0NASv1yv4TJeUlEQ0wCgdSfR4PAiHw3mfbna5XFCr1Thw4ACAv3Q5R5P3V5/JyUlYLBbs3r1b8okhdipR6oOXiUi02+1oa2tDcXFxUns9pSOJcqSb3W432v5/9s47vql67+Ofk6Rp073SvSilAwp0McpGUUBGUUTc4lWfK8r1Oq7Xvb3gftTr497XiwMpguy9ZNlN96J7Jl3Z65znD0xsadpmnZwkPe/Xi5c2Ofn9vlknn/OdhYXg8XjIzs425IjSGSq3Zm31+b0gB+jtoalHMD3KLvuw2JfOvZdssxAJtByXImGtv23WcyJ4XBLa81/itN9cg/coKCjILg2lHVGQOaon0V428Xg8BAcHIzg4GAAMc6Z7enrQ0NAwZEIM3SJRJpMBgFOGmymKMqQJcLlcJCQkoKCgAMCfEVb9e0pRFLhcrvOLxOTkZLOFEpfLNbhU6ToZ6JtRm2ObueP1uFwuNBrrPRYjYa0nUSwWo6ioCOHh4UhOTh5yQqG7vY6laysOHrKxNSPDnyS0214s9kN8oslma3X+LkPMNT7g+9pvJJujEOPdDU6YP3o57mhqakJFRQV8fHwM1bI+Pj60nL8d1ZPoiDbZc1TgYDw9PeHp6YmoqCiQJGmYM93U1ASKolBaWorg4GAEBgbC19fXpq+d3gNHd8NuOiAIwvCeRUdH480338QDDzyAzz//HPfee+8wh5REInF+kWjJSUL/Qmi1WloKJ/SY4+nT6XQoLy9Hd3e3yeP1uFwulEqltWaOur4lYouiKDQ0NKC2thYpKSmIihruMaPTk2hp4Yq2tgCa+g4aLDIOL9x5B8SzjIy0qsdma1FaoPWkFBNWjr/PCkEAIa27ELjoGUycOBEqlQpisdgwP5ggCJu3TwFYT6Kp2KMfoSlwOBwEBAQgICAAWq0WJ0+eREREBPr7+3Hx4kVQFDWkAMZacacfyecIz90cioqK8OSTTyI2NhZubm7w9fUFRVHw9fXFE088gfPnzyM9PR0hISHw8PCATCbDnj17nF8kWsLgucR0YqpIlMvlKCoqAkEQZo3Xs0dOorliS6fTobS0FD09PZgxYwb8/f1ttrapWLq28uBOGqwZGa7v+JrROx4gVVpo+1U2XbPjrAzRV/uAJ3CuHyVbwIcYivITcJu8EO7u7kPmB+vbpzQ1NaG8vHyIl9HX19dioacPszkSjigSHdEm/e9hREQEoqKiQFEUJBIJenp60NHRgerqaggEgiEFMOa+11Kp1ClDzdXV1Th48OCI93/xxRdGb3d6kWjJiUDvcnUEkSgSiVBcXGw0JGvK+nS3wDHnNVIoFCgsLASHwxmxR6UeukWiuYUrZH83FOfLaLHHGBx/TxBcxzrBslhP95EGm6+pU1Fo/02G6CXOnShvCQRBwLtjHxQJ2eAM8hRe2T5FpVKhp6cHYrEYLS0tBi+j3ntkjpfRET2JjhoCd0QxTRCE4bUiCAK+vr7w9fVFXFwctFotent7IRaLUVVVBbVaPaQAxsvLa8z33lkrm6+99lqcOnUKOp0OUqkUMpkMEokEMpkMarUaMpkM/f39GBgYgFwuh1KphEwmc36RaClMT10ZPF5v8uTJiIyMNHt9R/Ik6vMPw8LCkJKSMuYJzdE8iaoj2wEtfYL7SgSZ0Xbbi8V+dB+1XT7iYFpPSRGxwAtcvmMJBXvA42qA/K1A9oYRj3F3d0d4eDjCw8NBkiQkEolBMA7OZTQlR83RBJm+LYkj2QQ4Trh5MGMVrfB4PAiFQgiFQlAUNaQApr6+Hm5uboYLi4CAAKOFUnK5HJ6eng53ITEW/v7+mDt3rtmPc6x32I4w6UnUarUoLCxES0sLZs2aZZFAHG19W2GKCNXnHxYUFCAxMRFTpkwx6cThSCJRrVBAfvQ0LbaMhHtSmF33Y7EPknIxLetqZSQ6z8tpWdsZ8FJehKa71aRjORwO/Pz8EB8fjxkzZmDevHmIioqCQqHAxYsXcfr0aZSWlqK9vR0q1fDUAEfzJOqjIo4myBw13GyqTQRBwMvLC9HR0Zg+fTrmz5+PlJQU8Hg8XLp0CadPn0ZeXh4uXbqE3t5eg1PJ0nDz//3f/yEuLg4eHh6YNWsWLly4MOKxZWVlWLt2LeLi4kAQBN59912r1xyJsX7jnd6TaOmXmSmRKJVKUVBQAIFAYBivZ836TE5c0el0KCsrg1gsNjojezTo9IKaU7gilUrRte+/8Om17w+wW5S/XfdjoR+KpKAR09c+qfWEFGHZXuDwHEfA2AsOB3Av/Q/IxU+a/Vg+n2/wMlIUZchlbG1tRUVFhWEUnD6X0dG8dvpzmSMJV8BxRaKlIfDBbXSAyxNJ9F7Gw4cP48UXX8TMmTMRFRVl8vQXPT/++CMeffRRfPzxx5g1axbeffddLF26FFVVVUaHf8jlcsTHx2PdunV45JFHbLLmaM+7o6MDFy5cQH9/P3g8HgICAhAZGYmkpCTnF4mWYq+pK4OFUEdHBy5evDjm2EBL17c1o3nklEolCgsLAQDZ2dlmV4w5giexq6sLJSUlyCy7CHo/CcPhBjpfTgvL6IhPNQM0DupR9enQXShH6Izx+dnxILrQX3EWbinZFq9BEAT8/PwMnkb9KDixWGyohOVwOOBwOFCpVKPmVdsL/bnM0QSZo+Yk2somDw8PQ6FUcnIyEhISsG/fPhw+fBh1dXWYNm0ali5dimXLlmHevHmjflbeeecd3Hfffbj77rsBAB9//DH27NmDL7/8Ek8+OfzCZ8aMGZgxYwYAGL3fkjWNIZfL8cknn+Cnn35CRUUFBgYGDPdNnjwZa9euHb8i0R5TV/TeMpIkUV1djZaWFkybNm3YfERr16eLkdbv6elBUVERQkJCMHnyZItOXkwWrgweEZgmFEBb00aLHSPC54Jwc6yTK4v1dB9qoH2PlmNShGR6jstJPQRBwKttF1STskDwbNNU+8pRcBKJBGVlZejv78eZM2fg5eVlyFHz8/NjRKg5oidR35TZ0YQrXXmSPB4PixcvxuLFi7F582bU1dXhxhtvxIEDB3DnnXeir68PixYtwltvvYWUlJQhj1Wr1cjPz8dTTz1luI3D4WDJkiU4e/asRfbYas2XX34Zb7zxBgDgqquuMky3EYlEKCkpwSuvvOL8ItGRw808Hg8qlQp5eXlQq9UjjtezFHuHmwc3+05KSkJ0dLTFrz9TnsTBLXpmzpwJ3k8fwN6ZXoKpUQ51wmexDQMl3bTvoejSQlymRPDU8dk+yY2nhvzCT+DNuc3ma+srYfVFMMHBwQYvY2lpKUiSHFIxba9mynox5kjnDEf1btI9bQW4XN0cFBSEm266CTfddBMoikJZWRkOHDhgNOVKJBJBp9MNcw6FhoaisrLSIhusWVP/edq+fTv+93//F7NmzcKTTz6JrKwshISEgMfjYWBgAOfOncPXX3/t/CLRUuwhErVaLdrb2yEUCpGRkWHRDOfRsGd1M0mSKC8vR1dXl9n5h2OtbWs4HI7RSTT6ELm+H6WbRoaeM8W02DAa7qnhdt+ThV4oioKqyz6XGy1HJAhK9XAo0WBPfFQFGBBfA7cg0/OuzEE/icvNzQ2hoaEIDQ0FRVGQSqUQi8WGfnuenp5D+u3RJZgc0WOnP3c7WrjZHiJRKpUiKCjI8DdBEEhNTUVqaiqt+9oKfZTtl19+AQBs3rwZixcvHnKMn58fli5dimuuucY1RCJBEGb3xaOzBQ5FUWhpaUFnZyd8fX0xffp0Wk7oek8fXeMF9SJ0cP6hOc2+x1qbLtuNFa7o52EHBwcbKrCVh/4LSm3vbESAHxc09kEsTkVfQSdA0piQOAhpiwZ9NSoEJDrfWDBbwOEAbsXfAFc9Tsv6xgpXCIKAj48PfHx8EBcXB41GY+i3V15eDp1Oh4CAAINoNLewwVx7mMZRPYn2yJOUy+WIiYkx+fjg4GBwuVx0dnYOub2zsxNhYZZ1ubDFmtXV1UhKSkJSUhKA4RcjarUafD6fbYFja/ThzJqaGkRERJjUnNNS9F8Gujxy+tnQZ8+ehbe3N2bOnGmzEIvednPFvSlc6aVsbW3F77//jgkTJiA1NfVyzqJOB/mRkzbf2xR4wvHXFNnV6dpXb9f9Wo5I7Lqfo+HJ6YC6Ko+WtU1pgePm5oaQkBCkpKRg7ty5yMjIgK+vLzo7O3Hu3DmcO3cONTU16Onpsfr87Kj9CAmCcDhvtj1eK3ObafP5fGRmZuLIkSOG20iSxJEjR5CdbVkRljVr6t8zHo+Hnp4eeHp6Gh6v/z0e7LxxCU+iJXC5XKjVapuuqZ84og9ntre3o6+vz6Z7DEYvtOhysYtEIigUCqSkpCAmJsamJwT9F5mOUIq+cIWiKFRVVaGlpQXp6ekIDg42HKMtPgZd18Aoq9AHIbBN0j2L49Bf2Dn2Qbbcr04NSaMaPrH0zZ53ZAgC8GzaAU1ips2Firmeuyu9jFqt1pDLWFFRAY1GY/AyBgUFme1ldFRPoqOFmgH75SSa2yfx0UcfxV133YWsrCzMnDkT7777LmQymaEy+c4770RkZCS2bNkC4LIXr7y83PD/ra2tKCoqgre3NxISEkxacyT035epU6fi/Pnz+PHHH/HXv/51SDqcPt1CoVC4hki0JNxs6xY4+vF6gyeO2KNFDWD7GdQkSaKiogLt7e1wc3NDbGysTdcHhopEOtbWarXIz8+HQqEwWjCkOLjP5vuaAj9B6HBX3yzWo2qT2n3P5qMSTL57/KYuuPOVkJ/9Cfw56226rrXNtHk8HkJCQhASEgKKoiCTySAWi9HV1YWamhoIBAJD8Ysps4MdNSfR0WwCLttl69z/K7FEJK5fvx7d3d14/vnn0dHRgbS0NOzfv99QeNLU1DTk9Wxra0N6errh77feegtvvfUWFi5ciOPHj5u05kjoP9t///vf8c033+C5555DbW0trrvuOkRHR4PP50OhUKCjowOffPKJa4hES7BVC5zB7VRSUlIQFRVl8z1GQj+j0pZCS6VSobCwECRJYvr06SgpKbHZ2oOhUyTq84UCAwMxe/bsYaOVtO21UF28ZPN9TcFjetTYB7E4FZIKMSidffIRB9NTpoSsQwOvsPHrmfZV/A5p7zXgBQTabE1beu4IgoC3tze8vb0N7UX0uYyVlZUGL6NeNOpDf4NxtAkwgGOGwIHLdlkzoMIU5HK5RV1KNm3ahE2bNhm9Ty/89MTFxZnk+BptzbFITk7GRx99hI0bN+Ltt9/G999/j5iYGAgEAgwMDCA/Px/AOA83WyvgtFotLl68iP7+fsycORN+fn5D7qe7+hiwbW6lvrgjKCgIU6ZMgUKhoHUqijmTUUylu7sb9fX14PP5yMjIMHpyVR3Mteme5uA+UcjY3iz00Lm3jrG9W45KkHSr7QSSs8HlUeAUfANcbXwqhSXQKcqunB0sk8nQ09MDkUiE2tpaeHh4GMLSei+jI3rtxmu4Wf+e+fg4f145QRDYsGED4uLisHPnTpw+fRoNDQ3QaDTw8vLCvHnzkJmZ6Roi0ZIvtLXiSiqVorCwEB4eHpgzZ47Rqxd7tNmxlRBtaWlBRUUFJk2ahNjYWBAEYZfqaVuJRP0M6draWkRGRkIikRi1mVJIoTiVb5M9LYEX5svY3iz00JfXwdje3UUKxC7VwiPIJU7lFuHNbUZvTTHcJ023yXr2ygEc7GWMiYkxeBl7enpQVVUFtVoNf39/8Hg8Q461o3gUHVG4Ao6bk+hokCSJl19+GdHR0bjnnnswa9YsXLp0CSKRCCqVCl5eXkhKSkJQUJBriERLsKYFjqnj9ew1H9oaoUWSJCorK9He3o6MjIwh/Z/0JwG6W+xYy+AZ0jNmzIBSqRwyXmgwqlM7QSmG91C0Fxyf8dm2xJVRNDNTAAUAIC/PdJ54gz9zNjAMQRAQ1P8MXcI0m5ynmArvXulllMvlEIvFaGtrg1wux9mzZw1exoCAAEY9eY4abrZXCxxnF4lSqRT/+te/cPvtt+Oee+6BQCDA5MmThx2n0+nGr0i0RMCRJImamho0NzebNF7PXiLR0j1UKhWKioqg1WqRnZ09LB9mcPU0HScEW3gSjc2Q7urqMrouRVFQHDpq1X7WwBV6g+A63omVxXIUbTJQavqmHplC5wUZoq/xAd/H8cJ/9sLDXYaeszvgMecGq9dyhGpigiDg5eVlyH3r6+tDREQExGIxqquroVKp4O/vbxCNnp6edhW249WTSJKk2S1wHBGlUgl3d3dDipz+N16fB6lPB+Nyua4hEu0Rblar1SgqKoJKpcLs2bNNupJw5HBzf38/CgsLERAQgNTUVKNfLDqLS/TrW7N2f38/CgoKDDmU+ucw0rra0tPQtvVavJ+1CNJNb8DK4hxIaun9fpsCqQXaTkkRd53f2Ae7KARBwE9+FrL+q8Hzs+51cKSwLvCndyw4OBjBwcGXL3YVCojFYojFYkMOtr6Rd0BAAO0Vvo6ck0ineJXL5aAoyulzEvl8PrKysnDmzBkAf3Z7Gfy5138PHO9SwE7oXxRTKoj0w97d3NyQnZ1tsqt5cE4fXVgSbm5tbcWFCxcQGxuLadOmjfhl139g6BK61ojEtrY2XLhwAXFxcZg6deqQ5zBSQYzi0B6LbbUF7kn0jBFjYY7+QhHTJgAA2s/IoFUw69FkGp4bCfz+jVVr6HP/HMlLdqU9BEHA09MT0dHRSEtLw/z585GUlASCIFBbW4tTp06hsLAQTU1NkEqltPz+OGq4mW5PokwmAwCnDzf7+/vjgw8+gEwmw7/+9S9IJBLweDxwuVxwuVxwOBzDvHCX8CRagv5Ka6wroubmZlRWViIhIQFxcXFmXWEODtfSdWVnjreSJElUVVUZejANbi5tjMHFK3RgydoURaGmpgZNTU1IS0uDUDi8WtiY+NR1N0FVUGOVvdbiFmndvGsWx2OgsJlpEwAAOiWF9jMyRF/t3B4Oa/HlNqKnvgIe8SkWPX5wuM1RGCu0y+VyDWFn4LK3S9/Mu76+Hm5ubkNyGW3xW+So4Wa6PZxyuRw8Hg/u7u607UEneu9gbW0tnn76aZAkiddeew2FhYWYMmUKIiIi4Ovra0h18PLyGr8icaxpJSRJory8HJ2dncMKOizZgy6RaGq4WR8uV6vVRvMPR1ufLpFobgscrVaL4uJiyGSyUUP+g3Mr9KgObQdo9OiaAjfAtNecxTnQyEjIqhxDJAJA20kpIuZ7gct3vB9ve0FwAEH1DyAnvGiR0NOfjxxNJJpjj6enJzw9PREVFQWdToe+vj709PSgrq4OCoUCfn5+BtFo6djY8RpulkqltI7apRu9SCwtLcXu3bsNt+fm5iI313hrOJcQiZa8YfoPklarHda+RqFQoKioCAAwZ84ci4e10zURZTCmeOMGBgZQUFAAf39/ZGRkmCVY6ez1aI4nUSaToaCgAB4eHsjOzh7WIHswVwpbSiWH4sQFq+21Cg8ewBu/P96uSH+pHNA5TohXIyPReUGOiHnOHQqzFoGHBD1nd8NjziqzH6u/uHQkL5k1gmywl3HSpElDchkvXboENzc3QyPvwMBAk38bHDHcTFEU7eJVLxKdFf17tmDBAuzduxdqtRpyuRxyuRwSiQS9vb2QSCQYGBjAwMCA64zlswSCIIxORBGLxSgqKkJoaChSUlKs+sDpw7V0i8TR1m9ra0NZWRkmTpyICRMmmC2o6Qw3m+ql1L8nkZGRSExMHPPkdOW66rN7QEpVVttrDYK0aKe9+mQxTn9hD9MmDKP1uBRh2V7gcMfvZ40gCPhKT0IhvxpcEyMmehzVkzjaRbE5CAQCREVFISoqCiRJoq+vzxCWLisrg6+vr0FUent7j/g62NImW6H/HaQ73Ozs+YgAEBgYiGXLlpl07LgVicBQgTW4GXNycjKio6NttgddIgsY2dNHkiSqq6vR0tIyYu6eqeszJRIpikJTUxOqq6uHjTwcDX0YW+8VUBw8bBN7rcFjcjjTJrDYmIHCFqZNGIaqT4fuQgVCs8Z3aoObOwnp6a/BvfYBsx7njDmJlsLhcBAYGIjAwECDl1Gfy9jY2GjwQuqPGSwKHTEnUf9bQnfhir3bDdkCfZhZLpdj7969KCkpAUVRCA8Px1VXXYXk5GSQJGn099glRKKlb5heJI41Xs8a9FXUdMHlcqHRDG0OrVarUVxcDJVKhezsbKvc43R6QkcTifqc0K6uLmRlZSEgwPSij8FNwMmafGgau21irzW4xZqf08riuOhUJKSlDUybYZSWoxKEZAhAcJzrh8zW+PHq0NdQA/e4SSY/Rp//50giwF6CTCAQIDIyEpGRkQYvY09PDxoaGlBeXm7wMgYGBtplsom56HQ62t87qVTqdJ5EvUA8ceIEnnzySZSWlg6p0p44cSIeeeQR3HHHHUbTDVxCJFoKj8eDVCpFeXn5qOP1rMEe4WalUmn4e2BgAIWFhfD19UV6errVBTNMeBJVKhUKCwtBkiTmzJkDDw/zppQMFomKgzttYqu18IKdN4+FZTj9ZUpQGvou/qxB0aWFuEyF4Knje7oPhwvwy78H4p43+TGO1v4GYMamwV7GhIQEKJVKiMVi9PT0oLGxESRJQqVSwd3dfZiXkSn0eZJ0ikRnbKRNEATq6+vx+uuv4/z58wgPD8f1118Pd3d3XLhwAcXFxXjggQcQERGBJUuWDOsTOq5Fok6nQ1VVlWG8Hh1fRHuGm9vb21FaWor4+HjEx8fb5MtCt0i8UkAPLrK5sv+hOesCgE7cBuXvFTax1SoIgPBg/iTKYjv6ixwvH3EwzecECEplZrycI+Hl2QfRuQPwnL3UpOOZGsk3Go5QJOLh4THEy5iXlwcej4fGxsZhuYw+Pj6MvIb2qLh2RpEIAAcPHsT+/fuxbt06vPrqqwgLC4NKpYJcLscHH3yAt956C7/88guuvvrqYe+dS4hEcz+QFEWhuroacrkcUVFRSEpKosky+4Sb9WK3ubkZ06dPR0iI7Zo22zPcrJ+Jba3I1Z9QNcd/AXTMtr0BAPfkMIf74WGxjvYztUybMCqyqhb0dkxHYLhjNPtmCoIg4Nt3BGrlQnBMiEg4qifRkc4fHA4HXC4X4eHhCA0NhUqlMlRMNzc3gyCIIRXTto7OjYQ9QuAymczpws0AkJeXB4IgcP/992PSpMvpF/qpMY8//jj279+PoqIiNDU1ITY2dshjXUIkmoM+X0+pVCIwMNDkfoGWQrcnEbg8EUahUJg8LtAc7BFupigKtbW1aGxstInIJQgCHFIL5fFzNrLUOjymRTJtAosNITUkNJVtcJyfbeO0HJUg8DamrWAed4EO0uPfwGPZX8c81tEEGeCYPQkHezfd3d0RERGBiIgIkCSJgYEBiMViNDU1GXIZ9aLR19eXttfXHh5XZ/UkNjc3IyYmxlCQq89zVavVEAqFCAkJQWtr65BCXv375DIikSCIMccP6ecV+/n5ITs7GxUVFbTPVqbTEyeRSFBbWwuKopCdnU1Lw246+yTqP6SFhYWQSCSYNWuWTWZiEgSBCX31IPsVNrDSevjxo0+2YXEuui9KQKgdMx9xMAOF9ehfmgq/YObmlTsK/m7V6G+6BPeYCaMe54jhZke1yZgg43A48Pf3h7+/PyZOnAiVSmWomG5paTF4GfWi0ZZeRnt5Ei3tFMIkEonk8vSUPzSCTqcDSZKG33a5XD7kM6bVag2vpcuIxLFoaWlBRUXFkH6BdBeVAPSJRH1oVigUQiqV0jr2jy5Pok6nQ1dXF3x9fZGdnW3TE0ZgeTkcpc0xL9SXaRNYbIiywjEuPkyh+YQafmuZtoJ5uDyAV/IdEPPcqMc5amsXR7TJFEHm7u6O8PBwhIeHgyRJSCQSg2CsqKiAj4+PIZfRWi+jvUTihAmjX2g4Ivqq7IiICAAwFBrpdYNarYavr6/huQ0uRHJ5kTh4vN6V84qdUSQOnl08bdo08Hg8lJWV2Wz9K6HLk6g/Ubi7uyMrK8umJ0FtfTHIS102W89aON7OOeeTxTj9hW1Mm2AyfWerIZoXj+BQZpvJOwI+3r3o/v0YvGYsHvEYR8xJdESRaElol8PhwM/PD35+foiPj4darTZUTBcXFwPAkFxGc+cj2yMsL5fLnTLcrNFocOHCBUyePNkwm9nb2xve3t4IDQ1FU1MTfHx88OqrryIiIgICgQC+vr7w8fFxHZFoLNysVCpRWFgIiqKMjtfj8XhQqeg9edpSJGo0GpSUlAyZXdzb20ur0OVwODYvvGlqakJVVRWEQiEtJ0DlwV9sup418CL8QDjYCZ7FciiSgqS4gWkzzKI7zwPBK1iRSBAEfLr2Q6uZB84ILVscNSfR0USiLWzi8/kGLyNFUYZcxtbWVlRUVMDb23uIl3Gs/eyRk+iMfRIBQCS6XMBWX18/6jEvvPDCsNtdRiReiVgsRnFxMUJCQkYcr2cvT6JarbZ6HalUioKCAnh5eQ2ZXUx3YYyt7Acun1gqKirQ2dmJzMxMyGQydHZ22mRtwx4DYijOldp0TWvwSDNtSgyLcyC9pIGuX8q0GWbRc7IKikXxEHjJmTaFcQTeWnQd+RZey+4xer8z5f8xia29dgRBDPMy6nMZL168CIqiEBAQYBCNxryM9gg3y+Vym+TN25umpibI5XIoFArI5XJIpVJIpVJIJBJIpVL09PRAKpVCJpNBIpEY5jfLZDLXE4nmjNdzlnBzZ2cnLl68iJiYGEyaNGnISYzu52CrcLO+QEWr1SI7OxsCgQAKhcLmAld1LBfQ0PuemoN7YijTJrDYkL7CfqZNMBtKp0PLBQEmLWZFIgAEcssx0NoK98jhXQccMdzsaDbpO1LQaROfz0dYWBjCwsJAUZQhl7GtrQ2VlZXw9vY2hKb9/PwMnTLskZNId0cUOhAIBMMiqabiMiKRIAhotVqUlpair68PM2bMgL+//6iPobuHoX4PS0WWvjVMQ0MDpk6dirCwMKPr67+0dFwB28JTKZFIUFBQAF9fX2RmZhqSZW3dXofSaaE4cspm69kCtwh/pk1gsSH9hR1Mm2ARXYcrEDM7Bu4C5dgHuzg8PkDkfwtEPjXsPtaTODb6c7a9bCIIAr6+vobCCo1GY/AylpaWgiRJBAYGQqPR0CrgKIqCTCZzSk+iMYx1gxl8m/7/XUYkSqVS5Ofng8/nIzs726SkVx6P57CeRK1Wi5KSEkilUsyePXvED6b+i0rXVZS1Qq6zsxMlJSWYMGECJk6cOOQEbGuRqMk/DJ3YsUKBXD/Lrt5YHA+KoiApvMS0GRZBqTRoLfRB/BxWJAKAv083uvN/g1fm3CG3O5rXjqIoh7PJ3iLxStzc3BAaGorQ0FCDl7GnpwfNzc3o6+tDf3+/ISyt9zLaCmdtpm0MYxdDxm5zGZHY3NwMoVBo1ng9Rw03S6VSFBYWQiAQDMk/HGl9gL58DEvDzRRFoa6uDpcuXcK0adMQGjo87Gprkag4tN9ma9kCjjcf4DnOyZ3FOuStWmhEfUybYTGdB6oQnRUKN76GaVMYh+AQ8GrbDWr6TBC8P8+vjuZJ1J8fHckm/e+BIwjXwV5GiUQCb29veHp6QiwWo6ysDDqdbkguo4cJU3dGw1mrm63BZURiSkqK2WLGEUViV1cXSkpKEB0djcTExDFPDoY5xTQ9D0vCzVqtFhcvXsTAwMCYXlBb2a1rroK6vMkma9kKj7QYhzq5s1hHX6GEaROsQidToK00ALEZjtMeikk8fVToOvQ9vJffabiN9dqNjT787WjnNpIkwefzh3gZpVIpxGIxOjo6UF1dDU9PT0Muo7+/v1mvq06ng1wudxlPoqm4jEi05APL4/EcJieRoijU19ejvr4eqampCA8PN2l9giBon4pijkhUKBQoKCgAj8cbs0G2LT2JyoPbbbKOLXGfPDyHlMV56S+ybSU+E7Tvq0PkND/weI7Sap45CIJAIKcY0s5O8P+IdDiqJ9ERRaKjcWULHIIg4OPjAx8fH8TFxUGj0aC3txdisRjl5eUGL6NeNI5V2CGTyQDAZXISTcVlRKIl6AUcnb2xTBGJgz1vs2bNgq+veRM66GyDY44ntKenB0VFRQgNDUVKSsqYJxJbiURS1g/Fb0VWr2Nr+NGBTJvAYkMkBQ1Mm2A12t4BdFRNRNQU1psIAG4eAHnma+D6JwA4rifR0YSro82SBsZOuXJzc0NISAhCQkIMRShisRhdXV2oqamBQCAwNPL29/cftpZcfrk7wHjzJDrOt8FKLPkS6T8EdPcZHE1kyWQynDt3ztAaxlyBaMoe1mCqkGtubkZ+fj4SEhIwZcoUk060thKJ6pO/gFI53ixdbtD4yl1xZRSdWqhau5k2wya07LkEnc5xRAfTBPh1QlZ0AYBjehIdLbRrj6bVlmBOXj5BEPD29kZsbCwyMjIwf/58TJw4ETqdDpWVlTh16hSKi4vR0tKCS5cuF6vJZDLw+fxRawSM8X//93+Ii4uDh4cHZs2ahQsXLox6/LZt25CcnAwPDw9MnToVe/fuHXL/hg0bQBDEkH/Lli0zyyZzGNeeRH0rlsHDrG3NaN7K7u5uFBcXIyoqComJiRZ/8egON4+2NkmSqKysRHt7OzIyMhAUFGTy2rbwgFI6HeSHT1i1Bi1wOSDcx/XXy6XoK3asqnlr0Hb1oaYwEMlZ7BQWAOBwCQgafgE1fYbDeRIdzR7AccPN1ng4eTwehEIhhEKhwcvY09ODtrY2rFq1CgEBAcjKykJYWBiUSqXJrXZ+/PFHPProo/j4448xa9YsvPvuu1i6dCmqqqoQEhIy7PgzZ87glltuwZYtW7By5Ups3boVa9asQUFBAVJTUw3HLVu2DF999ZXhb3NHGJqD473TdkSvwuksXjHmrdTnHxYVFWHy5MlITk626ktHd7h5pLXVajXy8vLQ09OD7OxsswQicFmA6ls8WIrm4knoOvosfjxduE8Jd6irfxbrGChyDS+iHskZKSjS8u+dq+Htr4T0wPcON5bPEQWZI4ebbfFa6b2MMTExmDlzJqqqqvDCCy9ArVajs7MTQUFBWL58Od5//33U1NSMutY777yD++67D3fffTcmT56Mjz/+GJ6envjyyy+NHv/ee+9h2bJlePzxx5GSkoJXXnkFGRkZ+OCDD4Yc5+7ubmg2HhYWhoCAAKuf90g41qfPzhAEQXuF8+AWNcBlr2VxcTGampowc+ZMREREWL0HE4UrEokEZ8+eBY/Hw+zZsy1qYjq4x6OlKA/uHfsgBvBIHT7NgcV5GShsZNoEm6Jq6oKoZbgnY7xCEAQCqHzo+vscTiQ6kj2Aa4SbzcHf3x+33HIL7r33XsTGxqKwsBDXXnstdu/ejdTUVCQkJGDnzp3DHqdWq5Gfn48lS5YYbuNwOFiyZAnOnj1rdK+zZ88OOR4Ali5dOuz448ePIyQkBElJSdi4cSPEYrENnqlxXCYeZukXie6pK4Nb1MjlchQUFIDP52POnDmjVv6aA905iRRFDbmi7erqQnFxMeLi4pCQkGDxa29tI3Bd5yWoSuos2pt2/PyYtoDFRqj7dFDUtTFths1pOShG8D2O5TljEndPILhiHwbm3s60KQYc0WvniN5N/W8Una+VvpF2cnIykpOT8cgjj0Amk+H48eOYOHHisONFIhF0Ot2wHsGhoaGorKw0ukdHR4fR4zs6/pz0tGzZMtxwww2YMGEC6urq8PTTT2P58uU4e/YsLc/fZUSipdA9dUXvrRSJRKiurkZERASSkpJs+iWjO9wM/HlFq2/TM9KYQHOw1pOoPLgdcNCIGUk4qGEsZtNbLGPaBFqQVTajt2MaAsPp80I4G1ERfSirrwbi45k2BYBjehIdVbgCoNUuqVQ6rLLZy8sLK1asoG1PY9x8882G/586dSqmTZuGiRMn4vjx47j66qttvp9jXQ4wAN3hZn2+XUVFBZKTk01qDWMudHsSAUCj0aC4uBjNzc2YNWuW1QIR+NP7a4lIpBRSKE7mWW0DXXixPRJdhv5CEdMm0EbLMdcUwJbC5RGIFB+HWq2GTqejtfOFKTii184Rw832mAIjk8nMmrYSHBwMLpeLzs6h/VU7OztH/P0MCwsz63gAiI+PR3BwMGpra022zRwc6522AmvCzXQJLJ1Oh5KSEpAkieTkZERG0pOnRndOIgDk5+dDqVRa3KbHGNY0Alf99isoudomdtgaIiwIPE+X+WqNewYKm5k2gTYGCuowIPZn2gyHIjBUDdnhHdDpdNBqtVCr1dBqtYwIRkcUiY5okz1Eorkj+fh8PjIzM3HkyBHDbSRJ4siRI8jOzjb6mOzs7CHHA8ChQ4dGPB4AWlpaIBaLTR7AYS6O9U5biSNNXZHL5Th37hyUSiUEAsGY3dytgc5wc19fH4DLbvWZM2favNRen/NoDhRFQXHoqE3tsCWeM6cwbQKLjdDISMirHGvco61pPul4PUaZhCAIBJG/g6NUgsfjGc5ResGo0Wjs5mV0REHmqOFmLpdLa2jeWLh5LB599FF89tln+Oabb1BRUYGNGzdCJpPh7rvvBgDceeedeOqppwzH//3vf8f+/fvx9ttvo7KyEi+++CLy8vKwadMmgw2PP/44zp07h4aGBhw5cgQ5OTlISEjA0qVLbfdkB+FYnz4GoMOTKBaLcfbsWQQEBGDGjBlwc3OjNaRNlyexpaUFeXl54HA4mDhxIi0nK0ts15afgbbFcfOo3BLYULOr0PxbJ+DirWJ6z1RD2m+b6ICrIPChoDzwFdzc3ODu7m5oojy4W4U9vIyOKhIdzSa6KpsHY264GQDWr1+Pt956C88//zzS0tJQVFSE/fv3G4pTmpqa0N7ebjh+zpw52Lp1Kz799FNMnz4dP//8M3755RdDj0Qul4uSkhKsXr0aiYmJuOeee5CZmYlTp07R1itx3Beu2LK6maIoNDY2oqamBikpKYiKijLsQXebHbXadqFXkiRRVVWFtrY2ZGRkGELmdGDJ1BXlwd202GIrVL4cjK/BTa6LplrBtAn0Q1FoOcNB8nKmDXEsgsIluPj2T4i+YQG8J4QNKbSjKMowJEHvZQT+TKHR/9daHLGZtk6nMwyicBTskScpl8stysXftGmTwRN4JcePHx9227p167Bu3TqjxwsEAhw4cMBsG6zBsd5pBrCVgNPpdCgrK4NYLMaMGTPg7+9v8z1GwpbhZo1Gg6KiIqhUKmRnZ8PT09Nm4/OMYe7aOlELlAXVtNhiK7yEHgCYTXhnsQ2yko6xD3IBxMcroVwQDw8vOdOmOAw8XS98ebXYM/U/CJqVjNh1CxF9wzx4hPgDGNr5QS8Y9f+vh8PhGP5ZgiN67RzRJkf1JLoCLiUSCYIwO7+Nx+NBo9FYta9CoUBhYSE4HA7mzJkzzO1rD5Foi/WlUikKCgrg5eWF2bNnG64WHWE2tB7V4e2OHf7z9YKHgBWIroBWSUJW1sC0GXaB0unQfEGASYtZkTiY+LQBFMf6Qny+EuLzlSh84jOEXpWG2JsWInLlbLj5eA4RgYO9jCRJGv4BMHgYzfEysi1wTMMeNun7JI43XEokWgKXy4VSqbT48T09PSgqKkJoaOiI7W3oFom2yEnUz5GOiYnBpEmThpyY6PQkmuMFpVQKKI6fp8UOWyHITGbaBBYbMVCuBKUZP0Ud3YcrETsnCnx3dqazHkKnxOLN6dh12+X58JSORMehAnQcKgBXwEfEdbMQu34Rwpakg8t3M5z/r/Qy6sWj/lxnaljaUb1249EmSwpXXAFWJFoo4CiKQlNTE6qrq5GcnIzo6Gib72Eq1oSbKYpCQ0MDamtrMWXKFKNjApkY+2cM9fm9ICWWC3p7wE8Z+XPA4lz0F/UybYJdIVVqtBT4Ij7bteZUW4u/TyvirpuIhr1DpzvpFGo0bz+F5u2nwA/0QfSauYi5aSGEcyaD+EOwjOZlNCUs7Ygi0RFtske4WS6XsyLR2bFXCxydTofy8nKIRCJkZWWNOVzbUcPNg/MoZ86cCb8RRsnR2WLHHJGoOHiYFhtsCT8qAAB97zWL/egvbGXaBLvTeaAa0VkhcHOzLgXHlSBAYfYDIWjYVzfihCd1jwR1X+5H3Zf74RkVjJh1CxFz00L4p8YZfpfG8jIaK34Zr6Fdc2FzEunDsS4HGMBcgaVUKnHhwgVIpVJkZ2ePKRABej1xlq6vfx4ymQzZ2dkjCkT9+kyLRG1NPjSXOsc8jml4gW5Mm8BiA3RaCtKSS0ybYXd0UjnaLo59ThtvuJNdmPX0TJOOlbeIUPm/23Ew+yHsn7kJ5W/+BFnj8HMXh8MZs8WOXjgyPfllMI4YbqZbuFIUBZlMBh8fH9r2cFQc651mAHNEYm9vL86cOQNvb2/MmjULHh4eJj2O7vnQ5nr6+vr6cPbsWXh7e2PmzJljPg9HCDcrD+ykZX+b4sYFx43N53IFJFUqkIrx+V6276+DVjvufxqGkThHCUGIp1mPGahowsWX/oPdU+7F4SX/RM2ne6Ds7h92HIfDAY/HA5/PN/wbGBiASCSCj48PI428R2I8h5tZT6KTY0m42dQ+iU1NTcjLy0NCQgJSU1PN+pI4Uri5ra0Nv//+OyZMmIDU1FSTvlhMh5vJvk4ofi+nZX9b4j51EgjCgSuvWUymv3B85SMORtszgI4qIdNmOBwcnQyLX5th8ePF5ypQ8OjH2JVwJ06ufQkNPx6HRjq8DyeHw0FPTw9KS0uRkpKCsLAw8Hg8uzfyHglHDTfTLVzZ6uZxylhePpIkUV5ejq6uLmRmZiIwMNDsPRwh3ExRFKqrq9Hc3Iy0tDQIhab/CNAdbh7LdtWRXEDrOOGWkXBPncC0CSw2or+wfeyDXJi2/Y2ISPYAx7G0AOMEB7chckEMWk9aPqqR0pFoP5CH9gN54Hq6I3LFLMTetBChV1+ukO7s7ERpaSlSU1MNkzlGauRtbYsdS3BUTyKfz6dtfa1WC6VSyYrE8choXjilUomioiKQJIns7GyL5y8zHW7WaDQoLi6GQqFAdna22S5zJsPNlEYN+bEztOxta9wmsN4XV4AiKUiKx18+4mDU7WLUX5yEhDS2b+JgCJCY+48Y/GSFSByMTq5C07aTaNp2EvxAHwQtzYB8aggy1i9FyB8CcTAjFb9cKRhtPflliM3jMCdRKpUCAJuT6OxYGm7Wf8kG09vbi7Nnz8LT0xOzZs2yWCAC9HsS9SLRWCNxmUyGc+fOAQBmz55tUU4Fk+FmTd5BkL0yWva2NW5C03JUWRwbab0GugHn+MzRSd9pCShHblzPEAK0I+OhdJuvq+6RoP37E+h/ehvOL3oKxc9/jb7ShlEfoy9+GZzLOFJY2ha5jHox6mgikW7hKpdfvlgaj55Ex3qnGUA/VWSwiGtubkZeXh4mTJiAqVOnWn2FYo9m2gCG7SESiXD27FmEhIQgMzMTbm6WVd4yWd2sOGTfOZXWwPFg24a4An2FwwsLxiPKhg6IWkKYNsMhmbwM4Pu6j32ghcibu1H5znYcmP037J+5CRVvb4OsqWvUx3A4HHC5XPD5fHh4eMDd3R08Hg8cDscQotZqtVYVv+gdEY6Yk0inTTKZDB4eHg73vO3BuBeJg6+6SJJEWVkZqqurkZGRgbi4OJuMRLJHuBn4s02CvkF2YWEhUlJSkJSUZNXzYGosn66hFOoq5+hVR0WHgMNh+yO6Av1F4zsfcTAth3vMHnU6HuBqB7DwtVl22au/vBElL3yL3ZPvwZFr/onaz/ZCJRr7QubKFjujeRlNFYz63wFH9CTSHW728vJyuBGJ9sClchIteQP1eRsKhQJFRUXQ6XSYM2eOVeFlY3vYy5OoF7oikQgzZsyAv7+/TdZnwpOoOLiDlj3pwGfGZKZNYLEBFEVBUjC+8xEHIytvQl/nNASEiZk2xeEIj+6AMD0U3YX2698qOlsB0dkKFDz+KcKWpF+eIb1iNnheY7cxA4amDo3VyNuYEBxcJONI2CMncTy2vwFcTCRaCofDQUFBAYKCgkxuC2MOg/Me6bgS0X+hFQoFiouLQVEUsrOzTe7jOBZ0ityR8h1JSQ+UZ0to2ZMO3BLCmDaBxQbImzXQiNlw82Caj8kQcAvTVjgeBKVD2t/DcGiD/Zv8U1od2vfnoX3/HxXSK2dfniF9VRo4bqP/rOsF3uCK6cH/RhsXSJIk7dXTlmCPnMTx6kl0rHeaAVpaWqDT6RAWFoZp06bRcjVyZTiYDjgcDoqKiiAQCExqkG0OTBSuqI/vAKV2nvCtW9j4S2h2RfqKJUyb4HAM5NdhQMxOYTFGRKAUCbclMmqDTq5C008ncGrtS9g58U7kPfwhus+WgzLxnG2skffgXMbBjbw1Go3DCUTAPjmJ49WT6Hjvtp3Q9z+sqqqCh4cHhEIhbVcJg/NA6KC9vR1arRahoaG0CF17t8ChdFrID5+kZT+64I2/zgguSX/h6MUB45XmU+bNtx9PzLrNF1wPxyhoUPdIUPf5Phy95gnsTr0PJS9+i76yRpMfry9+GZzLOLiRt1QqBYfDYayR90jYI9w8HiubARcTiaaKPJVKhd9//x29vb3Izs4Gn8+3S2GJrffQN8guKyuDu7s7QkNDaRG69vYkagqPQidyHo8OJ8gPHK6aaTNYbICksIFpExyS3t+qIO0bnz+SY8HT9mL+v2YzbcYw5E1dqHhrGw7M2oT9s/+Gind+hqzZvIugwS12pFIpampqEB8fD4IgQJKkzVvsWIK+ctse4ebxiEuJRGBsodjf34+zZ8/C3d0ds2bNgqenJ+3Vx/ocDlvuodVqUVBQgI6ODsyePRt8Pp/R0Xm2WpuiKCgO7qNlL7rwyEhm2gQWG6Do1ELV2s20GY4JRaF0v5RpKxyWmKQe+CeaP43LXvSXNqDk+W+wO+UeHL32SdR+vg8q8YDJjxeLxSgpKUFycjJiYmJoa7FjCfp92HAzPbicSByNtrY2XLhwATExMZg+fbqhRyLdfQxtvYdcLse5c+cMk2C8vb1pb1ND99r6Jq3qpkqozQiPOAL8pEimTWCxAX1FrAgaDW1hB2QStmG8MQhSjUWvTmXaDJPoPlOG/Ic/xM6Jd+LUupfRtO0ktDLliMeLRCIUFxcjJSUFERERhtvNbbFDl2jU/zbRLRLHa7h5XFQ3kySJqqoqtLW1GZ1b7EwiUSwWo6ioCBEREUhKShpSqWbvCmRboPck6v9pjuykZR86cYvyB8DmbDk7fQUdTJvg2Oh0aC/wQsLCkQXFeMbPowWT1iWhZlsV06aYBKXVoW3f72jb9zt4Xh6IXDX78gzpxX9WSItEIpSUlCAlJQXh4eEjrjXSuEBzW+xYgj16N47nnESXE4kEQQxp/qpWq1FUVAS1Wo3s7Gx4enoOewyPxzN8iOnCWpFIURSamppQXV2NlJQUREVFDVvfWcPNOp3uctWcSg7lb4W07EMnvAAeWJHo/HSdrcb4a3BhHl0HKxEzOwp8dxXTpjgkMzb4ozaXAKVzrgbkWpkSjT8cR+MPx+Ee7IfoG+bB79rpaHSTY8qUKQgLM6/F15Vtc0xtsWMJ+qIVOtvTyOVyBASMzwp/lxOJgxkYGEBBQQH8/PyQkZFhCC9fiaN7EvWV2F1dXcjKyjL6YXXGcDNFUeDz+SAIAqdOnUKqqAI8pZONtnN3A8eN/cF0dlS9WhAdfUyb4fCQKjVaCn0RP5vN3TSGm06EOS/Oxm/PnWXaFItRifpR++ke4NM98IgKRtfNiyFYvwh+KTEWrXelYNSnFtnKy0h30QrAhptdkvb2dpSWliI+Pt5QjTUSXC4XajW91amWevpUKpVhEkx2dvaIk2DoDjdTFGXTZuD6RGc+n4+5c+dCKpWCevV7OE9nxMu4pyWBgHN5DViG01csZ9oEp6HzQDWiM0Pg5uZkF3R2Ij5jAAXhXlC0y5g2xWqULSJUvLUNFW9tg//UCYi5aSFi1y2AZ5Rw7AcbwVhY2lovI909EoHLItHHZ3z2OXO5whWKolBVVYWysjKkpaVh4sSJYwobe3kSzQ1pDwwMDKnEHm1UIN2eRMA2zcD1V5H6fBX9ScCzsRg6J/TkuE+JY9oEFhvQX8h6xkxFJ5GjvXR8ht5MgaNTYvYLKUybYXP6Ll5CyXNf49fkv+Do0idR9+V+qHqsa1VmrJE3l8s12sh7pIppunskAuO7utnlPImlpaXo6elBdna2yW8q3S1wAPNFXEdHBy5evGiSJ1S/Pl15g4Mr1qz5Mg4OMwB/zs0GANXhvdYbygD82CCA9SQ6PQOFzUyb4FS0769H5FRfcHmO0UzZ0YiO6EPs0ng0Hqhn2hRa6P6tDN2/laHgsU8Qdk0GYm9ahIjrZoDnaXn1+0jFL4MdC4OP1f+zR7hZLpez4WZXIT4+HklJSSPmHxrDXp5EU0QcRVGora1FQ0MDpk+fjpCQEJPW13fBpwNbeBL14WV9UdHgLzXZ1QhVUZ11RjIEL9gdAFvt6cxopDrIq1mRaA4acT86quMROZmdUGMMAhSy/xaGxoP1Ln0NSWq0aNt7AW17L4DnLRhaIc2zzrtnLJdR700c7GzQjwrUR6boQCqVsp5EV8Hb29tswWdJKNhcTNlDq9Xi4sWLGBgYwOzZs83KgaDTk0gQBAiCsFhID/5yD/Ye6lEf2QFQTngmJQCuB5uX5ez0X1QApBN+/himbV8TwpM8wHGMiXQOhzvZiZlPzsCFLb8zbYpd0EoVaPz+GBq/P3a5QnrtfMSuX4igGUlW57KP5GXUarXo7u4Gn8+HVqulpcUORVFsTqIrYcmH0V7h5tFEnL5BtkajQXZ2ttkfSLq9oZaK0MEeRGMCkVIpoDiZZysz7YpbUhwIwtlKbViuRJzXybQJTomqXYyuS6ZFOsYrSfNU8BAOb7vm6qhE/aj9ZDeOXPU49ky9Dxdf+g8GKm3nrdfPmK6uroZarUZycvKojbytRS6XG22fNx5wOZFoCUy3wOnp6cHZs2cRGBiIrKws8Pl8s9ens7pZv765X7bBBSp6b+SVaM7uBiVzzhYy7tMmMm0Ciw3oPOucqQ6OQOvBjiF9aVmGwtHJsPi1GUybwSiyhk6Uv/kT9mU9gANz/o7K93IhbxVZtSZJkigtLYVcLkdmZiY8PDzA5/ONjgs0pfhlzOcwjj2JLhdutgQmw81NTU2oqqpCcnIyoqOjrVqfbpFo6vqjFahceZzy8FGb2mlP+PGhTJvAYiVquRZoYCubLUVR3w5xSxqCo9nXcCSEIW2ImBuFtt9amDaFcfpK6tFXUo/iZ79GyLxUxNy0EFE5c+AeaLoA0wtEmUyGzMzMYU4VWzfyVqvVUKvV41Ykupwn0ZJwMxOFKyRJoqysDDU1NcjMzLRKIBpb39aYU3gz+GptJIEIAGT179A2WXdFySRuYeMzkdmV6CuVA1o2ZcAamg/1sN7EUSAoEvP+Gce0GY4FRaHr1EXk/e0D7Jp4J07f/Cqatp+CVjF6VImiKJSVlUEqlRoViFdirMWOuV5Gmexyv0u2unkcw+PxDNVTdI32GSxE9aMCNRoN5syZM2r/Q1NxhHDzYA/iaOJQj+rQbluaaHe43uwPo7MjuzjAtAlOj6y8CX2dUxEQ1sO0KQ6LgGhH2qZ0FH3gfGNH6YbUaNG6+zxad58Hz0eAqFXZiF2/ECELpw+pkNYLRIlEYpJAvBJLW+zoRSJb3TyOGZzwak7rHHP30Ol0kEgkKCgogK+v76ijAi1dny7GEqFjVTBfCdnTDmV+pa3NtBvcsCBwOPRO6WGhn/7CNqZNcAlajisQcDPTVjg2qdcB5d+6Qz3gnDnY9kArUaBh61E0bD0KjxD/yxXSNy1EYFYiysrKMDAwgMzMTLi7u1u910gtdq5MlxoYGIBAIKC9F6Oj4nLP2tJwMwBa8xK5XC6USiXOnTuHyMhIpKWl2VSQMhluvnKCiinvgeboDkDnvJ449/Qkpk1gsRKdloK05BLTZrgE/Xm1GOjxZ9oMh4arHcDCLTOZNsNpUHb1ofaTPegtqUd5eTn6+/ttJhCvRF8tzefz4e7ubih+4XK5+Oabb6BSqaDRjM92Zy4nEi1hcOd2OqAoCp2dnVAqlZg6dSoSEhJsHtZmwpM42E0/UosbY1AaNRTHz9Flql2gYoOYNoHFSiSVKpBK1qtjK1pOsbmdYxEe04Xg6WzbIFPgevAx579PQp0di97eXtoEojH0uYyff/45tm7diiNHjthtb0eDFYl/QJfI0mq1KC4uRnd3N9zc3BAWFmbzPQD6cxKv9CTqXfP6PUdqcWMM7YX9IAcUtNhpL4jQ8dkzy5XoK+pl2gSXoud0FWQD47MC1FQISouFzyczbYbDww/0wcLdr2Jgoh96enqQlZUFDw/LR/6ZC0VR+OKLL/DKK69gz549WLRokd32djRcTiRa6qGjow2OQqHA+fPnoVKpkJaWRmsFIJfLBUVRtO0xuHBlcM7G4A73pqI8fJgWG+2JX4Qf0yawWMlAYTvTJrgWFIWWs+z4lbHwdmvF5LtSmTbDYfGMCcFVB1+HyA+MCcT//Oc/eOaZZ7Bz507MmzfPbns7Ii4nEi3F1lNXent7cfbsWfj7+2PGjBnw8PCg3dMHgLY99J7KwR5Ec8UhAOjqi6Gpc+4fZ8LTAxw3dl6zM0ORFCRF9Uyb4XKIjlVCKWO97GORvt4DXA9WUF+JV3IU5u15BW2UFGKx2NAo215QFIXvv/8e//jHP7Bjx45x7UHU45Iikeleic3NzcjLy0NCQgKmTJliSIrVe+DoQF95RZdI1L8+5haoXIn68C4arLMv7hlJoKdREou9kNapoZPImTbD5aC0OtT95pI/KzaFp+3FvFdnM22GQ+EzKxFBb9yCvNoytLa2Ijg4GGq12q49OLdv346///3v+Omnn7BkyRK77evIsC1w/sAW4WaSJFFZWYn29nZkZGQgKOjP4obBnj46SukHl/LbGn3/yP7+fkgkEnh7e1skEMn+bijOldrcPnvjnhLDtAksVtJb1M+0CS5Lz7E6qOZHw13AtogajdjkHvhPCkBfDZsbG3PTQsz46CHUNVyCprMTMTExGBgYQEFBATgcDoKDgxEcHIygoCDa2tTt3LkTGzduxNatW3HdddfRsoczworEP7DWk6hWq1FcXAyVSoXs7Oxhw8AHi0Q3NzerbDUGQRC0FN/ow8uhoaGQy+X4/fff4e7uDqFQiJCQEPj7+5ssGDUndgJa+tr02Au3mCAAzv88xjMDhR1Mm+CyEBot2kr8MGEWO6pvNAhSjYWvTMPOm08wbQqjJP39ekx7+S7U1Naiq6sLWVlZht9PkiTR19cHkUiEuro6XLx4Ef7+/hAKhQgODoanp6dNOoXs2bMH9957L7755hvk5ORYvZ4r4ZIikSAIs13U1uQkSiQSFBYWwtvbG7NnzzZ6paMv8HCU+cqmMLhBtq+vL9LS0qDT6dDT04Ouri4UFxcDAIRCIYRCIYKCggxieNhaWi2UR3+zmW1MwgviA2BzEp0ViqIwUMj2R6STjgM1iMoIhpsbfb1nXQF/zxYk3JCI2txqpk2xPwSBtNfuQeIDq1FTU4POzs4hAhG4/JsWGBiIwMBAJCYmQqFQoLu7GyKRCLW1tXB3d0dwcDCEQiECAgIsitIdOnQId999Nz7//HPceOONtnyGLoFLikRLsNQL19XVhZKSEsTGxo7Z/5DuXoa2bKg90gQVLpdrEIUURaGvrw9dXV2orq6GSqVCUFAQQkJCEBwcPGRskq7wMHQ9UpvYxigcDrjubBjNmZE3aaAVs+FmOtENyNBeloiYtC6mTXF4pt/uhbqdBCgnHi5gLhw+D7M+exTRN8xDbW0tOjo6kJmZOSwCdyUCgQAxMTGIiYkxOCy6u7tRVlYGrVaLwMBAQ2jalIKX48eP47bbbsOHH36Im29mRwYZgxWJf2BuTiJFUbh06RLq6uqQmpqK8PBwk/agWyTaYn19e5uxClQIgkBAQAACAgKQmJgImUyGrq4uNDU1oby83BAWCAkJge7QQavtcgTcJk8AQbChZmem8WQL0yaMC9r31yNyqi+4XPb7MhrevAGkPpKCi2+VM22KXXDz9cTc759ByIKpqK2tRVtbG7KyssyejXylw0IqlUIkEqG9vR2VlZXw9vY2CEY/P79hv2OnT5/G+vXr8e677+KOO+6w+YALV8ElRaIlbzaPx4NKZdr0BZ1Oh9LSUvT29mLWrFnw9fU16XFMz1ceC32fRf0a5lQwEwQBb29veHt7Iz4+HkqlEt3d3ejq6oL44lnEVTZbbJcj4TE1nmkTWKxEU+0CHm0nQCPqR0d1PCJTWG/iWKQt5qD+B2/IWlz7sykID8SCHS/Bb0os6urqLBaIV0IQBHx8fODj44MJEyZArVZDLBZDJBKhqKgIAPD9998jKysLa9asQV1dHdatW4fXXnsN99xzDysQR4HtVfAHpgo4pVKJ8+fPQ6FQIDs722SBaM4elmJNuHnwiD3AvAkqxvDw8EB0dDQyMzOR3NVk8TqOBj8+lGkTWKxEcZH1JNqLxl8vgWSn9Y0JR6fA4s2ZTJtBK75J0bj66JvwT41DfX09WltbkZmZabVANAafz0d4eDimTp2KhQsXYurUqeDz+Xj//fcRHx+PG2+8EQsWLMD8+fNtvrerwYrEPzAl3Nzb24szZ87A19cXM2fONHuWo6OGm68csWdpD0RjaOtroTxTYpO1HAEygG2A68zIO7RQt4mYNmPcQHb1ofaigGkznIJA/1bEXBPHtBm0EJydgqsOvQ6v6BDU1dWhubkZmZmZ8Pb2pn1vgiAQFBSEf//73/juu+8QHR2Nq666CgRBIDs7G3Fxcdi4cSN2794NuZztnXolrEj8g7EEVmtrK/Ly8jBx4kRDg2xb72EtloSbryxQsWUPR/Xv5zGw+QVAbVoY3xngeY2f5HJXpL9IwrQJ4w7JWbldGyI7KwQoZD8UwbQZNidqdTYW7noF7oE+qK+vR3NzM7KysuwiEAdTWlqKVatW4Z577sG2bduwa9cuiMVifPLJJ+DxeHjooYfwxRdf2NUmZ4DNSfyDkVrgkCSJ6upqtLa2Ij09HcHBwRbb5Wjh5pEqmK2Foigo9+6C4sfvbLKeo0CFBsJM5zGLg9FfyObH2RtFXRvErWkIjmL7Jo6FB9WJGf+cgd/f+J1pU2xCwn3XIf2t/wGHy8WlS5fQ1NRkNw/iYCoqKrBq1Sps3LgRzz77rOG3zsPDA8uWLcOyZcvw/vvv0/r77KywnsQ/MCbgNBoN8vPz0d3djdmzZ1slEEfaw5aYuv7g/EObC0StFvIvP3E5gQgAXjMmM20Ci5UMFLlOfqwz0XKYnSpiKsmL1PAIcv4Q/dQX70TGO/eDw+WioaEBjY2NyMzMhI+Pj13tqKmpwcqVK3HXXXfhpZdeGrVbB13TXJwZViT+wZU5iVKpFGfPngWHw0F2drZNkmsdIdw8WCBSFGVTgUjKZJC8tRmqE0dssp6j4Z7oeqGg8YSqRwflpXamzRiXSEsb0dcZyLQZTgFHK8Wi12YwbYbFEDwuZn7yMCb/Yx0IgkBDQwMaGhoYEYj19fVYuXIl1q9fj9dee42Wkbiujku+YtaGm7u7u3Hu3DmEhoYiIyPDZlcXTIebB4eXAdsWqOi6OjHw8jPQll+0yXqOiFuE6ZXsLI5HX7GMaRPGNc3HFUyb4DSEhHUgbHYk02aYDc/LA/O3PYcJt10NAGhsbMSlS5eQkZFhd4HY2NiIFStWYNWqVXjnnXdYgWgh7Kv2B3pP4qVLl1BUVITJkycjKSnJpv2TmAw3DxaI+hGBtkJTU4WBl54G2d5qszUdEZ4v20vLmekvYnPimKT/91pIev2ZNsMpICgdMv8exrQZZuEu9MfifZsRfs3lVj5NTU2or69HZmamWa3ibEFbWxtWrFiBa6+9Fh988AErEK2AfeUGQVEUGhoaMHPmTERE2D60yFS4maIoaLVam4eXAUB17jdIXnsJlGTAZms6IoSvFwie61Rpj0cGClyjobsz03yKnb5iKsFefZh6/zSmzTAJ74nhWHLkDQRmTAJwWSDW1dUhIyPD7gKxo6MD1113HebPn4+PP/6YFYhW4pKvnrkiSKlUori4GAAwY8YM+Pn50WGW1RNRxuLKcPOV+YfWNsgeDEVRUOzcDtmH7wIajU3WdGQ80pPA+hGdF42UhLyaFYlM03O6EjKJfcOOzsz01Ty4+fCZNmNUAjMn4epDb8A7/vJo2ubmZoNApOu3dCS6urqwcuVKZGZm4osvvgCXy/a1tRaXFInm0NfXh7NnzxpK8umsbhqpzY6tGOyppLNAhdJoIPv0Ayi2/2CT9ZwBfko00yawWEF/iRxge/UxD0mh5SxbQWoqXG0/Fm6exbQZIxJ+bSYW7fkXPEL8AVwWiLW1tUhPT7e7QBSLxVi9ejVSUlLw7bffspXKNmJci8S2tjb8/vvviIuLw9SpU8HhcMacumIN9go301mgQkokkLzxCtS/nbTJes6CWzRbmenM9BWJmTaB5Q9ERyuglDt/ixd7ERHXheBpQqbNGIb7kinweXoVOvvEUCqVaGlpQU1NDdLT0+Hv729XW3p7e5GTk4O4uDh8//33cHNzs+v+roxLSu2xBBFFUaiurkZzczPS0tIgFF7+AjpKH0Nr1ydJ0ub9DwFA194GyTtbQHZ22GxNZ8Et0A0A22jVWRkoZOc1OwqUVoeWPC8kLGCrnU2BoLRY8HwKcm90nMKrlH/ehAmPrIFIJEJ7ezsqKioAAOHh4SAIwpDeZA/6+/tx/fXXIzQ0FD/99BP4fMcOzzsbLikSR0Oj0aCkpAQymQyzZ88e0vndnuFgOuBwOFCpVOjt7YWfn59Nv6SayjJI33sLlExqszWdBi4HHL6aaStYLESrJCEra2DaDJZBdB2qRMysSPDd2WIwU/DhtyLl9imo+K6MUTsIDgcZ79yPhHuXX7bLxwd8Ph8DAwOIjY2FXC5HQUEBOBwOgoODERwcjKCgINpCvxKJBGvXroWvry9yc3Ph4eFByz7jGZcVifqrmcHIZDIUFBRAIBAgOzt7mEvaEZpdWwpJkvD19YW/vz8KCwvh5uYGoVCIkJAQ+Pv7W1XhpTp9ArIvPgLG6cgiXUIkCIKtynRW+suUoLTj87PrqJAKFVqLfDFhluN4xxydjFs8UfUTB6SamXMR14OP7K8fR+TK2Ybb2traUFVVhfT0dAQGXk7JIUkSfX19EIlEqKurw8WLFxEQEAChUIjg4GB4enraxB6ZTIZ169bBzc0Nv/zyCwQCNoWBDlxWJF6JSCRCUVERoqKiRux/eOXUFVtDh6eSoihDDiKXy8XUqVNBURR6enrQ1dWFixcvgqIoCIVCCIVCBAUFmVzxRVEUFLk/Qrlzu01tdjb82XF8Tk1/IZuP6Ih0HKhBdEYweG70nXNdCZ6uB/NfnY0T/zxj9735gT6Y/9NzCJ6dYritvb0dlZWVSEtLMwhE4LIzJDAwEIGBgUhMTIRcLodIJEJ3dzeqq6vh6elp8DJa6sBQKBRYv349dDod9u/fb/dZ0OMJlxeJFEWhsbERNTU1mDx5MiIjR+5i72zhZr041HtM9V82giAMX0KKotDX12f4gqrVagQFBSEkJATBwcEjJvhSajVkn38I9bnfbGavs8KPD2HaBBYrGChqY9oEFiPoBmRoL09E9PQupk1xGmIn98FvYgD66+w3C9szWoiFO16Cb/KfHR70eYjTp08fIhCNPt7TEzExMYiJiYFWq4VYLIZIJMLFixdBkiSCgoIMDgxT8gmVSiVuvfVWyGQyHDx40O6TXMYbLisSCYKATqdDWVkZRCIRZsyYMWbFlT3CzfrWNNY2+NSvM1aBCkEQCAgIQEBAACZNmgSpVIquri40NDSgrKwMAQEBCAkJQUhICNzd3QEA5EA/pO++AW1ttVU2ugpuQgEAJdNmsFiATkNCWnyJaTNYRqBt3yVEpPqAy2XTOUyBIFVY9Oo07LzlhF328586AQtyX4AgPMhwW0dHh0EgBgUFjfLo4fB4PISGhiI0NBQURWFgYADd3d1obGxEWVkZ/Pz8EBwcDKFQCC8vr2G/a2q1GnfeeSe6u7tx+PBhu7fZGY+4rEhUqVTIz88HSZLIzs42KaHVHuFmANDpdFaJxMEtbsypYCYIAj4+PvDx8cHEiRMhl8vR3d2Njo4OVFVVwdfXF2EEBe+t3wBiNldID9eTDYc5K5JKFUgVW3TkqGhEfeiojkdkSifTpjgN/l4tmLgmEXW/0HsRH7JwGuZufRp8Py/DbR0dHSgvL8e0adPMFohXQhAE/Pz84Ofnh4SEBCiVSkNYur6+Hnw+H7W1tfD19cWyZcvA5/Nx9913o6mpCUePHh3Tg8liG1y2T2JRUREEAgFmzZplcsWTPTyJAKzaQ98g2xYtbjw9PREbG4sZM2ZgwYIFiJJL4fnpv1mBOAjehEgQBCsSnZW+oj6mTWAZg7YDzSBZR6JZzLwvEASXvhYzMesWYEHui0MEYmdnJ8rKyjBt2jQEBwfbfE8PDw9ERUUhPT0dixYtQnJyMurq6vDYY48hJiYGc+bMwfnz5/Hf//6Xlv31bNmyBTNmzICPjw9CQkKwZs0aVFVVjfm4d999F0lJSRAIBIiOjsYjjzwCpdL5I1AuKxIzMjIwbdo0s8by0J2TqBd1luxB5wQVACDPnILHN5+Co2JbUgzGPS2BaRNYrKC/kM1HdHRULd3obmDzfs2Br+vG7Gdn0rJ20kNrMPuLx8B1/zNfvbOzE6WlpbQJxCvhcrkQCoV49dVXUVNTg9WrV0Oj0SAyMhLp6emYMWMGXnrpJeTl5Q0ZRWsLTpw4gQcffBDnzp3DoUOHoNFocO2110Imk434mK1bt+LJJ5/ECy+8gIqKCnzxxRf48ccf8fTTT9vUNiZw2XAzn883W4xxuVyoaBZJlgjRKwtUbDqDmSSh2LYVyj07bbKeq8FPCGfaBBYLIbUkpEVsPqIz0HKwEyF/HXsQAsufJMyUoyTSG7JW2/WuTXvtHiRtWjPktq6uLoNA1A+esBckSeLhhx9Gfn4+jh07hujoaHR3d2P//v3YvXs33nnnHaSlpeHECdvlaO7fv3/I319//TVCQkKQn5+PBQsWGH3MmTNnMHfuXNx6660AgLi4ONxyyy04f/68zexiCpf1JFoC3TmJgPm9EgfnHxIEYdsZzCoVpB+8wwrEUXALZ1srOCtdZf3QSeVMm8FiAoraNohbHW/0nCPD0cmxaHOmbdbi85D91eNGBeLFixcxdepURgTiY489hmPHjuHw4cOIjr5cXS0UCnHHHXfgxx9/hEgkwldffUWrHf39/QAwag7knDlzkJ+fjwsXLgAA6uvrsXfvXlx33XW02mYPXNaTaImQojvcDJiX92hpgYopkH29kPzv69BdqrPZmq4Iz4f1bDgrqkq2YMWZaDnSj+C7mLbCuQgKaEX01XFoPtJg8Rpuvp6Y+/0zCF04bcjt3d3dBoEYEmLfdACSJPHUU09h7969OHbsGOLi4owe5+bmhvj4eFrtePjhhzF37lykpqaOeNytt94KkUiEefPmgaIoaLVa3H///S4RbmY9iYOgu3DFnD1sWaByJdrmRgy8+BQrEMeAE+gLDpfN0XRWJEVsxawzIb3YgN5OtmLVHAhQmPNwhMWP9wgLxFUHXzMqEEtKSpCamsqIQHzhhRewfft2HD58GAkJzOWFP/jggygtLcUPP/ww6nHHjx/H5s2b8eGHH6KgoAC5ubnYs2cPXnnlFTtZSh+sSByEPcLNY4lEugtU1MWFGHjlOZA97BSKsXBPT2LaBBYLoSgKA4X1TJvBYiY1++zXJNpV8KA6kfUP88POvknRWHL0TfinThhyu77RdWpqKkJDQ21lpklQFIXNmzfju+++w6FDh5CUxNw5eNOmTdi9ezeOHTuGqKioUY997rnncMcdd+Dee+/F1KlTcf3112Pz5s3YsmWLzQtr7I3LikRLhBXTnkS9QNQLVVsWqACA8vB+SN/ZAigVNlvTlXEfNGGAxbmQNWmg7Rlg2gwWM1GXtmCgx5dpM5yOlKt0cA8wrdUbAARnp+CqQ6/DK2aol1AsFqOkpASTJ09mRCC++eab+PTTT3Ho0CFMmTLFrvsPtmPTpk3YsWMHjh49igkTJoz5GLlcPqz3sb6zir7g1FlxWZFoCUzmJOrzD3U6ne0LVEgdZN99Bfm3XwBO/oG1J27R/kybwGIh/YWsQHRWWthJoGbD0Uow79UMk46NXDkbC3e9AvfAoePsxGIxiouLkZKSgrCwMDrMHBGKovD+++/j/fffx4EDBzBt2rSxH0QTDz74IL777jts3boVPj4+6OjoQEdHBxSKP50rd955J5566inD36tWrcJHH32EH374AZcuXcKhQ4fw3HPPYdWqVWa14XNEXLZwxRKY8iTSWaBCKRWQfvgeNEX5NltzvMDz5wFgG2k7I/1F7DxgZ6XnVCVkixLh5WO71i7jgYioLvhPD0Rfcc+Ix0y8dzky3v4rOFcIl56eHoNADA+3b9sviqLw0Ucf4fXXX8eBAweQmWmbim1L+eijjwAAixYtGnL7V199hQ0bNgAAmpqahngOn332WRAEgWeffRatra0QCoVYtWoV/vWvf9nLbNogKGf3hY4ASZLQaDRmPUYmk+H06dNYunQpTVYBpaWlcHd3x6RJkwDQXMHcI4bkndega2qw2ZrjBr4bIj+6FQThkl8Pl+dczl6o20VMm8FiIcJrU5F0LZufaC4STShy154xet/UF+5Ayj/WDfuN6enpQVFREZKTkxERYXkRjCVQFIUvvvgCzz33HPbu3Yu5c+fadX+WsXHZcLOlLXD0eYF0oS+OGZx/SEeBirahHv0vPcUKRAtxnz6JFYhOirxdwwpEJ6frSDmkA25jH8gyBB+3Tkz76xWhWi4HXn+7Br1zIlFTU4Oenh7DbxzTAvHbb7/FM888g507d7IC0UFhw82D0OcO6HS6YUmottxDrVaDJEnDF9XWBSrq/N8h/eg9QM22b7EU9ylxTJvAYiH9RWyY0tkhX9jWLAAAmlpJREFUdCQazvGReq150SAWYFqOG8q/40Er04Ln5YE5/3kCwqvS0NPTY+h9SJIkfH190dvbi8TEREYE4vfff4/HH38cO3fuHBbaZXEcWJE4CL1I1Gq1cHOj5ypW70nUC0RbilGKoqA6sAfy779lC1SshB9H/3xSFnroY/MRXYKBU41QL4wA351tim4OXG0fFmyejd9euYj5259HUGYiACAkJAQhISGgKAqtra2orKwEn89HdXU1urq6IBQKERwcDC8vL9pt3L59Ox5++GFs27YNV199Ne37sViOy4pESzxzBEHQWrxCURQ8PDxQW1sLjUZj+NLy+Xzr19bpIP/PF1AdPWQDS1l4wR4AlEybwWIBkoJGpk1gsQGkQoW2En/EzWBFv7lETNZhyZE34D1xuIewv78fNTU1SE5ORlRUFBQKBUQiEbq7u1FTUwOBQAChUAihUAg/Pz+bR9V27tyJjRs34vvvv8fy5cttujaL7XFZkQhcFn3m1uXQJRL1BSpCoRDZ2dno7u5GW1sbKisr4efnh9DQUAiFQggEArPXJuUySD/4X2hLi21u93iFK2DDXM6IqkcHZWMH02aw2Ij2fdWISgsGz43tMmAqpCAYmvSN8PYIGHZfX18fCgsLkZCQYGgQLRAIEB0djejoaGi1WojFYohEIpSUlIAkSQQHB0MoFCIoKMjqCNuePXtw77334ttvv8Xq1autWovFPri0SLQEW09doSjKUKSir2D28vKCl5cX4uLioFQq0d3dja6uLlRXV8PHx8fgYTTF7a/r7oL0ndega222mc3jHbdJMSAIelshsdBDXzGbj+hK6AZkaC9PRPR01ptoCqRnCNTpDwLufsPu6+/vR2FhISZOnIjoaOODAng8HkJDQxEaGgqKotDf3w+RSIRLly6htLQU/v7+Bi+jp6enWbYdOnQIGzZswOeff461a9da9PxY7A8rEq/Alp7EweIQgNEKZg8PD8NVnFqthkgkQldXF+rr6yEQCAyC0cfHZ9hjtXU1kPzv66AG+m1iL8tl3KczNyuUxTr6C9mqZlejbf8lRKT6gMt17vFmdEN6hUOd/gDA9xl2X39/PwoKCjBx4kTExMSYtB5BEPD394e/vz8SEhKgUCjQ3d0NkUiEmpoaeHp6GryMY4Wljx8/jttuuw0fffQRbr75ZoufI4v9YUXiFdhq6oo+vKwPd5uS18Hn8xEREYGIiAiD27+zsxN5eXlwc3MzCEZ/f39ofj8H6Sf/BszsBckyNvwE+04bYLEdA4VNTJvAYmM03X3orJ2AiCTWmzgSpHcU1Gn3A3zvYfcNDAygoKAA8fHxJgtEYwgEAsTExCAmJmZIWLq4+HKaU1BQEIRCIQIDA4fk2Z86dQrr16/Hu+++izvuuMOmnTxY6MelRSJTOYm2aJA92O2v0+nQ09ODrq4uFBcVIeRiIcLyzlplI8vI8EI9AbAVlc6GRqKDvLqFaTNYaKB1XwvCJvFBU2cyp4b0jYF6+v2A2/Dw78DAAPLz8zFhwgTExsbabM/RwtJ33XUXZDIZrr32WqSkpOChhx7Ca6+9hnvuuYc2gbhlyxbk5uaisrISAoEAc+bMweuvv46kpKRRH9fX14dnnnkGubm56OnpQWxsLN59911cd911tNjpjLBfuSuwNidxsAfRVg2yuVwuhEIhJiclIqu2ghWINKPjswLRGREVSNjWTy6KqqUbosYQps1wOEi/CVCnPWBUIEokEhQUFGDChAmIi4ujzQZ9WDohIQHZ2dl4//33sWLFChw8eBD33HMPPDw8cOnSJZw6dcqm+f6DOXHiBB588EGcO3cOhw4dgkajwbXXXguZTDbiY9RqNa655ho0NDTg559/RlVVFT777DNERkbSYqOz4tKeREuwJtyszz+kZcSeTArp+29BW1FmszVZhsMVBsCCAnMWB6DldAPTJrDQSMuBLgj/SrHhyj/Q+SdAM+0+gOc+7D6JRIL8/HzExsbSKhCNkZSUhOXLl+ODDz7ACy+8gMmTJ2P37t248cYbodPpsHz5ctxwww244YYbbLbn/v37h/z99ddfIyQkBPn5+ViwYIHRx3z55Zfo6enBmTNnDFXb9n6tnAGX9iRacjKxJNys9x7a2oOoR9fZgYGXn2EFoh1wzxg9PMHiuFA1bAGXKyOvbYW4Tci0GQ6BLjAJmun/Y1QgSqVS5OfnIyYmBhMmTLC7baWlpVi9ejUee+wxPPvss1i7di2++uortLe3Y/fu3YiJicHRo0dptaG///K5IDAwcMRjdu3ahezsbDz44IMIDQ1FamoqNm/eTFufZGeF9SRegbnhZksKVMxBU10J6XtvgJJIbLoui3Hck6KYNoHFArQKEqoqNh/R1Wk90o/gO5m2gll0QVOgSd0AcIf3LJRKpcjLy0NMTAzi4+PtbltFRQVWrlyJBx54AM8888wQZwmXy0V2djays7NptYEkSTz88MOYO3cuUlNTRzyuvr4eR48exW233Ya9e/eitrYWDzzwADQaDV544QVabXQmWJF4BVwuFxoTK4av7H9o6zCI6swpyD7/EKApj4NlOLwoPwBsxbiz0V+mAMV6AFweSUkD+rpT4S/sZdoURtAJp0Ez5U6AM/ynW+9BjI6OZkQgVldXY+XKlbj77rvx4osvMpYW8OCDD6K0tBSnT58e9TiSJBESEoJPP/0UXC4XmZmZaG1txZtvvsmKxEG4tEi0tKrYFHezLSqYR1tbufNnKHJ/stmaLKbB8+OCFYnOR39hD9MmsNiJluNq+K9j2gr7owtJh2by7QCHO+w+mUyG/Px8REZGMiIQ6+vrsXLlSqxfvx5btmyxeUTNVDZt2oTdu3fj5MmThokyIxEeHg43NzdwuX++nikpKejo6IBarbbJuFxXwKVzEi3BlJxEkiTpE4gaDWSf/JsViEzg6QGOm4ppK1gsYKCojWkTWOxE3/lqSHqHTxRxZXRhM6CZcseIAjEvLw+RkZGYOHGi3T14jY2NWLFiBVavXo133nmHEYFIURQ2bdqEHTt24OjRoyblYs6dOxe1tbWGYRfAZW9oeHg4KxAHwYrEKxgtJ1EfXqarQIWUDEDy+stQnzllszVZTMdjeiIIsC1UnA2tWoeB4nqmzWCxI82nx8/3VBuRDU3KLQAx/Oda70GMiIhgRCC2trZixYoVuPbaa/HBBx8w5kF88MEH8d1332Hr1q3w8fFBR0cHOjo6oFAoDMfceeedeOqppwx/b9y4ET09Pfj73/+O6upq7NmzB5s3b8aDDz7IxFNwWNhw8xWMFG6mu0BF194KydtbQHZ12nRdFtNxn2L5NAIW5ugtlQFqNkVgPNFzqhLyRYnw9HHtWd3aqPnQTroBMPJbJpfLkZ+fj7CwMCQkJNhdIHZ0dGDFihWYP38+Pv74Y8YEIgB89NFHAIBFixYNuf2rr77Chg0bAABNTU1DbIyOjsaBAwfwyCOPYNq0aYiMjMTf//53PPHEE/Yy2ylwaZFoCcbCzXQXqGgqyiB9/01QozT+ZKEft5gggPUkOh2yUtcWCixGICm0nHdD4hKmDaEPbcxiaCeuHlEg5uXlITQ0FJMmTbK7QOzq6sLKlSuRlZWFL774YkheHxOYMlnt+PHjw27Lzs7GuXPnaLDIdWDDzVdwZbh5cA9EWiqYTx2D5I1XWIHoAPCCh/ccY3F8+gvbmTaBhQG6j1RCpXDNzvddvlkQBS0wesmqUCiQn5+P0NBQJCYm2l0gisVirF69GpMnT8Y333wDHo/1NbkyLv3uWhtupnOCCkWSUGz/Acpfd9hsTRYrIACuOxuydDZIHQlpEZuPOB6hNFq05Hth4jzF2Ac7EX0hC9CERHQXFYHD4SA4OBhCoRBBQUFQq9XIy8uDUChkRCD29vYiJycHEyZMwNatWw2TSsYDFDU+p/24tEi0BH24WV+9DMD2AlGtguzT/4P6AjuD2VFwS4kHQbB99pwNaZ0GOplriQQW0+k8WIWYmeFwc5F565qJq+ERexVScdlJ0dfXB5FIhOrqaqhUlzsv+Pn5IS4uzu6Cpb+/H2vWrEFoaCh++umncVMBrFAoIBAIDK+33mk0Xhg/z9REOBzO5T6FSiWAy95Im1Yw9/dhYMtLrEB0MNymxDFtAosF9BWyo/jGM6RcidZif6bNsAmaSTdAF3uV4W8Oh4PAwEAkJiYiMzMTbm5u8PHxAUmSOH36NM6fP4/6+npIJBKTcvKsQSKRYO3atfDz80Nubi7c3cdHak55eTmuu+46/P3vf8eJEyfQ1tY2RCDS/bo7AqwncRD6tjb+/v44ffo0AgMDERISgpCQEJtcNWlbmiF9ZwtIUbcNrGWxJUqha+Y2uTpsPiJLx/4aRKUFgufmnJEACgS0Seugi5xj9H6lUon8/HwEBwcjJSUFBEFArVZDJBKhu7sbDQ0NcHNzg1AohFAoREBAgE09XTKZDOvWrQOfz8fOnTshEIyfc2V1dTV6e3uxdetW/Pvf/0ZkZCQeffRRzJ49G9nZ2eMi/ExQLi6F9S76sbhygopCoUBXVxe6urowMDAAf39/g2D08PCwyBZtfS1UZ09DdeEs0MtOiHAkAt/aAM9AcuwDWRwGiqJwdtlOaHsHmDaFhWFi70xH9LQups0wGwoEtCk3Qxc+y+j9SqUSeXl5CAwMNAjEK9HpdOjt7UV3dze6u7uh1WoNeYzBwcFW5Q0qFAqsW7cOarUa+/btg4+Pj8VrOSsqlQoKhQJvvfUWdu3ahdLSUoSFheGBBx7As88+y7R5tOPyIlGtVo/pEh6rQEWpVKKrqwudnZ3o7++Hr68vQkJCEBoaavZVVWdnJ8pKSzHJ0wNBLU1Q558H2dZq9vNisS0Rn98DDoctXHEmpA1qFNz0A9NmsDgAbiEByHrMC1yu8/ycUQQHmpTbQIZlGr1fpVIhLy8P/v7+mDx5skleK4qiIJFIDIJRKpXC39/fIBi9vLxMtk+pVOKWW25BX18fDh48CD+/8TXlxhj19fX49ddf8fjjj0Or1SInJwcvvfQSpkyZwngbILoY1yKRoiiDBxEwLf9QpVKhu7sbnZ2d6O3thbe3N0JDQxESEjLqF5CiKDQ0NODSpUuYOnUqhEKh4T5dWyvU+Regzj8PXX2dBc+SxRq4EUKEv7qcaTNYzKRlhwj1W/YybQaLgxB/XwYikpxjGAFFcKCZchfIkOlG77dEIBpDqVQaBGNPTw88PT0NYWk/P78R11Wr1bj99tvR3t6OQ4cOITAw0KL9XYUri1XOnz+PRx99FGfPnkV2djZeeuklXHXVVS5Z0DJuReLgBtmAZQUqGo3GIBjFYjE8PT0NgtHb23tINVR5eTl6enqQnp4+qsteJxZBk/871Pnnoa0sB1z77XEIPFfMQ+DaeKbNYDGTshfKIN6Xz7QZLA6CR3QIMv7GA4fj2HliFMGFZurdIINTjd6vUqmQn58PX19fTJkyxWZ5b1qtFmKxGN3d3RCJRABgCEsLBAL4+voCuPy7tmHDBtTX1+PIkSMIDg62yf7OiLG2N/rbKisr8dJLL+HHH39EdnY2Pv74Y0ydOtXlqp9dXiRqNJohA7yBofmHBEHY5A3VarXo7u5GV1cXRCIR3N3dERoaioCAANTX14OiKKSlpZlVFUYO9ENTmA913nloykqAEWZKs1hHwCPr4DV1/CRjuwrnVu+BukPMtBksDkTYHfFImG5aHjoTUBw3aKb+BWRQitH79X0QfXx8kJqaSlthBEVR6OvrQ3d3N8rKynD33XcjMzMT1157LS5evIiqqiocO3YMISEhtOyvZ8uWLcjNzUVlZSUEAgHmzJmD119/HUlJSSY9/ocffsAtt9yCnJwc/PLLL1bZolarwefz0d/fj+7ubiQkJIx4rF4oNjY24vHHH8fPP/+MZcuWYe/evUPudwXGnUi8skCFjjdSp9NBJBKhra0NIpEIHA4HkZGRCA0Nhb+/v0V7Ugo51MWF0OSdh7qkEPijRQ+L9YS8eQ/4QWw+ojMhb9ciL2cr02awOBjuE8ORdb9t25bZCorDh2bavSADE43eP1ggTpkyxa7eqJKSEmzfvh27du1CTU0NUlNTccMNN2D16tVIT0+n7fVctmwZbr75ZsyYMQNarRZPP/00SktLUV5ePmb+ZENDA+bNm4f4+HgEBgZaLBKlUilqa2uRlpaGqqoqvPLKK6irq8ODDz6I22+/fcTH6YVgXV0dNmzYgN9++w1PPvkkNm/ebJEdjorr+ERNwB4CEbjckJvH46Gvrw+xsbGYNm0adDodiouLcfLkSVRUVEAsFg/zcI4GIfCE++y58N70KAI++ALejzwJ/oLFILzHX7WZreH6jauvgUvQV8RWNLMMR1XXjq4mf6bNGAbFdYc67f5RBWJ+fj68vb3tLhABIDU1FSKRCDqdDkVFRXj88cdRXl6OhQsXIiYmBg888ACKiopsvu/+/fuxYcMGTJkyBdOnT8fXX3+NpqYm5OePnkai0+lw22234aWXXkJ8vHWpQrt27UJGRgb+85//YOXKldi6dSu8vLwwadIkqNUjN2knCAIURWHixIn45JNP4Ovri2+++cYwC9pV/G/jok+ivkCFrhF7V9LS0oKqqiqkpKQgIiICACAUCkGSJHp7e9HV1YXS0lJQFAWhUIiQkBAEBQWZfGIg+Hzw0zPBT88EpdNBW115OSSdfwFkDxt+MwfCWwAOz3HDUyzG6S9ke42yGKdunxih9zvOTxvF84B6+v2g/OKM3q8XiF5eXkhNTbW7QCRJEo899hiOHz+OY8eOIS4uDtOmTcMdd9wBlUqFEydOYNeuXWhvb0daWhqttvT3X26OP1ahzMsvv4yQkBDcc889OHXqlMX76XQ63Hrrraivr8fdd9+NgIAA/Oc//8Ftt91m0uMJggBJkpg8eTL+93//F/fddx8OHz6M2bNnO6Q32xLGRbh5cMjZ1hNUBkNRFGpqatDW1oZp06aN+kHX54ToezHqe1uFhoYiKCjIonJ6iqKgu1QHdd55qPPOg+xgGw2Phcf8dATfPZVpM1jM5MK6A1A2OkclK4v9mfLPKQgI6WPaDFA8T6jTN4LyiTZ6v0ajQX5+PgQCAaZOncqIQHzqqafwyy+/4Pjx45g4caJd97/SltWrV6Ovrw+nT58e8bjTp0/j5ptvRlFREYKDg7Fhwwb09fVZHG7u6OjA1VdfjUuXLkGlUmHv3r1YunQplEol3N3dTdYLly5dwo033ojGxkb89ttvJudVOjqOc7lFAxRF4d1338XVV1+NSZMm0drHSKvVorS0FDKZDDNmzBgzn4IgCAQEBCAgIACJiYkYGBhAV1eXYUanXjAGBweDxzPtbSIIArz4BPDiEyBYdyvItpbLrXXyzkPXcMkWT9PlcJ8cw7QJLGaiEmtZgcgyKq0nNQi4kVkbKDdvqNMfAOUdYfR+RxCIzz//PLZv3864QASABx98EKWlpaMKRIlEgjvuuAOfffaZ1VXX+pzC3NxcVFRU4JVXXkF8fDyuu+46/PTTT1i7di2Ayw3Fy8rK0N7ejuTkZERGRsLT03PYehMmTMA999yDTZs2obGxEUlJSS5RwOLSInFgYAAnT57Ec889h4kTJyInJwfXX389UlJSbPqFVCqVKCoqAo/Hw8yZM83ucE8QBPz8/ODn54eEhARIpVJ0dnaivr4eZWVlCAwMRGhoKIRCoclrEwQBbmQ0BJHREKxeC11315+tdaor2dY6f0CFeTNtAouZ9BbLmDaBxcHpO1cNyZLJ8PFnZrY3xfe9LBC9wozerxeIHh4ejAhEiqLwr3/9C//9739x7NgxJCYaz5W0F5s2bcLu3btx8uRJREVFjXhcXV0dGhoasGrVKsNt+ighj8dDVVWVyWJXL95aWy8Ps5g/fz4WLFgAiqJw0003Yffu3VCr1fjyyy/x66+/AgB8fHxw//334/7778eECRMMa+nF4N1334333nsPX3zxBa666iqTHTyOjPM/g1Hw8/PDr7/+ir6+Pvz666/Izc3Fu+++i6ioKINgnDZtmlVf0IGBARQVFSEoKMgm4pMgCPj4+MDHxwcJCQmQyWTo7OxEU1MTysvLLZ4nzRWGgLtsBTyWrQDZ3wd1QR40+Rcut9bROefMU1tA+LJFK87GAJuPyGICLaeBlJX235dy94c6/UFQnkKj92s0GhQUFMDd3d3q3x+L7KMovPHGG/jss89w9OhRTJ482a77X2nL3/72N+zYsQPHjx8fIryMkZycjIsXLw657dlnn4VEIsF7772H6GjjYX09KpUK7u7uhqISffEJAGzduhXz58/HrbfeCqVSiRUrVoDD4YDD4WD58uUQCASoqanBe++9h+DgYDz++OPDahwEAgHCwsKg0WhcQiAC4yAn8UokEgn27t2L7du3Y9++fQgODkZOTg7WrFmDrKwss76wnZ2dKCsrQ3x8PGJjY2l3K8vlcpvPk9ZJpWjavwcoKYRfWzMwSjWXy8HlIPLTO0EQ7MxmZ+L3249BUd3MtBksjg6Xg4znJsHTW2q3LUmPQGjSHwQlCDJ6v1arRUFBAdzc3DB9+nRGBOJ7772Ht956C4cOHUJmpvGRgPbigQcewNatW7Fz584hOXx+fn6Gkbd33nknIiMjsWXLFqNrmJqTuGLFCmRlZeGll14acntbWxvmzZuH5uZmrFixApGRkaisrMSxY8fA4XDw17/+Ff/3f/8HADhy5AhuvfVWeHp6Ii8vD0FBf77Pem9ie3s7wsPDh9zmzLiG1DUDHx8frF+/HuvXr4dcLsf+/fuxfft2rFmzBr6+vli9ejVycnIwe/bsEXMYB4/YS01Npb3hqB5PT0/ExcUhLi7OME9an8doyTxprVaLizU1UEREI33FanhwOdCUllyulC7MAyVz7bAef0oCKxCdDPWADoqaFqbNYHEGdCRazvGRuMQ+25GCYKjTHwQ8AozerxeIPB6PMQ/ihx9+iDfffBP79+9nXCACwEcffQQAWLRo0ZDbv/rqK2zYsAEA0NTUZPVrJRKJ0NJy+byhVqvB4/HA4XBAkiQiIiLwySef4JFHHsGuXbsAADExMXj22WcxadIk3H333UhJScGmTZtw9dVXIzExEYWFhRCJRENEol4M6gWiTqdziXnO486TOBJKpRKHDh0yNBR1d3fHqlWrcP3112Pu3LkG17FSqcTf/vY3XHvttVi6dKlhlBGTqNVqg2Ds6ekxaZ60Po/Szc0N06ZNG5brSGm10FZVQJ1/Hur8C6B6e+3xVOyKz21L4Xd1KNNmsJhB92kJKh7dwbQZLE4CwXdD1nMxcBfQO3yA9Ay5LBDd/Yzer9VqUVhYCC6Xi+nTp9tdPFAUhc8//xzPP/889u7di7lz59p1f0fg2WefxTvvvIPCwkKjRSUDAwPYt28fOBwOFi5cCB8fHwgEApw6dQpXX3013n//fdx///2IiopCcHAw9u3bZxCErgwrEo2gVqtx7Ngx/Pzzz9i5cyeAy67qq6++Gm+//TZkMhlyc3OtbuJJB4PnSff09EAgEAybJy2RSFBYWGhyHiVFkkNb63R22OnZ0EvQc3dAMMG5QwHjjZoPGtD+7UmmzWBxIsLXTMfEeSLa1pdx/NEZewsCw2ONpv3oBSKHw0FaWhojAvHbb7/FP//5T/z666/DvHaujl4MHjlyBNdccw3Wr1+PL774YkiFsrF5yzqdDhRFgcfjobi4GDNnzsS8efNw7NgxPP3003j11Vft/VQYgRWJY6DVanHy5El8/vnn2L59O6KjozFr1izccMMNWLx4scW5gPZAq9VCJBKhs7PTME/a19cXIpEIsbGxiI+PNztfgqIo6FqbL48HzLsAXVMDPcbbgdD3/wdu3ux4Q2ci/55TkF1k2zmxmA7HywMzngmDG9/2oze1XhG4JFyNDrEE/f398Pb2RkhICIRCIby9vUGSJAoKChgViFu3bsUjjzyCnTt34uqrr7br/o7GwoULUV1djW3btmHevHlGxeFgtFqtIYr4xBNP4O2330ZiYiLKy8sBXHbKmNvNxNlgRaIJHD9+HGvXrsVf/vIXrFixAjt27MCOHTvQ39+P5cuXY82aNViyZInR3kmOgk6nQ1VVFVpbW8HhcMDn8w1FL5bOkwYAXVcn1PkXoMk7D21ttVO11on84h4QBDuz2VlQy7Q4t+QHQMfmkbKYR/TN6YjN6rLpmqRvLNTT/wq4XT7vq9VqiEQidHd3QywWw83NDRRFwc3NDVlZWYyIiW3btuHBBx/Etm3bsHz5crvv7yjo8wNzc3Nx6623YunSpYYo4Wi5g/ruIi+88AKOHDmCxMRE5OXl4fnnn8c///lPez4FxmBF4hh89dVX2LRpE95//33cc889httJksSFCxfw888/Y8eOHejs7MTSpUuRk5ODZcuWwdvbcfrvURSF2tpatLS0YPr06fD394dYLEZXVxe6u7tBEIRBMAYEBFicJEz29UJdkAd13nloK0odurUONzYc4S9cw7QZLGbQ/lsfah7ZxbQZLE4Iz98bWU8GgsezzTmJ9IuHevr/ADzjkST9qD397F+SJBEcHAyhUGjWgARr+OWXX3Dffffh+++/x+rVq2nfzxloa2vDXXfdhSNHjuDxxx/H66+/DsB4uLm3txcffPABXnjhBYSGhuLGG2/Ev//9b7S3tyMyMhJvvvkmHnvsMSaehl1hReIoVFZWYv78+fjpp5+wePHiEY8jSRKFhYX4+eefkZubi+bmZixZsgQ5OTm47rrr4Ovry1gZvE6nQ1lZGQYGBpCenj6skGXwPOmuri6L50lfCSmTQlNUcNnLWFLocK11vHIWICAnjmkzWMyg7rNmtH52jGkzWJyU2LsyED3V+kk9Ov9J0Ey/F+C6G79fp0NRURFIkkR6ejq4XK5holZ3dzfkcjkCAwMhFAohFAppSVnavXs37r77bnz77beGySEslykoKMD8+fOhUCjw6quv4umnnwYw3KOoVquRl5eHo0ePIjs7e0iovqWlxRCNc3VYkTgGAwMDZlUwUxSF0tJSbNu2DTt27EB1dTWuuuoq5OTkYOXKlQgICLCbYFSr1SguLgZFUUhLSxuz+TYd86QBgFKpoLlYdFkwFuaDkjPfWifgsfXwmmL8JM/imBRuPAdJfjXTZrA4KfzQAGQ+6gUu1/KfPF1gMjRT/wJwjZ9LdTodiouLodPpkJ6ebtRjKJfL0d3dja6uLqN5jNb+Phw4cAB33HEHPv/8c9x8881WreVq6D2Gubm5uO2228DhcPDMM8+MKBSNPZ6iKMMxrtLmZjRYkUgjFEWhsrLSEJIuLS3FggULsGbNGqxcuRJCoZA2wSiTyVBYWAgfHx+kpqaa/UGmKMpw9dvZ2WnxPOlh62q10FaWXa6Uzv8dVH+fRetYS8jb94If4FjeTZaR0WlInLnqR1AqNoeUxXIm/k86whMty03UBU+BZsoGgGs8t1AvELVaLTIyMkw6RxrLY9QLRn9/f7MjOceOHcP69evx4Ycf4o477nD6Rs50QVEUPv30Uzz66KNQKBR46KGH8O677zJtlkPCikQ7QVEU6urqsH37duTm5qKgoABz5sxBTk4OVq9ejfDwcJt9oXt7e1FcXIyIiAhMmjTJ6nUpioJUKjUIRoVCYdE86WHrkiS0dTWXK6XzL4Dssj4UZCoRn90HDldlt/1YrKO3RIGL925j2gwWJ8cjNhSZD3JBcMw7J+qE06GZcgfAMS78SJJEcXExNBqNyQJx2B46HXp6etDd3Y3u7m5DHqM+9WesNU+dOoUbb7wR7777Lv7yl7+wAnEMNBqNISw/MDCARYsW4eWXX8aUKVMQEBBgaJ0zVgW0q8OKRAagKApNTU0GwXj+/HnMnDnTMO0lOjra4i94R0cHysvLkZiYOOqgdGuQyWQGwSiVSi2eJz0YiqKga26EOu8CNPnnoWtusrHVf0L4eyPynRtoW5/F9jR804am/zvMtBksLkDi39IREmu6N1EXmgFNym0Ax3g0Ri8Q1Wo1MjIybFLFTFEU+vv7DYJxrDzGs2fP4vrrr8drr72GjRs3sgLRDMrLy/Hggw/i1KlTCAoKwqJFi/DAAw9g3rx5Lh9KNgVWJDIMRVFoa2tDbm4ucnNzcfr0aaSnpyMnJwc5OTmYMGGCSV/4waMCp02bhuDgYDtYDygUCnR2dtpsnjRFUaivr0dH6UWkaJTglpVAV1djU5sFi7MQdAdzQ+1ZzKf44Tz0nyln2gwWF8AzMQrp95EmnVe1YTOhTbkZIIx7kugQiMaQy+WGwpf+/n688847SE1Nxdq1a0EQBNasWYOXXnoJDz30EK0CccuWLcjNzUVlZSUEAgHmzJmD119/fcjc5Sv57LPP8O2336K0tBQAkJmZic2bN2PmzJm02Wkqei+hWCzG3r178dNPP2HPnj0AgCVLliA+Ph5PPPEEJkyYwLClzMGKRAeCoih0dnbil19+QW5uLo4fP44pU6YYBGNiYqLRE4BOp0NlZSXEYjHS09Ph4+PDgPUYMk+6r6/P7HnSJEmioqICPT09SE9PN7QRInvEl1vr5J+HtqIMIK3rk+f3wPXwyWLmNWIxH1JH4syS7SBlCqZNYXERUh6djqCI0aewaCOyoU1aN6pALCkpgVKpRGZmpt36ICqVSnz++efYu3cvzp07Bx6Ph/T0dLz44otYsGABrXYsW7YMN998M2bMmAGtVounn34apaWlKC8vH3EE7G233Ya5c+dizpw58PDwwOuvv44dO3agrKwMkZGRtNlqKleGk/ft24eysjJs3boVLS0tOHbsGKZMmcKghczCikQHhaIo9PT0GATj4cOHMWnSJOTk5OD6669HSkoKCIKASCTCunXrsGbNGvz1r391mAkwxuZJ6wWjsZOJVqtFSUkJVCoV0tPTR3wepFRyubVO3nloLhYBGvMLGYRb7oZ7qOP2cGQZykClEkV3/sS0GSwuhE9aPKbfPnJOsjZqAbSTrgdG8MqRJImLFy9CoVDYVSAOprS0FKtWrcKyZcvA5/Px66+/Qq1W47rrrjP066XbYdDd3Y2QkBCcOHECCxYsMOkxOp0OAQEB+OCDD3DnnXfSap85XCkW+/v7odPpEBgYOK7zElmR6ATo81N27dqF3NxcHDx4ENHR0bjmmmuwe/duhIeH4+eff0ZAQADTphpFP0+6q6sLYrEYAoHAIBi9vb2hVqtRWFgINzc3TJ8+3eSkb0qlhKak6LJgLMoHpTDN0xT+8f+Ay2fH8TkLTT90ouGdA0ybweJiTH0yFX7BvcNu18ZcBe3EVWMKRLlcjszMTIvzsK2hoqICy5cvx/3334+XXnrJUGBx4cIF7Ny5E7t27UJSUhJyc3NptaO2thaTJk3CxYsXkZqaatJjJBIJQkJCsG3bNqxcudJmtowm5MazyLMWViQ6IRKJBP/+97/xyiuvGKqiV61aheuvvx6ZmZkO/WXQz5PW59e4ublBq9XC398f06dPt7wXo1YDTXkpNPkXLrfWGeg3fqAbF5Ef3w6CYD/2zsLFJ4rQe6yEaTNYXAz/7ESkrh3as1Ubdy20E5aPKhBLS0shk8kYE4jV1dVYvnw57rrrLmzevHnE871CoTApzcdSSJLE6tWr0dfXh9OnT5v8uAceeAAHDhxAWVmZWZGv9vZ2tLS0IDY2dlgT68EicOfOnaivr4dGo8GMGTMMgzBYoWgZrEh0Qn799VfceuuteP7557Fx40YcOHAA27dvx549e+Dn54fVq1djzZo1mDVrlkNXZ4nFYhQVFUEgEEClUoHH49lknjRF6qCtqb7sYcy/AFLUbbjPPSsFwgdm2OopsNAMRVE4u/QXaPskTJvC4oKkPZsCb/8BAIBmwnXQTbh2xGMdQSDW19dj2bJlWLduHd5++21GRc/GjRuxb98+nD592uROGq+99hreeOMNHD9+HNOmTTN5r99++w1btmxBRUUFnnnmGdxxxx2GEL++VQ0A/OMf/8B///tfREREoLGxESEhIVi3bh1eeukl858gCwCA/gGSLDblgw8+wJNPPomvv/4aN954IwBg7dq1WLt2LRQKBQ4dOoTc3FzcdNNN8PDwMHgY58yZY5d5oabS2dmJsrIyJCUlISoqCiRJoqenB52dnSguLrZqnjTB4cItKQVuSSmgbr0LusYGg2B0nxJH35NisTmyBg0rEFloo/k3AikrAE3CauhirhrxOIqiUFZWBqlUiqysLEYEYmNjI1asWIGcnBzGBeKmTZuwe/dunDx50mSB+NZbb+G1117D4cOHzRKIe/fuxb333ouOjg4sXrx4WM9IvUD88MMP8cMPP+Czzz7DNddcA7lcjieeeAI//fQT1qxZg/T0dPOeJAsA1pPoVPT392PRokX48MMPkZ2dPeqxarUaR48exfbt2/HLL7+AIAisXLkS119/PebPn8/ISU5PY2Mj6urqMHXqVAiFwmH3kySJvr4+Q2sdW82TBgCo+sFz6wKXbAcXI4SkWRyGlh3dqN+yj2kzWFwVLgcZWzeBM2n+iIfoBeLAwAAyMzPh7m7/cZ6tra1YunQplixZgo8//pgxgUhRFP72t79hx44dOH78OCZNmmTS49544w3861//woEDBzB79myT9zt8+DCWLVuG+Ph4PPbYY/jrX/9q9Lj29nbcd999SE5OxssvvwxPT08Al1+3yZMn4+mnn8YTTzxh8r4sf8KKRCdjsGvdVLRaLU6cOIGff/4Zv/zyC1QqFVauXImcnBxcddVVdjvpURSF6upqdHR0IC0tDX5+fiY9pr+/3yAY9fOkQ0JCEBwcbFU4naDk4FLtfwjG4QnsLMxT9nwpxPsLmDaDxUUJ+8v1iNp064j3O4JA7OjowNKlSzF37lx88cUXjKYQPfDAA9i6dSt27tw5pDein5+fIf/xzjvvRGRkJLZs2QIAeP311/H8889j69atmDt3ruEx3t7ehjZnxqioqMCqVaugVqvx73//Gzk5OQCM5xZ2dnbihhtuwJNPPolVq1YBuPy7x+PxcOONN4LP52Pr1q3jYtayrWFF4jhDp9Pht99+M8yTlkgkWL58OXJycrBkyRLDFRgd+5aWlkIqlSI9Pd2ifQbPk+7q6oJSqTQIRqFQaFU4naCUlwUj1Q4OJQY7r4B5KIrCudV7oOnsYdoUFhckcNlcTHj1IRAjeOUoikJ5eTn6+vqQlZXFiEDs6urC8uXLkZGRgW+++YbxlKGRHBRfffUVNmzYAABYtGgR4uLi8PXXXwMA4uLi0NjYOOwxL7zwAl588cVht+sdIW+++SaeeOIJvPnmm3jssceG3Kf/f4qiDIKxvb0d4eHhw9b75z//iSNHjiA/P3+YwGRF49iwInEcQ5Ikzp8/bxCM3d3duPbaa7FmzRosXbp01Ks8c9BoNCgqKgJFUUhLS7NJqHvwPOmuri7IZDIEBQVZPU/68uIqcKkO8Kh2cCgRCLBfESaQt2mRt2Yr02awuCDeaclI/Ph5cPjGzxODBWJmZiYj/WdFIhFWrFiBpKQkfP/994z0YmSS+fPno6OjA2VlZeDz+dDpdOBwOEOEqt5bqOdKEUkQBN566y18/PHHqK2tNRx3/PhxzJw5kzaniCvBikQWAJcFY0FBAX7++Wfk5uaipaUFS5YswZo1a7B8+XL4+vpaVG2sUChQWFgIT09PTJ06lbartivnSQcEBBgEo1UeAEoDLtUBDtkOLtkJtoOC/Wjb24vaF39l2gwWF4MfHYbJ32wGz994o2mKogyTn7KyshgRiL29vVi5ciViYmKwbds2RnPImUAikRimhx0/fnxYatKxY8dw+PBh7N+/H8nJyYZomI+Pz7CUrB07dmDjxo2ora2Fh4cHfv75Z9x666346aefDMWfLCPDikSWYehbPegFY21tLa666irk5ORgxYoVCAgIMEkwDgwMoLCwEKGhoUhKSrLb0HmFQmEQjAMDA/Dz80NoaKjF86TVajWKiorA41LImBYOPqcbXKoTBNipLXRS8a9KdO+8wLQZLC4E5S2A5IEceMdHQygUQigUwsvLa4j3ST/ilCmB2N/fj9WrV0MoFGLHjh2MhLmZRqFQYMaMGZDJZDh48KChQKayshK7du3Ck08+OeT4iRMn4r777sNDDz007D07evQoVq5ciaqqKpw/fx633XYbnn32WTz33HN2ez7ODCsSWUZFf9LUC8aysjIsXLgQa9aswcqVKxEcHGxU/LW3t6OiogLx8fGIjY21m0C8EqVSie7ubnR2dg6ZJx0SEmJSqEHvCfXy8kJqauqfnlBKBy7VDS7V9odg1NL8TMYf5288AFVTJ9NmsLgIBN8NSZ+8AH7KBMMEqJ6eHnh4eBgK4drb29HT04PMzExaG1GPhEQiwZo1a+Dt7Y1du3YxYgPT6CXJxo0b8emnn+LGG2/Ebbfdhvz8fBw+fBjnzp0DAKxYsQJRUVE4ffo0KioqkJKSgp9//hlJSUkGbyJFUTh79izWrFmDZ599Fk899RQeeeQRvPrqqwDYBtumwIpEFpOhKAq1tbXYvn07cnNzUVhYiLlz5yInJwerV69GWFgYCILAe++9hy+//BJ79uwxuYeWPRhpnnRISIjR/EuJRILCwkIEBwcbZmUbhSLBobrBozrApdpBwPx50ixDUYm0OH8dm4/IYjviX38UgdcMbR2m1WohFosN5wWSJBEaGorw8HAEBgbatahBJpNh7dq14HA42LNnj9EZ9+OJ8+fPY/HixVAqlfD19cXAwAB4PB4SEhKwadMmPPDAAwCAS5cuYcOGDTh16hReeOEFvPDCC0PWuXTpEhITE6HT6fDPf/4Tr732GgBWIJqKy4vEkydP4s0330R+fj7a29uxY8cOrFmzZsTjc3Nz8dFHH6GoqAgqlQpTpkzBiy++iKVLl9rPaCeAoig0NjYaBOOFCxcwc+ZMBAUF4ejRo/jyyy9tOpfT1ow1T7qvrw9FRUWIiYlBfHy86Z5QigSH6vmzUhoqep+Ii9JxpB/VT+1k2gwWFyHyodsRviHH6H361lydnZ2YNGkS+vv70d3dDY1Gg+DgYAiFQgQHB9NaOKJQKLBu3Tqo1Wrs27cPPj7G8yXHC3pP4KlTp3DXXXdBq9VCpVLhqaeewrx585CVlQXgz8KVvXv3YuXKlXjkkUfw9ttvD1lL3184JyfHUE3NCkTTcXmRuG/fPvz222/IzMzEDTfcMKZIfPjhhxEREYHFixfD398fX331Fd566y2cP3+e7dg+AhRFoaGhAbfccgtKSkoQGBiIiIgIrFmzBjk5OYiLi2Ms3GwKg+dJi0QicLlcaDQaxMbGIiEhwXLbKQoc9F7uw0i1gwOFbQ13YareqkXnT2eYNoPFBRCuvQYxT99n9HusF4hdXV3IzMw0pKBQFAWJRGK4kJTJZAgICDC027JlrqJSqcQtt9yC/v5+HDhwwKT+seMBvZBra2sDSZLg8XgICwsz3D+4Bc7PP/+Mm266CX/961/x0UcfGR6r/69MJjN4ZlmBaB4uLxIHQxDEmCLRGFOmTMH69evx/PPP02OYkyOVSrFu3Tq0tbVhz5494PF42LFjB3Jzc3HixAlMmTLFIBgnTZrk0IKxsbERtbW18PPzg0QiAZfLNXgYrZknfVkw9g8SjDLbGu5i/H7bUShqWpg2g8XJ8Z2ThknvPgmCNzxsTFEUampq0NHRgaysrFFzlPXFcN3d3ejr64OPj49hCtTgwhdzUavVuP3229He3o7Dhw8jICDAonXGC8Za3ADAs88+i82bN2P//v249tprR3wMKxDNx3GG+TooJElCIpEgMDCQaVMcko6ODkPF88mTJw1XwRs3bsT9998PsViMnTt3Yvv27di8eTMSExORk5ODNWvWjJ7nZ2coikJ9fT2ampqQkZGBgIAAwzzprq4uwzxpoVCI0NBQs+dJgyBAwh8k1x8aKhkEJOAZBCM7m3gw6j4dFLWtTJvB4uQIEmMx8fVHRxSItbW1JglEABAIBIiNjUVsbCzUarUh8nDp0iW4u7sbPIzmXEhqNBps2LABzc3NOHr0KCsQTcCYQDx69Cg+/fRTpKWlGR0TOPj9YAWi+bCexDF444038Nprr6GyshIhISH0GeekfPPNNzh8+DC++OKLUXt56cfr7dq1C9u3b8fBgwcRGxtrEIxTp05ldB5pRUUFRCIRMjIyjBax6OdJ61vr2HKeNEFJB40HZOdJ1+5pRdtLR5g2g8WJcQsJRMo3m8EPDRp2n14gtrW1ISsry6oCEZ1OB7FYjO7ubnR3dwOA4bwwWuGLVqvFvffei7KyMhw7doz9bTGRK3sgnj17Fk899RROnjyJ//73v7jlllsYtM41YUXiKGzduhX33Xcfdu7ciSVLltBrnBNjyTzpgYEB7NmzB9u3b8f+/fsRGhqK1atX4/rrr0dGRobdBKNOp8PFixchl8uRnp5uUsuJK+dJazQaww8DO0/aeirfrUXXVjYfkcUyOJ4eSP7yFXgmxg27j6Io1NXVobW11WqBeCUkSaK/v98QllapVIbCFz6fj+DgYACXzzkbN25EXl4ejh8/PiTPjmVkBv/O6HQ6/Pzzz3j55ZdRUVGBd955Bw8//PCw41ishxWJI/DDDz/gL3/5C7Zt24YVK1bQb9w4RiaTYd++fdi+fTv27t0Lf39/rF69GmvWrMHMmTNpa0MxeFxgenq6RdWL7Dxp23P6lgMg69j+iCwWwOVg0rtPwm+u8SLDuro6tLS0IDMz02ZjR42hHxva3d2NsrIy3HbbbZg+fTqWLVuGhoYGnD9/HsePH7dLi7AtW7YgNzcXlZWVEAgEmDNnDl5//XUkJSWN+rht27bhueeeQ0NDAyZNmoTXX38d1113He32jsUXX3yB7777DidOnEBgYCA2b96M//mf/wHA5hzSASsSjfD999/jL3/5C3744Qfk5Bhvm8BCDwqFAgcPHkRubi5+/fVXCAQCrFq1CmvWrMGcOXNsNuBeqVSioKAAAoEA06ZNs4kQpSgKMpnM4GHUz5PWC0arRmuNk3nSaokG5679EdCRTJvC4oTEPvM/EK69xuh99hKIxqiursa2bduQm5uLqqoqTJ48GTfddJMh1YZOz9eyZctw8803Y8aMGdBqtXj66adRWlqK8vLyET2pZ86cwYIFC7BlyxasXLkSW7duxeuvv46CggKkpqbSZutYXkCdTod//OMf+O6773DNNdfg9ttvNwhXViDSg8uLRKlUahjsnZ6ejnfeeQeLFy9GYGAgYmJi8NRTT6G1tRXffvstgMsh5rvuugvvvfcebrjhBsM6AoGAbU1gZ9RqNQ4fPozc3Fzs3LkTBEEYBOOCBQss7lsmlUpRWFiIwMBApKSk0HZi0c+T7urqgkQiMbTQCAkJsck8aS7ZDg7ZBQ7Hdb7CrSfFqPvHHqbNYHFCwjbkIOqh243epy9Ky8rKsrtABC4LmCeffBK7du3Cjh07UFFRgV9++QX79+9HSEgIcnJycPvttyMzM5N2W7q7uxESEoITJ05gwYIFRo9Zv349ZDIZdu/ebbht9uzZSEtLw8cff2zx3noR2NvbC7FYDLFYDD8/PyQnJxuOGUvsaTQaFBcXY+LEiYZiH1Yg0ofLi8Tjx49j8eLFw26/66678PXXX2PDhg1oaGjA8ePHAQCLFi3CiRMnRjyehRk0Gg1OnjyJbdu2YefOnVCr1Vi5ciVycnKwePFik0VXX18fCgsLER0djYkTJzrtPGl9sU1frwgzM6Lgye91iXnSdZ80ofWL40ybweJkBFyTjfgtD4MwIhQuXbqExsZGZGZmMtKkmiRJPP//7d13fE33/8Dx180ilSkkglQQEjsR1I5NEDdqtaW2ltDW6KCtGjVqVvWLFkVLUyOJRNWolUSIFUmMxBYzQyJ7597z+8PvnookJJGFz/Px8Hhw7jnnfs5177nv+xnv93ffsX37dnx9fWnYsKH8WHp6OkeOHMHHxwcHBwe5ikhpunHjBg0aNODixYsF9gq+/fbbTJ8+XZ7nBzBnzhy8vb0JDQ0t1vNqArnjx4/zzTffcPbsWTIznxQbGDZsGIMHD2bQoEG59n2WSqXKM+oj5iCWrtc+SBRePyqVioCAADw8PPD29iY5OZm+ffuiVCrp0aNHgYtPoqOjuXz5Mg0aNMDKyqqMW/2fZ+tJGxoaygFjYepJq1QqLl26RGpqKi1btvwvyJTrSUeiLUW9kvWkgycGknz+enk3Q3iFVGlhi+262WhVzvtDsbwDREmSWLBgAZs2beLYsWM0bty4zNvwNLVazYABA0hISCAgIKDA/fT09Pj9999zrRZeu3Yt8+bNIzq66POFn66g0rt3b7S1tRkyZAiWlpZcvnyZQ4cOUaVKFaZPn87MmTOLdW1C6RB5EoVXjra2Nk5OTjg5OfHTTz9x6tQpPDw8mDVrFuPHj6d37964urrSu3dvec7NqlWr8PDwwMPDo9xXE1auXBkrKyusrKzIysqSA8YbN25QpUoVOWDMb1gsJyeH0NBQVCoVrVq1yj3PUaGNSlEDFTX+vzxgLDpywJhVhldYPKosNSmXI8q7GcIrpFJtC2xWfplvgBgREVHuAeLSpUvZuHEjR48eLfcAEWDy5MlcunTpuQFiaVAoFNy6dYtx48ZhYmLC8uXL+eCDD+THZ86cydKlS/H390epVNKoUaMybZ9QMDGIX8b8/f1xcXGhZs2aKBQKvL29C33siRMn0NHRwd7evtTa96rR0tKiffv2rFy5khs3bnD06FHq16/P/Pnzsba25r333mPMmDEsWrSIWbNmlXuA+Cw9PT1q1apFy5YtcXJywtramqSkJE6fPs3Jkye5ceMGSUlJSJJEVlYWQUFBALRs2fL5C2EUWqi1zMnSbkG6dk8ytNqRrbBGzUvMhSxlSeGZSJnZ5d0M4RWhbWxAg5+/RtfUKM9jd+7c4fbt27Rs2bLcAsSffvqJn3/+mYMHD9KsWbMyb8OzpkyZwt69ezl27NgLV1XXqFEjT49hdHT0S90/T5w4wY0bN/j4449zBYgBAQH8+OOP2NnZMWrUKBEgVjAiSCxjqamptGjRgjVr1hTpuISEBEaOHEn37t1LqWWvPi0tLVq3bs2SJUu4cuUK/v7+REZG4uPjQ7Vq1diyZQvbtm0jPj6eijjLQldXF0tLS+zt7XFycqJevXqkpaVx7tw5AgICOHHiBNra2tjb2xdtlbdCC7VWNbK1m5Gh3ZMM7Q5kK+qh5sU5IctSYvCbmRdSKDqFrg42K7+kcp2aeR67e/cut27dwtHRESOjvAFkaZMkibVr17Js2TIOHDhAy5Yty7wNz7ZnypQp7N69m6NHj1K3bt0XHtOuXTuOHMmd0P7QoUO0a9eu2O3w9/dHW1ubDz/8UN525swZevbsSa1atZg/fz7Dhg0DIDIykps3bxb7uYSSI4aby5izszPOzs5FPm7ixIl88MEHaGtrF6n38U2VlZXFDz/8QFJSEuHh4aSnp+Ph4cHatWuZMmUKXbp0QalU0r9/f6pVq1bhJj5ritnXqFGDxMREzp8/j66uLsnJyZw4cUJeJW1qalq0tisUqKmKWrsq2VJjFCQ+VR6wfOtJJ4Y8LNfnF14ddedPwdAhb4/T3bt3uXnzJi1btiy3AHHjxo0sWLCA/fv306ZNmzJvw7MmT56Mu7s7Pj4+GBoaEhUVBYCxsbE8f3vkyJHUqlWLxYsXA/DZZ5/h5OTEihUr6NevH9u3b+fcuXOsX7++2O3Q0tJCpVJx9+5d6tWrR3BwMF27dsXc3JzFixczePBged9t27Zx6dIlVq9eLbKKlDPRk/gK2Lx5M7du3WLOnDnl3ZRXQmJiIs7Ozty9e5cTJ05Qt25dGjduzHfffUdwcDCXL1+ma9eubNmyBRsbG/r378/69euJioqqcD2MiYmJ8mrsDh064OTkROPGjVGr1Vy4cAF/f3/CwsKIi4tDrS5ibkGFAklhQrZ2IzK0u5Ku7USWVkPUlMMK0Bw1yaG3y/x5hVdPrSkfULV3hzzb7927JweI5RFYSJLE77//zuzZs9mzZw/t27cv8zbkZ926dSQmJtKlSxcsLS3lPzt27JD3uXv3LpGRkfK/27dvj7u7O+vXr6dFixbyIsHC5EjU3IeevR/Z2NgAcP/+fUJDQ+nSpYucDFvTgwhPpgosWrSI6OjoUiukIBSeWN1cjgqT3Pv69et07NiR48eP07BhQ+bOnYu3tzchISFl1s5Xzc8//8z+/fvZtWvXc8tuSZJEREQEnp6e7N69mzNnztC2bVsGDBiAUqmkVq1a5drDGBcXJ+cDq1OnTp7Hn60nrVarqV69OhYWFs+tG1sYZV1POik8g5BRO0v9eYRXW7WB3anz7cd5Ppf37t3jxo0bODg4YGJiUubtkiQJd3d3pk+fjo+PD926dSvzNlQEmhQ1jx49YseOHVSuXJn333+fKlWqEBwczIABA8jIyCAzMxMjIyMWLFjA6NGj5eNjY2OZPn06u3fvZtWqVYwbN678LkYARJBYrl4UJKpUKtq2bcu4ceOYOHEigAgSC0GSJFQqVZHm7UmSxP379/Hy8sLLy4uTJ0/SsmVLXF1dUSqV1KlTp0wDxujoaC5dukSjRo2oWTPvvKtn5VdPulq1alhYWLwS9aTv/hVNxI8HS+XcwuvBqG0LbH6aiZZu7s/1/fv3uXbtGi1btiyXABGelLCbPHkyHh4e9OnTp1zaUN40AeK9e/cYOnQop0+fpmHDhvz99980aNAAtVrN119/zfLly1EoFEyfPp0lS5bIx8fFxfHtt9+yfv16PvzwQzkvsciDWL5EkFiOXhQkJiQkYGpqmusLXq1WI0kS2tra/Pvvv2/sL9bSJEkSUVFR7N69Gy8vL/z8/GjWrJkcMNrY2JTqTUvzpdesWTOqV69e5OMlSSI5OVnuYXy6nnS1atWKXakGSq+e9MWvQog/dqGEzia8bhRW5tT+6SuqWdXKdT988OABV69excHBQa6+Uda8vb2ZMGEC27dvx8XFpVzaUN40ya+jo6Np3749cXFxuLm58c033+QazVGr1YwbN47ff/8dExMTPvnkE2rVqoWWlhZr1qwhNDSUPn36sG/fPiD/5NlC2RJBYjl6UZCoVqsJCwvLtW3t2rUcPXoUDw8P6tat+9zhVOHlSZJEXFwcPj4+eHh4cPToUWxtbVEqlXI+r5IKGDXD3xEREdjb25fIl96rUE9akiQCe+0mJzGl+G0RXlvaZsZUnjeBWFWW3ENevXp1srOz5SHm8goQ9+7dy5gxY9i6dWuuMq5vovT0dEaNGoWHhwfLli1j2rRpaGlpyQHk0wHfvHnz2LVrV67vNysrK1xdXfnpp5+AJzlhi5TFQSgVIkgsY0WtJf0sMdxcfiRJIiEhgT179uDp6cmhQ4ewtrZmwIABDBw4kKZNmxa7fqgkSVy/fp3IyMhSze1W6vWkpUi0pUcoKPwimpRbWZx/b3vxn1t4bWnpV8J243yqNKqHJEmkpKQQExPDgwcP5HlttWrVonr16i/3/i2GgwcPMmLECDZt2pRr4cWb6vbt23Ts2BFbW1uOHj0K5C2v93SgePfuXYKDg0lMTERfXx9HR0fq1auXZz+hfIkwvYydO3cuVy3p6dOnA//Vho6MjOTu3bvl1TzhORQKBaampowaNYpRo0aRlJTE3r178fT0pHv37lhaWsoBo4ODQ6EDRrVaTXh4OI8fP6Z169aFKs1XXFWqVKFu3brUrVtXricdFRXF1atXMTY2lgPGgkobFkihi0phRWaOJaGhQZgZZdKgrj46PHphPen4kKSXuCLhtaWloN4P06jS6EngoFAoMDQ0JDk5mZycHJo2bUpmZiaRkZFcuXIFIyMj+f1bmp8hgGPHjvHhhx/yyy+/MHTo0FJ9rookKiqKGjVq5DtPMDQ0lMjISHn+fGZmZp7A/enA7+233+btt9/O8xxqtVoEiBWI6EkUhBKQkpLC/v378fLy4p9//qFq1aq4uLgwcOBAWrduXeBNT6VScfHiRdLT03FwcPivDnMZy8zMlHsY4+PjMTQ0xNzcHAsLi0J/4WZlZXH+/Hn09PRo0aLFk2suRD3py7MvEXfwfElfkvCKe3vmeMyH9s61LTIykvDwcFq0aIGZmZm8PTMzk0ePHhETE8Pjx4+pUqUK1atXx9zcHENDwxKdQ3z8+HEGDx7MqlWrGDt27BuzqGL27NksXbqUo0eP0qFD3hRE//zzDy4uLowYMaLAkTBNz+K5c+eoV68eVatWLe1mCy9J5EkUhBJgYGDAkCFD+Ouvv4iOjmbVqlUkJiYyaNAg7OzsmDFjBsePHycn578gKS4ujkGDBvHgwQNatWpVbgEiQKVKlbCyssLR0ZHOnTtTu3Zt4uPjOXnyJIGBgdy8eZOUlILnDGZkZHDu3Dneeust7O3t/wuKFdqotGqQpe1AunZvMrTeIUfxNhJP5kJKkkRSsMiPKORm8aFLoQNEePL+rV27tlzesm7durmqFV29erVEKi0FBgYyZMgQli5d+kYFiAC3bt0iOzubc+fO5dqueU0bNmyIgYEB586d4+rVq3mO1wSI8fHx9O7dm99++61M2i28HBEkCsWqJ52Zmck333xDnTp1qFSpEtbW1mzatKn0G/sK0NfXx9XVlT/++IPIyEjWr19PVlYWw4cPp0GDBnz66ad4enrSrVs3kpKS6NSp00utOC5p+dWTTk5OzreeNCB/GRsbG9OsWbOCh9nzqSedkWJFEaYvCm8A0+7vUPuzEbm2RUVFER4eTvPmzfMEiM/S1dWlRo0aNG/eHCcnJ+zs7MjJySE0NBQ/Pz8uX77Mo0ePUKmePw3iWefOnWPQoEEsWLCAiRMnvjEBouZz/ueff7Jv3z4+++wzVCoVwcHBwJNpADk5OVhYWODs7MyVK1dYu3Ztrh+VmZmZaGlpkZWVxfz58+XRCqHiE8PNAvv37+fEiRM4Ojry7rvvvjDBN4BSqSQ6OpoFCxZgY2NDZGQkarU632EI4Yns7Gz8/PzYvHkzHh4eWFtb88477zBw4EC6dOlS5hPviyonJ4e4uDiio6OJjY1FT08PExMTYmNjqVGjBra2tsX64pTUalIvXif+cCDxR06RFRVXCq0XXgVVmjbAdv0ctCr/91mIjo7m8uXLNG/enGrVqhX73JqFZ5ppFU+vlH5RaqiQkBD69evHN998w4wZM96YAFHj2ZXGTZo0ITw8nEOHDtG9e3d5+5EjRxg+fDgxMTG4ubkxZcoU7Ozs5MeXLl3KwoULcXBwYO/evRgYGJTpdQhFJ4JEIZfCVIE5cOAA7733Hrdu3RJzSoro8uXL9OrVC1dXVwYNGoSXlxfe3t6kpKTQt29fXF1d6d69e9EXjpQxlUrF/fv3uX79OgqFAl1d3eLXk36KJEmkhd0k/vAp4o+cIvN+dAm3XKio9GqZ0+j3RehW/a+kniapfPPmzYuVM7QgT6+U1qSGqlq1qvz+fTq12KVLl3B2dmbGjBnMmjWr1ANEf39/li1bRlBQEJGRkYX60f7nn3+ydOlSrl+/jrGxMc7OzixbtuyFva6F9ewqZTc3N3755ReqVq3Ktm3bciUQ37NnDx9//DHR0dHY2dnRtGlTGjVqxPHjx/H19cXGxoaAgADMzc3FKuZXgAgShVwKEyS6ublx7do1WrVqxdatW6lSpQoDBgzg+++/r/DBTXk6deoU/fr149NPP+W7776Tv2xUKhWnTp2SywPGxcXRu3dvXF1d6dWrV4XMhRkfH09ISAj16tXDysqKx48fy1+4gLzoxdTU9KXSAqVfi5ADxoyIhyV5CUIFom1UBbvNC9GvW0veFhMTw8WLF0s8QMxPWloaMTExPHr0iK+++oqUlBScnZ155513cHNzY9KkScydO7dMehCLOrJz4sQJOnfuzI8//oiLiwsPHjxg4sSJNGzYEC8vr5duz9OB3JkzZ2jTpg0A8+fPZ+7cuRgaGrJt27ZcicT9/PxYt24dx44d49GjRwDUqFGDDh068L///Q8LCwsRIL4iRJAo5FKYILFPnz74+vrSo0cPvvvuO2JjY3Fzc6Nr165s3ry57Br7ComJiaFBgwYsWrSIyZMnF7ifWq3m3LlzcsD44MEDevbsiaurK3369MHIyKgMW52/2NhYLly4QMOGDaldu3auxyRJIj4+Xg4YVSpVidSTliSJjFv35YAx/YZIE/W6UOho03DdbAwdm8jbNAFis2bNMDc3L9P23Lt3j127drFnzx7Onz+PqakpEydO5N1338Xe3r5Mh5oLcz9evnw569at4+bNm/K2n3/+mSVLlnD//v2Xev6nU90olUru3bvHDz/8QK9evQBYvHgx33zzDW+99RZ//PFHroTiCQkJJCUlERoailqtxsHBgWrVqvHWW2+JAPEVIoJEIZfC3JR69erF8ePHiYqKwtj4ydCQl5cXgwcPJjU1VfQmFuDGjRvY2NgUen+1Ws2FCxfw8PDAy8uLW7du0aNHD5RKJf369cPY2LjM50Zphv+aNGlCjRo1nruvpp60pjxgSdaTzoh4QPyR08QfOUXaFbE6+lVWd8GnmPXtJP/70aNHXLhwoVwCRI1bt27Rp08flEolHTp0wMfHh3379mFmZoarqysDBw6kY8eOpR7oFOZ+fOLECbp27Yq3tzfOzs7ExMQwdOhQbG1tWb9+fYm0Y+7cuXz//feMGTOGRYsW5fp/Wb58OV9++SWVKlXi999/l/NGFlQxRdRifrWIIFHIpTA3pVGjRnHixAm5cgxAeHg4jRs35tq1azRo0KAMWvpmkSSJsLAwOWAMDw+na9euKJVK+vfvj5mZWanfeDV1cotTU7o060ln3o8m/uhp4g+fIvXS9WKfRyh7NScNo+aEwfK/Hz16xMWLF2nSpAkWFhbl0qY7d+7Qp08fXFxcWL16tTxdIiMjgyNHjrB7926OHDlCWFhYqf8gLsz9GGDXrl2MHTuWjIwMcnJycHFxwdPTs9ifq2cDvN69e5OVlcWff/5JzZo1kSQpV9Lrn376iWnTpqGjo8PmzZsZPnw4ICqnvA5EkCjkUpib0vr165k6dSoxMTHy6jQfHx/effddUlJSRE9iKdOU8NMEjKGhoXTq1AmlUomLiwsWFhYlHjDevXuXGzduYG9v/9KLlUqznnRWVKwcMKaEXgVxe6uwzFy6YD3XTX6vxsbGEhoaStOmTcstQHzw4AG9evWiV69erFu3rsD5tGXVG1aY+3FYWBg9evRg2rRp9O7dm8jISL744gtat25dqFyEz7sWNzc3atasydatW1mwYAFDhgzJtYjl6b+vW7eOyZMno6WlxebNm/nwww+LfsFChSOCRKHI9aRTUlJo1KgRbdu2Zd68ecTGxjJ+/HicnJzYsGFDeV7KG0eSJG7fvi3PYTx79ixt27ZFqVSiVCrl3Jcve/67d+/i4OAgTy8oSWlpaXLAWJL1pLMexZNw7AzxR06RHHQZ1OJWV1EYtmlGg59nofX/PV1xcXGEhobSuHHjF05jKC1RUVH07t2bjh07snHjxgrRA1aYIPHDDz8kIyODXbt2ydsCAgLo1KkTDx8+xNLS8rnPkZaWhkKh4N69ezRo0EC+Xxw+fJhevXrx9ttvk5iYyIIFC5g8eXKe3sGnA8WNGzfy0UcfAbBp0yZGjx5dzCsXKgqRTFvg3LlzODg44ODgADypJ+3g4MB3330HkKeetIGBAYcOHSIhIYFWrVoxfPhweWhGKFsKhYJ69erxxRdfcOLECW7dusXgwYP5+++/adSoEd27d+enn37izp07Ra42oemxvHfvHq1atSqVABHgrbfeom7durzzzjt06NCBatWqERUVxfHjxzl79ix37twhPT29yOfVq26K+dDe2P46hxaHNmAwaTA5tlZQAb7832SV69Wm/rIZeQLERo0alVuAGBMTQ79+/WjTpg0bNmyoEAFiYaWlpeXp8dS0/0Wf+dDQUD799FPatWuHo6MjgwcPZu3atWRlZdGjRw9+/vln7t27R2JiImfOnJHPrVb/lwFfS0tL/vf48eP59ddfAWjcuHGJXaNQfkRPoiC8hiRJIioqit27d+Pp6Ym/vz/NmzfH1dUVpVJJ/fr1n9vDKEkS4eHhxMXF4ejoWOj6zSWpJOpJa9y6dYu7d+/SsmVL3pIUJPgHEX/4FEmnQpGy89aTFkqHbjUT7LYsolLNJ3Nanw4QX9TjVVpiY2Pp168fdnZ2uLu7l3v1o6KO7GzZsoUJEyawevVqebh56tSpaGlpcfr06QKf58SJEwwcOJDY2FjMzc3l9FWGhoaMHTuWRYsWoa+vz5YtWxg7diwAP/zwA19++SWQN3fi0/+Oi4vDzMwszz7Cq0cEiYLwmpMkidjYWLy9vfH09OTYsWPY2trKAaOdnV2ugDEzM5ONGzdib2+Po6NjudaU1sjKyuLRo0fExMQQFxdHlSpV5ICxSpUqBQa8kiRx8+ZNHjx4QMuWLfOUAlOlpJFw/EnAmHgyGCkzuywu542kVbkSthvnUaVxfQAeP35MSEgIdnZ21KxZs1zaFB8fT//+/alTpw47d+58qfmwJcXX15euXbvm2T5q1Ci2bNnC6NGjiYiIwNfXV37s559/5pdffuH27duYmJjQrVs3lixZQq1atfKcB+D06dN06dIFMzMzpk+fztixY7l8+TLe3t5s3ryZ9PR05syZw4wZM9DW1sbd3Z2RI0eip6fHDz/8wKeffgrkDRQ18xvFCubXhwgShQqpIlYdeB1o8hju2bMHT09PDh06RL169RgwYAADBw6kTp06DBo0iJiYGAICAipkfdXs7GxiY2OJiYkhNjaWypUrY2Fhgbm5OYaGhvKXkyRJXLt2jejoaBwdHV+YlFyVlk7iiRDiDweSGHAedXpmWVzOm0GhwGblF5g4tQYqRoCYmJgoL/Ty8vKq8GUxS0poaCjt27fH3NychQsX8sEHH8iPPXz4kLVr17J06VLat2/PwYMH5ddl+/btjBo1Ch0dHb7//numT58O5A0UhdeLCBKFCqmiVR14XSUmJrJ37168vLzYv38/xsbGGBgYsGrVKpycnCr8zV+lUhEbGyvXk9bV1cXCwoLq1asTGRlZ7OFydUYmiYGhxB85RaL/OVQpRZ8TKfzH6suxWLznDDzpvQsODsbW1rbAnq7SlpycjKurK4aGhuzZs6dC9JaXhcuXL+Pg4ICOjg7bt29nwIABQO6UN9euXcPJyYno6GjOnz+Pvb29fLyHh4e8ann+/Pl88cUXgEh18zrLm+lSECoAZ2dnnJ2dC71/YGAg1tbW8jBI3bp1+fjjj1myZElpNfG1YGxszPDhw3F2dpZzodnZ2fH+++9TtWpVBgwYgKurK61bt66QXwLa2tpYWFjIZb4eP35MdHQ0QUFBSJKEpaUlGRkZ6OvrF2n4S6tyJUy7tsG0axvUWdkknblI/OFTJPieQZWUWopX9Poxf7+vHCAmJCQQHBxMw4YNyy1ATE1NZciQIVSuXJndu3e/MQEiPAkAc3JyyMnJISgoSA4Sn+59t7KywsLCgujo6Dw/EgcPHoyuri7Dhw9n7ty5pKWlMWfOnAp5bxBKRsXuJhCEQmrXrh337t1j3759SJJEdHQ0Hh4e9O3bt7ybVuFFRkbi5OSElZUVZ86cYceOHURFRbFq1Sri4+MZNGgQjRo14vPPPycgIACVSlXeTc6Xtra2PFleX1+fpk2boqWlxcWLF/Hz8yMsLIzY2NhcKzMLQ0tPF5OOLak7140WhzbSYO23VHu3Bzqm5V8isaIz6dIaq+kjgdwB4rPlHMtKeno6Q4cORa1Ws2fPngpZF700DRw4EG9vbwC+//57uSdQW1ubjIwMFAoFd+/e5c6dO/Tr14/mzZvnOYdSqWTXrl1kZmYyb948wsPDy/IShDImhpvfcMnJyQAVcu6ZRnlVHXgT3Llzh+7du9O+fXs2bdqUbxktTaUJT09P9uzZg46ODi4uLri6utKxY8cK8/pqyhimp6fj6OgoL0IoqJ60ubk5ZmZmxa8nrVKRHHyF+MOBJBw9Q3ZsfElezitPq14t3v7pK8xq1iAxMZHg4GBsbGywsrIql/ZkZGTw3nvvkZSUxMGDB0stpVNF9fRikn379tG/f38Apk6dysqVK4EnQXTHjh25efMma9asYfjw4QUuQtm3bx/p6ekMGjSo7C5CKHMiSHxDhYaG8tdffxEaGsq9e/eoVq0a/fr14/333y+3X/kFKYuqA2+qmJgYNmzYwKxZswo1/zA7OxtfX188PDzw9vZGpVLh4uKCUqmkS5cu5bY6VKVSERoaSnZ2Ni1btiwwcH26nnRMTAxZWVlyPWkzM7N8g+TCkNRqUi5cI+HIKeKPnCIrKu5lLueVp21RFb3vxvEoMw1JklCpVNSqVQtbW9tymeeamZnJiBEjiI6O5tChQ5iampZ5GyoCzde9QqGQk2UDTJs2jRUrVtCxY0cCAwOZO3cun3/+eaGrZ4nVzK8vESS+gYKDgxk+fDhXrlzBxMQEY2Nj0tLS5NQigwcP5qOPPsLR0bHYX5olqSyqDghFl5OTQ0BAALt27cLb25u0tDT69u2LUqmkR48eZTbXS6VSERISgkqlwsHBodA9m0/Xk46JiSE9PR0zMzMsLCxeqp60JEmkXr5BwpHTxB85Reb96GKd51WlbfAWdlsWoF/PioSEBM6fP4+RkRHp6elkZ2fn6sUti/tLdnY2I0eOJCIigqNHj77x2Q6eDhT9/Pzo1q0bkiRRu3Zt7t+/z9y5c/nkk08wNTUVwZ8ggsQ3zePHj3Fzc2Pnzp306NGDNWvWYGNjQ3h4OGfPnmXbtm0cOXIEGxsb3N3dadWqVXk3uVBB4qBBg9DR0WHHjh3ytsDAQNq3b8+DBw/KLc3Gm0KlUhEYGCiXB3z8+DF9+vTB1dWVnj17ltrcr5ycHIKDg1EoFNjb279U0JGSkkJMTAzR0dGkpqZStWpVeaV0cXtIJUki/VoE8Yef9DBmRDwsdvteBQodbRr87xuM2jQjKSmJoKAg6tWrR506dXIF5dHR0WRkZOSq2V0a0xZycnIYN24c4eHhHD16FHNz8xJ/jleVJnXNiRMn6NatG9nZ2djb23P69Gl0dXXJzMx8Y9ICCQUTQeIbQvOL0N/fn7Fjx5KVlcWvv/6a7wrizZs3M2/ePP744w86d+5cDq0tu6oDQslTq9WcPXtWDhgfPnxIr169UCqVODs7l9j81+zsbM6fP4+uri4tWrQo0RWWaWlpcjBTUvWkJUki49Z9OWBMv3H3xQe9YqznTaaaS5c8AWJ+NEF5TEwMKSkpJVazW0OlUjFx4kTOnz/PsWPHyq3kX0WmCRQDAwPp3r07GRkZjBo1is2bNwO5U+MIbyYRJL5hAgMDcXV1JTk5maCgIBo1aiSvVlUoFHIdzsDAQOzs7MptaKYsqg4IpU+tVhMaGoqHhwdeXl5ERETQo0cPBgwYQL9+/TA2Ni7WcFZWVhZBQUHo6+vTvHnzUp3nlpGRIQeMiYmJGBsby8FMYeds5XveiAfE//+QdNqV2yXY4vJh+dEQak0cKt9brK2tsba2LtSx6enpcsBYEq+xSqXi008/JSAgAF9fX3EPeA5NoBgcHEyXLl1ITk5myJAh8qiMCBTfbCJIfMM8ePAAW1tbsrOzmTdvHpMnTy50z05OTg7a2tpijopQLJIkcfnyZTw8PNi9ezdXrlyha9euKJVK+vfvT9WqVQv13srMzCQoKAgDAwM5zU1ZKaietLm5ebGG1DVlAx+GhlHncSZpx4NJvXS9FFpeusz6dcZ6/hRSUlIICgqiTp061K1bt1jnyszMlEswPn78GAMDg1yv8YveI2q1munTp3P48GGOHTtWYE/mm+RFVVE0j1+6dAknJyfi4+N599138fDwAMTClDeZCBLfQAsXLmT27NkAjB49mvHjx9O+fXsg96Tm51Gr1UiSJJKoCsWiKZnn6emJl5cXoaGhdOrUCVdXV1xcXDA3N8/3PZiSkkJISAgmJiY0adKkXL+4iltPWkOSJG7cuMHDhw9p1aqVHGRmRcUSf/Q08YdPkRJ6FSr4LdqwVRMarPmGtMxMzp0791IB4rPyK8GoCRiNjIzyvMZqtZqZM2eyZ88efH19qVevXom0oyJ7NoDTrCbX0dEhPDycGjVqFGo1t6ZqypUrV+jevTuRkZG0b9+egICA0my+UMGJZNpvoG+++YZly5ZRt25dtmzZwrhx41i2bBmJiYn5frGdOnUKXV1dFixYIG/T0tKSA0TxO0MoKoVCga2tLV9//TVnz57lypUr9OnTh7/++ouGDRvi7OzMunXrePDggfz+CgsLo02bNiQnJ5d7gAigp6dHrVq1cHBwoEuXLlhbW5OSksLp06c5efIk169fJykpKd/PhyRJXL9+ncjIyFwBIoBejWpYfNAPu03f0/zAr7w9czyGrZqAVsXryalsXYv6yz+XA8S33367xAJEAF1dXSwtLWnRogVdunTBxsaGjIwMzp8/z/Hjx/n111/5559/yMrKQq1WM3v2bHbv3s3hw4fLLED09/fHxcWFmjVrolAo5GTVz5OZmck333xDnTp1qFSpEtbW1mzatKlYz6/5HOzcuRM/Pz8UCgU6Ojr8888/dOvWjU2bNpGdnf3C82hra6NSqbCzs8PPzw8dHR0aNGhQrDYJrw/Rk/iGSklJYc+ePaxdu5aTJ08C0KlTJ/788888eRLnzZvHvHnzGDFiBMOGDWPbtm3o6ury7rvv4uLigra29hsxHLF48WK8vLy4cuUK+vr6tG/fniVLlmBra/vc43bt2sXs2bOJiIigQYMGLFmyRFSCKYAkSdy7dw8vLy+8vLw4efIkrVu3pnPnzmzcuJHevXuzfv36Cl1TWlNPOiYmhkePHqGrqyv3MGoSOF+7do3o6GhatWpV6LrS2fGJJBw7S/zhUySfu4SUU76Vb3SqGtPo94VkG1chKCiI2rVrU79+/TJ5brVazePHj1m4cCE7d+5ErVbTtGlTwsLC8PX1pUWLFmXSDih6nXl4UrUkOjqaBQsWYGNjQ2RkJGq1mg4dOhSrDQEBAXTu3Bk7Ozu8vb1JTEzknXfeoV69eqxbt46ePXsW+lyaHsWEhARMTEyAFw9XC68vESS+QfL7oGdnZ7Nt2zaWLl3K1atX6du3L15eXnLKj+zsbDp27MjZs2cxNTXF2NgYHR0dUlNTiYyMpF+/fqxZs4a33367PC6pTPXp04f33nuP1q1bk5OTw9dff82lS5cICwsrcD7ayZMn6dy5M4sXL6Z///64u7uzZMkSzp8/T9OmTcv4Cl4tkiQRGRnJ//73P1asWMHbb7+NkZERrq6uKJVK6tevX+F/mGjqSWvmMWpra8vpRVq3bl3s1EA5ickk+J0j/shpkk6FImXnlHDLn0+rsh4N189FUbcm586do1atWtjY2JRpGzSys7OZOXMm+/fvJysri5SUFPr378+7775Lnz59MDAwKLO2FCZd14EDB3jvvfe4desWVatWLZHnzcrK4pNPPmHDhg3UrVuXO3fu0LBhQxYvXoxSqSzy+Z7+0S8CxDebCBLfUJIkIUmS/OFfuXIln3/+OWZmZuzfv1/Oj3jhwgXs7e0B+Oijj1ixYgVqtZqQkBCWLVvG3r17+fzzz/nhhx9eODFarVa/cJVcYedEVgSPHj3C3NwcPz+/AlMFDRs2jNTUVPbu3Stva9u2Lfb29vzyyy9l1dRX1vnz5+nVqxefffYZEydOZPfu3Xh6enLs2DEaNWqEUqnE1dUVW1vbCv+eUalUXLhwgfj4ePmzoplfV7Vq1WJ/Eeckp5IYcJ74w6dIPBmMlPniocWXolBQf9kM9N5pKgeI5RWwS5LEqlWrWLFiBUeOHMHe3p7z58/j5eWFp6cnd+7coXfv3vz2229lkqmhMEGim5sb165do1WrVmzdupUqVaowYMAAvv/++5daLQ9P7jeenp7o6Ojw5ZdfMn/+fECsUBaKT/w8eAOkpKTw22+/ce3aNeC/RSdPfyl99NFHtG7dmri4uFwF2w8ePAg8KQz/yy+/UKVKFQwNDenUqRO///47xsbGbN68mUePHuV5XpVKxc2bN0lJSUFLS6tQNymFQlHhv+w1EhMTAZ7bGxAYGEiPHj1ybevduzeBgYGl2rbXQWBgIN26dWPmzJnMnj2b6tWr89FHH3HgwAGioqKYOnUqwcHBtG/fnjZt2vD9999z6dIl1Gp1eTc9D0mSuHr1KqmpqbRr1w4nJydatGiBlpYWYWFh+Pn5cenSJbm2dFHoGFbBzLkTNiu+wP7Ib9RbMh3Tnu3Q0i+dRMi1p42UA8SaNWuWa4C4Zs0ali9fzoEDB3BwcEChUODo6MjChQu5cuUK58+fp0OHDhWqDN+tW7cICAjg0qVL7N69m1WrVuHh4YGbm9tLnffhw4ecPHkSbW1tsrKy2LlzJ4cPHwZAR0dHzB0XikUEiW+A8PBwuafw0aNHaGlpyQGi5gtVW1ubixcvAsi9iDk5OXh5eQEwadIk4Engp7nZaGtr06lTJ9LT07lw4YL8fFlZWfz111/06tWLrl27Ym1tTefOndm6dSupqalA7sUumr//9NNPvPvuu1y/XvFTgKjVaqZOnUqHDh2eO2wcFRWFhYVFrm0WFhZERUWVdhNfaRkZGQwZMoSFCxfy+eef53pMoVBQtWpVxowZw99//010dDSzZs3i6tWrdOnSBQcHB+bMmUNwcHCFCBglSSI8PJzHjx/j6OiIvr4+CoUCU1NT7Ozs6NSpEy1btkRPT49r167h5+fHhQsXiIqKIienaMPI2m/pU7VnO+ovmY79kd+ov+ILqjp3Qtvg5XqoNMyH9cFwYFeCgoKoWbMmNjY25RYgbtiwgYULF/LPP//Qpk2bfPdr1KgRX3zxRYUaLlWr1SgUCv7880/atGlD3759WblyJb///jvp6enFPq9KpWLKlCm4u7sze/Zsrl27xscffyyPYigUChEoCkUm+p/fALa2tvTt25cVK1bQvHlzJk2axIABA2jcuDF6enrExsayfv16MjIyaN68ubwQ4+rVq5w+fZpmzZrRrl07AHlFc05ODkZGRujp6cl1n+FJ2b+ff/6ZefPmoaWlRceOHalUqRJXrlxh1KhR+Pn5sWHDhlxfLJq///XXX5w5c4bx48fToEGDCr0YZvLkyVy6dEmkhygllStXJjg4mOrVq79wX2NjY0aMGMGIESNITk5m3759eHl50adPH6pVq8aAAQNwdXWldevWZR4sSJJEWFgYCQkJtGrVKt961gqFAmNjY4yNjWnQoAEpKSlER0dz69YtLl++XOzSdVqVK2HatQ2mXdugzsom6fQF4o+cJsH3DKqk1CJfi3FnR8zchhEUFESNGjXKNUD8/fff+e6779i7d6+cvutVYWlpSa1ateRFTPAkmJUkifv37xdpRfHT90grKysmT56MgYEBgwYNAuD777/nk08+ITs7m4EDB6JQKOSh55SUFDIzM9/4WtbC84kg8Q1gZGTEl19+iZWVFb/88gvz589n06ZNNGzYEAMDA+7cuUNwcDD6+vpMmTJF/iI9dOgQAE2aNKFKlSq5JjBrho41w6atW7cGYOPGjaxatQoLCwt++uknhg4dilqt5tKlS8yaNYtNmzbx9ttv89133wFPUkGcOHECgHPnzuHk5CSv/M3OzkZXV7fCBYpTpkxh7969+Pv751kJ/qwaNWoQHR2da1t0dLQoEVYIhQkQn2VoaMiwYcMYNmwYaWlpHDx4EE9PTwYOHIihoSEDBgxAqVTSrl27Us/xqUkenpiYiKOjY74B4rMUCgWGhoYYGhpiY2Mjl667e/cuYWFhVK1aVZ7HWJR60lp6uph0csSkkyPq7I9IPneZ+COnSDh2hpz4pBce/5ZdXSxnf8z5kGAsLCxo0KBBuQWI7u7ufPXVV/j4+JRb2dCX0aFDB3bt2kVKSoq8qObatWtoaWm98H6iobkXP/t/8PQinXnz5qGnp8fs2bP57LPPUKlUDB48GB0dHR49esTq1auJiIhgyZIlora9UCCxcOUNk5SUhKenJ1u2bOHixYtkZGRgaWmJlpYWK1eupGfPnlSuXJmcnBx69eqFr68vs2fPZt68efIvUE2KhJMnT9KxY0dsbW0JDw8nMTGR9u3bc+XKFTZv3szIkSNzPXdISAi9e/emRo0aHD58mOrVq3P9+nUmTJiAv78/8OQG6unpibm5eaGuR9OWpKQkjIyMSvz1epokSXzyySfs3r0bX1/fQv3i1wQrf//9t7ytffv2NG/eXCxcKUMZGRkcPnwYT09P9uzZg56eHv3792fgwIF06NChSD10haFWq7l8+TLJyck4OjqWSC1iTT3pmJgYkpKSMDExwcLCgurVqxcqAM2PlKMiOeQK8YcDSTh6huzY+Dz76NUww/rXOYRG3KB69erltkhIkiR27drFlClT8PDwoE+fPmXehvwUtc58SkoKjRo1om3btsybN4/Y2FjGjx+Pk5MTGzZseOHzae55jx49Ytu2bZw4cYKMjAxMTEyYMmUKDRo0yNU7uHTpUmbOnImlpSXLly9nwIABfPPNN6xevRpXV1d5SpEg5EsS3ghqtVpSq9W5tqWkpEinT5+WwsLCcu0nSZIUHh4uaWlpSbq6ulK7du3kx3NycuS/jxkzRlIoFNI333wjSZIk7d69W1IoFFKHDh2kpKSkfNthZWUlKRQK6datW5IkSVJCQoLk5eUlWVhYSNra2pJCoZAUCoVUp04dacmSJVJiYmKhrs/ExERq1qyZtGTJEunOnTuFOqaoJk2aJBkbG0u+vr5SZGSk/CctLU3e58MPP5Rmzpwp//vEiROSjo6OtHz5cik8PFyaM2eOpKurK128eLFU2ii8WFZWlnTw4EFpwoQJkrm5uVStWjVp1KhRkre3txQfHy+lpqa+1J/k5GQpMDBQOnTokPT48eOXPl9+f+Li4qTw8HDJ19dX8vHxkY4dOyaFhYVJsbGxxT5nSnKyFHUiSAqft0YKdPpQ8rPtKwU4DpLunwmRDhw4IAUFBUkpKSmlcj2F+fPnn39KVapUkf7+++/yfgvlcuzYMQnI82fUqFGSJEnSqFGjJCcnp1zHhIeHSz169JD09fWl2rVrS9OnT891HymI5v774MEDyd7eXlIoFFKlSpUkIyMjSaFQSGZmZtInn3wihYaG5jrup59+ku+tFhYWkkKhkPr06SM/rlKpXu5FEF5boifxDZSTk5Nr8YqG9NT8lh9//JEZM2bg7OxMaGgoX3/9NcOHD5fn0SxatIiFCxeio6NDcHAw9erVY+rUqaxevZoFCxbw9ddf53nee/fuMWTIECIiIti/fz8ODg7Ak+HX2rVrY2dnx4wZM7h48SL//vsvxsbGbNy4ETs7u3yvQzPkEhISQsuWLXM91qhRI8aNG8fw4cOxsLAokfmNBR2/efNmRo8eDSBX3tiyZYv8+K5du/j222/lZNpLly4VybQriJycHI4fP46Hhwfe3t6kpaXRr18/lEol3bt3L3IPnWZqRWpqKo6OjkUaEi4uTa3j6Oho4uPjMTAwwMLCotj1pOHJvSD18g2ysrIIS4vHzMwMOzu7cpv6sXfvXsaMGcO2bdsYOHBgubShonj8+DFOTk7cuXOHSZMmMXLkSFQqFZs3b+bQoUOEh4fj6urK7Nmz5fRlAD4+PixcuBBjY2OaNm3Kjz/+CIj0OMLziXfGG+jpG8LTwdPTXwB79uwB4Msvv+T06dN8/vnnHDhwgBo1ahAVFcXevXsxNzdn/vz51KtXj6ysLOLi4lAoFDRs2DDX82meIzIykoSEBKpWrZprlZ2HhwcqlYq+ffvKwdbdu3d5/PhxgQEi/Bck7tixA4CPP/4YpVLJnj17OHLkCJ9//jk7d+5k9erVBa5+LIrC/J7y9fXNs23IkCEMGTLkpZ9fKHk6Ojp07dqVrl27snr1ak6ePImnpyeff/45CQkJ9OnTB1dXV3r27PnCyihqtZqLFy+SlpZWZgEiQKVKlahduza1a9cmOztbDhhv3rwp15M2NzfHwMCg0EGeQqFAx8aKkHPnqFq1arkGiAcPHmTs2LFs2rTpjQ8QAf73v/9x+fJlZs+ezZw5c+Qf+8uXL+fff/9l+fLleHt7Y2lpyfz58+X0P0qlki5dumBgYCDPx9XUeBaEgoh3xxsuvxv/jRs3OH78OI6Ojjg6OtKkSRPu37/P77//TnJyMoaGhrRr145p06YxePBg4EkdW0tLSyRJ4sGDB8B/c2c0zxEaGkpERAR9+vTB2tpafj4fHx8UCoU8CV2tVvP222+/sIqL5uamCRKnTp2Kra0tPXv25ObNm6xYsYINGzbw7bffsmXLFjE5W3guTUqnTp06sXLlSs6cOYOnpyezZ89mwoQJ9OrVC6VSSZ8+fTA0NMx1bEZGBrt376Zu3bplGiA+S1dXl5o1a1KzZk1ycnJ49OgRMTExREREULlyZTlgNDIyem7Ql5GRwbn/DxAbNWpUbgHi0aNH+fDDD/nll18YOnRoubShojl37hyGhoZ8/PHHaGlpySl1tLW1cXZ2Rltbm5iYGLZu3crQoUPp3LmzvM/T/++SJJX64i3h1VdxkkcJFcahQ4dQq9V07doVAwMDqlWrxurVq0lMTOTkyZP8/fff+Pv7ywGiJhddnTp1gCfDyvBfwXiAiIgIduzYgZaWljypW7Pd39+f5s2by3VLC5PPS/Ocly9fJiIigpo1a2Jra4tarUZbW5uGDRuyatUq6tWrx+HDh+UE4a/b7IrFixfTunVrDA0NMTc3x9XVlatXrz73mA0bNtCpUydMTU0xNTWlR48enDlzpoxa/GrQ0tKibdu2LFu2jGvXruHv74+dnR2LFy/G2tqaYcOG4e7uTkJCAmlpaQwYMIBVq1bJ+Q4rAh0dHSwtLWnRogVdunTBxsaGjIwMgoKCCAgI4OrVqyQkJOT5TGj2MTU1LdcA0d/fn/fff5/Vq1czfPjwCpfloDykpqYSHR2NQqGQcypqVjlr/h979epF//79SU5OZs2aNQD5jhaJ11MoDBEkCnls3rwZACcnJ+BJcmxNsNe2bVs6d+6Mtra2fFPSDHe4uLhgY2PD2rVrWbduHdHR0WhraxMVFcXs2bM5evQoffr0oV+/fvJzHTp0iKysLDp16oSJiYk8NP2iG5gmSNy5cyeA3MugqSaj+btmJeatW7eAJzfGola0qMj8/PyYPHkyp06d4tChQ2RnZ9OrVy85aXl+fH19ef/99zl27BiBgYFYWVnRq1cvuQdYyE1LS4uWLVuyaNEiwsPDOXPmDC1btmT16tVYW1vTrl07oqKi2LZtW4mvki4p2traWFhY0KxZM7p06YKdnR05OTmEhITg7+8vJ/vWBIgmJiY0bty43AKJwMBAhg4dytKlSxkzZowIaP5flSpVqFGjBklJSfzzzz+5ksU/HSiOHj0aExMTYmNj5ccEoTjEwhUhj6CgIHx9ffnoo48wNDTMNW/xRQtAjh07xqhRo3jw4AFt2rThrbfe4s6dO9y6dYsaNWpw4MABmjdvLu/fv39/9u3bh4+PDy4uLkUuJm9ra8v169c5ceIE7dq1IycnRx7ivnHjBm5ubhw7doyff/6ZiRMn5jn+2evRDJH/+OOPtGnTRu7dfFUUpp70s1QqFaampvzvf//Lk7ZIKFhaWhp9+vQhIiKCGjVqEBISQqdOnXB1dcXFxYXq1atX+C9ntVpNfHw8MTExREdHk52djb6+Pra2tpiZmZVLpZKzZ8+iVCqZP38+n3zySYV/DUvD0/clzT1Rc2/auXMnY8eOpWXLlvzxxx+5pu5o9rl58yb29vY4OzvLP6QFoThET6KQh6OjIzNmzJDnXRVliKJr167s27ePyZMnExUVxcWLFzE1NWX06NGcOnWK5s2by79209LSOHr0KLa2tvLCksJ8IWh+PV+5coXr169jbm4uV4R5ukapv78/oaGhVK9eXS41+PPPP8uLcp5+PpVKJQ9Vx8TEMGPGDLp37/7K9ToWpp70s9LS0sjOzi7SMW+6tLQ0XF1dUalUXLp0idOnTxMeHk7v3r35888/adCgAc7Ozvzyyy88fPiwwk5z0NLSwszMjPr166Orq4uZmRnVqlXjypUrL1VPuriCg4NxdXXl22+/fWMDRJVKleu6k5KeJDvXzB9s1aoVHTp0ICAggClTpnD79m35/0dbWxu1Ws3GjRtJTU2Vsz5U1PefUPGJnkQhj6L25j1PREQERkZGcgCiebspFApOnz5Nu3bt6NWrFwcOHCj0OTUpG+bOncv8+fPR09Oje/fuDBo0iHfffZfs7GyOHz/O9OnTefjwISNGjGDjxo0kJSVRtWpVDAwMCAsLIykpibi4ONq1a5drhV9ERATTpk2jadOmfP/99/Kv84pOrVYzYMAAEhISilQu0M3NjYMHD3L58uViJ2V+k6SlpeHi4kJWVhb79u3Ls4hFkiTu3r2Ll5cXXl5eBAYG0qZNG5RKJUqlEisrqwoV/GRlZcmLIZo2bSoPWyYlJck9jFlZWVSrVg1zc3OqVatWKitiL168SN++fZkxYwazZs2qUK9RWXn6XrNw4UKCg4O5cuUKLVq0wNHRkZEjR1KtWjUuXrzI8OHDuXTpEm3btuW9996jR48emJqasnbtWlavXk2dOnXw9/fHxMSkfC9KeKWJIFEocWq1GrVa/cIvkvDwcIYMGUJsbCxLly6lY8eO1KtX74Xn1wzFNGnShPDwcLp37861a9fkBTO1atWS59d17tyZX375BTs7O/bs2YOrqystW7aU60lnZ2eTkZHBsmXLcHNzyzWnTHPDLokci2Vh0qRJ7N+/n4CAgEKX9/rhhx9YunQpvr6+uaYBCAULDw/n66+/ZuvWrbnKoOVHkiQePnzI7t278fT0JCAgAHt7ezlgrFevXrm+t7KysggKCqJKlSo0bdo03x+HkiTJ9aRjYmJIT08vdj3pgoSFhdG3b1/c3NyYM2fOK/F5K2lP32c003D09PRQq9Xk5OQAT/K/7tixg6ZNmxIWFsb06dM5fvw46enp6Ovro6WlRWpqKo0bN+bff/+lZs2ar8yPXKFiEkGiUK5+/PFH5syZQ0pKCs2bN2fkyJGMGzdOTtr9LE0v561bt7CxscHMzIyoqCguXLjAmTNnCA4OJjY2luTkZHr06MF7772HlZUVABMnTmT9+vVUq1aN9957j3feeYe7d+9y/Phx3nnnHebMmUN8fDxDhgxhypQpuLq6luEr8XKmTJmCj48P/v7+1K1bt1DHLF++nAULFnD48GF5OF4oPZIkERMTg7e3N56envj6+tK4cWOUSiWurq40bNiwTIOjwgSI+dGssI2JiSElJaXY9aQ1rl27hrOzM6NHj2bRokVvZID4tFmzZrFq1SpGjBjBrFmzyMrK4urVqyxfvpwTJ05gaWmJj48PrVq14v79+xw/fpw9e/YQERGBmZkZHTt2ZMyYMVhYWIgAUXhpIkgUyt3t27fZsmUL27dvp2XLlmzdurXAXkjNUPOSJUuYNWsW48ePZ/369bkeT0lJyTPEkpCQQPPmzbl//z47d+5k4MCB8s0zNTWVxMREatasyW+//caECRMYMmQIO3bsKLAXUdNb+nQeyPIgFaOeNDyp57pw4UIOHjxI27ZtS7mVwrMkSeLx48f4+Pjg5eXF4cOHqV+/PkqlkoEDB9KoUaNSXTSSnZ1NUFAQ+vr6NGvWrNjPlV89aU3AWJipCzdv3sTZ2Zlhw4axbNmyclkoU96erXjSp08fMjMz2bFjR64a9mq1mvfff59du3ZRu3Zt/Pz8cv0gTE1NzVVhRwSIQkkQQaJQoSQlJWFkZFRgcKbZ7uDgQGhoKMeOHcPJyYmsrCx0dXXzrAjUOHDgAH379qVTp074+fnJ+2jS7WjO27NnT44cOcK+ffvo06dPnht4dnY22dnZuapvPD3Psqy5ubnh7u6Oj48Ptra28nZjY2P09fUBGDlyJLVq1WLx4sUALFmyhO+++w53d/dcq7cNDAxeOHwqlI6EhAT+/vtvvLy8OHjwILVr15YDxubNm5do8FRSAeKzMjIy5IAxISEBIyMjzM3NsbCwkN+LT4uIiMDZ2RkXFxdWr179RgaITxszZgxWVlbs3LmT2bNnM3z4cDnQe/o+pBmKdnNzY8WKFejo6IhgUCg1IkgUyp0kSXmqs+RHE/jdu3ePOnXqYGpqSlxcXKGe4+OPP2bDhg2sW7eOjz/+ONevbE2AmJKSgpGREbVq1eLatWvo6+vLz/nw4UM2btzIxYsXuX37NmZmZri4uPDee+9RrVq1EnkdiqM49aStra25c+dOnmPmzJnD3LlzS6mlQmElJyezb98+PD092b9/P9WqVZOHpFu1avVSwZQmQKxcuXKJB59Py8rKkgPGx48fo6enx8GDBxk6dCgtWrTgwYMH9OrVi169erFu3boyCxD9/f1ZtmwZQUFBREZGsnv37kJPKzlx4gROTk40bdqUkJCQYj1/YmIiycnJ1KhRI9ePz4CAADp37kzt2rVJSEhgxowZzJkzJ1dwqPn75cuX6dq1K3Xq1MHPz++F5SIF4WWIsnxCuVMoFIVaLakJiLZv3w5A9+7dgRcPqyQnJ7N//34sLS3p2rUrQK4vJc2wsY+PDwA9e/aUez4UCgXnzp2jf//+xMTEUK1aNSpXrkx0dDSHDh1i6dKlfP7554wbNy7XUM/T5y5McvDiKk496YiIiFJpi1AyDA0NGTZsGMOGDSMtLY0DBw7g6emJq6srRkZGDBgwAKVSSdu2bYvUg5Sdnc358+epVKlSqQaI8KRM59P1pC9cuMDZs2dZs2YNNWvWREdHhxYtWrBmzZoy7UFMTU2lRYsWjB07lnfffbfQxyUkJDBy5Ei6d+9OdHR0sZ778uXL/Pzzz/z7778sXLiQgQMHykPyHTt2ZMuWLUyYMIHs7GyCg4OBJym9ND9UNfdIS0tLLCwsOH/+PJcvX6Z169bFao8gFMab3b8vvFI0gdbHH3/MkiVL+PLLLwt13OnTp7l//z5t27alYcOGuc71tD///BMgV89CYGAgn3zyCTExMQwfPpzAwEDu3r3Lvn37WLlyJfr6+nz11VdERUXl+9xPl8x61XIuCuXvrbfe4t133+XPP/8kKiqKNWvWkJKSwrBhw2jYsCFTp07Fz89PXv1akJycHIKDg9HT06NFixZlGpjp6uri6OjIv//+y9mzZ7G0tEStVnPo0CEaN27MrFmzOHv2bJnk8nN2dmbBggUMHDiwSMdNnDiRDz74QM7HWlQnT55k8ODBrF+/HnNz83yzP4wcOZJt27ahp6fHnj17+Pbbb4En95CcnBw5P2zVqlUxNTWldu3aWFpaFqs9glBYIkgUXjlGRkZ88cUX8orcF/WmaHoINT2PT5ey0hyfkZHBgQMHsLCwoFu3bvJjW7du5fTp04wbN44lS5ZQv359AJo1ayZ/Qf/www+5ElEnJiZy9uxZfvzxR3799VeuXbuGQqEQ84aEl1K5cmVcXFzYsmULUVFRbNmyBUmSGDVqFDY2NkyePJnDhw+TlZWV67jHjx/z1VdfoaWlVeo9iM8TGxvLiBEjsLKy4tq1azx69IglS5Zw7949evTogbW1NUuXLi2Xtj3P5s2buXXrFnPmzCnW8YGBgTg7O5Oens4PP/zAqVOnGD58eL6jJ0OGDGH79u1UrlyZRYsWyc+po6Mj/7/t2LGDgIAA6tSpk+9cT0EoUZIgvGLUarWkUqkKtW9ycrJkZWUl1apVSwoLC5MkScp1bE5OjiRJkrRz505JoVBIH374ofzY48ePpZo1a0o6OjrSuXPnJLVanasNmmMzMjLkv+/du1d65513JIVCketPu3btpAMHDrz0db9KFi1aJLVq1UoyMDCQqlevLimVSunKlSuFPv6vv/6SAEmpVJZeI18D2dnZ0pEjR6RJkyZJlpaWkqmpqTRixAjJw8NDunnzptSkSROpdevW0qNHj6TU1NRy+XP//n3J3t5eUiqVUmZmZp5ryMjIkP755x9p165dZfa6AdLu3bufu8+1a9ckc3Nz6erVq5IkSdKcOXOkFi1aFPo5rl69KllZWUnm5uaSu7u7vF2lUj338+zt7S0ZGBhICoVCGjJkiOTt7S1dvnxZ+uGHH6RGjRpJlSpVkk6ePFnodghCcYmeROGVo1AoCt0bEhERwf3796lbty6NGjUCyPfYbdu2ATBgwAB52+nTp4mMjKR9+/Y0btw4T3lCTc9gpUqV5DmN48eP58yZM0ybNo2///6bX3/9lTFjxhAUFMTUqVO5fPnyS133i4YVKxI/Pz8mT57MqVOnOHToENnZ2fTq1YvU1NQXHhsREcHnn39Op06dyqClrzYdHR26devG2rVruXfvHt7e3lStWpXPPvsMR0dH1Go1U6ZMKbf2JSYmolQqqVmzJjt27Mg3l2KlSpXo27cvgwcPLocW5k+lUvHBBx8wb948eZpKUY/fvHkz9+/f59NPP+X999+Xtz87T/nZqShKpZKdO3dibGyMh4cH77//Pk5OTqxduxZTU1MOHDhAu3bt8oyKCEJJE6ubhdeeSqXi7t271K1bN9+Sgzk5Obz11lsYGxtz/fp1Ocfi+vXrmTRpEpMmTWLFihVUqlQpz7k154uMjGTAgAGEh4ezadMmhg4dmmu/3bt3M2jQIMaOHcvatWuLlHRYkiTCw8M5dOgQN2/eJCEhATs7O5RKJU2aNCn6C1JOHj16hLm5OX5+fnTu3LnA/VQqFZ07d2bs2LEcP36chIQEvL29y66hr4HU1FT69u1LWloa7du3Z+/evURHR9O7d2+USiV9+vQpk3RHycnJKJVKjIyM2LNnT4Uq+6hQKJ67ujkhIQFTU9Nc00TUajWSJKGtrc2///6ba2rKs7Kzs+nSpQs3btzgypUrmJqakpWVleuzf+LECY4fP84///xD3bp1adiwoTwXEeDw4cO89957JCYmMnjwYNasWYORkZFco/5NTzwulIFy7ccUhFKmGQZ+3mPbt2+XFAqF9MEHH+Ta7uvrKykUCql3794vPMfatWslLS0tqV69etLx48fz7JeQkCDZ29tLVapUkZKTk1/Ybs2QeHx8vLR48WKpUqVKkkKhkIyNjaUqVapIWlpakkKhkNq3by9t2rRJiouLe+E5y9v169clQLp48eJz9/vuu+8kV1dXSZIkadSoUWK4uYhSUlKkLl26SF27dpVSU1MlSXryfjp37pw0c+ZMqWHDhpK+vr7k4uIibdy4UXr48KGUkpJS4kPMMTExUseOHaUuXbrI7ahIeMFws0qlki5evJjrz6RJkyRbW1vp4sWLUkpKynPPf+/ePcnKykoyMDCQQkND8zz2888/S1paWvJnWVtbW1IoFNL7778vpaeny/seOXJEqlq1qqRQKKRvv/1WysrKkiTpyTQDQShtYrhZeK09b7GI5rFHjx4BT1LfwH9pZSwtLalUqRIRERHyPvBftRX4b+j64MGDSJLEgwcP6Ny5MzVq1MDNzY1Tp04BT5Jbd+zYEQMDg3xzFBZk7ty5fP3119SvX5/169dz48YNgoKCcHd356OPPuLChQuMGzeOhQsXFjs1R1lQq9VMnTqVDh060LRp0wL3CwgI4LfffmPDhg1l2LrXR1paGi4uLkiSxN9//y3n0NPS0sLR0ZHFixdz5coVTp8+jb29PatWrcLa2prBgwfzxx9/8Pjx4xJZZZyeni73pj/djvKWkpJCSEiInOfw9u3bhISEcPfuXeBJSbyRI0cCT16zpk2b5vqjqSTTtGnTfFNePa127drY29uTmprKtm3b5M+9h4cHX375JZ9++imSJNG3b1/Gjh3LF198gZ6eHtu3b8fNzU0+T7du3di9ezcWFhYsXLiQb775Rs6ZKIabhVJXriGqIFQg+f0yd3NzkxQKhTRu3Djp4cOH+R4XFxcnOTg4SFWqVJE2bdokzZo1S+rUqZOkr68vKRQKyczMTBo1apTUoEEDqXbt2lJwcLAkSS9eiJKYmCj3Lvj6+ua7T3BwsNSqVSupV69eUnh4eNEuuAxNnDhRqlOnjnTv3r0C90lKSpKsra2lffv2ydtET2LRpKWlSTNnzixUb7UkPXkPhoWFSfPnz5ccHBwkXV1dqXv37tLPP/8s3b59u1g9jHFxcVLPnj2ltm3bSgkJCaV8xUVz7NgxCcjzZ9SoUZIkPXm/OTk5FXh8YReuaD7bW7dulWrUqCFVqVJFql+/vtS7d29JoVBIWlpakqWlpbRkyZJc94Hjx49L+vr6kpGRkXyf0Dhx4oRUq1Yt+X6k6VEUhNIk5iQKb7xnS+89LSUlhTFjxuDp6UmTJk3o1q0bdnZ26Ovr06FDB+rXr8/jx49xdXUlKSmJwMBAqlSpQnR0NCEhIfKco5CQELKzs7G3t+fgwYPP7YXQzHP08PBg6NChNGnShIMHD1KzZk35cfivF/Ppc+vq6pbwq/PypkyZgo+PD/7+/rlqzT4rJCQEBweHPHPA4Mm1Xr16VU5BJJQ8SZK4efMmnp6eeHl5cf78edq3b49SqWTAgAFYWlq+cA5cZmYmI0aMkJPNm5qallHrK6akpCRWrlzJrl27CA8PB57MhRw/fjyurq44OzsDT157zaK07t27ExAQwMGDB+XRDY1z587RuXNnLC0tuXTpkkiBI5Q6ESQKQgGk/58Yfv/+fTZv3szGjRt5+PAh8GRxxeHDh+natSsKhYLevXtz6NAhDh06JOdj1IiNjSUoKIjAwEBq167N+PHjCzXpfN++fXz44YekpaXx9ddfM2PGDN56661Sr+JSUiRJ4pNPPmH37t34+vrSoEGD5+6fkZHBjRs3cm379ttvSU5O5qeffqJhw4ZFWvAjFJ8kSdy9e1cOGE+fPk2bNm3kai9WVlZ53n/Z2dmMHDmSO3fucOTIEczMzMqp9RWD5jOelpbGtWvXOHLkCG+99RYtW7bEwcFBfi8/+3nu2rUrFy5c4PTp09jY2OQ57+XLl6lZsyampqb5LsQThJIkgkRBKIKwsDBCQ0MxMzOjW7ducg/k33//jVKpZMSIEWzZsqXAG3d2dnahe/syMzPp168fR48eRUdHh08++YRp06ZRu3btErue0uTm5oa7uzs+Pj7Y2trK242NjeUekJEjR1KrVi0WL16c7zlGjx4tVjeXM0mSePjwIV5eXnh5eREQEICDgwNKpRKlUkndunVRqVSMGzeO8PBwjh07RvXq1cu72RVCQT8Gn97+9N/3799Pv3796N69O9u2bcPc3LzAH4MvKkcqCCVBBImC8AKahSrPqy+dkZHB9OnT+eWXX2jVqhUfffQRTk5Ocu9ZWloa+vr6Re79y8rK4vvvv+fXX38lNjaWxo0bM336dIYNG/bCifPlraBr3bx5M6NHjwagS5cuWFtbs2XLlnz3FUFixSJJEtHR0Xh7e+Pl5YWvry+NGjWSe8z8/f2pUaNGeTfzlfF0gHju3DmmTZvGyZMn2blzJ4MGDSrn1gmCCBIFoUg0H5f8AqDIyEgWLlzIxo0bycrKws7OjqpVq6Krq0v79u356KOPqFOnTqGfSzOUFBsby/bt21m2bBn37t3DwMCAFStWMGHChAKHm3JyctDW1i72kLRarebWrVvUrl27QuW2EyoOSZJ4/Pgx7u7u/PDDD/j5+eU7PCrk9ezn9siRI8yfP5/jx4+zZMkSvvjiC6DgnkhBKCsiSBSEEnbnzh3++usvjhw5wqNHj8jOzsbFxYUvv/wyV43nokpKSmLatGls3rwZhUKBn58fHTt2BJ4MTd+7d4/KlSuXyHC0t7c348ePp06dOhw/frzCpDARhNfJsWPHOHbsGCtXrkRLS4u5c+cyffp0IG8gKQjlQQSJglBC8ltQkpCQQHp6OtWrVy9wuFrzZfDo0SP09fUxMDDI9QUhSRIqlQodHR3Cw8Pp3LkzcXFx/Pnnn3Kpr3///ZfFixfz4MEDMjMzmT59OhMmTChScKfptfjrr7+YPHkyTZo0YeXKlbRu3folXhVBEPLj5+fHV199xZkzZ+jYsSNTpkyRc0uKAFGoKMS7UBBKiJaWFgqFQg7qJEnCxMQES0vL585n1ASVCxcuZOzYsdy9ezdXgKgJPjXPoa2tjYmJCcnJyfI57Ozs6NixI0qlkocPH+Ln50dGRkaR2q9QKAgLC+Ojjz6iUqVKbN26NU+AqPlNqak1e/ToUVJTU0skAXNZWbx4Ma1bt8bQ0BBzc3NcXV25evXqC49LSEhg8uTJcpL1hg0bsm/fvjJosfA66tSpE5MmTWLXrl1s2bJFBIhChSTeiYJQwhQKRZHmAyoUCjIzM4mLi8PDw4NBgwaxZ88e0tPT5XNpVjHu3LmTmJgY6tWrJ9dtliSJt99+m++//55Ro0Zhbm5Oz549Cz20rclFGBoaypQpU9DR0WHBggVYW1vLweDTbU1ISJDb06NHD65fv45Cocizb0Xl5+fH5MmTOXXqFIcOHSI7O5tevXqRmppa4DFZWVn07NmTiIgIPDw8uHr1Khs2bKBWrVpl2HLhdSFJElpaWowaNYpBgwZRr169XNsFoaIouHtDEIQyU6lSJRYsWICpqSnr16/ngw8+oGfPnrRq1YrGjRtTuXJltm/fzl9//QU8SS/TqlUr4EnglpWVhZ6eHjt27KBq1aq0aNECKNzEd83j//vf//D19eXbb79lyJAhwJOeS03Pxq1bt9izZw8HDx7kwYMH1KxZExMTE+zt7YHnl0CsSA4cOJDr31u2bMHc3JygoCA6d+6c7zGbNm3i8ePHnDx5Uk5hZG1tXdpNFV5TBX0mxSIVoaIRcxIFoQLJzs7Gz8+PjRs34uPjQ2ZmZq7HmzVrxvvvv8/MmTPzPb5169Y0bNiQ1atXFymZcVhYGE2bNsXU1JSbN29iYmKSZx9XV1f27NmDrq4uderUISIigpycHGrVqsXo0aMZN25cvoFTQkIC8fHxz622Up5u3LhBgwYNuHjxYoF1pfv27UvVqlV566238PHxoXr16nzwwQd89dVXr0xwLAiCUFSiJ1EQKhBdXV169OhBjx49yMjI4PDhw1y4cAEzMzOsra1p3LgxVlZWwH+9hJqevkuXLnHv3j0+/PDDIle72LBhAwATJ07ExMQkT6Le/fv3s2fPHlq0aMGuXbuoV68exsbGjB8/nqCgIBYuXEhCQgLz58+XS7Fp2nfgwAE++OADvL29GTBgQAm9UiVDrVYzdepUOnToUGCACHDr1i2OHj3K8OHD2bdvHzdu3MDNzY3s7GzmzJlThi0WBEEoOyJIFIQKRjO3r3LlyvTv35/+/fvnu9/TFRsAvLy8MDMzw8HBQd5emOGrW7du4e3tjYGBgZzAV3OcJgA9ffo08KRCio2NDSEhISgUCtauXUtMTAxLliwhOzs712pqzTlatWqFkZER169fz3XOimDy5MlcunSJgICA5+6nVqsxNzdn/fr1aGtr4+joyIMHD1i2bJkIEkuJv78/y5YtIygoiMjISHbv3o2rq2uB+3t5ebFu3TpCQkLIzMykSZMmzJ07l969e5ddowXhNVMx7tSCIMieXqiiVqvlILCgmSFPl/Rq3rw5dnZ2uba/SHh4OHfu3KFTp060bNkSQA7iNOe4f/8+8F8A+9NPP9G3b18AzM3NWbx4MW5ublSqVCnP+evVq4dCoeDKlSuoVKoKEyBOmTKFvXv3cuzYsRfmlrS0tKRhw4a5elcbNWpEVFQUWVlZpd3UN1JqaiotWrRgzZo1hdrf39+fnj17sm/fPoKCgujatSsuLi4EBweXcksF4fUlehIFoQJ7OqAqqAaslpYWN27cICIigiFDhhS6bq6mR+/kyZMAtG3bNtf2p59z/PjxbNq0if/97390794dHx8fjh49Cjyp7qKnpycHp8+6f/8+VapU4fLlyxVi/p4kSXzyySfs3r0bX1/fQs2V7NChA+7u7rlem2vXrmFpaYmenl5pN/mN5OzsjLOzc6H3X7VqVa5/L1q0CB8fH/7++2+5d10QhKKpGD/pBUEospSUFAIDA0lJSWH79u0YGxvTpk0boOBex6dpAsDAwEDgSR3lgrzzzjssX76ctLQ02rRpQ2ZmJnp6ekiShI6OjpxGJz86OjpUr15dThJe3mvlJk+ezLZt23B3d8fQ0JCoqCiioqJIT0+X9xk5ciSzZs2S/z1p0iQeP37MZ599xrVr1/jnn39YtGgRkydPLo9LEApBrVaTnJz8UlWOBOFNJ4JEQXhFXbt2jR49etC8eXOWLVtG9erVqVSp0nMDtqcpFApSUlKIjY1FV1c3z1Dzs/t++umn/Pbbb9SvX5/09HR69uzJH3/8UeAxGqampkRFRZGUlERsbGy5p/lYt24diYmJdOnSBUtLS/nPjh075H3u3r1LZGSk/G8rKysOHjzI2bNnad68OZ9++imfffZZgavMhfK3fPlyUlJS5CTVgiAUnUiBIwivsNu3b+Pu7o63tzdBQUFYWVnx/vvvs2jRokLN/Xvw4AGDBg0iPT2do0ePFmpVtIWFBX379sXf35/bt2+zceNGxowZkyf40yycuX37NvXr18fR0ZGzZ88W+1qFN5dCoXjhwpWnubu7M2HCBHx8fOjRo0fpNk4QXmOiJ1EQXlGSJFG3bl2++eYbzp49y8OHD5kwYQLa2tpyEuznUavV1KpVi5ycHHR0dOThVs3vxoyMDGJjYwHkxRnh4eEkJSWxefNmFi5cCMCKFStISkrKt30Ap06dApDnLBa2p1MQimP79u2MHz+enTt3igBREF6SWLgiCK+op+tEa2lpUaNGDb799lv58Rf1JGppacmrlaOioqhWrZp8XoDIyEhWrlzJhAkTaN68OQC//fYb3bp1A5BXQ9++fZukpCSMjY3znB+Qew+fN5wtCCXhr7/+YuzYsWzfvp1+/fqVd3ME4ZUn7taC8ApTKBTo6OigpaUlB4yFJUkS2tratGzZEj09vXx7Hz09PenZsydr1qwhMzMTd3d3ZsyYATzJr5iRkYG1tXWenkRNL2JcXBwXLlygcuXKcq1p4fkWL15M69atMTQ0xNzcHFdXV65evfrC41atWoWtrS36+vpYWVkxbdo0MjIyyqDFpSMlJYWQkBBCQkKAJ1MrQkJCuHv3LgCzZs1i5MiR8v7u7u6MHDmSFStW8M4778gLkhITE8uj+YLwWhBBoiC8JhQKRbFSzNSoUYO4uDiuX7+eq5evbt26bNiwARsbGxYtWkSfPn2IiYkhJiaGXbt2MW3aNMLCwujXr1+ecnyaYPPEiROcOnUKe3t76tev/1LX96bw8/Nj8uTJnDp1ikOHDpGdnU2vXr1ITU0t8Bh3d3dmzpzJnDlzCA8P57fffmPHjh18/fXXZdjyknXu3DkcHBzk9DXTp0/HwcGB7777DnjS060JGAHWr19PTk4OkydPzrUg6bPPPiuX9gvC60AsXBGEN9yRI0fo3bs3+/fvp2fPnnkej4yM5PDhw3z55ZdER0fL23V1denevTt//vmnXIpPQ7NoZfTo0fzxxx/88MMPTJ8+HR0dMcOlqB49eoS5uTl+fn507tw5332mTJlCeHg4R44ckbfNmDGD06dPv7CajCAIQkFEkCgIAiqViuzsbCpXrlzgPvXr1+fbb7/F0NCQmzdv0rlzZxo1aoSJiUm+pfbCwsJo2rQpJiYmXLlyBXNz89K+jNfSjRs3aNCgARcvXiywvrS7uztubm78+++/tGnThlu3btGvXz8+/PDDV7o3URCE8iV+1gvCG06lUuUqBfg0TY/gzZs3uX37NmPGjMn3HJoAUbN/bGwsS5cuBZ70aJmbm1eoms2vCrVazdSpU+nQoUOBASLABx98QGxsLB07dkSSJHJycpg4caIIEAVBeCniji0Ib7jnzWPUrHS+ePEiLi4uAM9dDKHZf+3atWzdupXhw4fLiwvKO4n2q2jy5MlcunSJ7du3P3c/X19fFi1axNq1azl//jxeXl78888/fP/992XUUkEQXkdiuFkQhCLR9BYWxN/fn27dumFjY8OZM2cwMjIqw9a9PqZMmYKPjw/+/v4vrC/dqVMn2rZty7Jly+Rt27Zt46OPPiIlJUX04AqCUCziziEIwgvl5OTIf88vQNT81ty2bRujR4+mcePGrF+/HiMjoyKl5RGevJZTpkxh9+7dHD169IUBIkBaWlqeQFDTQyz6AQRBKC4xJ1EQhBd60apkhUJBRkYGS5cuxcjIiG3btslz6IqTludNNnnyZNzd3fHx8cHQ0JCoqCgAjI2N0dfXB2DkyJHUqlWLxYsXA+Di4sLKlStxcHDgnXfe4caNG8yePRsXFxfx+guCUGxiuFkQhBIVHx+fJyWOUHgFDeVv3ryZ0aNHA9ClSxesra3ZsmUL8KSnd+HChWzdupUHDx5QvXp1XFxcWLhwISYmJmXTcEEQXjsiSBQEoUSI1cuCIAivFxEkCoIgCIIgCHmIn/2CIAiCIAhCHiJIFARBEARBEPIQQaIgCIIgCIK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\n", 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", + "image/png": 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\n", 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", 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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -557,8 +563,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Exact Operator Value: 0.5957\n", - "Mapped Operator value: 0.7437\n", + "Exact Operator Value: 0.6455\n", + "Mapped Operator value: 0.8705\n", "Exact Expected Payoff: 0.8023\n" ] } @@ -603,7 +609,7 @@ " post_processing=objective.post_processing,\n", ")\n", "# construct amplitude estimation\n", - "ae = IterativeAmplitudeEstimation(epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100}))" + "ae = IterativeAmplitudeEstimation(epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100, \"seed\": 75}))" ] }, { @@ -625,8 +631,8 @@ "output_type": "stream", "text": [ "Exact value: \t0.8023\n", - "Estimated value:\t0.8322\n", - "Confidence interval: \t[0.8250, 0.8395]\n" + "Estimated value:\t0.8320\n", + "Confidence interval: \t[0.8264, 0.8376]\n" ] } ], @@ -657,7 +663,7 @@ { "data": { "text/html": [ - "

Version Information

Qiskit SoftwareVersion
qiskit-terra0.23.1
qiskit-aer0.11.2
qiskit-ibmq-provider0.20.0
qiskit0.41.0
qiskit-finance0.4.0
qiskit-optimization0.5.0
qiskit-machine-learning0.5.0
System information
Python version3.9.10
Python compilerClang 13.1.6 (clang-1316.0.21.2.5)
Python buildmain, Aug 9 2022 18:26:17
OSDarwin
CPUs10
Memory (Gb)64.0
Thu Feb 16 15:40:28 2023 JST
" + "

Version Information

SoftwareVersion
qiskitNone
qiskit-terra0.45.0.dev0+c626be7
qiskit_aer0.12.0
qiskit_ibm_provider0.6.1
qiskit_algorithms0.2.0
qiskit_finance0.4.0
System information
Python version3.9.7
Python compilerGCC 7.5.0
Python builddefault, Sep 16 2021 13:09:58
OSLinux
CPUs2
Memory (Gb)5.778430938720703
Fri Aug 18 16:20:04 2023 EDT
" ], "text/plain": [ "" @@ -697,7 +703,7 @@ "metadata": { "celltoolbar": "Tags", "kernelspec": { - "display_name": "qiskit", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -711,7 +717,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.10" + "version": "3.9.7" }, "varInspector": { "cols": { diff --git a/docs/tutorials/08_fixed_income_pricing.ipynb b/docs/tutorials/08_fixed_income_pricing.ipynb index 60fe014..f05b4ab 100644 --- a/docs/tutorials/08_fixed_income_pricing.ipynb +++ b/docs/tutorials/08_fixed_income_pricing.ipynb @@ -40,7 +40,7 @@ "%matplotlib inline\n", "import numpy as np\n", "from qiskit import QuantumCircuit\n", - "from qiskit.algorithms import IterativeAmplitudeEstimation, EstimationProblem\n", + "from qiskit_algorithms import IterativeAmplitudeEstimation, EstimationProblem\n", "from qiskit_aer.primitives import Sampler\n", "from qiskit_finance.circuit.library import NormalDistribution" ] @@ -107,12 +107,14 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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\n", 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", 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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -354,7 +358,7 @@ "problem = fixed_income.to_estimation_problem()\n", "\n", "ae = IterativeAmplitudeEstimation(\n", - " epsilon_target=epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100})\n", + " epsilon_target=epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100, \"seed\": 75})\n", ")" ] }, @@ -387,8 +391,8 @@ "output_type": "stream", "text": [ "Exact value: \t2.1942\n", - "Estimated value: \t2.3290\n", - "Confidence interval:\t[2.3013, 2.3567]\n" + "Estimated value: \t2.3437\n", + "Confidence interval:\t[2.3101, 2.3772]\n" ] } ], @@ -412,7 +416,7 @@ { "data": { "text/html": [ - "

Version Information

Qiskit SoftwareVersion
qiskit-terra0.23.1
qiskit-aer0.11.2
qiskit-ibmq-provider0.20.0
qiskit0.41.0
qiskit-finance0.4.0
qiskit-optimization0.5.0
qiskit-machine-learning0.5.0
System information
Python version3.9.10
Python compilerClang 13.1.6 (clang-1316.0.21.2.5)
Python buildmain, Aug 9 2022 18:26:17
OSDarwin
CPUs10
Memory (Gb)64.0
Thu Feb 16 15:39:27 2023 JST
" + "

