From 10bb03585c52bf1bc0a1838e53b5ebdb8db237f9 Mon Sep 17 00:00:00 2001 From: Helena Zhang Date: Wed, 7 Jul 2021 07:45:36 -0400 Subject: [PATCH 1/7] added warning and test --- .../composite/composite_experiment.py | 7 ++ test/test_composite.py | 106 ++++++++++++++++++ 2 files changed, 113 insertions(+) create mode 100644 test/test_composite.py diff --git a/qiskit_experiments/composite/composite_experiment.py b/qiskit_experiments/composite/composite_experiment.py index 91e21792c2..3f1d1dd25b 100644 --- a/qiskit_experiments/composite/composite_experiment.py +++ b/qiskit_experiments/composite/composite_experiment.py @@ -14,6 +14,9 @@ """ from abc import abstractmethod +import warnings + +from qiskit.providers.options import Options from qiskit_experiments.base_experiment import BaseExperiment from .composite_experiment_data import CompositeExperimentData @@ -63,6 +66,10 @@ def _add_job_metadata(self, experiment_data, job, **run_options): # Add sub-experiment options for i in range(self.num_experiments): sub_exp = self.component_experiment(i) + if sub_exp.run_options != Options(): + warnings.warn( + "Sub-experiment run options are overridden by composite experiment settings." + ) sub_data = experiment_data.component_experiment_data(i) sub_exp._add_job_metadata(sub_data, job, **run_options) diff --git a/test/test_composite.py b/test/test_composite.py new file mode 100644 index 0000000000..3d66e845f8 --- /dev/null +++ b/test/test_composite.py @@ -0,0 +1,106 @@ +# This code is part of Qiskit. +# +# (C) Copyright IBM 2021. +# +# This code is licensed under the Apache License, Version 2.0. You may +# obtain a copy of this license in the LICENSE.txt file in the root directory +# of this source tree or at http://www.apache.org/licenses/LICENSE-2.0. +# +# Any modifications or derivative works of this code must retain this +# copyright notice, and modified files need to carry a notice indicating +# that they have been altered from the originals. + +"""Class to test composite experiments.""" + +from typing import Optional + +from qiskit.providers import Backend +from qiskit.providers.backend import BackendV1 +from qiskit.providers.options import Options +from qiskit.providers.models import QasmBackendConfiguration +from qiskit.result import Result +from qiskit.test import QiskitTestCase + +from qiskit_experiments.test.mock_job import MockJob +from qiskit_experiments.base_experiment import BaseExperiment +from qiskit_experiments.base_analysis import BaseAnalysis +from qiskit_experiments.composite.parallel_experiment import ParallelExperiment + + +class DummyAnalysis(BaseAnalysis): + """ + Dummy analysis class for test purposes only. + """ + + def _run_analysis(self, experiment_data, **options): + return [], None + + +class DummyExperiment(BaseExperiment): + """ + Dummy experiment class for test purposes only. + """ + + __analysis_class__ = DummyAnalysis + + def circuits(self, backend: Optional[Backend] = None): + return [] + + +class DummyBackend(BackendV1): + """ + Dummy backend for test purposes only. + """ + + def __init__(self): + configuration = QasmBackendConfiguration( + backend_name="dummy_backend", + backend_version="0", + n_qubits=int(1e6), + basis_gates=["barrier", "x", "delay", "measure"], + gates=[], + local=True, + simulator=True, + conditional=False, + open_pulse=False, + memory=False, + max_shots=int(1e6), + coupling_map=None, + ) + super().__init__(configuration) + + @classmethod + def _default_options(cls): + return Options() + + def run(self, run_input, **options): + result = { + "backend_name": "Dummmy backend", + "backend_version": "0", + "qobj_id": 0, + "job_id": 0, + "success": True, + "results": [], + } + return MockJob(backend=self, result=Result.from_dict(result)) + + +class TestComposite(QiskitTestCase): + """ + Test composite experiment behavior. + """ + + def test_parallel_options(self): + """ + Test parallel experiments overriding sub-experiment options. + """ + + exp0 = DummyExperiment(0) + exp2 = DummyExperiment(2) + exp2.set_run_options(shots=2000) + + par_exp = ParallelExperiment([exp0, exp2]) + with self.assertWarnsRegex( + Warning, "Sub-experiment run options are overridden by composite experiment settings." + ): + par_exp.run(DummyBackend()) From 14f77ea708b0743d1defd2447458ed0dbf900f2b Mon Sep 17 00:00:00 2001 From: Helena Zhang Date: Wed, 21 Jul 2021 09:03:54 -0400 Subject: [PATCH 2/7] added tutorial --- docs/tutorials/resultsdb_tutorial.ipynb | 336 +++++++++++++++++++ qiskit_experiments/database_service/utils.py | 4 +- 2 files changed, 339 insertions(+), 1 deletion(-) create mode 100644 docs/tutorials/resultsdb_tutorial.ipynb diff --git a/docs/tutorials/resultsdb_tutorial.ipynb b/docs/tutorials/resultsdb_tutorial.ipynb new file mode 100644 index 0000000000..36ebd18099 --- /dev/null +++ b/docs/tutorials/resultsdb_tutorial.ipynb @@ -0,0 +1,336 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# Saving Experiment Data to the Cloud" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Qiskit Experiments is designed to work with Qiskit's online experiment database, where you can view and share results of experiments you've run. This tutorial shows how to save your experimental results to the database. You will need to have `qiskit-ibmq-provider` installed locally and an account in the Qiskit cloud service. We will use the `ibmq_armonk` backend which is open and available to everyone." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "from qiskit import IBMQ\n", + "\n", + "IBMQ.load_account()\n", + "provider = IBMQ.get_provider(hub=\"ibm-q\", group=\"open\", project=\"main\")\n", + "backend = provider.get_backend(\"ibmq_armonk\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## T1 Experiment\n", + "\n", + "Let's run a T1 experiment and save the results to ResultsDB." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "slideshow": { + "slide_type": "-" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " ┌───┐ ░ ┌──────────────┐ ░ ┌─┐\n", + "q_0: ┤ X ├─░─┤ Delay(0[us]) ├─░─┤M├\n", + " └───┘ ░ └──────────────┘ ░ └╥┘\n", + "c: 1/════════════════════════════╩═\n", + " 0 \n" + ] + } + ], + "source": [ + "from qiskit_experiments.library.characterization import T1\n", + "\n", + "t1_delays = list(range(0, 800, 50))\n", + "\n", + "# Create an experiment for qubit 0,\n", + "# setting the unit to microseconds,\n", + "# with the specified time intervals\n", + "exp = T1(qubit=0, delays=t1_delays, unit=\"us\")\n", + "print(exp.circuits()[0])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Let's run the experiment. `block_for_results()` blocks execution until the experiment is complete, then `save_all()` is called to save the data to ResultsDB." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Run the experiment circuits with 1000 shots each,\n", + "# and analyze the result\n", + "\n", + "t1_expdata = exp.run(backend=backend, shots=1000)\n", + "\n", + "t1_expdata.block_for_results()\n", + "t1_expdata.save()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Results and figure:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "scrolled": true, + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "{'value': 0.00018324906847729875,\n", + " 'stderr': 5.7401448892369964e-06,\n", + " 'unit': 's',\n", + " 'label': 'T1',\n", + " 'fit': {'popt': array([8.34243526e-01, 1.83249068e-04, 7.54695769e-02]),\n", + " 'popt_keys': ['a', 'tau', 'c'],\n", + " 'popt_err': array([9.07291006e-03, 5.74014489e-06, 5.81083099e-03]),\n", + " 'pcov': array([[ 8.23176970e-05, 6.12269465e-09, -2.34835384e-05],\n", + " [ 6.12269465e-09, 3.29492633e-11, -2.66764007e-08],\n", + " [-2.34835384e-05, -2.66764007e-08, 3.37657568e-05]]),\n", + " 'reduced_chisq': 0.6502510474479144,\n", + " 'dof': 13,\n", + " 'xrange': [0.0, 0.00075],\n", + " 'circuit_unit': 'us'},\n", + " 'quality': 'bad',\n", + " 'success': True}" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "display(t1_expdata.figure(0))\n", + "t1_expdata.analysis_results(0).data()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "You can view the results at the [IBM Quantum Experiments pane](https://quantum-computing.ibm.com/experiments) on the cloud." + ] + }, + { + "attachments": { + "image-4.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image-4.png](attachment:image-4.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "There is also the `auto_save` feature, which saves the data of an experiment preemptively. In the future, you will be able to set `provider.experiment.set_option(auto_save=True)` to turn auto_save on by default at the experiment service level." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "scrolled": false, + "slideshow": { + "slide_type": "-" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Not all post-processing has finished. Consider calling save() again after all post-processing is done to save any newly generated data.\n", + "Analysis result cannot be saved because no experiment service is available.\n" + ] + } + ], + "source": [ + "exp = T1(qubit=0, delays=t1_delays, unit=\"us\")\n", + "\n", + "t1_expdata = exp.run(backend=backend, shots=1000)\n", + "t1_expdata.auto_save = True\n", + "t1_expdata.block_for_results()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## RB Experiment\n", + "Let's now do a standard RB experiment and save the results to ResultsDB." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import qiskit_experiments as qe\n", + "\n", + "rb = qe.library.randomized_benchmarking\n", + "\n", + "lengths = np.arange(1, 1000, 200)\n", + "num_samples = 10\n", + "seed = 1010\n", + "\n", + "rb_exp = rb.StandardRB([0], lengths, num_samples=num_samples, seed=seed)\n", + "rb_expdata = rb_exp.run(backend)\n", + "rb_expdata.block_for_results()\n", + "rb_expdata.save()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "scrolled": true, + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "{'analysis_type': 'RBAnalysis',\n", + " 'popt': array([9.35656059e-01, 9.99706253e-01, 9.48863844e-19]),\n", + " 'popt_keys': ['a', 'alpha', 'b'],\n", + " 'popt_err': array([2.60910715e+00, 9.03358822e-04, 2.61131515e+00]),\n", + " 'pcov': array([[ 6.80744011e+00, 2.35549302e-03, -6.81317670e+00],\n", + " [ 2.35549302e-03, 8.16057161e-07, -2.35759976e-03],\n", + " [-6.81317670e+00, -2.35759976e-03, 6.81896679e+00]]),\n", + " 'reduced_chisq': 0.14095954042430575,\n", + " 'dof': 2,\n", + " 'xrange': [1.0, 801.0],\n", + " 'success': True,\n", + " 'EPC': 0.0001468735487230588,\n", + " 'EPC_err': 0.00045181212947009546,\n", + " 'EPG': {0: {'rz': 0.0,\n", + " 'sx': 7.621733241999669e-05,\n", + " 'x': 7.621733241999669e-05}}}" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "display(rb_expdata.figure(0))\n", + "rb_expdata.analysis_results(0).data()" + ] + } + ], + "metadata": { + "celltoolbar": "Slideshow", + "kernelspec": { + "display_name": "experiments-venv", + "language": "python", + "name": "experiments-venv" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/qiskit_experiments/database_service/utils.py b/qiskit_experiments/database_service/utils.py index 8c0322f382..ad78e7e271 100644 --- a/qiskit_experiments/database_service/utils.py +++ b/qiskit_experiments/database_service/utils.py @@ -86,7 +86,9 @@ def plot_to_svg_bytes(figure: "pyplot.Figure") -> bytes: buf = io.BytesIO() opaque_color = list(figure.get_facecolor()) opaque_color[3] = 1.0 # set alpha to opaque - figure.savefig(buf, format="svg", facecolor=tuple(opaque_color), edgecolor="none") + figure.savefig( + buf, format="svg", facecolor=tuple(opaque_color), edgecolor="none", bbox_inches="tight" + ) buf.seek(0) figure_data = buf.read() buf.close() From fc7523c3a157696bc46cc6326fd2953f9d15ef01 Mon Sep 17 00:00:00 2001 From: Helena Zhang Date: Wed, 21 Jul 2021 09:23:22 -0400 Subject: [PATCH 3/7] formatting --- docs/tutorials/resultsdb_tutorial.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/tutorials/resultsdb_tutorial.ipynb b/docs/tutorials/resultsdb_tutorial.ipynb index 36ebd18099..fcebf92b76 100644 --- a/docs/tutorials/resultsdb_tutorial.ipynb +++ b/docs/tutorials/resultsdb_tutorial.ipynb @@ -196,7 +196,7 @@ } }, "source": [ - "There is also the `auto_save` feature, which saves the data of an experiment preemptively. In the future, you will be able to set `provider.experiment.set_option(auto_save=True)` to turn auto_save on by default at the experiment service level." + "There is also the `auto_save` feature, which saves the data of an experiment preemptively. In the future, you will be able to set `provider.experiment.set_option(auto_save=True)` to turn `auto_save` on by default at the experiment service level." ] }, { From 24986aa87deac4834c635b036d50dcd071ca8140 Mon Sep 17 00:00:00 2001 From: Helena Zhang Date: Wed, 21 Jul 2021 16:25:38 -0400 Subject: [PATCH 4/7] added load data --- docs/tutorials/resultsdb_tutorial.ipynb | 213 ++++++++++++++++++++---- 1 file changed, 181 insertions(+), 32 deletions(-) diff --git a/docs/tutorials/resultsdb_tutorial.ipynb b/docs/tutorials/resultsdb_tutorial.ipynb index fcebf92b76..daadbed633 100644 --- a/docs/tutorials/resultsdb_tutorial.ipynb +++ b/docs/tutorials/resultsdb_tutorial.ipynb @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": { "slideshow": { "slide_type": "skip" @@ -45,7 +45,7 @@ "source": [ "## T1 Experiment\n", "\n", - "Let's run a T1 experiment and save the results to ResultsDB." + "Let's run a T1 experiment and save the results to the experiment database." ] }, { @@ -89,7 +89,7 @@ } }, "source": [ - "Let's run the experiment. `block_for_results()` blocks execution until the experiment is complete, then `save_all()` is called to save the data to ResultsDB." + "Let's run the experiment. `block_for_results()` blocks execution until the experiment is complete, then `save()` is called to save the data to ResultsDB." ] }, { @@ -111,12 +111,39 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Results and figure:" + "Note that calling `save()` before the experiment is complete will instantiate an experiment entry in the database, but it will not have complete data. To fix this, you can call `save()` again once the experiment is done running." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Our T1 figure and analysis results:" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "t1_expdata" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 5, "metadata": { "scrolled": true, "slideshow": { @@ -126,7 +153,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -137,17 +164,17 @@ { "data": { "text/plain": [ - "{'value': 0.00018324906847729875,\n", - " 'stderr': 5.7401448892369964e-06,\n", + "{'value': 0.00021540042996137575,\n", + " 'stderr': 7.413214470196464e-06,\n", " 'unit': 's',\n", " 'label': 'T1',\n", - " 'fit': {'popt': array([8.34243526e-01, 1.83249068e-04, 7.54695769e-02]),\n", + " 'fit': {'popt': array([8.27525912e-01, 2.15400430e-04, 7.05351749e-02]),\n", " 'popt_keys': ['a', 'tau', 'c'],\n", - " 'popt_err': array([9.07291006e-03, 5.74014489e-06, 5.81083099e-03]),\n", - " 'pcov': array([[ 8.23176970e-05, 6.12269465e-09, -2.34835384e-05],\n", - " [ 6.12269465e-09, 3.29492633e-11, -2.66764007e-08],\n", - " [-2.34835384e-05, -2.66764007e-08, 3.37657568e-05]]),\n", - " 'reduced_chisq': 0.6502510474479144,\n", + " 'popt_err': array([9.62076097e-03, 7.41321447e-06, 7.29076513e-03]),\n", + " 'pcov': array([[ 9.25590417e-05, 1.69155694e-08, -3.72037925e-05],\n", + " [ 1.69155694e-08, 5.49557488e-11, -4.59738214e-08],\n", + " [-3.72037925e-05, -4.59738214e-08, 5.31552561e-05]]),\n", + " 'reduced_chisq': 1.3609095467472334,\n", " 'dof': 13,\n", " 'xrange': [0.0, 0.00075],\n", " 'circuit_unit': 'us'},\n", @@ -155,7 +182,7 @@ " 'success': True}" ] }, - "execution_count": 11, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -173,7 +200,33 @@ } }, "source": [ - "You can view the results at the [IBM Quantum Experiments pane](https://quantum-computing.ibm.com/experiments) on the cloud." + "You can also view the results at the [IBM Quantum Experiments pane](https://quantum-computing.ibm.com/experiments?date_interval=last-90-days&owner=me) on the cloud." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "By default, the interface displays all experiments you have privilege to see, but this link shows your own experiments. You can change that setting by clicking on the All Experiments dropdown. You can also filter by device, date, provider, and result by clicking on the filter icon." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Individual experiment pages show the plot, and one or more important analysis results, which for the T1 experiment is the fitted T1 value." ] }, { @@ -188,6 +241,77 @@ "![image-4.png](attachment:image-4.png)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can change the quality and verify/unverify the results upon selection:" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can also load the full saved analysis result from the database service. Let's instantiate a dummy analysis result to load the result we've just saved to the database and check that it's the same as before:" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit_experiments.database_service import DbAnalysisResultV1 as DbAnalysisResult\n", + "\n", + "values = {\n", + " \"result_data\": {\"foo\": \"bar\"},\n", + " \"result_type\": \"some_type\",\n", + " \"device_components\": [\"Q1\", \"Q2\"],\n", + " \"experiment_id\": \"1234\",\n", + "}\n", + "\n", + "analysis_res = DbAnalysisResult(**values)\n", + "data = analysis_res.load(t1_expdata.analysis_results(0).result_id, t1_expdata.service)" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Analysis Result: T1\n", + "Analysis Result ID: 5769261c-bf3f-4e2e-9754-0c0bec5b5e02\n", + "Experiment ID: 6cc66a03-de43-4d36-9c39-f56d5ee8c011\n", + "Device Components: []\n", + "Quality: ResultQuality.BAD\n", + "Verified: True\n", + "Result Data:{'fit': {'dof': 13, 'pcov': array([[ 9.25590417e-05, 1.69155694e-08, -3.72037925e-05],\n", + " [ 1.69155694e-08, 5.49557488e-11, -4.59738214e-08],\n", + " [-3.72037925e-05, -4.59738214e-08, 5.31552561e-05]]), 'popt': array([8.27525912e-01, 2.15400430e-04, 7.05351749e-02]), 'xrange': [0, 0.00075], 'popt_err': array([9.62076097e-03, 7.41321447e-06, 7.29076513e-03]), 'popt_keys': ['a', 'tau', 'c'], 'circuit_unit': 'us', 'reduced_chisq': 1.3609095467472334}, 'unit': 's', 'label': 'T1', 'value': 0.00021540042996137575, 'stderr': 7.413214470196464e-06, 'quality': 'bad', 'success': True}\n" + ] + } + ], + "source": [ + "print(data)" + ] + }, { "cell_type": "markdown", "metadata": { @@ -240,7 +364,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -261,9 +385,9 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 39, "metadata": { - "scrolled": true, + "scrolled": false, "slideshow": { "slide_type": "slide" } @@ -271,7 +395,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -283,24 +407,24 @@ "data": { "text/plain": [ "{'analysis_type': 'RBAnalysis',\n", - " 'popt': array([9.35656059e-01, 9.99706253e-01, 9.48863844e-19]),\n", + " 'popt': array([9.36670735e-01, 9.99551934e-01, 6.66037165e-14]),\n", " 'popt_keys': ['a', 'alpha', 'b'],\n", - " 'popt_err': array([2.60910715e+00, 9.03358822e-04, 2.61131515e+00]),\n", - " 'pcov': array([[ 6.80744011e+00, 2.35549302e-03, -6.81317670e+00],\n", - " [ 2.35549302e-03, 8.16057161e-07, -2.35759976e-03],\n", - " [-6.81317670e+00, -2.35759976e-03, 6.81896679e+00]]),\n", - " 'reduced_chisq': 0.14095954042430575,\n", + " 'popt_err': array([1.52118353e+00, 8.28652723e-04, 1.52343583e+00]),\n", + " 'pcov': array([[ 2.31399934e+00, 1.25843445e-03, -2.31739302e+00],\n", + " [ 1.25843445e-03, 6.86665336e-07, -1.26048728e-03],\n", + " [-2.31739302e+00, -1.26048728e-03, 2.32085673e+00]]),\n", + " 'reduced_chisq': 0.11955890357808392,\n", " 'dof': 2,\n", " 'xrange': [1.0, 801.0],\n", " 'success': True,\n", - " 'EPC': 0.0001468735487230588,\n", - " 'EPC_err': 0.00045181212947009546,\n", + " 'EPC': 0.00022403283474575764,\n", + " 'EPC_err': 0.0004145120902580399,\n", " 'EPG': {0: {'rz': 0.0,\n", - " 'sx': 7.621733241999669e-05,\n", - " 'x': 7.621733241999669e-05}}}" + " 'sx': 7.250382396729012e-05,\n", + " 'x': 7.250382396729012e-05}}}" ] }, - "execution_count": 21, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -309,10 +433,35 @@ "display(rb_expdata.figure(0))\n", "rb_expdata.analysis_results(0).data()" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here is the view of the same job on the database service:" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { - "celltoolbar": "Slideshow", "kernelspec": { "display_name": "experiments-venv", "language": "python", From f1454610aa871859ad2d6da49e32982dd4ae6ce1 Mon Sep 17 00:00:00 2001 From: Helena Zhang Date: Wed, 21 Jul 2021 16:56:11 -0400 Subject: [PATCH 5/7] changed to experimentdata --- docs/tutorials/resultsdb_tutorial.ipynb | 121 ++++++++++++------------ 1 file changed, 63 insertions(+), 58 deletions(-) diff --git a/docs/tutorials/resultsdb_tutorial.ipynb b/docs/tutorials/resultsdb_tutorial.ipynb index daadbed633..ba44111da1 100644 --- a/docs/tutorials/resultsdb_tutorial.ipynb +++ b/docs/tutorials/resultsdb_tutorial.ipynb @@ -121,26 +121,6 @@ "Our T1 figure and analysis results:" ] }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "t1_expdata" - ] - }, { "cell_type": "code", "execution_count": 5, @@ -250,66 +230,92 @@ }, { "attachments": { - "image.png": { - "image/png": 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oQAMa0IAGNKABDWhAAxrQgAY0oAENaKCyAYMG8VTGYyo5slJJt7fbWwMa0IAGNKABDWhAAxrQgAY0oAENaEADGqhnwKDBoMGgQQMa0IAGNKABDWhAAxrQgAY0oAENaEADGtCABjRQ2YBBg3gq46mXXDnMRFMDGtCABjSgAQ1oQAMa0IAGNKABDWhAAxrQwMgyYNBg0GDQoAENaEADGtCABjSgAQ1oQAMa0IAGNKABDWhAAxqobMCgQTyV8ZhKjqxU0u3t9taABjSgAQ1oQAMa0IAGNKABDWhAAxrQgAbqGTBoMGgwaNCABjSgAQ1oQAMa0IAGNKABDWhAAxrQgAY0oAENVDZg0CCeynjqJVcOM9HUgAY0oAENaEADGtCABjSgAQ1oQAMDY+Daxz5L/5n5VVrjyOnW51in9zUDP99zWjr8qk/S46/Nzk6wwnOG8Z77pWUwkAYMGjwoeZDRgAY0oAENaEADGtCABjSgAQ1oQAMa6HADhAz87X3hzDTtE8OGgaww7cZ5b3LijPSnj77IRnhOsMAfz3HzwT++zM+78bO5zt0RkHRF0LD+cXN2jm5EtfZR0xN/nbLuHGB2PntGx6xPp5SL69EdByy3k9tJAxrQgAY0oAENaEADGtDA8DJQrqdY4eDpib9O2c5L7Ts9bX3a3HqUoVo/KoqpRI5yIWyg4jheD+fHH+0wLW1x8ozEY3zOxXaflnY8a0Za/fDOscK6LbzTtLTnBTPzI6/rrXt8hnY+EiYQPvHY23ybGae3afsavss5M9PmJ/W+3L6mrfoe+yT7ZtXpB3O6gV7XoTom1SvDIQsafnvM9PTYK7PT02/OTks2gPHu379Ie5w/s4Znmf2npyX26Q5MF9z7aeKvXuG3OoyD02+O6d/npmndv2d81Zb1aXX9HX/uF6JlYVloQAMa0IAGNKABDWhAAxrQwHA0MOnlOXU91PcU/xbasf72LtdTXPnwZ4m/KJuhrgP6/Zkz0svvf15bn/L6EZSsPK5/dTXxWXt7jJYMPF7z6JyyiWG9TTMUw8dMmJHuf2FWj0Ag1uPWp2alLU+pVhn96/2mp9lfpMQj86N+7P2PvkhXT/ossX1iGZ3w+LM9piX+8cj6lNedYasdPj39ZLf6+0OVz4BBQqi+QoaYL+MQUDFNDOvv4x/u+DQdesXcetv+zo/pf7HXtHwcePOvX6SX3vs8nXXnpz3qgtknO23b9/a527mu9eqGy8ek3tZjMIYPetDAF8spt3yS/jXjq7T/JTPzzrfcQX0fkEkDi4Vx/j2fpmOv+6THsOL7nfS8nUHDYntMS5/O7l9IUP4C76Sycl16Orc8LA8NaEADGtCABjSgAQ1oQAMa6DYD0z/9Kh121SeJSufiHxVk9T5LuZ6C8YrjDnUdUDloKK/fdmfMSA++NLvuZ6v3eVsdVg4UeB3d47Q6r4Een8prAoENT+hZ+b/qYdPTF1+m9Mu96htoZr2KdYNcwT3js/7VjzWzzCrjlIMG5lFcd15Pff/zfl9IXFy3I/74Se4aqTis/LwYQmCIacrjVH3d7qABR2/97Yt02m2f5nLa4PgZ6bx7Pk1ciB6G2ll5X/VzNztdO9e1Xt1w+ZjU7HoNxHiDHjSww10/+bO07AHT06K7zkn5GgUNpJ6xQ9zz3Kw06/Ov0v/9+8v0yp8+z/OgYEi4ObDTTIgNSJOqKDCmZR5HX/NJfp8k7LfHTk/rHD09PfHa7Az1sCt738FojsX0zBvUJ97Yc1xuqMLwf0z7Ml31yGe1dWL59YKGvsYn0SSdZl58PsZlPqS+f/3nl+mrr1IefuTVc9ehr/lR3rc/PSu3Ynjy9dlpm9Nn2KKhw/tcDLc+Vj8BsewsOw1oQAMa0IAGNKABDWhAA0NjgKCBLrB7K/9G9RTU3fDH9L3VAZXnTdctVEz+37++zNNecN+naffz5lxhTS8aVOwWpznp5k/SIZfPvQJ7r4kz04vvfZ7rXQg2ij1vlIOG4vpRP8TNdvnM1OFsdMKMdOqtn6YDLp07b5bLa5ZZXIdmnpdDBqapN6yZeQ3WOA+8ODtd9uDcFiksl4poWrrEOmw6YUYub+rZHpk6O40+cO4FyFGHt8FxM9JtT8/K3SNRV0b58kj9GNv6y//Wjx18+cxE2FNsBcNy1jpqerr3+Vm1ZcayeST4mPLW57l+jDpKuqGiIjvGoX6R6eM1Xd9ESxKGLb7XtHTzk7PSR//5Mn+uXc+du73LQUNx3blKn3XnH/WINz0xK1+l/+zbn/cIIwgmGParsc3tw9RtRr1prHPxkc/HvxiHR6YpjtOf5+0OGi68/9N00f1zt0esW7EVRrnynjrmyx/6LH34ny/Tex9+UTuGxLTrjZ+erX08/ct04xOfJV7He/XMxXvxuMqh09NTb85OMz/7Ktstt6boq2621XVttW64eExifWlFQ8si9q9XP/g81wXH5wiP7IMvvPt5osUIDQHi/f4+DnrQUFzhZoOG4gahy6XJr87OBxAKhRYS/LGDHnf9J3kH5cuCZHOlQ+agYeP/c/qXiTCB5kk0raKZEHDpy23sxJn5S4H3iusXz0nQWCaJKV+W7IzL/7cVxj4XzUxv/OWLfADiIMSBk4NUTFsOGhqNTyhw55RZCcARLnBA++XYaXk9CVn43M0u/44ps9Lz78xBRbdLBCZ2ndTcgTq2oY+WlwY0oAENaEADGtCABjSgAQ1ooDkDjYKGRvUUxXqUenVA5e1Avc5nn3+Vzrj901yBTJ3QXz7+MreqYFwudKVSujgdldLU9cT71ClR17L6EXMqp1mHGL8cNBTXj3onXlPvwvRUJO/whxm5kjim55FKYy78LA5r9LxeoFBvWKP5DPb71HtRBxdX8XO19Z8//rJWmUndGr2cUK5sG+rm6AYpxmc4F9pSUUqQQ/1YsfKe+rF9L5qZPpk1p36MeTCM11ztHZ+XrnbOvXvudozhC+88LQdStzw5K+GL7UKF653PzA0lWN9iqwy6c3/qjbkV81xkzLz5LARaLJvwgWUU17X8mmXjhM8/7oqZad3/VnZTGVzsVornBF+xzo0eqVAuVsJHoMB0ETLwGPNhXKaJ1/19bHfQwP7CNu5rvYp1xYx33WOfJY4tVLKzTdmn97t4zjww+Pqfv8j1qmyzM2//tEd3aPXMlZfN9ieEZP7s44+/NrtmtlFdbyvrynJbrRsuHpOoI3/n/77IF8LjiwAEbxGshE/2D/YtQlD8NmoEUC6P3l53XdDAByE1LHadxM2NSSKLH5LUe+J9cw4ogKGQ430SQf6RNMcwxo/EPIbFIwnjybfUT54JGYqtJ9Y8cs4XGF8uTF/c2Lzua3wSc74c2eixbHaARXae85ovsHLXSX3Nj+ZEfJkGJuZJcyODhrnlG+Xso2WiAQ1oQAMa0IAGNKABDWhAAxrovwGCBq4q5gLP+OMKYsq2mXqKcj1KuQ6ovI248pmr6IvDH31ldtNBA9PRk0VMzwWmrH+8pk6JisJ4XV6/Ay+d2aPrJC6qpQyiVQQVk9TDUMkc82j0WC9QqDes0XyG4n3qw+g+iYtmWT71UJ9/kXIIw+tLHvwsV/TGulExSkXo9n+YMz7lTS8flGOME5WjUV9GBWm56yTuAxutWJiOiuaoyI/58MgNpKlkL24PAo1WgoaiF+ZJq4yDLptTqV1e1/Jrxv/7v7/s0XXShJs+6dEigyBs/LX16yGLnyWeF4MGQgb+ESzUCxmYptODBlomUZkfn6/eY7Hyfom9p38taDri6k/y1fwxbXGbUc+Kn7i3Sj1zMV080rNOMcCJ4Tz2VTfL+62sa5W64eIxCd/sT+xXsY54onUQr8MjZRbv47evnn5ivGYeh0XQwD0fSI+Pue6T2h9fMg9PnfNFU/5SoGBoKkPXSVFIpFnlZlbxHgcqAF7x0JybzJCE8R4bjT7mmDaWTQDCAZWumRinuLEbjU+qyZdwLLf8WA4aGs2PdaAJX6wv8yv3fVhehq/n7oiWhWWhAQ1oQAMa0IAGNKABDWhAAxpozQCV7FRaUccRf9RFUI7N1FMU61GYplHQQN1Pub/5u5+d1VrQsMe0fIU9lcVU+tJtdWz3cp1Sef3KQUOsc9wcl/tV0LNGzK+ZRyqKi+N1S8gQ60zXQ5f+t/ukc+76ND1UuIcF3XrTmiDq0XikO6Hjr59TsV4ub+YZlaM88rpe0MB24Ip23qeVC93nxPoUH1kOPorD8NNK0MC0ax81PdHlFi0TuAI/usYqr2v5NdOWgwbq++iGifo76voIWugivriOfT0vd50UAUMEDuVpqTDv5K6TCImK3VGV15/Xxcr7TSbM6cmmaOriBz7LF2tHnSjlutlJM3LLGrYZlfFxAXo9c+VlUidMSynqgIsXdDeqm211XVutG2b+xWMSF8rTm01x/Qlt6CKJYfU80jqH8ipOU/X5sAgaOGjRooG0r/hH0yYKph4YduBi0HD6bb0HDcyDDc1BEuwcrGgVQb9W/CPoKC6X5zTdYrrixm40PmlvbwdC5lUOGhrNjx2tmMIzD4OG1k6QKDP/LAMNaEADGtCABjSgAQ1oQAMa0EBzBvrqOqmZeopiPQpl3ihooOI6riaPbdRK0MDV3VTs3vP8rNz9Er1j9DdooGKPLrhZH9av2C1OrGNfj8WgodtCBj4X3d5Qf8Zz7q1Q7AaHC4VveHzOFfvFurToqqheHV65crRe0EBrGa7spyUE9XR051OvjHmPoKP4XqtBA6EC9Xfci4L58Rn7EzSwLnSfRMU3+8gzb89tQVNcz96es/44Kb5P2EBZFofFc8Yth3PxXpXHdnedxD7DcaCvdSkGDdSnUs9b9BTPCQKYD/sjgRCV6mwzrLQSNDAfgiXsElLc98IcQ43qZll2K+vaat0w8y8eM6kjL95PhPc5/tAdGM/L+xLDzr7ToKFH10l8ofCFQOHEX/Ttxut6B6lWg4aYL0kYaTk3m2EYFfnFG8QwrLjs4sZuND4HSlpIRLdLjB/dJvG8HDQ0mh/9a/GvmILSbMyuk+Y6oQz9sww0oAENaEADGtCABjSgAQ1oQAPtMdBX0NBMPUW5HqVR0MB9MsstBujfn5YEbFOCBOpaoisjhjF+3KOBbrSjWxHe48LR/gYNVHZTkUk9D/VPUdnZrLFcmfPf/8oVyM3OYyjHo16L7pK4Vyj3GmUbxPpQyX/k1T27BSrWo9WrwytXjtYLGpg/XWYxPf3xRyuaWG480m9/+SJfKqWLLRq4P0JcvMx0VDDHPRoW2WVavgcF6xDz5P4A/Q0a6L4J+1xZ3moIQPnSQ0pvXfvEevLIOIxb3CbF96s8b3fQwPzYhuV14SJxuiJjeLHyni6Q2N+i9QLvs8/Fay40/9s/5943hPepeG8laCiuC+ECdavR9VKjuuFW1rVK3XDxmMk9F4q3D2C9uUE9XYvxvLwvMazrgwYqzznocuDhH4XI62L/aMUNWNwgDKdvv+I9Gkgt2cCRfrLBOQBsfOLc/t2YR3GerQQNfAFF32AgpfUECSPz4+YZJOUcaHjNeBzYYlncKIQNHq8bjc96Mg6fgTK569lZPW6YU75HQ6P5TX3/85ywcgBh3Um2DBrmfsHFdvHRMtGABjSgAQ1oQAMa0IAGNKABDfTfAEEDdSbUaRT/omwb1VMUK82YplwHFPOJx+3OmNNtygbHzamnWf6g6fmi0AgaGI8rpKkIpvKRuii66omggYtXubFrVEpSUVcMGph/sU6pvH77X9LzHg2xXgQk9H1++UM9rzSP94f7I90lUe7l+2dwdTUV/RH8cG9SKkaj4rs/QQPdJ1HmbN/eypceSqhbI3Ag4KD+jW6EikEDFbP3Pj8r31waM9y7NYIGXnMPgagXZL2pFI+ggRtS848KXdahXsUu0xPCFNeRi4vp3oYQYIl9er5XHK+35wQIVLb3FTbwHl2s9zVOb/Pva3i7g4a4TwH7JuVNGdPlFW7CCccRrMR60VrhuP92v8U0593zaSOV8KQAACAASURBVG2bRBAR24T763ID5GaDBu7vgKsIFjiGEC7EzcebqZttdl35PK3WDRePSawbx2DuZ8wxDVfsXxGc1fPY9UHDU2/Ozjtd+b9y06XAQgEXN8gu58zMOwZN22KcrU6dkbgxx58++iKnxcU7y9c7SLUSNNCHIBuFu94zf5LKWC4HJL482FFJx2jqtOphcw8I9P/FenJHeqZpND6hC/Pg4MA86Vcrkt0IObgHRNyko9H8Vj9iTr907EAcaDnoGjT0/8Qptr+PlqUGNKABDWhAAxrQgAY0oAENaGCuASq56v2j8o9yalRPUaw0Y/x6dUDF8qauhIs8abVAvQzdhtDrRTFooM6ISlzu10mFMfVPETRQ8Ua3KlT+Uh+z27kz8/tc1c5yfjl2Wq4Tiq6AyutHRTlXR1NXw70BYt24EJV/USEdwxs9UglMpXUrf+2uOG60js28T0U+/8ZOnNMjSHEaKo2p93r/oy9y2RVv4lyvDq9cOUrdWflm0MyfC5FxQNc4xeWVn8e9WOkC5+k3Z2cLxaCBljdcAY5l6gO5aDeCBuZFuEQdITcBJlDZ4uQ5dZJRd4k/PNDDSHndmZ46y88+/6p2T4lYP/wRzsTrVh9xQFDBPsDF11TK88dzhvHeQFhpd9DA5+am7JQ99ZkzP/sqbw+OHVEmhAq8t+cFc3wRMLLPUjdMnS+tmoo3gKY7fIZTxoQQh1/1Sd6+lE89c7GceCT0IFxgnTgWFFudNKqbbXVdW60bLh+TwuM/p3+ZWxRxX4kIUut57PqgITbSQDwute/0lpukNbsei+/Ve6sLUPF+s/NqND4Ja7SSaGaejeZHGhiompmf4zS/LS0ry0oDGtCABjSgAQ1oQAMa0IAGNNCagXbXU1AvwtW8bIfiPRqK24VuV3qrG2Ha3nraKM6j2edUFnLT396W19t8qAjmhq6t/A1E5XFv69eu4QRP0aqhXfOkrKkMpuwbzZPlL7H3nPGoNC4GDTEt7xe7NI/hPLIsQqjisP4+pwuvQ/7bVXvVeVFxzuehlQZhDn88ZxjvVZ1vX9MNRNAQy2O/ZN+O140eCZtoSVVvPIZT0V7vvWaH0dqkt326Ud1seRl9rSvjtlo3XJ4/deTtPKaV51/v9ZDeDLreCjmsf+AtP8tPAxrQgAY0oAENaEADGtCABjSggZFsoLegYbDKZPSB03MrC24sPVjLHOnLodKflgpcsd5qWfQWNLQ6n6rjU0HN/V/pgaTd4UXVdWplugk3fVLr9r2V6Rx3+H1PGTR4M+CWD8AeCIbfgcBt6jbVgAY0oAENaEADGtCABjSggeFigK5R6AJpqD7PZQ9+lvv4b/cV+0P1ebphuXRnRLdDrXZVxWcjoCh2wT7Yn5d7Bjzz9ue1btIHe/kuz2N/uwwYNBg0DNkXb7sQOx8PiBrQgAY0oAENaEADGtCABjSgAQ1oQAMa0IAGhs6AQYNBg0GDBjSgAQ1oQAMa0IAGNKABDWhAAxrQgAY0oAENaKCyAYMG8VTGY0I4dAmhZW/Za0ADGtCABjSgAQ1oQAMa0IAGNKABDWhAA51iwKDBoMGgQQMa0IAGNKABDWhAAxrQgAY0oAENaEADGtCABjRQ2YBBg3gq4+mUtMz1MLnVgAY0oAENaEADGtCABjSgAQ1oQAMa0IAGNDB0BgwaDBoMGjSgAQ1oQAMa0IAGNKABDWhAAxrQgAY0oAENaEADlQ0YNIinMh4TwqFLCC17y14DGtCABjSgAQ1oQAMa0IAGNKABDWhAAxroFAMGDQYNBg0a0IAGNKABDWhAAxrQgAY0oAENaEADGtCABjSggcoGDBrEUxlPp6RlrofJrQY0oAENaEADGtCABjSgAQ1oQAMa0IAGNKCBoTNg0GDQYNCgAQ1oQAMa0IAGNKABDWhAAxrQgAY0oAENaEADGqhswKBBPJXxmBAOXUJo2Vv2GtCABjSgAQ1oQAMa0IAGNKABDWhAAxrQQKcYMGgwaDBo0IAGNKABDWhAAxrQgAY0oAENaEADGtCABjSgAQ1UNmDQIJ7KeDolLXM9TG41oAENaEADGtCABjSgAQ1oQAMa0IAGNKABDQydAYMGgwaDBg1oQAMa0IAGNKABDWhAAxrQgAY0oAENaEADGtBAZQMGDeKpjMeEcOgSQsvesteABjSgAQ1oQAMa0IAGNKABDWhAAxrQgAY6xYBBg0GDQYMGNKABDWhAAxrQgAY0oAENaEADGtCABjSgAQ1ooLKBloOG9957L/lnGWhAAxrQgAY0oAENaEADGtCABjSgAQ1oQAMa0IAGNIABgwaDE4MjDWhAAxrQgAY0oAENaEADGtCABjSgAQ1oQAMa0EBlAwYN4qmMx7TStFIDGtCABjSgAQ1oQAMa0IAGNKABDWhAAxrQgAYMGgwaDBo0oAENaEADGtCABjSgAQ1oQAMa0IAGNKABDWhAA5UNGDSIpzIek0qTSg1oQAMa0IAGNKABDWhAAxrQgAY0oAENaEADGjBoMGgwaNCABjSgAQ1oQAMa0IAGNKABDWhAAxrQgAY0oAENVDZg0CCeynhMKk0qNaABDWhAAxrQgAY0oAENaEADGtCABjSgAQ1owKDBoMGgQQMa0IAGNKABDWhAAxrQgAY0oAENaEADGtCABjRQ2YBBg3gq4zGpNKnUgAY0oAENaEADGtCABjSgAQ1oQAMa0IAGNKABgwaDBoMGDWhAAxrQgAY0oAENaEADGtCABjSgAQ1oQAMa0EBlAwYN4qmMx6TSpFIDGtCABjSgAQ1oQAMa0IAGNKABDWhAAxrQgAYMGgwaDBo0oAENaEADGtCABjSgAQ1oQAMa0IAGNKABDWhAA5UNGDSIpzIek0qTSg1oQAMa0IAGNKABDWhAAxrQgAY0oAENaEADGjBoMGgwaNCABjSgAQ1oQAMa0IAGNKABDWhAAxrQgAY0oAENVDZg0CCeynhMKk0qNaABDWhAAxrQgAY0oAENaEADGtCABjSgAQ1owKDBoMGgQQMa0IAGNKABDWhAAxrQgAY0oAENaEADGtCABjRQ2cCQBQ2jRo1K88wzT6U/pjUlMyXTgAY0oAENaEADGtCABjSgAQ1oQAMa0IAGNKABDQy9gSELGqqGDDGdeIYej9vAbaABDWhAAxrQgAY0oAENaEADGtCABjSgAQ1oQAMGDTaHsXWIBjSgAQ1oQANDYOCFF15IZ599drrjjjss/yEof38I+UNIA60bePDBB/Nx64knnuj1uHXFFVekm2++udf3LffWy90yG5lldt5556XLL7+8ti/de++9aeLEiendd9+tDdPGyLThdh/c7V5v33vzzTfTVVddlS644IK8P06ZMiWdddZZaerUqZX3T/bvSy65pPL0uhhcF5Z3/fI2aGjww3bcuHFppZVWqvu38847ewBoUH7uePV3vE4ulz/+8Y/pN7/5TfrJT36S1lprrXTEEUek1157bcRbv+uuu3qc6HfyNnTdum+/c5t13za79NJL87nBGWec0eP4+MYbb6TVV189bbnllj2G19vGt99+e+5Cctddd204br3pHdZ9btxmbrNON0AF5vHHH59WWWWVfC646aab5oqTWO+jjjoqH7cuvPDCusetl156Kb+/wAIL1H0/5uOj+0I3GyjuJz/+8Y/Taqutlk466aS2m59vvvnSkksuWZvvr3/967x/3XfffXnYq6++mislJ02aVBunm8vVdfe40B8DBx98cD43v+eee3rsD/yOp07vmGOO6TG8lWWV9z3O9xdaaKG8P37/+9/P8919993z6xNOOKHycvju/NnPflZ5+lY+k+O6vw2Uga4IGvbYY4+8w0a3STwOVIGU53vyySfnygIqDL773e+mb3zjG7XXhx566KCtR3m9fO1BYSAMHHfccdn4Eksskbbbbru04YYbpm9961v5i/mVV14Z0d7HjBmTvvOd74zoMhgIc87TY1m3GnjyySfz8XL06NE9jgsEEJyn7L333j2G1/ucBg36r+fCYboYKgNUnhIscO638sorpx122CEHDhzTdtttt3xMaxQ0sO4nnnhi4krsofocLtd9aCANvPPOO2njjTfO+8mKK66Yfv/736cVVlghffOb30ybb755W1sblIMGWguNHz8+vfXWW3n/ooUR+ycXhg3kZ3be7lPdYIBWwuwPY8eO7bE/7Lnnnnk4+0/Vz1He92hpxLIOO+ywRMDOfAkA2Rf7avHXaPkGDe5rjYx0w/sdHzQQMvCPVJAdOf6GonBJFjnxjmXTVGr55ZdPv/vd72rDeO+3v/1tPknnOa0ellpqqXTttdcmKiN++MMfpl122SW9/fbbtWkeeuihtOaaayaSUK5YOPXUU2vvxbJ89IAz0AZwyAnyT3/60x7+aP53zTXX1IaF1+9973vpV7/6VTrllFNq77GO7BOcfP/hD3/I81pmmWXSrbfemm655Zb8o5UvzwMOOKA2DVcDs49wZRwtKX7wgx+kddddNz377LO1cWh+uPXWW6cf/ehHadFFF00cF7iKIMoklnnOOeekX/ziF2mRRRbJ84v3eaQJIutCYMiPZ9Yp3o91uOiii3K4wjpssMEGKcKVVVddNVcoEjSyrqeffnqelpMJrvibf/7587pxVfLrr79em2/M30f3Xw0MTwNULHBeMnny5Np+z4UJDLvtttvyMI6RHKMWXHDBtMUWW+TzgfBQDhpoPcYxhkqLGIeLGhjGsTeG9XU8i3F8HJ7m3K5u14E0wG8Qjl+cc8VyCB+oSHn44YfzsAgaOBfigpTyORPTxXlZzINzvF/+8pf5go2f//znOYiI9zjucdzk/JBzqquvvjof87gyNcbxUfedZIALEdlPynUAhHQMj5aOXD3N9zdXU7P+zz//fH4doR3DbrrpprT22mtn/zyedtppPdyXg4aoW6Bik/2KcwuWyZXVyy23XGqmfqKTytJ1cd9upwHqDOadd94e9Rl8h1E3QF0b+wfLi/qMevVv999/f95PDz/88NwCgu8lpinuewTp9P7AvkeLJuoWGCfqFIp1J43O2fl+ZR7Uq1x55ZX5WGCLBveLdu4XQzGvjg4aImTo1KCBDUaoQOXsiy++mA8ujz32WD7g7L///vn1euutl19zksHJOJWcHJCOPPLI/D4nCZxYM3zHHXfMQQPvexWQB5fBPiBgDnsEYb0tmy9vTmj5At9oo43ylzbTEEbENJwQE6jxpUwFPe/zZcmPTk7AaRVAhT0n20wTP1gZh6CBoINpCBtinnThxDC6I1l22WXzc1pcxPuxTK4qYjrmzw/ZeP+GG27Iw5g3YQCBBevx+OOP91iHUaNGJVou8GXP8rgqgnlwdRL7KPs6PwLOP//8PHzxxRfPIQOVgmussUZ+//rrr68tN5bvo/uzBoangaOPPjofK+I7nQCUYwWBKD9sqFzgWMKPf0KG//mf/8nHx7gSsRw0EG4yPseTMMO5AcOioqLR8Sym83F4mnO7ul0H0gAtGDje0Ed0b8uJ87bezpmYrlg5ypWd3/72t3OlDMczKlP+93//Nz333HN5GVS6skzOHfmtxPu8Lp7n9bYuDnd/GAoD22+/fd39hN9D2I3uEPfaa6/8+sYbb8zWn3nmmfx6/fXXz68J2fhNwu8Twr34/XH33XfX9r/ivsRnjboF7vHEFdbRnQsXWvE7inEa1U8MRZm5TPfVwTLAfsB+GBf8cLEjryMYbFT/FufmsW9FjwbFfY/Wy/E+31nUcfD54vsxuhZsdM5+8cUX53WjboWLHJknyzNocH8ZrP1loJbTMUFDNHPiIMBfXyED7w9UgfQ1X3b4YosGxiW1ZH2iQvLYY4/Nr6NCIA5IUfn4wAMP5PfpmobpudKB6aNPR04aqMzkKsm+1sX3PPi02wCpPRYx3Nu8w2uMQ8CG12LfoZwQc9IcFWmEbMw39oFDDjkkv44fsfGFHFeu0dqHq3IIC/gRGhV1/PiM9aJlAsuNVg+xzGjlwLgsM4IETuh5HVcEx5f6Pvvsk+cZ6xD9NnKzJ8bfZpttasvkc8SJBuvBslgHWiPFesX847WP7qcaGN4G4uICAlC2NVctcezgHCa2PTeJI3TgNcc53r/sssvy6/gxE5USzQQNjY5nsVwfh7c9t6/bdyAMrLPOOvkYVe7furisZs6ZipWjtFDguBddznJFKcfOmCcXXPH7KoKHc889N49v0KDxMNJpj1x0hOnyfkLFJsMjSGgUNPC5mCYuWOS3EtPTzUt85uK+xLCoW6DOgNe0xmaaYtdJjeonYt4+uo8NRwPhn/2Pz8c5OfsI5+i8jvqM3urf4tycQPyOO+6o9aJQ3vfiIs2oP2De8f0YQUOjc3Z6gSiuG8E89QsGDe6b3b5vdkTQQCU9/7hKmB2tUcjAOENR8PWChggGIsXkKsRi1zPlAxLrTdMtrmrk+bbbbps/M1dMU9HAH1dD8jcUn9FljtyDWnzpcoVubw7Ca/FKG5J3fiBGd2DlE2Ku4mWfjSb3cUJMM0GWU/5CZhhXHDDNnXfemVtL8Lz4JR43WuIqAcYvL5MWRUzDja15f7HFFsutMGIf46oh3ueKn3rrQEjC+8XArxw0MB2tJxhv6aWXzsetRx55JM+P9/yzDDQwMgwQMhCMUlHAMYZjAl0hxPYnlKTygGNddKsQN4mLHzNMx/jNBA2NjmexXB9Hhj+3s9u5nQa4opJjGOdfvc23fN5W75ypeF7GMZDulag8oWUqLcCiYvXll1/Oy6PVayyPbilZB4MGbYeJTnuMykMqIYvrxnc/dqNeoJmggQsRuMCJG7Bzbyemp/Ix5lvclxhWrluI31XFoKFR/UTM20f3seFogO8X6ib47c7n44JI6tbigsSoz+it/i3OzWmBVyyf8r7XTNDQ6JydiyfZ54tdLxO+GzS4bxbtdePzjggattxyyxw08B+VkfGvfF8GdsL4G4rCrhc0sB6EC/RXTzMsDmrFqxDKByTGp0sXmkfxPCphuQKbq6eLf9xoaig+p8scmQe2uMqfLpGKBuJLueiVvgtjHLoEoZItviDLJ8QRGkTQEFf89hU00BUR+zpNHenfnOdRMcdy40ScK4V5XV4m94BgmggaFl544dwaobh/8by3dWDfY/pGQQMtJtjfaYHB+JRDsYIxysjHkblPud1HxnbnOML+z7GNHzUcb+L7m+4SOD7RJQjnA9H1WxzP4sdMK0FDo+OZ7kaGO7ez23kgDEQ3RlR6Fucf53gMKwcN9c6Zyudl3BcruqHkeEnw8Oqrr+ZuNHkdfWAzf4MGbRftdeJz+mrHbfEiKNYzzgeiVWOjoIFWPFREsr8QwkWLov4GDaxLX/UTnVimrpP7fTsN0OqI3+WTJk3Kj5tttlntO61R/Vv53DzWq1yv10zQ0OicnV5OOJbE7waWZdDgvhDmuvmxI4IGdq5i2EDQ0FfIwPhDUei9BQ0nnnhiPkCMGzcuP95888219YsDUnSpwgkFV/REq4cDDzwwT3PmmWfWpnn66adr3SwMxed0mSPz4IY7AjAS/2iOiwWu/uceCQwLr9x0mfdo/s74tNIJN+Ufl80GDdF8kflw5QH7ORX51113XX5evDlqNFnm5IHxy8ssBw38gGV+xRu28nljnZv50VyvRUNxX43mzuWrH2IZPo7M/crtPvy3Oy2ZOL5stdVW+ccMFRCx3ePHTLQCi+bcvQUN/NDgmFq8kon5Mv/okrHR8SyW7ePwt+c2dhu32wDdWnK8odIzusDkghP6oI4b2DZzzlQ+L3vqqafycZGrt6MLTVqy85puKblgK27See211+Z1sEWDvtvtu13z494I7CfcADYuyCKMGz16dB5Od2EsK/aVuJdddLcYXSvFzdcjsOB3CvNtR9DQV/1Eu8rB+biPdqqBuFCRCwvZp6LLZtY36jN6q39rZ9DQ6Jw9wsW4nwQtm71Hg/tVp+5XraxXxwQNHAD4suXfo48+mg8IDOvtr5UP2a5xewsaqGwkMeXqnOKVjCw3ggb6cecLPw42cfUinzVukMZJBpUP3AgqbizZrnV3Ph6wmjEQV+jMP//8uVsvmrKzD/IlSAUYXmm1ww0ATz755MTVAbwf91dgGeUfl80GDcyTfSAq1aK5I10ycYMzfoTSLJhukdhnVltttVplXnmZ5aAhbs5GCwVOKjjBYJoIBeOHQPSnWO/qPE76+ezjx4/P93pgv2d/58cCJy/RyqJYFs2UueO4b2qg+w0QjnJ84HgY96Nhu+633355GMcujjfxg4JWjDTtpvKNaaisiJtFRtcltJbieMO5BeNE0NDoeKan7vfkNnQbDpUBKv7jYg9+j3DxBBdHcQxqpRVo8byMSlcuZOEqb1rPxo0641i5ySab5PkznN9Bce5p0OB+MFT7QaPlsp9EC0XuS8fFULRcZD/htwbvMw8uMmAYQR0Vn3TZyusIGuL+JWPGjMndlfE7jEpGfgPRsod58BuIltNxkVfULcRFYdECiP3n9NNPr/026qt+otHn8333vW43EBf3cm7O9xEt6OIzNap/a2fQ0OicPS6u5nuX51HfULzgKNbbR/fLbjLQUUEDX7yR7PO8r7+hKOTeggbWhZMK1nennXaqHcQYHicDVMpylSLjrLjiirUbnjEOfStysxne42C46qqrJm4EMxSf0WWO7AMYV69xg+SwStM9Tn7pFixsUKkeJ9N45eS62KS++OOSaZoNGgjXFl100bwfUIEfyT7z4CSak+44JhDYxY2eeb+8zHLQQHBAuMDJO/PgHin8gI2rkJoJGugSKfpR5GSfHxH86KaMYr2oPCyeyESZ+Tiy9yu3//Df/nGTZyocON7ENufHTFzhyLGCHy9UBnBxQnQnx1XCBKljx47N01H5Fk2pmTZaRUTQ0Oh4Fsv2cfi7cxu7jQfCABU0nM8QDnB+Q9DAuWFUnjZzzlQ8L+MKTY5jDGN+nIsddNBBteMkV3lTEct7HCcnTJiQnxs06HsgfLdrnvw24jdS7Ce4xvnUqVNrttln+J3Ee4zHbx2cR9DA9zkXF3ABFeNgnx4SeE7dAetKS0h+H3E+wOuoW4iggWE77LBDPo8glCh+vt7qJ4rj+Nz9bLgaoGUe+1u5W2g+b1/1b+0MGhqds1OHwvdtfDdy0SXfgwYN7pfdvl92XNDATtbMX6cVPFf8sN409y2uW/FkgCbBzz77bI/3i+NyZWNUfBaH+9wDzWAb4MQYj8UKs+I68P6TTz7ZFq/FH6zMt9gdUXGZPOfHbzH0KL/f6DWfhxCvt8/VaPre3qcs+CHd2/sOdx/WwMg2wLGr1eMOx5W+phmo45lWR7ZVt7/bPwxw8QnnZPG6v4+0UOUikegiqTw/lsVxLa7QNmjQYtlIJ76+8sorcx0AIQLG660jv12KAUR5HN4fiDqA3uonysv3tfvaSDUwWPVvjc7ZaeXsxYruh8NpPzRoeK9/oKdMmZL7sOcKb5oYl08wikHDcILjZ+mfG8tvbvkVgwbLZW65WBaWhQY0oAENaEADI82AQYPmu8k8FxpFax1ahHfCujeqn+iEdXQd3M81oAENDF8DQxY00B97My0X6o3DtJ2Ckitz6KORfpejv/fiunEvBt7v6yqG4vg+H747m9u2/ral70L2kXJrIMurfnlZLpaLBjSgAQ1oQAPD1cCkSZPyeSFdyAzXz+jnGl77LzdxPu644zrmHouN6if0N7z8uT3dnhrQQKcZGLKgodMKwvVx59SABjSgAQ1oQAMa0IAGNKABDWhAAxrQgAY0oAENtG7AoKGfXSeJrnV0lpllpgENaEADGtCABjSgAQ1oQAMa0IAGNKABDWhg+BgwaDBosFmyBjSgAQ1oQAMa0IAGNKABDWhAAxrQgAY0oAENaKCyAYMG8VTGY+I4fBJHt6XbUgMa0IAGNKABDWhAAxrQgAY0oAENaEADGqhqwKDBoMGgQQMa0IAGNKABDWhAAxrQgAY0oAENaEADGtCABjRQ2YBBg3gq46mabjmdyagGNKABDWhAAxrQgAY0oAENaEADGtCABjSggeFjwKDBoMGgQQMa0IAGNKABDWhAAxrQgAY0oAENaEADGtCABjRQ2YBBg3gq4zFxHD6Jo9vSbakBDWhAAxrQgAY0oAENaEADGtCABjSgAQ1UNWDQYNBg0KABDWhAAxrQgAY0oAENaEADGtCABjSgAQ1oQAMaqGzAoEE8lfFUTbeczmRUAxrQgAY0oAENaEADGtCABjSgAQ1oQAMa0MDwMWDQYNBg0KABDWhAAxrQgAY0oAENaEADGtCABjSgAQ1oQAMaqGzAoEE8lfGYOA6fxNFt6bbUgAY0oAENaEADGtCABjSgAQ1oQAMa0IAGqhowaDBoMGjQgAY0oAENaEADGtCABjSgAQ1oQAMa0IAGNKABDVQ2YNAgnsp4qqZbTmcyqgENaEADGtCABjSgAQ1oQAMa0IAGNKABDWhg+BgwaDBoMGjQgAY0oAENaEADGtCABjSgAQ1oQAMa0IAGNKABDVQ2YNAgnsp4TByHT+LotnRbakADGtCABjSgAQ1oQAMa0IAGNKABDWhAA1UNtBw0TJ48OflnGWhAAxrQgAY0oAENaEADGtCABjSgAQ1oQAMa0IAGNICBloOGqomG05mGaUADGtCABjSgAQ1oQAMa0IAGNKABDWhAAxrQgAaGnwGDBrtOsuskDWhAAxrQgAY0oAENaEADGtCABjSgAQ1oQAMa0EBlAwYN4qmMx+Rx+CWPblO3qQY0oAENaEADGtCABjSgAQ1oQAMa0IAGNNCqAYMGgwaDBg1oQAMa0IAGNKABDWhAAxrQgAY0oAENaEADGtBAZQMGDeKpjKfVVMvxTUI1oAENaEADGtCABjSgAQ1oQAMa0IAGNKABDQw/AwYNBg0GDRrQgAY0oAENaEADGtCABjSgAQ1oQAMa0IAGNKCBygYMGsRTGY/J4/BLHt2mblMNaEADGtCABjSg7qWsQwAAD8BJREFUAQ1oQAMa0IAGNKABDWigVQMGDQYNBg0a0IAGNKABDWhAAxrQgAY0oAENaEADGtCABjSggcoGDBrEUxlPq6mW45uEakADGtCABjSgAQ1oQAMa0IAGNKABDWhAAxoYfgYMGgwaDBo0oAENaEADGtCABjSgAQ1oQAMa0IAGNKABDWhAA5UNGDSIpzIek8fhlzy6Td2mGtCABjSgAQ1oQAMa0IAGNKABDWhAAxrQQKsGDBoMGgwaNKABDWhAAxrQgAY0oAENaEADGtCABjSgAQ1oQAOVDRg0iKcynlZTLcc3CdWABjSgAQ1oQAMa0IAGNKABDWhAAxrQgAY0MPwMGDQYNBg0aEADGtCABjSgAQ1oQAMa0IAGNKABDWhAAxrQgAYqGzBoEE9lPCaPwy95dJu6TTWgAQ1oQAMa0IAGNKABDWhAAxrQgAY0oIFWDQxZ0DBq1Kg0zzzzVPpj2lY/qOO7c2hAAxrQgAY0oAENaEADGtCABjSgAQ1oQAMa0IAG2m9gyIKGqiFDTCeG9mOwTC1TDWhAAxrQgAY0oAENaEADGtCABjSgAQ1oQAMaaNWAQYNdJ9k6RAMa0IAGNKABDWhAAxrQgAY0oIEhMHDnnXemyZMnW/ZDUPatVqA5vpWuGtCABvo2YNDQx5fZsccem373u9/V/TvmmGNqJwLPPfdc2muvvfJ4N9xwQ224+PrGZ/l0Xvncfvvtaeedd05rrbVW2nzzzdOECRPS22+/3cM0r48++ui0/vrrp4033jidfPLJ6d133+0xjtu287at28RtooH2G2j1+3/q1KnpkEMOSeutt17acMMN0wknnPC1Y2xsp5tvvjmfV5x66qk9jq9vvvlmOu644/IxeJ111kkHHnhgevHFF782zvjx4/P0HKNjnu165Jgf5z0vvPBC2+ffrvV0Pu03b5laphrQwEg2QBhQrB/Yaqut8nfyY4891q/vwt122y2dc845/ZrHSN4ufnaPSxrQgAY6x0BXBA177LHH1+7lMBiIHnnkkXTbbbflv1133TXtsssutdcPP/xwPhG4+uqr0yqrrJIIHjbZZJN00UUXeYLQR3gzGNvNZVQ7wEycODFtuumm6dJLL02PPvpotk6FGCfQb7zxRs01lVr77bdfeuihh9J9992X9wsqyyz3auVuuVluGuhOA61+/3McJVzYf//90/3335/uuuuuRMUC5xZlA6+//npad91104477piDhOL7e++9d9pnn33yPLgCknG22GKL2jw4d9loo41yaMyy9t1339p7xfn05/n555+fdtppp7TkkkumKVOmtH3+/Vk3p+3O/cnt5nbTgAa6wcCDDz6Yll566VqdwC233JK4IGDFFVdMXHxQ9TMYNOi/qh2n044GNNBpBjo+aCBk4N+JJ57YI2wY7II89NBD07hx47528nDkkUcmrgJnfbgC3KDBnXywbbZjeU8//XRaZpllvnZVLPPmqlWunuX5U089lVZYYYX01ltv1fYFrtAdPXp0euWVV2rD2rFOzsN9SQMa6GQDrX7/Ewosu+yyiRAhPtezzz6bK+vLLRI45nLOcdJJJ30taHjttdd6tCIjtKDC/9VXX83z5TyEqyJpdcBFEPWCBkIP5r/aaqvlQOPMM8+srVOsW2+PtGBYffXV8/eBQYP7aG9OHK4NDWhgOBqIoKH82WhhePnll9e+S7lwa8yYMWnNNddMRx11VOL7vjjNH//4x9wycY011kh8Bxs0uL8UffhcDxrQQDcb6OigIUIGggaumI4bQfM42IXeW9BQXA+DBg8GRQ/d9JwuOtZee+26+9UZZ5xRu+L2xhtvTL/5zW++Nt5yyy2XWzh002d2Xd1fNaCBdhlo5vufVmBUzBe7V+BCBYbRiizWhedUTLz88st1g4YYLx4JFaioiNfFx96CBlo6cI5FawS6fKQrp2YvlCC4OOWUU/LyDBrch4refK4HDWhguBsoBw2E+tdcc03it1CECVzAxfcq3/H0gkDLRS5OiLKh5SEXHhx//PFp0qRJiVaCdFtr10nuP2HERy1oQAPdbKBjgoazzz67R5DQV8hg0OBO1807XSeuO90mcb+Feut2wQUX5G7BeO/iiy+uO97KK6+caDpcb3qHub9qQAPD3UAzQQP3tyGo5T44tEKghQMtxqisL7Zy2GabbdIll1ySj6f1WjQUy5KWZHSxdPrpp9c9/tYLGp5//vlcIRItIJjfWWedVTu2U2lCt3jxR0u2WCaVJtyfJ1q1GTS4b4cNH7vfwjPPPFPb79n/Yz8n/IzjQXQd6/bu/u3tNqy2DQka+O4jKOCPbpT4u/DCC2vflZRt8Tv2nnvuyS0Io8wPP/zw3P1gvObx97//vUGD3S/3MFT04fNq+6vlZrlpYGgMdETQQMjAP9J8QoRGIYNBw9BgcScdvuV+xRVX5L7D623j8847L9/0jPeuvPLK3Pd3eTyCBirNysN9PXzNuG3dthqYa6CZoIHy4ipGulKgUmLLLbdMp512WqK7hShLulrYeuuta10j9RU0EFwQWmy33XbpnXfeqc0j5sVjvaCBsIBjNq3V4u+www7LFSaEDNxsmkqU+OO+PMyLSkdChltvvbW2LIOGuQaK5e5zy6UbDRx77LG1/b64b3MPmDgeEGx242dznd0n22UgWjQQwvP35JNP5i6TVlpppXT99dfX9g+Chuuuuy5xwdbJJ5+cllpqqdp7O+ywQ6L+o7hOdp2k0aIHn+tBAxroZgMdETTwYzv+caVM/Ct3l0TAEH+DXeh2neSOPtjmBnN5d999d773Qr1l8sOTq255jwoquvQojkfF1K9//es0efLkHsOL4/jc/UcDGhjOBpoNGqIMIhjgwgoqIBhO6wTumcBNonnOH8dfbvzM85iWR0IGjsucPxWvmiyOw/N6QcNNN92UVl111VrIEGEDj7Fe3NAy/mLZdJe066671taN4VQ+0u0D4UR52b52n9dAdxngWBL7PY9xPHjppZdqw7lHi9u1u7ar26u92yuChnK5HnTQQWnPPffM+wddH/I9S5dJdI90xBFH9AgaaLlIAFGch0FDe7dTsWx9btlqQAMaGFwDHRE0EB4UwwaChr5CBls0DC4Sd8rhX97cGJQrXAkSitubEGHDDTfMXSYxnB+b3DSarjdiPMLBFVdcsdbEPob7OPzduI3dxhqYY6DVoIFy43jLFZBxI2i6Jomrhus9RmU+lX9jx45NW221VZ8hA8uoFzQQCnPM5vge2495Fl/H8OLjjjvu2Ov6EYgUx/W5xwYNaEADGhiOBnoLGmgZSFjAZ+bmznGRFq9p+VBs0cC9jqK1YJQRLRS9R4P7THjwUQsa0EA3G+iYoIHw4NRTT82NGegLNFou9PY42IXeW4sGriqkkpa/zTbbLF+dwPOoEBjs9XR5HpCqGuCqWprEcwLNPF577bV08MEH55tEYzrmu9NOO+XhVEzRlQZX63AVT7zvowY1oIGRYKDR9z/nAVQ80F1SuTyeeOKJfLUj3SoU36Oyv/g3YcKEdMABB/QIAaig4OIMAoo4/+CR9WFeTB/Djz766LT33nvXXkeYQFcodNvE+BzLGS9aVhTXp/i8uF7xnECECpSYb3F8n3sc0IAGNKCB4WYggob4nuWR7mNpkUg30HxeWitsu+22te9G7oVXDBroYokLvGhRzvicEzC9QYP7y3DbX/w8mtbAyDTQUUFDhA29hQvF4YMNtreggZYX9a485GRhsNfR5Y3Mnbid252KJk58ucqWPsS33377xM0Bi8ug2TyVXCussEK+oShXufbVdUdxWp9rVAMaGC4GGn3/T5kyJVcsnHvuuT2OoVRIrLXWWumyyy7rMbxeudS7R8Pyyy9f97yDro+YB/dQqHdewrDo4o5KDe4Vsfrqq+fAgyspqxzHmSefs966O8x9XQMa0IAGhpsBgobydyytBLmwIAJ/uhbk/klrrLFG2njjjfM97miJyPcu5UE4f9RRR+WuZ+mSlgsKuHDLoMH9ZbjtL34eTWtgZBrouKChGCb09VywIxOs233gtzsnv1ztetFFF/VZeTR16tRKFVNuw4HfhpaxZayBzjBAd3OdvC1oFfH666939Dp2cvm5bp2xn7kd3A4a0EAnGuC3Eq2/e1s3vn8Zp7f3Ha5rDWhAAxroRgMGDe8Jtxvhus4D65Yra7jqZty4cZ78eozQgAY0oAENaEADGtCABjSgAQ1oQAMa0IAG+jQwZEHDqFGjGt6HobcWDUxrRfPAVjRbviO7fLn65rbbbvvazaF1MbJduP3d/hrQgAY0oAENaEADGtCABjSgAQ1oQAP1DAxZ0FBvZRwmUg1oQAMa0IAGNKABDWhAAxrQgAY0oAENaEADGtBAdxkwaLDJi61DNKABDWhAAxrQgAY0oAENaEADGtCABjSgAQ1oQAOVDRg0iKcyHlPF7koV3V5uLw1oQAMa0IAGNKABDWhAAxrQgAY0oAENaGAgDBg0GDQYNGhAAxrQgAY0oAENaEADGtCABjSgAQ1oQAMa0IAGKhswaBBPZTwDkXw5TxNVDWhAAxrQgAY0oAENaEADGtCABjSgAQ1oQAPdZcCgwaDBoEEDGtCABjSgAQ1oQAMa0IAGNKABDWhAAxrQgAY0UNmAQYN4KuMxVeyuVNHt5fbSgAY0oAENaEADGtCABjSgAQ1oQAMa0IAGBsKAQYNBg0GDBjSgAQ1oQAMa0IAGNKABDWhAAxrQgAY0oAENaKCyAYMG8VTGMxDJl/M0UdWABjSgAQ1oQAMa0IAGNKABDWhAAxrQgAY00F0GDBoMGgwaNKABDWhAAxrQgAY0oAENaEADGtCABjSgAQ1oQAOVDRg0iKcyHlPF7koV3V5uLw1oQAMa0IAGNKABDWhAAxrQgAY0oAENaGAgDBg0GDQYNGhAAxrQgAY0oAENaEADGtCABjSgAQ1oQAMa0IAGKhswaBBPZTwDkXw5TxNVDWhAAxrQgAY0oAENaEADGtCABjSgAQ1oQAPdZcCgwaDBoEEDGtCABjSgAQ1oQAMa0IAGNKABDWhAAxrQgAY0UNmAQYN4KuMxVeyuVNHt5fbSgAY0oAENaEADGtCABjSgAQ1oQAMa0IAGBsKAQYNBg0GDBjSgAQ1oQAMa0IAGNKABDWhAAxrQgAY0oAENaKCygZaDhsmTJyf/LAMNaEADGtCABjSgAQ1oQAMa0IAGNKABDWhAAxrQgAYw0HLQkPxnCQzTEqDJkP8sAUvAErAELAFLwBKwBCwBS8ASsAQsAUvAErAEOqMErKvpjO3QLWvR7V66ff0NGrplT3E9B7wEun1nHvACcgGWgCVgCVgCloAlYAlYApaAJWAJWAKWgCVgCQxiCVhXM4iFPQwW1e1eun396wUN/x91xLMTTG+vrQAAAABJRU5ErkJggg==" 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ - "![image.png](attachment:image.png)" + "![Screen%20Shot%202021-07-21%20at%204.53.56%20PM.png](attachment:Screen%20Shot%202021-07-21%20at%204.53.56%20PM.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "You can also load the full saved analysis result from the database service. Let's instantiate a dummy analysis result to load the result we've just saved to the database and check that it's the same as before:" + "### Load an experiment from the database" ] }, { - "cell_type": "code", - "execution_count": 51, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "from qiskit_experiments.database_service import DbAnalysisResultV1 as DbAnalysisResult\n", - "\n", - "values = {\n", - " \"result_data\": {\"foo\": \"bar\"},\n", - " \"result_type\": \"some_type\",\n", - " \"device_components\": [\"Q1\", \"Q2\"],\n", - " \"experiment_id\": \"1234\",\n", - "}\n", - "\n", - "analysis_res = DbAnalysisResult(**values)\n", - "data = analysis_res.load(t1_expdata.analysis_results(0).result_id, t1_expdata.service)" + "You can also load the full saved analysis result from the database service. Let's load an [example public experiment](https://quantum-computing.ibm.com/experiments/6cc66a03-de43-4d36-9c39-f56d5ee8c011):" ] }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 60, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Analysis Result: T1\n", - "Analysis Result ID: 5769261c-bf3f-4e2e-9754-0c0bec5b5e02\n", - "Experiment ID: 6cc66a03-de43-4d36-9c39-f56d5ee8c011\n", - "Device Components: []\n", - "Quality: ResultQuality.BAD\n", - "Verified: True\n", - "Result Data:{'fit': {'dof': 13, 'pcov': array([[ 9.25590417e-05, 1.69155694e-08, -3.72037925e-05],\n", - " [ 1.69155694e-08, 5.49557488e-11, -4.59738214e-08],\n", - " [-3.72037925e-05, -4.59738214e-08, 5.31552561e-05]]), 'popt': array([8.27525912e-01, 2.15400430e-04, 7.05351749e-02]), 'xrange': [0, 0.00075], 'popt_err': array([9.62076097e-03, 7.41321447e-06, 7.29076513e-03]), 'popt_keys': ['a', 'tau', 'c'], 'circuit_unit': 'us', 'reduced_chisq': 1.3609095467472334}, 'unit': 's', 'label': 'T1', 'value': 0.00021540042996137575, 'stderr': 7.413214470196464e-06, 'quality': 'bad', 'success': True}\n" - ] + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "{'value': 0.00021540042996137575,\n", + " 'stderr': 7.413214470196464e-06,\n", + " 'unit': 's',\n", + " 'label': 'T1',\n", + " 'fit': {'popt': array([8.27525912e-01, 2.15400430e-04, 7.05351749e-02]),\n", + " 'popt_keys': ['a', 'tau', 'c'],\n", + " 'popt_err': array([9.62076097e-03, 7.41321447e-06, 7.29076513e-03]),\n", + " 'pcov': array([[ 9.25590417e-05, 1.69155694e-08, -3.72037925e-05],\n", + " [ 1.69155694e-08, 5.49557488e-11, -4.59738214e-08],\n", + " [-3.72037925e-05, -4.59738214e-08, 5.31552561e-05]]),\n", + " 'reduced_chisq': 1.3609095467472334,\n", + " 'dof': 13,\n", + " 'xrange': [0.0, 0.00075],\n", + " 'circuit_unit': 'us'},\n", + " 'quality': 'bad',\n", + " 'success': True}" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "print(data)" + "from qiskit_experiments.database_service import DbExperimentDataV1 as DbExperimentData\n", + "\n", + "loaded_expdata = DbExperimentData()\n", + "loaded_expdata.load(\"6cc66a03-de43-4d36-9c39-f56d5ee8c011\", t1_expdata.service)\n", + "display(t1_expdata.figure(0))\n", + "t1_expdata.analysis_results(0).data()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We see that the database indeed has the full data from before, more than what the interface shows." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Auto save an experiment" ] }, { @@ -387,7 +393,6 @@ "cell_type": "code", "execution_count": 39, "metadata": { - "scrolled": false, "slideshow": { "slide_type": "slide" } @@ -443,14 +448,14 @@ }, { "attachments": { - "image.png": { - "image/png": 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kkUXqSJXR3q/9+Q+gDMiADMiADMiADMiADMiADMiADMiADMiADMjARMtA3rdu7oPd3EO7fX+RiViKZNTETTfd9KFCYddddy35aBunUMi62ab9+Hh+PdTUX93nNr1TfU13IZKbpTdLWrP2CSUkzZKv2881DVue777henu9qfR1pqjKKI4szciPqfT6vVb/0ZMBGZABGZABGZABGZABGZABGZABGZABGZABGZhMGZhopUimzkrBkaJgsOmz4pvnsk7Wnd77cMyM66QQmWVq/R9Aboa+/fbbl4wSmRmBss+plSfX2/WWARmQARmQARmQARmQARmQARmQARmQARmQgZmbgYlWiuR6Zwqs3BckpUduPn7wwQfXj3ydx/LcRJomq8nohC9EMkQoIzzy0T31VW460zzXfQOarNs81x5m1Lxwn2fuP1K+fGVABmRABmRABmRABmRABmRABmRABmRABmRABmRgdDKQUqT7/fHxts3IjxQMGQ2SkSD5yNd5bCKNCmk7ZRqv3MO7/di0vs66w7nfSPc+pnvKrO4d+X50/gFx5CgDMiADMiADMiADMiADMiADMiADMiADMiADMiADMiADo58BhcgUm5rLP6LR/0fElKkMyIAMyIAMyIAMyIAMyIAMyIAMyIAMyIAMyIAMTPwMKEQUIsMehuQf9MT/B+0auUYyIAMyIAMyIAMyIAMyIAMyIAMyIAMyIAMyIAMy0DsDChGFiEJEBmRABmRABmRABmRABmRABmRABmRABmRABmRABmRABvo+AwoRIe/7kGtDe7ehXLjIgAzIgAzIgAzIgAzIgAzIgAzIgAzIgAzIgAxMpQwoRBQiChEZkAEZkAEZkAEZkAEZkAEZkAEZkAEZkAEZkAEZkAEZ6PsMKESEvO9DPpUaTq9Voy8DMiADMiADMiADMiADMiADMiADMiADMiADMiADvTOgEFGIKERkQAZkQAZkQAZkQAZkQAZkQAZkQAZkQAZkQAZkQAZkoO8zoBAR8r4PuTa0dxvKhYsMyIAMyIAMyIAMyIAMyIAMyIAMyIAMyIAMyMBUyoBCRCGiEJEBGZABGZABGZABGZABGZABGZABGZABGZABGZABGZCBvs+AQkTI+z7kU6nh9Fo1+jIgAzIgAzIgAzIgAzIgAzIgAzIgAzIgAzIgAzLQOwMKEYWIQkQGZEAGZEAGZEAGZEAGZEAGZEAGZEAGZEAGZEAGZEAG+j4DChEh7/uQa0N7t6FcuMiADMiADMiADMiADMiADMiADMiADMiADMiADEylDChEFCIKERmQARmQARmQARmQARmQARmQARmQARmQARmQARmQARno+wwoRIS870M+lRpOr1WjLwMyIAMyIAMyIAMyIAMyIAMyIAMyIAMyIAMyIAO9M/D//vOf/xQfDGRABmRABmRABmRABmRABmRABmRABmRABmRABmRABmRABvo5AwoRhZBCTAZkQAZkQAZkQAZkQAZkQAZkQAZkQAZkQAZkQAZkQAb6PgMKESHv+5D3c6PptWnsZUAGZEAGZEAGZEAGZEAGZEAGZEAGZEAGZEAGZGB4GVCIKEQUIjIgAzIgAzIgAzIgAzIgAzIgAzIgAzIgAzIgAzIgAzLQ9xlQiAh534dcOzq8dpQTJxmQARmQARmQARmQARmQARmQARmQARmQARmQgX7OgEJEIaIQkQEZkAEZkAEZkAEZkAEZkAEZkAEZkAEZkAEZkAEZkIG+z4BCRMj7PuT93Gh6bRp7GZABGZABGZABGZABGZABGZABGZABGZABGZABGRheBhQiChGFiAzIgAzIgAzIgAzIgAzIgAzIgAzIgAzIgAzIgAzIgAz0fQYUIkLe9yHXjg6vHeXESQZkQAZkQAZkQAZkQAZkQAZkQAZkQAZkQAZkoJ8zoBBRiChEZEAGZEAGZEAGZEAGZEAGZEAGZEAGZEAGZEAGZEAGZKDvM6AQEfK+D3k/N5pem8ZeBmRABmRABmRABmRABmRABmRABmRABmRABmRABoaXAYWIQkQhIgMyIAMyIAMyIAMyIAMyIAMyIAMyIAMyIAMyIAMyIAN9n4FxLUSKhQABAgQIECBAgAABAgQIECBAgAABAgQIEJiyAmM5ukUhMmVj5oUTIECAAAECBAgQIECAAAECBAgQIECAAIHxFVCIjK+/oxMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQJjIKAQGQNkhyBAgAABAgQIECBAgAABAgQIECBAgAABAgTGV0AhMr7+jk6AAAECBAgQIECAAAECBAgQIECAAAECBAiMgYBCZAyQHYIAAQIECBAgQIAAAQIECBAgQIAAAQIECBAYXwGFyPj6OzoBAgQIECBAgAABAgQIECBAgAABAgQIECAwBgIKkTFAdggCBAgQIECAAAECBAgQIECAAAECBAgQIEBgfAUUIuPr7+gECBAgQIAAAQIECBAgQIAAAQIECBAgQIDAGAgoRMYA2SEIECBAgAABAgQIECBAgAABAgQIECBAgACB8RVQiIyvv6MTIECAAAECBAgQIECAAAECBAgQIECAAAECYyCgEBkDZIcgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIExldAITK+/o5OgAABAgQIECBAgAABAgQIECBAgAABAgQIjIGAQmQMkB2CAAECBAgQIECAAAECBAgQIECAAAECBAgQGF8Bhcj4+js6AQIECBAgQIAAAQIECBAgQIAAAQIECBAgMAYCCpExQHYIAgQIECBAgAABAgQIECBAgAABAgQIECBAYHwFFCLj6+/oBAgQIECAAAECBAgQIECAAAECBAgQIECAwBgIKETGANkhCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgfEVUIiMr7+jEyBAgAABAgQIECBAgAABAgQIECBAgAABAmMgoBAZA2SHIECAAAECBAgQIECAAAECBAgQIECAAAECBMZXQCEyvv6OToAAAQIECBAgQIAAAQIECBAgQIAAAQIECIyBgEJkDJAdggABAgQIECBAgAABAgQIECBAgAABAgQIEBhfAYXI+Po7OgECBAgQIECAAAECBAgQIECAAAECBAgQIDAGAgqRMUB2CAIECBAgQIAAAQIECBAgQIAAAQIECBAgQGB8BRQi4+vv6AQIECBAgAABAgQI9InA//7v//bJK/EyCBAgQIAAAQIECPSngEKkP6+rV0WAAAECBAgQIECAwBgLKETGGNzhCBAgQIAAAQIECIxQQCEyQjCrEyBAgAABAgQIECBAoJeAQqSXiscIECBAgAABAgQITBwBhcjEuRYzdCZ33313Of/888v7779f93PdddeVM888s7z11lsztF8bEyBAgAABAgQI9K/AZZddVv72t78NeIEvvvhiueCCC8r1118/4HHfDC2gEBnayBoECBAgQIAAAQIExlNAITKK+htvvHFZddVV68dqq61Wfvazn5XTTz+9U1IM91B33nlnufTSS4e7el1v+eWXL7PMMku599576/frrrtu/f7f//73iPZjZQIECBAgQIAAgYktcMMNN3R+5vz73/8+7JPt/hkzxUd+fpx33nk7+7j99tvLbLPNVh/fYIMNOo/PyBdXXXVVufnmm2dkF5NmW4XIpLlUTpQAAQIECBAgQGCKCihERvHCf+ELX6i/PG6yySblv//7v8uKK65Yf6Fca621yptvvjnsI2200UZl9tlnH/b6WTF/3Xf44YeXt99+u26nEBkRn5UJECBAgAABApNGYPPNNy9zzTVXmXXWWcuuu+467PPu9TPmscceW84555zOPnbeeef682xGh+QXhdFYFlxwwbLOOuuMxq4m/D4UIhP+EjlBAgQIECBAgACBKS6gEBnFAKQQyS+m7WX//fevv1TutttunYcffPDB8u1vf7vMPffcZdllly0nnXRS57lvfetbdR/Zz3LLLVdOOeWU+tw///nP8uMf/7h85jOfKV/5ylfKb3/72/Lyyy93tttmm23q+i+99FJ9rLsQyV8ApqSZZ5556i/Q3//+98vjjz/e2d4XBAgQIECAAAECE1/gnXfeKfPNN1/5+c9/Xr72ta+VJZZY4kMn/dWvfrX88Ic/LBmZkZ8t77nnnvo5P192/4zZrJud7LTTTnW0SEaN5Ofa7bffvu57qJ9Dm58zF1hggbLMMsuUffbZp46QfuKJJ8piiy1WfxZOgZOfbZvRzFln4YUXLnPMMUdZeeWVS6Z77YdFIdIPV9FrIECAAAECBAgQ6GcBhcgoXt1ehUju7ZFfKtdYY416pBQWmZYgvxRutdVWtRDJ8+eee259PtNuffKTnywf+chHytprr13OO++8+vj6669fPvWpT5WMPllhhRXqPn/3u991zr67AOn+fsstt6zb5JfjHCMjUFLWWAgQIECAAAECBCaPQEqO/Ox40UUXlYMOOqh+nWmu2svHP/7xsvjii9efHbPuLbfcUn/+6/UzZtbNH+hkOeCAA8oiiyxS9/mNb3yj87PiUD+HZt0cJ+XLKqusUr8+6qijytNPP11/Bs5zKXHys23+MCg/9+axFCEZ7ZIRJGuuuWb7JUzarxUik/bSOXECBAgQIECAAIEpIqAQGcUL3asQef311+svfPmlNMsRRxxRv//9739fv889PlJ+5C/8muXLX/7yh6bMyl/m3XXXXXWV7DO/vGZKrmbpLkC6v8+9TbJNM6XWQw89NOJ7mzTH8pkAAQIECBAgQGB8BFIg5Ge6/DyYciHFQnskcs4qz+fx/GFNe0Rxr58xs25TiGTbX/7yl3Xb5ufOPDatn0NTxuRYG264YQV5//33y957713+8Y9/1O+b+5S0p8zac8896zY33nhjXefZZ58dcJ71wUn6PwqRSXrhnDYBAgQIECBAgMCUEVCIjOKl7lWI5JfQ/JLY/KK56aab1u8zSmO77barHxktkr/Ya5Zev6zmuUw7cOqpp9a/3ssok/YNMLsLkO7vDz744HrcRRddtPz0pz8tmRfaQoAAAQIECBAgMHkE8oct+fkvP1f+6U9/qh/5/nOf+9yAF5GSY6mllhrwWL7p9TPmcAqRbDvYz6Gnn356/Rkzf/TTa+lViNx66611m4x+zjSuZ511VuePdnrtYzI9phCZTFfLuRIgQIAAAQIECExFAYXIKF71XoXIn//85/oLX6YayJL7eKQg2WCDDcovfvGLAR/vvfdeXaf7l9X8pV22z5zPK620UvnBD35Q5pxzzhEVIrnQuen60ksvXfeTczjwwANH8dXbFQECBAgQIECAwMwUuOKKK+rPkfk5rvvjjjvu6By6u+Ronuj+GTOPd6/bPUJkqJ9DTzjhhHouxxxzTHOYAZ97FSJZITdyX3311ctss81Wt890Wv2wKET64Sp6DQQIECBAgAABAv0soBAZxavbXYgEN/fsyC+sxx13XD1SphDI96eddlrnyM8888yA6au6f1l9+OGH6zb5C7pmyUiPkYwQefXVVztTEWRagtycvddfDjb795kAAQIECBAgQGBiCTQjjQ899NBy0kkn1Y9ddtml/py4++67d062u+Ronuj+GTOPd6/bXYgM9XPo1VdfXY+f+9U1y2WXXdb5uXOwQuSpp56qq7/xxhslI5vzhz/5GXWyLwqRwa/gI488Ul577bXBVxjimZRz991334Dfm4bYZNI9/e6775abb7655LOFAAECBAgQIEBg5ggoREbRNYVIyo6UIBnRkamw8n0eb+7d8eijj9a/hEuhkZui56/pFl544ZIprZol23/sYx+rIzoyN3Sm3Zpjjjnq6I5MMXD00UeXeeaZp44SyS+cWbqnyMr80jn2fvvtV9588816o8plllmmnHLKKfUjN1XPX+VZCBAgQIAAAQIEJr5AM13WkksuOeBkcy+R/JzYfry75Gg26P4ZM493r9tdiAz1c2jOa7HFFitzzz13HX287777lo9+9KNlp512qofNG7sLLLBA+dKXvlR/ts0vH7/5zW/qz7KHHY1/YbIAACAASURBVHZYOf/888sXv/jFeh4pRyb7MlEKkQsuuKBej4wIz+8ZZ5xxRnnggQfGlTel3S233DLsc8i9Fl966aXO+vl+iy22KPncr0v+DaT47Id/C/16jbwuAgQIECBAYPILKERG8Ro2hUiKiNwo/fOf/3zJX8u1f5DP4S688MLy6U9/uhYWKT6+9a1vlSeffLJzJjfccEP5yle+Up/PnMpZUmzkF83sd5NNNikpQuaff/6Se5Fk6S5EcoPL3HQ955K/xMr6SyyxRP0+jy2//PL1Rpx1Y/9DgAABAgQIECAwoQUuv/zy+nPc9ttv/6HzXG+99epzd955Z32uu+RoNuj1M2b3ut2FSLYd6ufQTNeVwiM/Y+aPbnI+7Td0jz/++LLIIovU559++ul6w/Wvf/3rtTjJNvm5OPdE6YdlohQi+QOq3HswJUhGVVx77bW1ILn44ovHjXmkox7OPffckty3l5Huo73tSL/OH6b99a9/HelmM7S+QmSG+GxMgAABAgQIEBiWgEJkWEwzZ6VMFZDRG8Nd8hd4mXZgRpYXXnihPPfcczOyC9sSIECAAAECBAhMMYHh/ByanzEzYmW4S9bNz8PNffSGu91EXm8iFSKXXnrpAKpcwx133HHAH0XlTf8UXttss00dwfP88893tsnvKSmz8lxGd+TeiO3lnnvuqaN9fvWrX5Xf//73nd8xHnroobpdpsjK4839bbKvPJelWSfTQ+22224lU79dc801nd2n0MlokJxvRhS99dZb9femfN3+/Sn7ac4/U8m1p11rjnHjjTfWY2REUnP8zoFaX2Q0VI6b15tpjvN1+4/WpnWs7GZalpkiOaN1ttpqq3q+d911V+vIH3zZFCIpsvK6fv3rX5cUme0l1zEjfnbYYYf6uq688srO07GJ0T//+c9y5pln1j/Ey5PT2qazsS8IECBAgAABAlNEQCEyRS60l0mAAAECBAgQIECAwMwVmMiFSF55SoGmePjXv/5VUmbkzfn80dTZZ59d32BvRmFk1E5KhqyXcuOQQw7plB4psrbddtty2223lbzZn21/+9vf1vt7ZH8777xzOfLII2uJkuez5I36pgjI5+22266OYs/zGQmSIiIlS5ZMM5xjn3766bVoSGnWlAXN6KMUcNkmI+GfeOKJkhElKQlSnmTJMTKi6i9/+Us9xzyf8xpsSQGSe/Pk3ospJDJaKsVClqGONZTlQQcdVM8v031lJFcsG+f2+TSvMVOexeX666+vMw60/6Dt5JNPrvenzL7uvvvuWlY1pUmzfaZlznR0zTRp09qmfXxfEyBAgAABAgSmgoBCZCpcZa+RAAECBAgQIECAAIGZLjDRC5Fjjz22vlEeiIwg+OMf/9gxSemQgqSZeu2EE04og02xlREKedO+WXLD86b4aIqIppho1ukuRDLqpL1knyklmiXHb0+Z1bzZ3xQimVq4vX6222OPPer0YPk657Hnnns2u6sFREZoZNq2XsvWW29di5jmuYzoaKbMGupYQ1lmpMu0Rqc0x2xeY0arNMvhhx/eKbHyeF5DY5B1rrrqqrLPPvvU1ZvtH3/88Wbzej/KaW3TWdEXBAgQIECAAIEpIqAQmSIX2sskQIAAAQIECBAgQGDmCkz0QiQjBy655JKKkJutZxqrlA7NRwqEjLjIcuutt5aUBCkqUi6k9GiWjHj429/+1nw74HPWTfnRvXQXIt3rpIjJFFHNMlQhklEW1113XbN6/ZyRKn/4wx/q173OI9NQNVN4DdiwlFoq3HTTTfXhlEMZbZJ9ZBnqWENZxjCjU1JAPfbYY92H7nzfFBrtwiMjPVK4ZMm0XBlZ01yvfM5zuW9lrk+v7YfapnNwXxAgQIAAAQIEpoiAQmSKXGgvkwABAgQIECBAgACBmSsw0QuRfffdt1Nk7L///uXEE08sV1xxxYCPhx9+uIOUN9NTMGQ0R+718corr9TnUizk/h+9ll5FRNYbqhC59957671Emn0OVYjk/LtLmYxayfRQWXqdR6b1GqwQyfRfKUFOO+20csABB9QpwJpprYY61lCWKVhStsQ7o3AynVivpVehkdfUFCKZUizTgHVfs3zfa1qxHGOobXqdh8cIECBAgAABAv0soBDp56vrtREgQIAAAQIECBAgMGYCE7kQyX0oMpIg957IktEhmW6pvTQFQPuxfJ3RB0cccURnRMZxxx1XzjnnnAGr5cbdWXoVEXm8uxDZa6+9Bmyf6bky8qRZhipE8nxGXrSXbN+MgOl1HtMqRFL+ZH9XX311LU3aFkMdaySWufF5SpHm/iTt8x+qEMk2uXdLe7ROipDm+17bD7VN+/i+JkCAAAECBAhMBQGFyFS4yl4jAQIECBAgQIAAAQIzXWAiFSIpGFJS5A34jPrYe++9603KG4SMyMioj5deeqk+lBuDZ8qs119/vX5/6qmndu4nkjfcM2oipUGWlA2ZAio3M8+S+2Nk25QIvYqIrNNdiOS+Fo1XbtKe+380N3zP+hlNkSmhmqX7zf7777+/juh48skn6yo5txQ+zz//fP2+13lMqxDJ67vllltqYfTiiy92SobsbKhjTcsy/rkPSFOA5BfwjETJ6+leul9jnm+PEMn3eQ3NtGYpQ3Kz+KYE6rX9UNvkumcESnM+Q33ffc6+J0CAAAECBAhMNgGFyGS7Ys6XAAECBAgQIECAAIEJKdC8wT/eJ5ebjW+66ab1Y/PNN69lyKWXXlqnVWqfW95Yz4iDFCO77LJLvW9I8/yjjz5aS44UH7vuumtnKqo8n4LkT3/6U9liiy3qFE7Z/r777qub9ioi8kR3IZLvc0+NHHezzTarBcg777zTHL5kCqucW6aIytLrzf4UJilBcl+NjLq4/fbbO9v3Oo9pFSLXXnttvWdK9tMc97zzzuvsb1rHykrTssy9TlKCpPTJ9GMZhdJr6fUauwuRjPTJlGW5UXtsMv1WSpcsvbbP49PaJlN5JSvNzeaH+r7XeXuMAAECBAgQIDCZBBQik+lqOVcCBAgQIECAAAECBCaswEQpREYClFEGzSiRXtvlF8b29FHtdfL4tLZtr9v+ul1W5E38fEzvkvPvHtEx0n1l9EZu6N4+j+wzhUPKhGYZ6lhDWcaqmd6q2ef0fn711VfLW2+9NaLNB9sm17i9DPV9e11fEyBAgAABAgQmm4BCZLJdMedLgAABAgQIECBAgMCEFJiMhch4QLYLkfE4fvcxH3vssToFWFN+pOhppuBKMWIhQIAAAQIECBDoHwGFSP9cS6+EAAECBAgQIECAAIFxFFCIDA8/9xzJPUIm0pIpxTKlVaYIyzReBx98cLn77rsn0ik6FwIECBAgQIAAgVEQUIiMAqJdECBAgAABAgQIECBAQCEiAwQIECBAgAABAgQmtoBCZGJfH2dHgAABAgQIECBAgMAkEVCITJIL5TQJECBAgAABAgSmrIBCZMpeei+cAAECBAgQIECAAIHRFFCIjKamfREgQIAAAQIECBAYfQGFyOib2iMBAgQIECBAgAABAlNQQCEyBS+6l0yAAAECBAgQIDCpBBQik+pyOVkCBAgQIECAAAECBCaqgEJkol4Z50WAAAECBAgQIEDg/xdQiEgCAQIECBAgQIAAAQIERkFAITIKiHZBgAABAgQIECBAYCYKKERmIq5dEyBAgAABAgQIECAwdQQUIlPnWnulBAgQIECAAAECk1NAITI5r5uzJkCAAAECBAgQIEBgggkoRCbYBXE6BAgQIECAAAECBLoEFCJdIL4lQIAAAQIECBAgQIDA9AgoRKZHzTYECBAgQIAAAQIExk5AITJ21o5EgAABAgQIECBAgEAfCyhE+vjiemkECBAgQIAAAQJ9IaAQ6YvL6EUQIECAAAECBAgQIDDeAgqR8b4Cjk+AAAECBAgQIEBg2gIKkWn7eJYAAQIECBAgQIAAAQLDElCIDIvJSgQIECBAgAABAgTGTUAhMm70k+vA//jHP0o+muWyyy4rTz31VPOtz8MU4DZMKKsRIECAAAECYyrw2muvlbyZ/8Ybb5S33nqrPPfcc53j//vf/y75sAwtoBAZ2sgaBAgQIECAAAECBMZTQCEyivovv/xyOf3008vuu+9e9thjj3LiiSeWJ598coaP8P7779dfUGd4RzOwg80337zko1lWWGGFcvHFFzff+jxMAW7DhLIaAQIECBAg8CGBxx57rFx++eUlP8C3l5QXf/3rX9sPjejrV155pfzxj38sf/vb30p+ns2b+hdeeGFnH7fddlvJh2VoAYXI0EbWIECAAAECBAgQIDCeAgqRUdJPafGb3/ymnHLKKeWRRx4pTzzxRLnqqqvKkUceWfIXdzOy5C/1ttxyyxnZxQxv+95775V8NIs39huJkX3mNjIvaxMgQIAAAQIfCNx///3l7LPPLn/5y18+eLCUOmr3T3/604DHRvJNRgF377P9c59CZPiaCpHhW1mTAAECBAgQIECAwHgIKERGSf3tt98uW2+9dclf7vVa/v73v9fRI+3nUpocddRR9aE333yzHH/88WWbbbapI0z+/Oc/18fvu+++svPOO5fNNtusFi4pWZrl6quvrutuv/325bTTTqvTGzTPXXnllSXTM2WfOa8jjjii/jXhzTffXPbaa69y4IEHluy7WZ555pmy4447locffrh5aMDnww47rOSjWfLG/h/+8Ifyve99r8wzzzzlO9/5Tnn66aebp+u6OcbGG29c5pprrvp8plo488wzy9JLL11WXXXVknNsL+edd1750pe+VBZeeOG6fV7XOeec015l0K/zS3tG5iyxxBJlueWWKwcddFDJNWmWjTbaqBZUKa3WX3/9+vD1119f8nhe19xzz11WXHHFEp/bb7+9rL766mXJJZcsRx99dLOL+jnThOU1Z/0cp7lOeTL/mJZffvly7bXXlpVXXrm+zpNPPnnA9u1C5J133qk+3ccYsIFvCBAgQIAAAQL/J5BCJMVFfh58/PHHOy75+aS7EPnXv/5VLr300lqgZP2MAum13HPPPeX888+v611yySXlhRdeKM8++2zJz0nN0qsQeeCBB+ooknPPPbfcdNNN5d13321WryOkcz5nnXVWPdfBjt3ZoI++UIj00cX0UggQIECAAAECBPpSQCEyipf11FNPLfvuu2/JL5btv6rLIV599dWy1VZb1XmZm0NecMEFJSVAlvzSeOihh5b88poRJoccckiduznbZfqCLbbYojz44IOd+ZxvvPHGWmykVMlH3tQ/6aSTml3XImHPPfes55L9HXDAAeXggw+ux0n5kWkQtttuu5KRLVnyWIqXwQqRHXbYoeSjWfLG/tprr11/WU4BsNZaa9USoHk+66bcSCmT819llVXKt771rXrO+QX617/+dZl//vk7TjGbffbZS845Rc1xxx1XFllkkQ8VEs3+uz+naFlnnXXK3XffXd8o+MIXvjBgSq+cb46fab9ynbJkyq/55puvHuPee+8tm266aVlsscWqS84n05+lzMlzWVJgZL/ZR0qTlFnzzjtvZwqJTDExyyyz1GImrzFTpn384x8vjz76aN0+/9MuRH75y19Wt+zXQoAAAQIECBAYSqApRJoprpo//uguRPLzY0aS5GeY/EFKfm7Jz5y9fubIvlJ45Ge2f/7zn/UPbDLla8qRZukuRPKz5UUXXVT3nf2ncLnhhhvq6jlGfi5LMZBfNPJz3a233trsqu8/K0T6/hJ7gQQIECBAgAABApNcQCEyihcwU2OlaMiIjG233ba+4Z7prpolhcctt9zSfFvfOG9GlJxwwgkD3sDvrFRK/Su97imzMsqjPcIjpUhGkeSCZsnIijPOOKOzm/wim1KlKWpShOQc239d2Fm5xxe9CpH81V+z5BfoWWedtdx11131oayfN/ybJb+EzzbbbJ1fxHMeGVmSX9Cz/OpXvyrrrrtus3r9/O1vf3vYhUj+KvH111/vbN+MTmkeSBHRHuGSx1OIfPGLX2xWqWVUCo32HNzf//73O9tlbu0UIO2/gIzpj3/847qPphCJRbOkNGqPAGkKkd/97nd1BMlLL73UrOozAQIECBAgQGCaAk0hkpXys11TNHQXInk8f7DSXvLHNw899FD7oc7Xebw9ZdZQhUjKkPwxTbOkFMnPnbkZewqWFCLtn5ea9abCZ4XIVLjKXiMBAgQIECBAgMBkFlCIzISrlxIkv6Tut99+tfRoDpGpBzLyIUt+cd1tt92ap+ovtClS8stkSoVm5EZWyLQF7UIkZUJGKeQN+txYs/nIm/PNaIQUIu3ppvJLa0aotJeMGmkXNO3nur/uVYh031Q9U0g1I166188v8J/4xCcG7DajRvLXi1ky5Vbut9JeNthggwFlQvu5Xl+n3MnxY/yTn/ykrLnmmp3VmiKi88D/FSJ5vL1k1EpT0uTxjFiJa5ZMt5UpttpLCrClllqqPtQUIvncLLvsskstnprvc7xc549+9KP1fjPN4z4TIECAAAECBIYSaBciKR/ys97zzz//oXuIXHHFFR8qP1KSDPZz30gKkfyMmp9X77zzzvrHOfkDnYxEyVSqOZc8n8Ik03XluRm9l95QJhPteYXIRLsizocAAQIECBAgQIDAQAGFyECPUf2u+74imb4g9wjJ4/lFMYVGe8mUWPllMvfCSFnSzLfcXYjkF+BM75R95Bfe9kfmfc7SXYhk1EJ3IZJRFIP9Ytw+r3zdXXD0Khi++tWv1nuZ9Fo/r627EPnGN77RKUQynVXud9JeRlKI5K8gU2ZssskmZZ999inZdnoKkQUXXHBAIZKpvZpCZNdddy2/+MUv2qdY7RdddNH6WK9CJNcxI3GaJW6f/exn65RomRIsmbAQIECAAAECBIYj0C5Esn4Kh/wc2D1CJGVE80cyzX5TYGTK1V7LSAqRTImVaUVzf7wcv/3RjFTOz7p5PKNOMlqkmX6017H77TGFSL9dUa+HAAECBAgQIECg3wQUIqN4RXP/j/aSv5Dbaaedyh133NF5ONM2ZQRIprzKdAS9lmyXm6Bfd9119enuQiQPpqDINFntpT01wVgUIrkHSrNkVMycc87ZmZ6hu0AZqhDJiI6UPO0lNy9vTzfVfq776/XWW68z+ibP5T4ho12I5J4g7Sm2cpy99967c5zhFiK5+WiWnF9uHG8hQIAAAQIECAxHoLsQyajh/IFNRre2b6qe6T9vvvnmAbtMcZJ7rfVaRlKIZPuMyM00We2lmZa1/Vi+fu655zojiLuf68fvFSL9eFW9JgIECBAgQIAAgX4SUIiM0tVsSovcUDJ/FZdRHNdcc00dldG+T0SmzTr88MPrVEztQ+cN/PzlXpYUIpnOKiVClhQt7Smz8ljKiGOOOaYeK99n2/Y9MkZaiCQIGZ3S/cttPYFBRoj8z//8Tz1+7t2Rm8kvtNBCnfMZaSGSG3fmBue5AXuW3Kzz05/+9LALkY033riODMm2KYZ++tOfdoqKPNZrREum/Mrj7WVaI0Rik5usn3/++fVeLHnzIAVJcy+V4RYizVRjub5zzDHHgBEp7XPxNQECBAgQIECgLdBdiOS53I8uozDahUimSk1p8eKLL9bNM1I46zQjONr7zNdDFSIpXDIdbLPk586Mzm3+GCd/pJMbq2fJz0t5Lj8PZ3n66afrKJb6zRT4H4XIFLjIXiIBAgQIECBAgMCkFlCIjOLlyy+pGTGQ8iIfO++8cx0N0j5EpkjK/T8y3VV7ybQGuV9FtsnUTCeffHLn6aYgydRNKVmyvPnmmyU3Ys90TBmFkmmi8gtns4y0EEkBkREaTSnT7Kf53F1wpEhIsfPlL3+5fOpTnyopEpoRLdmme/2hRojkNe6444713hqZUipTU62//vrDLkQyL/ayyy5bllxyybL88svXqcCWWWaZeh45n9EoRLKf/LKf4iflzeyzz16vWfMXkSMtRLK/XPOcW6afsBAgQIAAAQIEpiXQqxDJ+pkiq12I5LFMWZUSpPmZMPdaG2wZqhBJoZIRrjfddFPdRX5uySiU3AsufyiSP2xp/gAoPxdldEqOm3PKc9l+qiwKkalypb1OAgQIECBAgACBySqgEJkJVy7TR+XN8V5L3vhPWZC/3Ou15II0f23X6/nux1KMDPbXft3rDvX99O4nRUxe12gsufFm89eMI7mHSHPsjKYZrXNp9tnrc+bqbv7ysdfzHiNAgAABAgQIjLdAfiaamTc1TzGSn0V7LTl2fiaeaotCZKpdca+XAAECBAgQIEBgsgkoRMbwimV0SG5intEclqEF2oVIRo/86Ec/6vnRTC029B6tQYAAAQIECBAgQGDmCShEZp6tPRMgQIAAAQIECBAYDQGFyGgoDnMfub/IwQcf3Lk3yDA3m7KrZSqw5gbkmY4r997o9THYfU+mLJwXToAAAQIECBAgMC4CCpFxYXdQAgQIECBAgAABAsMWUIgMm8qKBAgQIECAAAECBAgQGFxAITK4jWcIECBAgAABAgQITAQBhchEuArOgQABAgQIECBAgACBSS+gEJn0l9ALIECAAAECBAgQ6HMBhUifX2AvjwABAgQIECBAgACBsRFQiIyNs6MQIECAAAECBAgQmF4Bhcj0ytmOAAECBAgQIECAAAECLQGFSAvDlwQIECBAgAABAgQmoIBCZAJeFKdEgAABAgQIECBAgMDkE1CITL5r5owJECBAgAABAgSmloBCZGpdb6+WAAECBAgQIECAAIGZJKAQmUmwdkuAAAECBAgQIEBglAQUIqMEaTcECBAgQIAAAQIECExtAYXI1L7+Xj0BAgQIECBAgMDEF1CITPxr5AwJECBAgAABAgQIEJgEAgqRSXCRnCIBAgQIECBAgMCUFlCITOnL78UTIECAAAECBAgQIDBaAgqR0ZK0HwIECBAgQIAAAQIzR0AhMnNc7ZUAAQIECBAgQIAAgSkmoBCZYhfcyyVAgAABAgQIEJh0AgqRSXfJnDABAgQIECBAgAABAhNRQCEyEa+KcyJAgAABAgQIECDwgYBC5AMLXxEgQIAAAQIECBAgQGC6BRQi001nQwIECBAgQIAAAQJjIqAQGRNmByFAgAABAgQIECBAoN8FFCL9foW9PgIECBAgQIAAgckuoBCZ7FfQ+RMgQIAAAQIECBAgMCEEFCIT4jI4CQIECBAgQIAAAQKDCihEBqXxBAECBAgQIECAAAECBIYvoBAZvpU1CRAgQIAAAQIECIyHgEJkPNQdkwABAgQIECBAgACBvhNQiPTdJfWCCBAgQIAAAQIE+kxAIdJnF9TLIUCAAAECBAgQIEBgfAQUIuPj7qgECBAgQIAAAQIEhiugEBmulPUIECBAgAABAgQIECAwDQGFyDRwPEWAAAECBAgQIEBgAggoRCbARXAKBAgQIECAAAECBAhMfgGFyOS/hl4BAQIECBAgQIBAfwsoRPr7+np1BAgQIECAAAECBAiMkYBCZIygHYYAAQIECBAgQIDAdAooRKYTzmaDC9x0003lxRdfHHwFzxAgQIAAAQIECBDoQwGFSB9eVC+JAAECBAgQIECgrwQUIqN4OS+44IJy4IEHdj6OP/748ve//728++67o3iU4e8q57LqqquWyy+/vOdGzzzzTPnmN79ZfvSjH/V8fnof/PznP1/OOuus6d38Q9u99NJL5cEHH/zQ4x4gQIAAAQIECBAgMJEEFCIT6Wo4FwIECBAgQIAAAQIfFlCIfNhkuh85+uijy6mnnloeeOCB+nHbbbeVAw44oFx22WXTvc/p3fCee+4piyyySFlhhRXKGWec0XM3G220UVl33XXLEkss0fP56X3w7bffnt5Ne253ySWXlO9+97s9nxvLB997771yzjnnlEsvvXQsD+tYBAgQIECAAAECk0RAITJJLpTTJECAAAECBAgQmLICCpFRvPQpRLrfLE8p8utf/7pzlN/97nfliSee6Hyf4uKUU07pfH/llVeWK664opx99tllhx12qM8999xznedvvPHGsvPOO5c333yz81j3F++//34dGXLuueeWNdZYo2chkuMsu+yy5ZprrplmIZKALL/88uXiiy+uBcviiy9eTjrppDolVkaWLLTQQmXXXXctGcXRLClarr/++vpts/21115bVl555bL00kuXk08+uVm1PP300+UrX/lK5/t8sd9++5XjjjuuPpZCaZ555ilzzTVXPY+//vWv9fE33nijbLnlluXTn/50+dznPlcOO+ywAfvYd99963MLLrhg+dnPflZeffXVAc8337zwwgtl4403LllvrbXWKuedd17zVP188803l5VWWqlz/D333LM8+uijnXWOOeaY8oUvfKHMP//80zxOZwNfECBAgAABAgQI9K2AQqRvL60XRoAAAQIECBAg0CcCCpFRvJC9CpGUEieccELnKLvsskt5+OGHO9/fcsst5aCDDup8nxEIe++9d51q67HHHitHHHFELSCaFXJ/jt12222ahUgKh29/+9t1k16FSMqUTGt1ww031OJiWiNEXn755TLLLLPUEiYjX4488sgy++yzl0033bRue/XVV5dlllmm5LU3S0alpEDJ0my/++6711EzJ554Yvn4xz/eKRXyGj/ykY80m9bPm2++edlrr73q1w899FAthlKmpFT597//XR9PyfFf//Vf5cknnyx//vOfy5JLLtkplv7yl7/UgiNlVM75pz/96YeKjuaAOVZzTVJCzTnnnCUlSZaULilc8tpyT5RMQbbYYot1pkDLyJsURPkcy/XWW69+NPv2mQABAgQIECBAYGoJKESm1vX2agkQIECAAAECBCafgEJkFK9Z3jjff//9y+mnn14/UmZklEe7AGnefG8O26sQaU9x9cgjj5TtttuuZNTHcJa8mZ9RG//4xz/q6r0KkRQuP//5z+vzGckxnELkn//8Z+fwGeWRURzNklEvKQOapVch0t5+7bXX7hQo/euIqQAAIABJREFUQxUi2WcKpfaUWc8++2wtLl555ZXmkCXnsNxyy9XvU7qsvvrqneem9UX3yJGcW+79kuWOO+4on/zkJ8s777xTv09B8tGPfrRzPTPCJsdtlox2mXXWWWsJ0zzmMwECBAgQIECAwNQRUIhMnWvtlRIgQIAAAQIECExOAYXIKF63FCKHHnpoueiii+q9JjKKIjcuby/DKUQySqRZ3nrrrToaIxdqOMsvfvGLzuiKrN9diKQo+cxnPlOef/75urvhFiIZ6dEsmSqrPUXVVVddVaeNap7vVYi0t4/BtttuW1efnkLkuuuuK/PNN1855JBDOh/Z3xxzzFGLo0xp9YlPfKL84Ac/qKNGhrJL8ZES6thjjy1f+9rXOmVPRqNk9Eozxdn9999fC4+MFklJ8rGPfexDN3v/8pe/POholMbHZwIECBAgQIAAgf4UUIj053X1qggQIECAAAECBPpHQCEyitcyhUj7HiKZYinlSHsZaSGSG5SnWBnqTf0cI/cXyY3UU8Lknh75+MY3vlF+//vfd+6hkftkpEhons/5ZhqofN+MhGifbzPlVbvQyD1C2oVI7kOS+2g0y1CFSKb8mpFCJDepzz0/Uj51f7z77rv1NFL87LHHHmWVVVYpc889d71XSnN+7c8Z6ZJ7kGy11VZln332qfcpaY9+2X777csXv/jFer+SjKTZaaed6uavv/56nUqsKUuafaZQOfXUU5tvfSZAgAABAgQIEJhCAgqRKXSxvVQCBAgQIECAAIFJKaAQGcXL1l2I3H333fWN/0y11Cx5sz3TZDVL7gnSfQ+R9giRkRQiBx98cH2TPvf86P7IG/VZMoqi+7nm+9zMvXuZ2YVIiphMQ5XpppolBVBzD5E81j1l1oMPPlhLjvfee6/ZpN7Xo/1954lSSm7MnhKne8m9VDLSJPcZaZbcm6RdiOSm6SlwjjrqqM6N4pt1MzVZ+1q99tpr1Tf3E7EQIECAAAECBAhMPQGFyNS75l4xAQIECBAgQIDA5BJQiIzi9eouRHLfj9yvIyMamiUjRvLmekqSvIGfN/tHUohkiqnc/LvXm/85Xh5vf+ReGqeddlpn/fZz+To3Ks+NwfN1r2VmFyI55je/+c1aQmR0R6aj+tKXvjSgEDnppJMG3EMk26TgadyyXUZuNEVG1s9N3JvXlK8z+qN7yXYLL7xwyRRcWXLs3CC+2U8Kjnnnnbfcdddd9ebtzTRjzX723HPPsuaaa9YROZnaLCOCcu7NKJVmPZ8JECBAgAABAgSmhoBCZGpcZ6+SAAECBAgQIEBg8gooREbx2nUXItn1zTffXG+KnjfMszz33HN1mqett9665A31888/v/PGfp7PiIP2qIPuESKZ4mrzzTcf1hRa2V/3PUTqSbT+Z3ruITKaU2blVC6//PKSG7XPP//8ZbXVVisbb7zxgEIk018tuuiiZbbZZiv33HNPPfvcbH6llVaqN5DP9Fnf+973OtOC5abrKSoy+mPJJZesX7dHoLRefjn55JPrNGM5/jrrrFNyP5SM/GimOvvxj39cS5EUI7kvSabPOvPMM+suUphssskmZfbZZy/zzDNPLVPuvffe9u59TYAAAQIECBAgMIUEFCJT6GJ7qQQIECBAgAABApNSQCEyTpctIy963bNjqNPJKJBctH5cnnrqqc6ojuG+vozayP08ei0pLDIl11BLRpKkqOpecqP1DTfcsPNw7FOY5D4t7SXHSQljIUCAAAECBAgQmNoCCpGpff29egIECBAgQIAAgYkvoBCZ+NfIGY6TQG4cv95665UXXnihnkH+seSx9g3kx+nUHJYAAQIECBAgQGACCihEJuBFcUoECBAgQIAAAQIEWgIKkRaGLwm0BXLT9UyJtdhii9VRIfn8wx/+sNx///3t1XxNgAABAgQIECBAoAooRASBAAECBAgQIECAwMQWUIhM7Ovj7AgQIECAAAECBAgQmCQCCpFJcqGcJgECBAgQIECAwJQVUIhM2UvvhRMgQIAAAQIECBAgMJoCCpHR1LQvAgQIECBAgAABAqMvoBAZfVN7JECAAAECBAgQIEBgCgooRKbgRfeSCRAgQIAAAQIEJpWAQmRSXS4nS4AAAQIECBAgQIDARBVQiEzUK+O8CBAgQIAAAQIECPz/AgoRSSBAgAABAgQIECBAgMAoCChERgHRLggQIECAAAECBAjMRAGFyEzEtWsCBAgQIECAAAECBKaOgEJk6lxrr5QAAQIECBAgQGByCihEJud1c9YECBAgQIAAAQIECEwwAYXIBLsgTocAAQIECBAgQIBAl4BCpAvEtwQIECBAgAABAgQIEJgeAYXI9KjZhgABAgQIECBAgMDYCShExs7akQgQIECAAAECBAgQ6GMBhUgfX1wvjQABAgQIECBAoC8EFCJ9cRm9CAIECBAgQIAAAQIExltAITLeV8DxCRAgQIAAAQIECExbQCEybR/PEiBAgAABAgQIECBAYFgCCpFhMVmJAAECBAgQIECAwLgJKETGjd6BCRAgQIAAAQIECBDoJwGFSD9dTa+FAAECBAgQIECgHwUUIv14Vb0mAgQIECBAgAABAgTGXEAhMubkDkiAAAECBAgQIEBgRAIKkRFxWZkAAQIECBAgQIAAAQK9BRQivV08SoAAAQIECBAgQGCiCChEJsqVcB4ECBAgQIAAAQIECExqAYXIpL58Tp4AAQIECBAgQGAKCChEpsBF9hIJECBAgAABAgQIEJj5AgqRmW/sCAQIECBAgAABAgRmREAhMiN6tiVAgAABAgQIECBAgMD/CShERIEAAQIECBAgQIDAxBZQiEzs6+PsCBAgQIAAAQIECBCYJAIKkUlyoZwmAQIECBAgQIDAlBVQiEzZS++FEyBAgAABAgQIECAwmgIKkdHUtC8CBAgQIECAAAECoy+gEBl9U3skQIAAAQIECBAgQGAKCihEpuBF95IJECBAgAABAgQmlYBCZAwv1+OPP17yMV7Liy++WO65554xOXyOk+PNzCX7v+mmm2bmIeybAAECBAgQIECAwLAFFCLDprIiAQIECBAgQIAAgXERUIiMIvvLL79cTj/99LL77ruXPfbYo5x44onlySef7BzhnHPOKfkYr+Wuu+4qv/nNb8bk8DlOjjfcZa211iqrrrpq52P77bcvd9555zQ3P+uss8rnP//5aa4z3CefeOKJ8swzzwx3desRIECAAAECBAgQ+JCAQuRDJB4gQIAAAQIECBAgMKEEFCKjdDnef//9Wjaccsop5ZFHHil5g/2qq64qRx55ZHnttdfqURQig2PPNddc5eijjy5/+ctf6sdJJ51UPvOZz5Rbb7118I1KKW+//fY0nx/ukzvuuGM5+OCDh7u69QgQIECAAAECBAh8SEAh8iESDxAgQIAAAQIECBCYUAIKkVG6HHljfuutty6PPfbYoHtsCpGzzz677LDDDiXlyXPPPddZP6XKBRdcUHbbbbeyzz77lMsuu6y8++67neePP/74ct9995WLL764lgfNE1dffXUdlZJRFaeddlp56623mqcGfO41QuTBBx8s++23X9lmm23K4YcfXp5//vm6zd13311OPfXUAds/8MADAx6b1nG7R4hkX0cdddSA/bW/SSHSPf3VVlttVX71q1/V1Q477LCSjz/84Q8lo0lSOF1//fVlo402qs9feumlZbPNNmvvshYrzWMvvPBC2XjjjcuCCy5Ytz/vvPM6637/+98vs88+e1looYXK8ssvX15//fX6XI7x3e9+t8w999xlhRVWqAVXZyNfECBAgAABAgQIEOgSUIh0gfiWAAECBAgQIECAwAQTUIiM4gXJm/777rtvvU/He++996E9pxDZe++9y9///vdanBxxxBElIyGa5eabby55LNNspXzItFvtaadSMmQUQ0qPG2+8sW6Wz3vttVctCPIGfkqD9j6bfedzdyHyr3/9qxYOeTyFQYqalDEpYV599dWy5ZZbdsqBbJ8C58orrxzWcbsLkTPOOKMcc8wx7dMZ8HWvQmTFFVfsTDGWAillxQ9/+MNqlOnJUgylqMiSImeOOeYoL730Ume/v/jFL6pHHth8883LLrvsUh5++OH6Ouecc876mvPcLbfcUtZcc82yxRZblGuvvba+/nfeeacsueSS5aCDDqpTaR133HHlk5/8ZHnooYc6+/cFAQIECBAgQIAAgbaAQqSt4WsCBAgQIECAAAECE09AITKK1yRTY1144YV1pMi2225b37B/4403OkdIIZJioFkytdZ2221XMjIkS0qU9uiOjHrIqJBmScnQFBLNYylDMmqkWVKKZFRELmz30l2InHnmmeWPf/xjZ7UcPyMymnt3HHLIISUlTZaUJHmuGUEy1HG7C5HOQQb5IoVIRmqklMjHV77ylTLvvPOWV155pW6RQmS99dYbsHW7EMkTa6yxRh1Bkq8zYifbNyN2UvC0l7XXXnuAbUaPtKfMOv/888sqq6zS3qSeX0bhWAgQIECAAAECBAj0ElCI9FLxGAECBAgQIECAAIGJI6AQmQnXIiXIbbfdVqeiyg3Wm6WZMqv5PuXHpptuOqC8yEiNbJuRChnpceihhzar13uUtEeMpMDIyIeUGpdffnnnI4XCo48+2tmu+aK7EEkBkMKlve2ee+5Zp+rKNrmfx7HHHls3T+mS0S9ZhnPc6SlENtlkkzpCJWaZXuupp56qx8v/pBDJR3vpLkQyAmXDDTesq+T+LSlV2ssdd9xRC6m8pq997Wv1+jTPdxcimbJs5ZVXLimFmo911123fOc732k28ZkAAQIECBAgQIDAAAGFyAAO3xAgQIAAAQIECBCYcAIKkZl4SbrvK9JdiOT5diGS+3lkxMiJJ55YLrroojrF1LQKkaZQybpXXHHFgI8UK91LdyGy//7712N1b5tppbJk+qncxyPnmXt3ZMRKluEcd3oKke57iNSD/d//DKcQeeaZZ8onPvGJ8uabb9ZROgceeGBnF7lPyuc+97n6elJ2ZPqtPNYs3YXIrrvuWkeIxL/9cdZZZzWb+EyAAAECBAgQIEBggIBCZACHbwgQIECAAAECBAhMOAGFyChektyTo71kKqyddtqpZGRClqEKkSOPPLKODGn2kfuDTKsQyXopCjJNVntp34i9/Xh3IZLRIRlJ0V66tz3ggAPKvffeW++/8eyzz3ZWHeq441GI5OQyzVUKnkUXXbRzv48UJPPNN1+9L0vzAn72s59NsxCJzfrrr9+sXj+nGLIQIECAAAECBAgQGExAITKYjMcJECBAgAABAgQITAwBhcgoXYeUBbkJ+Q033FBHVGQUxTXXXFNHJDQ3+h6qEMmb8BntkSXTUg01ZVbWu+CCC+pIkubN+tz/IzdW77XkZu4pKpolRUduot6cXwqdTJn1+uuvN6vUe5aklMnN4NvLUMfN9Frt6b1yL5JMwTXY0uum6u11hzNCJOsffvjh9Qbpyy67bGfzlDwLL7xwue666+pjL774YllmmWUGFCL/8z//M+AeIrlXSu5BkuuZJf9QVltttXL99dd39usLAgQIECBAgAABAm0BhUhbw9cECBAgQIAAAQIEJp6AQmQUr8n9999fi4MUI/nYeeedB5QCQxUi+QUqxUPuoZHiIvcByc3Ls12WXqMuMvrhhBNOKLmJe0ajZDqop59+uueryo3F99hjj7r/ZoXLLrusbptiZJdddim33npr81T9nKm3Mq1X7tfRXoY6bvab6baam7KnqMi5DbaMViHy+OOPl1lmmWVA8ZNjnnzyyWWRRRYpSy+9dFlnnXXqyJiFFlqoU0Cdd955ZZ555ikLLLBA5xRzb5Wss/jii5cFF1ywXs/Ok74gQIAAAQIECBAg0CWgEOkC8S0BAgQIECBAgACBCSagEJkJFyQ3VX/55Zene8+vvPJKyXRbI1lSUORiTs+S0SjNKJGRbj/c42YES9YdzyWv87nnnhvxKeTm7t1TiY14JzYgQIAAAQIECBDoewGFSN9fYi+QAAECBAgQIEBgkgsoRCb5BXT6BAgQIECAAAECBAhMDAGFyMS4Ds6CAAECBAgQIECAwGACCpHBZDxOgAABAgQIECBAgACBEQgoREaAZVUCBAgQIECAAAEC4yCgEBkHdIckQIAAAQIECBAgQKD/BBQi/XdNvSICBAgQIECAAIH+ElCI9Nf19GoIECBAgAABAgQIEBgnAYXIOME7LAECBAgQIECAAIFhCihEhgllNQIECBAgQIAAAQIECExLQCEyLR3PESBAgAABAgQIEBh/AYXI+F8DZ0CAAAECBAgQIECAQB8IKET64CJ6CQQIECBAgAABAn0toBDp68vrxREgQIAAAQIECBAgMFYCCpGxknYcAgQIECBAgAABAtMnoBCZPjdbESBAgAABAgQIECBAYICAQmQAh28IECBAgAABAgQITDgBhciEuyROiAABAgQIECBAgACBySigEJmMV805EyBAgAABAgQITCUBhchUutpeKwECBAgQIECAAAECM01AITLTaO2YAAECBAgQIECAwKgIKERGhdFOCBAgQIAAAQIECBCY6gIKkameAK+fAAECBAgQIEBgogsoRCb6FXJ+BAgQIECAAAECBAhMCgGFyKS4TE6SAAECBAgQIEBgCgsoRKbwxffSCRAgQIAAAQIECBAYPQGFyOhZ2hMBAgQIECBAgACBmSGgEJkZqvZJgAABAgQIECBAgMCUE1CITLlL7gUTIECAAAECBAhMMgGFyCS7YE6XAAECBAgQIECAAIGJKaAQmZjXxVkRIECAAAECBAgQaAQUIo2EzwQIECBAgAABAgQIEJgBAYXIDODZlAABAgQIECBAgMAYCChExgDZIQgQIECAAAECBAgQ6H8BhUj/X2OvkAABAgQIECBAYHILKEQm9/Vz9gQIECBAgAABAgQITBABhcgEuRBOgwABAgQIECBAgMAgAgqRQWA8TIAAAQIECBAgQIAAgZEIKERGomVdAgQIECBAgAABAmMvoBAZe3NHJECAAAECBAgQIECgDwUUIn14Ub0kAgQIECBAgACBvhJQiPTV5fRiCBAgQIAAAQIECBAYLwGFyHjJOy4BAgQIECBAgACB4QkoRIbnZC0CBAgQIECAAAECBAhMU0AhMk0eTxIgQIAAAQIECBAYdwGFyLhfguk/gffff7/cd999JZ8HW2677bby+uuvD/b0DD/+4osvlptuuqmznzvuuKPkYyIt//znP8tf/vKXiXRK9VyuvPLK8vzzz8+U88o1ybWxECBAgAABAgQIjJ2AQmTsrB2JAAECBAgQIECAwPQIKESmR22QbS644IJy4IEHdj5OOOGEcu+995b33ntvkC1m7OF///vfZYsttij5PNiy7bbblqeeemqwp2f48bPOOqt8/vOf7+xnhx12KPmYSEuuye677z6RTqm8/fbbZd555y2vvPLKTDmvXJNcGwsBAgQIECBAgMDYCShExs7akQgQIECAAAECBAhMj4BCZHrUBtnm6KOPLqeeemp54IEH6kdGZxxwwAHl8ssvH2SLGX/43XffneZOZnYhkoPnzf1mmYiFyDe+8Y3y17/+tTnFCfH5mmuuKWuuueZMO5f2NZlpB7FjAgQIECBAgACBAQIKkQEcviFAgAABAgQIECAw4QQUIqN4SVKIXHrppQP2mFJk7733ro899NBD5fjjjy+PPPJI+f3vf9+ZWipTGx155JEl5cU+++xT7r777rr+yy+/XPbff//yzjvvdPb52muvld/+9rf1sTfffLP85je/KfmcJVNnXXjhhWXHHXcse+21V7n//vvrPtsjRB588MGy3377lW222aYcfvjhA6Zs6nV+Gd2y5557liuuuKJzDu0vrr/++rLRRht1HmoKkZ122qkssMACZfnllx9QRjTrH3bYYWXuuecuK664Yrn55pvL7bffXlZfffWy5JJLljgOZ8l0YausskodafGTn/yknHbaaSXHbS+xnX/++QcYHnPMMeULX/hCffxnP/tZefXVVzub5LwOPfTQup9e558Vr7322rLSSiuVT33qU2Xttdcu7V98m9eXYmyJJZYo3/72t0se617iFP9mieGZZ55Z9zvffPPV65Prudtuu5XPfvazZeONNy65ds2S65JRLznGcsstVw466KABxVT21xw3/8hzHXLeK6+8cll66aXLySef3OzKZwIECBAgQIAAgVESaP9cOEq7tBsCBAgQIECAAAECBEZRQCEyipi9CpFzzz23nHHGGfUod911V9l5551r+fHnP/+5PPPMM3U6rT322KO+mf/YY4+Vq6++uvzqV78q+TpLypR77rmnc5Z/+9vf6vZ54I033iibbrpp/Zzvc5+MlCHXXXdd3XfKkV/+8pedKbP+9a9/1X3nPF544YVy9tln1zfcm1Emvc4vb8rnHHK/i17LxRdfXFZYYYXOU3mjf6mllirnnHNOyf5SvMw555yd4iXr5w3/WGU6sZz/YostVrbbbrv6Ok8//fQy11xz1ec6O+3xRUZALLzwwrUouOWWW2oRlTf7N9xwwwFr5zxSJjRLrsXiiy9er8kNN9xQ1ltvvfrRPD/U+f/jH/+oBUxex+OPP17PO6VEMyIjj6dISemSQirXY5FFFml23/n8xS9+cUDBEcPvfve7tRjKdVtooYXK+uuvX0uSO++8s2ywwQblhz/8YWf7lCfrrLNOLc9y3VPw5NjNkv0136dYm2WWWWqBktFLJ554Yvn4xz9eHn300WZ1nwkQIECAAAECBEZBQCEyCoh2QYAAAQIECBAgQGAmCihERhE3b/JnREfe1M/HEUccUe/xkZEXWVIQbL/99uWtt97qHDU3IE8B0r7PSLbNCJIseVM7ow2a5aijjio33nhj/ba7EElx0Z6eK/tsFyJ5E/2Pf/xjs6t6zBw7b7hn6XV+nZUH+SLn112IbL755gPW/tKXvlR+97vf1ceyfsqAZklJkzfr21Naff/73y8ZqZElb+bfeuutnY8UOVnyOjLCpCki8lhGznQXIptsskn5wx/+ULfJ/yy77LKdc8n3Tz/9dJl11lnrFGf5PoXItM4/BU9GzDRLRu/kXiB/+tOf6kPdry/n94lPfGJAwfPwww/XkTDNPvI5hilvmmXrrbceMKVWrk1ebzNaKCXW66+/3qxe71vTLn56FSK5uXyzZGTLcEfiNNv4TIAAAQIECBAgMG0Bhci0fTxLgAABAgQIECBAYLwFFCKjeAXyBvPBBx9ccnP1fGT6rIwiaJa8qZ0prtpL3kDPNFrtJQXFr3/96/pQ3rDP6ImUGylAttpqq5Jps7K0C5GM5Ej58eSTT7Z3NWDKrJxbjpXSpPnIm/uXXXZZ3abX+Q3YWY9vehUiKRXaS0qgnHeW7vXzWKa0ypRZzZJzys3is2SqrhQmzUcz2iY3Ss+oifaSacfahUhKg4zWaEqUlAkf+9jHBozMyPZf/vKXy3nnnVd3lXOf1vl/61vfqiNODjnkkNJ8pPDJ+WTp9foyciV5aJaUWrmm7aVdYOTxY489dsDIlRQrMcioomZJtnLexx13XMmUYe17krT314wQyedm2WWXXWo2mu99JkCAAAECBAgQmHEBhciMG9oDAQIECBAgQIAAgZkpoBAZRd0UIt33EGnvvlfhcP7555dTTjmlvVodTZA3rJslBUFGFeR+JO37TrQLkRQmm222WWmPAsj27ZuqZ/RKpktKydD+yL6z9Dq/5hwG+9xdAPQqFHIfjJ///Od1F93r58EFF1xwQCGSMqgpRDKaJiVA85HXnCX3WmmPiMhj3YXITTfdVL7+9a/X9fM/GVGRUuGJJ57oPJYvvva1r3VG4Qx1/ik3Muok9xlpf2T6rSy9Xt9Xv/rVAYVIRmd0T0HWLjCyn4wQynRezZIyp12I5H4gKZJyLrFIOTSSQiTXJNmwECBAgAABAgQIjJ6AQmT0LO2JAAECBAgQIECAwMwQUIiMour0FCK58XV7CqaczkUXXVTfbG9OLdNDZYRBboTd3Cg7z7ULkXyf+5OkBGgvGZnR3FQ9o0Ouuuqq9tOluX9IHhytQqT7jfY11lijc2P5XoXBtAqRASfb+iYl0uc+97nWI6WatUeIxDXTaLWX3JujPTVVRtvMMcccpSk0UohM6/xTwmQqtPbSnrar1+trFyL5B5cpttrTpmVfIy1EUpZkZEizZFo1hUij4TMBAgQIECBAYHwEFCLj4+6oBAgQIECAAAECBIYroBAZrtQw1pueQiQXIPeLyJRRmfbq2WefrQVJbhTeLJkaaa+99qo36H711Vebhz9UiOQG7pm66fnnn6/rpODIqJGmEMlNzDMy4KWXXqrP5/4dKQ2ae1EMVoikkMnNuHst3QVACoWll166nkNeT6bjyjRVzY3hu9fPPqenEMm5p8hIMZJCIo6rr776gCmzll9++VrytM87rzfFQUacpJSIV6a8aoqhoc4/I2tSxGQqsywZXZN7ojSmvV5fuxBJ2ZV7pHQvIy1EUsxkZEiWnPtPf/pThUg3qu8JECBAgAABAmMsoBAZY3CHI0CAAAECBAgQIDBCAYXICMGmtfr0FCLZ33333VfLjtxXIlNFpYBImdBedt1113rPivZj3SNEMtohU2qlBNl9991LplVqT5mVbVNQ5LEUI5mWKzcsb5ZehUjebM8ok7PPPrtZbcDn7gIghULWX3fddWvRMfvssw8YUdG9fnY2PYVItstIj09+8pN1xMWqq65aS6NmhEhKoM9+9rMfcoxRppnKec0zzzxlmWWWGXDD86HOP8dNiZIbnC+xxBJl0UUXHTDipNfraxciuWF7pi3rXkZaiOS65QbxSy65ZEnxkwItryXnn6W9v173EDFlVvcV8D0BAgQIECBAYMYFFCIzbmgPBAgQIECAAAECBGamgEJkZuqOcN8vvvhiZ6TCCDcdsHouansapwFPllJv0N4anH0qAAAgAElEQVSMaOh+rtf3KRFyj5KRLhnF0T011Ej3MdT6ubdGc9+U9j1EUjqkfBhsyWvKaJzuJYVCUypM6/xz3GaUSPc+Bvs+JVdKmmbEzmDrjeTxnGN3eTaS7a1LgAABAgQIECAwegIKkdGztCcCBAgQIECAAAECM0NAITIzVO1zXATahUimpcr0VCNd2oXISLcdav2MwMloDgsBAgQIECBAgEB/CihE+vO6elUECBAgQIAAAQL9I6AQ6Z9rOeVfSab1yjRgWTL6I6M4RrrkhundN00f6T4GWz/3askoIAsBAgQIECBAgEB/CihE+vO6elUECBAgQIAAAQL9I6AQ6Z9r6ZUQIECAAAECBAgQIDCOAgqRccR3aAIECBAgQIAAAQLDEFCIDAPJKgQIECBAgAABAgQIECBAgAABAgQIECBAgMDkFlCITO7r5+wJECBAgAABAgQIECBAgAABAgQIECBAgACBYQgoRIaBZBUCBAgQIECAAAECBAgQIECAAAECBAgQIEBgcgsoRCb39XP2BAgQIECAAAECBAgQIECAAAECBAgQIECAwDAEFCLDQLIKAQIECBAgQIAAAQIECBAgQIAAAQIECBAgMLkFFCKT+/o5ewIECBAgQIAAAQIECBAgQIAAAQIECBAgQGAYAgqRYSBZhQABAgQIECBAgAABAgQIECBAgAABAgQIEJjcAgqRyX39nD0BAgQIECBAgAABAgQIECBAgAABAgQIECAwDAGFyDCQrEKAAAECBAgQIECAAAECBAgQIECAAAECBAhMbgGFyOS+fs6eAAECBAgQIECAAAECBAgQIECAAAECBAgQGIaAQmQYSFYhQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEJreAQmRyXz9nT4AAAQIECBAgQIAAAQIECBAgQIAAAQIECAxDQCEyDCSrECBAgAABAgQIECBAgAABAgQIECBAgAABApNbQCEyua+fsydAgAABAgQIECBAgAABAgQIECBAgAABAgSGIaAQGQaSVQgQIECAAAECBAgQIECAAAECBAgQIECAAIHJLaAQmdzXz9kTIECAAAECBAgQIECAAAECBAgQIECAAAECwxBQiAwDySoECBAgQIAAAQIECBAgQIAAAQIECBAgQIDA5BZQiEzu6+fsCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAgWEIKESGgWQVAgQIECBAgAABAgQIECBAgAABAgQIECBAYHILKEQm9/Vz9gQIECBAgAABAgQIECBAgAABAgQIECBAgMAwBBQiw0CyCgECBAgQIECAAAECBAgQIECAAAECBAgQIDC5BRQik/v6OXsCBAgQIECAAAECBAgQIECAAAECBAgQIEBgGAIKkWEgWYUAAQIECBAgQIAAAQIECBAgQIAAAQIECBCY3AIKkcl9/Zw9AQIECBAgQIAAAQIECBAgQIAAAQIECBAgMAyBKVOIjOULdaz/FAYMZEAGZEAGZEAGZEAGZEAGZEAGZEAGZEAGZEAGZEAGpmoG/t9UfeFet3/0MiADMiADMiADMiADMiADMiADMiADMiADMiADMiADMjB1MqAQ+c/Uudj+YbvWMiADMiADMiADMiADMiADMiADMiADMiADMiADMiADUzUDChGFiKm0ZEAGZEAGZEAGZEAGZEAGZEAGZEAGZEAGZEAGZEAGZKDvM6AQEfK+D/lUbTu9bk2/DMiADMiADMiADMiADMiADMiADMiADMiADMiADHyQAYWIQkQhIgMyIAMyIAMyIAMyIAMyIAMyIAMyIAMyIAMyIAMyIAN9nwGFiJD3fcg1oB80oCxYyIAMyIAMyIAMyIAMyIAMyIAMyIAMyIAMyIAMTNUMKEQUIgoRGZABGZABGZABGZABGZABGZABGZABGZABGZABGZABGej7DChEhLzvQz5V206vW9MvAzIgAzIgAzIgAzIgAzIgAzIgAzIgAzIgAzIgAx9kQCGiEFGIyIAMyIAMyIAMyIAMyIAMyIAMyIAMyIAMyIAMyIAMyEDfZ0AhIuR9H3IN6AcNKAsWMiADMiADMiADMiADMiADMiADMiADMiADMiADUzUDChGFiEJEBmRABmRABmRABmRABmRABmRABmRABmRABmRABmRABvo+AwoRIe/7kE/VttPr1vTLgAzIgAzIgAzIgAzIgAzIgAzIgAzIgAzIgAzIwAcZUIgoRBQiMiADMiADMiADMiADMiADMiADMiADMiADMiADMiADMtD3GVCICHnfh1wD+kEDyoKFDMiADMiADMiADMiADMiADMiADMiADMiADMjAVM2AQkQhohCRARmQARmQARmQARmQARmQARmQARmQARmQARmQARmQgb7PgEJEyPs+5FO17fS6Nf0yIAMyIAMyIAMyIAMyIAMyIAMyIAMyIAMyIAMy8EEGFCIKEYWIDMiADMiADMiADMiADMiADMiADMiADMiADMiADMiADPR9BhQiQt73IdeAftCAsmAhAzIgAzIgAzIgAzIgAzIgAzIgAzIgAzIgAzIwVTOgEFGIKERkQAZkQAZkQAZkQAZkQAZkQAZkQAZkQAZkQAZkQAZkoO8zoBAR8r4P+VRtO71uTb8MyIAMyIAMyIAMyIAMyIAMyIAMyIAMyIAMyIAMfJABhYhCRCEiAzIgAzIgAzIgAzIgAzIgAzIgAzIgAzIgAzIgAzIgA32fAYWIkPd9yDWgHzSgLFjIgAzIgAzIgAzIgAzIgAzIgAzIgAzIgAzIgAxM1QwoRBQiChEZkAEZkAEZkAEZkAEZkAEZkAEZkIH/j707ga+ivvf/n3/Votbeerm1fVjtvba41I1atW51wSsurdKioFUBi0qVYlGQCq6Iu6IFC6hXUEAWI4Ql7PuWEMi+kZUkJBAIssaTkLBo+fweny//OWdyOFsm5wwkvM7jMcyc+c53vjPPORkfj3k73y+/AX4D/Ab4DfAb4DfAb6DN/waOaSAifBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQOCEFXDzbRUCkRP2Z8aJI4AAAggggAACCCCAAAIIIIAAAggggAACCCBwbAUIRI6tP60jgAACCCCAAAIIIIAAAggggAACCCCAAAIIIICACwIEIi4g0wQCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggcWwECkWPrT+sIIIAAAggggAACCCCAAAIIIIAAAggggAACCCDgggCBiAvINIEAAggggAACCCCAAAIIIIAAAggggAACCCCAAALHVoBA5Nj60zoCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgi4IEAg4gIyTSCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggMCxFSAQObb+tI4AAggggAACCCCAAAIIIIAAAggggAACCCCAAAIuCBCIuIBMEwgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIHBsBQhEjq0/rSOAAAIIIIAAAggggAACCCCAAAIIIIAAAggggIALAgQiLiDTBAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCBxbAQKRY+tP6wgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIOCCAIGIC8g0gQACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAsdWgEDk2PrTOgIIIIAAAggggAACCCCAAAIIIIAAAggggAACCLggQCDiAjJNIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAwLEVIBA5tv60jgACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAi4IEIi4gEwTCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggcGwFCESOrT+tI4AAAggggAACCCCAAAIIIIAAAggggAACCCCAgAsCBCIuINubWLt2rSQkJMjBgwftq2O+vHfvXnnppZdk//79Iduqq6sz2+mcDwIIIIAAAggggAACCCCAAAIIIIAAAggggAACbUWAQCSKV/KJJ56Qu+++2zt17dpVBg8eLNu2bfO28tBDD8lPfvIT0YAi0s+qVaskIyMj0s2P2u7bb7+VLl26yIoVK7xl27dvlz59+phjXbp0qXe9LiQmJsqf//xnOXz4cJP1fEEAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAoLUKEIhE8cpdd911Juzo37+/6PTXv/5VLrjgArn44oulpqbGtOQkELnkkktMQOH0UEeNGiUvv/yyt/rcuXPlV7/6lbz++uty6623ytSpU71l1sIzzzwjEydOtL4yRwABBBBAAAEEEEAAAQQQQAABBBBAAAEEEECgVQsQiETx8mkg8tOf/rTJHt966y0Tknz55ZdmfaBAZPHixXLbbbfJL3/5S/nDH/4g6enpZtvq6mq58sorTX0t69SpkxQVFZmy9957Tzp27Cg///nP5Y477hDtiivQ59///rfZhxXI6DbadVZycrLZ/M477wwYiJSVlcmNN94YaJesQwABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAgqgLx8fHy9NNPR3Wf/jsjEPEXacH3QIHIs88+awIN7YZKP/6ByPr1602IctFFF8njjz8uv/jFL+Tcc8+VyspK81bJvffea+pr+f333y8bN26U2bNnm3UahAwcOFD0DZL77rsv4JGXlpbK7373u4BlujJYIKJll19+uffNlqA7oAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgRYIaBiivRnpFMtQhECkBRfJv6rVZZaOzaFTt27d5OyzzzZvfuzatcts7h+I9OzZ04QbGzZsMOX6toiOMfLCCy+Y77W1tea7julhfay3TlJTU82qHTt2iMfjsYqbzJOSksxxNFlp+xIqELn99tslNzfXtjWLCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAghET8AKQ7755hvRKZahCIFI9K6bWIGIBhrWdM0118jKlSu9rfgHIldffbV06NDBW64XXOvqmyH6CRSIZGVlmW20Xq9evWTGjBly6NAh7z7sC4sWLTJvpdjX2ZdDBSI6QHxKSop9c5YRQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEIiKgD0MsXYYy1CEQMRSjsLcCkSsJKuhoeGovfoHItotlXaHZX0aGxtN2HHXXXeZVYECES2YNWuWdO3aVc455xyzvXanFeij45Hcc889gYrMulCByM033yza5RYfBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSiKRAoDLH2H6tQhEDEEo7CPNAYIv679Q9E/vjHP5pAY9u2bWZTDTD0DZF+/fqZ78ECEWv7/fv3mzdAdDB37TrL/6ODqV9xxRX+q73fgwUihw8flgsvvFDq6uq827KAAAIIIIAAAggggAACCCCAAAIIIIAAAggggEA0BBYuXGi6yAq2Lw1FdJtofghEoqgZSSCig6Br4PHBBx+Ybq6mTZvmfcNjypQpogOla7nVVdV3330nF198sdxwww3y8ccfi16w4cOHywUXXCAfffSRzJkzR66//nr57//+b9FwJNDnxhtvlLKyMm/Rt99+a7bV7bW9iRMnmu8HDhzwbqPdcv3+97/3fmcBAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIHWLEAgEsWrF0kgkpOTI507dzahh3ap9e9//1t0kPRzzz3XrPvFL34h48aNa3JUGljoWx4alOgbH+Xl5Sas0AHbdd2ll14qCxYsaFLH/kXDlzfffNO76u233zb1tK590v1Yn8GDB8vYsWOtr8wRQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEGjVAgQix8nl07c2tm7dagKSSA9JxxvRrrM0VAn1qa+vFx28fcuWLaE285aVlJSYt04OHjzoXccCAggggAACCCCAAAIIIIAAAggggAACCCCAAAKtWYBApDVfvWYce2ZmpjzwwANBu9WydqVjhtx3331SWFhorWKOAAIIIIAAAggggAACCCCAAAIIIIAAAggggECrFyAQafWXkBNAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBcAIEIuGEKEcAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIFWL0Ag0uovISeAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAAC4QQIRMIJUY4AAggggAACCCCAAAIIIIAAAggggAACCCCAAAKtXoBApNVfQk4AAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEwgkQiIQTohwBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQRavQCBSKu/hJwAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIhBMgEAknRDkCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgi0egECkVZ/CTkBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQCCdAIBJOiHIEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBo9QIEIq3+EnICCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgggEE6AQCScEOUIIIAAAggggAACCCCAAAIIIIAAAggggAACCCDQ6gUIRFr9JeQEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIJwAgUg4IcoRQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEECg1QsQiLT6S8gJIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAQDgBApFwQpQjgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIBAqxcgEGn1l5ATQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgXACBCLhhChHAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBVi9AINLqLyEngAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAuEECETCCVGOAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACrV6AQKTVX0JOAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBMIJEIiEE6IcAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEWr0AgUirv4ScAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCIQTIBAJJ0Q5AggggAACCCCAAAIIIIAAAggggAACCCCAAAIItHoBApFWfwk5AQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEAgnQCASTohyBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQaPUCBCKt/hJyAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIBBOgEAknBDlCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggg0OoFCERa/SXkBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCCcAIFIOCHKEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAoNULEIi0+kvICSCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggEA4AQKRcEKUI4AAAggggAACCCCAAAIIIIAAAggggAACCCCAQKsXIBBp9ZeQE0AAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIFwAgQi4YQoRwABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgVYvQCDS6i8hJ4AAAggggAACCCCAAAIIIIAAAggggAACCCCAAALhBAhEwglRjgACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAq1egECk1V9CTgABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQTCCRCIhBNqheUpKSkyY8YMSU5ODjslJSXJmjVJkpSU7MqkbdFe9KzxjJ6l9TdwLEz17zCSv1f9u168eHErvCtxyAgggAACCCCAAAIIIIAAAggggAACCBx7AQKRY38Non4E8fHxMmXKFMnIyAg7LVq0VGbMWCWLFqW7Ms2cuVxmzlzhSlt6TrNnr5KEhKWutTdnTpJMn77ItfbmzUuR+Pj5rrU3f/56+fLLOa61p9dwypTZrran57dgQaprbU6ZMk/WrFkX9m9V/54TExNl5MiRUb9nsEMEEEAAAQQQQAABBBBAAAEEEEAAAQROBAECkTZ4lVetWiXZ2dkRnVlNzU4pKamVrdu+c2UqLd0tOrnVXllZrRQX73CtvU2b6qSwsMa19iqrGiU/f4tr7W3eclBycytda09/J9nZ5a62l5tbIVuqD7nWZnZ2ldTVHYjo77WiosKEIhFtzEYIIIAAAggggAACCCCAAAIIIIAAAggg0ESAQKQJR9v4QiDiC3cIRHwW0QihCESi63kk8CEQaRt3Xs4CAQQQQAABBBBAAAEEEEAAAQQQQOB4FyAQOd6vkIPjIxDxPbQmEPFZEIhEZsEbIg5uOlRBAAEEEEAAAQQQQAABBBBAAAEEEECgFQgQiLSCi9TcQyQQ8T34jnYgUlpaKwsXpgWdEhNXy7RpC4OWh6rrpGzu3LUSHz/XtfbmzVsnU6cmutbewoWpMnnyLBfbSzPnp2Ol6PWIRogUbh90mdXcOxzbI4AAAggggAACCCCAAAIIIIAAAggg4EyAQMSZ23Fdi0AktoHIoEEvyrhxXwScxo4dL598Mi5gWbA6LVk/duwEV9sbN26ifPzxWNfOT20+/vhTl9vT85soI0aMIxA5ru90HBwCCCCAAAIIIIAAAggggAACCCCAAALNEyAQaZ5Xq9iaQCT2gcihQ4cl0HTgwHeyf/+hgGWBtm/puoMH/y2NjQfbbHvq09BwwLXz0/bUMyMjh0CkVdztOEgEEEAAAQQQQAABBBBAAAEEEEAAAQQiFyAQidyq1WxJINJ2ApEtW2rkjTfelvj46QFDgS+/nCb33detSZlu263b/U3W6YP+559/SV55ZdhR64OFMsuXr5LU1Ezv9hUVVbJgwWJZvHiZd12wuvb1mzZtkWeeGRjwHEpKys0x6TnquVr13n9/hDlvXaeBiB6Lnpc1WduFmwc636KijWZ/weoSiLSaWx0HigACCCCAAAIIIIAAAggggAACCCCAQLMECESaxRWbjSsrKyUuLk5OO+00mTBhwlGN9OjRw5TrNtZHl88991y5/vrrrVXeOYFI2wlErrvuetFp1KiP5Nln/+ENDPRhvoYV+juYMuVLM6+u3m66l9J1GhzoXNfppMtaJ1BAECgY0O1124EDB3mDjJ49H5GHHuoRMBAJtd9LLrlUPvtsgrz88tCjgoi//OVR046e45VXXuU9Rj1f7SrrvPPOM4GI7l+n8eO/kN69H2viEOj4N2/eJhdeeKFpT89Fv1vbde58h9xySyfvd2u9NScQ8d5KWEAAAQQQQAABBBBAAAEEEEAAAQQQQKBNCRCIHAeXc8SIEZKcnGyO5NRTT21yRHl5eeZhtq589tlnZdKkSaZcH/IG+xCIHNtA5KWXXpEf/OAHcs0118o77wyX8vLKJg/f9W0H/8l6GO8/t4IMXe//EF/fAtE3RPQBvoYFCxcuNW+GaBii21vrFi5cIl98MaVJ2dixn8tdd/3e/LYefrhHk+PTuu3atTPrcnMLTChiHZe2GegNkcsuu/yofVh1NBApK6uURx7p7Q1XrDL7XLfT7336PGF8NPC56qqrm3SZ9eijj0tWVq7Z7pVXXpX/+Z/zzDloeGLf1+zZc81bKbpu9OiPRb/r8muvvWEmf0t7XQKRYHcW1iOAAAIIIIAAAggggAACCCCAAAIIINC6BQhEjoPr99BDD8nOnTvNkfTr109KS0u9R6XrrfCjf//+8sgjj5iyTp06mfVWma48fPiwJCYmyhtvvCFLly6VmpqakFNhYaHk5m6QjIxyWbw4TQoKtsV8yswslczMjTFvxzqX7Oxyycgoilp7aWml0r//s9LYeCjIdNBcF31o/8wzA+SHP/yPo7bTNyX8p2D7u/ba60Qnffiv19q+XUpKqlk3efIUuf32O0SDmDFjPjbrlixZLh07/tqs0/VaPmVKvCnTev/5n+1Ft9FJ95uWliXr1qWZadeuWrnpplu8bdmXtXuuRYsWe8t033ouug+d63f7Meryb35zpZx66mly0kknmePzL9fvWm/atBmmrrZx8smniIaDut/6+gbvPjt06OBdPuuss8zxa0Dz1FP9vcev56H7W7x4udlW5/o9MXGeaB1tz35O/sezb1+jpKZmyFtv/TNqvxvr9xhonpKSKxUVm0P+rVp/y6mpqZKQkOC9P7CAAAIIIIAAAggggAACCCCAAAIIIIAAApELEIhEbhWzLfv06SO7du0y+x8wYIBoF1r2jz4U1knLRo4caS8SDUY++ugjs04DkU2bNsnUqVNl3bp10tDQEHJavHixzJkzT+bMSZGRH06Rioo62bSpPqZTQcFW85A51u1Y+y8s3C75+Zujdk75+TUycOAQ0cHTA006oLpeKy1bty7dvMHgv93NN3cS/8l/G+t7VdVWef31t+TGG2+SO++866g29Q2R7t3vN2HH/v3fmvK5cxeYbqVuvvkWKSwsMeN+vPzyq6ZM5zo9+ODDZv3IkaPMd1334YejzbRnj8eEEXoM+fmFptw6nm7dusv8+QuPOg7t7sraxj7Xwckvv7yjKZs/f5H89rfXHLVd5863y6xZc7zrL7zwItFtdT9quW/ffrM8bdpM0eO19n/22WfLsmUrZenSI9OqVUnm+P/1rzGmvnXOn376mfn+s5/9TPr1+7upf8455zQ5L2ufOm9o2C/p6dkyfPhHUfvdWL/HQPP09I2yY8fekH+r1t+yhpgEIk1ugXxBAAEEEEAAAQQQQAABBBBAAAEEEEAgYgECkYipYrehjhuydu1a08B//Md/mHl2drboZP8MGzZMcnJyRLvEOnDggCnq2LGjzJ49276ZKfev22SD//+Ltjv01SnS7+8z5KWXx0hZ+T7Zus3X3VQslktLd4tOsdh3oH2WldVKcfGOqLVXWlorgwa92C6etfcAACAASURBVKR7Jnt3S/pA/S9/6W26a7r66t+aB/radZV9m+Ysa12dNBiw9qNvYixZssLsU98c0S6eHnzwIfN92bJVZjsNT3r06GXWWWOIWOOKaFdUtbV1Zjtdl5Aw66jjs9p74om+Mn36kXJt3+oyS7v80vPw7/rLWm+dY339fhMKWWOI6NggtbX1MmTIEUMdF+Xhh3t696P1NFzRMUW0LT0OHVRd13ftem+T49Rw4+677zHnMWbMJ03K9Jx/+csOZr+6D/1uHZPOQ3XxRZdZge4WrEMAAQQQQAABBBBAAAEEEEAAAQQQQKD1CxCIHCfXUMOJM844w/t2yJgxYyQ+Pt4cnT7Q7dWrlzcg0UDk1ltvlW7dunnHFLGfRqRjiPy55zq58Y4Nct5Vm+Xia/NkydLaqAUHgcIJXXciBCL6lsgbb7xtxsuorKw2D+XtD+Obs2wFItu27fA+0F+5co3opPvRQOSLLyZ7y6xAJDl5nXed1Z4GDNb4IvZ1Ok6I9d0+13Bj7dpUb9mRY3lVXnvtddP9lG4bLhCxtunbt58ZGF7PQwMR3/EfCXzefvs9mT59pmlry5Ya46ft6bFpIFJSUh7QUdv/5JOxZoB5+7Fby7oPa9k+9w9u7GUEIva7CcsIIIAAAggggAACCCCAAAIIIIAAAgi0HQECkbZzLb1nEkkgMnf+fom7cLdcesNm+XHH7RLXwSNd/kwgEizIsdZH8oaIBiL2B+yxXD548N/mDZFYtmHft9vtadvWGyL244jlMoGI91bCAgIIIIAAAggggAACCCCAAAIIIIAAAm1KgECkTV3OIycTSSDyeL86E4Kc1fFriTvfY5bPu6ZWcvMOxfQtkRPlDZFYPrC379vtgMLt9vRcCUR8N6mKigpJTEz0rWAJAQQQQAABBBBAAAEEEEAAAQQQQAABBCIWIBCJmKr1bBhJIPLqm/tMCKJviPx/F+82y3EXeOTdD2I7jkhbC0S0S6ZbbunknXQMkZdffkXOPvtncv7558tTT/U3b4usWbNW/vSne82YGJdccknA7p/sQUeo5cGDn5d77ukizz//kmzcuKnJGyLahZYejzUGiH0/778/wpRZ62bPnivt2/+XlJVVRvRGS11do/znf7aXsWM/a7J9Skqa3HdftybrrDZCzVesWB2wnprqGCjaxZfWtwcif/3rk147u3uoLrDsx6DbnXXWWd59WGVqY3WvxRsiredex5EigAACCCCAAAIIIIAAAggggAACCCDQHAECkeZotZJtIwlECosOybm/qfZ2mfW9X9XIA3+pk/YdPXJNZ48kzNwfkzdF2logYj1Qt+ZWIKJjdViDmGuZPaDQACLSB/jWfu3ztLQsb/hw++13NglE5syZL7t21ZpyHZz86693m2UNZE455RS5/PKO5ruOzaEBgB7L6af/wLs/a729PWv5pJNOMmN6aCBiH8T8d7+70ZyftZ0118DCWvaf62DrHTv+OmC9jIwcY+cfiOgA7LrOsuvQoUPA/c+bt1B08m/Tfm533HGXORfdZvXqZHn66QEEIq3k/sZhIoAAAggggAACCCCAAAIIIIAAAggg4FSAQMSp3HFcL5JARA9/0eKN0qdvhlzVaaMMeTHJG4AMGFwvcRfFJhhpa4GIhgr6kL5Hj16iD+wDBSI6ILgGIv4P6O3fdT/+k7080PJnn02Qm2/u1CQQsW937733ye7d38j+/d/KtddeZwYeP+ecc81xfPrpZzJ58pdmuU+fJ6S4uEzeffd97zFcc821Rx2vBiraZVZFRZU8/HBPU/7OO+/J4MEvNDk/PQ8dRF0DEeuc7Mely3/721MybNjrTerZt9EwyR6ILFy4VM4999wmgUi7du1MG/aQ5K67fm8GWb/uuutlypSvmpyD/ZyHD/9A9LvadO16nyQkzPK+zcMbIsfxzY1DQwABBBBAAAEEEEAAAQQQQAABBBBAoAUCBCItwDteq0YSiHz33XeyZs0a0e6OUtaVy6dj50pO7tfeUKS45JDEIhhpi4GI9TbI9OmzvIGIBiBWl1n5+YXyox/9qMnDefvDfyfLGmZ07XqvCTL0Ab7/Pt5++11v4DFgwLOik25z2mmnmbmGKTNmzDbL/fsPECu0+eabfbJo0VIZOnSYZGbmyIcfjjaTBiHf//73TSBSXV0jjzzSW/RNjh/84MjbJfbAR9/gWLhwiQkrNMiw3uiwjnH8+C/k0ksvNW3b61nlOvcPRPQtFF2v4cf06TPNsv52dZ0VuuTk5Eti4jwpKCiRsWM/lwcffFgWL15ujl/P137O1nd1mTTpS9PeQw/1MPsjEDle72wcFwIIIIAAAggggAACCCCAAAIIIIAAAi0TIBBpmd9xWTuSQEQPXEORmpqdUlJSKynrNnnDkK3bvvMuRzsYaWuByEsvDZUFCxabB+n6cN56Q0RDBf1uTf4P/v1DAuuhvn1u1fWfa91LL73M7Nsa5Pybb+pFJ932mWee9YYh+l3DDWvS49A2srJyRd/u0PLTTz/dzN944y1zLp0732HKGxoOSnp6tpnsgYiO/aFdZukbINZ+rWX7sQbrMsuqo3Ornv34dR/2QESP2V5n6NDXzPFabSUlpcgzzww063RbnfRtFy23jl/n9nPW8EO///CHPzTHMHDgINH9qg2ByHF5W+OgEEAAAQQQQAABBBBAAAEEEEAAAQQQaLEAgUiLCY+/HUQaiKSnp5u3ADIyq2XS5GVSUvKNNwixhyK67B+MLFl2IOi2/nXt39taIKIP0PWthd///m655ZZbZenSlWZQdf/AY8KESWb8Dn1Y39JB1R966GE555xzzP6sLrP0gf7ataly773dzPHcffc9ctttnY96O+Omm272hgl6LBoI6NsSGh7o2xV6LjpYuxU22Oc6LscZZ5xh3jLxH4jdHn7osv9k34992aq3det2c+xapqY6KL0VVtgHVdcyy1a7xdIg5Oqrfys6QLxV97rrbjBvh9jbsZa1vp63zq11Otd9WusIRI6/expHhAACCCCAAAIIIIAAAggggAACCCCAQDQECESioXic7SPSQKS+vl5mzZojH308U9atr4wo4LAHI9171Ulq2sGI6lmhSFsLROwP1XVZ3xDZv/9Qk4ft/ttE87v1hkg09xlqX263p8diD0RCHVu0yghEjrMbGoeDAAIIIIAAAggggAACCCCAAAIIIIBAlAQIRKIEeTztJtJAZO/evWYciU/HzpGk5LJmBRtOgxECEV83WtF4gO92QOF2ewQiTe8sFRUVkpiY2HQl3xBAAAEEEEAAAQQQQAABBBBAAAEEEEAgIgECkYiYWtdGkQYiOTk5ogNR5+Rul/ivVktFRUOzQhGrK63H+tVJXAePRPLGCIHI0YGI1QWUk4DE7YBC21uyZJm32yonx2zV8e92y1rvPw/1hoiONeK/vQ767r+uOd95Q6R13e84WgQQQAABBBBAAAEEEEAAAQQQQAABBCIVIBCJVCrG21VWVsqECRMCtjJq1Cgz7oF/4bBhw/xXme+RBiK6sTWoupMwxOoGS+fadVa3nuGDEQKRw/L00wPMeBU6ZoVOkyd/aR7g63Jzw5FjEYgMH/5Bs4/THkjoIPQnn3yyPPjgQ/LII72PCi+uuOI3ZgwSy0IDEV2nY39Y+9ExQ/S7jnmiY7fU1taZMj02XW/f1qoT6ZxAJOBthZUIIIAAAggggAACCCCAAAIIIIAAAgi0egECkePgEsbHx5swREORH/3oR02O6MCBA3LeeeeZdfqQt6amxixb2+m66urqJnWcBCL2cKMly+GCEQKRw/Lggw+L/c0GHZBdH9b/7GfnyGWXXe4d3FvXde58h8ybt8iUjxw5SqZMifeGAlr+yiuvys033yKXXHKpWZ+cvE4eeOBBs94asNya6/bWsv5udPnss8+WXbtqJSkpRV588WXp3fsx074OtN6+fXu59977pLp6u1RWbpFnn/2HGaj9pZdeaVEgosHP+vUZ5ni/973vNTkfPUbrOO2BiK6zhxyPPvq410lDFT1+DYd0u+nTZwbcp7XvcHMCkSa3E74ggAACCCCAAAIIIIAAAggggAACCCDQZgQIRI6DS9mvXz/RMEQ/jz32mOzcudN7VIsXL5ZLL73UfP/000/lqaeeMuW6nX70rZLp06eb5cOHD0t5eblMnjxZUlJSJJKLu2nTZsnPr5FNm+qiOiUle6Trw0feGLm3R53od21jw4atZop2e8H2V1i4XfLzN0ft3PLzt8nAgUPM4Ok6gLr/pAOq6wN1//X274MHPy89ez4id9/dRV5++UigoeVDhrwg6enZR9Xt0OF8KS4uk6uv/q0pq62tF2vSkEDfoLD2/1//9WOzvG5duglKdP3NN3fyllv7sLafOvUrSUycJ0uXrpSf//znZru8vEI577xfmOUrr7xK3nlnuLz99rvmWLXeyy+/Yra39mG1oe3YJ3u5ffkPf7hH9u71mP0/+WQ/0WO1lx/Z3y3eNvbt22/K9Vyt7dTt4osvMd/PPPNM0TdDUlMzzdsi3bp1l1//+grZsKHYu71VL5J5Q8N+cx2GD/8oar+bYL9PXZ+evlF27Ngb0d9rQUGBJCQkmL93/kEAAQQQQAABBBBAAAEEEEAAAQQQQACB5glE8sw8WtvERWtHTvbTPBZ3t+7atas0NDSYRp9//nnRsT3sH30QfP/998vNN98s2k2Wlut2+lm0aJGMHDnSLGsgMnfuXHnrrbdk2bJlsn379rBTYWGJZGaWS2FhTUympcu2yz0P7DFjjHT58x6ZO69MMjM3xqStQOeQnV0uGRlFUWtPH14//fSzosFHoEnDEH2AH6jMWqeBwpw587zb6BseWtanz18lLS3Du97afurUeOna9V5JTU03ZQMGPCt9+/5NqqqqRd/W0N+HTtu2fW3mVj1dp8vW/nX59NNP967TN0Cef/4FeeSRv8iSJcvl73/vb8ruvvse8zbIPfd0kQsvvMi7f63f2HhIXnzxJbO91Y7OX3556FGTvdy+rO1s3Fhh2urS5Y+yeXO1WbZvo8esx6Tr6usbzNw6H12nQd5jjz1uju3RRx+TpKS18tln473noC5vvfX2Ufu1txFsed++RklNzZC33hoRtd9NoN+mtS4lJV82bdoS9m9V/57T0tIIROw3R5YRQAABBBBAAAEEEEAAAQQQQAABBBBohoCTbMFpHQKRIBfm/fffl+zsbFN6yimnBNzKegtE3xjRj7Xd6NGjzdsg9krHssusYN1t2bvS+tND35gxR4JtG831ZWW1Uly8o9mDxQc7htLSWhk06MWgXTLpGwj6oD1Ut0z+Y4VY3VjpeBhWN1H2+vp2iIYB9nXWsnY9pSGM1tVuuG677XYzLyraKD/+8Y9NnYcf7ik60Lju29qP1cXW0KHDRAMFLdPjsvZ7/vnny9df7zbftUz3rV19bd36tQlYlixZ4d1W6+g2/pO1L//5hAmTRLvkWrNmrZx00klmP9OmzRCdrG3VRPen361B1a1jt7bR+cSJU+Saa64125WUlMv//M95ZlnPz6pv3z6SZbrMst9NWEYAAQQQQAABBBBAAAEEEEAAAQQQQKDtCDgNN5zUIxAJ8rtZsmSJGWS6d+/eopN+xowZIzq2iH70rZB27drJnXfeKR6Px6zr0aOHWd+pUyepr68366x/jsdAxAoYVq7aJX988Bvzxkj3XnUxD0asQKSk1BOVUCQWgYgVROgDfA0CrO/Ww3t9i0LX+a/Xcu02St+msMICj6dBHn/8rzJ06GvecGDevIWiAYeu6979ARMYaCChde67r7tZr23b9793b513IHPtikrbevvt98xYJTquyNy5C8w66xibO9f2deyPsrJKs58PPhjpDUT69u0nZ511lgk69Jg0ENFj7dixo/To0csbdOi6t956t8lxaHCj6zUg0m65mntcuj2BiHUnYY4AAggggAACCCCAAAIIIIAAAggggEDbEnASbDitQyAS5rdjjSOim23dutVMurx27VrJzc09qrYGH4E+x3MgYg2qbn9jJFbByKLFuTJnzlrJzq6SSZOXScq6TS0ORaIRiDTnIb0GBjrmhtb5+9+fNuGFvb4OJK4P8O3rrGUdL8RajtY8VHvRasN/P9YbIv7rY/WdQCTQXYV1CCCAAAIIIIAAAggggAACCCCAAAIItH4Bp+GGk3oEIi79XlpDIGK9MaLByIDB9RJ3kUc0GEmYub/FoYW1b50nJibLxx9/FZUwRPfndiCib25o91fWw/+kpBTvsq4LFVA47TLKaivQPFR7gbaPxjoCEd+No6KiQhITE30rWEIAAQQQQAABBBBAAAEEEEAAAQQQQACBiAWcBBtO6xCIRHxZWrZhawpErPCiuOSQNxi5prMnKsFISck3MnXqEomPXyKJc9KiErRYgYgOLh5o2rfvgNTXNwYsC7R9S9c1NByUurqGNtue+ng8+1w7P21PPTMycmTEiHFR+c1Yv/Fgc32Dqa7uQER/9AQiETGxEQIIIIAAAggggAACCCCAAAIIIIAAAgEFnIYbTuoRiAS8BNFf2RoDEethcTSDkaysbZKUVGgGVZ83P1M2bqxr8QNuDUT+9reBQacnn+wvffr8LWh5qLpOyp588ml5/PEnXWuvb99n5LHHnnCtvb/9bYA8+uhfXWxvoDm/vn0HEIhE/9bEHhFAAAEEEEAAAQQQQAABBBBAAAEEEDimAk6CDad1CERcutStORCJZjCybHmBzJ+/XvLyqmXylOWSlr6lxYGIdXzB5ps21UlhYU3M27Har6xqlPz82J+X1d7mLQclN7fStfPTdrOzy11tLze3QrZUH3KtTd4QcenGSDMIIIAAAggggAACCCCAAAIIIIAAAie8gNNww0k9AhGXfm5tIRCxHsC35I2R5SsKZcTIefLSKwvlk/9LlPSM6pg/5CYQ+S7qxgQivhsHXWb5LFhCAAEEEEAAAQQQQAABBBBAAAEEEECguQJOgg2ndQhEmnt1HG7flgIR/2CkfUeP6BgjI0c3hH3wnpq2Wd54c5rc8cdsGfnhV1KxqTFsHas9p3MCEQKR5v52eEPE4Y2OaggggAACCCCAAAIIIIAAAggggAACCDRTwGm44aQegUgzL47TzdtiIGJ/yDxiVINoMNL+16GDkUWLcuTVYVPkrq458vY7E2RDwW4CkW0tCyzoMqtlfvbfsbVMIOL0Tkc9BBBAAAEEEEAAAQQQQAABBBBAAAEEmifgJNhwWodApHnXxvHWbT0QsR4khwtGPvm0WLp0z5YrbymXe+5Ll+UrdhCIEIiE/Q0whojjWw8VEUAAAQQQQAABBBBAAAEEEEAAAQQQOK4FnIYbTuoRiLj0UzhRApFgwYiOO5KadlDOu3qH/PSK7XLx9ZslroNHbvvjzrAPw619Op3TZVYs3qBgUHXr1sEYIpYEcwQQQAABBBBAAAEEEEAAAQQQQAABBJov4CTYcFqHQKT518dRjRMtELHCi88nNspvb/NI3EUeubt7nQlB7IGIdrG1fOWBmIYiBCIEItbvMdI5XWY5us1RCQEEEEAAAQQQQAABBBBAAAEEEEAAgWYLOA03nNQjEAlzeSorK4NukZSUFLTMv+BEDUSsB9AJM/fLuVd7TCAS96u9cuG1W8zyqZfWytLlBCKWk5M5Y4jEIvCpkrq6A/5/xgG/84ZIQBZWIoAAAggggAACCCCAAAIIIIAAAgggEJGAk2DDaR0CkSCXZPHixXLyySdL7969zeS/2S9+8Qvp0qWLdOrUSazQJC4uTl577TUZNmyY/+Zyogci+qA/ee1BOes3Hom70CNx5x8JR66/0yOVVd/yhkgLxhEhECEQOeqGwwoEEEAAAQQQQAABBBBAAAEEEEAAAQRaiYDTcMNJPQKRID8KDTUyMjJM6SmnnNJkq8LCQjn//PPNuv79+8u7775rljUQyc3NbbKt9YVA5MhD61FjNsotd+XIRddVyqmXbDNviXTvVWfGF3HydkQkdegyKxaBAWOIWH/bvCFiSTBHAAEEEEAAAQQQQAABBBBAAAEEEECg+QJOgg2ndQhEglwffftDUfXz3HPPSWZmZpMt77//ftEARCfroyHKwIEDzVsj1rrDhw/L//3f/5n18+fPN2+T6Bsloabc3HxJTS2UnJxNrkypqRtEJzfaS0hYIp+OnSMvDk2Tjz6aJBO/yJA/dN9pgpGbfr9bxn62OerHkZFRJOvW5UR9v8G8MjM3ytq1Wa61l5VVJsnJGa61l5NTIUlJ6S62t8mcX3Z2uWttJiVlSnFxWci/U+tvWLvOS0hIsP7kmSOAAAIIIIAAAggggAACCCCAAAIIIIBAMwSchhtO6hGIBLkwgwcPli1btpjSvn37yu7du71blpeXy89+9jPz/YknnpBJkyZ5y3RBu9kaPny4WaeBSGNjoyxatMiEKt99952Em7Zu3S7FxXtkS/UhV6aSkp1SUrLLlbb0nFYn1cgjfaokO3ubt83CogPyzHP1ZvB1HYR9WkKjt6ylDuXl30hBwdao7S/c8WzatE/y8qpca6+yqlE0pAh3XNErPyhZWRtdbO+Q5OSUS9Xm/a61mZVVKd980xD2b1X/lsvKymTWrFlN7gF8QQABBBBAAAEEEEAAAQQQQAABBBBAAIHIBJwEG07rEIgEuSYzZsyQCRMmmP9D/MwzzzRbTZ48WeLj42XXrl3y05/+VHbu3Cm9evWSIUOGmDFC9P8Y13X61sjevXub7Jkus45027Q+tUpmzsqXzydslXnzM6WouLbJ+CHFJYdkwOAjwcj513lk5OiGJuWRdJHlvw1dZtFllv9vItz37GwGVW9yA+MLAggggAACCCCAAAIIIIAAAggggAACMRJwGm44qUcgEuIiasChoYj10a6vNBDRz2OPPSY//vGP5Y477jDfNfDQIETHFlm4cKFVxTsnEDnyUL6sfJ9Mm7ZcJk9eKPMXZIUMO0aMapD2HT3S/tctC0YIRAhEwgUg/uUEIt5bFwsIIIAAAggggAACCCCAAAIIIIAAAgjEVMBJsOG0DoFITC+lb+cEIr5A5KuvlsmnnybIjJkpIQMR6yG1BiP6tkjcRR4ZOKRe9C0SqyySOYEIgUgkvxP7NgQivnsXSwgggAACCCCAAAIIIIAAAggggAACCMRSwGm44aQegUgsr6Rt3wQiRx7KT5+eJKNHx8v8+evl3fe+kBUriyIONxJm7hcdX8QKRlLTDkZUl0CEQMQedkSyTCBiu3mxiAACCCCAAAIIIIAAAggggAACCCCAQAwFnAQbTusQiMTwQtp3TSDieyg/d+46+fDDSZKUXBZRoOH/AFuDkW496ySug0e696qTcMEIgYjP3t/S6ffs7HJH185pe7m5RwaNd1q/ufUIROx3L5YRQAABBBBAAAEEEEAAAQQQQAABBBCInYDTcMNJPQKR2F3HJnsmEDnyUD5l3SaZOnWxLF2aJRMmLpaCwj2OH6xrEGIFI9d09ogGJYEefBOIEIgE+l2EWkcg0uT2xRcEEEAAAQQQQAABBBBAAAEEEEAAAQRiJuAk2HBah0AkZpex6Y4JRI48lK/Y1Ci5udVSXLxDUtM2BwwwQj2oDlSmY4oMGFxvutLSYGTk6IYm+yUQIRAJ9LsJtY5ApOn9i28IIIAAAggggAACCCCAAAIIIIAAAgjESsBpuOGkHoFIrK6i334JRHwP5cvKak0gEuqBtJMyDUZ0APb2HT3S/tdHghFdRyDis3fiGqgOXWb5/sArKiokMTHRt4IlBBBAAAEEEEAAAQQQQAABBBBAAAEEEIhYwEmw4bQOgUjEl6VlGxKI+B7KxyoQsT+412Dk/OuODMDef5BH1qdua/LWiH3baC9XVjVKfv4W19rbvOWg5OZWutaeehGI+O4HBCI+C5YQQAABBBBAAAEEEEAAAQQQQAABBBBoroDTcMNJPQKR5l4dh9sTiLgbiFghh44rcuX/eiIegN2q15I5gYjvWrfE0V6XQdUd3niohgACCCCAAAIIIIAAAggggAACCCCAwHEu4CTYcFqHQMSlHwOBiO8huRtviNgfpmuXWUuXbfcOwH571+ADsNvrOV0mEPFda6eG/vUIRFy6UdEMAggggAACCCCAAAIIIIAAAggggAACLgs4DTec1CMQceniEoj4HpIfi0CksLDGdCmVmnYw5ADs/g/im/s9I3OrzE5cZ7rMWrQoR9amVMS8Kyu6zPL9tpp7vYJtz6DqLt0YaQYBBBBAAAEEEEAAAQQQQAABBBBA4IQXcBJsOK1DIOLSz41AxPfQ+lgGItYDcP8B2F99c5/oOqu8JfPFi7Nl4sREmTM3PSr7C3csBCK+31Y4q0jLCURcujHSDAIIIIAAAggggAACCCCAAAIIIIDACS/gNNxwUo9AJMTPbcKECXLGGWdIZWXlUVt16tRJ4uLizGQVFhYWyplnnikafvh/CER8D62Ph0DE/mBcB2D/7W1HBmAfOKRe9C0Se3lzliurDsiUKUtl0qS58sWkpVJS8o3jfUXaLoGI77cVqVm47QhE/O9gfEcAAQQQQAABBBBAAAEEEEAAAQQQQCA2Ak6CDad1CESCXMNPPvlEkpOTTamGIvZPSUmJdOzY0az6xz/+IU888UST7d555x3RcMT+IRDxPbQ+3gIR6+G4DsDerWeddwD2JcsONDvMSFm3SUaMmCJz5qyR4e9PlsVL8pq9D+t4Ip0TiPh+W5GahduOQMR+92IZAQQQQAABBBBAAAEEEEAAAQQQQACB2Ak4DTec1CMQCXIde/bsKTt37jSl/fr1k/Lycu+WHo9HLrjgAhk2bJiZFi9ebMp1O/1Mnz5dPvvsM7N8+PBhWbt2rfzrX/8yb47s3r1bwk2lpeWSk7NZSkp2uTLl5GwSndxqLy9vs2Rnl7nW3oYN1ZKZWRpxeytW7pSeffZK3EUe+c2t38iY/9sdcd3Vq/Pl44+/lMHPODoxhQAAIABJREFUL5V/jpguCxemRVzXqX9R0deSmroh5u3Yj2/9+jxX29PzKy7e4Vqb69cXypYt28P+rerfclZWliQkJHjvDywggAACCCCAAAIIIIAAAggggAACCCCAQOQCToINp3UIRIJcl969e8uuXbtM6YABA44KRPr37y8vvvhik0BEt9PP7NmzRbvb0o8GIhkZGaJvnKxZs0Zqa2vDTmVlmyQ3d4ts3LjHlSk3t1Jyc6tcaUvPKT9/i+TkVLjWXkHBNsnKKmt2exmZe+SFoXvlzI4eM737wV7RdaGuy4oVOfLPf06Qx59cJ6+9Pl7mz18fcvtQ+4q0rKRkp6SlFcS8HfvxaEBh/x7rZT0/DWRi3Y61/9TUYtm6dUfYv1X9e87NzSUQMXc7/kEAAQQQQAABBBBAAAEEEEAAAQQQQKD5Ak7DDSf1CESCXB8NMPTNDv2cfvrpZm6FGdr91XnnnWfW6Vsi1psh1nbvvfee5OXlmXLrH7rM8nVrdLx2mRWqGyX7OCOP96sLOs5IxaZG+ejjBPlj90x5/c2vpKi4li6ztvmufSjjUGW5uRWypTo6g96Hascqo8ss687FHAEEEEAAAQQQQAABBBBAAAEEEEAAgdgKOAk2nNYhEAlyLXUg9dNOO01++MMfet/2GDNmjMTHx5sa+gaJDqB+4403SmZmplk3atQoM8i6hiT+HwIR30Px1hiIWA/K/ccZ0e9Wmc51DJGRI6fKQ38pln+OmCNLluY3KbdvG61lxhDx/baiZUog4n8H4zsCCCCAAAIIIIAAAggggAACCCCAAAKxEXAabjipd0IGIqWlpfLFF1/IpEmTRJfd+BCI+B5at+ZAxHrgnpp2UAYMrjfjjJx/nUdGjm4wwUdScplMmDBfejxaKp+PXyNLl20gEOENETduMbSBAAIIIIAAAggggAACCCCAAAIIIIBAqxRwEmw4rXNCBSILFiyQ9u3bm6lHjx6ik/Vdy2L5IRBpW4GIFYwUlxwS7U6rfUePtP+1RwYOqZdxn5fK3d3yZMSHsQ9D9Dh4Q8T327KuS0vnvCESy7sh+0YAAQQQQAABBBBAAAEEEEAAAQQQQMAn4DTccFLvhApEZs2a5VP2WwpV5repo68EIr6H1m3hDZFAD9y1+6yfXeWRuA4e+cFlOyXuV3vk6X8whkggq+auYwwRR7cdKiGAAAIIIIAAAggggAACCCCAAAIIIHDcCzgJNpzWOaECkWN55QlE2n4gkrLuoHS4dq/EXVQr7S7dZYKRuAs88vJr+2LabRZviPh+W80NWoJtzxsix/JuSdsIIIAAAggggAACCCCAAAIIIIAAAieSgNNww0m9EyoQKSwslJNOOknatWtnBj8/9dRTzXc3flwEIr6H1m31DZGZs/ebMUXifrVXbri97Egg0sEj37vkSHdar765T7SLrWAP4Z2uJxDx/bacGvrXIxBx465IGwgggAACCCCAAAIIIIAAAggggAACCIg4CTac1jmhApFOnTqJBhP2T05OjmgwEusPgYjvoXVbDUSSkg/Ij6/wiD0Q0TAkce5+M87Ib2/zmMCke6860UHZ/R/CO/1OIOL7bTk19K9HIBLrOyL7RwABBBBAAAEEEEAAAQQQQAABBBBA4IiA03DDSb0TKhAZNGgQgci2ox8el5buFp38HwrH6ntbDUTU64WhHjnv6pojb4hc7JGeffY0cV2y7IB061ln3h65prNHxn/R2KTciTmByNG/aSeO9joEIvznGAEEEEAAAQQQQAABBBBAAAEEEEAAAXcEnAQbTuucUIHIjh075Hvf+57omyLDhg2TO++803SZtXPnzphfWd4Q8T20bsuBSGHRXhn2+jLp0r1Qnnl2paSmbQ4YeGjXWQMG10v7ji3vTotAxPfbsocaLVkmEIn5LZEGEEAAAQQQQAABBBBAAAEEEEAAAQQQMAJOww0n9U6oQMT6fe3du9e8KVJbW2utivmcQMT30LotByKbKvfLuHFz5I/dM+XtdxOkpOSbgIGI/WH9iFEN0pLutAhEfL8tu2tLlglEYn5LpAEEEEAAAQQQQAABBBBAAAEEEEAAAQSMgJNgw2mdEyoQWbRoUdCf2Jo1a4KWRaOAQMT30LotByJrUyrkk09mSNcHsmT4+7Nl+YrCsIGI9eBexxUx3Wld5BHtTmvk6IaI6hKI+H5blmVL5wQi0bjrsQ8EEEAAAQQQQAABBBBAAAEEEEAAAQTCCzgNN5zUO6ECkRdeeEHuuusumTVrlqxfv16mTp0qQ4cOlT/96U+iZbH8EIj4Hlq35UAkZd0mmThxgfR4tFTGT0iSFSuLIgo17A/wtTutoW/s83anNXBIveg6+zb2ZQIR32/L7tKSZQKRWN4N2TcCCCCAAAIIIIAAAggggAACCCCAAAI+ASfBhtM6J1QgosRbt26V2bNny7/+9S95/fXXzbKuC/SprKyUCRMmHFWk4ca4cePMOCQ6FolO+rGWP//884B1srOzj1ofaEVNzU4pKakN+gC8JQ96A9VlUPXoPlAvKNgpvR4vk/wNLR8w/fOJjdL5Tx4zCHv3XnWig7L7X0O3A5H0jGrJzi43x1FZdfTx+B9fNL7n5lbIlurgoVA02rDvg0Ak0J2JdQgggAACCCCAAAIIIIAAAggggAACCERfwGm44aTeCReI1NXVSWlpadirNn36dOndu7cJRNq1a9dkew1ErOm+++6TGTNmmPK4uDhZvXq1mZpUEDHbE4gcCR7a8hsiVZsPSnJyqbzwSrmsWrNVSko9RwUY9gfvkS5rd1qP9auTuIs8cv51TbvTcjMQyd+wSz4fv1BWrcqSOXPTZcHC7KicXzgHAhH/OwrfEUAAAQQQQAABBBBAAAEEEEAAAQQQaBsCToINp3VOqECkX79+ctppp8mll14qnTp1CvlrGTRokBQWFpptNOjQIMX/U19fL1pmfXR5wIABkpOTY62Sw4cPiw7ePnfuXElPT5dDhw6Fnaqra6SoaJds3nLAlamo6GspKtrhSlt6TiUlu6SwcJtr7ZWV7ZUNG6pdaa+waI98+eVSmTNntXw+fr7k5tZEtd0Nhfvlgw/3mVBEw5FH/1YnyWvrzRsbbv1e8vK2y2efxcuX8Sujem6hjj87u0yqqhpcay8zc5Ps3Vsf9m9V/541YLVCUe8fPgsIIIAAAggggAACCCCAAAIIIIAAAgggEJGA03DDSb0TKhA566yzpKamxlyE+++/v0lw4X9l7EGHdoWlb4T4fz755BMTgFjrdZs5c+Y0CUk0ENFutwYPHiwLFy6UzZs3h53y8gokLa1Y8vKqXJnS0rS9Alfa0nNKTy+W1NQNrrWXmVkq69fnudbe0qWpMn78VzJvXnJM2/xsfLXcff8u053WDXdslw9Hb41pe9bvMTFxtcyatVCmTJkvq1fnuNLm2rWZkpOzyZW29DyTkrKktLQi7N+q/j0nJydLQkKCdRtgjgACCCCAAAIIIIAAAggggAACCCCAAALNEHASbDitc0IFIuecc473MvTt21cWLFjg/e6/oCFISUmJWa3hiL4N4v+59tprpayszH+1dywRe4GGJXSZ1fa7zNLxNXRQ9TVr8mTK1BWSlFwW8y6lCgr3yxN/3+4dhP3VN/eFHIQ9XPdU4coXLcoxb6RsKNgtGZlbY35+ejx0mWW/m7CMAAIIIIAAAggggAACCCCAAAIIIIBA2xFwGm44qXdCBSLaTdYFF1wgl112mVx11VVyww03mK6zAnWfNWvWrKPGEBkzZozEx8ebX1pKSopcfvnl3l+dBh4aokyaNKnJGyLWBgQivoHL2/IYIkce3m+T/PwtsnFjnSthgX0MER2E/be3+QZhT5i5P+rHsGx5gQlE9Pzy8ndGff+BAhkCEetOwhwBBBBAAAEEEEAAAQQQQAABBBBAAIG2JeAk2HBa54QKRJr7M6msrDTdXVn1tGscnfSjAYdO1scKRPr37x/wTRACkRMnEKmsajSBSKAH+7FYZw9ErP0HGoS9uORQi8MLHSR+xMh4eWlougx+fqUkJCS3eJ/WMYeaE4hYdxrmCCCAAAIIIIAAAggggAACCCCAAAIItC0Bp+GGk3oEIi79dghETpxApLR0rwlEqrf6zjnUw/6WlgUKROz7HDGqwTsIe/dedbJk2YEWhRhz5qbLk0+tkr5PJUpB4Z4W7ct+nKGWCURculHRDAIIIIAAAggggAACCCCAAAIIIIAAAi4LOAk2nNYhEHHp4hKI+MKBttxllo4Z8tVXKyQjo0xmzlon2r1UqAf90SgLF4hYbWgQ0q1nncRd5JFrOntk5OiGZh+bviHy/gdT5G/9k6Rf/3mSOCet2fuwjqc5cwIRl25UNIMAAggggAACCCCAAAIIIIAAAggggIDLAk7DDSf1CERcurgEIidGIKIP+VetKpCxY6fL/AVZroQFkQYiVgChXWfZ3xp5vF+daBdbVnmouQ4aP+y1T2XQkAwZ9NxSGTduXkT1Qu0zkjICEZduVDSDAAIIIIAAAggggAACCCCAAAIIIICAywJOgg2ndQhEXLq4BCInRiCypfpbmTkzWb76arFM/XKllJXvi3lg0NxAxB5A6KDr5q2RDpG/NbI+tUr6PZ0sr7/pztsherwEIi7dqGgGAQQQQAABBBBAAAEEEEAAAQQQQAABlwWchhtO6hGIuHRxCUROjECkqLhWli7NNWOIrEnaKDk524/rQMQKR/StkaFv7JP2HT2mS61gb41owPNl/Cp57oVsef3NdFm1uiTm50cg4tJNimYQQAABBBBAAAEEEEAAAQQQQAABBBA4BgJOgg2ndQhEXLrABCInRiCiD+8rqxpNIGKFDbGet+QNkUDHFu6tEQ16hr5eLAkz90lh0V4CkYoKSUxMdOlOQjMIIIAAAggggAACCCCAAAIIIIAAAgi0LQGn4YaTegQiLv12CEQIRAKFD9FYF+1AxDqmUG+NaCAyd/5+V8IQPR66zHLpRkUzCCCAAAIIIIAAAggggAACCCCAAAIIuCzgJNhwWodAxKWLSyBCIGIFDdGexyoQsR+n/a2Ri67/Wro8sEVmz2mUvPydroQiBCIu3ahoBgEEEEAAAQQQQAABBBBAAAEEEEAAAZcFnIYbTuoRiLh0cQlECETsAUM0l90IRKzjXbFyi/z+T8kSd1GtxF3gkc5dSiU17WDMQxE3A5HKqgOSnV0ldXUH5PDhw2HvEBV0mRXWiA0QQAABBBBAAAEEEEAAAQQQQAABBBAIJuAk2HBah0Ak2FWI8noCEQIRK1SI9tzNQCQr+6A8/Og2uffPOXL6JTVy/Z0eievgkWs6e2Tk6IaYBSNuBSJVmw9KQkKyrFlTIKWllZKUlBQ2FCEQifLNkt0hgAACCCCAAAIIIIAAAggggAACCJxQAk7DDSf1CERc+mkRiBCIRDsIsfbnZiDSrUetCUDu7lZo5mdctkOmxjfK0Df2yfnXeSTuIo883q9Oliw7ENVwxK1ARE1nzV4vY8fOlIkTp0p6enrYOwSBSFgiNkAAAQQQQAABBBBAAAEEEEAAAQQQQCCogJNgw2kdApEgl6GyslLi4uLktNNOkwkTJjTZSsONTp06menWW2+VYcOGmfJPP/3U1LG+2ysRiBCIWAFGtOduBSLpGQePhB4dPGIFIvp2SP9B9d7wQ4OQbj3rTDCiAYm+NaKDs7f0nN0MRKZPT5J//WuKfPjhR7J27Vr7n3HAZQKRgCysRAABBBBAAAEEEEAAAQQQQAABBBBAICIBp+GGk3oEIkEuyYgRIyQ5OdmUnnrqqUG2EvnlL38pVVVVTbZ75513JDMzs0kdAhECkZaGAsHquxWIZOcckstuOtJFlj0QGfKyLxCxjlFDkBGjGrxvjXTv1bK3RtwKRDZvOSQjP/xKXnt9vgx+fo5MnTq1yd9xoC8EIoFUWIcAAggggAACCCCAAAIIIIAAAggggEBkAk6CDad1CESCXJOHHnpIdu7caUr79esnpaWlR22ZkpIiN910k1mv5bqdfqZPny76toh+dFDmhIQEefXVV2XJkiWybdu2sFNBQbFkZGyUDRu2ujJlZJSITm61l5W1UdLTC11rLyenXNLSClxrLze3Utavz3Otvby8zZKSkuNKe8Pe3Cg33blR/j4gVa7533K598FiWbR4S8i2E2Zsk4cf223eGjmzo0eee/FrSVnXvN92Skq25OeHbicav9/s7E3y8cdfyptvLZbnX5wvkydPli1btoT8m12/fr35Gzd/8PyDAAIIIIAAAggggAACCCCAAAIIIIAAAs0ScBpuOKlHIBLk0vTp00e+/vprU9q/f3/RLrT8P08++aRMmjTJrNZy3U4/M2fOlClTpphlDUSqq6tl2rRpog9OGxsbw05VVdVSUPC1VFbuc2UqKNgmBQU1rrSl51RUtEM2bKh2rb3S0l2Sl1flWntlZXslO7vctfbKyz2SmbnRlfaKiuvlwzG75a/98uT+R/bI/IWeZrU7fESdXPm/R94y+d8/euTTz+sjqp+ZWSoVFXURbdvSv5spU5bIwEGLpM+Tc2XlypVh/16LiooIRMzdjn8QQAABBBBAAAEEEEAAAQQQQAABBBBovoCTYMNpHQKRINdHxw2Jj483pWeccYaZ63gC1pgC9fX10q5duya1re10DBH/N0roMosus6zupKI9d6vLLPtxD329WObO3+94bJDUtIMyYHC9tO/okfa/PjIQu66zt2FfdqvLrKLiWnn7nQny9IBl8pfHF8m4ceNk//79Tf7O/b/QZZa/CN8RQAABBBBAAAEEEEAAAQQQQAABBBCIXMBpuOGkHoFIiOuiochZZ53lfTtkzJgx3pDkk08+EX2LxP7Jy8sz22v44f8hECEQsT/gj+ZyawxE7Of/+cTGIwOxd/DINZ0DD8TuViBSWXVAJk9ZLgMGrZQn+q00b4joW16hPgQioXQoQwABBBBAAAEEEEAAAQQQQAABBBBAILSAk2DDaR0CkdDXImqlBCIEIvYQIJrLrT0QsSx0IPahb+wLOBC7W4GIHsvSZRvk+RfXy8Dn0qW4uDjsPYBAJCwRGyCAAAIIIIAAAggggAACCCCAAAIIIBBUwGm44aQegUjQyxDdAgIRAhHrwX+0520lELG7LFl2QB7rV2cGYtcutf7xwjZZn3ogaJda9rotXdZA5P1/bpTRn+yWgoKCsDcCApGwRGyAAAIIIIAAAggggAACCCCAAAIIIIBAUAEnwYbTOgQiQS9DdAsIRAhEWvqgPlh9twOR/A27pKVjiAQ7l0DrR4xqkBt/v1viOnjk9q4eGf9FY8yDkREflsu48fUR3QQIRCJiYiMEEEAAAQQQQAABBBBAAAEEEEAAAQQCCjgNN5zUIxAJeAmiv5JAhEAk0MP+aKxzMxDJydkun3++QF56dYN8OKpE5sxNj3k4oUbaZZa+IaJdaulA7HEXHRmIXd8kiYah/z4IRKJ/D2SPCCCAAAIIIIAAAggggAACCCCAAAIIBBJwEmw4rUMgEugKxGAdgQiBiP9D92h9dzMQ0WNOz6iWp55JlldfWy/VW33XNVrnE2g//mOIaBDSreeRLrXOv84jr765T3QMkkB1nawjEInBTZBdIoAAAggggAACCCCAAAIIIIAAAgggEEDAabjhpB6BSIALEItVBCK+B+dlZbVSXLwjag+vwz3w3rSpTgoLa1xrr7KqUfLzt7jWntuByOIlefLMoFR54aXVkpe/05Xz9A9ErGuuIYh2qfXb2zxR7VKLQCQWd0H2iQACCCCAAAIIIIAAAggggAACCCCAwNECToINp3UIRI72j8kaAhECEeshfrTnbgYiVZsPyqzZ680YIuMnbpPkteXHNBCxW6amHYxal1qvvVUub77riehewBgiETGxEQIIIIAAAggggAACCCCAAAIIIIAAAgEFnIYbTuoRiAS8BNFfSSBCIGJ/eB/NZTcDEeu4Px1XInPn73clDNE2g70hYh2P/9zepVb7Xx/pUksDE//t/L+npR+ULn+uk7vuLZVzrqqV3n3rZPv270LeEAhEQvJQiAACCCCAAAIIIIAAAggggAACCCCAQEgBJ8GG0zoEIiEvRfQKCUQIRPwfvkfr+7EIRLKz3XkzxDJqbiBi1dO5dqnV+U++LrVGjm4IGow82b/edL11050bJe6iWrP85nv7Qt4ICERC8lCIAAIIIIAAAggggAACCCCAAAIIIIBASAGn4YaTegQiIS9F9AoJRAhE7A/po7lMIOL7bYVytbrU0kHY4y7ySPdedZIw0/eWy6bKb+WKTkeCE3sg0qlL6K6zCESid59kTwgggAACCCCAAAIIIIAAAggggAACJ56Ak2DDaR0CEZd+XwQivofWDKruswj1AD/SMrcDkUWLckTfEMnfsEvSM6qDvm0R6fFHsl1L3hAJtH/tUuuxfnUmGNEutR7vVycamNzzQN1Rb4j89e/1Ie8SBCIheShEAAEEEEAAAQQQQAABBBBAAAEEEEAgpIDTcMNJPQKREJdiwoQJ0rt3b6msrAy41TvvvCNxcXGiYYd+hg0b5p38KxCI+EIAAhGfRaCH9c1d53YgMmduusyatUw+H7+w1QYiduPPJzZKt55HgpCzr/TImR09cn3nctNl1pX/65Gs7IP+f85NvhOINOHgCwIIIIAAAggggAACCCCAAAIIIIAAAs0ScBJsOK1DIBLk0nz22WeigYiGIT/4wQ+O2ur666/3rrMCEQ1Hgn0IRHwhAIGIz8L+YN7pstuBiL4ZMm5cvHwZv8qVt0PUJdpviASyLi45ZMYbMV1qdfDINbd7JCNzT7A/ae96AhEvBQsIIIAAAggggAACCCCAAAIIIIAAAgg0W8BpuOGkHoFIkMvzxBNPeN8Meeyxx6Smpsa75e7du82bIZdccon87ne/874hooHIzTffLLq99Tl8+LAUFxfLxIkTJTk5Werq6sJOFRVVkp+/TcrLv3Flys/fIvn51a60pedUUFAjeXlVrrVXXPy15ORUuNZeSckuycra6Fp7GzfukYyMIlfay8qqkokT58uKFakyd+46mT8/1ZV29fzKyvbGvK2iop0ybdoKGfJSrgx5qVhWrFghe/fuDfk3m5+fLwkJCdafPHMEEEAAAQQQQAABBBBAAAEEEEAAAQQQaIaAk2DDaR0CkSAXpmvXrtLQ0GBKn3/+ecnJyfFuqW97/OQnPzGBiXapNXz4cG/Zzp075bzzzvOGJBqILFq0SN59911Zvny57NixI+xUXLxRsrI2SVHR165MWVllopNb7eXkbJLMzFLX2tPwJT290LX2NFxKTd3gWnsFBdtk/fo819pbu7ZIUlJyTHv5+VtdaVfPT8/Tjd9oSkqRvPHWchk6bKWUlZWF/XtNT08nEPHeAVlAAAEEEEAAAQQQQAABBBBAAAEEEECgeQJOww0n9QhEglyb999/X7Kzs03pKaecctRWGnroR7vV+sMf/tCk3D8k0UK6zPJ1E0WXWT6LQF03NXed211m6fHpoOrNPc6WbO9Gl1l6fGVl9TJqdIIMGpIkff++RqZNmyYHDhxo8vft/4Uus/xF+I4AAggggAACCCCAAAIIIIAAAggggEDkAk6CDad1CESCXJclS5bIySefbAZV14BDP2PGjJH4+HizfMMNN8jdd98tnTp1MmGHBh7aZVaXLl3MOv/dEoj4QgACEZ9FS0ICq67bgUjV5gNtNhBR00WLcuTZ51ZL378nyYYNG/z/lI/6TiByFAkrEEAAAQQQQAABBBBAAAEEEEAAAQQQiFjAabjhpB6BSJjLooOqW589e/aITtansLDQWvTOk5KSvMv2BQIRXwhAIOKzsEKNlszdDEQqKhpkxoy1psuz9alVsmp1iStvirj1hoheh+UrCuX5l9bLwOcypKSkxP5nHHCZQCQgCysRQAABBBBAAAEEEEAAAQQQQAABBBCISMBJsOG0DoFIRJek5RsRiPhCAAIRn0VLghCrrpuBiBUYTJ06TyZMWCSFRXvbXCCybHmBvP/PMhn9yR4JFHr63w0IRPxF+I4AAggggAACCCCAAAIIIIAAAggggEDkAk7DDSf1CEQivy4t2pJAxBcCEIj4LKxQoyVztwORdesrZcKEBJk0eZlUbT7Y5gIRvRYjPiyXcePrI/qbJxCJiImNEEAAAQQQQAABBBBAAAEEEEAAAQQQCCjgJNhwWodAJOAliP5KAhFfCEAg4rNoSRBi1XUzEMnL3ykTv1gi69YVmK6l5i/IanOByMxZ6+S990vlwzE7JC0tLezNgEAkLBEbIIAAAggggAACCCCAAAIIIIAAAgggEFTAabjhpB6BSNDLEN0CAhFfCEAg4rOwQo2WzN0MRPQ4i4pr2+yg6iWlHvno41ky8B+r5Yl+K2XGjBnS2NgY8mZAIBKSh0IEEEAAAQQQQAABBBBAAAEEEEAAAQRCCjgJNpzWIRAJeSmiV0gg4gsBCER8Fi0JQqy6bgci2m52drkrb4ZY5+jmoOraJVi//oulx1/mS01NTdibAIFIWCI2QAABBBBAAAEEEEAAAQQQQAABBBBAIKiA03DDST0CkaCXIboFBCK+EIBAxGdhPfBvyZxAJHqe1hsizz7ne0Nk//79IW8GBCIheShEAAEEEEAAAQQQQAABBBBAAAEEEEAgpICTYMNpHQKRkJcieoUEIr6H1gQiPouWBCFWXQKR6HrqGCLr12+U6uqvJTU1NexNgEAkLBEbIIAAAggggAACCCCAAAIIIIAAAgggEFTAabjhpB6BSNDLEN0CAhHfQ2sCEZ+FFWq0ZE4gEl1PvRbZ2VVSV3cgopsAgUhETGyEAAIIIIAAAggggAACCCCAAAIIIIBAQAEnwYbTOgQiAS9B9FcSiPgeWhOI+CxaEoRYdQlEoutJIBL9+x97RAABBBBAAAEEEEAAAQQQQAABBBBAIJiA03DDST0CkWBXIcrrCUR8D63whtG+AAAgAElEQVQJRHwWVqjRkjmBSHQ9CUSifPNjdwgggAACCCCAAAIIIIAAAggggAACCIQQcBJsOK1DIBLiQmhRZWVl0C0aGxtl+vTpTco1+Aj0IRDxPbQmEPFZtCQIseoSiETXk0Ak0B2MdQgggAACCCCAAAIIIIAAAggggAACCMRGwGm44aQegUiQa7h48WL5/ve/L0OGDJHevXsftdXjjz8ucXFxcv/994sVguh3DUjatWsndXV1TeoQiPgeWhOI+CysUKMlcwKR6HoSiDS5dfEFAQQQQAABBBBAAAEEEEAAAQQQQACBmAo4CTac1iEQCXIphw0bJhkZGab0lFNOOWqrM8880wQi9jdIrO1GjhzpDUmsigQivofWBCI+i5YEIVZdApHoehKIWHct5ggggAACCCCAAAIIIIAAAggggAACCMRewGm44aQegUiQ69mlSxdRUP0899xzkpmZ6d0yJyfHhCGdOnWSCy64QN59911TrtvpZ8GCBfLBBx+Y5cOHD8vo0aNlwIABMm/ePKmoqAg75eTkyfr1BZKdXe7KtH59vujkVnupqRtk3bpc19pLTy+UlJRs19rLyCiR5ORM19rLzNwoSUnprrWnv5M1a9JcbU/PLytro2ttrlmTIUVFG8P+rerf8+rVqyUhIcF7f2ABAQQQQAABBBBAAAEEEEAAAQQQQAABBCIXcBJsOK1DIBLkugwePFi2bNliSvv27Su7d+/2bqnLHTt2NN+1iywNT3Sdbqef+Ph4E37osgYi3333nSxfvlyysrLMd10Xatq2bYcUF++V6q3fuTKVlOwSndxqb+PGvVJU9LVr7VVUeKSgYJtr7VVWNkh+/mbX2qvafEBycytca69667eSnV3mYnvfmfPTN2Hc+o1mZ1eJx7M/5N+p9Tesocjs2bPN3z7/IIAAAggggAACCCCAAAIIIIAAAggggEDzBJyGG07qEYgEuTYzZsyQCRMmmEHVtXss/YwdO9aEHbp8xRVXSGFhoWjXWm+//bYp/9GPfmTmOpZITU2NWbb+ocssX7dGdJnls7C6vWrJnC6zoutJl1nWXYs5AggggAACCCCAAAIIIIAAAggggAACsRdwEmw4rUMgEuJ66vggGopYny+++MIbiOg67TJLAxH7x/+7VUYg4ntoTSDis2hJEGLVJRCJrmfinDRZu7ZYqqq2SVpamvUnHHSub4gkJiYGLacAAQQQQAABBBBAAAEEEEAAAQQQQAABBIILOA03nNQjEAl+HaJaQiDie2hNIOKzsEKNlswJRKLruT61SsaPnyNTp06X6urqsPcBApGwRGyAAAIIIIAAAggggAACCCCAAAIIIIBAUAEnwYbTOgQiQS9DdAsIRHwPrQlEfBYtCUKsugQi0fXMzdsh48bNkilTpsmePXvC3ggIRMISsQECCCCAAAIIIIAAAggggAACCCCAAAJBBZyGG07qEYgEvQzRLSAQ8T20JhDxWVihRkvmBCLR86zY1CjxX62WVavypbi4XPTv9ttvvw15MyAQCclDIQIIIIAAAggggAACCCCAAAIIIIAAAiEFnAQbTusQiIS8FNErJBDxPbQmEPFZtCQIseoSiETXs6KiQbKzq6Su7kDYMETvEAQi0btPsicEEEAAAQQQQAABBBBAAAEEEEAAgRNPwGm44aQegYhLvy8CEd9DawIRn4UVarRkTiASXU+9FlYgEsntgUAkEiW2QQABBBBAAAEEEEAAAQQQQAABBBBAILCAk2DDaR0CkcDXIOprCUR8D60JRHwWLQlCrLoEItH1JBCJ+u2PHSKAAAIIIIAAAggggAACCCCAAAIIIBBUwGm44aQegUjQyxDdAgIR30NrAhGfhRVqtGROIBJdTwKR6N772BsCCCCAAAIIIIAAAggggAACCCCAAAKhBJwEG07rEIiEuhJRLCMQ8T20JhDxWbQkCLHqEohE15NAJIo3PnaFAAIIIIAAAggggAACCCCAAAIIIIBAGAGn4YaTegQiYS5GtIoJRHwPrQlEfBZWqNGSOYFIdD0JRKJ112M/CCCAAAIIIIAAAggggAACCCCAAAIIhBdwEmw4rUMgEv56RGULAhHfQ2sCEZ9FS4IQqy6BSHQ9CUSicstjJwgggAACCCCAAAIIIIAAAggggAACCEQk4DTccFKPQCSiS9LyjQhEfA+tCUR8Flao0ZI5gcj/Y+89oCUp6/z9Pbt7ds/uWXc9u2dRCUoaEBDJUSQJIgKCJBUVAQEFHXKUnCVJkJxzZoABhpzjwAAzxIGBIYMkST+Siu//PO9/v03dou+93XX79r3d/dQ5dzpVvW/VU09V97yfet9qLU8DkaGf7yxBAhKQgAQkIAEJSEACEpCABCQgAQlIQAKNEqgSbFRdxkCk0b0yxPkMRD5rtDYQ+YzFUIKQWNZApLU8DUSGeLJzcQlIQAISkIAEJCABCUhAAhKQgAQkIAEJNEGgarhRZTkDkSZ2zFBmNRD5rNHaQOQzFhFqDOXRQKS1PA1EhnKmc1kJSEACEpCABCQgAQlIQAISkIAEJCABCTRHoEqwUXUZA5Hm9k3luc8///y0yy67pGOPPXbQv7Fjt0pbbbV9OvzwY9ryt+WWWyX+2lXf2LHbpS22GNu2+nbccde21rf77vu2tb799z+krfUdeujRba0PL/HlwAMPa5szv/712LTffgcOeqxyPO+zzz7piCOOqHxucEEJSEACEpCABCQgAQlIQAISkIAEJCABCfQygarhRpXlDETaZNonn3ySGv2bMGFCevDBBxuev9Fy+5vv9ttvT3fccUfb6ps0aVK69tpr21bfE088kS699NK21ffCCy+ks846q231vfXWW+mEE05oW30fffRROvzww9tWH94SPLzzzjttq/P0009PL7/8clP1telUYjUSkIAEJCABCUhAAhKQgAQkIAEJSEACEugqAlWCjarLGIiMQnUmTpyYHnnkkbatGfXx165pypQpba3v6aefbmt9r776alvre++999pa36efftrW+vASPz/44IN2KZrre/3119tWnxVJQAISkIAEJCABCUhAAhKQgAQkIAEJSKBXCVQNN6osZyDSq5a53RKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCCBESZQJdiouoyByAjv7HrVcwN2hpVq9cTQSvfee2/ae++9+xRNffwVp3rvFT9v5Dk9M6jrwAMPTPSaiIltG476brjhhrTeeut9rr5nn302MQRScaq3DsXPm3leZlWvvnrvNVMH81IPPPm74IIL+ixe3qetqC8qOPPMMzPXZ555Jt76nEN8UF6H2swNPmH7Tj755No2FssrPo/i6r0XnzX6+OKLL6Ztt902XXTRRX0WwRcYFqdW1Fcsz+cSkIAEJCABCUhAAhKQgAQkIAEJSEACEpBASlXDjSrLGYiMMuP+4R/+ITcIb7/99p9rpB3qqtKgG39RVtTH+zQMM8V7rEO8F/M387jxxhvn+pZaaqm0yCKL5EVpeKbcYn3UUX6vmXpiXsqk/JNOOinNN998tfo22mijdOKJJybWg6neOkQZzT4SMv3P//xP3p4oe4011sgBzL/+67/m4qivvA7N1sP8BAbLL798uvXWW/Mf773yyiv5PT77t3/7t1p95XWoUh/LwOw//uM/MjPqKNaHJ7wuvhfrUKU+yo+/tddeO11yySW5GMrk/WJ9c801V5/3qtTHMnhyxhlnpD333DOXx3vsNwIRGLLvmMrrkN/0HwlIQAISkIAEJCABCUhAAhKQgAQkIAEJSGDIBKoEG1WXMRAZ8u5qbQHRiP7YY4/lkKC1pf//YQCNvzFFfbyO5/HIOkSIEPNXfaQxm4ngg3KZoh4+i/s1xHt5hor/UH4EIsX6qIf7bRTfG2p9G264YW40J4xhouxoRK9XX7xXZdMIBQhEjjjiiPTQQw/lIq688sp03HHH5edRNutQfq9Kfe+++24OIf7rv/4rnXbaaZ+rjzqov946VKkvlnn//fdzvbxmf22wwQb5o2J9EdTFe7Fss494Qk8QAqvbbrvtc/XBst46NFuP80tAAhKQgAQkIAEJSEACEpCABCQgAQlIQAL1CVQNN6osZyBSfx+M2Ls0eMdUfB7vDfWRxvptttmmVkyxDhrUmeq9V1ugwpO99torXXbZZXnJqIMX8byV9TFk1owzzpjmnXfez9VHaBE9DWIzYh3idTOPF154YVpmmWX6BCLF8urVF+81U0/MG70nGMJqzJgx+e1iefEcnszLFO9FGc08UsaSSy6Zy2C76GVTLI/PeV18r/i8mbqK8x5//PE1R6MOPo/nxTriveLyzTzfdNNN07/8y7+kGWaYIV1xxRW1OqK+YEmd8V48b6Ye55WABCQgAQlIQAISkIAEJCABCUhAAhKQgATqE6gSbFRdxkCk/j4YsXdjyKGpU6fme2G0ekUIRDbZZJNasVEfb8TzeGQdVl111dq8VZ7QeFxsQOZ+IpRbrI/GdoaeKr6XXwzhnwgmivX94z/+Y/rkk08y1/I6VKlq1llnzdsGUxrO2U7qmzBhQi7un/7pnz5XX6xDlfqKyxD8UC+BwKmnnvq5+srvFZdt9DmsYt9RF3UW66MOXhffi21utI568y2xxBJp2rRp+SPWgTKZivXFesV79coZ7L3Jkyen9ddfP882ffr0vH3l+tif5ffYXicJSEACEpCABCQgAQlIQAISkIAEJCABCUigNQSqhhtVljMQac0+a1kpNOTT2MtQTtddd13LyqUgyqVRmz+GAmKK+uKxv/fyzE3+Qz2bbbZZGjt2bNp9993z0mwT21asj/X69a9/3ee9JqvKs1POeeedl+8hQvlM1Mc9MA499NA8LFK8V16HPHPFf2ggD57UR6DEPSioN+orr0OVqtg+gomddtop94KhDIZz+uIXv5hDiS984Qu1+srrUKU+ljn88MPzttHLh6HIivVRL6+L78U6VK3vrrvuSvPPP3+fxSkTxsX62L7ie30WaOIFnhx00EH52Dj44IPzkuwr9h91xDFYXocmqnBWCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIYAACVYKNqssYiAywI7rtIxqQi3/DvX1XX311ir+bbrppuKvL5bN9U6ZMSR9++GGf+rhPxHBNwbRYfr366r1XXGaw5wQi/FFfear33lDrizqOPfbYWg+eeK9effXei/kbfaSMeuU0+l6j9cR89EQ5+uija7164v167OqtQ8zvowQkIAEJSEACEpCABCQgAQlIQAISkIAEJFCNQNVwo8pyBiLV9pFLSUACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkMEQCVYKNqssYiAxxZ7m4BCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEAC1QhUDTeqLGcgUm0fuZQEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAJDJFAl2Ki6jIHIEHeWi49eAlOnTk3bbbddWn755dOCCy6Yb5T9/PPPp7XXXjuvNDd95yblTNybgxtsc58IbiA+44wz5vea3TrqKk9x74/y+0N9Tbkx7bPPPnXvvRGf+ygBCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIYDQSqBpuVFnOQGQ0GuA6DZkAB8Oss86aDjzwwPTqq6+miRMnpg033DAVA5FiJYQhMZVDjY8//jjxV56uu+662luPPfZYev3119Oqq65aey+eDBSIsFx54obeL730Uvnt9PDDD/d572tf+1rt9X777Zef33XXXZ+7oXxtJp9IQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEhhlBKoEG1WXMRAZZTvf1WkNgSuuuCL3DCmXVgxECCroEcIjgUgEFwQi8dkmm2ySy+E9njPx2QEHHJCX4fUGG2yQ5ptvvvSf//mftd4nxXqj3PJ7K6ywQlp88cXz8nx2+eWXp/XXXz/3UFlrrbXSqaeemhdhedavuF7xXpRNILLtttvmdVt33XVTvaClWL/PJSABCUhAAhKQgAQkIAEJSEACEpCABCQgAQmMBgJVw40qyxmIjIY97jq0nEBxOKxi4fUCET7/n//5n9ps0UPk7bffTksssUTtfUIJ3iOEiHDklVdeSQQbTPTsKPY0iQUjtIjXPM4wwwy1l2uuuWYaN25cDmeibsqaZ5558jyUGQHHTDPNVBsaq1gXdZx88sl5/tNPPz3tueeetfJ9IgEJSEACEpCABCQgAQlIQAISkIAEJCABCUhgtBKoEmxUXcZAZLRa4HoNiQD3BiEUKU/9BSJzzTVXbdYIJaZMmZLGjh1be5/nvEf4QM8SpgkTJqSVVlqpNg89RcpTvUDkv//7v9Nmm22Ww5SZZ565VibzxvS///u/+em///u/x1tp++23r9VdDkTifiis25ZbbllbxicSkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABEYrgarhRpXlDERGqwWu15AI0HODG6Mfe+yxtXIYUqq/QGSppZaqzReBCG/88z//c+39eF4MRPhwjTXWyPPcfffd6Ytf/GJt/nhSLxBhSKxbb701z8I6EWLE8F2x3MILL5yf0kuFXh/0GmHdHn300fz+QIFIMViJ8nyUgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJDDaCFQJNqouYyAy2va+69MyAgQMSy+9dB7GaqGFFkrnn39+DkQ233zzXEcx2CiGIMXn9LogeCAwiR4YxeUo6LDDDktf+MIX0iqrrFL3viXMP8ccc6T5558/Lbnkkrk3CD09WIay+asXiBTXgzLofbLDDjvkXinUy+ezzTZbLo/Px48fn7erHKzkN/1HAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkMAoJFA13KiynIHIKBTAVZJAkQBhB/cQmTRpUtpoo42KH/lcAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkEBHE6gSbFRdxkCko1Vx5XuBAEEIocgpp5xSu7l6L2y32ygBCUhAAhKQgAQkIAEJSEACEpCABCQgAQl0P4Gq4UaV5QxEut8nt1ACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkMCoJVAk2qi5jIDIqFXClJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQALdT6BquFFlOQOR7vfJLZSABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJjEoCVYKNqssYiIxKBVwpCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkED3E6gablRZzkCk+31yCyUgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACo5JAlWCj6jIGIqNSAVdKAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJND9BKqGG1WWMxDpfp/cQglIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpDAqCRQJdiouoyByKhUwJWSgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCXQ/garhRpXlDES63ye3UAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQwKglUCTaqLmMgMioVcKUkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAt1PoGq4UWU5A5Hu98ktlIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQmMSgJVgo2qyxiIjEoFXCkJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQQPcTqBpuVFnOQKT7fXILJSABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAKjkkCVYKPqMgYio1IBV0oCEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQk0P0EqoYbVZYzEOl+n9xCCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkMCoJFAl2Ki6TE8EIm+//XaaNGlSeu+999Lf//739MQTT+THUbn3R8lKFZmNklVyNSQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSKDLCFQNN6os1/WByGuvvZb23nvvdN5556U//elP6c9//nPabrvt8uNo9+b2229PZ5xxRmLHVpmeeeaZdNxxx6WXXnqpqcXLzFj4008/TZdddlk68MAD08EHH5yuvfbaPqHSX/7yl3TkkUd+7u/VV19tqu7+Zv7rX/+arrzyynTAAQekffbZJ+/P999/v8/s7777bubF/j7qqKPS5MmT+3zeSBkscO+99+btOOWUU/osP9iLe+65J/3hD39I++67bzr33HPTRx99VFvkzjvv/BwbeJ166qm1efp7Qjh11llnZY8POuigzJ79UZzeeeeddPrpp+c6Hn300eJHafz48XXrpv4rrriiNu+zzz6bjjnmmDwv5ZWnO+6443Pl4MRA0wMPPJAOO+ywtMcee+R98uSTT/aZne244YYbslPs17PPPjsHl31mqvNisH10/vnnf25d77///jolpfS3v/3tc/OGy4899ljdZXxTAhKQgAQkIAEJSEACEpCABCQgAQlIQAISaA2BKsFG1WW6PhC566670kknndRnz9AA2t9EaELDNo3rIzXRkH7OOefkRvByo38j60QvmJtvvjk3QL/44ouNLNJnnnrMCJRorKa85557LjO96qqrasvRgL7rrrsmGryLf8VQoDZzhSdnnnlm5vH888+np59+Op1wwgk5fIii2KeEBTfeeGMi0KEhm9f0BoppsDI4iAgoCF0IfPbaa69YdNDH++67L6/PU089lQiBCG8IZWIilGCfElLF34UXXthnnpi3+Pjxxx/n7bjuuutyuVOmTEn77bdfDjliPoKf3/3ud/m9Qw45JPsbn/H48ssv1/bJySefnPdd7CPCMkKJCRMm5P139913p6233jq98cYbxSLy8wsuuCCNGzeuVhZlDBS2wYFAjlCEdWDf7LDDDnk7onCCoyOOOCI9/vjjeR64EYz0FwI2uo/233//HGzFdvJIGFpvIsxjm6dNm1bbN+zHHXfcMW9rvWV8TwISkIAEJCABCUhAAhKQgAQkIAEJSEACEmgNgarhRpXlujoQuf7669Oee+6Zdt5550RDMY3pNDDznEcmGtIvvfTStNtuu9WuwKeR95NPPkk08h966KF99ioN5VwpHxM9OGh0v+aaaxKNzTHdeuutueGacrlanfIanQgfaCjub6IBl8b03XffPfdGIPwoTjTO0yDcX/CDKIQDrNuxxx6bHnzwwdri9Zi9+eabmWGxPMqgcfvDDz/My9L4TQAx0PT666/n+nbZZZfcE6EYVgy0HJ+xvwh6YmJf0ogd+3HixIm58T0+55GggMb2mAYrg7DnoosuyvuKBvpmAhF6pUyfPj2qyo+///3va4EMDfI0uMfEthC8MJTbYFM5VCJYKHpJSEEDPhM9VAj0+psuvvjivI3FzymfsIv9HOFAvUDktNNOSw899FBx0T7P6bUBs9gnfT5MKXPdaaedcljFZwQx9NaKdY/5cTecxCt6lxAiMTW6jwiIGg0TWY9yjydCHNaj6Fysn48SkIAEJCABCUhAAhKQgAQkIAEJSEACEpBA6whUCTaqLtPVgQg9BQg7aBSn0fWDDz7IwxjRkB6NzLfcckserocGYHqH0AgaDco0EG+zzTZ99ixXyV999dW19whXjj766Bx60CDMxCPhAI23/BE60ODcyEQjLkEDoQzlMJwQ21Gc6GlA4zRXvDM8Ej0GYp2Zj8ZyluUzGnrLDc4ENAyVREBBgzxXwiMQUz1m9LaAS3liObaPiQbrP/7xj/nqf3ozEBoFYz5nuCrCKT6jXtaXHiX1hmYq11Pv9W233ZbLi8/YHvZNcXrhhRdykFN8r/i8XEbxs2YCEcIunCpvy4knnpjwq95EGEQgVQyZ6s1X7z16sTCEVr2pSiBSLGegQIThtAh2CNzoURIhRSzP+wwXVg5E8IAeIniHm8VtJqxkOLGYYIn/EToSiBCylOti/v72ESEGQQu9vAgmOYbqBTxRZ71Hzhks6yQBCUhAAhKQgAQkIAEJSEACEpCABCQgAQkML4Gq4UaV5bo6EGE30bBaHDKLxtliIMJnNJjGxDBQ0djcaCBS7qFRHqqJ0IBgJUKHqKveI0Mi0XOABll6cfCcBuLofUAjL0FEMWyIUIfyCH223XbbPPQTw0oRUlB3sWG+3GDNsEbFRukyM8IVejuUJ67Cj14eDz/8cL6/COEPvVsIOwhqoi6uuKexvji98sorxZcNP6dXCg3v9JSIiZCI8Ks4UT77mkb+8lSvjOI8/TW200DPkGH8xXBReEI9sC9OhFYMAVVvIiwpDjlGI36UyyNl1psIefCB+33Um4YzECH8O/7443O4h594FcFFvXWJ9+jJBB/2GWFYccIV7kvzyCOP5DCNHiz0IGrk3h397SOODY4RemwRwlAvr2HXyMR8zB+9nxpZxnkkIAEJSEACEpCABCQgAQlIQAISkIAEJCCBagSqBBtVl+n5QIRGdIaoiolGbIYgYmo0ECEMiInhdwgkaAinwT7+uGK9v0bsWJZH5mf54j1MuLk3QQMTvT0IIqJcHmlEppGcRvUYSiqGHGIZrnSngZdeGjHR6MsV/TRo04hOT5KYyoEIYUa9QITQg/t5MHHjb+aLIYa40p/hkSKIoUfBQMOARd2DPcKXMIHeCjyPiSHELrnkkniZHwlEYBnrFB/2V0Z8zmN/je2wonE/GviZl33F63LgRU+OItcon94K+ACzmKJnRpRddDLmoR6G5oJlf9NwBiKEFvSiioltI7wo843P45FQjJ5HBED0iim6TYgEp+233z73QuL+NbB56623YvF+H/vbR3jOEGoRGrJ+HD/FIe36LTSlfK8XfHKSgAQkIAEJSEACEpCABCQgAQlIQAISkIAEhp9A1XCjynI9H4jQwMuQPAQhBA/cryCuzq8SiMTwSTRa33TTTX3+GmnkpdG4eDNudGNYKxqSmbhynuflsnlNQ3j6wUoAACAASURBVD9DGhGOsB4xMZQTDe3RmE1DNlfNc78M1pMr/4sN9+VAhBCG4a6KE43MhA1RZvGzeA7TCEEY0qpeI3/M28gj23f66afn3jPR8ySWYzuiZ0+8R1hD74TiNFAZxfn6a2znIIMnf++9915ehDLpLVEelonQptjzJsq/7LLLcggQr+MxyuWx3DuBuuhJUQ59Ytl4HM5AJOqIR3rL4FV/NyuP+YqP9Boq96jicxgyMYwZ3BqZ+ttH9ZbFaW7WPtjEkHWEMwzx5SQBCUhAAhKQgAQkIAEJSEACEpCABCQgAQkMP4EqwUbVZXo+ECH0oKGengxcVV68ETON0jT600AdE/OW7yFS7CHCfDTCx701YrnifRPivXqP3FuDhu/ixLrFewQQ5avyaUyOq/RplKdxvngVPutCwzWN6vREoIcJjdkxMdzUQIEIcsU9GWIZhotiPWK7qD+uyI95CHZo/GeiQZrgpTjVG8qq+HnxOdvIDewpsxyGMF8M2VVchp4xDBsW02BlxHw8NtPYzvxsW7FXDnXBmeGvihNBFdzK93UpzlN+jpMMwxY9l8qfF18PZyBSDmnYBrwq7/dYH/YTHIoT69dfDxe2E2aEeo1MA+2j8rpSZ/FG9P2Vf/31138ukOxvXt+XgAQkIAEJSEACEpCABCQgAQlIQAISkIAEhk6garhRZbmeD0QY2ophswhGuNI9GvhjN9IAT1hAwy7D+3BPj8ECkfHjx+feJtHgz31BYsirKLe/R3YiQ00x/BR1cs8FGtspMyYaleO+J8xD6FAMNLi/A+/RUE153NCdZZiYn94e0SDPNtHYXly+3EOE5QgWuGk5y8Mo7s8Q68SV/dxcnvKYhxu6EyZNmzYtz0JAQ88VWBCeEDJxo/aBephE2TyyDWwXjeZwjT/qYmKYJIbwItRionx6wdx///35Nf8MVgbzRLkELHCK11FPrbDSE4YuYz/REM/2sX/oDVGe6DES4Vb5s3qv2YcMV8awaLEu8RghGOsW7x122GG5V0q8LpdJOfQMKk/wYxn2HyEHgRmv43jgOT2pIvRhuC96VHGPmpgYro1jKVjRQ4i6ohz2PWFdDLMWy/HIPOzfcuiDv5RR7IXCvPz1t48I69h3cY8aAkH2xTXXXFOrkh5VkydPrr3mCevNcrGNxQ85DmEX4Q/bEscg81F2I/c9KZbpcwlIQAISkIAEJCABCUhAAhKQgAQkIAEJSCDlNuwq4UaVZXo+EKHhl4Z6GtP5I4yg8T+GnOIqdBqwuXKdcIReCoMFIlwZzw3R6QlAA+vBBx9ca5xtRHAaVhm6a+edd86hAg35sT4sTy8QGr6Zh+GzuKdGsdcEjbd8znbRs4OG5uJwTvRCoXGbIISbZHNjdMqKni71AhF6l1AOfLgfCcsV66SBmuGxqJP1Zj56aBQnGpHhGH/FBuXifPWeUx4N9eU/goiYuEcLvCmfdWSYruI0WBk0iJfLj9f1hr4qls2y9B6iXjwi7Cn2wol5YQ7fRifu9RLrUH4kgGBimLXyZ7wuDxfGvP0FIkceeWTdMvA9JjzhHiZsH8EGx0NxGDh6VxCCcSJiIjRh+CucgD3HQ71tZz58LYYpUef06dPzeuEOU6P7iGG5qI91ZZ3YNzgaE2EZ9y4pTgQhHAcRAhU/4347MI2QBS4cQzFRDzdwd5KABCQgAQlIQAISkIAEJCABCUhAAhKQgASaI1Al2Ki6TNcHIgOh5wp7wg4anWOikZ/GfkKD4kSjbVyRX3x/oOeUFY3DA83X32fUWWzELc9Hb4liUFL+nLq54r/exLawfLMT5cVV8vWWZZtpJO+PFe9XYVmvrv7eo3dIvUbt/uZv5fvsr7i3SCvLHS1lxf4rD0nF+vFZPd9xhh4e/Tkx2LbVK3OwZfgcB+j5Ve8YwuFmHSmuB8sWjwN4ENY4SUACEpCABCQgAQlIQAISkIAEJCABCUhAAs0RoN2tXX89HYgQJtDDgivfaazlj54UDK/DjcxbPdGDgWGE6v0Vh6xqdb2jvTzCp3pMeK88rNFo3xbXTwISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABBon0K4whHp6OhBhlzzyyCP5ZssMf8Mf94Hg/gJVr2YfaDfTc4Fhqer9MTRQr04MQ1SPCe8x/JeTBCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJdCcBA5Hu3K9ulQQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAgUCBiIFGD6VgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUigOwkYiHTnfnWrJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISKBAwECnA8KkEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQALdScBApDv3q1slAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpBAgYCBSAGGTyUgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEuhOAgYi3blf3SoJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQKBAxECjB8KgEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQQHcSMBDpzv3qVklAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJFAgYCBSgOFTCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEupOAgUh37le3SgISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQggQIBA5ECDJ9KQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCTQnQQMRLpzv7pVEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJFAgYiBRg+FQCEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIIHuJGAg0p371a2SgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUigQMBApADDpxKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCXQnAQOR7tyvbpUEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAIFAj0TiDz33HPJPxnogA7ogA7ogA7ogA7ogA7ogA7ogA7ogA7ogA7ogA7oQG860DOBSCEE8qkEuooAJ28nCUhAAhKQgAQkIAEJSEACEpCABCQggZEhYNvMyHDv1Fo73ZdOX38DkU49clxvCfwfgU4/CbkjJSABCUhAAhKQgAQkIAEJSEACEpBAJxOwbaaT9177173Tfen09TcQab/z1iiBlhLo9JNQS2FYmAQkIAEJSEACEpCABCQgAQlIQAISaDMB22baDLzDq+t0Xzp9/Q1EOvwAcvUl0OknIfegBCQgAQlIQAISkIAEJCABCUhAAhLoZAK2zXTy3mv/une6L52+/gYi7XfeGiXQUgKdfhJqKQwLk4AEJCABCUhAAhKQgAQkIAEJSEACbSZg20ybgXd4dZ3uS6evv4FIhx9Arr4EOv0k5B6UgAQkIAEJSEACEpCABCQgAQlIQAKdTMC2mU7ee+1f9073pdPX30Ck/c5bowRaSqDTT0IthWFhEpCABCQgAQlIQAISkIAEJCABCUigzQRsm2kz8A6vrtN96fT1NxDp8API1ZdAp5+E3IMSkIAEJCABCUhAAhKQgAQkIAEJSKCTCdg208l7r/3r3um+dPr6G4i033lrlEBLCXT6SailMCxMAhKQgAQkIAEJSEACEpCABCQgAQm0mYBtM20G3uHVdbovnb7+BiIdfgC5+hLo9JOQe1ACEpCABCQgAQlIQAISkIAEJCABCXQyAdtmOnnvtX/dO92XTl9/A5H2O2+NEmgpgU4/CbUUhoVJQAISkIAEJCABCUhAAhKQgAQkIIE2E7Btps3AO7y6Tvel09ffQKTDDyBXXwKdfhJyD0pAAhKQgAQkIAEJSEACEpCABCQggU4mYNtMJ++99q97p/vS6etvINJ+561RAi0l0OknoZbCsDAJSEACEpCABCQgAQlIQAISkIAEJNBmArbNtBl4h1fX6b50+vobiHT4AeTqS6DTT0LuQQlIQAISkIAEJCABCUhAAhKQgAQk0MkEbJvp5L3X/nXvdF86ff0NRNrvvDVKoKUEOv0k1FIYFiYBCUhAAhKQgAQkIAEJSEACEpCABNpMwLaZNgPv8Oo63ZdOX38DkQ4/gFx9CXT6Scg9KAEJSEACEpCABCQgAQlIQAISkIAEOpmAbTOdvPfav+6d7kunr7+BSPudt0YJtJRAp5+EWgrDwiQgAQlIQAISkIAEJCABCUhAAhKQQJsJ2DbTZuAdXl2n+9Lp628g0uEHkKsvgU4/CbkHJSABCUhAAhKQgAQkIAEJSEACEpBAJxOwbaaT9177173Tfen09TcQab/z1iiBlhLo9JNQPRgvv/xyuvTSS9Prr79e7+Om3nv66acTf04SkIAEJCABCUhAAhKQgAQkIAEJSGA4CHRj20xVTn/729/SLbfckm699daqRXT9cp3uS6evv4FIg4fYiy++mFZbbbXa30477VRbks9effXV2mufdB6Bc889N+/bX/ziF3VXfuLEiWnddddNCy64YNpggw3S1KlT6843Em+28iQ0GIf+tg//N91008zw+uuv72+2ht6fNm1aWnjhhdPWW2+dnnrqqbrLNFPftttum/iL6Z133um33JjHRwlIQAISkIAEJCABCUhAAhKQgAQk0CiB0dA20+i6Dvd8W2yxRfrZz36WjjrqqH6rqtr+1G+BHfZBK30ZaNM//PDDgT6u/Nlwrv9wrXNxYw1EijQGeP7xxx+nhx56KH37299OBx10UJ8G1T322CMdffTRAyztRwMRoNH7nHPOSX/6058Gmm1YPvvzn/+cNtpoo7TUUkulww8/PAce5YpYv8UWWyyNGzcuTZ8+Pa/rIosskl577bXyrCPyuhUnoUY49Ldx48ePT1//+tfTvvvum1ZYYYXEl9pQprPOOit/cfZXRrP1ffrpp4m/mK699tr04x//OF76KAEJSEACEpCABCQgAQlIQAISkIAEhkRgpNtmhrTyLV54/vnnT5MnT65b6lDan+oW2OSbtA/RvjfUi3mbrPZzs7fCl88VWnrj3XffTffff3/p3da8HM71Z51Z9+GcDESapLvKKqv0afD9+c9/nmaeeebEwU5jcKRY9Bqh0XXOOedMK664Yu4qFlXdddddabPNNkvHHnts/nyllVbKghK4rLXWWmnxxRdPJ598csyeHydMmJAb7Wefffa0zjrrJK6irzdF2RdddFFuxOdK+3JZjawbPSK44v/KK6/8XDWs9zHHHJP23HPPNM888+Ttvvvuu2vzcXLZb7/90qKLLpqWX375nAj/5S9/qX3O89122y0vu9BCC+WQ6ZFHHkkffPBBnmeg9aNnxje+8Y10zz331MobypOHH3440duHum+88ca6gcjYsWPTkUce2aeaXXfdNR1wwAF93mvkxSGHHJLoodDfxGeHHnpofx/Xfb8VJ6FGONStPKW8L++44478cfn46G+ZU045JS255JI5SPntb3+b3n///TzrEUcckRZYYIE0xxxzZK84JsoT7jRTH77yx0T5Y8aMSRxHHK/h7UcffZR22GGHNN988+XjJuZnGU6SzHvNNddkPwjDzj777PT222+nX/7yl/nY32efffrs1yeffDKtvvrqadZZZ00rr7xyXra8Hb6WgAQkIAEJSEACEpCABCQgAQlIoDsIjHTbTD2Kw9EGRT0Mc87oKbR50u533XXX5eoJO2g/+cpXvpLbfLbZZpvPrVaz7U/RJkM74He/+93cjkT7TbGd8cEHH0zrrbde/uzXv/514nVxooGdtploC6I979lnn63NctJJJ6Ulllgit1Mywki07TJDo+2xtcIafNIKXwaq6o033shtXg888MBAs1X+bDjXn3WmvY5tGK7JQKRJsuUG30mTJqW11147bbfddrmRlnHy/vrXv+ZQg65hDO1z2mmnpdlmm60WYtCwOvfcc+eg4vHHH89DAxFc/O53v0uPPfZYuuCCC/JBymdM7KRZZpkl31OBsOCPf/xj2mWXXequOWVztT4N+DTK0nOFxuUbbrghz9/IusWwUH/4wx9yGeWKdt999/Stb30rJ6qcyHbeeef0ta99Lb355pt51osvvjj96Ec/So8++mi6/fbb80mQ9Yrp+OOPzydMelvQ+4KG8ehVMNj6sU2s37333hvFteyxv0CEEy73syhONJgThjU7nX/++fnLoV4ownuEZwQwzUytPgn1x6GRdSofH/WWufDCCxOhAo98of30pz/Nf8xL0Efgseqqq+bjidBhoKmR+vCVvyif5+xTQhW+rJkIZTbZZJP00ksv5S9yQslwklR6hhlmSHvttVc+Hk488cQcgjKkFwEkY2LSc6wYPK6xxhqJnmOUd9VVV6Uf/vCHfb6sc6X+IwEJSEACEpCABCQgAQlIQAISkEBXEBhNbTMBdDjaoGi3ox2P4ICLWAkT5pprrhxCEFLQ1kJQcsYZZ6QpU6bEqtR9bKT9KdpkuDCZdsZLLrkk17/33nvnMrkoe9lll81tqc8880y+eJm2tZi4AJaLX2mzoY2J9lLaYGm/ZTrvvPPSMsssk9eV9WW4/C233DJ/1kx7bNTX6GOrfSnW+8orr+RAgVChkwMR1p9tGY7JQKRJqvUaYDfffPM+Q2ZdccUV6fvf/36fkmk8p6GXiXCAIZpi4sbRNLjG1eq8z/xxlTo3hP7qV7/aJ6GMZcuPlE2qWZxITqPxvpF1o9dHMQ0tlsVzGpSL92TgvaWXXjqdcMIJeVZOKsXlOdnAKKbyOIIksyS4TIOtX5QxHI/9nYjpxUKjdnGihwON9lWmel9IVcMQ6m/1SbQ/DlwBwIk0/oppfHCod3zEZ/HIF1W4wnuc3L70pS/VwjcCRBxpZGqkvmIgQplnnnlmnyGzGPqMQO+9996rVcn6cZUDU3z5Fod048vysMMO6zM/wU5M9BgjLHGSgAQkIAEJSEACEpCABCQgAQlIoPsJtKttplmSrW6DYiQZApAIFFgfLhJnlJmYaFfsb8ismIfH/tqfivNEm0yxYfyyyy7Locvf//73PGuMOsKLTz75JF+UHvekZT24SJ0gh4mAhB4shCdMtO9wA/iYuPD7y1/+cr6Atpn22Fi+0cdW+xL1Ui7ty/HX6YEI2zEcrAxEwpgGH+s1wJYDkYMPPjhfgU5Pjvj7yU9+ktZff/1cC6FFMa3kTXp1FIcHIiTghMLEQcsBylXtDFXFVef9TfXKvvrqq3OPDpapsm7lusoNzHxO2LPjjjvWZn3hhRfS5ZdfnnvHkKzSiyYm5uXq+pgYdijCosHWL5YZjsf+TsSEPeWhw0iWi9vU7PoUv5CGEoZQb6tPDP1xYBg0grv4q+dhveOjyAaXZ5xxxj734OHz5ZZbLvvC83YHInfeeWfusRXHavTAolcWX67x5ctjTDgbgSXv8eXJFRIxbb/99rknE8dxuatmzOOjBCQgAQlIQAISkIAEJCABCUhAAt1BoF1tM1VotbINimG4uA1AceIiYkaSiWk4ApFimww9PWib4gJzJsKZ2267Ld/z99RTT82BTVx0zsggBByMuMPEUPxclEsZtFERjtB2E21CjLQz00wz5VsbNNMemwtv4p9W+xJVU26EITwaiASZvo8GIn15DPqqXoNvORDhfgL0ECG8KP7RrYupXmgx77zz9glEDjzwwFogwjI0mlMWV87TW6R8T4tY8Xpl08BNdzCmKusWZcdjvUCEG2rHUE90jyPg2WKLLXIAs+GGG/YJD0hpGfaKRuVf/OIX+Z4gzz//fEPrF+swHI/9BQE/+MEP8km1WCe9A4q9XoqfNfo8vpCqDJNVrKPVJ9H+ONCDgiHg4q94NUCsT73jIz7jkZ5DfGnFF1F89r3vfS93U+R1uwMRhpPj+Cseq/GcbawXiMQ9gGL9+eItBiIsx5BgHANcOVHsPRLL+CgBCUhAAhKQgAQkIAEJSEACEpBAdxBoV9tMVVqtaoOiXXGrrbbqsxo33XRTYnSVmIY7EKGXB21LXIzNxAXLtCsx1DkXWjNkVwQifM5F2IzUwwg63O+YeyIzcT9hymGZaAeKxyi70fbYXGAT/7Tal2LVDplVpFH/uYFIfS79vluvwbcciDBOXnnIn+LwQvVCi8ECkeIKccNzxr+rN1E29zMoTtykm0Z9pirrViyL5wQi5XuYcI+E3//+93lWGn9p1I6J8fiKvSkIP7ixEsMScUKOe48w/2DrF2UOx2N/QQAnTm68XpwIeUiNhzqx/REkVS2r1SfR/jg0sn71jo/ycgwnNW7cuNrbfAHRG4P7iTC1OxAhoOPLknEnYyLQiNdVApEoh0dOsoQi0V2z+JnPJSABCUhAAhKQgAQkIAEJSEACEuh8AqOpbaY/mq1ogzrrrLP63AaAumgPLLb7DUcg8tZbb9U2iyHK6dlBWyuj7SywwAJ97ttKOFMMRBj2ngu5ud9JeXhz2lfL9zoptuHWKk0pDdQeW5yvkeet9qVcpzdVLxPp+9pApC+PQV/Va/Dl/hfFxnEa+GkAjQZeIHOT5Tjomg1EODBpgI97HJC8rrnmmnXXlbJnnXXWWpcobtLOletxw+cq61auiECEIbwoiyGFuMKeYZCoi4mAiHSViYbl3/zmN31OjHRFI2Tg4GfYpeKJZrD14wRIOFHuYZArq/gPyTJ/EyZMyCfReM26MzHkEQ3msX3sR3rpRFpcsdqWLdaqk2hsd38c+lthuhDGsgzrRqjF648//rjuIux/vijpacLYjvR2Yliy4D1YINJsfeUeTWeffXafe4iwklxJcNRRR+X1ZT24WiDuEdJsIMLYleutt14tAKF7Jl+wcfzWheKbEpCABCQgAQlIQAISkIAEJCABCXQsgZFum2kXONo4Zp999nwPYC4knTZtWg5IYlQc1mOwQCTakBppf4o2GYbCYuL+rrSRbrzxxvk1F5/OMccceXQP3uAeINwnNgIRLsKljZb3aYOk3bE4MTw85UUbFsN/rbPOOnmWZtpji2U28rxVvgxUF+zuv//+gWap/Nlwrj/rzLoP52Qg0iBdDjDGkGOcOVLIYvLJvTLGjBmTD/gojqvsuRJ+kUUWycPx0G0rpmYDEQIDunVxANPFiyGWbr/99iiuz2OUvf/+++dhslhfAhsanmNqdt1iuXikgZn7hXBfFHq2zDzzzOn444+Pj3MYw42zF1988bTCCiukSZMm5V4rLMf05JNP5h4BbA9/nEgpK27EPtD63Xfffbk7G/dFacVE4zrd4+r90bAfE430rCcnddaZm7+PlqkVJ6FGOdTbZoZ3q8evv15MfBkxlBTecNzQo+nxxx+vFT1YINJsfeVAhJticbUAx3OEXNOnT08rr7xyPmZxeoMNNkhxU6748i2ejAcbMgt32H7CSI6DE088sbZ9PpGABCQgAQlIQAISkIAEJCABCUiguwiMdNtMO2lyH1XaPOeee+7ctsOFrzHKBusxUCDSbPtTtMkw+swSSyyR23Jovyne15YLp2nLWX755fMFrvQEoQ2P+4QwccP3aIPkInLaVi+++OL8GQ3jXNhN+xQ9TSjjiSeeyJ810x6bF2jin1b40kh10dbayLzNzDOc6z9c61zcPgORIo1heP7yyy/XrnwfavGcNOKGQf2VFYEIn3NFerERt7xM1XUrNjCzPsWwpVgHn9GDpDhxgqR3yeTJk2tv0/DMDefPPffc2ns86W/9it3k+iwwzC9Yd9apvE3DXO2gxQ/nSWjQyocwA8HIa6+9NoQSWr8oVwq08sRLL5jR5kvrqVmiBCQgAQlIQAISkIAEJCABCUigtwl0atvMUPYabWTFUV+GUlZ/y0YgwiN19deORK+Tem2g3N91o402qhVPGw2BDvc2Lk40kPfX3thIe2yxrEaed7ovnb7+BiKNWNpB8xQDkeFa7WIg0mwdNDaT2t588805PeZExNX5pLyXXnpps8U5f0p56DFBSEACEpCABCQgAQlIQAISkIAEJCABCYwMgU5vIB4ZaoPXWgxEBp/783Mce+yxiXsdR9hBQzjvMaLHSE6d7kunr7+ByEjaPwx1c38LhsgazonhsYpDZDVb17XXXptWWmmlnMaSyDKs1jHHHOOV9M2C/L/5O/0kVHGzXUwCEpCABCQgAQlIQAISkIAEJCABCYwKArbNDM9uoOGaIbJ4rDJxbxCGbV944YVzOySP3H9k6tSpVYpr2TKd7kunr7+BSMtUtiAJjAyBTj8JjQw1a5WABCQgAQlIQAISkIAEJCABCUhAAq0hYNtMazj2Simd7kunr7+BSK8caW5n1xLo9JNQ1+4YN0wCEpCABCQgAQlIQAISkIAEJCCBniBg20xP7OaWbWSn+9Lp628g0jKVLUgCI0Og009CI0PNWiUgAQlIQAISkIAEJCABCUhAAhKQQGsI2DbTGo69Ukqn+9Lp628g0itHmtvZtQQ6/STUtTvGDZOABCQgAQlIQAISkIAEJCABCUigJwjYNtMTu7llG9npvnT6+huItExlC5LAyBDo9JPQyFCzVglIQAISkIAEJCABCUhAAhKQgAQk0BoCts20hmOvlNLpvnT6+huI9MqR5nZ2LYFOPwl17Y5xwyQgAQlIQAISkIAEJCABCUhAAhLoCQK2zfTEbm7ZRna6L52+/gYiLVPZgiQwMgQ6/SQ0MtSsVQISkIAEJCABCUhAAhKQgAQkIAEJtIaAbTOt4dgrpXS6L52+/gYivXKkuZ1dS6DTT0Jdu2PcMAlIQAISkIAEJCABCUhAAhKQgAR6goBtMz2xm1u2kZ3uS6evv4FIy1S2IAmMDIFOPwmNDDVrlYAEJCABCUhAAhKQgAQkIAEJSEACrSFg20xrOPZKKZ3uS6evv4FIrxxpbmfXEuj0k1DX7hg3TAISkIAEJCABECCZDQAAIABJREFUCUhAAhKQgAQkIIGeIGDbTE/s5pZtZKf70unrbyDSMpUtSAIjQ6DTT0IjQ81aJSABCUhAAhKQgAQkIAEJSEACEpBAawjYNtMajr1SSqf70unrbyDSK0ea29m1BDr9JNS1O8YNk4AEJCABCUhAAhKQgAQkIAEJSKAnCNg20xO7uWUb2em+dPr6G4i0TGULksDIEOj0k9DIULNWCUhAAhKQgAQkIAEJSEACEpCABCTQGgK2zbSGY6+U0um+dPr6G4j0ypHmdnYtgU4/CXXtjnHDJCABCUhAAhKQgAQkIAEJSEACEugJArbN9MRubtlGdrovnb7+BiItU9mCJDAyBDr9JDQy1KxVAhKQgAQkIAEJSEACEpCABCQgAQm0hoBtM63h2CuldLovnb7+BiK9cqS5nV1LoNNPQl27Y9wwCUhAAhKQgAQkIAEJSEACEpCABHqCgG0zPbGbW7aRne5Lp69/zwQi7dxQ6/p/SQYy0AEd0AEd0AEd0AEd0AEd0AEd0AEd0AEd0AEd0AEd6FUH/qFXN9zt9qDXAR3QAR3QAR3QAR3QAR3QAR3QAR3QAR3QAR3QAR3Qgd5xwEDk//XOzvbAdl/rgA7ogA7ogA7ogA7ogA7ogA7ogA7ogA7ogA7ogA70qgMGIgYiDqWlAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgA13vgIGIkne95L2adrrdJv06oAM6oAM6oAM6oAM6oAM6oAM6oAM6oAM6oAM68JkDBiIGIgYiOqADOqADOqADOqADOqADOqADOqADOqADOqADOqADOtD1DhiIKHnXS24C+lkCKgtZ6IAO6IAO6IAO6IAO6IAO6IAO6IAO6IAO6IAO9KoDBiIGIgYiOqADOqADOqADOqADOqADOqADOqADOqADOqADOqADOtD1DhiIKHnXS96raafbbdKvAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgA585YCBiIGIgogM6oAM6oAM6oAM6oAM6oAM6oAM6oAM6oAM6oAM6oANd74CBiJJ3veQmoJ8loLKQhQ7ogA7ogA7ogA7ogA7ogA7ogA7ogA7ogA7oQK86YCBiIGIgogM6oAM6oAM6oAM6oAM6oAM6oAM6oAM6oAM6oAM6oANd74CBiJJ3veS9mna63Sb9OqADOqADOqADOqADOqADOqADOqADOqADOqADOvCZAwYiBiIGIjqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzrQ9Q4YiCh510tuAvpZAioLWeiADuiADuiADuiADuiADuiADuiADuiADuiADvSqAwYiBiIGIjqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzrQ9Q4YiCh510veq2mn223SrwM6oAM6oAM6oAM6oAM6oAM6oAM6oAM6oAM6oAOfOWAgYiBiIKIDOqADOqADOqADOqADOqADOqADOqADOqADOqADOqADXe+AgYiSd73kJqCfJaCykIUO6IAO6IAO6IAO6IAO6IAO6IAO6IAO6IAO6ECvOmAgYiBiIKIDOqADOqADOqADOqADOqADOqADOqADOqADOqADOqADXe+AgYiSd73kvZp2ut0m/TqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzrwmQMGIgYiBiI6oAM6oAM6oAM6oAM6oAM6oAM6oAM6oAM6oAM6oAM60PUOGIgoeddLbgL6WQIqC1nogA7ogA7ogA7ogA7ogA7ogA7ogA7ogA7ogA70qgMGIgYiBiI6oAM6oAM6oAM6oAM6oAM6oAM6oAM6oAM6oAM6oAM60PUOGIgoeddL3qtpp9tt0q8DOqADOqADOqADOqADOqADOqADOqADOqADOqADnzlgIGIgYiCiAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgA13vgIGIkne95CagnyWgspCFDuiADuiADuiADuiADuiADuiADuiADuiADuhArzpgIGIgYiCiAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgA13vQM8EIueff34aP378kHfoW2+9lc4777z0+OOPD7mskUjhWsVhJNbdOk2udUAHdEAHdEAHdEAHdEAHdEAHdEAHdEAHdEAHdEAHqjowagKRY445Jq266qppzTXXTO+8807Lw4avfvWraZlllhlyuePGjUszzDBD+vnPf950WYcffnjeRrYz/n75y1+mW265pemyqu7wMofXX389XXbZZenRRx9t2zpUXXeX80SnAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzpQ1YFRE4gstthiaY455shhw1VXXdXyxvlyEFAV2IsvvpgINm677bam13GrrbbK27feeuulLbbYIm2++eZp0UUXTV/+8pfT1Vdf3XR5VbahzOGhhx7K63TYYYe1pf4q6+wynuB0QAd0QAd0QAd0QAd0QAd0QAd0QAd0QAd0QAd0QAeG6sCoCEQmTpyYG+XpJTLTTDOlLbfcsk/j/BlnnJGWXXbZdOmll6af/vSnac4550wbbLBBeu2112rz0cti7bXXTmPGjMmPp556au0zIBWDgLFjx6YVV1wxvfnmm7V5DjjggLT88sunV199Nb388suJnhvUM9tss+W6pk6dmud98MEH87oceuihtWX333//NP/886dZZpklrbTSSumGG26ofVbcQRGI3HzzzbXPr7322rztBCQxLz02VlhhhVw3PUluv/322mcDrRvlwumkk06qzQ+n733ve7XXRQ6XXHJJmnvuuXP98803X173WIdGtynm99GTkQ7ogA7ogA7ogA7ogA7ogA7ogA7ogA7ogA7ogA7owGh2YFQEInvttVf6yle+kuh9se666+ZQozhsFj0yGKZqiSWWSBtvvHEOH3h9zjnn5Ib+N954I80zzzxpoYUWyj0vvvnNb+b5CVoCfjEIOPLII/Pnl19+ee3zBRZYIA9jxfzbbLNN/pxhsTbZZJMc0hx00EF53rvuuit/tsMOO+TX3JODdSEI+e1vf5vXY6211qqVG/XzWC8Q4X4kLL/PPvvkZW666ab0pS99KW/LjjvumMubeeaZUwQyA60b90ihrAMPPLBW/5JLLpmDlViPIgd64iy33HJ5GXro/OhHP2p6m6JcHz3R6YAO6IAO6IAO6IAO6IAO6IAO6IAO6IAO6IAO6IAOjGYHRkUgQmP86quvnhvjTzzxxNxAXxw2KwKRo48+Os9z//3353mKPUnuuOOO9NJLL+XPb7zxxvz5rrvuml+zA4pBwBNPPJE/J8Dgs/vuuy+/Puqoo/JremUwf4QyDz/8cHr//ffzZ+VAZO+9987L3nrrrfnzZ599NvcyqbfTIxD5wQ9+kDbaaKPc24UeKAyZFcv/5Cc/yeVNnjw5l0evGEKOPffcc9B1azYQYR2j/OKQWc1sU73t9D1PejqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgA6PNgREPRO69997c4M8QVTTOn3DCCfn1b37zmxwAACwCEYZ44jVBBSHBKqusUpuHwIKghGG3dt999/x58cbnxUCEMhgea955581BBz0qKC96YRAO8HrBBRdMv/rVrxIBS+y4ciBy55135nlnn332PLTWueeem95+++3a/LEcjxGIUHb8zTjjjH3uH7LIIovkHin0QKGHCENpMe+Pf/zjXOZA69aqQKSZbSpun889wemADuiADuiADuiADuiADuiADuiADuiADuiADuiADoxWB0Y8EKHnQ4QDxce55pqr1kOjHIi8++67eZkIRF544YVEkEDoQe8Lht2irIECEYbAYp577rknrbzyyvmeIrGTXn/99cSwWksvvXQevor5DjnkkBxIlAMRlmHYrDXWWCMRbjAv9zKJsoqPEYhwjxFCne9+97t5/rvvvrs2/ze+8Y3EEFn0fin+Rf0DrVurApFmtqm4fT73RKcDOqADOqADOqADOqADOqADOqADOqADOqADOqADOjBaHRjxQGTRRRfNPTVOOeWUFH8xbNTVV1+dg4LBAhGWI4iIIbViSKyBApGHHnooL8PNw7l/ycEHH1wLJbhZOzdXZ6cxBBY3HF9qqaXy63qByNNPP50/4ybt66+/fg5RWK680yMQiZuq0+OF9f7Zz35Wm3e11VbL77ENsXyUz+uB1o1ghfKKvWu4NwrDckVZ5Z4y9YbMYt6oc7BtinJ99CSnAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzowmh0Y0UAkhssqNuADix4UxYb9wQKRa665Js/PDdfp8bHddtvlXhbf/va306RJk3IYwH1KCDYY0ip2CDdpn3POOfOyU6ZMye+/9957ac0110zLLLNMOv3009Npp52Wh7CiBwjLlQORAw44IJdxxBFHpIsuuijf+J3QgSAh6onHciBCXawXN1EnoGG+s846K68PvV/OOOOMtN9+++WeL7fddlsabN34fMyYMfmP9WHYrZlmmqlPIFLm8MADD+T6CHLYXtahmW2KbfPRE50O6IAO6IAO6IAO6IAO6IAO6IAO6IAO6IAO6IAO6MBodmBEA5E99tgjN8bTS6EIieGkCCpi2KzBAhGG0Npggw3ykFWzzDJLvg8JQ2Ix9NRJJ52UyyZcoLfEd77znVpdMVwXQ2MV67/yyivzEFyEMvwtt9xyKW5yXg5EHnnkkXwvE3qZMC/3JSlvT5RdDkR4P24iz71KeE2oQQjCdlDerLPOmnt8vPXWW/nzgdaN5Y877rg0zzzz5GW32WabtOSSS/YJROpx2HrrrRP3QCEsoYxmton5/ZOBDuiADuiADuiADuiADuiADuiADuiADuiADuiADujAaHdgRAORVsN55ZVXUgQHjZTNvT8IHfbdd9+6jfovvvhiev755+t+Vi7/jTfeSNOmTcuBRvmzKq8JeZ566ql+yxto3bipe70hu5pdj1ZvU7P1O78nUB3QAR3QAR3QAR3QAR3QAR3QAR3QAR3QAR3QAR3QgVY50FWBSDNQdtxxxzwsFsNVRe+PZpZ3Xg9CHdABHdABHdABHdABHdABHdABHdABHdABHdABHdABHegcB3o2EFlnnXXS97///XTqqac21ANEqTtHaveV+0oHdEAHdEAHdEAHdEAHdEAHdEAHdEAHdEAHdEAHdKDsQM8GImUQvvbg0AEd0AEd0AEd0AEd0AEd0AEd0AEd0AEd0AEd0AEd0IHudcBAxJuC20NGB3RAB3RAB3RAB3RAB3RAB3RAB3RAB3RAB3RAB3RAB7reAQMRJe96yU10uzfRdd+6b3VAB3RAB3RAB3RAB3RAB3RAB3RAB3RAB3RABxp1wEDEQMRARAd0QAd0QAd0QAd0QAd0QAd0QAd0QAd0QAd0QAd0QAe63gEDESXveskbTQedzyRZB3RAB3RAB3RAB3RAB3RAB3RAB3RAB3RAB3RAB7rXAQMRAxEDER3QAR3QAR3QAR3QAR3QAR3QAR3QAR3QAR3QAR3QAR3oegcMRJS86yU30e3eRNd9677VAR3QAR3QAR3QAR3QAR3QAR3QAR3QAR3QAR1o1AEDEQMRAxEd0AEd0AEd0AEd0AEd0AEd0AEd0AEd0AEd0AEd0AEd6HoHDESUvOslbzQddD6TZB3QAR3QAR3QAR3QAR3QAR3QAR3QAR3QAR3QAR3oXgcMRAxEDER0QAd0QAd0QAd0QAd0QAd0QAd0QAd0QAd0QAd0QAd0oOsdMBBR8q6X3ES3exNd9637Vgd0QAd0QAd0QAd0QAd0QAd0QAd0QAd0QAd0oFEHDEQMRAxEdEAHdEAHdEAHdEAHdEAHdEAHdEAHdEAHdEAHdEAHdKDrHTAQUfKul7zRdND5TJJ1QAd0QAd0QAd0QAd0QAd0QAd0QAd0QAd0QAd0oHsdMBAxEDEQ0QEd0AEd0AEd0AEd0AEd0AEd0AEd0AEd0AEd0AEd0IGud8BARMm7XnIT3e5NdN237lsd0AEd0AEd0AEd0AEd0AEd0AEd0AEd0AEd0IFGHTAQMRAxENEBHdABHdABHdABHdABHdABHdABHdABHdABHdABHdCBrnfAQETJu17yRtNB5zNJ1gEd0AEd0AEd0AEd0AEd0AEd0AEd0AEd0AEd0IHudcBAxEDEQEQHdEAHdEAHdEAHdEAHdEAHdEAHdEAHdEAHdEAHdEAHut6BEQ1EkpMEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAI9S6CdPXIMRHpWMzdcAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJDCyBAxERpa/tUtAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJNAGAgYibYBsFRKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCYwsAQORkeVv7RKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCbSBgIFIGyBbhQQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAiNLwEBkZPlbuwQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAm0gYCDSBshWIQEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQwMgSMBAZWf7WLgEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQQBsIGIi0AbJVSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkMLIEDERGlr+1S0ACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQk0AYCBiJtgGwVEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJjCwBA5GR5W/tEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJtIGAgUgbIFuFBCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACI0vAQGRk+Vu7BCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACbSBgINIGyFYhAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpDAyBIwEBlZ/tYuAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpBAGwgYiAwB8oQJE9Khhx6a/6655pohlOSiEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJDCcBA5EKdO+66660yCKLpBVWWCHttttu+Y/nvMdnvTL9+c9/Tvw1Mn366afpueeeSzw6SUACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgATaTcBApEniBB5zzjlnondIeeI9PnvkkUfKH7Xk9UcffZTuv//+dNVVV6Wrr7463XPPPentt99uSdlVCnnwwQcTf41Mf/nLX9IFF1yQeGzF9M4776S//vWvrSjKMiQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSKAHCBiINLmTF1544bphSBRDKMI8wzFde+216d57701vvPFG7pkxderUdNttt6VPPvlkOKobtMyRDESuu+669Oabbw66js4gAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEoCAgUgTHtA7hKGxBpuYp9VDZ/3tb39Ll1xySXrrrbcGrP7JJ5/MPUguu+yydN999yWWi+njjz9Od999d+KzW265JT3//PPxUe5tQeDy7rvvpkmTJqWHH344f0YvjIkTJ+Zl+JzyY4pAhMfLL788z/f+++/Hx30eo4fIa6+9lq6//vpcHr1dYggtetU8/fTTfZbh9aOPPtrnPcIfesfQ24SeMmwPE8FQefguyn/llVdq2/b666/XrZvl4cT8bAflPvHEE33q9YUEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQl0NgEDkSb23yGHHJLvFzLYItxXhHlbPRFM0DPi5ZdfTn//+98/V/z06dNz75W4twehB8NqxURAMnny5PTee+/l+3lcfPHFiZCEKQKLO+64I8/zpz/9Kb9PsHPnnXcmhqh69dVX0/jx43P9fEgQws3kX3rppRzU3HrrrX3qywX83z9R/gMPPJCH+eJ+IgQbrA/Tiy++mG644YbiIvk121qcCFBYt3HjxqVp06bVAiLKnTJlSm1W6iNAIkAZrG4WoucN2/nBBx/k7SMUeeaZZ2rl+UQCEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQ6m4CBSBP7b6QDERr36blBQ/+ll16ae0/Q2B8Tw3URWsREMHLhhRfWhtQq33ODACN6ZURoUOyB8uGHH6aLLrqoz30/CFOiVweBCL0qYmIoL3qf1AtronzKjIkeKmwHU/SAic8JJgg9oq5YJh7pyVEcMoveHwQsMRG40GuEabC6uTcL4VCRJcOR0SPGSQISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABLqDgIFIE/uRwGHFFVccdAmGzBquG6tTOQ33hAn0FqEnAxMhBOEHvSQY7om/xx9/PAcaxeCAkOTZZ5/NvSvokRFDUkVoUAwF6Ilx5ZVX9ru9MWRWzEDgwlBW0esk3uexXvkEPMxPIMHE8FdPPfVUfs4jPWL6m8qBCNt/xRVX5J4sLENvD7aTabC6GcaL8CW48UiPE0ISJwlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEugOAgYiTe7HkbypenlVo1cFvToijCCIKTbs85ydzET4QYDCPUKYjx4QAwUiDFcVgUu5bl6XAxHWp5lAJOaP9WPYrJtvvjlXddNNN/Xp7VKuvxyI8DkhBtsDCwKOCHfqBSLFurnPCD1bytx4Xa+3S3ldfC0BCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAKjn4CBSJP7iHtqzDnnnPleHeVF6UEyZsyYdP7555c/aslrhqsqTtEr4oUXXshvExKUbyweQ04RABAScNP0mLhvxkCBCPcNKQ65xXJRHs+rBCLF3iMMc0X5USbryBBarGN/Q2/FutcLRBiyi5AHHtwLJaYIRPqrm/qotxh+8Lz4OsryUQISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABDqTgIFIhf1G7wp6ijB81u67757/eM57hCE8tnrILMIQhnDiRt8EB/wxrBTvxX03GC6LIIDPmOhxwY3VmSI8YXgoJoar4oboAwUizEfAQLn0uqBcyo+bjVcJRLgROhPrTFkMbVWcGDaLe5sU701S/DyeMzxWcSiw4vtsM0OKxRSByEB1M3wYQ4wxweqhhx6qsYlyfJSABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIIHOJWAgMoR9R28RbrTOXzEAicCk+N4Qqqktyg3TCTEIQfgbP358eumll2qfE1oQKNDbgcCAMINeHjERZLAMPVkIHSiPnhaUEaEBj8WJ5amTMvljm6NHR5VAZPr06XkYLm7Wzj1QuHl6cSLEYditCG6KnxWfE1hQRjlQiXt/wCKm2LaB6n7//ffz+sCD3inckL1YRpTlowQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCXQmAQORYdpvwxWKsLo08EevkHqrT0N+cXio4jz0foibmBffH+w5y0TPk8HmHexzApX+1oHhqwglqg5XRS8QQpviFIEIjwPVzTJwa9V2FtfB5xKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJDCyBAxEhpE/ociGG244jDV0V9H00qDnBz1Pqkz0ZrnxxhvzUGHF5YuBSPF9n0tAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkEDvEDAQ6Z19Peq3dNKkSen2228fsPfLQBvBfUC490i5dwk9ZhieyyGwBqLnZxKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEupuAgUh371+3TgISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQggZSSgYgaSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQk0PUEDES6fhe7gRKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCRiI6IAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAJdT8BApOt3sRsoAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCAgYgOSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQk0PUEDES6fhe7gRKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCRiI6IAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAJdT8BApOt3sRsoAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCAgYgOSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQk0PUEDES6fhe7gRKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCRiI6IAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAJdT8BApOt3sRsoAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCAgYgOSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQk0PUEDES6fhe7gRKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCRiI6IAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAJdT6BnApHnnnsu+ScDHdABHdABHdABHdABHdABHdABHdABHdABHdABHdABHehNBwxEDEoMinRAB3RAB3RAB3RAB3RAB3RAB3RAB3RAB3RAB3RAB3Sg6x0wEFHyrpfctLc30173u/tdB3RAB3RAB3RAB3RAB3RAB3RAB3RAB3RAB3Sg6ICBiIGIgYgO6IAO6IAO6IAO6IAO6IAO6IAO6IAO6IAO6IAO6IAOdL0DBiJK3vWSFxNAn5sI64AO6IAO6IAO6IAO6IAO6IAO6IAO6IAO6IAO6EBvOmAgYiBiIKIDOqADOqADOqADOqADOqADOqADOqADOqDsWPgQAAAgAElEQVQDOqADOqADXe+AgYiSd73kpr29mfa6393vOqADOqADOqADOqADOqADOqADOqADOqADOqADRQcMRAxEDER0QAd0QAd0QAd0QAd0QAd0QAd0QAd0QAd0QAd0QAd0oOsdMBBR8q6XvJgA+txEWAd0QAd0QAd0QAd0QAd0QAd0QAd0QAd0QAd0QAd60wEDEQMRAxEd0AEd0AEd0AEd0AEd0AEd0AEd0AEd0AEd0AEd0AEd6HoHDESUvOslN+3tzbTX/e5+1wEd0AEd0AEd0AEd0AEd0AEd0AEd0AEd0AEdKDpgIGIgYiCiAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgA13vgIGIkne95MUE0OcmwjqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzrQmw4YiBiIGIjogA7ogA7ogA7ogA7ogA7ogA7ogA7ogA7ogA7ogA7oQNc7YCCi5F0vuWlvb6a97nf3uw7ogA7ogA7ogA7ogA7ogA7ogA7ogA7ogA7oQNEBAxEDEQMRHdABHdABHdABHdABHdABHdABHdABHdABHdABHdABHeh6BwxEmpR8+eWXTzPMMEOlP5YtplE+N53UAR3QAR3QAR3QAR3QAR3QAR3QAR3QAR3QAR3QAR3QgfY4YCDSZCBCGFJVzqEsW7VOl2vPgSRnOeuADuiADuiADuiADuiADuiADuiADuiADuiADujA6HbAQMRApHLA48E9ug9u94/7Rwd0QAd0QAd0YCAHTjrppHTOOef4W7DJ/w8MxNTPOueYG8z/G264IZ166qnp2Wef9RjxGNGBJh2YMmVKOv7449OECRNq7DymOuf86HdZ5++resfbtGnT0vnnn59OOeWUfFxOmjQpHXfccenRRx+tHafN7nu+J88888zKyzdbn/N3vpujZR8aiDT5xT6UXh5DWbZZYfbYY4+00kor1f3bcsstPVk1ud+b5e/8nqR1oDUO3HHHHennP/95WmSRRdJyyy2Xtt9++3T33Xf3/DnsiSeeyD884aNrrXFNjnLsJAcmTpyYf+P99re//dw5gN95K6+8cnrkkUc+91l5G2eZZZa01FJLDTpfeTlfe7x0ggMXXHBB+uEPf5i++c1vptVXXz3ts88+aerUqTXfB/P/W9/6Vh4m+cYbb6wt0wnb7Tp6fA7mwOOPP5622WabtOyyy+bjg+Pk0ksvbannV199dT5+it9T5WPK37O6Opir3f75brvtln/PXX/99X2Ov2uvvTa/f+CBB/Z5vxke5ePtqaeeSvPMM08+LmefffZc7lZbbZVfH3LIIZXrmXPOOdNCCy1Ueflmtsl5PWe00gEDkSYbxocSagxl2WZ3+h/+8Ie04YYb5r9ZZ501felLX6q