Version Information

SoftwareVersion
qiskitNone
qiskit-terra0.45.0.dev0+c626be7
qiskit_finance0.4.0
qiskit_algorithms0.2.0
qiskit_ibm_provider0.6.1
qiskit_optimization0.6.0
qiskit_aer0.12.0
System information
Python version3.9.7
Python compilerGCC 7.5.0
Python builddefault, Sep 16 2021 13:09:58
OSLinux
CPUs2
Memory (Gb)5.778430938720703
Fri Aug 18 16:21:18 2023 EDT
" ], "text/plain": [ "" @@ -452,7 +456,7 @@ "metadata": { "celltoolbar": "Tags", "kernelspec": { - "display_name": "qiskit", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -466,7 +470,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.10" + "version": "3.9.7" }, "varInspector": { "cols": { diff --git a/docs/tutorials/09_credit_risk_analysis.ipynb b/docs/tutorials/09_credit_risk_analysis.ipynb index 28d292c..9d71f1c 100644 --- a/docs/tutorials/09_credit_risk_analysis.ipynb +++ b/docs/tutorials/09_credit_risk_analysis.ipynb @@ -44,7 +44,7 @@ "\n", "from qiskit import QuantumRegister, QuantumCircuit\n", "from qiskit.circuit.library import IntegerComparator\n", - "from qiskit.algorithms import IterativeAmplitudeEstimation, EstimationProblem\n", + "from qiskit_algorithms import IterativeAmplitudeEstimation, EstimationProblem\n", "from qiskit_aer.primitives import Sampler" ] }, @@ -247,9 +247,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "Expected Loss E[L]: 0.6396\n", + "Expected Loss E[L]: 0.6641\n", "Value at Risk VaR[L]: 2.0000\n", - "P[L <= VaR[L]]: 0.9570\n", + "P[L <= VaR[L]]: 0.9521\n", "Conditional Value at Risk CVaR[L]: 3.0000\n" ] } @@ -272,12 +272,14 @@ "outputs": [ { "data": { - "image/png": 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", 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\n", 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", + "image/png": 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\n", 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", + "image/png": 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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -526,9 +532,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "Exact Expected Loss: 0.6396\n", - "Exact Operator Value: 0.3740\n", - "Mapped Operator value: 0.5376\n" + "Exact Expected Loss: 0.6641\n", + "Exact Operator Value: 0.3789\n", + "Mapped Operator value: 0.5749\n" ] } ], @@ -562,9 +568,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "Exact value: \t0.6396\n", - "Estimated value:\t0.6716\n", - "Confidence interval: \t[0.6028, 0.7403]\n" + "Exact value: \t0.6641\n", + "Estimated value:\t0.6863\n", + "Confidence interval: \t[0.6175, 0.7552]\n" ] } ], @@ -580,7 +586,7 @@ ")\n", "# construct amplitude estimation\n", "ae = IterativeAmplitudeEstimation(\n", - " epsilon_target=epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100})\n", + " epsilon_target=epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100, \"seed\": 75})\n", ")\n", "result = ae.estimate(problem)\n", "\n", @@ -633,7 +639,7 @@ " │ cmp │\n", "compare: ┤2 ├\n", " │ │\n", - " a0: ┤3 ├\n", + " a15: ┤3 ├\n", " └──────┘" ], "text/plain": [ @@ -644,7 +650,7 @@ " │ cmp │\n", "compare: ┤2 ├\n", " │ │\n", - " a0: ┤3 ├\n", + " a15: ┤3 ├\n", " └──────┘" ] }, @@ -782,8 +788,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Operator CDF(2) = 0.9492\n", - "Exact CDF(2) = 0.9570\n" + "Operator CDF(2) = 0.9551\n", + "Exact CDF(2) = 0.9521\n" ] } ], @@ -814,9 +820,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "Exact value: \t0.9570\n", - "Estimated value:\t0.9596\n", - "Confidence interval: \t[0.9587, 0.9605]\n" + "Exact value: \t0.9521\n", + "Estimated value:\t0.9590\n", + "Confidence interval: \t[0.9577, 0.9603]\n" ] } ], @@ -828,7 +834,7 @@ "problem = EstimationProblem(state_preparation=state_preparation, objective_qubits=[len(qr_state)])\n", "# construct amplitude estimation\n", "ae_cdf = IterativeAmplitudeEstimation(\n", - " epsilon_target=epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100})\n", + " epsilon_target=epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100, \"seed\": 75})\n", ")\n", "result_cdf = ae_cdf.estimate(problem)\n", "\n", @@ -854,7 +860,7 @@ "metadata": {}, "outputs": [], "source": [ - "def run_ae_for_cdf(x_eval, epsilon=0.01, alpha=0.05, simulator=\"aer_simulator\"):\n", + "def run_ae_for_cdf(x_eval, epsilon=0.01, alpha=0.05):\n", "\n", " # construct amplitude estimation\n", " state_preparation = get_cdf_circuit(x_eval)\n", @@ -862,7 +868,7 @@ " state_preparation=state_preparation, objective_qubits=[len(qr_state)]\n", " )\n", " ae_var = IterativeAmplitudeEstimation(\n", - " epsilon_target=epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100})\n", + " epsilon_target=epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100, \"seed\": 75})\n", " )\n", " result_var = ae_var.estimate(problem)\n", "\n", @@ -970,8 +976,8 @@ "--------------------------------------------------------------------\n", "low_level low_value level value high_level high_value\n", "--------------------------------------------------------------------\n", - "-1 0.000 1 0.753 3 1.000\n", - " 1 0.753 2 0.959 3 1.000\n", + "-1 0.000 1 0.752 3 1.000\n", + " 1 0.752 2 0.959 3 1.000\n", "--------------------------------------------------------------------\n", "finished bisection search\n", "--------------------------------------------------------------------\n" @@ -999,7 +1005,7 @@ "Estimated Value at Risk: 2\n", "Exact Value at Risk: 2\n", "Estimated Probability: 0.959\n", - "Exact Probability: 0.957\n" + "Exact Probability: 0.952\n" ] } ], @@ -1044,9 +1050,9 @@ " │ │\n", " q159: ┤2 F ├\n", " │ │\n", - " a4_0: ┤3 ├\n", + " a83_0: ┤3 ├\n", " │ │\n", - " a4_1: ┤4 ├\n", + " a83_1: ┤4 ├\n", " └────┘" ], "text/plain": [ @@ -1057,9 +1063,9 @@ " │ │\n", " q159: ┤2 F ├\n", " │ │\n", - " a4_0: ┤3 ├\n", + " a83_0: ┤3 ├\n", " │ │\n", - " a4_1: ┤4 ├\n", + " a83_1: ┤4 ├\n", " └────┘" ] }, @@ -1098,7 +1104,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 28, @@ -1158,7 +1164,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Estimated CVaR: 4.7144\n", + "Estimated CVaR: 3.5799\n", "Exact CVaR: 3.0000\n" ] } @@ -1203,7 +1209,7 @@ ")\n", "# construct amplitude estimation\n", "ae_cvar = IterativeAmplitudeEstimation(\n", - " epsilon_target=epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100})\n", + " epsilon_target=epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100, \"seed\": 75})\n", ")\n", "result_cvar = ae_cvar.estimate(problem)" ] @@ -1218,7 +1224,7 @@ "output_type": "stream", "text": [ "Exact CVaR: \t3.0000\n", - "Estimated CVaR:\t3.2832\n" + "Estimated CVaR:\t3.3316\n" ] } ], @@ -1243,7 +1249,7 @@ { "data": { "text/html": [ - "

Version Information

Qiskit SoftwareVersion
qiskit-terra0.23.1
qiskit-aer0.11.2
qiskit-ibmq-provider0.20.0
qiskit0.41.0
qiskit-finance0.4.0
qiskit-optimization0.5.0
qiskit-machine-learning0.5.0
System information
Python version3.9.10
Python compilerClang 13.1.6 (clang-1316.0.21.2.5)
Python buildmain, Aug 9 2022 18:26:17
OSDarwin
CPUs10
Memory (Gb)64.0
Thu Feb 16 15:49:06 2023 JST
" + "

Version Information

SoftwareVersion
qiskitNone
qiskit-terra0.45.0.dev0+c626be7
qiskit_ibm_provider0.6.1
qiskit_aer0.12.0
qiskit_algorithms0.2.0
qiskit_finance0.4.0
System information
Python version3.9.7
Python compilerGCC 7.5.0
Python builddefault, Sep 16 2021 13:09:58
OSLinux
CPUs2
Memory (Gb)5.778430938720703
Fri Aug 18 16:24:38 2023 EDT
" ], "text/plain": [ "" @@ -1297,7 +1303,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.13" + "version": "3.9.7" }, "varInspector": { "cols": { diff --git a/docs/tutorials/10_qgan_option_pricing.ipynb b/docs/tutorials/10_qgan_option_pricing.ipynb index 990b3e6..e2b36af 100644 --- a/docs/tutorials/10_qgan_option_pricing.ipynb +++ b/docs/tutorials/10_qgan_option_pricing.ipynb @@ -30,7 +30,7 @@ "from qiskit.circuit.library import TwoLocal\n", "from qiskit.quantum_info import Statevector\n", "\n", - "from qiskit.algorithms import IterativeAmplitudeEstimation, EstimationProblem\n", + "from qiskit_algorithms import IterativeAmplitudeEstimation, EstimationProblem\n", "from qiskit_aer.primitives import Sampler\n", "from qiskit_finance.applications.estimation import EuropeanCallPricing\n", "from qiskit_finance.circuit.library import NormalDistribution" @@ -133,12 +133,14 @@ "outputs": [ { "data": { - "image/png": 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", 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\n", 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" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -204,18 +206,20 @@ "name": "stdout", "output_type": "stream", "text": [ - "Analytically calculated expected payoff w.r.t. the target distribution: 1.0761\n", + "Analytically calculated expected payoff w.r.t. the target distribution: 1.0611\n", "Analytically calculated expected payoff w.r.t. the trained distribution: 0.9805\n" ] }, { "data": { - "image/png": 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", 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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -269,7 +273,7 @@ "problem = european_call_pricing.to_estimation_problem()\n", "# construct amplitude estimation\n", "ae = IterativeAmplitudeEstimation(\n", - " epsilon_target=epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100})\n", + " epsilon_target=epsilon, alpha=alpha, sampler=Sampler(run_options={\"shots\": 100, \"seed\": 75})\n", ")" ] }, @@ -292,8 +296,8 @@ "output_type": "stream", "text": [ "Exact value: \t0.9805\n", - "Estimated value: \t1.0439\n", - "Confidence interval:\t[0.9295, 1.1583]\n" + "Estimated value: \t1.0138\n", + "Confidence interval:\t[0.9883, 1.0394]\n" ] } ], @@ -317,7 +321,7 @@ { "data": { "text/html": [ - "

Version Information

Qiskit SoftwareVersion
qiskit-terra0.23.1
qiskit-aer0.11.2
qiskit-ibmq-provider0.20.0
qiskit0.41.0
qiskit-finance0.4.0
qiskit-optimization0.5.0
qiskit-machine-learning0.5.0
System information
Python version3.9.10
Python compilerClang 13.1.6 (clang-1316.0.21.2.5)
Python buildmain, Aug 9 2022 18:26:17
OSDarwin
CPUs10
Memory (Gb)64.0
Thu Feb 16 15:52:11 2023 JST
" + "

Version Information

SoftwareVersion
qiskitNone
qiskit-terra0.45.0.dev0+c626be7
qiskit_algorithms0.2.0
qiskit_aer0.12.0
qiskit_optimization0.6.0
qiskit_finance0.4.0
qiskit_ibm_provider0.6.1
System information
Python version3.9.7
Python compilerGCC 7.5.0
Python builddefault, Sep 16 2021 13:09:58
OSLinux
CPUs2
Memory (Gb)5.778430938720703
Fri Aug 18 16:26:01 2023 EDT
" ], "text/plain": [ "" @@ -357,7 +361,7 @@ "metadata": { "celltoolbar": "Tags", "kernelspec": { - "display_name": "qiskit", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -371,7 +375,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.10" + "version": "3.9.7" }, "varInspector": { "cols": { diff --git a/qiskit_finance/applications/estimation/estimation_application.py b/qiskit_finance/applications/estimation/estimation_application.py index e4617a8..53a93eb 100644 --- a/qiskit_finance/applications/estimation/estimation_application.py +++ b/qiskit_finance/applications/estimation/estimation_application.py @@ -13,7 +13,7 @@ """An abstract class for estimation application classes.""" from abc import ABC, abstractmethod -from qiskit.algorithms.amplitude_estimators import ( +from qiskit_algorithms import ( EstimationProblem, AmplitudeEstimatorResult, ) @@ -27,14 +27,14 @@ class EstimationApplication(ABC): @abstractmethod def to_estimation_problem(self) -> EstimationProblem: """Convert a problem instance into a - :class:`qiskit.algorithms.EstimationProblem` + :class:`qiskit_algorithms.EstimationProblem` """ pass @abstractmethod def interpret(self, result: AmplitudeEstimatorResult) -> float: """Convert the calculation result of the problem - (:class:`qiskit.algorithms.AmplitudeEstimatorResult`) + (:class:`qiskit_algorithms.AmplitudeEstimatorResult`) to the answer of the problem. Args: diff --git a/qiskit_finance/applications/estimation/european_call_delta.py b/qiskit_finance/applications/estimation/european_call_delta.py index 198acd0..a8482a3 100644 --- a/qiskit_finance/applications/estimation/european_call_delta.py +++ b/qiskit_finance/applications/estimation/european_call_delta.py @@ -14,7 +14,7 @@ from typing import Tuple from qiskit.circuit import QuantumCircuit -from qiskit.algorithms.amplitude_estimators import ( +from qiskit_algorithms import ( EstimationProblem, AmplitudeEstimatorResult, ) @@ -60,10 +60,10 @@ def __init__( def to_estimation_problem(self) -> EstimationProblem: """Convert a problem instance into a - :class:`qiskit.algorithms.EstimationProblem` + :class:`qiskit_algorithms.EstimationProblem` Returns: - The :class:`qiskit.algorithms.EstimationProblem` created + The :class:`qiskit_algorithms.EstimationProblem` created from the European call delta problem instance. """ problem = EstimationProblem( @@ -75,7 +75,7 @@ def to_estimation_problem(self) -> EstimationProblem: def interpret(self, result: AmplitudeEstimatorResult) -> float: """Convert the calculation result of the problem - (:class:`qiskit.algorithms.AmplitudeEstimatorResult`) + (:class:`qiskit_algorithms.AmplitudeEstimatorResult`) to the answer of the problem. Args: diff --git a/qiskit_finance/applications/estimation/european_call_pricing.py b/qiskit_finance/applications/estimation/european_call_pricing.py index 9c6741b..1ce1ede 100644 --- a/qiskit_finance/applications/estimation/european_call_pricing.py +++ b/qiskit_finance/applications/estimation/european_call_pricing.py @@ -14,7 +14,7 @@ from typing import Tuple from qiskit.circuit import QuantumCircuit -from qiskit.algorithms.amplitude_estimators import ( +from qiskit_algorithms import ( EstimationProblem, AmplitudeEstimatorResult, ) @@ -65,10 +65,10 @@ def __init__( def to_estimation_problem(self) -> EstimationProblem: """Convert a problem instance into a - :class:`qiskit.algorithms.EstimationProblem` + :class:`qiskit_algorithms.EstimationProblem` Returns: - The :class:`qiskit.algorithms.EstimationProblem` created + The :class:`qiskit_algorithms.EstimationProblem` created from the European call pricing problem instance. """ problem = EstimationProblem( @@ -80,7 +80,7 @@ def to_estimation_problem(self) -> EstimationProblem: def interpret(self, result: AmplitudeEstimatorResult) -> float: """Convert the calculation result of the problem - (:class:`qiskit.algorithms.AmplitudeEstimatorResult`) + (:class:`qiskit_algorithms.AmplitudeEstimatorResult`) to the answer of the problem. Args: diff --git a/qiskit_finance/applications/estimation/fixed_income_pricing.py b/qiskit_finance/applications/estimation/fixed_income_pricing.py index 98e0d86..fde5c13 100644 --- a/qiskit_finance/applications/estimation/fixed_income_pricing.py +++ b/qiskit_finance/applications/estimation/fixed_income_pricing.py @@ -16,7 +16,7 @@ import numpy as np from qiskit.circuit import QuantumCircuit -from qiskit.algorithms.amplitude_estimators import ( +from qiskit_algorithms import ( EstimationProblem, AmplitudeEstimatorResult, ) @@ -83,10 +83,10 @@ def __init__( def to_estimation_problem(self) -> EstimationProblem: """Convert a problem instance into a - :class:`qiskit.algorithms.EstimationProblem` + :class:`qiskit_algorithms.EstimationProblem` Returns: - The :class:`qiskit.algorithms.EstimationProblem` created + The :class:`qiskit_algorithms.EstimationProblem` created from the Fixed problem instance. """ problem = EstimationProblem( @@ -98,7 +98,7 @@ def to_estimation_problem(self) -> EstimationProblem: def interpret(self, result: AmplitudeEstimatorResult) -> float: """Convert the calculation result of the problem - (:class:`qiskit.algorithms.AmplitudeEstimatorResult`) + (:class:`qiskit_algorithms.AmplitudeEstimatorResult`) to the answer of the problem. Args: diff --git a/requirements.txt b/requirements.txt index 1839cc5..31f6724 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,4 +1,5 @@ qiskit-terra>=0.20.0 +qiskit-algorithms qiskit-optimization>=0.2.0 scipy>=1.4 numpy>=1.17 diff --git a/test/applications/test_european_call_delta.py b/test/applications/test_european_call_delta.py index ebeed87..a0a8c71 100644 --- a/test/applications/test_european_call_delta.py +++ b/test/applications/test_european_call_delta.py @@ -15,7 +15,6 @@ import unittest from test import QiskitFinanceTestCase -from qiskit.utils import algorithm_globals from qiskit.circuit.library import IntegerComparator from qiskit.quantum_info import Operator from qiskit_finance.applications.estimation import EuropeanCallDelta @@ -27,8 +26,6 @@ class TestEuropeanCallDelta(QiskitFinanceTestCase): def setUp(self): super().setUp() - self.seed = 457 - algorithm_globals.random_seed = self.seed def test_to_estimation_problem(self): """Test the expected circuit.""" diff --git a/test/applications/test_european_call_pricing.py b/test/applications/test_european_call_pricing.py index eccd017..0ed85b4 100644 --- a/test/applications/test_european_call_pricing.py +++ b/test/applications/test_european_call_pricing.py @@ -17,7 +17,6 @@ from qiskit.circuit.library import LinearAmplitudeFunction from qiskit.quantum_info import Operator -from qiskit.utils import algorithm_globals from qiskit_finance.applications.estimation import EuropeanCallPricing from qiskit_finance.circuit.library.probability_distributions import UniformDistribution @@ -27,8 +26,6 @@ class TestEuropeanCallPricing(QiskitFinanceTestCase): def setUp(self): super().setUp() - self.seed = 457 - algorithm_globals.random_seed = self.seed def test_to_estimation_problem(self): """Test the expected circuit.""" diff --git a/test/applications/test_fixed_income_pricing.py b/test/applications/test_fixed_income_pricing.py index 0da838a..148da82 100644 --- a/test/applications/test_fixed_income_pricing.py +++ b/test/applications/test_fixed_income_pricing.py @@ -19,7 +19,6 @@ from qiskit import QuantumCircuit from qiskit.quantum_info import Operator -from qiskit.utils import algorithm_globals from qiskit_finance.applications.estimation import FixedIncomePricing from qiskit_finance.circuit.library.probability_distributions import UniformDistribution from qiskit_finance.circuit.library.payoff_functions import FixedIncomePricingObjective @@ -30,8 +29,6 @@ class TestFixedIncomePricing(QiskitFinanceTestCase): def setUp(self): super().setUp() - self.seed = 457 - algorithm_globals.random_seed = self.seed def test_to_estimation_problem(self): """Test the expected circuit.""" diff --git a/test/applications/test_portfolio_diversification.py b/test/applications/test_portfolio_diversification.py index 7a04603..d6f4f4a 100644 --- a/test/applications/test_portfolio_diversification.py +++ b/test/applications/test_portfolio_diversification.py @@ -17,7 +17,6 @@ from test import QiskitFinanceTestCase import numpy as np -from qiskit.utils import algorithm_globals from qiskit_optimization.problems import QuadraticProgram, VarType from qiskit_finance.applications.optimization import PortfolioDiversification @@ -30,7 +29,6 @@ class TestPortfolioDiversification(QiskitFinanceTestCase): def setUp(self): """Set up for the tests""" super().setUp() - algorithm_globals.random_seed = 100 self.n = 2 self.q = 1 self.similarity_matrix = np.ones((self.n, self.n)) diff --git a/test/applications/test_portfolio_optimization.py b/test/applications/test_portfolio_optimization.py index f781e33..9387dad 100644 --- a/test/applications/test_portfolio_optimization.py +++ b/test/applications/test_portfolio_optimization.py @@ -18,7 +18,6 @@ from ddt import ddt, data, unpack import numpy as np -from qiskit.utils import algorithm_globals from qiskit_optimization.problems import QuadraticProgram from qiskit_finance.applications.optimization import PortfolioOptimization from qiskit_finance.exceptions import QiskitFinanceError @@ -33,7 +32,6 @@ class TestPortfolioDiversification(QiskitFinanceTestCase): def setUp(self): """Set up for the tests""" super().setUp() - algorithm_globals.random_seed = 100 self.num_assets = 4 self.expected_returns = [0.01528439, -0.00078095, 0.00051792, 0.00087001] self.covariances = [ diff --git a/test/circuit/test_european_call_delta_objective.py b/test/circuit/test_european_call_delta_objective.py index 7130417..e87baea 100644 --- a/test/circuit/test_european_call_delta_objective.py +++ b/test/circuit/test_european_call_delta_objective.py @@ -18,10 +18,9 @@ import numpy as np from qiskit.circuit.library import IntegerComparator from qiskit.quantum_info import Operator -from qiskit.utils import QuantumInstance, optionals -from qiskit.algorithms import IterativeAmplitudeEstimation, EstimationProblem +from qiskit.primitives import Sampler +from qiskit_algorithms import IterativeAmplitudeEstimation, EstimationProblem from qiskit_finance.circuit.library import LogNormalDistribution - from qiskit_finance.circuit.library.payoff_functions import EuropeanCallDeltaObjective @@ -46,7 +45,6 @@ def test_circuit(self): self.assertTrue(Operator(ecd).equiv(comparator)) - @unittest.skipUnless(optionals.HAS_AER, "qiskit-aer is required to run this test") def test_application(self): """Test an end-to-end application.""" @@ -93,17 +91,10 @@ def test_application(self): post_processing=european_call_delta.post_processing, ) - # run amplitude estimation - from qiskit_aer import Aer - - q_i = QuantumInstance( - Aer.get_backend("aer_simulator"), - seed_simulator=125, - seed_transpiler=80, - ) - iae = IterativeAmplitudeEstimation(epsilon_target=0.01, alpha=0.05, quantum_instance=q_i) + sampler = Sampler(options={"shots": 1024, "seed": 12}) + iae = IterativeAmplitudeEstimation(epsilon_target=0.01, alpha=0.05, sampler=sampler) result = iae.estimate(problem) - self.assertAlmostEqual(result.estimation_processed, 0.8088790606143996) + self.assertAlmostEqual(result.estimation_processed, 0.8088153392162598) if __name__ == "__main__": diff --git a/test/circuit/test_european_call_pricing_objective.py b/test/circuit/test_european_call_pricing_objective.py index be59fb5..c6f7a4c 100644 --- a/test/circuit/test_european_call_pricing_objective.py +++ b/test/circuit/test_european_call_pricing_objective.py @@ -16,10 +16,10 @@ from test import QiskitFinanceTestCase import numpy as np -from qiskit.utils import algorithm_globals, QuantumInstance, optionals -from qiskit.algorithms import IterativeAmplitudeEstimation, EstimationProblem from qiskit.circuit.library import LinearAmplitudeFunction, TwoLocal from qiskit.quantum_info import Operator +from qiskit.primitives import Sampler +from qiskit_algorithms import IterativeAmplitudeEstimation, EstimationProblem from qiskit_finance.circuit.library import EuropeanCallPricingObjective, NormalDistribution @@ -28,8 +28,6 @@ class TestEuropeanCallExpectedValue(QiskitFinanceTestCase): def setUp(self): super().setUp() - self.seed = 457 - algorithm_globals.random_seed = self.seed def test_ecev_circuit(self): """Test the expected circuit. @@ -59,7 +57,6 @@ def test_ecev_circuit(self): self.assertTrue(Operator(ecev).equiv(linear_function)) - @unittest.skipUnless(optionals.HAS_AER, "qiskit-aer is required to run this test") def test_application(self): """Test an end-to-end application.""" @@ -101,16 +98,10 @@ def test_application(self): post_processing=european_call.post_processing, ) - from qiskit_aer import Aer - - q_i = QuantumInstance( - Aer.get_backend("aer_simulator"), - seed_simulator=125, - seed_transpiler=80, - ) - iae = IterativeAmplitudeEstimation(epsilon_target=0.01, alpha=0.05, quantum_instance=q_i) + sampler = Sampler(options={"shots": 1024, "seed": 12}) + iae = IterativeAmplitudeEstimation(epsilon_target=0.01, alpha=0.05, sampler=sampler) result = iae.estimate(problem) - self.assertAlmostEqual(result.estimation_processed, 1.0364776997977694) + self.assertAlmostEqual(result.estimation_processed, 1.0341976859652098) if __name__ == "__main__": diff --git a/test/circuit/test_fixed_income_pricing_objective.py b/test/circuit/test_fixed_income_pricing_objective.py index 3eb2643..7284e16 100644 --- a/test/circuit/test_fixed_income_pricing_objective.py +++ b/test/circuit/test_fixed_income_pricing_objective.py @@ -18,9 +18,9 @@ import numpy as np from qiskit import QuantumCircuit -from qiskit.utils import QuantumInstance, optionals -from qiskit.algorithms import IterativeAmplitudeEstimation, EstimationProblem from qiskit.quantum_info import Operator +from qiskit.primitives import Sampler +from qiskit_algorithms import IterativeAmplitudeEstimation, EstimationProblem from qiskit_finance.circuit.library import NormalDistribution from qiskit_finance.circuit.library.payoff_functions import FixedIncomePricingObjective @@ -50,7 +50,6 @@ def test_circuit(self): self.assertTrue(Operator(circuit).equiv(expected)) - @unittest.skipUnless(optionals.HAS_AER, "qiskit-aer is required to run this test") def test_application(self): """Test an end-to-end application.""" @@ -87,19 +86,12 @@ def test_application(self): post_processing=fixed_income.post_processing, ) - # run simulation - from qiskit_aer import Aer - - q_i = QuantumInstance( - Aer.get_backend("aer_simulator"), - seed_simulator=2, - seed_transpiler=2, - ) - iae = IterativeAmplitudeEstimation(epsilon_target=0.01, alpha=0.05, quantum_instance=q_i) + sampler = Sampler(options={"shots": 1024, "seed": 12}) + iae = IterativeAmplitudeEstimation(epsilon_target=0.01, alpha=0.05, sampler=sampler) result = iae.estimate(problem) # compare to precomputed solution - self.assertAlmostEqual(result.estimation_processed, 2.3389012822103044) + self.assertAlmostEqual(result.estimation_processed, 2.329154511815111) if __name__ == "__main__":