93nPPPT1ZNbnfm+Xv/J6odWDoDlxxxRWJ89d8882Xfvazn+Vz2FxzzZV/yN1yyy09fR5j+/lOoXFH14bumgxl2IkOEBTPOOOMfYIPrsj9yle+khq9b91gDcKdyMV19njGgd///vf5/z9LLrlk2nTTTdN6662Xjw0uGKMxmHkG8//cc89NBxxwQHr66af9rvX/Tl3jwEMPPZQWXXTR/Bt7zTXXTJtssklafPHF05e//OV06KGHtmw76wUi5WPK37Oer3v9O5teVPyfbrvttutz7BFY8j7HTFVG5eONHsGUuddee9V+OxL48//Je++9t3I9BiIex1UdHenlDESa/HHHCaTqThvKslXrZDnSWv5zHGXQTW6FFVZIv/jFL2rv8dnaa6+dfvKTn+T3uLpw6aWXThdffHG+KptGyN/85jfpmWeeqS1z6623ptVWWy2RLnN14ZFHHln7LOry0ZOjDuhAFQcYnuIb3/hG/tFW7BFy1VVX5XNNNE4wHz/qFl544cSPMRo87r///tq5KM5lF110UW4gXGCBBdIRRxyR+M8g884xxxz5kSvUWM+bbropn/v23nvvfOUc575lllkmXXnllbUyB6vzj3/8Yy7j9NNPr9Wx7rrr1hpgqGeg82dxHegRM/fcc+d1iBDotNNOS2PGjMlsuMonGj65GpzeNGwTQRJ13nPPPbX1rrIfXMbjVwdGrwM77LBDPg9wzon9dNRRR+X39t133/ze5ZdfntZYY418fuSRz2NeHssNwoTPXFEY8zCsAr8HGU4h3hvo/BXz+Dh6vemFfYOjNO7ynV/cXjzm90C8F/6fcMIJuScqvzv4jo3P4zdE9LYa7HuW3yNcxLHEEkuk8847L333u9/NPVSiPB89LkaDA5znaZc4+uija65Pnz49/96kzSB6H3NlOud/rlRnvSdPnpxfjx07trbcQN8x9QKR4jFV7/csdVHnwQcfXKuD3+y8t99++9XeGw0cXQeP51Y4wFBVM800U5/vq/h/MO1stN1Rz0C/vYr/d+S45buHZYrHG0NE0luSY5/vKXoSM0/8v7X43cjwV9/+9rfz/yeZr/j/YJYpf9cZiHgs4EUn/hmINLnjhhJqDGXZochVDkQoi/CD/yg8/PDDWdy77rornxx33nnn/HqttdbKr/nxQaMhjWusf/wHm/8QcOLj/V//+tc5EOFzTrRDWVeX7cwTifvN/dZqBxjPlHMKV3YOVDY/yJhvscUWy40OnNe46i3C2ziXfec738nnMv6jx4/O73//+zkAJmxg+WgAif+88UNxxRVXzH98zvnuySefzOsyWJ38h41lWI8NNtgg/+jkNVcAsS2DnT9jHfjR+oMf/CD/IGX5zTbbLC/P1T7RBZorxBnmgHI5FzPfj370o/TTn/40byfDJw7Ez888dnWgcx245ppr8jHPFb6xHwk9OA/ceeedeWggznE0Cm+88ca1c9F1111Xmz8ahGN5hk+hV3G85ncd5cWQDYOdv2I5HzvXq27Yd+EtF3MNtD34z4UP/EbgOMJ9LrCIZeI3BD2veG+g79kzzjgjHyv8xuCCBL6nZ555ZocRafL/2sHex+E7h/DbEdcffPDBmuvw/uUvf5kd5oIeXm+77bb59WWXXZZfP/DAA/n1Ouusk18z/NxA3zHxe7Y4ZFbxmKr3e5YLnvjNTWNsOEBww/fQhRdeWHsvPvNx+DyRbfvY8n85HOfCP7iPHz8+v44LmAf77RXHWvz/kO8eyikeb2eddVbt/4+E9nEhdPy/Nf4vPG7cuHx+4Lcjxy7HOOXFRXZ+17XPC4/B4WdtINLkjzROVFXFHMqyVetkuXqBCEkw6xMNdAcddFB+HVeAxMkzxhK9+eab8+fROMl/jFn+8MMPzzz4jwINkTQgDmVdXXb4D3oZy7gTHOBKFM4xBLL9rS9Xs3HlDL0leM580b04ftTFuYybyvE5V7VR7u9+97v8mv/k8ToaTeIH5fe+971avfxgZB5uGNdInfHDMhoQqZvlGZKAdRjs/BnrQIMK83OVEP85LF7pyn9WKbM4ZBbDgNC4E71nbrvtNm8E2+R3PLz9k0EnOcB5gaCX/yzHbzF6tcU28J/ruPiF33ScNzhPxufNBiKDnb+iXB89jkbSAXp54jr/vxloPfCfxh7GVWc+fnOwXDT8xG+ICEQG+p7lYgSWjRvLMvwI/zdyXHWPhYEcHInPCO3i/gHF+vlNicPx+3WwQIRlB/qOid+z/QUiLF/v9+xGG22U1+O+++6rHZf8Do6LnYrr7HOPr25wINrmOObYnq233rrP98lgv73iWPv617+eJkyYUPtOK3+HxcUCcYxTV/y/Nf7vTODJeYAeKXweAQi9knntd53HHB50y5+BSJM7k5ND1Z0/lGWr1sly9QKR+E9zJMNcLV1sbCufPCmHbuRf+9rX8vbHFSR0ueVHDn/0FuFvKOvqst1zcnFfui+H4gBXMHPOjN4P9cqisYF5IjhgHhoieI8b1PG6fC5jaD8+5z5LfE5DIa+5qprX8YOy+J+3uDJt//33z+OrDlZn+YclAQXLRGA82Pmz3jrQCEMZ0WhT7z+Q9OBjHnqW8J/JCLTZLv9koAPd6UCEwPyHlf/Mcg4o3iuOQJVQluFHGIKPz/nPbPjQbCAy2PkryvWxO33rlP0ajUd8bw+0zmX/6SnPMcLN2Fmu/BtioO9Zrmhn2ehNyvI04hqIeCwM5OBIfMb/1/k/Pd8PxfrpVYzDhx12WH6/kUBkoO+Yer9ny8dUvd+z8Vue9eB4+upXv5p7ORbX1eceV93kAP8f5eIWRmdhuxiOnuM0/t832G+vONboxVjkUj7eGglEFlxwwTzKQLTx0cOY8wIjzFC233Uee0XHOv25gUiTDUWcDKru9KEsW7VOlqsXiPA+Ichss82WryrkBFy8YrB88mR+upBzRQnPGaee7eFKKq56Lv7FldrM558MdEAHqjjA1c6cYxjKonxOiR+Ht99+e57nxz/+ce1cQ/d7lourWMrnsgg3IhBh3FbmHygQiZvdMVRWI3WWAxHWnzoiEBns/Bk/aouhDGPBUkZse73/QHKTWG7+SjdohkJgfta5Cn+X8bjVgc5wIIZV2GqrrWo94OKqPsZd5z+2NPquuuqqeQg+zgtDCUQGO3/pTWd40+37Ka5oXX/99ft8B8Z3aGx/ORDZZZdd8ndnf4HIQN+z9KLn+Cr+ZjEQ8XgI10bTI78TcTVGhoh1iyEXo5fTYIHIYN8x9X7Pln+X1/s9SwhCYMNFUdyLh3U9++yz+xzLsc4+eox1iwMcf/z/jXv48Mjwx7Ftg/32qnessWz5eGskEJl33nnzEFnF9j2ex/8p/a7zmAsvu+HRQKTJRnu+kKvu+KEsW7VOlusvEDn00EPzD4y4GuSKK66obVucPIv/qabbd/Qi2XXXXfOyxxxzTG0ZbmRcvtJkKOvtsp5sdaC3HYgfXMUxgznnEM7ynzhuMsd5ibGQw5W4v0fcODjOZTHcRaOBCPf+iDIJJjh/H3vssQ3VOVggMtj5s96P2kYDEQIe1ptxnrnh+uKLL17bjtgeH3v7uHL/d9f+53cX9zximCz+aOiKfRw94mJohLvvvjufywYKRGIc64kTJ+Zy4pwZZQx2/oq6fewuzzptf/J/Ei7i4grb+P5nG7jSdfXVV6+9VyUQ6e97lnt+8VshxoAnPPEeIh4Ho/HY2W677bKrMTwP68jwVBwz9MbgoiTei9+zxx13XH4d9xyNe4gM9h1T7/ds+Xd5vUCEuhnFgmG9uGCzeKX8aOTpOnmct8KBI444Ih+XhA98lzBUc5Q72G+vescay5aPt0YCkfg/J78Zo36+U+O533X6Hi50w6OBSA8HIpzYSJ/nmGOORBJcvKIpTp6rrbZaIjiJE2NcsczNOmecccY8NAv/ST7kkEPyf8jjpuvdcHC4DZ7sdWBkHeCHID8IOU/xny/+OO8wfB9XpbF/ogvxlltumYeEoWGQc1r8Zy7OZdEgEo17g/UQofccPz4ZPoP/iFEvIUMjdcZ/IGMs1nIPkcHOn/V+1MY5OK5uvfHGGzMbGi/ZJuqg1x8hEq/54z+2xXuh6PPI+ix/+Q+XA/w2IxzmL+6PRF2EyZxDCXi5ATvnSRpoGZKBcwjzECgTnp5wwgn5dQw1xLmFxq64kjgCkcHOX8O1jZbr8dOsA/iO/zTw8lthhRVWyK9pzIn/8zQTiAz2Pcv/haiPoU54TvBID3yHzNLdZt0d7vkZcpbfyuHrhhtumH8z8jp6WLMOMXwt3wM01jJkDvNEIDLYdwwhC/OvvPLKKW7MXv5dXv49G9seDbesZ/FK+fjcR4+rbnOA/9vyO47vDb6bnnjiify7jO0c7LdXvf87slz5eIvjKn7TMU/5/60EoBy3jGzAhYj8f5j1iYun/a7z2OumY89ApIcDEUTmRMcJb4sttqidcIsnTxoNaQxknu985zu1Rkjm4YoObtzEZ5y4V1lllTy+fjcdIG6LJ3wdGFkHaKQj5OA8Q0MeIS0Ne7FfGHOVofv4Ack89GIr3juj/EOw0UBk8803z0PMRL00DDZaZ/mHZTkQoZyBzp/1ftSWAxHK+NWvfpWHPYweMgwXxvA4rDN/3/rWt2o3xIt193FkfZa//IfDgXHjxtWO+wg6qIdzD/dYItDl/Ml47PQK5nmEwtzIc/7550/LLbdcPsfRM4QGY4Jobja900475bKL/3ke6Pw1HNtnmR43VRzg/l007sb/Yxi+inAwLpigzGYCEeYf6HuWYX7ipuwcYxwzDpmlu1XcbccyfFfwf/v4zThmzJh8/73iaA8832yzzfJ3BhfZxD10IhBp5Dtm7Nix+bcqvVLYrvLvct4r/57lvccee6wW0pxyyim13+DtYGMdHrcj5QDDm3JMlod7ZH0G+u1V7/+OLFM+3hoJRDiuCUH4HmNdGL5u0003rQ3b7Hedx8dIHR/DUa+BSA8EIgOJw42XONFdfPHFfX5oFE+eDEvz4IMP9vm8WCZXf8RVy8X3fe7JUgd0oFUOcNXM1KlT+z0PcRVNsTtv1XrLPyg593EOrFdeK+ocjvPn5MmT+4TX9dbd9zw2daB3HKABuNnfafSIG2yZ4Th/6WXveNmufU2jLq7SyNOqOgf6nuVCjbiy10BEn1vl3HCVs/322+e2AIZ66+8Y4Tskhoqrtx5VvmPqlVN+b7HFFsuNsgw/V/7M1x5bvepAu357cT6gN1l/54Xid12v7gu3u/PPQwYiPRqITJo0KY+jyw2Lufr6mWee6fNDoxiIeKB3/oHuPnQf6kBjDpQDEbk1xk1OctIBHdABHdCBvg4YiPTloR+jj8cll1ySAxEukIyeHyO9n+jpzTBerJPDZY0+Z0baD+vXCR3QgVY5YCDSZCCy/PLL13408CXdzB/LtmrHDbWce+65Jy277LJ5WIQYD7BYJuNR8/lAV4MU5/e5JyUd0IFucODmm2/O5z6GveqG7XEbPC51QAd0QAd0YGQc4N5eDKMl/5HhL/fGuHMx0D777JNOPvnkUeEq9+BjGEfCkFb0/taDxjyQk5x0QAd6zQEDkSYDkV4TxO31pKgDOqADOqADOqADOqADOqADOqADOqADOqADOqADOtANDhiIGIiMiitBuuFgchv8UtABHdABHdABHdABHdABHdABHdABHdABHdABHdCB0euAgYiBiIGIDuiADuiADuiADuiADuiADuiADuiADuiADuiADuiADnS9AwYiSt71kpvIjt5E1n3jvtEBHdABHdABHdABHdABHdABHdABHdABHdABHWiXAwYiBiIGIjqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzqgAzrQ9Q4YiCh510vernTRekyydUAHdEAHdEAHdEAHdEAHdEAHdEAHdEAHdEAHdGD0OmAgYiBiIKIDOqADOqADOqADOqADOqADOqADOqADOqADOqADOqADXe+AgYiSd73kJrKjN5F137hvdEAHdEAHdEAHdEAHdEAH/r/2zgQ8sqrK453QSXf2vZLq7Hs6Sae7k6abHRpZlEUGWXRwARf4xHEQcQTFHRRnHGdGBFTcxoFBHRAURxhUUEQRHHAEFASZYdwQF0SEYXE98/1P5RYv1ZV0Kqkk/ap+9/sqlXrLvef+7v/eV3XOu/ehATSABtAAGkADaAANLJcGCIgQECEgggbQABpAA2gADaABNIAG0AAaQANoAA2gATSABtAAGkADaKDgNUBABJEXvMiXK7pIOUSy0QAaQANoAA2gATSABtAAGkADaAANoAE0gAbQABpAA7uuBgiIEBAhIIIG0AAaQANoAA2gATSABtAAGkADaAANoAE0gAbQABpAA2ig4DVAQASRF7zIicjuuhFZ2oa2QQNoAA2gATSABtAAGkADaAANoAE0gAbQABpAA2hguTRAQISACAERNIAG0AAaQANoAA2gATSABtAAGkADaAANoAE0gAbQABpAAwWvAQIiiLzgRb5c0UXKIZKNBtAAGkADaAANoAE0gAbQABpAA2gADaABNIAG0AAa2HU1QECEgAgBETSABtAAGkADaAANoAE0gAbQABpAA2gADaABNIAG0AAaQAMFrwECIoi84EVORHbXjcjSNrQNGkADaAANoAE0gAbQABpAA2gADaABNIAG0AAaQAPLpQECIgRECIigATSABtAAGkADaAANoAE0gAbQABpAA2gADaABNIAG0AAaKHgNFE1AxEgQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQgULQECIkXb9FQcAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIFA8BAiIFE9bU1MIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQNESICBStE1PxSEAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACxUOAgEjxtDU1hQAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQgULQECIkXb9FQcAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIFA8BAiIFE9bU1MIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQNESICBStE1PxSEAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACxUOAgEjxtDU1hQAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQgULQECIkXb9FQcAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIFA8BAiIFE9bU1MIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQNESICBStE1PxSEAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACxUOAgEjxtDU1hQAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQgULQECIkXb9FQcAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIFA8BAiIFE9bU1MIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQNESICBStE1PxSEAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACxUOAgEiObX3IIYdYIpFY0EvnkiAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEFh+AgREcmSuYMhC02LOXWiZnAcBCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgIAZAZEcVbCYoMZizs3RzF3i8Mcee8xuuOGGvNty/fXX2+OPP573fMkQAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAECpcAAZEc23YxQY3FnJujmfbwww/bu9/9bjvuuOPs+OOPt7e//e12//33p7P505/+ZN/73vfSn5finx/84Ae2FMuEHXzwwem6/OhHP7JTTjkl/Tr11FPtn//5n+3BBx+cUaXTTjstfYyOf9e73mW33377jGP4AAEI7FoEHnroIXvb297mY9gJJ5xg5513nj3yyCM7GHn11Vfby1/+cjvmmGPsne98p0f6dziIDRCAAAQgAAEIQAACEIAABCAAAQhAAAJFT4CASI4SWExQYzHn5mLmn//8Z3vJS15i5557rt15551277332ic/+Ul73eteZ7/97W89KzX8/vvvn0u2OR+7HAER1W2fffax2267zV/f+ta37BOf+IQ95znPsSeffDJt87Oe9Sy7/PLL08fJgXrkkUfaTTfdlD6GfyAAgV2HwD333OOBEI1d6ud33323920FeH/84x+nDb322ms9GKIA5wMPPGAf+MAH7JWvfGV6P/9AAAIQgAAEIAABCEAAAhCAAAQgAAEIQCAQICASSMzzfTFBjcWcO0/z/LDf/e53pgCAHIrZ0q233mpHHXWU7bXXXh44kcNR6Te/+Y295S1vscMOO8w0o+LLX/7yjNPf/OY324033mhnnHGGBxMuvvhie+KJJ9LHaBmrs88+22eFyCH59a9/fcYMEc1Kueiii/wu7he/+MV2ySWX2B/+8If0+cpfAY2PfvSj9vrXv963K7jzoQ99yI444gjTHeLaH50hIkfpvvvum84j/POCF7zAtLRWSOJx1113hY/+rjvJdcc5CQIQ2PUIHHvssfbVr351B8OuvPJKO/nkk9Pbjz766B369gtf+EIfK9IH8Q8EIAABCEAAAhCAAAQgAAEIQAACEIAABIxniOQsgsUENRZzbq6Gytl/0kkn2c0332x//OMfZ5yuJWeuueYa22+//XzZqJ/85Ce+X8GBCy64wO++/uIXv2jbt2/3IEk4WbNOFKjQUlvKV3dqf/7znw+77Y1vfKO97GUv80CIjlGAI7pk1nXXXWenn366L3elGR06PzpDQ/lrySvZ8YUvfMHzveKKKzwYctVVV/nd3wqOaGZLWP4rW0BEs2AUJIneRZ4ZENGd5Ar8KMBDggAEdi0CTz/9tO255572s5/9bAfDNFPkoIMO8u2aBabjfvWrX804TrPhPvWpT83YxgcIQAACEIAABCAAAQhAAAIQgAAEIAABCDBDJEcNLCaosZhzczTTl8ZS8ECBAM2o0KwLNXZIevZG5pJZ0dkeOu41r3mNKRARkgIWX/rSl8JHX75GQRAlzS7Ze++9fVmbcMAdd9wxIyCiGSJPPfVU2O3na0ZKSMr/sssuCx/9XXd6X3rppeltCu5kBkRUrp6XopcCQZr9Es1XJ4uDgiQ6Vy85UfUcEdlEggAEdi0CCmaqj4Yl/qLW/fCHP/R9mpGmZwVlO07jkpbOIkEAAhAoVAI///nP/QYV3YCi1+9//3uvqm74CNu0dCkJAsVGQN8PQh/Qu36jKM3WZ4qND/UtbgLZrhFakSHaZzKfxVncxKg9BCAAAQgUKgECIjm27GKCGos5N0cz04ergbX01Utf+lJ/wHrYkS0gon3f//73TWvyf+Yzn7FXvOIV9rGPfSyc4strRWd0aJaIlrFS+u53v+uBF32hCinbM0R0x7fs0bI3etD7q1/96nD4DvkrLwUvMn/QZy6ZpYDIRz7yEX8pqKKZKZlJAZEbbrjBHaj6kqelt3Ts+9///sxD+QwBCKwwAc34UKAjODGi5uiHnJb7k/Pv4Ycf9lG56aMAACAASURBVOMeffTR6CE+Wy06ds3YyQcIQAACBUBAS5BqnAwvOXuV9N0tbDvmmGMKoKZUAQK5EbjlllvSfUB9Qb9rlGbrM7nlztEQiDeBbNcILbcdrht61w2GJAhAAAIQgEChEyAgkmMLLyaosZhzczRzh8O1BI2CAlpuRilbQEQORP14fs973pMOLkSdigogRAMi3/zmN9MBkW9/+9t2+OGHzyg3MyCihx7rYecKhCiAceaZZ84ZENFsEAU7dEd4NGUGRKLPEFGgQ8vp6O6waFLdM58hoiW8ZA8JAhDYtQho5pb6tZbEy0xydGi5OyWNEQqOhGX/wrEKtEZnt4XtvEMAAhAoFAL6Aq/gcXiFGa8KJIdtv/71rwulutQDAvMmoBsmQh/Qu34DKc3WZ+adMQdCoAAIzHaNiPaZzN/RBVBtqgABCEAAAhDYgQABkR2QzL1hMUGNxZw7t1U77o0+P0N79UP5uc99rn3lK1/xgzMDIroz5NnPfrY/pyPkds4558w5QyQaEPnpT3/qd5Y89NBD4XR/qHv0GSJa118zQ0LSc0LmmiGi47T8VbizK5x34IEHzvkMEc2G+fjHPx4O9/dsARGxUHCFBAEI7HoEzjjjDA+cZlqmgO073vGO9GYFaq+//vr0ZwVJNJZp6j8JAhCAAAQgAAEIQAACEIAABCAAAQhAAAJRAgREojTm8f9ighqLOXcepqUPUbDjgAMOsKuvvtrvitJzOy6//HJ/SPovf/lLP04BEy1HFZICJkceeaRppofSY4895rM/5jtDROeceOKJPrtEd5UovwsvvHDGM0T0XA/NDFHSfjk1dxYQOf/88+2UU07xpa503te+9jWfNTLXQ9UV6Dj00ENND1wOSQER1U13iemlZXde9apX2Zve9KZwCO8QgMAuRED9VcFPLbGn8UKBjs997nO+7b777ktbqmcMKSiicUfL7F1yySUzlgdMH8g/EIAABCAAAQhAAAIQgAAEIAABCEAAAkVPgIBIjhJYTFBjMefmaKY/I+NFL3qRBz0UHNFMi+hyV3Iwnnzyyb4sjYIlSgqg6Dg9F+T000/3PI444ggPQmj/XEtmab+CFFpya/v27fb85z/fPvvZz84IiOiObT0k/dhjj/W89Fllve9979PpO+SvbQrM6OHuWjpL5+nZJnMtmaVzVLfjjz9+xsPYFRCJro2qYNBrX/tafwaBF84fCEBglyOgMUv9XmOK+qzGjxC0DcYqUKK1jnWMZqSp7yvgSYIABCAAAQhAAAIQgAAEIAABCEAAAhCAQCYBAiKZRHbyeTFBjcWcuxOzZt2tBtaDh+ebFEx45JFH5nt41uM0C0X5zJa0pnX04euzHRfdrvVOwxrA0e38DwEIFD6BCy64wJ89NFdNtewf6+XPRYh9EIAABCAAAQhAAAIQgAAEIAABCEAAAgREctTAYoIaizk3RzM5HAIQgEDBELjmmmvs6KOPtrPOOsseffTRgqkXFYEABCAAAQhAAAIQgAAEIAABCEAAAhBYXgIERHLkrSVZFNhYyCv6gPEci+VwCEAAAkVN4O6777abb77ZNBOEBAEIQAACEIAABCAAAQhAAAIQgAAEIACBhRAgILIQapwDAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIBArAgQEIlVc2EsBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACCyFAQGQh1DgHAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBWBEgIBKr5sJYCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEFkKAgMhCqHEOBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACsSJAQCRWzYWxEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEILIQAAZGFUOMcCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEYkWAgEismgtjIQABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQWAgBAiILocY5EIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIxIoAAZFYNRfGQgACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgsBACBEQWQo1zIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQiBUBAiKxai6MhQAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAYCEECIgshBrnQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgECsCBERi1VwYCwEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAwEIIEBBZCDXOgQAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAIFYEiiYg8sMf/tB4wQANoAE0gAbQABpAA2gADaABNIAG0AAaQANoAA2gATSABtBAcWqgaAIisQpTYSwEciCgwZsEAQhAAAIQgAAEIAABCEAAAhCAAAQgsDIE8M2sDPe4lhp3vcTdfgIice052A2BaQJxH4RoSAhAAAIQgAAEIAABCEAAAhCAAAQgEGcC+Gbi3HrLb3vc9RJ3+wmILL/mKRECeSUQ90EorzDIDAIQgAAEIAABCEAAAhCAAAQgAAEILDMBfDPLDDzmxcVdL3G3n4BIzDsQ5kMg7oMQLQgBCEAAAhCAAAQgAAEIQAACEIAABOJMAN9MnFtv+W2Pu17ibj8BkeXXPCVCIK8E4j4I5RUGmUEAAhCAAAQgAAEIQAACEIAABCAAgWUmgG9mmYHHvLi46yXu9hMQiXkHwnwIxH0QogUhAAEIQAACEIAABCAAAQhAAAIQgECcCeCbiXPrLb/tcddL3O0nILL8mqdECOSVQNwHobzCIDMIQAACEIAABCAAAQhAAAIQgAAEILDMBPDNLDPwmBcXd73E3X4CIjHvQJgPgbgPQrQgBCAAAQhAAAIQgAAEIAABCEAAAhCIMwF8M3FuveW3Pe56ibv9BESWX/OUCIG8Eoj7IJRXGGQGAQhAAAIQgAAEIAABCEAAAhCAAASWmQC+mWUGHvPi4q6XuNtPQCTmHQjzIRD3QYgWhAAEIAABCEAAAhCAAAQgAAEIQAACcSaAbybOrbf8tsddL3G3n4DI8mueEiGQVwJxH4TyCoPMIAABCEAAAhCAAAQgAAEIQAACEIDAMhPAN7PMwGNeXNz1Enf7CYjEvANhPgTiPgjRghCAAAQgAAEIQAACEIAABCAAAQhAIM4E8M3EufWW3/a46yXu9hMQWX7NUyIE8kog7oNQXmGQGQQgAAEIQAACEIAABCAAAQhAAAIQWGYC+GaWGXjMi4u7XuJuPwGRmHcgzIdA3AchWhACEIAABCAAAQhAAAIQgAAEIAABCMSZAL6ZOLfe8tsed73E3X4CIsuveUqEQF4JxH0QyisMMoMABCAAAQhAAAIQgAAEIAABCEAAAstMAN/MMgOPeXFx10vc7ScgEvMOhPkQiPsgRAtCAAIQgAAEIAABCEAAAhCAAAQgAIE4E8A3E+fWW37b466XuNtPQGT5NU+JEMgrgbgPQnmFQWYQgAAEIAABCEAAAhCAAAQgAAEIQGCZCeCbWWbgMS8u7nqJu/0ERGLegTAfAnEfhGhBCEAAAhCAAAQgAAEIQAACEIAABCAQZwL4ZuLcestve9z1Enf7CYgsv+YpEQJ5JRD3QSgbjAcffNCuvPJK++Uvf5ltd07b/vu//9v0IkEAAhCAAAQgAAEIQAACEIAABCAAgaUgUIi+mYVy+uMf/2hf/epX7cYbb1xoFgV/Xtz1Enf7CYjMs4v95Cc/scMPPzz9OvPMM9Nnat9DDz2U/sw/8SNw2WWXedueeOKJWY3/1re+Zccee6xt2rTJTjjhBLv33nuzHrcSG/M5CO2Mw2z1k/5f8YpXOMMvfelLsx02r+3333+/TU5O2mte8xr7wQ9+kPWcXMp77Wtfa3qF9Oijj86abziGdwhAAAIQgAAEIAABCEAAAhCAAAQgMF8Cu4JvZr62LvVxp556qr3oRS+y888/f9aiFup/mjXDmO3Ip17mqvqTTz451+4F71tK+5fK5mhlCYhEaczx/9NPP23f+c53bN9997V3v/vdMxyqb3nLW+z973//HGezay4Ccnr/67/+q/385z+f67Al2ffII4/YSSedZHvuuaf9wz/8gwc8MguSfbvvvrtdddVV9sADD7itU1NT9otf/CLz0BX5nI9BaD4cZqvc5z//eRsZGbFzzjnHtm/fbrqoLSZdcsklfuGcLY9cy/vTn/5keoV03XXX2Qte8ILwkXcIQAACEIAABCAAAQhAAAIQgAAEILAoAivtm1mU8Xk+ecOGDXbHHXdkzXUx/qesGea4Uf4h+fcWezNvjsXucHg+9LJDphkbfvvb39ptt92WsTU/H5fSftks25cyERDJke6hhx46w+H74he/2Do6OkydXc7gEMXSrBE5XQcGBuzAAw/0qWKhqJtvvtlOPvlku+iii3z/QQcd5AJVwOUv/uIvbOvWrfaRj3wkHO7v1157rTvt+/r67JhjjjHdRZ8thbwvv/xyd+LrTvvMvOZjm2ZE6I7/f//3f9+hGNl94YUX2lvf+lZbv3691/ub3/xm+jgNLueee65t2bLFDjjgAI8I//73v0/v1/9vetOb/NzNmzd7kOm73/2uPfHEE37MXPZpZsb4+Ljdcsst6fwW889dd91lmu2jsq+//vqsAZG//uu/tve9730zinnjG99o73rXu2Zsm8+H97znPaYZCrMl7fv7v//72XZn3Z6PQWg+HLIWbuZt+fWvf913Z/aP2c756Ec/anvssYcHUl796lfb448/7of+0z/9k23cuNH6+/tdV+oTmUnayaU86VUvJeU/ODho6kfqr0G3Tz31lP3N3/yNjY2Neb8Jx+scDZI69j/+4z9cHwqGXXrppfab3/zGXv7yl3vff8c73jGjXe+77z474ogjrKenxw4++GA/N7MefIYABCAAAQhAAAIQgAAEIAABCECgMAistG8mG8Wl8EGpHC1zrtVT5POU3++LX/yiF69gh/wnyWTSfT6nn376Dmbl6n8KPhn5AQ855BD3I8l/E/Uz/td//Zcdd9xxvu+Vr3yl6XM0ycEu30zwBcmf97//+7/pQz784Q/btm3b3E+pFUaCb1cHzNcfm85snv/kQy9zFfWrX/3KfV7f/va35zpswfuW0n7ZLH+d6rBUiYBIjmQzHb633367Pe95z7MzzjjDnbRaJ+8Pf/iDBzU0NUxL+3z84x+33t7edBBDjtXh4WEPVNxzzz2+NJACF2effbbdfffd9ulPf9o7qfYpqZE6Ozv9mQoKFlxwwQX2hje8Iavlylt368uBL6esZq7IufzlL3/Zj5+PbWFZqH/8x3/0PDILevOb32x77723R1Q1kJ111lnW3d1tDz/8sB96xRVX2POf/3z73ve+ZzfddJMPgrIrpA9+8IM+YGq2hWZfyDEeZhXszD7VSfbdeuutIbu8vc8WENGAq+dZRJMc5gqG5Zo+9alP+cUhW1BE2xQ8UwAml5TvQWg2DvOxKbN/ZDvn3/7t30xBBb3rgvbCF77QXzpWgT4FPJ7znOd4f1LQYa40n/KkV71C/vpfbaqgii7WSgrKvOxlL7Of/vSnfiFXUDJoUlHpRCJhb3vb27w/XHzxxR4E1ZJeCkBqTUzNHIsGHo888kjTzDHl94UvfMGOPvroGRdrL5Q/EIAABCAAAQhAAAIQgAAEIAABCBQEgV3JNxOALoUPSn47+fEUONBNrAomDA0NeRBCQQr5WhQo+cQnPmF33nlnMCXr+3z8T8EnoxuT5Wf8zGc+4+W//e1v9zx1U/Z+++3nvtT/+Z//8ZuX5VsLSTfA6uZX+WzkY5K/VD5Y+W+VPvnJT9o+++zjtspeLZf/qle9yvfl4o8N5c33Pd96iZb7s5/9zAMKCirEOSAi+1WXpUgERHKkms0Be8opp8xYMuvqq6+2ww47bEbOcp7L0auk4ICWaApJD46WwzXcra7tOj7cpa4HQnd1dc2IUIZzM9+Vt6Ka0aTIaXDez8c2zfqIRkOjeel/OZSjz2TQtr322ss+9KEP+aEaVKLna7ARo5Ay1xFUZFYRXKWd2RfyWIr32QZizWKRUzuaNMNBTvuFpGwXpIUGQ1R+vgfR2TjoDgANpOEVjcYHDtn6R9gX3nWhClrRNg1ura2t6eCbAojSyHzSfMqLBkSU57/8y7/MWDJLS58poPfYY4+li5R9ustBKVx8o0u66WL53ve+d8bxCuyEpBljCpaQIAABCEAAAhCAAAQgAAEIQAACECh8Asvlm8mVZL59UFpJRgGQEFCQPbpJXKvMhCS/4mxLZoVj9D6b/yl6TPDJRB3jn/3sZz3o8uc//9kPDauO6MPvfvc7vyk9PJNWdugmdQVylBQg0QwWBU+U5N/RA+BD0o3fbW1tfgNtLv7YcP583/Otl1Cu8pV/ObziHhBRPZaCFQGRoJh5vmdzwGYGRP7u7/7O70DXTI7w+su//Es7/vjjvRQFLaLRSm3UrI7o8kAKEmhAUVKnVQfVXe1aqkp3nc+WsuV9zTXX+IwOnbMQ2zLLynQwa7+CPa9//evTh/74xz+2z33ucz47RpFVzaIJScfq7vqQtOxQCBbtzL5wzlK8zzYQK9iTuXSYIsvROuVqT/SCtJhgiMrN98AwGwctg6bAXXhl02G2/hFlIy2vW7duxjN4tH///fd3vej/5Q6IfOMb3/AZW6GvhhlYmpWli2u4+Oo9JGk2BCy1TRdP3SER0ute9zqfyaR+nDlVMxzDOwQgAAEIQAACEIAABCAAAQhAAAKFQWC5fDMLoZVPH5SW4dJjAKJJNxFrJZmQliIgEvXJaKaHfFO6wVxJwZmvfe1r/szfj33sYx6wCTeda2UQBTi04o6SluLXTbnKQz4qBUfkuwk+Ia20097e7o82yMUf65nn8CffeglFK98QDNE7AZFAZuY7AZGZPHb6KZvDNzMgoucJaIaIghfRl6Z1KWULWoyOjs4IiJx33nnpgIjOkdNceenOec0WyXymRTA8W95ycGs6mNJCbAt5h/dsARE9UDss9aTpcQrwnHrqqR6AeclLXjIjeKAorZa9klP5xBNP9GeC/OhHP5qXfcGGpXifLRDw3Oc+1wfVaJmaHRCd9RLdN9//wwVpIctkRcvI9yA6GwfNoNAScOEVvRsg2JOtf4R9etfMIV20woUo7Hv2s5/t0xT1ebkDIlpOTv0v2lfD/6pjtoBIeAZQsF8X3mhAROdpSTD1Ad05EZ09Es7hHQIQgAAEIAABCEAAAhCAAAQgAIHCILBcvpmF0sqXD0p+xdNOO22GGTfccINpdZWQljogolke8i3pZmwl3bAsv5KWOteN1lqyKwREtF83YWulHq2go+cd65nISnqesPLROcEPFN5D3vP1x3qGOfzJt16iRbNkVpRG9v8JiGTnMuvWbA7fzICI1snLXPInurxQtqDFzgIiUYP0wHOtf5ctKW89zyCa9JBuOfWVFmJbNC/9r4BI5jNM9IyEv/3bv/VD5fyVUzskrccXnU2h4IcerKRliTQgh2eP6Pid2RfyXIr32QIBGjj14PVoUpBHUePFJtU/BJIWmle+B9HZOMzHvmz9I/M8LSd11VVXpTfrAqTZGHqeiNJyB0QUoNPFUutOhqSARvi8kIBIyEfvGmQVFAnTNaP7+B8CEIAABCAAAQhAAAIQgAAEIACB+BPYlXwzs9HMhw/qkksumfEYAJUlf2DU77cUAZFf//rX6WppiXLN7JCvVavtbNy4ccZzWxWciQZEtOy9buTW804ylzeXfzXzWSdRH266UDObyx8bPW4+/+dbL5ll8lD1TCIzPxMQmcljp5+yOXz1/Iuoc1wOfjlAg4NXkPWQ5dDpcg2IqGPKAR+ecaDI61FHHZXVVuXd09OTnhKlh7TrzvXwwOeF2JZZkAIiWsJLeWlJId1hr2WQVJaSAkSKrirJsfxXf/VXMwZGTUVTkEGdX8suRQeandmnAVDBicwZBl7YAv8osqzXtdde64No+CzblbTkkRzmoX5qR83SCdHiBRabt9PyNYiGes/GYTaDNYUwnKtl3RTU0uenn3466ylqf10oNdNEaztqtpOWJQu8dxYQybW8zBlNl1566YxniMhI3Ulw/vnnu72yQ3cLhGeE5BoQ0dqVxx13XDoAoumZusCG/psVChshAAEIQAACEIAABCAAAQhAAAIQiC2BlfbNLBc4+Tj6+vr8GcC6kfT+++/3AElYFUd27CwgEnxI8/E/BZ+MlsJS0vNd5SN96Utf6p9182l/f7+v7qENegaInhMbAiK6CVc+Wm2XD1J+x2jS8vDKL/iwtPzXMccc44fk4o+N5jmf//Oll7nKErvbbrttrkMWvG8p7ZfNsn0pEwGRedJVB9MaclpnTlHIaORTz8oYHBz0Dh+y0132uhN+amrKl+PRtK2Qcg2IKGCgaV3qwJripSWWbrrpppDdjPeQ9zvf+U5fJkv2KmAjx3NIudoWzgvvcjDreSF6LopmtnR0dNgHP/jBsNuDMXpw9tatW2379u12++23+6wVnad03333+YwA1UcvDaTKKzyIfS77/vM//9Ons+m5KPlIcq5rely2lxz7IclJLzs1qMtmPfx9V0n5GITmyyFbnbW8WzZ+s81i0sVIS0lJN+o3mtF0zz33pLPeWUAk1/IyAyJ6KJbuFlB/DkGuBx54wA4++GDvs9L0CSecYOGhXOHiGx2Md7ZklrSj+isYqX5w8cUXp+vHPxCAAAQgAAEIQAACEIAABCAAAQgUFoGV9s0sJ009R1U+z+HhYfft6MbXsMqG7JgrIJKr/yn4ZLT6zLZt29yXI/9N9Lm2unFavpwDDjjAb3DVTBD58PScECU98D34IHUTuXyrV1xxhe+TY1w3dss/pZkmyuP73/++78vFH+sn5PAnH3qZT3HB1zqfY3M5ZintXyqbo/UjIBKlsQT/P/jgg+k73xebvQaN8MCg2fIKARHt1x3pUSdu5jkLtS3qYJY90WBLtAzt0wySaNIAqdkld9xxR3qzHM964Pxll12W3qZ/ZrMvOk1uxglL/EG2y6bMOi1xsTvNfikHoZ0WvogDFBj5xS9+sYgc8n+q7hTI58CrWTC7ml7yT40cIQABCEAAAhCAAAQgAAEIQAACxU0grr6ZxbSafGTRVV8Wk9ds54aAiN5V1mx+JM06yeYD1fNdTzrppHT28tEooKNnG0eTHOSz+Rvn44+N5jWf/+Oul7jbT0BkPiqN0THRgMhSmR0NiORahpzNitp+5Stf8eixBiLdna8o75VXXplrdhxv5kuPAQICEIAABCAAAQhAAAIQgAAEIAABCEBgZQjE3UG8MtR2Xmo0ILLzo3c84qKLLjI96zgEO+QI1zat6LGSKe56ibv9BERWUv1LULaeb6ElspYyaXms6BJZuZZ13XXX2UEHHeTRWEVktazWhRdeyJ30uYKcPj7ug9ACq81pEIAABCAAAQhAAAIQgAAEIAABCEBglyCAb2ZpmkGOay2RpfeFJD0bRMu2T05Ouh9S73r+yL333ruQ7PJ2Ttz1Enf7CYjkTcpkBIGVIRD3QWhlqFEqBCAAAQhAAAIQgAAEIAABCEAAAhDIDwF8M/nhWCy5xF0vcbefgEix9DTqWbAE4j4IFWzDUDEIQAACEIAABCAAAQhAAAIQgAAEioIAvpmiaOa8VTLueom7/QRE8iZlMoLAyhCI+yC0MtQoFQIQgAAEIAABCEAAAhCAAAQgAAEI5IcAvpn8cCyWXOKul7jbT0CkWHoa9SxYAnEfhAq2YagYBCAAAQhAAAIQgAAEIAABCEAAAkVBAN9MUTRz3ioZd73E3X4CInmTMhlBYGUIxH0QWhlqlAoBCEAAAhCAAAQgAAEIQAACEIAABPJDAN9MfjgWSy5x10vc7ScgUiw9jXoWLIG4D0IF2zBUDAIQgAAEIAABCEAAAhCAAAQgAIGiIIBvpiiaOW+VjLte4m4/AZG8SZmMILAyBOI+CK0MNUqFAAQgAAEIQAACEIAABCAAAQhAAAL5IYBvJj8ciyWXuOsl7vYTECmWnkY9C5ZA3Aehgm0YKgYBCEAAAhCAAAQgAAEIQAACEIBAURDAN1MUzZy3SsZdL3G3n4BI3qRMRhBYGQJxH4RWhhqlQgACEIAABCAAAQhAAAIQgAAEIACB/BDAN5MfjsWSS9z1Enf7CYgUS0+jngVLIO6DUME2DBWDAAQgAAEIQAACEIAABCAAAQhAoCgI4JspimbOWyXjrpe4209AJG9SJiMIrAyBuA9CK0ONUiEAAQhAAAIQgAAEIAABCEAAAhCAQH4I4JvJD8diySXueom7/QREiqWnUc+CJRD3QahgG4aKQQACEIAABCAAAQhAAAIQgAAEIFAUBPDNFEUz562ScddL3O0nIJI3KZMRBFaGQNwHoZWhRqkQgAAEIAABCEAAAhCAAAQgAAEIQCA/BPDN5IdjseQSd73E3X4CIsXS06hnwRKI+yBUsA1DxSAAAQhAAAIQgAAEIAABCEAAAhAoCgL4ZoqimfNWybjrJe72ExDJm5TJCAIrQyDug9DKUKNUCEAAAhCAAAQgAAEIQAACEIAABCCQHwL4ZvLDsVhyibte4m4/AZFi6WnUs2AJxH0QKtiGoWIQgAAEIAABCEAAAhCAAAQgAAEIFAUBfDNF0cx5q2Tc9RJ3+4smILKcFaWs/zMYwAANoAE0gAbQABpAA2gADaABNIAG0AAaQANoAA2gATSABopVA6uKteLUm06PBtAAGkADaAANoAE0gAbQABpAA2gADaABNIAG0AAaQANooHg0QEDk/4qnsenYtDUaQANoAA2gATSABtAAGkADaAANoAE0gAbQABpAA2gADRSrBgiIEBBhKS00gAbQaD/6zAAAEppJREFUABpAA2gADaABNIAG0AAaQANoAA2gATSABtAAGkADBa8BAiKIvOBFXqzRTupNpB8NoAE0gAbQABpAA2gADaABNIAG0AAaQANoAA2gATTwjAYIiBAQISCCBtAAGkADaAANoAE0gAbQABpAA2gADaABNIAG0AAaQANooOA1QEAEkRe8yImAPhMBhQUs0AAaQANoAA2gATSABtAAGkADaAANoAE0gAbQABooVg0QECEgQkAEDaABNIAG0AAaQANoAA2gATSABtAAGkADaAANoAE0gAbQQMFrgIAIIi94kRdrtJN6E+lHA2gADaABNIAG0AAaQANoAA2gATSABtAAGkADaAANPKMBAiIERAiIoAE0gAbQABpAA2gADaABNIAG0AAaQANoAA2gATSABtAAGih4DRAQQeQFL3IioM9EQGEBCzSABtAAGkADaAANoAE0gAbQABpAA2gADaABNIAGilUDBEQIiBAQQQNoAA2gATSABtAAGkADaAANoAE0gAbQABpAA2gADaABNFDwGiAggsgLXuTFGu2k3kT60QAaQANoAA2gATSABtAAGkADaAANoAE0gAbQABpAA89oYNUTTzxhTz75JE5xAiNoAA2gATSABtAAGkADaAANoAE0gAbQABpAA2gADaABNIAG0EDBamDVjd+4tWArR+TrmcgXLGCBBtAAGkADaAANoAE0gAbQABpAA2gADaABNIAG0AAaQAPFrIFV+x11ommWyOOPP05ghMgfGkADaAANoAE0gAbQABpAA2gADaABNIAG0AAaQANoAA2gATRQkBpY1TZ5mJ15zns9IKLASDFHh6g70VE0gAbQABpAA2gADaABNIAG0AAaQANoAA2gATSABtAAGkADhamBVaXtW2y3dZvttDec6zNFmC1SmA1NB6Zd0QAaQANoAA2gATSABtAAGkADaAANoAE0gAbQABpAA2igGDUQnqO+qrxrq5W3b7by5Abb45Bj7cZv3DJjloiW0mLmCJ2kGDsJdUb3aAANoAE0gAbQABpAA2gADaABNIAG0AAaQANoAA2ggXhr4KmnnvIVsm66+VZbVTuwp9X2bbPK7ikrS05YaeOgTe13uJ1x9rl22eVX2e3fudMPVgQlzB4J/0sIykwv/a/90Ze2hciLAis6Tp/D/9Fjw/8hL71rm/LQ8aHM6P+UD3/pJGgmaCi8oz/6H+PPk+kxVP2E8ZfrD9ff1HeRcJ2Ivodrid61ne8ffP+KfueM/s/3T75/apwIY0Z0HAljB98/+P4RriHSCd+/+P7F9y++f4Xvl5nXjHAtCfvD2KFxQ8fy/eMZXyDfv/j+pX4S+kxmX5I++P7F968whkon0e9f37nrbvv0lVfbWW89z/Y59HlW2zlhqyr79rSK7q1W1r7ZSprWW2nzsM8WqeyatBoFSnqmrLxjo1V2T1rD0J6WGDvAWsb29wBKlY7p3WK7tY5aafOQlbUMWWXHRqvqmfJXff9WaxreyxqH9rK6gW1+fv3ANqvsnLDdEsNWUt9rJXU9VlLXbaWNPVbeOmxlrSO2WyKV15rWEavsGLeK9nErbx2x1c0DVtbU78dVtm+wNclxK20ZtJLGPittGrCyxLDvK20ZstKmfitt6LWSeuXd57ZVJEetpmuT1apOrSPT2wf9nIr2MatIjvn/5V7+oJW3pPbJLh1fpu16hf9bBm1186CVNk6X0zzgeVR2TFhd3xZrGtrD6ge2WG3vpFV2Tdia5KhVJNdbbc9mq+mdsoquzc5VbGr6tzoznVfds9nWdo5beXLUVieGnE1pXaeV1rZ7WWWJQStPpliVqfzm/lR967ustK7Lj5FNpV73XtutZcBfq1sG3f7ViWHT/6tbBkx1LW9d721S2bnRZLu4lifXp+takRw3satsH7fankmr7d3ibVLZuclq+mT35DSfVP7iLe4lskd2NA+YylQbad9q6aR9g9UP7G6Nw9LUPtY4vIczUnurnJqeSasf3GZVvVPOTfbulki9lF9pU1+q3sq/ocdK68Or28pbBmxt67BVJEdsTXK9latdk6Pebq6LpgG3QXpJaWa9M1ibHJuu35TruKZnyttJmqnv22LJiQOsfdOBVj+0h9ulfNWeNd2brLJzg9WoXXs2W1XnBqvsGLPKjvX+0jFrkiPOUFoqbeq1sqZet7Ospd9WN0uf0pq0lWpX8SpLjNjadRvSupY+a9RG3ZutqnfSqnvU/6a8/LLWIedU07Mp1Qcauq2kpt1KatutRJpQe+j/qjbXk2uoNaWDNL/GHt+3urHXyloGvM+oz8nmyo4NtlvriPfVktouW93Un9JPUn10g1Umx2xtctTrWa5+KI0mBqy0vstWVbTaqrUtVlrVaqV1HSk9N/W6FtRH1adDv5c2xCLwqGxXn53wfit9rkmOWVnLsJU29Hmdyqb7doprv9e1pHqd19PrX9dupfWdzlvMxV711T5t17iTGh/Up9ReE6692un+WJ4cT/Xb9jGvm8YktUNVxwar6Zzweqt917aNeP2ruja6FjRelDubcVvTkRq/lL/GphKNS+rPDd0ptp0a4zT2DNkaaSAx6PaK3Wrx0binl9pE45/z6bey5j4rb5VuVLZsmkhpo2fSqro3WmXXxumyU+Oi+oPn3TJolerPrtExK2vuT2mlOmklla1WUpGwkuq2lF5qO73NxEv8UrpJ1bVSvNpHrapd7+utMjliNR2yY9R8X3LYP9d0T6Q0qT6rfuptpvF1yErrUjpVXcVjdXO/7dbc5+3ietWY16BxJKVN9W29fFtdu5Vpn1iqnZt0TLfn4+wae2xN66BVJDXGiaE012Uldal+oPfylj5bk+hzllXel9V+anONCUN+zSmp7bCSqqRzKa1psxK9qlpTjMSsosVKKpqttLrNyrweXc5qdXOvlTV2p7g195v3q+Z+7xfliX5T33ebZXtjt9e7vKXfKpOpvlOZHLLaznGr6Rh1jtKY2q2ibSTVt6brWlLX4bb49aGu09uttDZppQ2dfpzapTKpPhzaaTj1uX3Eylv7rby51ypaB6zSX6nP2iY2eqkegX/qvTtld327eTnqXzo+MZ1Xos/zqkoOWXVy2PPWPtVLdfLjWtTGGpc6bbX6ofKqS3rbeFvWtHneqxtSbVtS2+ZtrM9lzd22plU66LPypl6rULnT/4f3FIuk57u6od30KmvUONBt5c3dVqbP9eusrL7dypu6rCKhfHqsornLKhM9VtnSYxUtPVbW1GXljZ3Tr9SxblNtMpVfs643KU7iXVLdaqvKG2zVmgZbVV5nq8qqbVV5rZVWtXh9ylTHqoSVVmssTHqdZIPylF16VbT2pcpt7ra1ap+WXrdf56W01uR5l6xtsLLatlRdpOmKJiutaPJ6rZ7mqTIqW9UefVaT1PjRZeUt3VaZTLV3hbTfKM1M61ralm3ORfZIw11p25xVi/KbZi6W4tqQYlPenDq2rDH1WWXKftdTU7fzTtU7mdJO4NgkLbRP86u10uoWK5/OY23TM/zL6pOp+jZ2uV0q1/MTB7VTU5eVSSPp7al2Uvml0lB1i5XVtlppTWvqc02Lt4+3UU3CKlq6rU46be21mmSKmf6vnn7JFumjNjngPNVWeomv2k46c/3WtZvaQBxWN0rj67w+0pjawHmJldrD3zu83WRjSXXCSmo0viSsRLqpk/aTVlqTsLK6VHt7mYk+U/ul9K9xRvl121rXbq/rt8L1mWpD2eNabpFmp/uB2lZ9Qm3TqOtNiuFatel033Abm9Qv+qy6tT+tpwrpvnmaV6LHfGysaraSNUH31VayJmhfY+M6K1dbTvc/jR2ViV6rae11Nmpb8XN7ZF+T+usz/U/9UTbUdQxbtY8lA84+xWa6PatbbG1zl7djSvODfnxoH/V/1dNfqndLilNKO/qOrf6p8Vz9t9b7b8naemdfWtXk21U/9T31N9dbU69VJ4esvmPENay812pMTfTZ6qZuW93YZXWdI1bfNZYaA1v7/ZpTkxxKXXuaulPnNXVbTTJlb23HiNV1rreWvg1W1z7o45OuU6nxdNCqfFwdnG43XQeltVS91H/dvkrVo8lWldVaidqlonG6PnWpuq2u8m2qs8ZvaUr1UbkNPRuspmO9NfZOWF3XmP+vzxq/a9p1nV/vL32uaB3yMVB6UJ2q1Oc1bkyz1nVFttV3rrfEwKRVtw1ZuWx1ramfpa4TyrOpb8LquzdMXyMHUtcp/dZp7rOSGl2HNU4l/Rqn64a0X+HfM1Ntp3JS17GB1PjdKC30Tb/U9u0+9vr1Wn1K18maNq93ZXOXNXQMWWv/RmvoHrXajmHnX9s+5OOSxm4/XmN4RbMz9XG8Nul93bU7PYZ7G1QnUmOBrgm71diq0kpbtVtVauyuaLSSyhYfs1T/OvFsH7bGnnFr6B5zfadYjlhj7wZr6dtkDd3j1tizwdqGpmzd8BZr6hm3+q5RS/RNWEvvhDV2j/m2xq5xq2zVGDbgbdc2uMU61m+1rvE9rW/jvtY5uoetG9ri74m+jd425fVJq28f8vxq20esVm3dOujfrzRmiKvatL5z1F8qc93wlCX6N1tT70ar7xo3nVezbsTbRHr065XGL7+W63qbuj6KWUPXqDV0jvp4VlrdPN0OCZMd6uPSSkvvBmvoXO/jrNhUtKqt+6yufcQZdG3Yy0Z2P9A61m9xDWmfX9s0Hid6rLyh3dZq3Grtt7qOUWvu3Witg5OWHNliLQObrWVg0pr7NlmL6tC3yX+rhN9MOqe+Y9jrreuSvvuWrG22VWX1VrK2ycdj9UcxkR41Vobrl18/NY7oVZHw7wLqe9KMxlflrX5e3Tbg45/6XWJg07T2x7zdnF1Nm63RsRoLukZdH2qXus5Rr0f3xN7epjrXxwVnM2Rtw5O+PTm8xVoHN1t913rXs5jquq/PbUObrbZz1Put6rE2oevZkNumejd2jVnrwCZrHZqy1uEt1jG2p4m3xoKq9hFLDm1J66l9/TZLjuzu26SDRnEemkzZ2zlqneN7WM/EPtY+us3rqbqIm38vaOp2ravPqw7SfnPvBudTWtth5c39VtMu+8etvnPMddnQvcHqvT0nXO9N3eOpth2YtPbh3a1tcMoS6i8at9aNeN+RTht1XM+ENXVPeD7VbcP+uW1w0pp7J6y5b6P3I2lc2vfxbN2I26V6qc8l+jdZbfuw26/+JY02q09KV0OpPin7m3rGrLJt0Oumfqp26BzbZh2jW71+dckBPybV11Njqq5pujZKH6nvyoM+HqiPN3Stt0T/hI9HLf0bLdG/0TpHt3qezX0T1tw7bsmhSWsbmrSusW3WPrq7abv6WWp8HfI+1dwz7tdwXTNLKsP3yRbT2NY2sNHWDU2myunf4Haqn6suKqtv4942vOUA6xrfw8erxm6NBevT37eapj+rHWuSKQ0194y5zZ2j21xPGm9a+iacofqAxm/9NqlpH7W6dl3vNnqebYObvJ+uG9G4tZdJ620ju3v9VM+m7g3eRvodqN8Aul7q+qv2SAxsdhYpHQ1ZRUuv1bUP+Pe6ao0N+u2h329Vbba6vsvHofb1W21oaru1j0x5XaXflv4NVqe+p3GxY8ivB/pu4uPM9Div75G6tvp3kGk/Q0Xr4PQ1c8THD9Wpd9O+NrrtWTaydbuN7XGQ9U7s5eO6vh87Bx+zep1lzbph7z9qZ12HpTPpQnWUjnRN1jVXv3F9vNLv9apWH4PK9DugssWv+ZVNHdYxMuVjpcZPlZUYnPQ+X6nfTIl+q9Zvw9Z+L7ekOmmllQm3Wd9V1KdV/lr9VtXvb/22re2YfiVTDN1X0Grl9e2ev+tk077exqqH+p/aR7/HxC51bR605v5N3t9SdqWuVdJ8Xdd6k66kd+nOx8VuaUPHpK7ja/U9o33Y6rtHnaHGKNmr32H63vXM2NpnTV2jrgVdN2WL+4D0ezn8htdvdx/P29226rZBq9OY0ZvqY/ouFH5f6jueeKV+j6fGTv3e999/079BdUz76B7WtWFvP859Jk36jTCc8lvIF9fQ4+1X0zludd3jVqvvRYNT1jww5b/z9Xs95aOSj0jjZL/7GfXbf637iIbdd+BtX9OR0kFV0uueGJiy5v4pq+8c9+uaviu0DW1JfaeSn7Gx26/x+q4gDehz6veKfif2W0PPRuua2Me5+zjr3wOHfUzXeCLu0l/qmj/mbSBNqv/0TOztY4bGXY1l7l+TRqd9OPIH1nSOWXP/Zi+jd/IAz0vjbVP/pCUGt1hyeHfXhq5x+n6g7xT6ba7f++5nr15nq9ZovOr0a7p//5k+R/1eekn5HUb8e2Zjj9px0ho6h61a1zmxbNWYMGiV8qfIZ7Zu3MoT630yyP8DSuk+e6fK+CkAAAAASUVORK5CYII=" 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///3429/+1trVTDPNFPmT7aWXXip/qo3f/va3Y9JJJy1fPvXUU/Hee+9VmzwSIECAAAECBAgQIECAAAECBAgQIECAAIGGEMh72Xl/u9nuYef993nmmSeWWmqp8jExn3766bjvvvvKx7yf3+gtP8PGG28cSy65ZDnU+++/P84555xRMuxB00477Zc96WmZZZaJK6+8sjz0nnvuiQ033LC1m/322y/23Xff8vWvfvWrOP7441u35TF5bLY8Jo/VCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAfwvkveu8t73sssu2DiWDkRtuuCHyXnejByRrrLFGHHfccWVhQgYJf//738vPMe+885YBQwYi+++/f/zlL39p/XyN9mTGGWeM008/PQYNGlQGOTnm/Fxffvll7LTTTvHyyy/3asg9rhTp1VkdTIAAAQIECBAgQIAAAQIECBAgQIAAAQIEGkQgZ0Y68sgjY4sttog//elPsccee8SLL75Yji4Dknx/8803j4022qjNrEkNMvwyBMkwJMODk046qfzpaGz5uTJwyFAkw5FGrBrJIosMdI466qjWj5Cf6dBDDy0Dn6222qr1/Z486XEoklhVlUdOg1XbMjmrtuXz2la7byOC147VcwIECBAgQIAAAQIECBAgQIAAAQIECBAY8wXyBvzaa6/d4exGea/7zDPPLG/SX3HFFQ0ZjGSQkBUW6623Xmt1SEdXLcOFv/71r+XsThmiZOVFI7WqomXHHXccYVg59sceeyxyn6oCZoSd6nijx9Nn1dF3w+9SleFUA83A5qc//Wn58tJLL40JJ5yw2hTPPfdcXH755XHXXXe1vpfJ1KKLLhrbb799vPXWW63v55MDDjgglltuuTJB/PDDD9tsq15k+U8eu/7668css8wSzz//fFx99dVx7rnnVruMtseVVlopcpwPPfTQaDunExEgQIAAAQIECBAgQIAAAQIECBAgQKC/BaqlIupZ7iGXh8hpnLJipFFaVodk9UdtIJLBwSGHHFKuK5LjzCmnTj755LjsssvKYef26667rgxFGmkqrWr6r4UWWqhD3qFDh0ZWiuT6KD1tY/X0wDHhuDfffLP8YuSiLRl2/O53v2v9WIssskhcddVVceyxx5Y/GRaccsopseaaa7buM9dcc0X+VEFKtSG/UFtvvXUsvvjiMfbYY1dvt3kca6yx4ve//30cccQRMc4448Stt94aE0wwQRx99NFxxhlnlPOltTmgj1/kZ6vWgenjU+meAAECBAgQIECAAAECBAgQIECAAAECDSOQa2TnlFnV7EddDWz33Xcv1xvJRdgboeW97az4yCqK2uqJ6h5zVoJkiJDTUeV+ee86W+6bx+R72UejtJxdqq/HM6BDkf/+979luc1HH31Uzg+X1SC17fHHH48777yz/PnjH/8YgwcPbhOK5L5nnXVW+UvwrW99q/XQLLX62c9+1vq6oyfbbLNNrLvuumXwko977713WZ715z//OTbYYIOywiSPW3rppeO2226L733ve63dnH/++XH99de3vl5qqaXikksuiSFDhpSPGcjUthtvvDHOPvvs2HjjjcsE7dFHHy1Tw9wnq2UefvjhmHrqqcsQJ881zzzzlFUy+fz//u//Wrvaa6+9yrHMOeec5Xu//OUvy9crrLBC3HTTTWU/2267bUw11VRltcuzzz4b5513Xkw00UStfXhCgAABAgQIECBAgAABAgQIECBAgACBRhLISpF6ApEccy4XkVUXOdVWI7QMOTJEyICjts0wwwzle1kFklUVGfx88MEHraFI7pvH5LFVUFJ7fH89z7H++9//jk022WSEIeR7ua03VSLZaY/XFJlpppnKhWWyk/wSXHzxxfm0bPklyp9s+WWq/ULlgjR5Iz5bpm/t1xwpNzTgP3PPPXesttpq5ZendniffPJJmaZlxUcutLPWWmtFvnf77bfX7jbC8wUXXLB8L8OE2pZf0pxOq0oaJ5544vJLOc0007TuNvvss8d0001Xvs4pvrLiJM+ZfWVAkUHGE088EU8++WS5T4YcOT3X17/+9XKKrpVXXrlclCbLoz7//PN44YUXymvy2WefRVbPDB8+PLKSJX8Z3n777dbzTj/99OV71bRiM888c/k6K2VeffXVcsxZ6ZKhTh6X/aXHKqusUpZitXbkCQECBAgQIECAAAECBAgQIECAAAECBBpAIBdYz1Ytql7PkEZm33r6680+Sy65ZFkF0r6PrA6prRzJ8GOSSSYZYWH1rCDJPnobNLQ/f29eZ4CTlS5ZiJDjy+qR1VdfPTbddNPoaK2RkT1Xr0KRHFy2DD1qQ5Fll122dSqmX/3qV21CkQwOagOTRg5Fqvnh8jOON954ceGFF0ZWXbRv1157bfl5Mx3MCpFddtml/S4jvM5QKVvOgVbb/vnPf5YvM3Cop3388cdlFUke9+6775a2Oe5MzapQJPvJee5yTrxPP/20rOLIsWY4lYHWdtttV1aZ5CI1GVpl+9rXvlY+1vPP/vvvH7key89//vPYYYcdWkuxssolpyDL70MGMBoBAgQIECBAgAABAgQIECBAgAABAgQaSeC9995rpOGM9FjyD9trw4+qgyrkyFmG8o/9c62OrBSp3q/2y2MbqVIkx5VjzNmVck3vDEJq38v72b1tA3r6rO7wMtzIxdLzZ7PNNosFFlggDjvssBEO++KLLyLDnzPPPLMMOXJ6qu5aTt2VLdcTqW3jjjtu+TIrP+ptjzzySGQ51I9+9KPyC57HVaFL1UdWgGQgki2ntcpWTYNVvujFP6+88kp59DPPPFM+vvbaa+Xj008/XT5mZYtGgAABAgQIECBAgAABAgQIECBAgACBRhTIG+35h931tvyj/0b+Y//az5FVILlO9uWXX14GDVl10Qwtr0lWheSMS/mTz0dFIJKfve0d+ZHQyIueQUC29l+Au+++u7Wn2uf5Zu2CNe2Paz2oQZ7klFA5tVS2fDzttNPiyCOP7DAYyWqRffbZp9Wku4+Qc59ly6QuKzSqll/SbFWwUL3f2WOu35HVK9NOO225pkcVfHS2f76fIU5ftPb9tn/dF+fUJwECBAgQIECAAAECBAgQIECAAAECBHojcMMNN5RLI+QfvXdXOfLjH/+4nM4pj2mElpUeeY+5q5ZhQvs1R6r9s0qkffVIta2/Hn/4wx+W615Xy3BU48jPkX+If84551Rv9eixV6HI8ccf3+FJ268jUrtT7TRbte83w/Os7mhf2VGNOwOAvFjV9FfV+5093nzzzeX+WQaUFzH7nmCCCWKdddYpD8nt2bLCI1vtF6Ba0yPfz2mwcqqtnLYr51nL5w8++GBu6lXLSpUPP/ywTcVJ7Xl71bmDCRAgQIAAAQIECBAgQIAAAQIECBAg0CACeZ87l33IP4jfY489Oh1VrgO97777Ru7fXXjSaSejeEOuudHVmLNC5K9//WunZ80/0u8sMOn0oD7akOuenH766eU96Vx7Oz9bbcvtuRREri+y0047jbA+Su2+XT3vcSjSVadjyrZcRySDimwZNiR4Vwuo1xuIZH+33HJLPP7447HEEktETn+Vi6RnwDHllFOWFR933HFH7lYumJ5rhWRY8txzz5XhSC66XlWEVCVDiy66aFlGtOWWW5bbZptttnIuuI7mkys7rvkn55J76623yi/bzjvvHOeff34MGzYsssonS6tyEfmsXMl55zQCBAgQIECAAAECBAgQIECAAAECBAiMSQIZcOR6zLlWcy5LkCFD+1mOskIkA5FcmL2RpqDK+795fzfH3FG4kcs15LrUHbU8Jo+t5x5yR8eP6vdyDZEcz/LLL99p10cddVRZHHDIIYdErnXdkzag1xTJNTUyVFhooYXKaa8yNattV1xxRTltVk6dlSFGVk8k9qhoufB5LhJz9dVXRyZcW2+9dUw88cSR58zFznN7tqxAOe6442L48OHltF35JX7xxRdbh3DnnXeWgUqGJjmF15AhQ+LEE0+MXMdjscUWa92vqyeff/55HHvssZGVIIcffng5ntw/K0+yv0zdNthgg9Kgq35sI0CAAAECBAgQIECAAAECBAgQIECAQDMK/O1vfyuDkUGDBsVDDz1U/uS92vx5/fXXY7/99ivvIVfhQ97DbYSWAU2OLcfV0YLpOXNTR7M35b55TB7bKCHPxhtv3GGw0945w59NNtmk/dt1vx5UrEXRcve97kNadsxSoSwnypZJUm1YkF+IXJg82yWXXNIG/ec//3nrxckpn/LLNtDbqquuGhdeeGGkTa5bkgFI+5ZhyBRTTBFvvPFG+03l60woM7SpFnDvcKcevjn99NOXlSLWCOkhoMMIECBAgAABAgQIECBAgAABAgQIEGgagbz3nbP6VC2rRnINkWrKrLz/nTfmM1ToKHCojhudj/kH7jPMMENZPVFb+bHrrruWwzjllFNah5OBSP4hfq57nQuYN0LLdVHyHnnOgFRPGzp0aGy11VY9Wg+lx9NnZXXDsssuW44v07PaliVG1bZ77723dlPMN998scwyy5TvZR9alBeuqkLZc889yyqP9i6fffZZp4FI7lv9QrY/blS8fuWVV0ZFN/ogQIAAAQIECBAgQIAAAQIECBAgQIBAwwvkH/J39cf8VRBSTVdVve7PD5YVH7nWyXXXXVcGNtXYasOQHF8GOfmT64zkMQOx9TgUGYhYffWZc/2OnCct1++o1jDpq3PplwABAgQIECBAgAABAgQIECBAgAABAgR6J1AFIVX4UL3uXa89PzqnwMqqj1wXOsORDD7uu+++1vVCsjokqzFyzY5cLiEXMh+orcfTZ+V0TVn1kS3Ba5OzrBTJn2xZWlS7KE2WHlUVIk899VSfVjiUA/APAQIECBAgQIAAAQIECBAgQIAAAQIECBDoA4GcSqu7ypI+OG2XXeb99wxBllxyydalLHJKrfvvv78MSRplDZHaD5HjzYXWt9xyy9q3O31+0UUXRS66XjtVWKc7t9vQ41CkXT9eEiBAgAABAgQIECBAgAABAgQIECBAgAABAgQaWmCshh6dwREgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIERpGAUGQUQeqGAAECBAgQIECAAAECBAgQIECAAAECBAgQaGwBoUhjXx+jI0CAAAECBAgQIECAAAECBAgQIECAAAECBEaRgFBkFEHqhgABAgQIECBAgAABAgQIECBAgAABAgQIEGhsAaFIY18foyNAgAABAgQIECBAgAABAgQIECBAgAABAgRGkYBQZBRB6oYAAQIECBAgQIAAAQIECBAgQIAAAQIECBBobAGhSGNfH6MjQIAAAQIECBAgQIAAAQIECBAgQIAAAQIERpGAUGQUQeqGAAECBAgQIECAAAECBAgQIECAAAECBAgQaGwBoUhjXx+jI0CAAAECBAgQIECAAAECBAgQIECAAAECBEaRgFBkFEHqhgABAgQIECBAgAABAgQIECBAgAABAgQIEGhsAaFIY18foyNAgAABAgQIECBAgAABAgQIECBAgAABAgRGkYBQZBRB6oYAAQIECBAgQIAAAQIECBAgQIAAAQIECBBobAGhSGNfH6MjQIAAAQIECBAgQIAAAQIECBAgQIAAAQIERpGAUGQUQeqGAAECBAgQIECAAAECBAgQIECAAAECBAgQaGyBQV8WrbGHaHQECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgd4LqBTpvaEeCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgSYQEIo0wUUyRAIECBAgQIAAAQIECBAgQIAAAQIECBAgQKD3AkKR3hvqgQABAgQIECBAgAABAgQIECBAgAABAgQIEGgCAaFIE1wkQyRAgAABAgQIECBAgAABAgQIECBAgAABAgR6LyAU6b2hHggQIECAAAECBAgQIECAAAECBAgQIECAAIEmEBCKNMFFMkQCBAgQIECAAAECBAgQIECAAAECBAgQIECg9wJCkd4b6oEAAQIECBAgQIAAAQIECBAgQIAAAQIECBBoAgGhSBNcJEMkQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEei8gFOm9oR4IECBAgAABAgQIECBAgAABAgQIECBAgACBJhAQijTBRTJEAgQIECBAgAABAgQIECBAgAABAgQIECBAoPcCQpHeG+qBAAECBAgQIECAAAECBAgQIECAAAECBAgQaAIBoUgTXCRDJECAAAECBAgQIECAAAECBAgQIECAAAECBHovIBTpvaEeCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgSYQEIo0wUUyRAIECBAgQIAAAQIECBAgQIAAAQIECBAgQKD3AkKR3hvqgQABAgQIECBAgAABAgQIECBAgAABAgQIEGgCAaFIE1wkQyRAgAABAgQIECBAgAABAgQIECBAgAABAgR6LyAU6b2hHggQIECAAAECBAgQIECAAAECBAgQIECAAIEmEBCKNMFFMkQCBAgQIECAAAECBAgQIECAAAECBAgQIECg9wJCkd4b6oEAAQIECBAgQIAAAQIECBAgQIAAAQIECBBoAgGhSBNcJEMkQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEei8gFOm9oR4IECBAgAABAgQIECBAgAABAgQIECBAgACBJhAQijTBRTJEAgQIECBAgAABAgQIECBAgAABAgQIECBAoPcCQpHeG+qBAAECBAgQIECAAAECBAgQIECAAAECBAgQaAIBoUgTXCRDJECAAAECBAgQIECAAAECBAgQIECAAAECBHovIBTpvaEeCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgSYQEIo0wUUyRAIECBAgQIAAAQIECBAgQIAAAQIECBAgQKD3AkKR3hvqgQABAgQIECBAgAABAgQIECBAgAABAgQIEGgCAaFIE1wkQyRAgAABAgQIECBAgAABAgQIECBAgAABAgR6LyAU6b1hw/YwfPjwOPDAA+Ptt99u2DEaGAECBAgQIECAAAECBAgQIECAAAECBAgQGF0CQpHRJd0P53n44Yfj2muvjSmmmKIfzu6UBAgQIECAAAECBAgQIECAAAECBAgQIECgsQSEIh1cjwf/EfHeRx1saLK3brvttlhxxRVj0KBBTTZywyVAgAABAgQIECBAgAABAgQIECBAgAABAqNeYJxR3+XI9Xj05RGPPDfiMYduEbHgrCO+PzreOfDsiF2+E7HRUqPjbCOe4/0ikHn9vYg5vzHitpF5J0ORHXbYYWQOsS8BAgQIECBAgAABAgQIECBAgAABAgQIEBhjBfo9FBn6SsQ3p4v47pJtjWedtu3r0fnqhqMixh17dJ6x7bnuezbij4Mjztuz7fsj8yrXEXnyySdjpZVWGpnD7EuAAAECBAgQIECAAAECBAgQIECAAAECBMZYgYaYPmvmIgBZbp62P5NNFPHm+xEb/iLi7y995X/e4IiD/tDy+t4hEbueEXH5vRGrHBix0k8jzr71q33z2ctvRXz/1xFL7B6x3pERtz/11fZh/41Y94iI516NOOSPEcdd2bJtz99FZN/Zqn1uejRihf0iVj4g4sI7WqbX2vn0Ysz7RPzisois7qjaJ59GHHhBxLJ7t4zrjL9UW1oec8w3PBLxg5OK4/eNOP6qiA8/adl28vURh55TfOZ/tozt/iIgyXZjcf7VD45YfLeIrU+I+OdrLe939u8dd9wR8847b0w99dSd7eJ9AgQIECBAgAABAgQIECBAgAABAgQIECAwoAQaIhTpTHyaSYugY6EiJCgChi++jHjhzYjTigBhu1Vbjsgg4pFnIl59N+L0IizYbOWW7Tc/0bJ9+BdFIFIECEvMHXFtEYhsukLEPqd9FSh8UWx/6eUiDLkiYoLxIpYu9sv2wutfhRzVPg8U64z8bq8ikFitCDEuijjqkqLv4nxHbx9x15MRl93Xcmz+e2AR2rzzYcQlhxTPtygeB0dcdOdX27P/y++O2G39iMO/F3HTg8X4ip9s6y4asc4yETNMV4Q/m0XMNX1LMHPQWS1Tel15eBGkzBdx7q3l7p3+c+utt8Yqq6zS6XYbCBAgQIAAAQIECBAgQIAAAQIECBAgQIDAQBMYpxE+8B9uKkKC278ayVhFVHPrMS2vd1kr4i9FYPCHYvuNDxdBRPF6jm98te/XJoz4ydotrzNAeOnNiIvviFhtgWL/ohpj8kmKapL/bf/+ShF3/i3igsFFGFGEFVX7ybrdr1/y4zUivj5ZS0hxaTGWGaaKWOp/IcqQ5YpgpOh3uyKDeKNYC+SOYpyDfxUxSTG2GaaM+Ncbxfhvidhy+eqMRdXKEhGLztby+ukimBlcBCu5ffYiDMmfoa8WlSbztGwf+noUi6VHrLVwxIRFeLNzYdBdGzx4cJx++und7WY7AQIECBAgQIAAAQIECBAgQIAAAQIECBAYMAINEYqsuEixpkgRElQtA4Cq5doex/ywmGrq2IhZZojIcKK2TTBB7atiiquiiuLX/5sGa8grEZ8X1SCn3fjVPsM/bwkcvnonYrav177q+PlERRhRtdmKcUw0fvWqJSj50+CW1/8owoxxi30zxKnaK28X1SxFMPJlUe1SfbYMN6o2z4wRf76/ejXi48zTRExThDBbHBex9uIR6xc/GbZ01v7+97/HsGHDYvHFix01AgQIECBAgAABAgQIECBAgAABAgQIECBAoBRoiFBkpuKmf1UV0dF1yWm0xi5GOt64EWPVBCYd7Tt+sc9/P23Zkmt7jF1UnVRBRL671Lcipi0qPnrT2o+h9vXHxTnzde05s6rkx99tmQJs7A7GX3t8R+Map/gMlxxQrGVSTMH14LMRZ10T8cP1vqqQaX/MbbfdFssuu2yMO26BoREgQIAAAQIECBAgQIAAAQIECBAgQIAAAQKlQEOEIl1di6yu2P/cokpitWJKrUcjzi8qML6/0ldHfF5UftS2x/9VhB5FCJFt5mKN8eeLyo2d1mx5nf9+Vuyf1Sd91WYpAp7hw1sqWqqwI6tVMiSpXvfk3JNO1PI58rPk+iZ7ndp1KLLuusWcYBoBAgQIECBAgAABAgQIECBAgAABAgQIECDQKlDUIPR/yymtsqqj9icXVs927uCIDz6K2KOojPh5sSj5KVdEvPxWuan8583i+SNDW17n2hzX31esvbFYy+t1Fo148p8R9xfVFdmG/Tdiq2Ktj/uGtLzui39zvZMZizVBqim7MhD5xWURJ11X/9nahydPvhCxwymFw8ctfQz7pOUcHfX40Ucfxf3332+R9Y5wvEeAAAECBAgQIECAAAECBAgQIECAAAECA1qgISpFzimmg8qf2nbKXi2LmZ9xdbEw+k8jcgqphb9ZBB5LRxx0flExUmzPNt20xULsj0XsfUbEO+9ErFgso7H1Ci3bpioWWT9m+4h9im05k1ROq7V2cXy1QHrLXqP+3xN+FLFncc6Lbm6ZMmvuWSN+8+P6z5PjO6MIURbeqZgy65CIb80YMXUxhdhqB0ZM+rWI8cePOGDTjvu75557YoYZZohZZpml4x28S4AAAQIECBAgQIAAAQIECBAgQIAAAQIEBqjAoC+L1qyf/aZiOq3fXBtx3c++qqKYZMKOP82rRWCSa4nkGiOjq731QcuC7LWLqvfm3MOLqpN3PiwWXS8Cks7awQcfHF988UUcc8wxne3ifQIECBAgQIAAAQIECBAgQIAAAQIECBAgMCAFRmNE0Le+GYZ0Fojkmb8xxegNRPKcWakyqgKR7C+rZboKRHKfXGR95ZVXzqcaAQIECBAgQIAAAQIECBAgQIAAAQIECBAgUCPQ1KHIZMXi47N9o+bTDPCnn332Weywww6x3HLLDXAJH58AAQIECBAgQIAAAQIECBAgQIAAAQIECIwo0NTTZ434cbxDgAABAgQIECBAgAABAgQIECBAgAABAgQIEOhYoKkrRTr+SN4lQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECIwoIBQZ0cQ7BAgQIECAAAECBAgQIECAAAECBAgQIECAwBgoIBQZAy+qj0SAAAECBAgQIECAAAECBAgQIECAAAECBHorcP7550f+jEnNmiJj0tX0WQgQIECAAAECBAgQIECAAAECBAgQIECAwCgQePDBB2O99dYre7ruuuti8cUXHwW99n8X4/T/EIyAAAECBAgQIECAAAECBAgQIECAAAECBAgQaCSBOeaYI2afffZySPl8TGkqRcaUK+lzECBAgAABAgQIECBAgAABAgQIECBAgAABAl0KWFOkSx4bCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAgTFFQCgyplxJn4MAAQIECBAgQIAAAQIECBAgQIAAAQIECBDoUkAo0iWPjQQIECBAgAABAgQIECBAgAABAgQIECBAYGAKDBkyJPJnTGpCkQa6moMHD44tttgi9txzzwYaVduhvPnmm+UYc5xvv/12241eESBAgAABAgQIECBAgAABAgQIECBAgMAYIZBhyAorrFD+jEnByDiNdHWGDRsWF1xwQTz++OPxr3/9K95///2YZpppYq655ooNNtggll566Rg0aFAjDXmUjuXVV1+N2267LWadddZR2u+o7Ozjjz8ux5h9fvLJJyN0feKJJ5bXbYQNxRt57aaddtqYY445YvHFF4/JJpuso93K97rqJ3eYdNJJW/uZbrrpOu3HBgIECBAgQIAAAQIECBAgQIAAAQIECBAgUAk0TChy6aWXxqGHHhrvvPNONbby8R//+Efce++9cd5558XGG28cJ510Uow77rht9skX//znP+Mvf/lLzDbbbLHmmmuOsN0bo0fg3HPPjddee63bk0011VRxxBFHxKabbtrhvvX2M+GEE8Z+++0Xu+yyyxgdmHWI5E0CBAgQIECAAAECBAgQIECAAAECBAj0kcDcc88dd9xxR9l7Ph9TWkOEIhl65JRRw4cPj/yr/yzJWXHFFWPKKaeMhx9+OB588MG488474/LLL4+cvumcc86JiSeeuM01eOqpp+Lwww+PddZZRyjSRqZ/Xiy33HKxyCKLjHDyxx57LO6+++5466234ic/+Ul5jVddddUR9qve6Kqfe+65J7Jy5cgjjyyrTrbZZpvqMI8ECBAgQIAAAQIECBAgQIAAAQIECBAg0EuBMSkMqSgaIhQ56KCDykBk+eWXjz/96U8x9thjV+OLVVZZpXz+5z//OXbaaaeyauSWW26J7373u637eNJ4Ahl0ZPVGRy0DkfXWWy+GDh0aBxxwQDzwwAOdVnl01c+7775bhmBZJZRVJ5tttlmMN954HZ3SewQIECBAgAABAgQIECBAgAABAgQIECBAIPp9ofWPPvoonnnmmfJSZLVIbSBSe32yAiSn2Lruuus6DETaT7tVe6znjSWQU2flQu3ZXnzxxXjllVd6NMDJJ588ttpqq/LYXH8mp1rTCBAgQIAAAQIECBAgQIAAAQIECBAgQIBAZwL9XimS1QJffPFFOb4ZZ5yxs3GW7y+55JIjbD/77LPLqZgyMMmW/Z1++unl81zIe8sttyyfV//kubLSJCtPXn755bKy4Jvf/GYstdRSse6663ZasZALoA8ZMiSyXGjllVeOl156qexn8ODBZR/zzTdf/OAHP+hy8fAcw9tvv12eO6cFe+ONN2KJJZYopwtbeOGFqyF2+fjkk0+W1TS5EH0udD7LLLNEnjvDgQkmmKDDY5999tm49dZby8XJqxAh33viiSfiP//5T2y//fZt1mnJacyuv/76eOihhyL3+/a3vx3LLrtsZCXPqGpZAXT00UeX3WWYMcMMM/So67wWRx11VHlsXpN55523R/04iAABAgQIECBAgAABAgQIECBAgAABAgS+EshChLxnni3vF08xxRRfbWziZ/0eiuRN/ao9/vjjMeuss1Yv63o85phjIqsEqpZVJ4cddlj5co455mgTinz22WdlcHHzzTdXu7c+nnXWWZHBRC7wneuatG9XX311XHTRRWV/GbZ85zvfieyvark9j82fBRdcsHq7zWOGEN///vfbVEbkWDIcyAXku2u//vWvIz9vbcu1VrL95je/iVNOOSWWWWaZ2s3l81zHI01mnnnmMjzZa6+94sILL2zdb9ttt20NRTK0yZAk1+uoWgY/v/3tb8vqjn322ad6u1ePtRVBn3/+eY/7qq0ymWmmmXrcjwMJECBAgAABAgQIECBAgAABAgQIECBA4CuB/GP2XLogWz5ffPHFv9rYxM/6PRSZZJJJYv7554+sgDjkkEPKioHFFlusbtJcrDsX27799tvjkUceiQxC1l9//fL4qaeeurWfrBDZddddI0OI2WabLTbccMOy8mGsscYq17TIUOHRRx+N3XbbLS655JJOK0aysmKPPfaI7bbbLpZeeukyTMiqj1NPPbUMO3JbVqLU3vTPQeSXJ8eV1R25gPyPf/zjssIjqzKyIiOrHdZee+3W8bZ/khUxGYhkILPpppuWC9FPO+20ZfVKBirZ/4477hgZYOT0VJ210047rTUQyQqZ7C8NsuVYMux57rnnYpxxxikDpPyi5zXKsOm8886LM888s7OuR+r9u+66q3X/3oQZGVRlm3766WPOOeds7dMTAgQIECBAgAABAgQIECBAgAABAgQIEOi5QN4bPv7448sOxpRAJD9Mv4ciOYisgMhAIKeTynKcDBvWWmutsuohp0PKG/SdtQwhsuXaJBmKzDXXXOXi3e33z2qEDEZye1Z1ZDBRtZyWa9FFFy2DkjvuuCOyYmWhhRaqNrd5zO3XXHNNm+2rrbZaOdZNNtkknn766bjpppvKBcBrD8zPmIFInv+KK66IaaaZpnVzrpeSU2/lY2ctq1ImnnjiuPjii2ORRRZp3S3Hufrqq5fTW6VfLlTf2QLnr732WvnZf/e735XThdWOITvMKcgyEBl//PHL/Wqn9MoFz3fYYYdyMfPWk/fwSX6W/BzZ0iODrM7asGHDyim+ard/+eWX5TXKkq20zmnDTjjhhNZql9p9PSdAgAABAgQIECBAgAABAgQIECBAgACBngl873vf69mBDXxU52nDaBx0rlmRN7j33Xff8mb3vffeG/mTLSsZMiDJKosMHwYNGtSjkY077rhxxhlnxHvvvdcmEKk6y2mnck2TXGfk73//e5vQo9onH3MNkI4Ck1xvo6p4yaqK2oAjp3i6/PLLy25+8YtftAlEqr5zaqttttkmTjzxxOqtNo9ZBbLRRht1eGwGPBmMZCCSY++sZSXIBRdc0GEfeUxWy2Tbeeedy6nEyhc1/4w33niR02dl+NNde/DBB+Occ85ps1sVZtxwww3ldcgKlQMPPLDLa/qrX/0q8qezls5ZYTT77LN3tov3CRAgQIAAAQIECBAgQIAAAQIECBAgQIBAKdAQoUiOZIEFFogbb7wx7r777rjuuuviL3/5SzkdVYYYebM/fzJ4OPnkk8upknpy/XJKq9oKkfZ9VKHI66+/3n5T6+uuFoPPioecBiwXQa9t+V5WqmRFw3LLLVe7qc3z2vVV2mz434v2lR21+1QLlWc1SGctp5jqrI8PPvigdX64NdZYo7MuyoXdO91YsyEXss+fzlpeh5wOrDY86mjfCSecsKxcab8tK4M+/fTT8hwZZGWlSH6HNAIECBAgQIAAAQIECBAgQIAAAQIECBAg0JlAw4QiOcCsHMjgI3+OPfbYsmrj1ltvjSuvvLJc+DsXFd9ss83itttu6/VUSe+++25k+PHWW2+V02rl+TMY6E2rApdc46S2vfjii+XLDD2q9Ttqt4/s85xSKsee02Vl9Ue2DAa6a12duxpj9pFrjfS25RRf8803X5tuctqwHHtOkZZVO1m9013bf//9O5wOLEORXLsl1xTJx6xeye9FFQ5116/tBAgQIECAAAECBAgQIECAAAECBAgQIDDwBBoqFGnPn1UZOWdZ/mSlyO67716ueXHuueeW61u037+71xmE5Hoa559/fhkqdLd/T7e3n+LrpZdeKrvK6ad62rLSJA3OOuusLqfI6mn/taFKPWFFd+fJ6c7ar22SoVEuCp/hVoYjk08+eXfddLp9ookmKqdUy7VoVllllXLB+aw8+e1vf9vpMTYQIECAAAECBAgQIECAAAECBAgQIECAwMAWaOhQpPbSbL755mXFSFYDPPTQQyMdiuQi59nHY489Vq5TssUWW8Sss84ak046aeuaFmeeeWY8//zztacdJc9zgfTetoMPPrhcoyMDizXXXDNyHZYMGarqj5tvvrmsmOjpeUbFGLs7d65V8vvf/z7ef//9MrzItUB628YZZ5xySrIhQ4bEww8/3NvuHE+AAAECBAgQIECAAAECBAgQIECAAAECY7BA04QieQ3mmmuucoqkXLh8ZNvZZ59dBiJf//rXy/VKpptuuhG6uPbaa/skFMlF1LPlVF09aRnkVIuWZ7XIsssuO0I32XdOI9XTVo0xj3/77bdjkkkm6WlXnR43xRRTxPbbb19Wi2TFTi4e39kaJ5120sGG7DdbbbVLB7t5iwABAgQIECBAgAABAgQIECBAgAABAgQGuMBYjfD5H3300XJR9e7GUk1DlQuaj2x75JFHykNWWmml6CgQyY1ffvnlyHZb1/5V4PDqq6+WVRKdHZTrZHTUqrHndGIdBSJ5TG/HnouwZ9VFtqy66Kx1NsbO9m//fk6plVUpue7Kr3/96/abe/Q611fJNttss/XoeAcRIECAAAECBAgQIECAAAECBAgQIECAwMAQ6PdQ5KqrrorvfOc75eLbzz77bKfqL7zwQtx+++3l9vnnn7/T/TrbUIUGnVWZfPbZZ/H000+Xh1f7dtbXyL6/+OKLlwuAZ79drXlxxx13dNh1NZ6cdirX4uioPfnkk+Xb1b4d7dPVe2OPPXast9565S4nn3xypyFLZ2Psqu/abbmOyA477FC+lWu7/Pvf/67dPNLP0+PWW28tj1t44YVH+ngHECBAgAABAgQIECBAgAABAgQIECBAgMDAEej3UOQb3/hG5KLZGVbk4tx//OMf41//+lebK3DPPffENttsUwYCuQ7IZptt1mZ7vuhuEfNcgyNbLvL9wAMPlM+rfzJs+MlPflJWMOR77RdKr/br6WOuA7LHHnuUh5966qmRP1988UVrd1k18ctf/rLTNTGqsec4c9qp2jZ8+PA47bTTWgOd3ox9n332KT/7gw8+GLvttlubqpYMW6655ppyoffa8/fk+U477VROz/Xpp5/GCSec0GUXafPuu++O8PPcc8+V03Cts846ZbCS13+vvfbqsi8bCRAgQIAAAQIECBAgQIAAAQIECBAgQGBgC/R7KLLkkkvG9ddfHznFVN783nvvvSPfW3DBBWOttdaKeeedNzbccMPIKpJc5+L0009vDS9qL90qq6xSvrzpppvKBdQzPNlvv/1ad9luu+0ip4jKluHL8ssvX95E33bbbWORRRaJXJeims4pb9Tn8VmdMqraVlttFauvvnpkRcoRRxzR+rmySiY/63333Rf7779/h6dLjzXWWKPcdvTRR8cCCywQOQ3Vj370o1hiiSXiiiuuiBtuuKEMl+6+++5y7Ln2yMi2XLPlpz/9aRmMXHrppeV5clH3TTfdtDQ66KCDyiBiZPttv39Wi/z4xz8u385xDh06tP0ura+PO+64mHvuuUf4WW655SItnnnmmcjQKUOlWWaZpfU4TwgQIECAAAECBAgQIECAAAECBAgQIECAQHuBfg9FckC5Rsif//znyIBisskmK8f42muvRa41kguIjz/++PHDH/4w7r///uhsiqSlllqqDFSy8iSrC/InKxGqlv1ecsklscIKK5RvZchy4YUXRoYIq666ahx11FGRN9oPPPDAyLU78vieTkVVnbP2MW/c53RRe+65Z0w66aTxzjvvRFbA5GfMz5QLqec+nbWcdusHP/hB5DRXuYbG5ZdfXgYhGfTkIvK5YHlOe5VTdeXYP//888666vL9rLbIapTsN/vJRd6zumbKKacsx582o6LlIuvpkJUuxx9/fI+6zDHmlF/XXnttbL311j3qw0EECBAgQIAAAQIECBAgQIAAAQIECBAgMHAEBhU3/vtmdfEeGmaQ8fzzz0cuSp5t9tlnL9fjGGusUZffZN95jpxyaaGFFmpdYLyHQx7pw5I8p3964403YrHFFosJJpig7j6ymiYrKz744INYdNFFO6yaqbuzbnbMKc0yPMo1XKaaaqpu9raZAAECBAgQIECAAAECBAgQIECAAAECBAg0tkDDhSKNzWV0BAgQIECAAAECBAgQIECAAAECBAgQIECAQLMKjLryi2YVMG4CBAgQIECAAAECBAgQIECAAAECBAgQIEBgQAgIRQbEZfYhCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAaGI7wABAgQIECBAgAABAgQIECBAgAABAgQIECAwIASEIgPiMvuQBAgQIECAAAECBAgQIECAAAECBAgQIECAgFDEd4AAAQIECBAgQIAAAQIECBAgQIAAAQIECBAYEAJCkQFxmX1IAgQIECBAgAABAgQIECBAgAABAgQIECBAQCjiO0CAAAECBAgQIECAAAECBAgQIECAAAECBAgMCAGhyIC4zD4kAQIECBAgQIAAAQIECBAgQIAAAQIECBAgIBTxHSBAgAABAgQIECBAgAABAgQIECBAgAABAgQGhIBQZEBcZh+SAAECBAgQIECAAAECBAgQIECAAAECBAgQEIr4DhAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIDQkAoMiAusw9JgAABAgQIECBAgAABAgQIECBAgAABAgQICEV8BwgQIECAAAECBAgQIECAAAECBAgQIECAAIEBISAUGRCX2YckQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEhCK+AwQIECBAgAABAgQIECBAgAABAgQIECBAgMCAEBCKDIjL7EMSIECAAAECBAgQIECAAAECBAgQIECAAAECQhHfAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQGBACAhFBsRl9iEJECBAgAABAgQIECBAgAABAgQIECBAgAABocho+A488cQTcdlll42GM43cKe655574xz/+MXIHjea9X3nllbj55ptH81mdrjuBzz77rPxO56NGgAABAgQIECBAgAABAgQIECBAgACBZhEYpz8H+s4778T555/fOoTpp58+Nt100/L1qaeeGtUN1/HGGy++8Y1vxHLLLRdTTz116/71Pskb6z/96U9jo402ig033LDew9rs9/vf/z4eeOCB+OUvfxlTTDFFm21dvfjjH/9YfsZ55pknNt544xg0aFDZz/HHH18GEvPOO2/87Gc/i7nnnru1m4ceeigOP/zw1tf5ZNxxx40rr7yyzXu9fXHGGWfE8ssvH3PMMUevunr44YfjsMMO67CPdPv617/e4bb2b5500knx17/+Nfbaa69YddVVy80ZKKXVaqut1n73bl/n96ez673nnnv2qM/ak+a1veCCC+Ltt9+OpZdeOn7+85/HJJNMUrtL+byr7069fbTv9LXXXotDDz00Xn311dhjjz1i9dVXb7PLyHyHuhpfm05rXnz88cex6667xhprrFF+N2s2tT79z3/+E0cccUTcddddkb/DOcYDDzwwvva1r7XuUz3pbAz1fI7HHnssjjnmmPj73/9e/vdhm222ie23377quvXx008/Lc0mnXTSOOCAA2Lsscdu3ZZPLrzwwvIn/xtz7rnnttmWL2688cb47W9/Gy+//HLMNddccfDBB8eCCy44wn7eIECAAAECBAgQIECAAAECBAgQIECgcQX6NRSZeOKJy5vWeTNygQUWiEUXXbRV6oUXXoh11103pptuujIcyWAjb5yuv/76kUFCve3WW2+NY489NnbZZZf47ne/W+9hrft98MEHcdBBB8Xnn38ev/jFL0YqEMlO7rzzzthggw1i5513Lvt87rnn4ic/+Ul5c3ihhRaKrNbYeuut489//nNMO+205T4vvvhieRM5w4GqjTVW4xb1vPfee/Hhhx+WztV4n3nmmTIo6egGeLVP7WPe0M4b0VNOOWW89dZbtZt6/PyLL76IBx98sAyTqhvgGZTkTfPxxx+/x/3mgZdcckkZiBxyyCHldbv00kvL63jNNde09tvdd6eePlo7q3ly7bXXxv777x9bbbVV/POf/4w333yzZmvL03q+Q92Nb4ROR/KNE088sQzEzj777MjvSAaK++23X2TgWbXuxtDd58hw5rjjjisDlwzmhgwZUv5uTTDBBOX1qM4zdOjQ2GeffWLZZZctQ6Tq+5DbM5zde++9y2M32WST8rpWx1WPf/rTn+LII4+Mo446qvxvVQakm222WfzhD3+IxRdfvNrNIwECBAgQIECAAAECBAgQIECAAAECDS7Qr3fas/ph5plnLm9Q583w9hUFM800U/kX2fPNN1950zNvZp933nnx3//+t2S9//77y4qK6nV767yh+oMf/KC8CdtZIJJ/xZ5/7Z7VEnmTM8OY2pZ/jZ/VHXkjt6MqlUcffbQ8LitBMvjI11X7/ve/H7fcckucdtppscoqq8SXX34Zv/nNb8qbtVnB8M1vfrN8nuf/3e9+Vx0W7777bvm5s4qj+smbubUtp5TKaoqsMNlhhx3iX//6V+3mDp9fffXV5U3h/Ov22hvT1c554zhvCudfwWdVy2233VZtKj9X+nT0OWebbbbYaaedYskll2z9efLJJ8vKnAy+umvpkjf586b2ZJNN1uHuGTosscQSZXBWa5U7dzbuvPGdFUJLLbVU67gyQKiqjjo80f/ezOqPHXfcMfK7l9VLaVfbMmjLG+RZvVRVDeSN/8GDB7fu1t13p54+WjureZLf+7POOqusesgKjI5aPd+h7sbX1Xe7Ouff/va3WHPNNcvvRQYeVXVXbs8QMUOjhRdeOFZaaaWyMidDnNrW3Ri6+xwTTjhhWd3xox/9qAxL8/cqQ9PaaeEyHNtyyy1j8803j3333XeEypas/MhAMn+nOqv8yAArf5+z2iz/W5GBVIa2jTgtXq2v5wQIECBAgAABAgQIECBAgAABAgQItBXo11Ck7VC6f5XTaw0fPry1kiCrJ2r/4rt9D1lZkjf588Zq/tX6FVdcUVZ8VPvlDdqcZif/SjwDgDnnnLPcv7qxmxULeUzeHL/ooovi5JNPHuFma07DlAHC9ddfHxni5E3Xqu2+++7lTfW8aZx/ZZ7hSv4le+5X22acccbIyoqq5XinmmqquOOOO8q/rr/qqqsib+xWLasqsvIl+8+qgQyTMpTIcKGzlsdkhUreyM2/es+byTk1VdVyaqG84Zvhyw033FA+zz5zmqY8d1efc9ZZZ40tttii6qr0zpvF2223Xet7XT3JSqH8y/6sqOmoZZVQ/uRf5WfIlRUH1TojXY17nHHGKa9tbZVNhgk//OEPy2vR0bmq93IqrPy+pW/eUM8pqjIoyfbRRx+VUyi1v475Oq9vtu6+O/X0UXbUwT85tgxjumrdfYe6G19317w693XXXRf/93//V04dlgHj0UcfXW0qH/N3Kc+V3+GcKiyn3Kpad2PI/br7HFVfWTGS4UZOCZff9W233bbaVH5X8ncvQ7vTTz89snIl+63a/PPPX1Y5TTTRRNVbIzxmxVNt0JI75H8/8jNoBAgQIECAAAECBAgQIECAAAECBAg0j0C/Tp81skx5YzOnPcobmnnDOqet6Wrqmttvvz1mn332slogb9znzdtclyPXgciWN8jzr7/XWmut8nWuf5A383Ndi3XWWSfuu+++yMAi/wI+K1qy+uGEE06Iqmohb7ZnGFJVQ2QgklUMOUVWBiw5Hdg000wTWUlR3cTOSoX2Uzfl61x/oWo5nc8jjzxShhZ5Yz/XMcjptc4888xyl7ypmzd9q+qXDFzynOnz/vvvt7l5m587q3AyUMiqk5wKLNu3vvWtcuzli+Kf/Bw5VVk1ZVe6LbLIIuV7uU9Xn7Pqo3rMkCNvNH/729+u3irDgmHDhpWvs7qh2pZBQ1ZMdLVeSlaPZCiRLasysgIo16LJdUa6G3d50P/+ybUnnn766TLgqt7PsCWDn6rluLOCKU2r65rX7+KLLy4Dkvy+VNcqg5zaVnsdu/vu1NNHZ9ey9pydPe/uO9Td+Lr7blfn3W233crKm6yoyYAyf1dyjZz8LmbL70JWAWXLYO073/lO+Tz/6W4MuU93nyP3yZZ9Z/CS1yR/T/KaVS3/OzDLLLOU06Zl1UpWb+XvVE6tN/nkk1e7dfmY/z3I9VDyvx0rrrhiGRxmdVb+jmgECBAgQIAAAQIECBAgQIAAAQIECDSPQFOFIsma1RDtQ4WOuHO/vGmZfx2eFSPZcqqfnHIq1wPIqZiyOiOrLPIGadVyiqwMGLI9//zzZR85jVA1tVdWKuTC3xmMZMuKi6zoeOmll8ppvfKGet7wzlCko5b7t6/oyNf5ftWy8iSn1MoQI1vePM4AJP/KPqf3yfFl9ULV8gZ2tVB7Lkxduy2n68ppr/Kv2qvFy6vjatf7ePbZZ8vAodqWjzlVVtXq/ZxZYXDOOee0hi/V8XnTOoOebBkw5Vof2TKIyqmIMoTprNWOM/dZeeWVWysSuht3bZ/5PUjb2im6MmBKo6rlGGeYYYYyEHn88cfLMCfXS8m1L9oHGR1dxyoo6e67U+3XVR+dXctqrF09dvcd6m582Xc917z22uQUWRnkpFOGgdny2uZ3N7/DWeGT39Wc0ixbPWPo7nOUHRX/nHTSSeV3KQOPDNCyIiTHky3Pk8FX/p5mcJPVK7mez7nFGjb5vaynVb9DGZZlUJmhZP43IcNFjQABAgQIECBAgAABAgQIECBAgACB5hFoqlAk1w7JaXKy8qG7ltNsffLJJ+XC7NW+WZ2Q63jk9DoZimRfeZO0+qv23C9v4lYLvueN8KxEqQKR3J4Lvedfwlctb5bmVEgZvuT0O7XTXFX71D5m6JJrT9S2fF27XknesK1t2XduzxAnQ5H8XJ1NG5YVKXkzv2rVX8KnXVdhUld9Zl/1fs6sssm+1ltvvWoI5WNOnZRTXWWrxp5rY+SN6pyuqzLJG9bpmUFEValRHlTzT36OvHbZuht3dVg1hdNNN91UvVU+5g30XI+iatXN/KwIymnG8sZ62teuW5Pfv/zOZMXSFFNMUc5hHwcAAEAASURBVB1afobqOnb33amnj86uZesJu3jS3Xeou/Fl1/Ve82oYVdCT16RqGRLmdzCrsbJSKCtJsnIk/eoZQ3efozpPnjsrnbbeeut4+OGHy4qtKhTJ82SlR/W9yzHllHb534F6W4Y5Bx98cBn2ZZCVv4sZqrT/ntfbn/0IECBAgAABAgQIECBAgAABAgQIEOgfgaYKRfJmfy6IXN3o74osb3zmgtq1c/5nUJLT8VQ3snNqqQUWWKBcj6PqK2/K57HZcsqdnJ6ptuVfwVfH53RMWYGRVQ/VMTnNUlctp2fKtTzy5m3V8vViiy1WvSwDgfwr/eombgYAeWO3Om+uXZEWuQB41arQI6emypvD7VtWP2TFS07/VLX0qFr2mdMM1baqz5H5nDl92DbbbNPqUfXXUZCVFTs5fVX7xa3z/QwkMizJltektuXnyGnNsnU17tpjctqjnOooF+GubZNMMknkT23Lz51Tq11zzTWt1TNZCVS1rBTIfvK6ZciWLS2feuqp8sZ5vu7uu1NPH51dy+y/u5ahUlffoe7GV+81r/0OZZVNfmer71+GRrW/q/k8bfOY/H3pbgz5Gbv7HBlQZHVKbfVP/p4MHTq0lSgrk2r/O5Ab8ve4GmfrjnU8yTAnz5kLxOeaObWVMnUcbhcCBAgQIECAAAECBAgQIECAAAECBPpZYKx+Pn+Xp8+bp3lDPP/CPG+45poB+RfeVWVHri2RC6F3Vp2Ri6zn2hP//ve/yyqF/Mvuzz//vFxMPE+8+eabl4suv/rqq+U48kZqrhdQVS3kX7fnTfs8b44lA5C8WV+tQZI3RPOmbVW1kGuOVItxd/bBcjqgHHP1V+r33HNPDB48uM0i47lOQ04rlZ89+z/llFPKG9xZ3ZIt+8iwplooPftYZZVVRggPaseQaznceOON5dRh+X5OKVRbUZILsOfny37TM6cbyr+0z6m66v2cue+9994b3/ve92pP3enzXPg97Wt/lllmmXIqpNowKgOJauqtdLv88stbK4C6Gnd14rx2ee3rXfg9A4usRsn1X7Llzf1aq3wvF6U/+eSTy+9K3iQ/9dRTywCgWmOiu+9OPX3kPh21/DxZjZE/ee78nuTzDByq1t13qLvx1XvN83cj2+uvv14ucp79ZuCRa7fk9G8ZrmTL38EMmpZaaqnWwKy7MeRx3X2OnKotq7uqa5W/g/n9WGGFFfLwsuV/B3JNnryG6ZVTeeXvXJ6/apVnVjPlPtXr/O9F+3bYYYeV/03aZ5992m/ymgABAgQIECBAgAABAgQIECBAgACBBhfo10qRvJF63HHHlTfh88Z3TnuT62ZULcOAbPkX81n1kWtlZKVF1YYMGRJ33XVXGZR09BfbOTVS3rjMMCGn15l00knLG7PVFEcZJGTFRt5Azb9izxug+Rfg1V+dZ3VDLtqci4/nIuo5rVPeDK9uhua6IRlQLL300mUFS/aTU+xkpUR+ltq/kq/GnAs952LnOQ1X3njPc+aaFlnxULUMRHbZZZdyXZIMKLI6JtfDqPrLm7l5gzcDgfxMOW1XOlbVKlU/tY+5RklOh7TBBhuU/WX4k2OpWk4Rljf287PlZ8228847t66NUs/nzCqRHFteq3pahltVwFXtn69zqqL8qVoump1VIzvssEN5c33DDTdsDV66G3f2UQU9OYVSPS2rHXKKpwxtcgqvrLLJtSR23333skJk7bXXLquL/vGPf5RVLnkd87uSAVzVuvvu5H477bRTdNVH1Vf7x1zT5te//nXr2xk85Hhz6q9cNydbd9+h7sbX3Xe7uj5ZjZJBx8svv1zaZEiRLdejyd+/DB7zmmawtOyyy5ZBUrlD8U93Y8j9uvsc+fubAUxWWuV1yAA1/zuRYUrVcg2a/O7k71z+tyRDpVzXJH//s+XrrFqpbdXr/L2qqqsydMrpvzKMzQXku/p9q+3LcwIECBAgQIAAAQIECBAgQIAAAQIEGkdgUPFX0V82znBGbiQ59AwqOgpEanvKSo68KdvZzfq8KZp/ad7Z9uwrK0byJm61bkJt//lX5fkX5hlQ1Nuqaow8Z/tgoOojp/jJ0KR2TZNqWz5mhUBOCzQy0wClV461Clhq+8vnaZqVG9lndeO72qcnn7M6dlQ85hRiOb6OnLsad0/PndcoK3+qEK2jfvJGeU7fVK1F0tE+XX13cv96+uio33re6+47lH10Nb56rnl+D3Naugzv2rf83crvU05p1dkaMd2NIbd39znyd/yNN96I6aefvtOwIseSFVD5O1dNTdd+vF4TIECAAAECBAgQIECAAAECBAgQIDBmCzR1KDJmXxqfjgABAgQIECBAgAABAgQIECBAgAABAgQIEBiVAl/NUTQqe9UXAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKDBBIQiDXZBDIcAAQIECBAgQIAAAQIECBAgQIAAAQIECBDoGwGhSN+46pUAAQIECBAgQIAAAQIECBAgQIAAAQIECBBoMAGhSINdEMMhQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE+kZAKNI3rnolQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEGkxAKNJgF8RwCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgb4REIr0jateCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAgQYTEIo02AUxHAIECBAgQIAAAQIECBAgQIAAAQIECBAgQKBvBIQifeOqVwIECBAgQIAAAQIECBAgQIAAAQIECBAgQKDBBIQiDXZBDIcAAQIECBAgQIAAAQIECBAgQIAAAQIECBDoGwGhSN+46pUAAQIECBAgQIAAAQIECBAgQIAAAQIECBBoMAGhSINdEMMhQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE+kZAKNI3rnolQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEGkxAKNJgF8RwCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgb4REIr0jateCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAgQYTEIo02AUxHAIECBAgQIAAAQIECBAgQIAAAQIECBAgQKBvBIQifeOqVwIECBAgQIAAAQIECBAgQIAAAQIECBAgQKDBBIQiDXZBDIcAAQIECBAgQIAAAQIECBAgQIAAAQIECBDoGwGhSN+46pUAAQIECBAgQIAAAQIECBAgQIAAAQIECBBoMAGhSINdEMMhQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE+kZAKNI3rnolQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEGkxAKNJgF8RwCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgb4REIr0jateCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAgQYTEIo02AUxHAIECBAgQIAAAQIECBAgQIAAAQIECBAgQKBvBIQifeOqVwIECBAgQIAAAQIECBAgQIAAAQIECBAgQKDBBIQiDXZBDIcAAQIECBAgQIAAAQIECBAgQIAAAQIECBDoGwGhSN+46pUAAQIECBAgQIAAAQIECBAgQIAAAQIECBBoMAGhSINdEMMhQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE+kZAKNI3rnolQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEGkxAKNJgF8RwCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgb4REIr0jateCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAgQYTEIo02AUxHAIECBAgQIAAAQIECBAgQIAAAQIECBAgQKBvBIQifeOqVwIECBAgQIAAAQIECBAgQIAAAQIECBAgQKDBBIQiDXZBDIcAAQIECBAgQIAAAQIECBAgQIAAAQIECBDoGwGhSN+46pUAAQIECBAgQIAAAQIECBAgQIAAAQIECBBoMAGhSINdEMMhQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE+kZAKNI3rnolQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEGkxgjAxFrn0w4v2PWqTfKx4f/EeDqRsOAQIECBAgQIAAAQIECBAgQIAAAQIECBAgMNoFxhntZxzJEx59ecQjz4140KFbRCw464jv5ztHXRAxx/4Rk04UccsTEadeE3Hz0S37Zljy+nsRc36j42O3PTHi4/92sm2ViO8u0fE27xIgQIAAAQIECBAgQIAAAQIECBAgQIAAAQKNLdDwocjQVyK+OV0RRizZFnLWadu+7uzVRktFrL/4V1vvezbij4Mjztvzq/dqn+26TsTwL1reOeTciHWXjlh67pbX3/x67Z7dP3/7w4i/PhYx70wR88/S/f72IECAAAECBAgQIECAAAECBAgQIECAAAECBPpOoOFDkfzoMxcByHLzdIzw5ZcRx18Vcc1dEZNMHHHg5m33u3dIxB8GR5yyY8TJ1xeByF8ivihCj3WPiPjZlhFLztV2/6X+F4DkuxOMHzH39G3Pfdk9ERfcEvHO+xGrFmHLjqtHTDfFV31cdGfEmcV5stpk4qJSZZ+Nv9p+46MRJ1wW8W5x7FyzRhy5dcTsReCjESBAgAABAgQIECBAgAABAgQIECBAgAABAn0v0PRripw7uCUQ+fH6EScVwcd9RQgy/LOv4HK6rBdeb3m97qIR6ywTMUMRRBy0WRFMFIHHyLSX/hNx2nUR+28ScfruES8W/Z5RhCxVe+KFIqC5KOLYH0VcW4Qus88QcVMRhEwzacSwIiQ56KyIXb4TceXhRdAyX8S5t1ZHeiRAgAABAgQIECBAgAABAgQIECBAgAABAgT6WqApKkX+cFPE5bd/RTFWEeXcekzL60sGR2xdVGt8b6WW13t/N+LimqCi5d2Wf7MqI3+GvhqxbCeVJ7X7t38+09QRV/+sqACZoGXLTmtH7HlqxGH/q07JqpT5i8qTJeZo2b71SkUQcnbL89ffjRg0KGKthSMmHC9i57Va3vcvAQIECBAgQIAAAQIECBAgQIAAAQIECBAgMHoEmiIUWXGRtgucZ7iQLafOev2NiBXmbXmd/45TBCbjjPvV61H9LM+Z02C9WSzW/laxZsiHxU/VZi5Ckz/9ryol3xtaPJ9skpatM09TVIxMFbHFcRFrF9Nu5TonM0xZHemRAAECBAgQIECAAAECBAgQIECAAAECBAgQ6GuBpghFZioChY4qOz4vAorPP48Yvw9DkNoL8F4xFdfaBxcLp89WTL01Y8RHxZRYtW3FYkqs3xVVLZsVwUeug3LP4xGHbtuyR4Y1lxwQcWGx5siDz0acdU3ED9eL+ElRbaIRIECAAAECBAgQIECAAAECBAgQIECAAAECfS/QFKFIZwwZNEw2WcRjz0fM8Y2v9sqF1PuiXXxXxEJzR5y6U0vvLxZrjFxZsy5ITus1/zcjpi7GNMmExSLsa0bMWTOuSSeK2Kl4L38e+EfEXsXUW0KRvrhS+iRAgAABAgQIECBAgAABAgQIECBAgAABAiMKFLfxG78NL6pBPvm07c8XRZVItlWLaaguvqNYTP3Nltc5tdVnxb6dtbH+N/VWZ9u7en+iYi2Qd4rpsnIKrWx3PtXyWP17f1EB8tS/imqSYt2Q1RaI+MYU1ZaIJ1+I2OGUiA8+bnlv2CcRMxbrm2gECBAgQIAAAQIECBAgQIAAAQIECBAgQIDA6BFoilDknGKqqSV2bftz99MtQHsWU1BNOH7Ed4pprVY9KOK1YkHz8f+3EHpHhEvNHfGvVyIWLqo9nn65oz06f2+DJVu2Lb9fxDqHFwuuF9Ugyy9WrHdyVMv7y3wr4o23I7b6ZcRGR0asuE/xeHQRlLwY8a1iuq2pJy3CkgMjVi/GesIVEbut3/m5bCFAgAABAgQIECBAgAABAgQIECBAgAABAgRGrcCgL4s2arvsn97eLio4spJjguKnr9u7w4pzFUHMeO0mH9vv3CL8mCli+1VbRvBZUeFy0nURLxfTbP16+5b3hhdTe2W1yTRFQKIRIECAAAECBAgQIECAAAECBAgQIECAAAECo0+g3W390XfiUX2mKSce1T123t/kX+t421vvR7xfLMaeU31lOJPhyfOvtVSUVEfkOigCkUrDIwECBAgQIECAAAECBAgQIECAAAECBAgQGH0CY0ylyOgj6/xM/ywCkMMujHipeMz6m/HGjVhqvoifbtSy8HrnR9pCgAABAgQIECBAgAABAgQIECBAgAABAgQI9LWAUKSvhfVPgAABAgQIECBAgAABAgQIECBAgAABAgQINIRAUyy03hBSBkGAAAECBAgQIECAAAECBAgQIECAAAECBAg0tYBQpKkvn8ETIECAAAECBAgQIECAAAECBAgQIECAAAEC9QoIReqVsh8BAgQIECBAgAABAgQIECBAgAABAgQIECDQ1AJCkaa+fAZPgAABAgQIECBAgAABAgQIECBAgAABAgQI1CsgFKlXyn4ECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAUwsIRZr68hk8AQIECBAgQIAAAQIECBAgQIAAAQIECBAgUK+AUKReKfsRIECAAAECBAgQIECAAAECBAgQIECAAAECTS0gFGnqy2fwBAgQIECAAAECBAgQIECAAAECBAgQIECAQL0CQpF6pexHgAABAgQIECBAgAABAgQIECBAgAABAgQINLWAUKSpL5/BEyBAgAABAgQIECBAgAABAgQIECBAgAABAvUKCEXqlbIfAQIECBAgQIAAAQIECBAgQIAAAQIECBAg0NQCQpGmvnwGT4AAAQIECBAgQIAAAQIECBAgQIAAAQIECNQrIBSpV8p+BAgQIECAAAECBAgQIECAAAECBAgQIECAQFMLCEWa+vIZPAECBAgQIECAAAECBAgQIECAAAECBAgQIFCvgFCkXin7ESBAgAABAgQIECBAgAABAgQIECBAgAABAk0tIBRp6stn8AQIECBAgAABAgQIECBAgAABAgQIECBAgEC9AkKReqXsR4AAAQIECBAgQIAAAQIECBAgQIAAAQIECDS1gFCkqS+fwRMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQL1CghF6pWyHwECBAgQIECAAAECBAgQIECAAAECBAgQINDUAkKRpr58Bk+AAAECBAgQIECAAAECBAgQIECAAAECBAjUKyAUqVfKfgQIECBAgAABAgQIECBAgAABAgQIECBAgEBTCwhFmvryGTwBAgQIECBAgAABAgQIECBAgAABAgQIECBQr4BQpF4p+xEgQIAAAQIECBAgQIAAAQIECBAgQIAAAQJNLSAUaerLZ/AECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAvQJCkXql7EeAAAECBAgQIECAAAECBAgQIECAAAECBAg0tYBQpKkvn8ETIECAAAECBAgQIECAAAECBAgQIECAAAEC9QoIReqVsh8BAgQIECBAgAABAgQIECBAgAABAgQIECDQ1AJCkaa+fAZPgAABAgQIECBAgAABAgQIECBAgAABAgQI1CsgFKlXyn4ECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAUwsIRZr68hk8AQIECBAgQIAAAQIECBAgQIAAAQIECBAgUK+AUKReKfsRIECAAAECBAgQIECAAAECBAgQIECAAAECTS0wzgsvvNDUH8DgCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQL1CAz68MMPv6xnR/sQIECAAAECBAgQIECAAAECBAgQIECAAAECBJpZwPRZzXz1jJ0AAQIECBAgQIAAAQIECBAgQIAAAQIECBCoW0AoUjeVHQkQIECAAAECBAgQIECAAAECBAgQIECAAIFmFhCKNPPVM3YCBAgQIECAAAECBAgQIECAAAECBAgQIECgbgGhSN1UdiRAgAABAgQIECBAgAABAgQIECBAgAABAgSaWUAo0sxXz9gJECBAgAABAgQIECBAgAABAgQIECBAgACBugWEInVT2ZEAAQIECBAgQIAAAQIECBAgQIAAAQIECBBoZgGhSDNfPWMnQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE6hYQitRNZUcCBAgQIECAAAECBAgQIECAAAECBAgQIECgmQWEIs189YydAAECBAgQIECAAAECBAgQIECAAAECBAgQqFtAKFI3lR0JECBAgAABAgQIECBAgAABAgQIECBAgACBZhYQijTz1TN2AgQIECBAgAABAgQIECBAgAABAgQIECBAoG4BoUjdVHYkQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEmllAKNLMV8/YCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAgboFhCJ1U9mRAAECBAgQIECAAAECBAgQIECAAAECBAgQaGYBoUgzXz1jJ0CAAAECBAgQIECAAAECBAgQIECAAAECBOoWEIrUTWVHAgQIECBAgAABAgQIECBAgAABAgQIECBAoJkFhCLNfPWMnQABAgQIECBAgAABAgQIECBAgAABAgQIEKhbQChSN5UdCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAgWYWEIo089UzdgIECBAgQIAAAQIECBAgQIAAAQIECBAgQKBuAaFI3VR2JECAAAECBAgQIECAAAECBAgQIECAAAECBJpZQCjSzFfP2AkQIECAAAECBAgQIECAAAECBAgQIECAAIG6BYQidVPZkQABAgQIECBAgAABAgQIECBAgAABAgQIEGhmAaFIM189YydAgAABAgQIECBAgAABAgQIECBAgAABAgTqFhin7j37YMevfe1rfdCrLgkQIECAAAECBAgQIECAAAECBAgQIECAAIFmEBg2bNhoHaZKkdHK7WQECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAfwkIRfpL3nkJECBAgAABAgQIECBAgAABAgQIECBAgACB0SogFBmt3E5GgAABAgQIECBAgAABAgQIECBAgAABAgQI9JeAUKS/5J2XAAECBAgQIECAAAECBAgQIECAAAECBAgQGK0CQpHRyu1kBAgQIECAAAECBAgQIECAAAECBAgQIECAQH8JCEX6S955CRAgQIAAAQIECBAgQIAAAQIECBAgQIAAgdEqIBQZrdxORoAAAQIECBAgQIAAAQIECBAgQIAAAQIECPSXgFCkv+SdlwABAgQIECBAgAABAgQIECBAgAABAgQIEBitAkKR0crtZAQIECBAgAABAgQIECBAgAABAgQIECBAgEB/CQhF+kveeQkQIECAAAECBAgQIECAAAECBAgQIECAAIHRKiAUGa3cTkaAAAECBAgQIECAAAECBAgQIECAAAECBAj0l4BQpL/knZcAAQIECBAgQIAAAQIECBAgQIAAAQIECBAYrQJCkdHK7WQECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAfwkIRfpL3nkJECBAgAABAgQIECBAgAABAgQIECBAgACB0SogFBmt3E5GgAABAgQIECBAgAABAgQIECBAgAABAgQI9JeAUKS/5J2XAAECBAgQIECAAAECBAgQIECAAAECBAgQGK0CQpHRyu1kBAgQIECAAAECBAgQIECAAAECBAgQIECAQH8JCEX6S955CRAgQIAAAQIECBAgQIAAAQIECBAgQIAAgdEqIBQZrdxORoAAAQIECBAgQIAAAQIECBAgQIAAAQIECPSXgFCkv+SdlwABAgQIECBAgAABAgQIECBAgAABAgQIEBitAkKR0crtZAQIECBAgAABAgQIECBAgAABAgQIECBAgEB/CQhF+kveeQkQIECAAAECBAgQIECAAAECBAgQIECAAIHRKiAUGa3cTkaAAAECBAgQIECAAAECBAgQIECAAAECBAj0l4BQpL/knZcAAQIECBAgQIAAgT4XeOGFF/r8HE5AgAABAgQIECBAgEDzCAhFmudaGSkBAgQIECBAgAABAgQIECBAgAABAgQIECDQCwGhSC/wHEqAAAECBAgQIECAAAECBAgQIECAAAECBAg0j4BQpA+v1VNPPRXXXHNNfPnll+VZ7r777rjsssvi008/7cOz6poAAQIECBAgQKCZBW6++eZ44IEH2nyEd999N6699tq455572rzvBQECBAgQIECAAAECBAiMnMA4I7d78+294447xr///e9y4GONNVbMMssssdxyy8Vmm20WgwYNqvsDPfHEE/H666/H6quvXvcxu+22W2QwMnjw4JhnnnnilFNOiVtuuSVWXXXVGG+88erux44ECBAgQIAAAQKNLXDffffFz3/+83KQv/zlL+Pb3/52XQNu/78xM/zYeuutY/LJJ48hQ4aUfTz22GOx3nrrxWeffRZrrbVWLLPMMnX13dVO+b9PJ5544lhsscW62s02AgQIECBAgAABAgQIjHECY3wokv9Hc+jQobHxxhvHF198Ec8880xceeWVZcXGH/7whxh//PHruqi//e1v44YbboiXXnqprv1zp4MOOiiee+65mGOOOeo+xo4ECBAgQIAAAQLNJ3DJJZfE008/HcOGDYsrrrii7lCk/f/GzDDkmGOOiSmmmKIV4aqrrioDkfzfsAsuuGDr+715suuuu8b8888fF198cW+6cSwBAgQIECBAgAABAgSaTmBATJ+VFSGnnnpqnH766fHXv/419t5777jjjjviuOOOa71gGV5ssskmMeecc8aKK64YGZhUbYMNNiinwcq/zlt55ZXjwgsvLDdl5cgOO+xQ/h/K1VZbLU488cR4//33q8Mipz7I/4P80Ucftb5X+yT/EvD/2bsPMEuqan/YGxhylJwRRJIoSaKABCWqKAiIgIAfIIioCIoBE6AgiIoJUaIYiYqCCQEBAUWyiOQchpxmGOJ889v/W8czTafp6emZPv3u5/acOhV2Vb2F96lTq9ba++yzT1luueXKG97whvKhD31okoIu7X2ZJkCAAAECBAgQmDoCL7/8cjn//PPL1ltvXVZbbbVa5qrrkSTD48Mf/nDNIM695X/+85/S0z1m7h9TKivty1/+cvnlL39Zpw888MAaMMmXvu5Dm/vMlVZaqWy44Yb1vjclXe+///6yxhprlMcee6xcddVV9d42wZy03Bsn6LLkkkuWzTffvKT0q0aAAAECBAgQIECAAIFOExgRQZGuFy0/8tKuvfba+vn000/XkgT5/r73va/Oy4/OvJWXttBCC5XZZputlttaYIEFyuyzz17nH3TQQeWiiy4qG2ywQR03JKUSmh+tWeHee++tP3iTodJd+9rXvlazVlLOK0GV9HXGGWd0t6p5BAgQIECAAAEC06jAZZddVp588smy5ZZb1r/cA6bkVXtL4CEZzHvuuWe54ooryvPPP9/jPWbWveOOO+rmyRjJfWja/PPPX+add9463dd96K677lrvM/PyzZxzzlmOOeaYcsIJJ5QZZpihlpNNJzPOOGPJve2oUaPqfW/WWXjhheuLQgmefOtb36r78g8BAgQIECBAgAABAgQ6SaDjy2d1d7GWWWaZOjs/WNMSyMjbdN/4xjfK7rvvXn/U5q26448/vr7Bl8+NNtqo/jjNm3tN++Y3v1keeeSRmimSH7YrrLBCLcuVcUz60/KDd5ZZZqn7yY/S22+/vWaM9Gdb6xAgQIAAAQIECEwbAueee269p8v9Ysqm5sWXZHqsuuqqEx1gyrD++Mc/rtkZc801V70H7O4es32jT37ykzW747TTTitf//rX631nlvd2H5qATAZq32qrrcrJJ59cX95JFsgmm2xSFllkkXLSSSeV5Zdfvh5fUz6reTHn0EMPLWuvvXa9x819qkaAAAECBAgQIECAAIFOExiRQZGUwUprMj4yzkha3tpLGa20vJHXDG5ZZ3TzTzJI0leCKilhkB+OTaClm9VfMysZKylbkB+eGTDzgx/8oPFHXqNkBgECBAgQIEBg2hXIveB5551XXv/619es3xxpxgVJUOSLX/ziRAeeMq3bbLPNRPMG+qW3+9DmHjb3mGkpJXvwwQf3uquU9zr22GPrIO+5L81xvuc97+l1GwsJECBAgAABAgQIECAwHAVGZFDkyiuvrNcq9ZLTxo0b1/p87rnn6vS73vWu+pnSV9NPP32dbv8nNZkzBkjGKHnLW95SFl100fLCCy/0e+D29JW60ilXkDFKzjzzzFo6K4Ozf+ITn2jflWkCBAgQIECAAIFpVODSSy+tGcfJOt5jjz1aR5nv119//UQDo6d01WC0vu5Dc0+alkzk/rbVV1+9jr/305/+tFx44YXlT3/6U/n1r39dx8frbx/WI0CAAAECBAgQIECAwHAQGHFBkTFjxpSmTEBKCKQtvfTS9TN1oD/wgQ/U6YcffrjWec6bdd21u+66q/z5z3+ug1Dmx2Nafkym//62/KDdeeedy7777ltLFGy66aY1MCIo0l9B6xEgQIAAAQIEpq5ASmelfelLXypzzz13nc54ID/84Q9rtkgGLh/s1td96FJLLVV32WRD58sFF1xQ1lprrZKyXT21ZJZkfL28MJSXdxIcSanYBRdcsKdNzB/mAvlvqRk/cSCnkt8zyUxKObaefjcNpN9paZtXXnmljkW52mqr1TF5pqVjcywECBAgQIAAAQIDExgRQZHcrOeHXcobXH755SXZIBlXZJdddqlqO+64Y/ne975XUms5g64ne+O73/1uHQhz//33r+tk/ZTWOu644+qg6PnxMPPMM5f8kLjmmmvqX/p98cUX64/ODJzetWXgyrTUcf7Yxz5Wdtttt/Loo4+WffbZp87PG4WpQ60RIECAAAECBAhM+wK5t/zDH/5QS2ftt99+rQPOWHMnnnhiDYoccsghrfndTXS9x0yJrb5aBlzv7T707W9/e1l88cXr4On5zHFm0PS99tqrfPWrX60Dr88333wlY5zk3jbZzwni/OQnPykZwyTb3H333XUfvQVR+jpOyycWSEm1O++8s85MJnp+T2TcmeWWW27iFYfw289//vOSF8PWWGONfu31ySefrFn0TQAwv1/y303+O3/d617Xrz6G20r538/PfvazsvLKKwuKDLeL53gJECBAgAABAj0IvLYuVA8rDvfZqfWcN+QWWGCB+sPvj3/8Y6ukQGpAZzD1BDTyll/+kj2y7bbbtk577733LiuuuGL5yle+Um644Yb6ll0yOpJRsvXWW9egSH5MzjrrrDXbo7Vh20R+cKbUVoIveeMoGSL50XzAAQfUv/wIzjKNAAECBAgQIEBg2he45JJLaumsd77znRMdbO4HN9xwwxpYyH1jb63rPWZv6zbLEqjo7T40ZbPyEk4yPDI4e8YKSYb05z73udpFynhljJGxY8fWe9tnnnmm3vfm5ZzDDz+8Bk8yLwETg6036pP/mTEIc00ShMh/Mym/m6BafpdMrZb/JvobEMkx/u1vfyv/+te/WoebQEh+vwxVQCQvqWUcSI0AAQIECBAgQIDA5AhMNyG7YfzkdDA52zYDnU9OH4O97YMPPljy5lzevutPy5tDKZmVATUH2p544omSsUvy1p9GgAABAgQIECBAoD8C/bkPfeyxx0ruuROo6U/LCzvJBkiGc3fj6vWnj2ltnXvuuac0JcWm5rGdcMIJ9Tjag2i5hocddljZddddS5MllAf/KcuWjPIc9w477FB/n+TYM15MSgHffPPNZY455qgl0TbbbLPWaf3nP/8peRks1zAZKBknMb8xbr/99vL3v/+9BusS2EgpqJR2O/XUU8vb3va2mq3erPOmN72pBmvy+2TjjTeu22QHOf7sN/89zTnnnDUwl4z8ZNh//OMfb/1+Sj+//e1v6/EvscQSZfvtt2+VYGv2scIKK9RSxPndlePvKVs+wbnTTz+9Hn8CL1k/QaXFFlusnnNv+8oKvVnm5baMm/PAAw/UrJ0cx5vf/Obab/s/KSf32c9+tnz0ox+t2V95kS4u66yzTmu1XMdzzjmn3HjjjWWmmWYq66+/fl0nK+SaxSgvyGUMovxvMS/V9bZNq2MTBAgQIECAAIERIjApQ1IMBsmIyRTpL1be2OpvQCR95k28yQmIpI95551XQCQQGgECBAgQIECAQL8F+nMfmgfi/Q2IZMdZN/fDnRIQ6TfmVFox1zABqIceeqgeQQIhJ598cg0UfOYzn6kP65ONnizztL/+9a+1FPCBBx5Yxya89dZbSwJfaXm567TTTqulfhOkSEZRvidwkWBXyv7+5S9/qdc3pbvSMmZMlqXlM/2lJFZKreXB/vnnn18SaElLeeCUe0vQ5L3vfW8tOZy+E1TIZ1qOJcGTBFxSLjjBi5QpTiAhLftIoCLfs4/8t5bSVD21BESSrZTyXBnvJuPkpNRxWl/76ssyfSfolGyZBKoSLGqcuzuejJ2S8SBTnu6ss85quWfd9JUf8p/61Kdq1lUCUFdeeWXtpjH6/e9/XwMmTfCrt2262795BAgQIECAAAECgyfw/+4oB68/PREgQIAAAQIECBAgQIBAPwXy0D+BiLQ8mF9vvfVaGQsJPqRc1U033VTL8CYQ8IY3vKGWBE5Z4AQemnbZZZfVbZMFkpYgQkp2NQOgv/zyy2X33XevD+abbbp+JijWjI2YYM3jjz9ex2RcaaWV6tg5yRBJoK15sN91+xx/sj6aPjI+TY79n//8Zw2yZP3ZZputbLDBBnXTd7/73bX/BIUWWWSRrt3VAEpKDicrJpkvyTzJuCwJ6vS1r/5YbrXVVrX0V7JQUua4t5ZgSAJNcbn++utrsChl8pLNku+HHnpoDeCkrwRkUl6vPZskmSg5/rT+btPb8VhGgAABAgQIECAwcAFBkYHb2ZIAAQIECBAgQIAAAQKTJZBMgiZTPcGBPHhPRkjTEhBIRkdaBvtOyac8VM94h/neBD1SDqr9IXzm5wF+0zI4eko79daa42jWSZmrlOPqb8vxN0GZZpscZ5MJk3nJjmlaxrdJgCPn111QJOWyEmDIGJAp55WgUDzS+tpXfyyTpfLWt761BkSWXHLJ5rC6/Wy3SwZMc00SeMo5JTukaSlfluNuMmgyP0GspvW1TXNNm/V9EiBAgAABAgQIDK6AoMjgeuqNAAECBAgQIECAAAEC/RbIA/RmLIuMM5HSZe0PxRPoSFAgbfXVV6/jeVx33XV13I7f/OY35ZOf/GSd12xbVxykf/Kwvyl91Z8us2570CPb5HtToqu7Pnor1ZayVmeffXa54447SoI+KTucrJW0vvbVePRk+f73v79cffXVtSTXj370o2q89957d3eIr5nX3mf2k+/t83KcGfukPSjS3klf27T31b6daQIECBAgQIAAgcEREBQZHEe9ECBAgAABAgQIECBAYJIEkvmQrIGmHFUyI1JiaaONNmr1k3EuklHRtKybvzxwP/7448sNN9xQB0vPg/j77ruvZj406+bhe9cgRbOsu8+uY2pkkPqUg+pvS2mtu+++uw4A32yTsUyWX3755uskfSYrJAGjZJM0mTGNRV/76ssywZg111yz/mUw9K9+9av1WjTjrfT3QLOfuGXw9SaYkayWroGS9v4Gsk379qYJECBAgAABAgQmT8BA65PnZ2sCBAgQIECAAAECBAj0SyAPzxOoyEP4jI1x4okn1iBGE3hYa621yqWXXlqefvrp2l9KMH3jG99oZVr88pe/rEGQZmfjxo0rCy64YP2aMlAZ2+L++++v32+//fZy9NFH9zp4eNNP8/nEE0+UBELSMnB7MilWXXXVZnHroX9rRpeJtddeu9x444118PUsyqDqXQM1XTbp9WtKd2UMlYz3kUHR27NK+tpXb5bxP+6442oQJAeQ8VYSbEmJsUltCaLkGjQlzxIQOffcc8uf//znHrvqa5tc9zPPPLPk+qb19b3HHVlAgAABAgQIECDQrYBMkW5ZzCRAgAABAgQIECBAgMDgCvzxj38s+cvD/TwYTzmsTTfdtLWTZEOsu+665cgjj6wDkucBewYjzwDoaVn2i1/8opaUSh8JGDRZJhlfJAGIb3/723X9jA+y/fbbT5Rl0tpRDxMZ9yJBjVNOOaUO/p7jy8DvTcs+Tj/99HLRRReVww8/vJnd+kxGyEYTsly+853v1PFLks2y8847l2RGDKQl0JP9JWCRvvKZ7I5tttmmZp/0tq++LBNo+f73v18HR0/fGRw+g94PpO26667l1FNPrYOr55plfJLddtut16562ybZNpdddlnNAMpYK31973VHFhIgQIAAAQIECLxGYLrnnntu/GvmDtGM2WeffYj2ZDcECBAgQIAAAQIECIxEgWQ+JMtgOLU8WH/22Wd7zFwYM2ZMfYDflJJqP7dko0z4jdfjtu3rtk8nGJKAzac//elWhsJAgwQ5/gwGn8yLpqRU+776M52yYieddFI54IADWsGKp556qnzzm9+s46ikfFZaX/vqyzJZORncfqDH2X4ucc+A7O2Dsrcv7266p21yjdt/L/f1vbu+zSNAgAABAgQIDBeB3OsMZZMpMpTa9kWAAAECBAgQIECAAIE+BJIF0lspp/aH5V27GmgZqPZ+BhoMafrI8c8zzzzN1wF9psRV/hI0yPEk2JMyUpk3atT/fsb2ta++LHtzntQDzxgok9p62qbrNe7r+6Tu1/oECBAgQIAAgZEs8L+7yZGs4NwJECBAgAABAgQIECAwggVSomvhhReeZgRSguptb3tbHUw+47AkkyODye++++6THXCZZk7SgRAgQIAAAQIECEwVAeWzpgq7nRIgQIAAAQIECBAgMBQCw7F81lC42AcBAgQIECBAgACBaUVgqMtnTT+tnLjjIECAAAECBAgQIECAAAECBAgQIECAAAECBAhMSQFBkSmpq28CBAgQIECAAAECBAgQIECAAAECBAgQIEBgmhEQFJlmLoUDIUCAAAECBAgQIECAAAECBAgQIECAAAECBKakgKDIlNTVNwECBAgQIECAAAECBAgQIECAAAECBAgQIDDNCAiKTDOXwoEQIECAAAECBAgQIECAAAECBAgQIECAAAECU1JAUGRK6uqbAAECBAgQIECAAAECBAgQIECAAAECBAgQmGYEBEWmmUvhQAgQIECAAAECBAgQIECAAAECBAgQIECAAIEpKSAoMiV19U2AAAECBAgQIECAAAECBAgQIECAAAECBAhMMwKCItPMpXAgBAgQIECAAAECBAgQIECAAAECBAgQIECAwJQUEBSZkrr6JkCAAAECBAgQIECAAAECBAgQIECAAAECBKYZAUGRaeZSOBACBAgQIECAAAECBAgQIECAAAECBAgQIEBgSgoIikxJ3Snc9x133FHy17QLLrigPPjgg81Xn/0U4NZPKKsRIECAAAECQyowduzYcs8995Rx48aVF198sTz22GOt/T/55JMlfxoBAgQIECBAgAABAgQITJpAxwdFnnnmmfLrX/+6HH744eVrX/taOe2008oDDzwwaUrdrD1+/Pj6I7WbRUM26wc/+EHJX9OOOOKIcsMNNzRfffZTgFs/oaxGgAABAgQIvEbg3nvvLX/961/LmDFjJlqWAMYVV1wx0bxJ+fLss8+WCy+8sIwePboGRB566KHyj3/8o9XF3XffXfKnESBAgAABAgQIECBAgMCkCXR0UCSBi+OPP7688sorZeeddy677bZbWWKJJcp5551X8ubd5LQXXnihfP/735+cLiZ7229+85slfxoBAgQIECBAgMDUEXj++efL008/Xa655pqJDiCZHZOTyfHII4+Uueeeu6y11lplrrnmKksttVTZcsstJ9qHLwQIECBAgAABAgQIECAw6QKjJn2T4bPFyy+/XMsM7LjjjmXJJZesB7744ouXjTbaqE7/+9//LjfddFPJ8qbdf//95Q9/+EPZa6+9SgIfv/rVr8rNN99c5phjjvqjdLPNNiv//e9/6/z0f/TRR5c111yz1eff/va3cumll9YyByuvvHLZdttty0wzzVS7v+iii2qAJpkq//nPf8rSSy9ddt1119p/SjjNOuusZfPNNy8rrLBCXf/hhx8uP/zhD8vuu+9elllmmeYQW58/+tGP6vRHP/rR1ry8VZgA0FVXXVVWW2218p3vfKcsssgidXn6eumll+q+s7+3vvWtJX3k7cZjjz22/vA+8MADy8Ybb9zq77e//W056qijynPPPVc+8pGP1PJca6yxRnnf+97XWqeniVdffbV8/etfL+kjftlm3333LTPOOGPdZO+99y4f/OAH67EmwyVZPJdffnk55ZRTyqqrrlq+/e1vl9e//vUlmRyjRo0qX/3qV+v+c2323HPP1m5TMuzTn/50+ec//1lyfT/3uc+VXKe0vLX57ne/uxx66KHlsMMOq8GwffbZpxq1OmibyDXdb7/96jVt30fbKiYJECBAgAABAhMJLLDAAvUe77777qsv4Ey0sO3Lo48+Wq677rqS+7V555235J5qzjnnbFvj/03mPvH2228vuS/505/+VO9LMp1566233mvWb2bceuut5bbbbqv3e4sttlhZffXVywwzzFAX5/7z+uuvLwnizDfffD3uu+nLJwECBAgQIECAAAECBDpVoKMzRfLwPQ/XTz/99BoIyEP69pYH7ldffXUNYDTzr7322rLgggvWrwkWJBiQQEECDfmhmVIIefC+1VZblemnn768973vLQl+pKWkQcokJIiRB+9PPPFE3XddOOGfp556qj64TxAly1Mf+qSTTip5EzDbLLvssjUwkAyXpmUfPbWUUchfezvjjDPqQ/30m/NNv03LurHYfvvtyy9/+ct6bnvssUf9gX3iiSeWt73tbSUBlsYpP8g/9rGPla233rqWIEvQJlk2jz/+eNNlr59nn312SeApQY4EJbLPmDYt46EkaJPjimdayp1dcsklNZB07rnnlje96U01GJPzSvmzT33qUzVIkkBVWh4QbLfddmWhhRYqWSdBlv3337/kOqYlSyiBr4svvrh873vfKwnEfP7zn++x3MRnP/vZet3a3WpH/iFAgAABAgQI9CKQAEeCDnkBpbuWe8q8OJP7yLyAMs8889TyWLmX6dqS2Zy/ZIjkXjYvl6TfBFN6anfddVcday5Bk7e//e31xZC8JJOWfeQeNfdVW2yxRVl44YVr8KSnvswnQIAAAQIECBAgQIBAJwv0/MS9Q856m222KSuuuGI59dRTyxe+8IXyxz/+sRUEyQ/MlCLIQ/Om5cdsMizSEgB5wxveUPL2X7I6EiCYf/756w/TBFQSsHjjG99Y52X9ZIIkSJIfu/l7z3veU4Mu7TWmE/hYaaWVan/5wZpa0M2P0wQGEpBItkpafrB+5Stf6TZLpK7QzT/JesmP4fXXX7+W98r53Hjjja0111133fKOd7yjZr0kQPCvf/2rHHTQQWW55ZYrBx98cA0iNOOS/OxnPysbbLBBDSIkeyUBlHj0tyUz5OSTT64/wNPPBz7wgXLOOedMtHkyOr71rW+VnXbaqTU/b04mSyPXLdcsHu9617uqW84vwZtYp+V6JviUjJ08NEgWSdZNVkx7y/ycYzJz1l577ZJMma4tpdYS2DrhhBNqZkrX5b4TIECAAAECBHoSSMZHsjPa77va183LNXnxJvc3r3vd6+p9S17gyb1g15a+8jfzzDPXFz+arOOu67V/TyZz7mHTd/5WWWWVkvFOUsYr2SFpuT+dffbZa1Zyskg0AgQIECBAgAABAgQIjESBji6flQs622yz1UyHTTfdtJapyoCVCQQccsgh9Xrnx2OCAHm7L2WYkqXRlNpKBkgGaU/2Qn7A5vt0003X7X8nCWYk4yNlDdoHck/gJKUS8gM0rSkdlemUtUpJgyYbJH0n4yH95O3AgbRmP9k2feW477zzzvLmN7+5dpdsj6Yl0JHjSWmqtCbIk/UTYEgmR9zaW3v/7fO7m865JbCUGtsJXDSZNu3rdlcWrP0YE5BKkKR9Xo47x5aWjJEEl5rSEJm3ySab1GySTDetffu8Jdls3yxPkCXluzJGS+p3awQIECBAgACBSRXIPUayavPSTdeWjOHmHrNZlhdgMh7J5LbcvyaLJPeQ2U9a5uXesinVlXu43AfnHjPHkXtkjQABAgQIECBAgAABAiNRoOMzRZqLOssss9S35z7+8Y/XH4d5cy7tLW95S7nllltqSYL2LJEsyxt0yVjID8qMi3H44Yf3WLYgZQkSGMnD+azf/KX0VEofdNeyTtfW3byu60zK97xh2Lwd2HW7JhjTPr99XsZUyfYDbZdddlkd2yO1sBMYStmIgbT2Y8r27UY5t/aAR5bn+9ixYzPZbevaX1bKMaasVjJOBnqc3e7MTAIECBAgQGDECCSjIy+k5J6ya0tJz+ZFlGZZvndXPqtZ3t/P9J0gSPs9Tu6X8lJM7oEznUzhBERyT3b++efXF0v627/1CBAgQIAAAQIECBAg0EkCHZ8pkh9+yTZoWn585sfhk08+Wd+SSwmtvC2XkgP5AZvySu0t5bHylx+aKa+UrJKUb+ra8iM4ZQ7y4zOlCZqWH6ntWQzN/Cn12V7HOmOW5Lzaj2dS9psSEBmbY7fddmttNik/3DOI+2c+85ladisdZEyRM888s9XXYEykrFlKaLW31M/O/ElpKVOW0mfJGDnyyCNrAGxStrcuAQIECBAgQCACKdeZzOFkbbS33HMmg/b1E0qwNi3fk9k7ua25v829W0pnNS0v7DSBkmQHJ9s2f9nv3//+9xrAadb1SYAAAQIECBAgQIAAgZEi0NGZIvkxetRRR5Urr7yyZoKkpnIGuEx2QfsP0pSKSlZDfjjmx2TT8hC/GV8j8xJkaAZhb89WaNZfa621asZBE5jItgmkDLRlLJIMHp4ATn9b3vzL/nOO3//+92uWSsbQGEjLmCgJOPzzn/+sm2cAz+7efOyp75RpSFAqLcGh/Pge7JbxQ0aPHl0yKHuuXx5CJKsnA65PSkugLC0BkZ/+9Kfluuuum5TNrUuAAAECBAgQqAIJQiQTOfck7S0vbKTEalPeKvcvKS/afk/avn5f013vRdN/xsnLPVdaxmS75JJL6nTuJXOv29yj5jMv82gECBAgQIAAAQIECBAYiQIdnSmSAEbKX/3mN78pZ511Vr2+eVCfbJD2cSPywzUZDO985zsn+m8gg5L/4he/KGeffXZ9yy6DjCdrJC0DrieAcuCBB5YM5r7hhhvWUlEZg+RLX/pSSeZIs6+JOp2ELwnqJJCw/PLLT/TWX29d5FxyHvkhnNJXP/7xjycax6S3bbsuyyDoO+ywQ82giGXG7mgGoe+6bnffP/KRj5QDDjig2scipany/Ytf/GI57LDDuttkkuflbcgTTzyxpCxaslISSNp3331LBnkfSMv13Weffep1TUmtrmUuBtKnbQgQIECAAIGRJZAs5KY8a3PmGT8k93QXXHBBK4s4L67kHmkgLWPTXXHFFbX81pprrllWWmmlkmzZvByS+5fcB66zzjq169z35gWQ3//+93V+spjzUpBGgAABAgQIECBAgACBkSgw3YTxE8ZPrRMf6I/AgRxvsjySKdLd+B4pjZVAxn777Vfyg7Vry4P2/JDsbxmsjMWRMlODcX7Z90D6eeihh+q5dH2LsOu59ed7xueI3TzzzFNLaW2wwQY12NSfbbNOskUSRBqMY+ltnw8++GAtldY+mH1v61tGgAABAgQIEBhqgdx3JqN3Sg10nnvQZIt0Ny5c9p371CZDdqjPfWrt75577ilLLbXU1Nq9/RIgQIAAAQIECBAg0IdAnoEPZevoTJF2yPz46+4HYAbVzpt8KSHQXUAkfUxqUCI/Qrv7Idp+PP2dntR9N/3m7cHBavnR3t0P9wSSEojorh188MGtrJr2MV26W3ew5i266KKD1ZV+CBAgQIAAAQJTRCAviXR3XzVYO0uWSE+Zrtl3d/fDg7Vv/RAgQIAAAQIECBAgQGA4CIyYoEhPF+N60/B1AABAAElEQVTf//53LTUw0HJLPfXbqfNT9zpZH2mbb755efbZZ7s91WadbheaSYAAAQIECBAgQIAAAQIECBAgQIAAAQIEpoLAiCmfNRVs7ZIAAQIECBAgQIAAgaksoHzWVL4Adk+AAAECBAgQIECgD4GhLp81fR/HYzEBAgQIECBAgAABAgQIECBAgAABAgQIECBAoCMEBEU64jI6CQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKAvAUGRvoQsJ0CAAAECBAgQIECAAAECBAgQIECAAAECBDpCQFCkIy6jkyBAgAABAgQIECBAgAABAgQIECBAgAABAgT6EhAU6UvIcgIECBAgQIAAAQIECBAgQIAAAQIECBAgQKAjBARFOuIyOgkCBAgQIECAAAECBAgQIECAAAECBAgQIECgLwFBkb6ELCdAgAABAgQIECBAgAABAgQIECBAgAABAgQ6QkBQpCMuo5MgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE+hIQFOlLyHICBAgQIECAAAECBAgQIECAAAECBAgQIECgIwQERTriMjoJAgQIECBAgAABAgQIECBAgAABAgQIECBAoC8BQZG+hCwnQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEOkJAUKQjLqOTIECAAAECBAgQIECAAAECBAgQIECAAAECBPoSEBTpS8hyAgQIECBAgAABAgQIECBAgAABAgQIECBAoCMEBEU64jI6CQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKAvAUGRvoQsJ0CAAAECBAgQIECAAAECBAgQIECAAAECBDpCQFCkIy6jkyBAgAABAgQIECBAgAABAgQIECBAgAABAgT6EhAU6UvIcgIECBAgQIAAAQIECBAgQIAAAQIECBAgQKAjBARFOuIyOgkCBAgQIECAAAECBAgQIECAAAECBAgQIECgLwFBkb6ELCdAgAABAgQIECBAgAABAgQIECBAgAABAgQ6QkBQZJhdxuuvv77kTyNAgAABAgQIECBAgAABAgQIECBAgAABAgQmTWDUpK0+/Nb+3e9+V+68887Wgc8zzzxljTXWKCuuuGKZYYYZWvOHy8SZZ55ZD3WVVVYZLofsOAkQIECAAAECBAgQIECAAAECBAgQIECAwDQh0PFBkdGjR5cFF1ywBkIiPmbMmHLBBReUhx9+uLzjHe+YJi5Cpx/EZZddVu6+++6yyy67dPqpOj8CBAgQIECAAAECBAgQIECAAAECBAgQmIYFRkT5rPnnn78st9xy9W+11VYrb3/728tVV13VuizHH398uf/++1vf//Of/5Rf/OIXre8XXXRRufDCC8vZZ59dvvjFL9Zljz32WGv5P/7xj/KVr3ylvPDCC6157RPXXntt2WGHHWp2yr777lvyvWkJ0myyySYlgYPNN9+8bLDBBuXnP/95s7jHz0MOOaSsvPLK5ROf+EQNOLSvePnll9e+ll122bLddtuV22+/vbX4j3/8YznwwANb3zOx6667to4p2+69997ln//8Z9lrr73K73//+4nWzZcnnniifOQjHylvetObyvbbb19++9vfTrROAlHpM/vfaKONSnzj3rQTTzyxrLvuutVj//33L88991yzyCcBAgQIECBAgAABAgQIECBAgAABAgQIEJhiAiMiKNJV75577imLLbZYa3ayRl588cXW9+eff760Bz2eeuqpGkRJYCWBgmeeeaYkuNC06aefvsdSXK+++mr55Cc/WYMT5513XlliiSXKQQcd1GxaXnnllXLTTTeViy++uHzve9+rAYnPf/7zrwl0tDaYMHHJJZfU4Mlpp51WEoA4+uijW4vvuuuu8qEPfahstdVWNYiTwMl73/veMnbs2LrOk08++Zq+b7vttlZgIueWgNGxxx5bVlpppRpIanX+fxOHH354WXTRRUtKk+200041MJNASdNyfnPPPXdJsOjQQw+t5zbTTDPVxaeffno57rjjygEHHFBOPvnkkuPZZ599mk19EiBAgAABAgQIECBAgAABAgQIECBAgACBKSbQ8eWzInfjjTfW7IZM5yH8Aw88UPbYY4987Xdbeumla2ZGNkhGxwknnFDGjx9fpptuurLmmmvWv+46S8AkwZA55pijLk7AINsmEPHGN76xtUmCLQsttFANQiTYkBJfe+65Z2t5+0T2l2NIS9ZHgiAJvmRfP/nJT8p6661XAxVZ/pa3vKX8+c9/Lr/+9a/7fc7JeMkxzjrrrOniNS2BjuZ8lllmmfKrX/2qBkh22223uu7f//73csYZZ5T55puvbLjhhiXjnyRAkvP9wQ9+UANLyZxJW2qppWoWya233tptAKau5B8CBAgQIECAAAECBAgQIECAAAECBAgQIDAIAiMiKDLzzDOXueaaq4wbN67897//LZ/97GfLwgsvPEl8M844Y2v9ZJmk7FWyL2afffbW/J4mElxIdsd9991XS2ylr2SitAdF2gMQKUt1xx139NTdRMGKrJssjWSzzDvvvOXmm28u22yzzUTbpjxX5ve3LbLIIhPto+t2CYhcf/315ZZbbqkZJs8+++xEmTUJdOT4M6B9MmHunjCeSAIkL7/8ci3lleNpWva1wgor1ONLJo5GgAABAgQIECBAgAABAgQIECBAgAABAgSmlMCICIrkYfs73/nOanjvvffW8TO23HLLAZsmO2RSWrIiEkBZe+21y2yzzVazOnrbPhkf/W1d181+2gMs6SffUxZrsNoxxxxTM082mjBeSMZr6TqWSsqFfeELXyhXXnllDUKlZFgGtX/ppZdqYKS742vKew3WMeqHAAECBAgQIECAAAECBAgQIECAAAECBAh0FRgRQZH2k87D+Z/97Gdl4403LrPMMktdlMyHlNVqWkpRDVa77rrratZExulosk1SbmpKtZT5yr523HHH1i7yPYPLpyWIkfJh7S3ZHP1tCYCkRNe5557bKneVDJj2lqyQLbbYoiy//PLVOdM59/ylRFiOZ/HFF6+bJBiSMVVy3BoBAgQIECBAgAABAgQIECBAgAABAgQIEJiSAv1PSZiSRzGEfWfw8Hnmmadcdtllrb1m3jXXXFPLayUgMimlptJJsk/OPvvsbjNAUl7rueeeKxm8Pa19fJM6Y5D/ycDnGQQ+gYa0nOe1115b3v/+99fv66+/fnnwwQdb53/DDTeUDDTf3zZq1KiScmSPPvpo3SRlu1JKq70dccQRZd111y3JxkkJrWzTtA984AM1KNUMbp8ASzJJMk6KRoAAAQIECBAgQIAAAQIECBAgQIAAAQIEpqTA/55WT8m9TEN9p/TVpptuWs4555w6CPhMM81UH8jfeeed5ctf/nKZe+6564Dqedjf35axNRJ8yODnXccYybgh2223XQ0SLLjggnWfKS21yy67lKuvvroOjt7f/fRnvWSE7LPPPmWrrbaqZbMyGPz3v//9suSSS9bNU7rq4IMPLnvvvXfN3MgxZ4yU/rYZZpihfOYznykf+9jH6mDr2TYDr3/84x8vCS4lEJIAzKc//enaf4JMMd5+++3LV77ylZLSWhlsPkGQHEvGdsmg7ulXI0CAAAECBAgQIECAAAECBAgQIECAAAECU1JguglZDOOn5A5667trAKG3dYdiWcbdyJgf7ZkN/dlvAg8pA9Xb+WSQ9xdffLEO+N6fPid3nQxq/sgjj5QMZN7dGCgZ3yMDtKec1UBagh3ZPuW42tttt91WPvzhD5fzzz+/zDnnnHVRMlNStuy8885rlcmKVzJoEijSCBAgQIAAAQIECEwpgXvuuacstdRSU6p7/RIgQIAAAQIECBAgMJkCY8aMmcweJm3zEZcp0hvPXHPN1dviHpcl6NBbQCQbZvySZgyTHjsaxAUJ7Cy66KI99tiM79HjCn0syADvXQMi2ST/ASfY8dhjj9WgSIIvd911V52fsltNS/ApfxoBAgQIECBAgAABAgQIECBAgAABAgQIEBgqAUGRoZIeIftZddVVy+67714++MEP1jFaEjBK6a6MHdJbkGaE8DhNAgQIECBAgAABAgQIECBAgAABAgQIEJiKAspnTUV8uyZAgAABAgQIECBAYMoKKJ81ZX31ToAAAQIECBAgQGByBYa6fNb0k3vAtidAgAABAgQIECBAgAABAgQIECBAgAABAgQIDAcBQZHhcJUcIwECBAgQIECAAAECBAgQIECAAAECBAgQIDDZAoIik02oAwIECBAgQIAAAQIECBAgQIAAAQIECBAgQGA4CAiKDIer5BgJECBAgAABAgQIECBAgAABAgQIECBAgACByRYQFJlsQh0QIECAAAECBAgQIECAAAECBAgQIECAAAECw0FAUGQ4XCXHSIAAAQIECBAgQIAAAQIECBAgQIAAAQIECEy2gKDIZBPqgAABAgQIECBAgAABAgQIECBAgAABAgQIEBgOAoIiw+EqOUYCBAgQIECAAAECBAgQIECAAAECBAgQIEBgsgUERSabUAcECBAgQIAAAQIECBAgQIAAAQIECBAgQIDAcBAQFBkOV8kxEiBAgAABAgQIECBAgAABAgQIECBAgAABApMtICgy2YQ6IECAAAECBAgQIECAAAECBAgQIECAAAECBIaDgKDIcLhKjpEAAQIECBAgQIAAAQIECBAgQIAAAQIECBCYbAFBkckm1AEBAgQIECBAgAABAgQIECBAgAABAgQIECAwHAQERYbDVXKMBAgQIECAAAECBAgQIECAAAECBAgQIECAwGQLCIpMNqEOCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgeEgICgyHK6SYyRAgAABAgQIECBAgAABAgQIECBAgAABAgQmW0BQZLIJdUCAAAECBAgQIECAAAECBAgQIECAAAECBAgMBwFBkeFwlRwjAQIECBAgQIAAAQIECBAgQIAAAQIECBAgMNkCgiKTTagDAgQIECBAgAABAgQIECBAgAABAgQIECBAYDgIjPigyH333VfyN7XaU089Vf7zn/8Mye6zn+xvqNqDDz5YLrjggh5399JLL5Uzzzyz5DPt1VdfLRdffHH97HEjCwgQIECAAAECBAgQIECAAAECBAgQIECAwAAFRg1wu2Gz2TPPPFP+8Ic/lNtuu61MN910ZckllyybbLJJWWyxxeo5/Otf/6qfSyyxxFQ5pwRk/vjHP5aVVlppiu//vPPOK1tssUWZZ555+rWv7bffvjz//POtdVddddWyww47lLe85S2teb1N3HDDDeXoo48u73jHO7pdLX3vt99+ZbPNNiszzjhjeeihh8ouu+xS/vGPf7SuT7cbmkmAAAECBAgQIECAAAECBAgQIECAAAECBAYg0NFBkfHjx5fjjz++PmDfeeed64P322+/vSQ4kIfvs8022wDIRs4m11xzTfnc5z5Xll9++XrS99xzT4njqaeeWlZfffVBh0ig6q677qrXadA71yEBAgQIECBAgAABAgQIECBAgAABAgQIjHiBjg6KvPzyy+Wxxx4rO+64Y80QydVefPHFy0YbbfSaC3/22WeXa6+9tqy44oo1c2H++eev6ySw8vvf/75cd911ZeaZZ67BgI033rjMMMMMdXkCBGuvvXa5++67y/3331/23HPPOv9vf/tbufTSS8u4cePKyiuvXLbddtsy00wzvWa/3c1IVsu5555bHn300bLUUkvV7Iz55puv3HTTTSXZFzvttFNrs1tvvbVcffXVrXmTst9f/vKX5bnnnit77bVXq7+uE6usskpZc8016+wNNtig7j8lrxIUSYbLX/7yl3LMMce0Ntt1113Lpz71qbLaaqu15p1xxhk1Y+SVV14p++67b8uotcL/TYwZM6a8+93vLr/73e/K7LPPXuem/NYRRxxRbTfccMPyhS98obz+9a/vuqnvBAgQIECAAAECBAgQIECAAAECBAgQIECgT4GOHlMkJZlS8un000+v43ZkzIruWgILyy23XA0OpNxWHvY3LQGHBx54oHz4wx8u733ve2tpp/YxQB555JEaGMhYHW9+85vrZin/dMUVV5Tdd9+97LPPPuWJJ56ox9D02dtnAiEnn3xyDcx85jOfKQsttFD54Q9/WBJQSIAk2RvtJa1S/mvhhRce0H4T2Jl++kn7TyCBoyZI8uSTT9ZgUPv5JKCTQEvTMq5I/n72s59VjyOPPLLHcUZyjgn85DMtzh/96EfLxz/+8RooiUU8E6jSCBAgQIAAAQIECBAgQIAAAQIECBAgQIDApAp0dKZIMLbZZpty0UUX1ZJPCQC8/e1vr5kis8wyS8tq6aWXrtkcmbH55puXE044oT54zxgkyYjIGBpNlsdaa61VAxNNACTbJBMk2SNNy/4SQElWStp73vOemk3xvve9r5UB0azb9TOZHuutt14rwJJ+EvhIsCDHkcBIpt/61rfW4MG///3veszpZ1L3m/FB+mrf+973ygILLFBXu/766+ug9D2NEdJdX3PPPXf5xCc+URcl8HTvvfeWn/70pz2OM9Lex0knnVSSeZJrmHbooYe2xoZpX880AQIECBAgQIAAAQIECBAgQIAAAQIECBDoj0DHB0UybsjWW29dNt1003LzzTeXCy+8sAYZDjnkkJZPMkqalnEtUsZp7NixNYCRQEoyHzKeRuaPHj16okyIbNeU2sp0slGSPZKxS5Jh0rT0kyyQpixUM7/rZwYbn2uuucpf//rX1qI55pij9pkZKWeVEloJiiQrY9555y0prTW5+23trMtE9p2B2RMgShmyWM4555xd1ur5a9fzTfDo61//es8btC3J+bWXCothM75J22omCRAgQIAAAQIECBAgQIAAAQIECBAgQIBAvwQ6PijSKCQzJONcJKsjAZFkLCy55JLN4tZnHv63tzyYP+WUU8oKK6xQgx8vvPBC++LXTGcckwQoUpqqva8EExLs6Ku99NJLtaRV+7brrLNOef3/jaORbJGMuZH1brzxxhokSZ+Tu9+ejmuPPfZolcvqaZ1JmZ9xWdrLf/W2bcZjacZu6W09ywgQIECAAAECBAgQIECAAAECBAgQIECAQH8EOj4okuyMpvxTQEaNGlUSIMl4GN0FRbqipSTVlltuWdZff/26KOOFpJxVTy1ltpJJkfJaTfmsrJtxMvrzgD9ZH0sssUQt8dXso33blKNadNFFayZKxtzIwOVpk7vfZl+T8pkMmfZsmGzbjAfS9JPgTXvLmCTtLu3Luk7HISW7tt9++9aiBKUSWNEIECBAgAABAgQIECBAgAABAgQIECBAgMCkCkzaKNuT2vtUXj9lrI466qhy5ZVX1syKF198sVx66aU1U6HJvOjrEPMA/tlnn62rJQMkmSN9tYw78qc//anuM+um3NXxxx/f7WbtGSFZIdvmGJ9++um6foI63/jGNybKrkgJrZQBS3BnwQUXbPXb13677ivBnexroC2Bogyiftlll9Uucp4PP/zwRN3dd999dQyWzEwQ56yzzirvfve76zpdj2eiDSd82W677cp5551X/bLs8ssvL5tssknLtev6vhMgQIAAAQIECBAgQIAAAQIECBAgQIAAgd4EOjpTJAGDPffcs/zmN7+pD+MDkTEuMnh3Mi760zbaaKPyq1/9qlx99dU1QyFZC/l+zjnnlAyc3l3bbLPNyq9//evypS99qWZwNPvsbt0EZxKsOfzww2tZrxVXXLGsu+665cgjjywZDyWBmAQRZp111tbmCYr89re/LVtssUVrXib62u+qq65aTjvttJIB1jMmyVVXXVUDPhtssMFE/fT3S47p4IMPLnvvvXfJuCwZpD5jsrS3ZZZZpvzhD38oe+21V80qidmHPvShukoyanLMK620Ug1cdS0vlvNLpkhTeiweCXK1jwHTvi/TBAgQIECAAAECBAgQIECAAAECBAgQIECgN4HpJgwiPr63Fabksq6DcE/JfWV8igQfuj547+8+ky2SQcf7ym5o7y+lnjLWx0DOM8GQ7LO/wZuB7DelrbKfyS1HlX6eeOKJstBCC7UfxkTTOZfx48cPyD/9P/7442XhhReeqE9fCBAgQIAAAQIECPQlcM8995Slllqqr9UsJ0CAAAECBAgQIEBgKgmMGTNmSPc8YoIiQ6pqZwQIECBAgAABAgQITBMCgiLTxGVwEAQIECBAgAABAgR6FBjqoEhHjynSo7IFBAgQIECAAAECBAgQIECAAAECBAgQIECAwIgTEBQZcZfcCRMgQIAAAQIECBAgQIAAAQIECBAgQIAAgZEpICgyMq+7syZAgAABAgQIECBAgAABAgQIECBAgAABAiNOQFBkxF1yJ0yAAAECBAgQIECAAAECBAgQIECAAAECBEamgKDIyLzuzpoAAQIECBAgQIAAAQIECBAgQIAAAQIECIw4AUGREXfJnTABAgQIECBAgAABAgQIECBAgAABAgQIEBiZAoIiI/O6O2sCBAgQIECAAAECBAgQIECAAAECBAgQIDDiBARFRtwld8IECBAgQIAAAQIECBAgQIAAAQIECBAgQGBkCgiKjMzr7qwJECBAgAABAgQIECBAgAABAgQIECBAgMCIExAUGXGX3AkTIECAAAECBAgQIECAAAECBAgQIECAAIGRKSAoMjKvu7MmQIAAAQIECBAgQIAAAQIECBAgQIAAAQIjTkBQZMRdcidMgAABAgQIECBAgAABAgQIECBAgAABAgRGpoCgyMi87s6aAAECBAgQIECAAAECBAgQIECAAAECBAiMOAFBkRF3yZ0wAQIECBAgQIAAAQIECBAgQIAAAQIECBAYmQKCIiPzujtrAgQIECBAgAABAgQIECBAgAABAgQIECAw4gQERUbcJXfCBAgQIECAAAECBAgQIECAAAECBAgQIEBgZAoIiozM6+6sCRAgQIAAAQIECBAgQIAAAQIECBAgQIDAiBMQFBlxl9wJEyBAgAABAgQIECBAgAABAgQIECBAgACBkSkgKDIyr7uzJkCAAAECBAgQIECAAAECBAgQIECAAAECI05AUGTEXXInTIAAAQIECBAgQIAAAQIECBAgQIAAAQIERqaAoMjIvO7OmgABAgQIECBAgAABAgQIECBAgAABAgQIjDgBQZFBvuTjx48v//3vf0s+e2rXXnttef7553taPNnzn3rqqXLVVVe1+rn++utL/qalNnr06HLppZdOS4dUj+Wiiy4qjz/++BQ5rlyTXBuNAAECBAgQIECAAAECBAgQIECAAAECBKaOQMcHRX73u9+VY489tvX305/+tNx8883l1VdfnSLieej9k5/8pNeH36effnp58sknp8j+0+lf//rXsv/++7f6P/PMM0v+pqX2q1/9qvztb3+blg6pvPTSS2WfffYpM8000xQ5rlyTXBuNAAECBAgQIECAAAECBAgQIECAAAECBKaOwKips9uh22syEhZccMGyxhpr1J2OGTOm/OlPfyoPPvhg2XTTTQf9QF73uteVo446qswwwwyD3nd/O9xuu+3Ke97znv6uPlXWu+CCC8rnP//5qbLvnnZ6xRVXlJVXXrnMOeecPa0yWfOTGTPjjDNOVh82JkCAAAECBAgQIECAAAECBAgQIECAAIGBC3R8pkho5p9//rLccsvVv9VWW628/e1vL//617+q2u23315OPfXUctddd5VTTjmlVWYqGR8//vGPy+c+97ka5Ljpppvq+s8880z51re+VV5++eX6Pf+MHTu2fPvb367zXnjhhbo8n2kpo3XeeeeVL33pS+XII48st9xyS53f/s9tt91WjjnmmPLZz362HHfccROVb+ru+JLl8vWvf71ceOGF7d20pi+//PKy3377tb43E1/+8pfLSiutVDbZZJOSAEDTsv7ee+9dfvjDH5Y3vvGN5Z3vfGf1ue6668r73ve+svbaa5cTTjihWb3Xz5QO23rrrcvyyy9fjyEZIdlve4ttzmvNNddszT7xxBPLuuuuW1ZcccWa5fLcc8+1luW4fvCDH9R+ujv+rHjZZZeVzTbbrCy77LJlhx12KPfcc09r++b8fvnLX9Z9vv/97y+Z17X95S9/Ke94xztas2OSDJv0u8IKK9Trk+t52GGHlVVXXbV85CMfKbl2Tct1Ofzww+s+Nt544/Ld7363Zp80y3NNmv0mOJfrkOPefPPNywYbbFB+/vOfN6v6JECAAAECBAgQIECAAAECBAgQIECAAIEpIDAigiJd3fLAfOmll66zM7ZHAiJ5IL7ooouWhRZaqJbWykP4ueaaq+y77741KJAH1vfee2+dlzJLt956a6vbf//732X22Wcvo0aNqkGQBx54oDWmSB56/+Mf/6gPvnffffcaDMj2TXv00UfLySefXB+8f+Yzn6n7TxDglVde6fH4pptuupqJks/uWgI3d9xxx0SLMlZGHuT/+te/LmuttVbZaaedWsGXrH/JJZfUslHnnntuedOb3lQf+J9xxhnla1/7WvnUpz5VjjjiiFp2bKJOu3zJee24445l8cUXL7/4xS/Ke9/73npucWtvOZYNN9ywemV+yoklGHTAAQfU9VNaLGWsmvbQQw+VBDR6Ov6c6//3//1/9TjTdwI7CXw0zjm/XIcEr372s5/VwFB3QaOUtmoPiqTfs846qwbFErQ6//zzy4c+9KEauEkZtnHjxlWX5jjPPvvskv8WElw79NBD6zG3l8tKfzmWtFzfBNouvvji8r3vfa8GpZI5c/fdd9fl/iFAgAABAgQIECBAgAABAgQIECBAgACBwRfo+PJZIbvxxhvLE088UfXywD1v9yfY0bRkfSRg0YwlkUHJ8yZ/Mg6mn376suSSS5aHH364ZmZkvVVWWaVmlCRrIS3rZ153LZkByUx529veVhdvueWWJQ/um5ZxNdZbb73y5je/uc5KICFZLHlg/pa3vKXO63p8mXnwwQfXZf39J4GQZH2kJWMlpZySBZFsh7R555237LnnnnX6C1/4Qi0j9a53vasGEHKeyXbJcSeTIw/2k+nRtNe//vV1+5QlS+Dh+9//fqtMVIIEN9xwQ7Nq/eyakZEA1F577VW9s8JSSy1VktGTwFMyfNJ6O/6M4bLbbruVLbbYoq771a9+tZ5b9rPVVlvVefPMM08NnOTLF7/4xXLaaafVIE/OJ+3OO++sgYoEVNpb/htIMCZ/CRzlvBNwSTvooIPKtttuWzOEEhCLb7JkZp111rr8Ax/4QDnnnHNax1Vndvkn551AXM4z49+krFhzHbqs6isBAgQIECBAgAABAgQIECBAgAABAgQITKbAiAiKZByH2WabrVLl4X8eXC+xxBIturnnnrsVEMnMZCak/FMCIk3Lw/MEBtISAMmD/5RLevHFF2uQZeedd25WbX2m1FIyQVJ6qWnps31ciewrGSntGQVzzDFHeeSRR5pNStfjay2YhIlksrS3lHdqzyZpHuRnnQUWWKAGOdrn5Rya9RO0SaZJ05LpkOBBlifA035+XfebDIlkR6TMVFoCPgk0pJRU0xZZZJFqdvPNN7eCIl37aT/+lOxKYCHXpGkpmdZe2qr9XHJ8CUJkv01QpGuWSNNP+3b5byJZQE2LSQJEjz32WFl44YVr9k6mr7nmmhqES1An33tr7f0nQ6cx7m0bywgQIECAAAECBAgQIECAAAECBAgQIEBgYAIjIiiSh9cZJ6O/LYGO9gf72S7fMz8tD+3zkD6ljp5++ulaiqsJutQV/u+fBEUSBEgWQU8tJZ4SKGkvhbXOOuuUZF9MyTbzzDO3Sjl1t5/2gFCWtx/f+uuv3xp7JcuShZGWcVRmmWWWOt3TPwkYNJklWSfnn8BIe3Ag8/M9WSc9tfbjTwm0DGzffowf/OAHyxprrNHT5hOtm5WSVdKePdTdhr2ZZP2U6ErmRwI2Ocf2cVG666/rvK79d13uOwECBAgQIECAAAECBAgQIECAAAECBAhMnkDPT+snr99hvXWyDFL2qb0lAJL5TUtpq5S4SqZAT6Wz8pA7WR4ZUyOZDE1rxgvJ9/nmm69mrWy00UbN4hpIyUP+wWwJPLS3a6+9to6V0j6vv9MpM5bMiK4tY4mkJFd7a8b1aOYl+NAeoErwIzZXXXVVHYsk6yUYEttm3JfM6+34E4DI9WgfhyT77RrYSj/dtZRKSwm0psRZd+v0Z96PfvSjknFh9thjj7p6xkHp6tGffqxDgAABAgQIECBAgAABAgQIECBAgAABAlNG4H/1oaZM/8Oy1wQ5kgFy3XXX1QHTU8oqQYRkcDQt6+TB/S233NIa+6NZ1v6ZsSgyrsjjjz9eZ2d8k/ZAQcbKyPge2V9aym194xvfKMl+6K39/ve/n2iw997WzbJkMeQYkr2ScSsy+Pu73/3uvjabpOUJdmTslQyynnNMsCH7am/53j6YeZZl7I0MgJ5tk42TMUJS3mzNNddsbdrb8Wdw95NOOqmWPcsGGR8k47g0pq1OepjIWCFrr732RCXUeli119nJHsr1S0vg6+9//3uv61tIgAABAgQIECBAgAABAgQIECBAgAABAkMrIFOkG+883M7b/nm4f8YZZ5Rx48bVkkirr756a+08tM8D/AUXXLBkDJCe2mabbVZOPfXUOoZGskKSEdJeYipjWqy77rp18POU4Mo4JQlWdC0n1d5/HrjnQX723wxE3r68u+nsY//9968ZEcluyWDjzUDx3a0/kHkZi+TYY48tBx54YMlg5xm0PKW2EjhKe/DBB+tYGyuvvPJE3X/yk5+sg5YnCJLzThbKCSecUEtiNSv2dvwZjyRjumy44Ya1lFd8cn7J0ulP65q90p9tulsng9YfcMAB5ayzzqrl1Y4++uj6Pcdy2GGHdbeJeQQIECBAgAABAgQIECBAgAABAgQIECAwhALTTRj3YPwQ7m+iXXUdPHuihdPIl6eeeqrMOeecEz2gH8ihJWsiZad6KumUYMizzz7b7wf5KTGV4MqkjkORTIbBGLi9N4OUukpWSspi/fjHPy5XXHFFOfnkk8tpp51WM26+9a1vdbt5zinjcCTQ1N4SVEhLYKG3489+szxjvvS3JXNmtdVWK+eff35ZdNFF+7tZr+vlGFJqrX2Mk143sJAAAQIECBAgQGCKCdxzzz1lqaWWmmL965gAAQIECBAgQIAAgckTyLPzoWwyRfrQbgYR72O1Phf3FQBqxh/ps6P/W6G7gd37s22yOaZ0y8Dy7WOoNPtLRsZOO+3UfH3NZ86pr/Pq7fiz30kJiOQAMnbMvPPOO2gBkfTZ2zFmuUaAAAECBAgQIECAAAECBAgQIECAAAECU0dAUGTquI+YvSZjIgOhp33zm9+sAYj6ZRL+WWyxxSZh7Ulbddllly1nn332pG1kbQIECBAgQIAAAQIECBAgQIAAAQIECBAYlgLKZw3Ly+agCRAgQIAAAQIECBDoj4DyWf1Rsg4BAgQIECBAgACBqScw1OWzpp96p2rPBAgQIECAAAECBAgQmLICxhOZsr56J0CAAAECBAgQIDDcBARFhtsVc7wECBAgQIAAAQIECBAgQIAAAQIECBAgQIDAgAQERQbEZiMCBAgQIECAAAECBAgQIECAAAECBAgQIEBguAkIigy3K+Z4CRAgQIAAAQIECBAgQIAAAQIECBAgQIAAgQEJCIoMiM1GBAgQIECAAAECBAgQIECAAAECBAgQIECAwHATEBQZblfM8RIgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIDEhAUGRCbjQgQIECAAAECBAgQIECAAAECBAgQIECAAIHhJiAoMtyumOMlQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEBiQgKDIgNhsRIECAAAECBAgQIECAAAECBAgQIECAAAECw01AUGS4XTHHS4AAAQIECBAgQIAAAQIECBAgQIAAAQIECAxIQFBkQGw2IkCAAAECBAgQIECAAAECBAgQIECAAAECBIabgKDIcLtijpcAAQIECBAgQIAAAQIECBAgQIAAAQIECBAYkICgyIDYbESAAAECBAgQIECAAAECBAgQIECAAAECBAgMNwFBkeF2xRwvAQIECBAgQIAAAQIECBAgQIAAAQIECBAgMCABQZEBsdmIAAECBAgQIECAAAECBAgQIECAAAECBAgQGG4CgiLD7Yo5XgIECBAgQIAAAQIECBAgQIAAAQIECBAgQGBAAoIiA2KzEQECBAgQIECAAAECBAgQIECAAAECBAgQIDDcBARFhtsVc7wECBAgQIAAAQIECBAgQIAAAQIECBAgQIDAgAQERQbEZiMCBAgQIECAAAECBAgQIECAAAECBAgQIEBguAkIigy3K+Z4CRAgQIAAAQIECBAgQIAAAQIECBAgQIAAgQEJCIoMiM1GBAgQIECAAAECBAgQIECAAAECBAgQIECAwHATEBQZblfM8RIgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIDEhAUGRCbjQgQIECAAAECBAgQIECAAAECBAgQIECAAIHhJiAoMtyumOMlQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEBiQwakBbDdJGY8aMGaSedEOAAAECBAgQIECAAAECBAgQIECAAAECBAgQ6F1ApkjvPpYSIECAAAECBAgQIECAAAECBAgQIECAAAECHSIgKNIhF9JpECBAgAABAgQIECBAgAABAgQIECBAgAABAr0LCIr07mMpAQIECBAgQIAAAQIECBAgQIAAAQIECBAg0CECgiIdciGdBgECBAgQIECAAAECBAgQIECAAAECBAgQINC7gKBI7z6WEiBAgAABAgQIECBAgAABAgQIECBAgAABAh0iICjSIRfSaRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQK9CwiK9O5jKQECBAgQIECAAAECBAgQIECAAAECBAgQINAhAoIiHXIhnQYBAgQIECBAgAABAgQIECBAgAABAgQIECDQu4CgSO8+lhIgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIdIiAo0iEX0mkQIECAAAECBAgQIECAAAECBAgQIECAAAECvQsIivTuYykBAgQIECBAgAABAgQIECBAgAABAgQIECDQIQKCIh1yIZ0GAQIECBAgQIAAAQIECBAgQIAAAQIECBAg0LuAoEjvPpYSIECAAAECBAgQIECAAAECBAgQIECAAAECHSIgKNIhF9JpECBAgAABAgQIECBAgAABAgQIECBAgAABAr0LCIr07mMpAQIECBAgQIAAAQIECBAgQIAAAQIECBAg0CECgiIdciGdBgECBAgQIECAAAECBAgQIECAAAECBAgQINC7gKBI7z6WEiBAgAABAgQIECBAgAABAgQIECBAgAABAh0iICjSIRfSaRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQK9CwiK9O5jKQECBAgQIECAAAECBAgQIECAAAECBAgQINAhAoIiHXIhnQYBAgQIECBAgAABAgQIECBAgAABAgQIECDQu4CgSO8+lhIgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIdIiAo0iEX0mkQIECAAAECBAgQIECAAAECBAgQIECAAAECvQsIivTuYykBAgQIECBAgAABAgQIECBAgAABAgQIECDQIQKjpuZ5zD777FNz9/ZNgAABAgQIECBAgAABAgQIECBAgAABAgQITEWBMWPGDOneZYoMKbedESBAgAABAgQIECBAgAABAgQIECBAgAABAlNLQFBkasnbLwECBAgQIECAAAECBAgQIECAAAECBAgQIDCkAoIiQ8ptZwQIECBAgAABAgQIECBAgAABAgQIECBAgMDUEhAUmVry9kuAAAECBAgQIECAAAECBAgQIECAAAECBAgMqYCgyJBy2xkBAgQIECBAgAABAgQIECBAgAABAgQIECAwtQQERaaWvP0SIECAAAECBAgQIECAAAECBAgQIECAAAECQyogKDKk3HZGgAABAgQIECBAgAABAgQIECBAgAABAgQITC0BQZGpJW+/BAgQIECAAAECBAgQIECAAAECBAgQIECAwJAKCIoMKbedESBAgAABAgQIECBAgAABAgQIECBAgAABAlNLQFBkasnbLwECBAgQIECAAAECBAgQIECAAAECBAgQIDCkAoIiQ8ptZwQIECBAgAABAgQIECBAgAABAgQIECBAgMDUEhAUmVry9kuAAAECBAgQIECAAAECBAgQIECAAAECBAgMqYCgyJBy2xkBAgQIECBAgAABAgQIECBAgAABAgQIECAwtQQERaaWvP0SIECAAAECBAgQIECAAAECBAgQIECAAAECQyogKDKk3HZGgAABAgQIECBAgAABAgQIECBAgAABAgQITC0BQZGpJW+/BAgQIECAAAECBAgQIECAAAECBAgQIECAwJAKCIoMKbedESBAgAABAgQIECBAgAABAgQIECBAgAABAlNLQFBkasnbLwECBAgQIECAAAECBAgQIECAAAECBAgQIDCkAoIiE7j//ve/lzPPPLO8+OKLQ4r/5JNPlkMOOaSMGzeu1/0+++yzdb18agQIECBAgAABAgQIECBAgAABAgQIECBAgMDABDo+KPKRj3ykvOtd72r9ve997ysHH3xwefDBB1tiP/jBD8p+++1XxowZ05rX18TFF19c/vWvf/W1Wo/LX3755bLbbruVTTbZpMwyyyx1vYcffrjstdde9Vj/8pe/tLadc845y5prrlmXjR8/vjXfBAECBAgQIECAAAECBAgQIECAAAECBAgQINB/gY4Pitxwww3lqquuKssss0z9W2CBBco555xT3vGOd5SHHnqo/1Jd1kwQ5Zvf/GaXuf3/etxxx5VVVlmlBkWy1e9+97uy8cYblyWXXLKMHTu2PProoxN1ts0225SFF164/PSnP51ovi8ECBAgQIAAAQIECBAgQIAAAQIECBAgQIBA/wQ6PigShummm65897vfrX8//vGPy+67714ef/zxkmyPntqf/vSnGjh5wxveULbeeusaWMm6999/f1ljjTXKY489VuclkHHzzTfXbo466qga6EhgY/PNN69lubrr/9VXXy2nnHJK+ehHP9pa/I9//KP85Cc/KV/84hfLTDPN1JrfPvGxj32snHDCCe2zTBMgQIAAAQIECBAgQIAAAQIECBAgQIAAgSki8Ktf/ap84hOfmCJ9T61OR0RQpCtuAiJps802W9dF9fuVV15ZS1slANIEPbbddtty9913lxlmmKEstdRSdb0ZZ5yxJPNk1KhR5Te/+U055phjajbH+9///ho8+da3vtVt/7fffnuZddZZyyKLLNJafvjhh5f111+/9b27iWWXXbY8/fTTk5Xh0l2/5hEgQIAAAQIECBAgQIAAAQIECBAgQIAAgXaBBESSZHDjjTd2VGBkVPtJdup0xuHIWB1pGdz88ssvL3PMMUd529ve1u0pZ4yRbJPB11deeeWSrJEPfehD9T+Ar3/96+Wkk04qyy+/fFl11VVL/sNIO+OMM+rnoYceWtZee+3yyCOPtMYKqQva/hk9enQNnrTN6vdkSmil7/aASr83tiIBAgQIECBAgAABAgQIECBAgAABAgQIEOhDoAmIZCiKtIzVnYyRY489to8tp/3FIyZT5Nxzzy35u/TSS8sSSyxRy1DNP//83V6h//73vyWDmycgkrbOOuvUz8zvqW2xxRZ10c4771wDKNlPskG6axnQvacSWd2t3z4v203KgPDt25omQIAAAQIECBAgQIAAAQIECBAgQIAAAQK9CbQHROaee+6SvwRHOiVjZMQERW699daSv7vuuqtk/I6UxeqpvfDCC7UkVrO8CWA8//zzzazXfK6++urlRz/6UXnzm99cLrzwwjpeSAIk3bX55puvPPvss90t6nNetuspmNPnxlYgQIAAAQIECBAgQIAAAQIECBAgQIAAAQI9CHQNiDSrdVJgZEQERTLQehPR6mkckebi5nPppZeuZbYefPDBOvvf//53/VxmmWXqZ0//pGxWImYZM2TTTTctl1xySS111XX9xRdfvI450nV+X99T0uvhhx9WOqsvKMsJECBAgAABAgQIECBAgAABAgQIECBAYJIFmuBHPru2ZllTNanr8uHyfUQERfq6GBmnIy1jhbz00kulyfD45Cc/WX7+85+XQw45pC5v5qe0VrI97rvvvnLcccfVclZHH3102WijjcoPf/jD8uc//7kOyj7zzDOXueaaq27b/k/GA8mYJgmeNO3ll18u48aNq38JfuQ48j1ZK0279tpryxve8IZa2quZ55MAAQIECBAgQIAAAQIECBAgQIAAAQIECAyGwJZbblkTDHrqK4GRrDOc23TPPffc+Kl1ArPPPvsU3/W6665bS2Ylw6Kndt1115VPf/rT5YYbbqjrzjLLLOXII4+sAY8XX3yx5Dg///nPlz333LPVxamnnlq+853vlGSTZPuxY8eW/fffv06/8sorZYEFFihHHXVU2WqrrVrbtE8cc8wxNejxhS98oc4+4ogjan/t62Q6/TSZKgcffHBZdtllW4PGd13XdwIECBAgQIAAAQIECBAgQIAAAQIECBAgMJwEhnoM7Y4PikzOxU/2xujRo2u5qumn719STcYdefLJJ0uyT3rbZkIwqo5rcvbZZ9eB3/s6zltuuaXsscce5eKLLx7wIO197cNyAgQIECBAgAABAgQIECBAgAABAgQIECAwlAJDHRTp35P+oRSYhvY1atSosthii/Ua3Oh6uLPOOmtZdNFF+9wm5bMyMPtBBx1UM0a69tP+PYOrJ1PlhBNOEBBphzFNgAABAgQIECBAgAABAgQIECBAgAABAgQmQUCmyCRgWZUAAQIECBAgQIAAAQIECBAgQIAAAQIECBAYPAGZIoNnqScCBAgQIECAAAECBAgQIECAAAECBAgQIECAQEtA+awWhQkCBAgQIECAAAECBAgQIECAAAECBAgQIECgkwUERTr56jo3AgQIECBAgAABAgQIECBAgAABAgQIECBAoCUgKNKiMEGAAAECBAgQIECAAAECBAgQIECAAAECBAh0soCgSCdfXedGgAABAgQIECBAgAABAgQIECBAgAABAgQItAQERVoUJggQIECAAAECBAgQIECAAAECBAgQIECAAIFOFhAU6eSr69wIECBAgAABAgQIECBAgAABAgQIECBAgACBloCgSIvCBAECBAgQIECAAAECBAgQIECAAAECBAgQINDJAoIinXx1nRsBAgQIECBAgAABAgQIECBAgAABAgQIECDQEhAUaVGYIECAAAECBAgQIECAAAECBAgQIECAAAECBDpZQFCkk6+ucyNAgAABAgQIECBAgAABAgQIECBAgAABAgRaAoIiLQoTBAgQIECAAAECBAgQIECAAAECBAgQIECAQCcLCIp08tV1bgQIECBAgAABAgQIECBAgAABAgQIECBAgEBLQFCkRWGCAAECBAgQIECAAAECBAgQIECAAAECBAgQ6GQBQZFOvrrOjQABAgQIECBAgAABAgQIECBAgAABAgQIEGgJCIq0KEwQIECAAAECBAgQIECAAAECBAgQIECAAAECnSwgKNLJV9e5ESBAgAABAgQIECBAgAABAgQIECBAgAABAi0BQZEWhQkCBAgQIECAAAECBAgQIECAAAECBAgQIECgkwUERTr56jo3AgQIECBAgAABAgQIECBAgAABAgQIECBAoCUgKNKiMEGAAAECBAgQIECAAAECBAgQIECAAAECBAh0soCgSCdfXedGgAABAgQIECBAgAABAgQIECBAgAABAgQItAQERVoUJggQIECAAAECBAgQIECAAAECBAgQIECAAIFOFhAU6eSr69wIECBAgAABAgQIECBAgAABAgQIECBAgACBloCgSIvCBAECBAgQIECAAAECBAgQIECAAAECBAgQINDJAoIinXx1nRsBAgQIECBAgAABAgQIECBAgAABAgQIECDQEhAUaVGYIECAAAECBAgQIECAAAECBAgQIECAAAECBDpZQFCkk6+ucyNAgAABAgQIECBAgAABAgQIECBAgAABAgRaAoIiLQoTBAgQIECAAAECBAgQIECAAAECBAgQIECAQCcLCIp08tV1bgQIECBAgAABAgQIECBAgAABAgQIECBAgEBLQFCkRWGCAAECBAgQIECAAAECBAgQIECAAAECBAgQ6GQBQZFOvrrOjQABAgQIECBAgAABAgQIECBAgAABAgQIEGgJCIq0KEwQIECAAAECBAgQIECAAAECBAgQIECAAAECnSwgKNLJV9e5ESBAgAABAgQIECBAgAABAgQIECBAgAABAi0BQZEWhQkCBAgQIECAAAECBAgQIECAAAECBAgQIECgkwUERTr56jo3AgQIECBAgAABAgQIECBAgAABAgQIECBAoCUgKNKiMEGAAAECBAgQIECAAAECBAgQIECAAAECBAh0ssCoTj65aencLr/88vLQQw+VhRZaqM/DGj9+fJnwf2W66abrc93BWCH7S7O/wdAsE64dz8GR/F8vU8M0//Prz/8mRo8eXeaYY46y+eab/++ATREgQIAAAQIECBAgQIAAAQIECBAgME0KCIoM0WW59957yyuvvFJmmWWWPvf42GNPlTFjZiqzzz5bn+sOxgpjxz4zoZvpymyzzTkY3fXZx7hxY8rLL7804UHyPH2uOxgrvPjiuPLCC2PKnHPONxjd9dlHzu25554s88yzYJ/rDsYK+e/qmWceKa973SKD0V2/+nj88fvLfPMt3q91B2OlJ598sMw998Jl+umHJrnt8cdHlyWWmLfMOmvf/y9y1KhR5eabbxYUGYwLrQ8CBAgQIECAAAECBAgQIECAAAECU1ig7yd+U/gARkr3Cy+88ISHunOX1VZbrc9TfuihRyc85J5lwkP8oQlS5AF+giJDFaQYO/bZCUGRF8pcc83fp8VgrPDCC2PL888/OyFI0XeWzmDs76WXXpxw/R6dEDRYbDC667OPBEWeeOKBssACS/a57mCtMHr0vBOynpYerO767OfRR+eb4LnkkAVFRo++vyy77IIT/jc4U5/HNu+88/a5jhUIECBAgAABAgQIECBAgAABAgQIEJg2BIbmtetp41wdBQECBAgQIECAAAECBAgQIECAAAECBAgQIDCCBQRFRvDFd+oECBAgQIAAAQIECBAgQIAAAQIECBAgQGAkCSifNZKudoee63PPPVvuuOOWHs/uxRefnzCmyNghHVNkzJgnJpRLe6jHYxrMBf8bU+SRwey2l77Gl8cff6A8/PDjvawzuIv+35gij9TyWaus8tbB7VxvBAgQIECAAAECBAgQIECAAAECBAiMGAFBkRFzqTv7RP/619+UFVZYvtuTHD/+lTrIfQYjH4o2fvyrE/aXwdafGIrdTdjH+PLSSy+UsWOfGqL9lQn7e76MG/fsEO5vXD2/Z599uQiKDBm7HREgQIAAAQIECBAgQIAAAQIECBDoOAFBkY67pCP3hHbbbdduT/7VV18tCYzMMMOM3S4f7Jnjx4+vQZFRo/oepHsw9j3U+8sxJwgz44wzD8bh96uPl19+sdx0083l0kuv7tf6ViJAgAABAgQIECBAgAABAgQIECBAgEB3AsYU6U7FPAK9CDz88MPlG984opx11hndrpX5u+zywYmWZd5OO+0w0bx8+dKXDimHHfbV18zvacYll1xcrrnmf4GB++67t1xwwZ/LJZdc0tMm3c6///77y6c//aluz+HOO++ox5RzzLk27dhjv13Pu5mXY8l5NX/Nen19dne+t99+24RzuLivTS0nQIAAAQIECBAgQIAAAQIECBAgQIDAZAkIivTAd/fdd5fpppuuzDbbbOWUU055zVq77LJLXZ51mpbpJZZYoqy33nrNLJ8dKLDDDtuW8877XXn00UfLZz/76YnOMAGLD35wx7LtMbOjJQAAQABJREFUttuVmWaarowePbr8/+zdd3xX1f3H8Xd2QkLCHrJ3AUURRIYyFEGtigooVlFA60ItdbWuH1BxVKtWLRapiCLWAQhqteIoKDIEQQVEQUCQvRIge//OOfH75ZuQSb75EpLXfTy+ufeee+4Zz/tN/rifnHNeemmqC4gMGzbcm2bT7fW//GVSvvuLO7H5P//8c7311hveYMb48Q9p5szXCr2tsOCDJ+NFF52vU0451Yy+WHtUMOKxxx5x2WwfL730Indsy4qIiFDdunXVt28vl2bbsm7dOqWmpmn+/I88RRe537Vrl04+uYP69evn+m7PPdsdd9xWpuCQ5z72CCCAAAIIIIAAAggggAACCCCAAAIIIIBAWQQIihShNXfuXDNVzyKzjkGKbrnllny5Vq9erddff91MyZSrO++8U6+9duSl9LZt27RkyZJ8+Tk5/gKTJj2s2rVjdNZZPfXUU0/ql1+25muUHaVQ8JMvg8/JsmVLTd4luvnmW7Vy5dc+V6Qnn/yr/v3vt1xQ5KGHJmjNmtX67LNP9cYbb2vo0OHypK1Z851efXWmC5Z06tTJlfHKKy/rkksudAGDUaOuyVeuPbFBiYceGq/rrhuj5cu/ctdffvlVZWRkHJXXJsydO6fQdE+iDU788ssvLrjjSbP7f/3rZVeP7WNaWpq7tGvXTnXq1Fmnn97NBEbquTTbFvtZtOhz3X77H1zaww9PULt2rVwfbDDId7MBowsu+K0JqvTX88+/4B3x8thjk3T22Wf7ZuUYAQQQQAABBBBAAAEEEEAAAQQQQAABBBCoEIHQCim1ChS6YsUKMwVS3ovpMWPGaMOGDWrfvr3rWePGjb09zMzMNNMXfaqRI0eqf//+bvSIvWgDJp79e++9Z16Or9GZZ54p3/+OdxkK/EhISDDrNeSYT7S2bFmvpk2bFsjh/9O0tCRTaJCpM+8FuP9ryF9iRkaqWXMjw3yy8l84xrPk5CQTGEhTVlZmESXk6pFHHjYBjG81Y8YrevTRSfrDH8bly79w4YKj7u3du89RaTbhzDN7mpf4vTRo0GAzcmNhvnLuvPMu9enT0wTKZmrZsiXKycnWgAEDXPBj/vxP9e67c12aLccGNq67brS7tnjxMv3pT/fozTff1h//eJcGDx5o2nin16hdu/bq0aOnq6t9+3b6+uuvvfXahd3tmime/tu+2lFLa9euMSNRxrvv4gMPPGSr9G42wHLKKZ3MM88w5fbw3uvNYA5sOePHT3TX4uMP6Pzzz1NoaIgLlNh+eeqzwaTJk//pzqdMecGMXHnD1fn++++Zdi73FmmPbVDE3mf7Y4MpdqDVP/7xnLZu3eF+jzxlem/69cDWZxevT009pISEI1N6Fcznr/PU1AQTLMpVUlLJfyLtiCH7d4ANAQQQQAABBBBAAAEEEEAAAQQQQAABBCq/QMlv/Cp/HyqkhdHR0d4AR3h4uPnP9yOLZtevX9/VaV88jxs3Tl27dnXnCxbkvVi3L8FfeOEF3XrrrS69S5cuSk5OVkxMjOLi4optrx2Fkp5uX7DW188//2xeHnfytqPYG8t10QZw7FRhxbetXFX43BwUFGxecIf5rb6cnGDzsj5MwcEhPrUcObRBA7t17nyKrrzyd5o3b95ReQtbk+PBBwsv76235rjgyscff2SCF+fnK6tbtzPcSJF33pntAh52dIj9njRv3sKMFvm3atWqZabXusYEvH426cEaNuwK/fjjj/rvf//rysrKyjYBuPV68MHxskGFevXyRmV06NBRK1Z85eqy1/v16++t15afnZ3jPbejUez24YcfuHLcic8PO3olKytLBw8mmUDEJ5o48f90ww03+eSQ7PRat956my68MG/6rLVr1xq39zVw4HmKjAxxbbfe7747T7fd9gdv3aGhoeY42ARFpCFDLjPf5Qx99923zqBXrz768stFJng4wARBtsie33jjGA0ffqW7f/PmjSZg9Yhp8//la4s9sUEfW19YWKTfvjdHVeKTkJJif19rms+R33ufy/kOa9asme+cEwQQQAABBBBAAAEEEEAAAQQQQAABBBCovAIERYp4Nn369NH69evdS+mXX35ZzzzzjL755huX2wZBPCNBJk6c6EaILFy40Lzk7eWmOIqPj9dJJ53k8toX1q1atTIvgbeal8n2hW6NImrMS7YjSbb8HKUDB6RatQ+aeoLdfcXeVM6LeSNEgkzbo8pZUulutyNEsrKC/VZfZmaWe2FuX8YXtuWYmMh1140yIzHu1uLFX7oX8nYUhJ36ybN9+mleQMtzXtx+2rR/ucv2Bb8NQNh67YiMs8/uZ0aFnKMfflhngiYzNWbMKF1xxQg3msSOPLJTUDVr1tyNkoiNjdNvf3u+CdR01qRJE82okq/VoUMHPf30U2aaqk5uhJANKvhudior2+49e3ab4MQgV2/euiFBLij05ZdfuKmp7MgNG+R64omnXBDChBRcuqes3/ymow4fPmxGdMxwwZmRI68zIzBS9fjjj5p1PR5x66Q0aNBQsbGx5v68Mm1Az7Zz+vRprhj7vbb9fuONmXr77Xc8Reuyy4bq739/2kyz1V0NGzY0QY+bzciZs9x1u47KHXeMVX8zouqmm27Qtm27Tf07vPfWrl3HLDw/wXvue2ADXzaIFBoa4bfvjW/5BY9tPVFRNczva8lBEft7HRYWVrAIzhFAAAEEEEAAAQQQQAABBBBAAAEEEECgEgoU/ha5EjY00E0aNWqUfvrpJ9n/Av/uu+9c9XatEBsosZt9KXzttdeaNSAu0WmnnebSLrjgAvOf/8N09913mwWqL3VpZf3x6cddtXjRmfpyQR999J9B2rzJjuJgK6/AlClTTYCrvu666x4zAme7W+y7vGXu2LHXG1g555xzzYvxIzHGWbPeNoGRf+erwo7+mD59hkuzAYOMjFzNnj3LrTdi1+qIjo5x5dm0du065LvXntj8/fr1M9+7Ueb7dSRgYoMoX3211Ez1lOxzj/3eeD4+yebQTp01bdp0M7XVCtnghx3NYrfBgwe7vW1HmzZtzfRey2UDfHabN+8/JohzsVtX5Ntvv3dpmzdvMqNE7nDHnh9///vzZvqvu11QsHv3MzzJbm/7/OOPG91i8bYv9tx3+/vfn/M95RgBBBBAAAEEEEAAAQQQQAABBBBAAAEEEPC7QFBSUtJxe+tup6iqLpsdSWKnzvJMtVVYvz/4j3T7DZlq2DRJhw9GKHF/DfU8N1t/f77waZwKK+NY0pKSEsxtQWaqoFrHcnuZ70lJSTQjRdLNSIS8qaHKXECBG5KSEjV16l9lF+wubMsxQ0Xs9EshIYH5b347isiufxEaWvIog8LaW9a0QNdn25eZmW6CQBFlbeox58/KytD33/9g1iFZaaZAG3PM5ZT2xj17tqtt2wYmKFryM9y8ebNbM2jIkCGlLZ58CCCAAAIIIIAAAggggAACCCCAAAIIIPCrgF16IpAbI0UCqV1CXR+8L2WlhSnxYKSSEvKm2dq0IUj795VwI5cRQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEECgRAGCIiUSBS7DSU3z6qpZK03hUXaxdSl+d7A+/jgvnZ+lE7DrbJx33gDvx95l1+Jo0aKJmf6pnZneKW/Kp6VLl5hFvi9XeHiQmQKts/LW4ihdHQVzPfjgfbr88kvMmhgPujVLfK8//PAE1xZbT94aIEeuPvvsM+6aJ+UDM1yoUaN6R5XhuV5wb9cZsflnznwt36UVK5ZrxIhh+dJKc7Jo0ReF3mfbffHFF+iqq644qpixY2/22vm6l9bT5mvSpIG3DE8F1qagl+caewQQQAABBBBAAAEEEEAAAQQQQAABBBBA4FgECIoci1oF3TN0qFS78SFXenhkpsKjk3W2WebhlSnSyBHSsqUVVHEVK9YuoP7JJwu8H0/3nn767+Yl+6OaPPl5l9SvXx916XKqW6vj3Xc/8GQ7pr1dl+Odd94zC65P0tixt+Qrw66tMXv2PFfPB2Y4kGedDhuUuf/+P3nP161bp1WrVpr1Qb7Wqaee7C3DphcVHKhdO0YLFnzh8k6dar4ov2733nuXac8cz6l3b4MWRW3p6ekuYFTYfZdcMkSjRo056tY///keb/vtxe3bt3nd+/bt780/f/5/ZT8FN9u3zz//XHZ9liee+Kvsud2WLFlsFmL/pWB2zhFAAAEEEEAAAQQQQAABBBBAAAEEEEAAgXIJHFkZulzFcLM/BDp2kp54Jl5z56Zq3draOqvfdrOQdd5i1X9/Wrr3NqlFO2nsH6SevfxRY9UswwYQ1q37XpGRkW4x70cf/etRHbWLhNvNBlDs1qJFS/dxJ7/+KCwQ4cnvm88ed+16ukuaMeMV2eCC73bBBb/1nrZo0cKsNRJq1hzJlg1cLFq01Cx0fqm7bhdLb9++vWvH7353tTZt2qR3350rz5x6Z53VU19+ucxblj0IDg5WR/PFqVnTLtL+oG688WY99dQT6tPnbC1e/KU3r+3Lvn173bmnXwX7Yttz+eVDtXr1d977PAennnqaNm78yXPq9p9++onefvtNnXnmkS/j9u3b3cgXu6j9LbfcKhsYueSSCzVkyGV69dXpOnTosK644kpvOZ4+24SBAwe6BeM7dOigv5sv/NVXX6OFCxd483KAAAIIIIAAAggggAACCCCAAAIIIIAAAgiUV4CgSHkF/Xi/fVEeVWObrr0uUkFBNbR27T7zInu/6tevp3F3StffIE17ieBIaciHDRvusoWEHPmK26mf2rZta0Zy3G5GbWS4he+LK6tg0KC4vPbaW2+9of/85z29+OK/Cs36t7/91QQdhpkF5mNdQKRXr946/fRuZqTFAZc/JCREUVFR7jgqqob5Dkh2JMbBg8myo0rsuQ1YfPnlIpfnllvGmjSTaLbw8HAXbPnuu281adJflJCQZEZePOau2R/9+vVzff7hh3Wy9YaH5190fubMGW76qm++WasJE/7Pe19xB4888hdt3rzNTanlGf3yv/99oTPO6OFGtnxuRoDUrVtPN998q3FvZxa6D3E+9erV048//qCYmBiX5ulznTp1XXX33Xevc8rKyso3CqW4tnANAQQQQAABBBBAAAEEEEAAAQQQQAABBBAojQDTZ5VGKUB57EvjPn36qFWrVrIviE8++WQXEPFUXzNWLjjygfnn+W498oIjTKvl0Tmyz8nJcYEHO6XVpZde5r3w3/9+YkaQ/KRnnnlOv/lNRzNqIW+qMk+Ggmtg2BEVBT+evAX39t7HH3/UjJx4R61bt3GXU1KSZT92u+eeu9SsWXNdeeVV7twGRuxn0qSJSk1NdfXY0SY//bTBXZ82baor5+GHHzEjPhaZ0R9PutEWdlRI79593Mdl/PXHhg0b1KPHmbr77j/qrrvuceX269ff7W0WO2Jj4MBBLvfAgee5819vdbstW342I1aG57vPt/2+ee1xdHSkzj13oMvfuXNnE8Bb67LYgIjdzjtvkA4fPqTOnU82z+Bi813+jQtwzJjxuvlu13Htt1OX+fb5s88+defTpv1Ltv/Ll3+ldu3aFzl1mKuIHwgggAACCCCAAAIIIIAAAggggAACCCCAQBkEjvwbfRluImvFCaxatcpMiWT/i7+hmz7JvkC2UyP5bp7gSMGRI/c9JHXq7Juzeh7bKaVefnma/vGP501QIkUPPGBgzBYWlv/rPn36DHXrdqrWrFltFmDvpOeem5wPrCwjReyL/IMHE1x5tWvX0UcfzdfEieNdoMEGNGybNm7coFdeeVn33feAHnwwb9ouW+GCBf/zTuNl2/Poo5O8bTnllFNdX+y6JKec0sW177TTunrbOWfOPDMaI9ZNx7V69To3fZbn4uefL/TWc955R9YS8Rx/YtZd8Wy+7fHct3fvHt1++1gzAma2C0y89NJUJSUluumxkpPTjGeEu90Gjvr16+uO+/btbabT6umm7nrggbwRJw89NMGsM/Kxvv32G5fHt/02Yd68uW6xe5vP9vHAgcMunw00fW5Gm9jnkJWV4dL4gQACCCCAAAIIIIAAAggggAACCCCAAAIIlEcgKCkpKbc8BZTn3ujo6PLcfkLdu3DhQjddU9euR15oF9YB8zzMC+T/affuXPdf882bNyssW760RPMO2U6r9c7rZq2R/tId46SmJd/mLSMpKcEcB5npjGp50yryICUl0bzkTjcjJer5pRr7on7q1L/qsccmFVqeHTmSm5ttpmrKP2VUoZn9kJibm2uCFJlmOqtwP5RWchGBrs+2KDMz3RsUKbmF5c9hgyLff/+DWYNlpRltc/SC7+WvIX8Je/ZsN1N+NTAByZKf4ebNm01gbY0ZyTMkfyGcIYAAAggggAACCCCAAAIIIIAAAggggECJAp41lUvM6KcMTJ/lJ0h/FZOZmSn7Et8uxm3XVCjN5hk5YqfVOqmJ9DuzbrdZM1vbt5XmbvIggAACCCCAAAIIIIAAAggggAACCCCAAAIIIFA9BAiKVLLnvHXrVrVp09asD9FDO3bsUFpaeqlb6BscscfDBhMcKTVegYwF1xcpcLnSnS5a9IVbKL28Ddu6dUt5i9CcObOOKmPPnt1HpZGAAAIIIIAAAggggAACCCCAAAIIIIAAAggEWoCgSDHiW7ZsMWtAvFJojueff15BQUFHXZs4ceJRaWVJOO2009SwYUNFRkbqjDPOMPu8dRvKUoYNiJhlGDR7vsy0UQRHSmNnFyi3a2N4Prt27XK32fMTIUDy3XfflaabReb55JP5qlEjzKzfcb9uuGH0Ufl69DjdrSXia2HTwsOP/A588MF/3Pns2bNM3nOUnJzkyvn7358yi8w3zpf3qApIQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEAiBAUKQI5DfffFN2HZD+/furVq38a22kp6fr6aefNgGHXBcY8bxAt/nGjx/v0rZv315EyaVPPpaAiG/pdl2RJ58mOOJrUtTx3r173WLrdlFv+/n3v80CLWazC6iPG3eHC5Z47r3wwsGaP/8jdzp58vN6++03PZfcftKkiTr//EE67bST3flXXy3TNddcZcqY4AILNvG88wa4a77HNsBg01u0OEmHDh3SsmVLNWHCQ2bx9Otd/TNmvKJGjeqaNTWGas+ePWYk0Xb9+c/36MILB7n83gKP4WDZsmVmvY6lmjHj35o5c8ZRJSxfvqrEtPfem2fsJuiNN942fWjhFrC3vyPjxt1ljOYoI+O4LV90VNtJQAABBBBAAAEEEEAAAQQQQAABBBBAAIHqKRBaPbtdcq8XLVqke+65Ry1bttTQoUO1b98+1a9f391ogyWeReJffPFFPfLIIy4YYvPZbfr06Vq6dKmGDx/uAid2IWYbJAkPDzf/PZ/s8hT3Iy0tzb1ATk8PKS5bqa/VbyBNekzaMTZYk5+PdNNqnTVYuvW2NDVpmmPqSnNlpaeXvKh0qSstJmNGRqpZiDxD6ekpxeQq/SVbTk5OtluLpbC7cnPtQuu5RV639zRv3lx2pMPMma+5Be7tKAe7tsvIkdea5z9cXbqc6r3/P//5rzp37iC7f/311/Tll8vyPVc7uiQ5Oc0t7G7LuPTSi00AY49WrVqpzz9f6MqxI3jsNbvZ74Q9TkvLdudz5szW4sWLzMiNaL322qv66actWr9+vVnI+7fauXOfevfu4QIXtl82zwcffCQbiMnJyd/HQYPOdeX5/vj44898T73HK1d+rT/+8U7Xjt///mZ9/fUKnX56N+91e5BnmFeHr6enH02aNNXs2W/rgQcekg2QnHzyyeY7H6E//eke1atX1/yePGza/YbatWufr9zSnOQ9wxyzzk663743xdVr60lNTVFwcGZx2dy11NRUs/B8yflKLIgMCCCAAAIIIIAAAggggAACCCCAAAIIIFDhAgRFiiDeuXOnGjQw0QSz2b1d38MTFBk8eLAZCXC+rrjiCvcf++ecc4677snfqFEj/fjjj96S161bp19++cX8l38jJSYmetOLOrAvYzMyssxLWf/+Z32dumZarQmHtPP3oXrxn7H63cWR6nlupq4dlaHGJ2WZF8CBGThkgxg2KBISElYUQZnS09KSTHmZ5qV9XlCh4M2eF/hBQYVft/nDw8NcEGvQIBMtMpudJsqWd+DAfrcvWPZf/vKw7rvvXv3jH5Pd9YkT/88ENVLNyI37XVAgOjrSlbNjx25vGV27nmbK/fzXdub+upfWrfveHQ8efJ7Wrl1jRobcZIIfO3X11SNNIORSd+3+++/V5ZcP1bBhlyopKcnVbStITc1wgQwbmMgLHBzpY9++fV0bfH8U7IfnWuvWrbR//z4zzVWkqXu7mjRp7G2fJ4/de+rw7PPS8uocM2aMuzcyMkSjR49Rz549TX9W65RTTtaTTz5lAjcPm2DJXN15592+RZbqOO8ZZpvggw1WlPw7VKpCi8mUmZlmglU2MFbyn8jSBDqLqYpLCCCAAAIIIIAAAggggAACCCCAAAIIIBBAgZLf+AWwMZWpqj59+rj/zu/ataueeuopPfaYGWrhs9mXtLNmzXIv0ufPn2+mSjrNLY5u823cuNEd2+x23ZGLL75YNWvWVFxcnAuM+BRT6GFubogJGES6ewrNUM5EOxvYs/+Qtm8z+2fCdOvIFup9Xo7uvDtYdsqtit5SUhLdf/zHxtbzS1WhoTUUFhZZZJDFBgxsQKS4IExQUIgZ/RPjzWOfm82fkHDQBLKSvemeBp9++hkmaHGVmRbqHZf0xBNPeS7poosuMYGRB80ok2tMEOQLnXvueZo3b55OPfU0M2KiniurqYHev/+A+46lpKS4tP3792v37gNu1EdIiP0OhKh27bru2ty575vpvdqZUSlfqU6dOi5oY0cvjR49Sn/72zMm/Uv163eOy+tpSP/+R6bo8qQVZdCt2xmurXYUx4cffqDGjd/V3Llz3G2XXTbU7fNMbLvCXCDGU5Zn37Rpc02Z8pL69h2gF1543gRF+piAYiMz9ddfzHRzz5ny3tFzz03O10ZPu0ra2983W09UVKyZzq5hSdnLfT09PdM8qwbmd7Dk0VP2+Xmm0Ct3xRSAAAIIIIAAAggggAACCCCAAAIIIIAAAhUqEJihARXahYopvEuXLi6wMXr0aPPy+2pXyeTJk2XXGrGbXVB95MiRbsRIr169XJodOWLT58yZY6Zb6uLSKvMPz5ojM+YeNiMAAr8ge1JSyVOJHS+/vn37u6pvueVWtxaInRLLd7v33jvd+hkF022eMWOuc2uKzJkzy0299c477+rTTz8x3503XODF5rnqqt9pwICz3ciRYcOusEluBIVdV2Tt2rVmxEYLl+b7Y/nyb0y5A92C5TExNb3Teg0adI7q1q1rppXKmwbNc4/tQ8GP51rBvR2VYje7hsqPP250x9u2majZr9sdd4x1I1ruv//Pbn0Tm2zbar/no0df64I0njS71omdUsxurVu30eOPP+HyduzYyUzJdbpL5wcCCCCAAAIIIIAAAggggAACCCCAAAIIIHA8BILMVDz+naOpDL3wrMtRhlsCnnXLli1uXRFbsZ1Cy25NmjQxaz4sVkxMjPnv/1NdmueHZ3F2z7lnb9PtSBE78qSkbdeufTp8uOJGihSsPykpwSQF6WBCLTNyRFpk1hDve4F0xzj5feTImjVrzcv7JPPSv4m+/36j2rRpYxblbl6wSWU6T0pK1NSpfzWjeSYVel/e1FLFjxQp9MYiErdu3aI//OF2M/rjfRPI+IMZuVFXDz74f97cdlSDnc4rNPToUQZ2PZAlS5Z78/rjoLj6/FF+YWXYaazCwiIKu1QhaVlZGeb78oNZDH6lWWh+TIXU4Vvonj3b1bZt6UaKbDZrBq1Zs8ZMdTbEtwiOEUAAAQQQQAABBBBAAAEEEEAAAQQQQKAUAoGenp6RIiU8FLvQumezwRD7sZudXqtgQMSm9+/f3+5OyM0zcmT2fOkk083fXSrde5e0bKn/umPXl7Av8ZctW+aXgIj/Wlb6kmxQxE5ZZbenn35WAweeV+qb7agJNgQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIHjI8CaIsfHvVLXaoMj4+6Urr/BTKf0kgmM3Ca1aCeN/YPUM2+msGNuf2JiklnAOsWslVFbdk2M8o4S8W1IVlaW76n32DNSJDc3yJtWnoPevc9yt3vq6979DLNGypG680Zu2POjY472Xt+85WmH597i6vPk8ffe9sGuwxKozd9mgWo39SCAAAIIIIAAAggggAACCCCAAAIIIIBA5RIgKFK5nkelak3NWP8HR+xQqGbNmqp+/bratGm7C5BER9cod79TUlJ1111/KrScnJwsM51VlluMvdAMfk7Mycl2C8mHh5e/X6VpWm5ujjIyUhUREV2a7H7Ik6u0tGRFRsb4oazSFZGenmzWJamh9u1PLt0N5EIAAQQQQAABBBBAAAEEEEAAAQQQQAABBAoRIChSCApJ+QX8GRxJSEgwL9QTzfoqNXXw4EH3KW9QxC46/uCDT+VvtM9ZenqKUlMTVatWQ5/UijvMzMwwa8LsM4uf5021VnE15ZWcnZ2t+PgdJtBUvrVZytLOPXt+VsOGrcpyS7ny7tu3xXg2V3Dw0aNvylUwNyOAAAIIIIAAAggggAACCCCAAAIIIIBAtRLgDWO1etzl66wnOPLBAqlbj7xptUaOKNuaI0FBQfppQ7xmz/pRSUlJZgom/0xpVb6ecTcCCCCAAAIIIIAAAggggAACCCCAAAIIIIBAdRAgKFIdnrKf+1gwOPJ/90o2ODJndskVxcTEmCmzkvXNqqZmxEia+e//uiXfRA4EEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBPwgQFDED4jVtQhPcOTjRdKQodKLz0qD+hYfHImPj3cLjQcHB5kprVKVkpJSXfnoNwIIIIAAAggggAACCCCAAAIIIIAAAggggECABQiKBBi8qlY3bLhkgyM33l58cOSXrTFa/d1pSjgQp+XLumnP7qoqQr8QQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEKpsAQZHK9kRO8PYUFRxJPCxt3yZNeb6xNnzfVOlpYfp6YSc981TkCd5jmo8AAggggAACCCCAAAIIIIAAAggggAACCCBwoggQFDlRntQJ1k5PcOTuB6S5s6TfDpCeeEzavz1/EOTnDZFa/+MJ1jmaiwACCCCAAAIIIIAAAggggAACCCCAAAIIIHBCChAUKeGxbdmypcgcixaZ+aLYihUYNFia+ZYJiPxD2rQhL2tqUoRycoLcSVZmjjkutgguIoAAAggggAACCCCAAAIIIIAAAggggAACCCDgFwGCIkUwzp8/X2FhYZo4caJGjx59VK7WrVvrySef1IABA+QJnAQFBekvf/mLu+eoG6p5Qs9e0j+mSnENpOysEO39pZYTadY6WG3bVXMcuo8AAggggAACCCCAAAIIIIAAAggggAACCCAQEAGCIkUwL1u2TEuXLtX06dP1+uuv58u1bt06hYSE6L333tMpp5yit94yQyF+3YYMGaLx48d7Ttn7CLRqLd18xza1P/UnNWxxQJGxSVr/jfTAn/PWG/HJyiECCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAn4XCPV7iVWkwJUrV+ruu+92vRk3bpzsebdu3dx5p06d1LVrV9mRIXbLzc11+wkTJujVV1/VN998owULFnivTZ06VevXr9e5556r2rVru/Tifhw6lKg0sxB5ampUcdn8di09PcmUFaSUlEN+K7Oogho2+knDrkjXL780U+PGaxQTfbLendtBwwZHqlP3DA0fcVDduqcWdfsxpWdlpSkzM00ZGWnHdH9Zb8rOzjLP77DsPhBbTk62eXYJ3u9hxdeZq6SkA+b7H7iYqq0vJyc3YHXa+nbsSFNkZMl/Infs2GG+X5kVz04NCCCAAAIIIIAAAggggAACCCCAAAIIIFBugZLf+JW7ihOzgI4dOyo+Pl7R0dFKTExUy5YtvR3ZtGmTFi9e7F5C33TTTXrttdc0cuRI7wgRO92WnVrrnnvucfdce+21+vzzz1W/fn01a9bMW05RB2Fh+02dkYqJqVlUFr+mJycnmPKCTF/zprTya+EFCqtXr5k2b47XV0ulyy9v6EzOOVdKPJyjl6eF69EHG6iFmU7r1juknr38s9hIenqKCVIkKi6uYYHWVMxpZmaGeX7hqlOnScVUUKBUG3wJDg6WtQ3MlmsCFNkBrM/2Ksd4NjX9DAlIF+2aN40b1ze/g+El1peVlaX9+/eXmI8MCCCAAAIIIIAAAggggAACCCCAAAIIIHD8BQiKFPEMevTooc8++0z9+/fXm2++qX/+85+aOXOmQkNDNXDgQDMKIFv79u0zozlS9f3332vhwoUucGKDKK+88ooLqNii7WiSqKgo8x/nke7FtZ12q6TNvuC2/4Vv94HY8v7jPygg9W3btl0H9ifprLPra+fOXcamhmJjayrOxGP+eJd0w++laS9JfzZBkToNgzVyjDR0WPkUAu0Z6Ppyc0MC+n2xTyOQ38+8+uz3MyQg39Ej/Qtx0+TZ8+I2+7wD9btaXDu4hgACCCCAAAIIIIAAAggggAACCCCAAAIlCwTmrXvJ7ah0OYYOHar+JiBigx0JCXYkhZScnOz29erV029/+1vZabT27Nmjxx9/3KW3atVKvXv31ocffliqabLcTdXsh7XLzNqt0LCvXcDIBkR8t5qx0rg7pS9WSteY9e1ffFYa1FeaM9s3F8cIIIAAAggggAACCCCAAAIIIIAAAggggAACCJRdgJEixZjZKbNGjRrlzWGnyvJs06ZN8xy6vQ2geNYWyXeBk6MErFNKSrJq1Ch+jY9hwyX7mT1Leu1l6dnHzKiRa6Qx10s2eMKGAAIIIIAAAggggAACCCCAAAIIIIAAAggggEBZBBgpUhYt8pZbYNWqVWbasf1q0qSpNm7caBag31BimTYwMu9D6Yl/SCuWSb8dYAIkz0jbt5V4KxkQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEPAKEBTxUnAQCIE+fXqrRYsWJiDyk5tqrEOH9qWutmcvaeZbecERGxAZNli616xDQnCk1IRkRAABBBBAAAEEEEAAAQQQQAABBBBAAAEEqrUAQZFq/fgD3/mtW39RYuJhsx5LZ23atEkHDx4qcyNscOTJp820WvNlpizLC46MHCEtW1rmorgBAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAoBoJsKZINXrYlaGrjRo1MmuJhCkiIkxxcfVVq1bcMTerabO84EjiBGnaS2bUyG1Si3bSpcPM2iPmw4YAAggggAACCCCAAAIIIIAAAggggAACCCCAgK8AI0V8NTiucIGIiHBFR8e4epo2beKX+uyi6+PulD5YIA0ZKr34rDSorzRntmQGpbAhgAACCCCAAAIIIIAAAggggAACCCCAAAIIIOAECIrwRagyAjY4Yhdl/3iRdOPt0msv5y3K/o/nIs2UXUFVpp90BAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQODYBAiKHJsbd1VyARscmfdh3qLsK5cHa/jgBizKXsmfGc1DAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQqWoCgSEULU/5xFbCLsk+fmaKXZx3wLsp+y+9ZlP24PhQqRwABBBBAAAEEEEAAAQQQQAABBBBAAAEEjpMAQZHjBE+1gRU4qUmWnnxamj1f6tAxb1H2kSPy1h3xZ0t27dqtb7/91hW5evUabdmy1Z/FUxYCCCCAAAIIIIAAAggggAACCCCAAAIIIIBAOQQIipQDj1tPPIGmzQpflP3laf5ZlL1x40aKjIzUqlWrlJmZqZYtW5x4SLQYAQQQQAABBBBAAAEEEEAAAQQQQAABBBCoogIERYp5sK+88opq1qxp/tt/y1G5BgwYoKCgIPfxXFy3bp1q166thQsXepLYV1KBgouy/+/jvEXZn31G2r7t2BudmZml/fv3Kzg4WAcPHjQLvCcde2HciQACCCCAAAIIIIAAAggggAACCCCAAAIIIOBXAYIiRXBOmTJFbdu2NS+1E3XKKafky7V+/XrFx8ebNSpydffdd+umm25y188880wlJCRo2bJlsgESthNDwC7KPvOtvEXZbUBk2GAzvdZd0rrvy97+nTt3au/evYqLi9OePXu0dSvTZ5VdkTsQQAABBBBAAAEEEEAAAQQQQAABBBBAAIGKEQitmGJP/FIXL16soUOHuo5ce+212rRpk9q0aePOGzdurNTUVE2cOFExMTEaOHCgu27z2c3mW7p0qTp16uQCJ0uWLNHq1avVpUsXHThwwOUp7kdi4mFTfrrJkllcNr9dS01NdGXl5ub4rcziCkpPT1F2doYZZROYmFxmZppsnSEhYcU1S51PlvvsvDFEM1+L1k0jQ9W0da6uGpmqAeekFXuv52JGRpKZPitIS5fkqEHDCNPPVBNYi/dcrpB9Tk620tKSKrwe38anpwe2vrS0ZCUlxQfsO2P7d/BgmDIySv4TaUcE2anS2BBAAAEEEEAAAQQQQAABBBBAAAEEEECg8guU/Mav8vehQloYGhrqnRorPDz8qDrOP/9888I0Q77XPMdhYWHmBXyI956IiAiXz06p5JvuzVDgwOazU3MFBx8po0AWv57auqTA1mcDIoHrn/UsfX123ZE/35+sW28L0rtzI/X832q4z+ib001wJF2xsblF+mdnZ7uAVnx8rGpEb1VOTk4A+pkb0O+LZOsrvWeRWGW4kDdVXeDqzOtf6X5fS/M7XYaukhUBBBBAAAEEEEAAAQQQQAABBBBAAAEEKlCAoEgRuHYqLDtNVr169TR16lQ988wzbo0Im/3bb7/V+++/r59//tmNFnnvvfc0efJkb74NGzbIBk3sZl/mdu/e3fyXe5Jbn6RWrVouvbgfqamZZoRBpKKjaxaXzW/X8kaIBJn64vxWZnEF2RfOWVnpAasvNDTMPYey9i86Wrr51rzP7FnSvNkRmvJ0hAZdIo0aI9ngScGtVasO5nuzUQf2R6pZ8xpm1FDHCn+ONhBjR1KUtX8F216W86SkhIDWl5Ji66vl1mopSzuPNW9SUqIJfsWZ39mjA6IFy7RT6dlAKBsCCCCAAAIIIIAAAggggAACCCCAAAIIVH6BwMxfVPkdjmqhDWqcd9555sVorAt42Ayvv/66PvroI/Xv39997KLqn376qcaMMW/Izfb444+7l+92ai07VRZb1RHwXXfk0KEj644sW5q/j7t37zZTdWWYF/jRiq4RpW3bzCIlbAgggAACCCCAAAIIIIAAAggggAACCCCAAAKVQqBajhSxIznsYuh2FIcdEdK+ffujHkbLli2VkpKSL33s2LHe8+nTp8t+fLfbb79d9sNWdQV69pLsZ/sfJTt65N7bpDoNpZEmLjZ0mMwIn2zVqhXnRjTUqlXbfceqrgY9QwABBBBAAAEEEEAAAQQQQAABBBBAAAEETiyBajVS5MMPP1TdunXVq1cvffzxx5o/f747tmn2GhsCpRWwU2eNu1P6YIF0zWjpxWelQX2l999tpZzsjjp0KE2HD9dXp04dS1sk+RBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQqWKBajRRJT0/XgQMHCiWdO3duoekkIlCcQM1YM5XW8LyPnUrrLw9Kb/yrhWrUStfqFSHa9kuW7ry7Wv2aFcfFNQQQQAABBBBAAAEEEEAAAQQQQAABBBBA4LgKVKuRIpdddlmR2MVdK/ImLiDgI9C4sRQWnq2wqBzl5gYpIzlUs2eE6l8v+mTiEAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQOC4CVSroMi6desUGhqqyMhIt9ZDVFSUOz9u+lRcpQT27JHi94SY71aumrWOd33LyZJen5Y3tdbLZp94uEp1mc4ggAACCCCAAAIIIIAAAggggAACCCCAAAInlEC1CorYhdI//fRTpaWlmf/kz1Vqaqq+/vpr2eAIGwLlFahXT6pRM38pkTHSUy9IN94u/e9j6bcDzOLsd5mF2rflz8cZAggggAACCCCAAAIIIIAAAggggAACCCCAQMULVKugSLdu3SpelBqqrUDrNtJlV2Yrtk6aM4iIls4+L0PduuetOTLzLWnKDJmAnDkfLI0cIX1iAiVsCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAoERqFYrQN97771qbBZ+6Nu3r/r376+lS5e6kSO7du0KjDa1VHmBq65ONuuKfKvvvmmpLlcu1YgRzU2fm3j73amz9OTTZhqtCdK0l8zxw+YzSRpxnTTcLNhuF25nQwABBBBAAAEEEEAAAQQQQAABBBBAAAEEEKgYgWo1UqRBgwbKzs7WO++8o379+unNN99UVlaW6tevXzG6lFrtBOxUbI1PSpSCUtSgwR7FxcUVamCDH+PulD5exNRahQKRiAACCCCAAAIIIIAAAggggAACCCCAAAIIVIBAtQqKfPTRR46wdu3abqRIrVq1vKRffPGF95gDBI5VYOfOnSbQlqng4CCFhoRqx44dJRY1zIwQsVNr/Xte3tRav7s0b2qtObNLvJUMCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAmUQqFbTZ9nAx7PPPqsbb7zRTaO1efNmrV+/Xt999506derkptUqgx1ZEThKICgoSHa0SHR0jOqZldfteWm3ps1+nVrrsPT229KLz5rPc2Zx9sukMdcztVZpHcmHAAIIIIAAAggggAACCCCAAAIIIIAAAggUJVCtgiKPPvqo+8/9FStWaPny5Tp06JC6du3qgiRNmhxZ98GDtWXLFi1cuFCjRo3yJLm9Tdu4cWO+UQDjx4/XxIkT3fVmzZppzJgx+e7hpHoItGjRXLGxMfpiYbq6d++uOnXL/itmp9a6/oa8z8fzpXdmSef1lPpeII0yXyu7Lsnx3Hbu3KWQkLwWZGZmKSys7H08nu2nbgQQQAABBBBAAAEEEEAAAQQQQAABBBCovgLV7m1mbGysGxVy6aVmjqJitlmzZunDDz90a49ERkYqLS0tX+62bdvKfp5//nn97ne/c9cmTJjggij5MnJSrQSysrKVkJCgk5rU0IH4eIVHRCsmJvqYDQYNluxn+zZp+svSzddKdRqa6bVMcGTosGMu9phvjI9P0Jo1a9SqVQNt375KoaGhOvXULsdcHjcigAACCCCAAAIIIIAAAggggAACCCCAAAKBFKhWQZGxY8dq+vTpat26tVtcfcGCBUVaf/XVV7rnnntcAGX06NFKTExUzZo1Xf7+/fu7fVJSklu0fc6cOd5y5s2bp+uuu857npub60ak2Pujo6OVmZnpvVbUQXZ2lnJyssyi8FlFZfFrel49QQGtL9D9y8nJDkj/kpOTtW3bVp3RI0ybNyerVq3TzXRaEeV+Xo1Pku5/ULrtDumTj0P12jTp2cekgRebAMm12aoRHZj+xcXVVLduXbVixQLzfW6kPn16B8Q1JyfH1JOp3Nxfh6iUW7T4Auz3xa4Nk5lZ8vRnWVlZJm9gfleLbzVXEUAAAQQQQAABBBBAAAEEEEAAAQQQQKAkgSDzYj+3pEwVdd0GCQK5NWjQwK0f0rhxY11xxRW6//77ddpppxXaBLsWhA1o2M1Oi9WvXz+3OLtv5ilTprg1SZ555hmXbKfVOnz4sIYMGeK915bx6quv6ocffnD3d+5c8txHBw8mmpEpYYqMjPKtrsKO09KSXNmRkTEVVodvwenpqSbok2mCBWaeqABsmZnp5uV2qmrUqBWA2qQ9e3abURQ/m8BbUzVvbhYKqaBt5ddR+uD9mlq+IEIduibrksvS1a9/cgXVdqTYn3/eYp5fslJSctW0aRPVrl37yMUKOkpM3GeCMHXNAvbBFVRD/mIPHTqghg1jze9gyXHjX375Rbt379awYcdh6E7+ZnOGAAIIIIAAAggggAACCCCAAAIIIIDACSdg/9E8kFu1Coo0bdrUvKze7nxvueUWXXzxxbrwwgsL9baBkBEjRqhDhw5usWw70iMmJn/QoGfPnpo5c6abRsu3EM/aInadEc9mAyZxcXFuDRNPWlH7Xbv2meBKpHdkSlH5/JWelJRgigoy/QtM0CAlJdH8Z326WXujnr+6UGw56ekpSk1NNKM2zLxTFbzZ9Ta+/361mV6qifmuHTBBkeZmZFKrCq31YEK2XpicqoXzzffTDGwYYQYqDR9ecQuzr169xgQMYhQeXttNK9e4caMK7Z8tfN++Lapbt3nAgiJ79mw3v9cNzO9geIl927x5s5tSzAZD2RBAAAEEEEAAAQQQQAABBBBAAAEEEECgbAKBDoqU/G/QZWt/pc7drl07tW/fXhEREe6zevVqPfnkk67NBafS6tKlix5//HE3QsTmtwGRyZMnmxezdV2wZMmSJeY/5VO8AREb9Pj888/d1Fx2bRHPKJNKDULj/C5w0kmNzcLjweblfZYaN25tRjfU8HsdBQu0C7P//qZ4M71WjOzC7DPM2iNTn8pbmP1yM3ihZ6+Cd5TvPCwszBUQHh5uRozklK8w7kYAAQQQQAABBBBAAAEEEEAAAQQQQAABBAIoUK2CIgUDH8U5X3bZZW5Uhw12eBZZP/XUU723ZGRk6LnnnvOeew5WrFihVatWeU7ZV0OBWrVqm5E+drqnig+IFOQtuDD7vbcdWZh90KDyjx5JSkp2oyLi43+jzIzd6tZd6t3bz1GXgp3iHAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQ8JNAtQqKlNWsZcuWGjVqlPe2s846y3vsWWzdk2DPC6Z5rrGvXgLp6Wmuw3ZJGrM0zXHZmpqlTB4ys7fZz+xZ0mtm9IhdmL1nf2nUGKlTyUvbFNrumJhotWnTRj9tSDGdO6ROnQiIFApFIgIIIIAAAggggAACCCCAAAIIIIAAAghUSoHArFpcKbtOoxDwv8DmzT/rm2++UXp6upYvX64ffvjR/5WUscRhZn2ReR9KU2bITOsm3XytNHKENGd2GQsy2e1IkQ0bNpjpwULcZ+PGjWUvhDsQQAABBBBAAAEEEEAAAQQQQAABBBBAAIHjJEBQ5DjBU23VFLCLqjds2NAFRuxaNB07/qbSdNSODnnyaemDBdKQoXmjR/p2kyZNlLZvK10zDx8+LLvwUY0aUYqKjNTevXtLdyO5EEAAAQQQQAABBBBAAAEEEEAAAQQQQACBSiBAUKQSPASaUHUEcnJyFR+foNjYWB06dEipqXlTaVWmHtqF2T2jR574h0w7zfng0o0esQvJDx482PUrLi5OF154QWXqGm1BAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSKFSAoUiwPFxEom0BSUpJq1qxp1tropKZNmyoxMbFsBQQ4d0+zJIgdPfLJMqn/QOnFZ6XiRo/YIM/PP/9sFpGPNi0N0k8/MX1WgB8Z1SGAAAIIIIAAAggggAACCCCAAAIIIIBAOQQIipQDj1sRKCgQG1tT7du3d8lt2rRWgwb1C2aplOd29Mj1N0gfL5KKGz0SFRWpJk2aKCoqykwN1sn0r0Gl7A+NQgABBBBAAAEEEEAAAQQQQAABBBBAAAEEChMgKFKYCmkIVGOBkkaP2GCP3SIiQhQXZ6IpbAgggAACCCCAAAIIIIAAAggggAACCCCAwAkiQFDkBHlQNBOBQAsUNXrksotStWZ1rLKzc3XgQHygm0V9CCCAAAIIIIAAAggggAACCCCAAAIIIIDAMQsQFDlmOm5EoPoIeEaPvPrObjVq8oNWLYnTHTcE6b5707R9W9VyyMzM8nYoNzfXe8wBAggggAACCCCAAAIIIIAAAggggAACCJz4AgRFTvxnSA8QCJhArVqNVKd2W3U/a5MiaiQrPe0kDRssjRwhzZkdsGZUWEVZWdlasWKFEhMTtWvXLn355ZciMFJh3BSMAAIIIIAAAggggAACCCCAAAIIIIBAwAUIigScnAoROHEF/vZEtj57P1aZmeFKPRStbT+n6Yl/Sv0HSq+9LPXtJk2aKK37/sTsY2hoiEJDQ7V+/XotXbpEkZGRCgoKOjE7Q6sRQAABBBBAAAEEEEAAAQQQQAABBBBA4CgBgiJHkeQlbNmyxb0MrVGjhl555ZV8uRYuXKgBAwa4zznnnKOJE81bYLNNnTrV3eM5z3cTJwic4AI7d0g//RiSrxcpByO1Yrl0/Q3SvA+lKTOkQ4ekm6+VLr0wb/RI4uF8t1T6k8zMTKWmpungwYPKyMio9O2lgQgggAACCCCAAAIIIIAAAggggAACCCBQegGCIkVYzZ07V4sWLVJKSopuueWWfLn69++vBQsWuM/WrVs1atQod/0Pf/iDm2onIiJCK1euzHcPJwic6AJmAIXCwo/uRVTUkbROnaUnn5Y+WCBdMzpv9MhvB0j33nVijB7Jzs7Rzp07dehgXe3e1Vr295sNAQQQQAABBBBAAAEEEEAAAQQQQAABBKqOgHnNyVaYgF1X4JprrnGXxowZow0bNqh9+/b5si5ZskRNmjRRixYt3HWbz25t2rRxQZFu3bq5IMmcOXO0du1a9e7d271wzVdIIScJCYfNf6qHmSmKkgq56v+ktLS8ejIyUv1feCElZmSkKDs7U1lZmYVc9X9SVlaa+Y//VOXk5Pi/8EJKtH1LTT1kRg0FJuaYk5Ot5OQEhYSEFdIa/yWFmuIvuDhbXywMUfMWh5Rwyl41bJSus/uGKT7+6AXJzzlXsp/1P4brP+/H6KaREYqsIQ25MkkXX5KsmjVL/zySkw8qODiswk0zMzMUHp5tLENNfdnuO7Nt2zZznn+EjK/q3r17ze9qYL7LvvVyjAACCCCAAAIIIIAAAggggAACCCCAAAJlFyAoUoRZdHS09yW6fSEaHn70v8jPmDFDv//9710J9rrnxand2/s9W8+ePV1ZsbGxql27tie5yH1mpn3BHGHKiCkyjz8v5K2ZEGTqi/NnsUWWZQM+2dkZiokp2aLIQspwwQZhgoNDA1ZfVlaGed7ZAasvOzvbvJRPD0h9w4ZLtWrlaN26ZDVtXlu/uzpHHX5zdEDE9/F06y51627yTEzTO3PC9N47MZr5zxid2stMsTU0W+cOLDmgkJ6ebL6ftc1zrPhAU2xsPW3aKLPYeq4LetarV8+3O0cdHzLzhW3fvv2odBIQQAABBBBAAAEEEEAAAQQQQAABBBBAoPIJBCUlJRX/RrMC2+wbOKjAao6paLuOiF1kecSIEeY/2muaF6SJWrx4sSurT58+Mm6yL0vT0tK85Xvy2TVFrrrqqnwjS+w6JHFxceratas3f1EHu3bt0+HDka7eovL4Mz0pKcEUF2ReqtfyZ7FFlpWSkmhGiaTLvnwOxJaenmJGbiSal/kNA1GdCVBkmOe3T3XrNglIfTYoEh+/Q/XrNw9IfbaSl/61Vd26tVDX04+tyu3bpNmzpA/nmvuDzALtZkTJKDPQqmmzwsvbt2+L8Wxe4UGRw4cTNW/ePO3Z3co8w2z16v2TGzFm/xYUtW3evFlr1qzRkCFDispCOgIIIIAAAggggAACCCCAAAIIIIAAAggUIZCcnFzElYpJrvh/u66Ydld4qaNGjXIBjwYNGrgXnrbCb7/9VnYqHbvNnDlTI0eOdMeeHzZoYvP369cvX0DEc509AgjkCdjgx7g7pY8XSXc/kLc4+7DB0sgRx3dx9iizQEqzZs0UbEZ72bWB7FR4ds+GAAIIIIAAAggggAACCCCAAAIIIIAAAlVDgOmzinmONjBiP55t7NixnkPdfPPN3mPPQZcuXWTXF2BDAIHSCwwywRD7SZwgvf123uLszz4m9eyfN3rELt4eqC0sLFQNGzZUZES6goNC1bhxLbOOiRnKwoYAAggggAACCCCAAKGVgXgAAEAASURBVAIIIIAAAggggAACVUKAkSJV4jHSCQROfIGasdL1N0jzPpSmzJDs+c3XmoBJX+nNN2prx/bABSfq1q2r1q1bm7Vvsk98WHqAAAIIIIAAAggggAACCCCAAAIIIIAAAl4BgiJeCg4QQKA0AvHxdg2ait3s6JCHxktfrJRuvF1a9XWUhp8fpFt+L33ycQXX3amjQkKC3bRZnTsHcJhKxXaL0hFAAAEEEEAAAQQQQAABBBBAAAEEEEDACBAU4WuAAAKlFti7d5+WL19uRlBkafPmrVq5clWp7z3WjMOGS088tVOzPspV9zOlJx82C7N3kyZNlNZ9f6ylch8CCCCAAAIIIIAAAggggAACCCCAAAIIVEcBgiLV8anTZwSOUaBBg/qya+ccPHhQCQkJOv3004+xpLLf1qRprpteyy7ObqfXOnQob3qtSy+UXp5m1iQ5XPYyuQMBBBBAAAEEEEAAAQQQQAABBBBAAAEEqpcAQZHq9bzpLQLlFoiPj1doaJgyMtJlj4/HZqfXevJp6YMF0jWjpf+ZKbXO66mATK91PPpLnQgggAACCCCAAAIIIIAAAggggAACCCDgHwGCIv5xpBQEqoVAVla2UlJSFBcXp3bt2unw4eM7PMMuxm6n15r5ljR7vvw2vVZSUpD27q0Wj5ROIoAAAggggAACCCCAAAIIIIAAAgggUK0ECIpUq8dNZxEon0BoaIh69DhDJ52Uq3r16qhVq5blK9CPdzdtpkKn1xrUN296re3bSq5sx3ZpnFnYfcVy6c0ZQbrJLOy+e3fJ95EDAQQQQAABBBBAAAEEEEAAAQQQQAABBE4MAYIiJ8ZzopUIVCqBbt1z1TVwy4mUue+e6bW+WCndaIIcy5eaESWD86bXmjO76OJee1Va9pmUkhykxIPSf2dJr75SdH6uIIAAAggggAACCCCAAAIIIIAAAggggMCJJUBQ5MR6XrQWAQTKKGCn15ry0pHptV57WerbTbr3LhMAMcESz5aRIX27ynN2ZP/FwiPHHCGAAAIIIIAAAggggAACCCCAAAIIIIDAiS1AUOTEfn60HoGAC6xevcbVGR+foJ07dwW8/mOt0DO91rwPTZBkhmTXI7n3NslOrzVporR3j9Sw8dGlt2p1dBopCCCAAAIIIIAAAggggAACCCCAAAIIIHBiChAUKea5vfLKKxo9erS2bNlSaK7HH39cQUFBWrhwobs+ceJEeT6F3kAiAlVAIDMz0/xO/KwVK1acsL2x02s9NF6y02vd/YB06FDe9Fob1plgSV0pOyvvT2Nrk+96s64IGwIIIIAAAggggAACCCCAAAIIIIAAAghUDYHQqtEN//di2rRpCgkJ0fjx43XyyScrKSkpXyW9e/fWkiVL9Oc//9kbFJkwYYJyc3Pz5eMEgaom0MoMnVi27BPFxDQ2C64XMrTiBOvwILPWiP0kTpDmz5dmTpd++q6h2p0qPfH0YbN2ihlSwoYAAggggAACCCCAAAIIIIAAAggggAACVUKAoEgRj3H58uW677771LJlS1155ZXatWuXGjfOewF84MABLV26VJ07d1bt2rU1adIkbyn9+vVT27ZtZYMqdrNBkvXr12vr1q1q06aNEhMTvXmLOkhNTVVGRo5SU4OKyuLX9PT0FFNekAkCBebrYOvLzs4w/csfaPJrp3wKy8y0nqkBqy8rK1OZmWkBqy8nJ9vUF5j+HTp0UGvWrFXr1i2VnCx9883X+s1vfuOjXTGH1jMtLcmMzKq4wW2hYdJ5gzLUqPEaffet/V2PMCNINikhoatCQ4v+3Ug2EHb0DBsCCCCAAAIIIIAAAggggAACCCCAAAIIVH6Bot/0Vf62V2gL9+7dqwYNGrg67H7Pnj3eoMiaNWvctQ8++MBNl2WnEerfv78LgOzbt089evRwo0dsmt3s9Fu7d+9W06ZNzYvyVJdW3I+MjHTzkjXXvMivuBfAvvVnZqa704wM81Y4AJt9wZ2dnekCFQGozgUobJ02MBKIzRMUCVR9NiiSlZURkP5FRUWYoF8rE5xIM78PJ5l6swJSrzW1wbTg4JAKf4RNmzbSxp/2mO9NiJo3b+4CHsUFPdLS0iq8TVSAAAIIIIAAAggggAACCCCAAAIIIIAAAv4RIChShGOfPn3cCI+uXbvqqaee0mOPPebNaYMdNWrUcKNI7MiQWbNm6Z577nHX69ev7wIknkCJXXPk/PPPV2RkpOLi4ryBFm9hhRxkZweZl86RqlmzZiFX/Z+UN0IkyEyHVMv/hRdSYkpKonmZnq7Y2HqFXPV/kn2ZHhoabvzr+7/wQkrMzMwwqbkBqy87Oy8oEqj+2Xr27Pk5YP2zxBkZyaa+BiYoUrGBwpSUVK1a9aUOHmqqFDMSZtWqVRoyZIgiIiIKedJ5SXZqvZ07dxZ5nQsIIIAAAggggAACCCCAAAIIIIAAAgggUHkECIoU8Sy6dOniRnxcc801uvrqq12uyZMnq27duhoxYoRZS+EkXXTRRWYKoWS37ohdbH3AgAG6+OKL3RRZ06ebhQnYEKiCAnZ0SFXdatSIctPfbd1qp5QLUadOnYoNiFRVB/qFAAIIIIAAAggggAACCCCAAAIIIIBAVRUgKFLEkx00aJCbNsdOfWXXFbHbVVdd5fb2x+LFi7Vu3Tr30tSTaNcPWbRokc4++2xPEnsEqpRAWlq6WUfkG/M7UU/btm0363ykqV27tlWqj+Hh4QoPzzaDfcIUFsafyCr1cOkMAggggAACCCCAAAIIIIAAAggggEC1F+CNXwlfAU9AxGarU6dOvtz2v8gLbgRECopwXpUEIiMjVLt2bTO13AYzpVWYzjzzzKrUPdcXG9ysW6eeoqLqmrVvfq5y/aNDCCCAAAIIIIAAAggggAACCCCAAAIIVGeBip2gvzrL0ncEqqiAXU8nIyPNrNMSqujo6CrXy44df6OQkCAzbVZ4vpFgVa6jdAgBBBBAAAEEEEAAAQQQQAABBBBAAIFqKEBQpBo+dLqMwLEKHDgQrw0bNqhDh45uXZ21a9cea1GV9r6vvlpups7LVkpKipYvX15p20nDEEAAAQQQQAABBBBAAAEEEEAAAQQQQKDsAkyfVXYz7kCg2grUrVtHPXr0UGrqfrVo0arKOSQlJWv37t3avSdXKck71fikHTrllFPMVFpRVa6vdAgBBBBAAAEEEEAAAQQQQAABBBBAAIHqKMBIker41OkzAuUQiI2tWY67K/etMTHR6tq1q9LNAvLJySnq3bs3AZHK/choHQIIIIAAAggggAACCCCAAAIIIIAAAmUSIChSJi4yI4BAVRawI0W++eYbRUZFmvVSamjJkiVKMwESNgQQQAABBBBAAAEEEEAAAQQQQAABBBCoGgJMn1U1niO9QAABPwjYkSKNGjUyo0XqqmnTmtqxI0iRkZF+KJkiEEAAAQQQQAABBBBAAAEEEEAAAQQQQKAyCBAUqQxPgTYggEClETjzzB7as2e74uJqmcDImZWmXTQEAQQQQAABBBBAAAEEEEAAAQQQQAABBMovwPRZ5TekBAQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEDgBBAiKnAAPiSYigAACCCCAAAIIIIAAAggggAACCCCAAAIIIIBA+QUIipRguGXLliJzpKamatasWfmuL1y4MN85JwgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIFA5BAiKFPEc5s+fr4iICE2ZMkWjR48+KtcNN9ygGjVquKCIJxASFBSkffv2uYWZExMTj7qHBAQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEDh+Aiy0XoT9smXLtHjxYnXv3l3h4eGaPn16vpxz5sxx50888YRatmzpjsPCwjR8+HDt2LFDK1euVP/+/V06PxBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQOD4CxAUKeIZ2KDG3Xff7a6OGzfOBTm6devmzr/99lsdPHjQBT0GDRqk66+/XgMHDpTNZ7f27dt7gyK5ubmaPHmyNm3apHPPPVdxcXEuT3E/Dh9OUlpamFJSIovL5rdr6enJrqzk5AS/lVlcQRkZqcrJyVJqamBG02RlpSszM03p6SnFNctv17Kzs8zzS1RWVobfyiyuoJycHPNdSTCm2cVl8+u1xMT9fi2vpMKSkg4oOztbQUGBGdyWmBiv7dtTzWixkJKapm3btpnvV2aJ+ciAAAIIIIAAAggggAACCCCAAAIIIIAAAsdfgKBIEc+gY8eOio+PV3R0tOxUWJ7RIDZ7s2bN1KVLFy1YsMBNn/Xaa6/JTqflmTLr8OHD6tChg7fkW265RXaKrdq1a6tVq1be9KIOdu3ap8OHI1WzZmxRWfyanpQUb8oLUkxMbb+WW1RhKSmHTcAgXbGx9YvK4td0G/SxAZhatRr5tdyiCsvMTDffhX2qU6dpUVn8mm6DMAkJIapXr6Vfyy26sFxzKVcNGpT8XS66jLJdCQ4OMp7NFBxccpCibCUXlTtUTZo0ML+D4UVlyJeekBCYgGK+SjlBAAEEEEAAAQQQQAABBBBAAAEEEEAAgTILBObfrsvcrON/Q48ePfTZZ5/JLrT+5ptvqm7duvrXv/7lPQ4ODta6devcp1evXu76G2+84Rp+1VVXyTOqxK4zEhIS4j72uGwfE6oICsTH065A1GXrqPr1mV4G6NnleUrBAa4vkP3L+3uQ970JzHc07/l5vqfF723rbNvYEEAAAQQQQAABBBBAAAEEEEAAAQQQQKDyCxAUKeIZDR061E2PZUd4eP4L3C687tm++eYbjR071p3ed999bm+n1Jo4caLslFmNGzf2ZGWPAAInkMDXX68005GlmpFiB7R8+fITqOU0FQEEEEAAAQQQQAABBBBAAAEEEEAAAQRKEmD6rGKEWrZsqVGjRnlzXHvttd5je2Cnzyq4jR8/vmAS5wggcAIJNGzY0IwA+05bt6aqb9+eJ1DLaSoCCCCAAAIIIIAAAggggAACCCCAAAIIlCTASJGShLiOAALVSiAqKsos6p7lRnzVqFGjWvWdziKAAAIIIIAAAggggAACCCCAAAIIIFDVBQiKVPUnTP8QQKDUAunpGfrhhx/Utm07ty7Q6tWrlZWVVer7yYgAAggggAACCCCAAAIIIIAAAggggAAClVuA6bMq9/OhdQggEECBiIhwnXHGGTp0aJ+aNGlggiPNFRrKn8kAPgKqQgABBBBAAAEEEEAAAQQQQAABBBBAoEIFGClSobwUjgACJ5pAZGSEt8kERLwUHCCAAAIIIIAAAggggAACCCCAAAIIIFAlBAiKVInHSCcQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEECgJAGCIiUJcR0BBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSqhABBkSrxGOkEAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIlCRAUKQkIa4jgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIBAlRAgKFIlHiOdQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgZIECIqUJMR1BBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQqBICBEWqxGOkEwgggAACCCCAAAIIIIAAAggggAACCCCAAAIIIFCSAEGRkoS4jgACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAlVCILRK9OIE6MTu3bs1f/58LV26tMTW/vjjegUFhatFi1Yl5vVHhk2bNrhi2rRp74/iSixjy5bNysrKVNu2HUrM648Mu3fvUFJSUsDqS0iI14ED+wJWX2pqinbs2Baw+nJycrR5808Bq89+BzZuXK9mzVooIiLSH1+JEsv46af1atKkkerUiSsx7/79+xUbG1tiPjIggAACCCCAAAIIIIAAAggggAACCCCAwPEXCDIvi3OPVzOio6OPV9UBrzcjI6PUdX722Wdq1KiROnfuXOp7ypPxq6++MkGYIPXo0aM8xZT63jVr1si+SB4wYECp7ylPxs2bN2vdunW66KKLylNMqe/ds2ePFi5cqCuvvLLU95Qnow34zJo1S6NHjy5PMaW+1wZFXnjhBd12222lvqe8GV966SVdffXVioqKKm9Rpbr/3//+twYNGqR69eqVKr/NFB4eXuq8ZEQAAQQQQAABBBBAAAEEEEAAAQQQQACBPIHk5OSAUjBSJEDcZXlhWrduXYWFhQXsJWtERIRTKEsby8Nm+1a7du2A9c/W17Rp04DW16FDh4DW17Vr14DVZ4MiZ511VsDqs9+17t27B/R3olOnTgGtrzy/T9yLAAIIIIAAAggggAACCCCAAAIIIIAAAqUXYKRI6a3IiQACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAn4UCPRIERZa9+PD81dRduqllStX+qs4bznx8fGyU2VNnDjRm2YPbH3247sVluZ7vTTHmzZtcnU99thjsmuqeDbbt4qo79NPP9UVV1yhgvVt2bJFr7zyiqd6ty+sDfkylOGkoFVh9RWWVoYqXFZbj3129vPWW2/lu73gM/VHfZ4KZsyY4VztNGSerWB9Nr2wNE/+0uxt/+w0WbYcz8dzX2FlF5bmyV/a/fbt23XnnXe66cd877HfF2vou/mjPt/yOEYAAQQQQAABBBBAAAEEEEAAAQQQQACBwAsQFAm8ebE12rU9Pv/8c73xxhtHvagt9sZSXHz++ef10Ucf5cvpqc/WaV8O282T9p///Meblu+mUp488sgjLuf777/vXc/Drn1h++Zbn63X1uWbVsoq8mVbvHixhg8f7taBGDhwoLtm67Mvs+2aLr179/amFWxDvoLKcGIDTcOGDXNtt7fZ+u644w5XQmRk3qLghbWhDFXky2oDB/3793drztgLu3btcmuz9OvXTzVq1HB5C2tDvkLKcGLNxo4d61x/+eWXfPXZ74mtv7A2lKGKfFnbtm0r25fVq1fr5JNPdtdsv2yab312ejLftHyFlOHk/PPP16mnnqq1a9fK2trN89zsc7SWdivYBpfIDwQQQAABBBBAAAEEEEAAAQQQQAABBBA44QSYPquSPTL7QjYtLc0tDP7yyy/rb3/7m19baF/y2hfAnv9699RnK/Ece/Z2cfIbbrhBS5YsKXcb7Avt3Nxc3X333RozZozsmg2eeuy1vXv3qn79+t608lRo221HjNh++tZn6zl8+LDre8E2HGt91113nQv42DrHjx/v6jvzzDNdEKGw+jxpNWvWLHOV9qW9fW5DhgxxgZHTTjvNBZO2bdumW265xQUNPP1r06ZNvrRjqc+WFRcX5z7PPPOMW8jdBq889f3zn/9Us2bNXD88aeXpnwfELhxv22u/L4mJibr55pv1+uuvy7e+//3vf3r66ae9aRdddJHn9jLtbeDF9sm62oXq7dosvvXZ0U72ufqm2T4fa31lahyZEUAAAQQQQAABBBBAAAEEEEAAAQQQqAYCTJ9VDR5ycV3s1auXu2yDBhUxhZYt3L7s9mye+ux5enq6S/ak2TYsXbrUk/WY9xMmTNDcuXPd/U899ZQLiNgTT3125IMNiPimuZNj+GGDIeedd557oW5v963PtsOa+qZ52nAMVentt9+W75RSnvrsaBW7FVafJ81lOIYf9gV9nTp1XNDH3m7707FjR1eSp+zC0o6hKq1atUo9e/bUH//4RxfImjp1ar76bL22Ln/V52njzJkzNW7cOHdqy27fvr079q3vkksuyZfmubese/tdt6NOPvzwQx08eND1pbD6CqaVtR7yI4AAAggggAACCCCAAAIIIIAAAggggEDlEGCkSOV4Dt5W2Gl6UlJStH79er3zzju67777vNf8cWBHitgptKZNm+aK89RnTzzHnr1tg30hbl8YH+vmGZFiX+bbza73cfnll7sX0Z567OiCAwcOuJf9nrRjrc9zny3TjjTwrS8kJESpqakuKFKwDZ77yrJv1aqVRo0a5YI8L7zwghu9ER4eLjuC44ILLlBoaKh7ljYI46nP0wabrzybDf7Y4IsNJtnAjB354ltfw4YN86UdS312yjHrZ5+d/d7Yz6233uqtz45kat26tetGwTYcS30eDxuIsYERO5WWbYP9TmRlZcm3PjvVmm2XJ80G1sq6fffdd3r00Ufd+iw///yz/vSnP7l6fevbs2eP7rrrrqPacCz1lbV95EcAAQQQQAABBBBAAAEEEEAAAQQQQKA6CAR6pEhodUA9kfpoX9rbQIJ9Gf3ee+/5tem23O+//96VaaeVslNzeeqzowzsx26FpbkLZfxhX9zXqlXLTYn10EMP6eGHH1a3bt3cGg52hIanPrt/4IEHNGXKFG9aGaty2W3/7H/02+mXPJutr3v37u4F+rXXXiv7sr6wNnjyl2VvX6TbbaGZ1sqWaV/Sf/zxx7r00ktlgyRRUVHe+gq2oSz1ePLa/tnRO19//bXs+il2pIqdXuqyyy5zwQn7Mt/TP9uG4OBgbxs8ZZRlb8uy01jZ70pMTIx7NnbqKE99Nlhg1xmxmyfN04ay1OOb107VZoOCNiBiN9sGW6Y19q3vwgsvdGuK+Kb5llOaY7uWiDW0U2bZ76N9RrY++9zsQuu33Xab5s2bV2QbSlMHeRBAAAEEEEAAAQQQQAABBBBAAAEEEECgcgkwUqRyPY8KbY19sey7VfR/u/uOMLHrh5xzzjm+1VfIse2jnV6qXbt27uW2p5ItW7aoZcuWnlO/7j2uvp6F1VdYWlkaYoMidrMLjPvWZdNsGwqmlbc+W67dbIBnxIgRzjUvpfD6CmuDJ39p94VZ2nsLK7uwtNLW48m3ceNG/fe//3VBGDu6x7MVZueP+jzls0cAAQQQQAABBBBAAAEEEEAAAQQQQACBPIFAjxQhKMI3DwEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBI6LQKCDIsHHpZdUigACCCCAAAIIIIAAAggggAAC/9/efYBJVZ2PHz8gVuyAoqigWLFjCRhj74qaCFY0CfqzV2JU7CUxURNbVFRENCpGsWEXRcSI2BXBLiDWoKioICoqf74n/zO5DLNldpeZnd3veZ7dmbntnPu5d3af533vOUcBBRRQQAEFFFBAgRILmBQpMbjVKaCAAgoooIACCiiggAIKKKCAAgoooIACCiigQHkETIqUx91aSyDw1ltvxcm5t9566ziZNpNnMzH4XnvtFWtnIvghQ4bE98zX0aJFizh3BRO/d+jQIU54X2wzqSu/cOw0H0j+uvp8zh7z3HPPjW2vz/HcVwEFFFBAAQUUUEABBRRQQAEFFFBAAQUUaOoCJkWa+hVupufHOHQ77bRTaNu2bbj11lvDNddcE0aMGDGHxu233x569eoVl5EImTVrVpysfOTIkeGjjz4KZ511Vlz3/fffB37yy7Bhw3KLXn/99fDZZ5/NMbl7bmU1b9gvvzDJN/Xnl7Fjx86xaNCgQbnPLVu2jG1/+umnw4wZM3LLfaOAAgoooIACCiiggAIKKKCAAgoooIACCijwP4FW/3vrOwWajsDw4cNDp06dQr9+/eJJtW/fPmy66aaxp0g6S3pabLnlloEkCCXb8yKtu+mmm8KECRPi+lVWWSUMHDgwbjf//POH0047LSZSDjjggDBmzJjwwQcfhO222y5uW9Mvjk+9JG9WXXXVcMstt4ShQ4eGwYMHh7XWWiser0ePHqFPnz6xPpI2W221VfxJbZ40aVKuzfPNN1/o27dvWGKJJcIll1wSl3fp0qWmZrheAQUUUEABBRRQQAEFFFBAAQUUUEABBRRoVgL2FGlWl7v5nOzNN98cjjzyyFqdMD1C2rRpE3uGpN4hvG6wwQbhtddeiz1M6GVy/fXXh6lTp8Zjjh8/PiZEPvnkk8DPuHHjYiLjrrvuqlWdV111VXj88cfDs88+GxMjd999d0xofPrpp4EECImNv/3tb/FYfE7tGDBgQFyWbSfvf/rpp0AShPe77rpruO2222rVDjdSQAEFFFBAAQUUUEABBRRQQAEFFFBAAQWak4BJkeZ0tZvRuTIsVpovpDanTVIkvzD/CL1LUjnmmGNyPU0OPPDAuPiVV14J9NKg0DNl7bXXju9r+vXjjz+GQw89NGyzzTbhxRdfDK+++mrchd4gFI41ZcqU+H6RRRaJCQ8+7LvvvnFZoV/0EqFk9y20ncsUUEABBRRQQAEFFFBAAQUUUEABBRRQQIHmKmBSpLle+SZ+3ptvvnkYNWpUoEdGKgwvVVUplBRZb731Qv/+/XO78J5l2bLzzjvn5hEZPXp0wblAstun91tssUVg2C16i9BOhsTKLyuuuGJctO666wYmiWeuERIo7dq1y990rs/LLLPMXMtcoIACCiiggAIKKKCAAgoooIACCiiggAIKNHcBkyLN/Q5ooue/3HLLxXk6mKujRYsWoWvXrrleH0y+nl8WXHDB/EXxM3N8sP9mm20W5/sotBEJjcUXXzzO48GQW4UKc5OQUOnevXvcrnPnzoE5Qzh2x44dC+0Sj8mKZ555JjB/yG677RY23njjXG8VepUwz0maC2WhhRYqeBwXKqCAAgoooIACCiiggAIKKKCAAgoooIACCvxXoMW0adNmlQujdevW5araehWoGAGSHgwHNmPGjHDFFVeEQYMGVUzbbagCCiiggAIKKKCAAgoooIACCiiggAIKKFCdwPTp06tb3eDrTIo0OKkHVKBhBRgy6/777w8rrLBC7GnChOoWBRRQQAEFFFBAAQUUUEABBRRQQAEFFFCgKQiYFGkKV9FzUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAgRoFSp0UcU6RGi+JGyiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooEBTEDAp0hSuoueggAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACNQqYFKmRyA0UUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFCgKQiYFGkKV9FzUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAgRoFTIrUSOQGCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgoo0BQETIo0havoOSiggAIKKKCAAgoooIACCiiggAIKKKCAAgoooECNAiZFaiRyAwUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFGgKAiZFmsJV9BwUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFCgRgGTIjUSuYECCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgo0BQGTIk3hKnoOCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgooUKOASZEaidxAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFmoKASZGmcBU9BwUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFKhRwKRIjURuoIACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAk1BwKRIU7iKnoMCCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgrUKNAskiJTp04NL774Yvjmm2/CrFmzwptvvhlfa9RpxhtkzZoxg6eugAIKKKCAAgoooIACCiiggAIKKKCAAgoo0IQEWjWhcyl4Kp9++mno379/WH311cMKK6wQfvzxxzBgwIBw+umnh6WWWqrgPo1l4b///e8wYcKE0LNnz9C6deuim8W+jzzySNh9991Dhw4dar1/vtliiy0Wfv7553DvvfeGN954I8w333xh/fXXDzvssENo0aJFPO7MmTPDVVddNVcd++yzT2jfvv1cy4tdwHV7+OGHw6uvvhqv4WqrrRZ69OgRFl100dyhvv7663D33XeH9957L17bLbfcMrYzbVCbY7Dts88+G5555pl47IMPPjjtXuMr+4wePTpMmzYtdO7cOfzmN78JCy20UNxv1KhR4YUXXpjrGNj26dNnruXZBSSo7rvvvngvLLjggmHDDTcM22+/fWjZ8n85za+++iqeO6/bbbddWHvttXOHSPvmFmTerLzyyvH+YBFuDzzwQPT93e9+F5ZYYonMliE89dRTMbmYXdixY8ew5557ZhfN8f6ll14KI0aMCLSrbdu2YaeddorfxbQR99Xjjz8e2O67774Lq6yySthjjz0CLtWVmq7Rv/71rzB58uQ5DvHLX/4ybLzxxnMs48NPP/0UrrjiirmWswDnLl26FFznQgUUUEABBRRQQAEFFFBAAQUUUEABBRSoPIEmnxR59913w/LLLx/222+/3NW58MILY2A/tyDzhkDqxIkTYyB08cUXz6wp3VuCw3feeWdMROy1115FJ0ToDfPEE0+EsWPHxsB8MQkRzrKQ2W233RaDxwceeGB8HTZsWHjwwQfDrrvuGmG+/fbbGIQmmJ4tSy65ZPZjnd8PHjw4JmB69+4dSMA89thjMbl1wgknxGMS2CYps8kmm4Sdd945TJkyJSZxSCKsueaacZuajjF9+vTAef7nP/8JG220UUxw1LbBzz//fNx+t912iwF9EiDXXnttOPbYY+Mhvvjii5gU6N69e+6QbENd1ZXvv/8+XH311aFr164xQE/CiuTUDz/8EJNC7DtmzJhw++23h27duoXPPvss9ojKHpNzWWONNeKiJ598MvaSImFEIdlGYoLkGUk4Ek0YYJxfPvroo7DSSivNkXCpLlnHuZG82HrrrWNijIQaCck//OEPuUQZyQvOiXpJwpAcueSSS+I2hY5d22s0fvz4mBzKJj7btWuXf0rxM+fPd/7oo4/OJZq4n2hrq1ZN/k9kQRMXKqCAAgoooIACCiiggAIKKKCAAgoo0FQFmnTE79FHH41PtxNYvuiiiwK9FpZddtlw+eWXx2A1AXOCn0OHDo3B2Pnnnz+wjMA/T/jzdDuB0RNPPDF3/QkeE6zdfPPN47Ibb7wx/OIXvwjvzX7K/sMPPwyHHHJIXD5y5MgYZCbBsc4668TkxAILLJA7TnVv6O1ADwzaUagQsGYbkh4ck7YQeE6FYPvTTz8dTjnllILJHwLLJF3efvvtmDAiUE/vA0ohM86XwPuf//zn3PH233//cPbZZ4dtttkmLLzwwmHGjBmBJBI9cqoqBOyHDBkSPvjgg9hrZ9ttt80lLKraJy3n2nGuqWcK1+riiy8OXFuuGcOjEVTnmJRlllkmBvbpXZKSIjUd48svv4wJDRIvBNXp9VHbQoLooIMOCvS8oJAcueCCC+JQbdRPUoKeHfSEoJC4IiGw4447xs9V/eLcjj/++FyPE3rd4Pjyyy/nkiL0CCIZRe8ZElr5haRgKvS0oe7sdeIe/fzzz2MigmtIUqRQIfHFeWT3zW5HAuShhx4K/fr1i9eEth5xxBG5TegpQjKNBBHrSEZw3Q4//PDYdjakrdxr3JvckyRWSHZxftjV9hrRVnrLZHsS5RqS94aeTyTS6N2T7i+SM9xPmFoUUEABBRRQQAEFFFBAAQUUUEABBRRQoOkI/G/8naZzTrkzYYgnfgjAMsQPQVkCwjzxziuFp+MJJBN4JjhLkoSgPQF4hlti22xhKCOGaUqFp9xJJLB83XXXjYsJDhNQJ5DLMQkC8yR/bQpDLxGQ5Ul+jkOPCOrIFo5FYqNv374x2cLQTAzdlAoJGYZQYu4UkjjvvPNOWhVfGU6JHhzHHXdcTOjceuut8XisLGRG7xmGMyJ4nAqJEgLIBNMpBKEJQBPEJvDNUEsE21PBkiGKVl111dhuei/885//jImntE11ryQHUsCa7d6bnYQiaM1yCvUuvfTS8X36xWeWp1LTMRherVevXvHap31q80qvDYL1+fXTSyHVTyKBc0/lrbfeimYbbLBBWlTlaxqCK20wadKkmNxLn3/961/XK3jP8UkEtWnTJh2y4CvXeJFFFgn0iiH5QTImW0j6ZO+RtI774OOPPw533XVXoLdG6rXC9iS3svc3lnyXuL9TyQ4TVptrxHebOkm68F3gO0TPoaoKxyc5lb2/6FFDsjG7rKr9Xa6AAgoooIACCiiggAIKKKCAAgoooIAClSPQpHuK0FuAHwL36YnvbKCey0TCgKGJSJhQCFKzjKGIalvoCZLtqcEcCiRhCOBSmNPj73//eyB4XWhIoGw9BJoJptOjgiA7vU9IbBx55JGxFwIJGZ6kP/fcc2PvAbal5wBBXNpM4JoA9GuvvRZ7StCrhN4SzNOw1VZbxapoR0omEKR+7rnnwiuvvBKYc6GQGRPUFxpGiIA2SRwKQWy2I/BNwmXcuHHhidlDeP3xj3+MddFDgeXMQ0KhXuajILFRbKFXCsHuLbbYIrcrddNjJVtoM9cbA9qaLYWOkV1f1XuSHPROoXB8hiajbkp+HVmfuEHmF9eLHjopiUAg//33389tQYKpUJKChB3DUB111FG5bUv1hnuL+T9oG0kGkl8M75Z6TTF0GT/5hR5GGHE+JAnTObPdeuutF+9d7gO+gyTTcE0JJhKaZ8/ukVRM4fpQB8lD2sr3mbYec8wxYcUVV6zxUBjzHTrssMNq3NYNFFBAAQUUUEABBRRQQAEFFFBAAQUUUKCyBJp0UqQ2l4JALUmFVHhqvdh5MFJChWPwdDrHoPdJtpcJT6NTT01JEbYh4EwgOM1pMnDgwPhkPokRem0QbKd3SCr0UmA/AuvsSxsYeigNiUUCgQm0CV4TcCYhQuA3BfhJHKTkRjpm9jU/2J/WUV9aR7CZp+2pk6freeL/jDPOiD1mSMbQboYuy5blllsu+7FW7zm3m266KQbNs4ko2kF78gvunHO2VHWM7DZVvadXDT01KNw7nGMyyK8/65M9HteIniJ77713bjE9aZhLIxWGZMvOg8NyEmLXX399HLKsU6dOadOSvTLEFMmsdB1J1nFfkUyrrkfF6aefHnsE0cPksssuCyeddFLu3iZ5yDBiN9xwQ0wGck3pZUUypK6F692zZ8+YcKEXDNehf//+MbmYhrer7tgkrJiQPT/JVt0+rlNAAQUUUEABBRRQQAEFFFBAAQUUUECByhCYM1pcGW1u0FYS0CVgOmjQoJhMIODNsFJ1LQS3CbrzpHo2UMyE5CnJUd2xSVAQ8M5uS+8V5hCh0OuB42aPzVP1BKwJ/rI/QXrmU0gl7U+PGQLaBLPpHcJcFzxJT5urKwydRS+BbEl1sT+FRBI9blJh+DGOzxP3lNTutL4ur7gy5BZtYa6K7LBKtJFkQ7awXRrmKy2v7hhpm+peDz300JxXqh8Drge9T7JJLz4nn+wx6Q3B9ckm37hm55xzTm4z/LKFnhZXXnllnJ+Ga12OQo+obGGoNYbRYrir7ITm2W14TxKOHkh8B5gLhXlEUkKL4bj69OkTvzN4kpBg7pDUUyT/WLX5TFJk0003zW3KtaFHCr1caiokB2kjQ9NZFFBAAQUUUEABBRRQQAEFFFBAAQUUUKDpCTT7pAgBVOY4oNcCAVom406BbD4TUGXC9TTME0H16grBbAL0zC+Shs9ie+YqyQ4bVNUx6H3AUFPZQkA8BdtZz7EIKqfECG3iPT8Ek0lykBxJgfU0vBPnQ3KCwDNDCaWn8ZnzpLrC5NcEi+mpkJI1JDsIdqdeMiRJGLYoO/8F9aZgOe2id0S2FBrWKrs++55zpIcIbSAhkob/SttgzRBg2cLQY9lrUNMxsvtW9T5dh+x6gvkY0fsmeVAXRky4ni30oGGuGBIB+SXdY/nLsSchQpKJoc/KVUjyZHtPpPsquyzbNu4Hkj0pecQ6/Lg38wvbcJ4k7H7729/mry76c6G2cv/XVOilstJKK8XrWdO2rldAAQUUUEABBRRQQAEFFFBAAQUUUECByhNoWXlNbtgWEwQlwE4Sg3lHsgFe3nea3WuDScwJctPzYOLEiTU2gKfUCe4S9KeQ5Ljmmmtq3I8NaAdP3jPZOnUyLBbDDqWn9OnpwVP3w4cPj8djm3vvvTfOmcACgvLM1cFT8QSfmevjidlze7AsTZZOIigFtDkngvnVFQLZTBROrwDqIynDe3oKpEQPE9YPGDAgGrENc5q8N3sy9NRuntRnWDEsSKCQaLrwwgvjsFrV1Z3WDR48OE5mTjKBADq2/FAXZa211ornRA8YCscn+cOE7qnUdAy2S8clsUQ70+dUTzpW/iu9ZJjQm2A8++HP/YN7tnAtSSylOW6y6wq95xqSEGGSdhIsqT28Ug+FtqXlvOf6pM+FjlloGeeb3Sd95lgU1l1wwQWxFwWfuUfxpV0pEcacKMwpk6zwvvPOO+O+HIdrzzbcS/mF41933XVx2Krseu5f5tdhiLhUUjurukYMW/fXv/41fPLJJ3EXkmP0Tkn3Igu5PszNky20m148v/rVr7KL43u+h3fccUcuocO5cL1TYd6e119/PX30VQEFFFBAAQUUUEABBRRQQAEFFFBAAQUaqUCz7ynC3AFMgv7CCy/ES0TwluF7fv/738eeFttvv3245557YgCYhAQTa9dUmEz8tttuC2eeeWY8BkmFAw88sKbd4nq25Ul55llgomh6FhBwZ76OVDjWjTfeGNtEIJcn27NP1x9wwAFxmCnmu2A9832k+kkoMPzSLbfcEoPZDOHEvA4EsOntQFKmUNl///0Dc5v069cvBuMxyvZaYNJwgs9nnXVWTJQQsGdyd4LmFBIBtAEXfij0dknzU8QF1fwaO3Zs7InC/BTZ0qNHj7DtttvGeUMY2oph0IYOHRoD8cyhwvVNpaZjYMXE8NmSPvfq1SvOnZFdl33PuZD04fxJOnEdC81fQfKoUNA9e6zse4LxBPf5IWCfLQzxxLUnQfXoo4/mVpHkIpFAEuy8887LLa/uDYmXbMKPpAKFOWK4t+jxse+++8Zrx7FJ/qy88sqhd+/eucPSE4g2cq9y/twf3GennnpqTGRx7zExe+fOnXP78IYEC/cWx+OeyRZMmT+H3lz0OqrNNeI7utXseWwuv/zy2HuKxBITwHOfpMIx2Y7EXiokSbhvSeDlFxJ8nBvD7dGrjCG28Npuu+3ipiSI2K9Lly75u/pZAQUUUEABBRRQQAEFFFBAAQUUUEABBRqRQIvZQ9b893HzMjSKwGk5CwFQgr8EdkkcUBjyh8A683B069Yt1zwCtwxvlIasyq2o5g3H4mn2up4ndbIvAelCheGGGCIrDZOVvw1P2dPeQsMGce6sT0OF5e9b1Wd6lhDcTr0D8rfjnDkuAexCVtSbhiMrtD7/eHX5zPE5r9SLpS7HqOs+9GIgCE9CoimWdP3oXZXtVcW5si7N45I9d5ZxX5CAq8s1536qy3eIBCffIRJy+d8hrhHLirlHsu3g2Fzr9D0gSYQJ3w2LAgoooIACCiiggAIKKKCAAgoooIACCtRegLhbKUuz7ilCUBNwfgjoUhhWigm784Oo2Umxa3uBCJLyk8p7s582HzFiRPo4xyu9NLK9QVhZU501JTSqCyQTnK5p/zka+P8/FEqwZLfLP+fsOt5Tb/55MTzZG2+8kb9p/EwvmezT/AU3yltY1dwceZvNk4/cN/n3zjypqEwHLXT9UlNYV+ie456p6b5Jxyj0WuiYhbbLX0bCgzl4CpWUzCi0rqpl2XZw7GxCJT9BVNUxXK6AAgoooIACCiiggAIKKKCAAgoooIAC5RVo1j1FoB83blxgPgB6XVAIfDIPRXYi87iiAX7Rg4E5FQoVEhQMH9QcC0NDkYgqVJgMvl27doVWuUwBBRRQQAEFFFBAAQUUUEABBRRQQAEFFFCgwgVK3VOk2SdFKvx+sfkKKKCAAgoooIACCiiggAIKKKCAAgoooIACClSsQKmTIg6AX7G3ig1XQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUECBYgRMihSj5bYKKKCAAgoooIACCiiggAIKKKCAAgoooIACCihQsQImRSr20tlwBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUKEbApEgxWm6rgAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACFStgUqRiL50NV0ABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAgWIETIoUo+W2CiiggAIKKKCAAgoooIACCiiggAIKKKCAAgooULECJkUq9tLZcAUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFChGwKRIMVpuq4ACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAhUrYFKkYi+dDVdAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQIFiBEyKFKPltgoooIACCiiggAIKKKCAAgoooIACCiiggAIKKFCxAiZFKvbS2XAFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRQoRsCkSDFabquAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIVK2BSpGIvnQ1XQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUECBYgRMihSj5bYKKKCAAgoooIACCiiggAIKKKCAAgoooIACCihQsQImRSr20tlwBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUKEbApEgxWm6rgAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACFSvQqpwtnzRpUjmrt24FFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRQoo0Dbtm1LWnuLadOmzSppjZnKWrdunfnkWwWajgAJv44dOzadE/JMFFBAAQUUUEABBRRQQAEFFFBAgQoSMDZTQRerETS10u+XSm//9OnTS3oXOHxWSbmtTAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBcolYFKkXPLWq4ACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAiUVMClSUm4rU0ABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAgXIJmBQpl7z1KqCAAgoooIACCiiggAIKKKCAAgoooIACCiigQEkFTIqUlNvKFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQoFwCJkXKJW+9CiiggAIKKKCAAgoooIACCiiggAIKKKCAAgooUFIBkyIl5bYyBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUKJeASZFyyVuvAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKlFTApEhJua1MAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFyiVgUqRc8targAIKKKCAAgoooIACCiiggAIKKKCAAgoooIACJRUwKVJSbitTQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUECBcgmYFCmXvPUqoIACCiiggAIKKKCAAgoooIACCiiggAIKKKBASQVMipSU28oUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFCgXAImRcolb70KKKCAAgoooIACCiiggAIKKKCAAgoooIACCihQUgGTIiXltjIFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRQol4BJkXLJW68CCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgqUVMCkSEm5rUwBBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQXKJWBSpFzy1qtAhQl8/PHH4a677gqfffZZvVs+fvz4wI9FAQUUUEABBRRQQAEFFFBAAQUUUGDeCvz000/hiSeeCCNHjpy3FXl0BSpEoKKTIh9++GHYbbfdcj8nn3xyjp11//nPf3KffVN5AoMHD47X9ne/+13Bxj/33HOhV69eYcMNNwwHHHBAeOuttwpuV+kLa3Ko6vy4///v//4vGj766KNVbVar5e+++27o0aNHePLJJ8PUqVML7lNMfVdeeWXgJ5WvvvoqvPPOO+mjrwoooIACCiiggAIKKKCAAgoooECjEahrbKaxnMAxxxwTBg4cGMaMGVNlkyr9HKs8sUa2YsaMGY2sRTU3pxLbXNNZVXRSpF27duFPf/pT+Prrr8Pmm28eDjnkkNz5XnvttWHIkCG5z74pToAA9S233BImT55c3I4NsPWXX34Zfv/734crrrgibLPNNgX/YNO+o48+Ouy///6x98Iuu+wSEyOffvppA7SgcRyiNg5VtfS+++4LW2+9dVhppZXCt99+W+/eHaNHjw5dunQJl156aVhttdXmqrbY+v72t78FflJ55plnwplnnpk++qqAAgoooIACCiiggAIKKKCAAgqUXaA+sZmyNz7TgKeeeiqceOKJ4dhjj80s/e/bcp/jzz//HO6+++5Q3wd65zqxRriAGPZrr73WCFtWfZNoM21vSqWikyILLrhg2GCDDcIiiywSg78pWHvQQQeFQYMGhQEDBsSgespm0Xtkv/32i0HdbbfdNnYbSxfz6aefDoceemi46qqr4vrtt98+vPDCC+GVV14Jv/71r8MvfvGLcN1116XN4+tDDz0UNttss9C5c+fQs2fPwNP0hUo6NkmaTTfdNGy00UZzHas2baNnBE/+33///XNVQ7t58v6ss86KwWuSCQSyU+EPDAmkTTbZJAbLL7/88jBz5sy0Or4//fTT475du3YNBx98cFh//fXDYostFreprn300Fh33XUDge2GKNS1zDLLhMceeyy2odAx//GPf8QkCNdm5ZVXju932GGHuVwL7Zu/7KKLLgr0VKiqsC4bwK9qu4ZeXhuHqup89tln4/1/xhlnhAUWWKCqzeZYzhMD3bt3D2uttVbgCYJp06bF9SRC/v73v8f7ifuK70R+Kba+q6++OvBD4fjUx/2dvW+/++678Mc//jGss8468XvDPZ7K9OnT47YPP/xw7Cm08cYbh5tvvjn2YiE5ut5664Vzzz13juv69ttvx94u3C/cK+xrUUABBRRQQAEFFFBAAQUUUEABBaoSqE9sptAx51UMiiHPGUWF2CgPyQ4bNixWT8KDWMuUKVPC4YcfHk444YS5mlXsOaaYDHHAHXfcMcaRiN9k44wvv/xy2HvvveO6I444IvA5W4i5EpshprrddtuFN954Y46HcInpduvWLcYp+/btG1Jsl2PUNh6bra8xvOcakFxo2bLywvG0mbZzDk2lVN5VqIX8cccdF4OoJDYIjBIU/vHHH8Nee+0Vg77//ve/Q+/evUOfPn1yiQyyXQwNxLb33ntvWHvttcNhhx0We5v8+c9/DnwB//KXv8QvKU3gDwDrybIyHt9WW20Vu6EVah7Hpk7+QBG4ZTiov/71rzHoz/a1advzzz8fLrvssvjHYPXVV5+rmk8++STceuutMUl02223xfMnAfT555/HbZkLYty4ceGGG26IJmw7fPjw3HEIiI8aNSo88MADgf35Q/bqq6/GhFNN7WvRokVo1apV4LUhCgmWCy64INZd1fFIxKy44opzrF5hhRXCm2++Ocey2nzgOCRXCiVGWPab3/wmvP/++7U5VINuUxuHqiokAUbvqdqW22+/PfTv3z/+cyShyD9N/llS0hB13Hd8nzp16hSXZ38VWx/3Kz8Ujr/PPvuEVVddNR5/zTXXjMv5h/rFF1+ERx55JCb0brzxxkBXTgpjYfLHmH/A3K8kNPv16xfOPvvs+L0maUZSLdtbjO8qQ63xdAR/I+hNlv2HHQ/sLwUUUEABBRRQQAEFFFBAAQUUUOD/C9QnNlMIcV7EoFLcbtlll41xEEZV4eFTEhGLLrpojLW0bt06xnkYmSW/FHuOKSZD/PTiiy+OMRtiLeeff348NA9mH3/88TEOS5yRcyYmkwoPwRIbJWny4osvhj322CPceeeduTgfMct//vOfMW7zr3/9K3zwwQe5/YuJx6b6GsMrMbCmMGw855DieY3BtT5taFWfnRvrvvTEaNu2bQzepsAwX1SWpW5i/BEYMWJETBIQ0KUsvfTSuSG4TjvttPiEOgFbhg3ihy8y+/AkPfMnkATYeeedw8ILLxyHcqrOY4klloiBWLYhuEyQnS842dAHH3ywxrZ9//33sRcEdVVV6IXgyRuNAAAd4klEQVRCcJ9C0oVEzB133BGTNyzfddddY1tZv++++8auaTvttBMfY0Ik9brgM/NHsD9/SGtqH+eTn/HlGPOyMNk3PYWyhc91yVhiQeH86a7HtaKkhAgJMnrWNMZCoi07dw7/yOaff/6im0ovI3oh8Q+J0rFjx5hAoHcF15fM/aRJk4pKtNS2ESRDeJKBnlbp+8owaAzJNXbs2NhbqUOHDmHixImx9wv3ZCo8bcA/fdp40003xX+g9N6i8ITEE088kftOv/fee+GUU04JHIsfvg8WBRRQQAEFFFBAAQUUUEABBRRQoFQC8yIGxUgYPFRKL5T55psvPjDNQ8OMuEGPC2ItxIoYbYeRNRqqkHhZbrnl4oPl1MvDrQyNTq8CYqgkZCgkRBh9h4A68R8edGaodxIjPGTNQ+c8HE3caZVVVontPu+883Jt5Zj0KiF+y3kWE49tqHOtz3E4L+J3TaUQX/vhhx9i7LCSz6lJJkUKXRD+GJA5ZZ6KVPiczdJlEw7MV0KSJLuMJ9jHjx8fdydozHwNe+65Z9h9993jK4HWqgoZ2WyhK1vKoNambfyRybYle6z0vlAdqb38cSJh8NJLL8U/IAS7swkEzmfChAnpUPF9+/bt4+fatC+3Y4neYDFr1qw5auNzTUZz7JD5kP9PiVX0EGnMCRHaeP311wd6RaTC9a3uPkzbZV/5HpCQoDtlKtxv3O90XyThUOrC93KhhRYK9A5J5aOPPorfv+x1z17vNdZYY47rz+cbZveMSoV/oEcddVTo1atXTGbSa8SigAIKKKCAAgoooIACCiiggAIKlFKgoWNQxG623HLLmBBJ50GMhxFv5mXJxiEZQYeRcog1ElMlXsOIPPTy4EFvkjKsIylCPJXhsHjIl1FfSBrQu4Q4LDEqYplMRcCINxTiQMQ1WU5ip5h47Lw8f49d2QLNJilC16z8IZ5++ctfhhT4L3QZ88d4yw4PxbGY24PhsBjC58ILL4xDbDEsT20KvRrSeHh1aVtt60iT4NCNjZ4AJGM6zR7+KM0XkY7z29/+NvYSYD4G/gDRfY2sLmVetS/VXZdXev3kD3fFZ5bXtWT/KXGtG3tChPPkfuOapcI/nmILQ0hxzbMJBo7BZzL35Sh8N/iHl/3O8Y/y5JNPjv8oC7Up//ua/5mnDuiOSe8RrjXz6/D9tSiggAIKKKCAAgoooIACCiiggAKlFGjIGBQxlHLHdHiwlUIMkcJIJMSUmKOZuaBJeqSy1FJLxbmM2YbYLHEaeossueSScR+G58rGcIkNMWQ6I4XUNx6b2lDKVx5EZ7oGelg0hUJcmYepK700m6QINyBPn/OkeCoEg+sy1FDan2GWOB4/TBLNHCVVJUXy5y5guCmCvJSGahuB7WyhDv74UJjU+qSTTgpp7EDG52NorVRI0pDVpXcA58XE2m3atImrG6p9qa6GeGWYKOY8YYikVPjMhNv1KemfEhnpxjpkVvb8FltssTi8VHZZse/5x8k/FuatSfck/7iYs4NJyctRuOfoisfwWCm5wT9F/hGmz8W2iyQL/3D5YQzKrl275rpuFnsst1dAAQUUUEABBRRQQAEFFFBAAQXqI9BQMShiNwyhlS3EeOZ1TCcbh2TkEuIuPHz+yiuvxF4dtCHFXZkbJFtoG1MSsD3D2aeh0Emg8MAvw/1nh/rKxnCLicdm6yzne5IIWGRHLCpne+paNz196vNAel3rnRf7tZwXB20Mx8wPnDI3CIkLenVQCIoy8TrB77oUAvD0rvjmm2/i7vS8YG6EqgrdxfgDQXn99dfjE+vM20FpqLbRG4SJ1elWxiTTzz77bJwbhDro0sY8HBSCy0yqni08Mc82/NH51a9+FRZffPHc6prax3h+PMH/4Ycf5vap7xsyy/wQGOd80mfaTuHaMXk8lhSuI5llhjOrb+GfUmNJiKTzrsqhqnPlH1PaFz/+efCZLouFCufMPUDXRepizEkmwqI3RW1KsfXlHzP/+8ofWb5Pabg7rjuTvF9yySX5u9bqM99PkiHpnw/nyD+j6nqK1erAbqSAAgoooIACCiiggAIKKKCAAk1aIMVXio3N1AalIWJQxO0mT54cmE+ZHhkMkT506NA4T3Bt2sA2dTnHe+65Jx6euq+55poYUyTWQnyROEwaIYf5YokdpsKDuIy4Qwxvl112CQx/ni2Y8LB2imExks1+++0XNyk2Hps9brnfk0xgVJpsr5lyt6m29dNm2t5UEiKcd0X3FCHAyXBQBGT5UjA0Dj8UgvtM8NO/f/8YOKfXAxMMHXroobHLEl9M5hZImci4UxG/mGx9mWWWiT0TODZP25999tlVHoGJgh566KE4hBVzI5AFPeigg+L2DdW27t27ByY5GjNmTBzH74wzzogTxFMJ3dBOOOGE6MMfJyZf4jPbMHlRz54946TvQ4YMiW3ClF4mAwcOjD1GqrNjTL8bZs/dwPiFqadBPEgdf1E3PQWyJX3mjybJKOaDOPXUU2PSh14uBM2ZW4NAflMptXGo6ly5vpdeemluNVl6egqRbU9jMuZWzn5z/PHHx4mvSIJwL5MsYBIssvy1KcXWl39M7t2LL7443j/Dhg2L9y33HPct7eD6Mm4k/2TrUpjci4nV+d7Ru4Y/5scee2y9e9nUpS3uo4ACCiiggAIKKKCAAgoooIAClSFQn9hMqc6Q4aiI3xHnIPbDg+CMvEEMpDalrudI/Khbt27xIekuXbqEQYMGxep40JWHmYn1EDvdYostwmmnnRZ69+4dh+tnmCyWEYukkGyiJ0Xfvn3jMuKVvGeUGHqOcH7EdynFxmPjTo3oFw+hk1yotEKbud5NqbSYnbmbc7bqEp4dwflylI8//jgOF1TbgG91beQPx5dffhmDzVVtRxc2gsbDhw+PPUt4cj/bEyO7X13bRnKDQoKDHiF0JWO8uvzCOrJ62bkaCBCT0OCp/PXXXz/uQkb34IMPDnvsscccmeWq2kfGlwmRSl1oO70b+OOZPadStyO/PiaJSomc/HWN+TPZeq49/7QaS6H3E/8EG+qPL/cLw4U1pvulsVjbDgUUUEABBRRQQAEFFFBAAQWaikClxmbq40/cjgdi07BV9TlWVfsyfzGJDx5WJ1ZDXLRQHIneJyQ88mOgt99+e3xwPCVRiJOOHDkyPrzNVACpkNyht0iheGNt4rHpOLV9rfT7pdLbz/UuZanoniJ1hVp++eXruutc+zHBTzGTW/OUenWlIdpWXXsKreMPDEkNfkgyECwmecKXKU2UlNpcVfsK/YFK+8zLV4ZdqqpN87Lepnpskg/8NKaS5rZpqDY5ZFZDSXocBRRQQAEFFFBAAQUUUEABBRRoTAKljpGRfCmUEMGEmGJ+XJHlU6ZMicO8pweseUCX4fHzt+Vh+qoeqC82Hku9FgWyAs0yKZIFKMV7MqKrr776PK2qQ4cOdT4+WV2GLjr//PNj9zQORNe0Aw88sNZd7epcuTsqoIACCiiggAIKKKCAAgoooIACCiigQEUIMPIOI83UdQQeRqZhaPftt98+PpzNA88cj6H5LQqUSqBZDp9VKlzrab4Cld5lrfleOc9cAQUUUEABBRRQQAEFFFBAAQWagoCxmaZwFUt3DpV+v1R6+0s9fFbL0t1a1qSAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKlE/ApEj57K1ZAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFSihgUqSE2FalgAIKKKCAAgoooIACCiiggAIKKKCAAgoooIAC5RMwKVI+e2tWQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUECBEgqYFCkhtlUpoIACCiiggAIKKKCAAgoooIACCiiggAIKKKBA+QRMipTP3poVUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFCghAImRUqIbVUKKKCAAgoooIACCiiggAIKKKCAAgoooIACCihQPgGTIuWzt2YFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRQooYBJkRJiW5UCCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgqUT8CkSPnsrVkBBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQVKKGBSpITYVqWAAgoooIACCiiggAIKKKCAAgoooIACCiiggALlEzApUj57a1ZAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQIESCpgUKSG2VSmggAIKKKCAAgoooIACCiiggAIKKKCAAgoooED5BEyKlM/emhVQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUKCEAiZFSohtVQoooIACCiiggAIKKKCAAgoooIACCiiggAIKKFA+gRbTpk2bVb7qrVkBBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUKI2APUVK42wtCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgooUGYBkyJlvgBWr4ACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAqURMClSGmdrUUABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAgTILmBQp8wWwegUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFCiNgEmR0jhbiwIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCpRZwKRImS+A1SuggAIKKKCAAgoooIACCiiggAIKKKCAAgoooEBpBEyKlMbZWhRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUKDMAiZFynwBrF4BBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQVKI2BSpDTO1qKAAgoooIACCiiggAIKKKCAAgoooIACCiiggAJlFjApUuYLYPUKKKCAAgoooIACCiiggAIKKKCAAgoooIACCihQGgGTIqVxthYFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRQos4BJkTJfAKtXQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUECB0giYFCmNs7UooIACCiiggAIKKKCAAgoooIACCiiggAIKKKBAmQVMipT5Ali9AgoooIACCiiggAIKKKCAAgoooIACCiiggAIKlEbApEhpnK1FAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFyixgUqTMF8DqFVBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQoDQCJkVK42wtCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgooUGYBkyJlvgBWr4ACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAqURMClSGmdrUUABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAgTILmBQp8wWwegUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFCiNgEmR0jhbiwIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCpRZwKRImS+A1SuggAIKKKCAAgoooIACCiiggAIKKKCAAgoooEBpBEyKlMbZWhRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUKDMAiZFynwBrF4BBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQVKI2BSpDTO1qKAAgoooIACCiiggAIKKKCAAgoooIACCiiggAJlFjApUuYLYPUKKKCAAgoooIACCiiggAIKKKCAAgoooIACCihQGgGTIqVxthYFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRQos0CzSYrcd9994fHHH6839/fffx/uvffe8P7779f7WOU4QEM5lKPt1qmAAgoooIACCiiggAIKKKCAAgoooIACCiigQH0EWkybNm1WfQ7QUPvecMMN4YEHHggLLLBAuPHGG0OrVq0a6tDxOF26dAkrrbRSePjhh+t13GHDhoXDDz887LjjjqF///5FHeuaa64Jjz322Bz7LL/88qF3795hk002mWP5vPqQ7/Dtt9+GUaNGhdVWWy106tRpXlXrcRVQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUKLtAo+kpQiLk7bffDqNHjw5PPfVU2WGqagDJi5NPPjkccsghVW1S5fJJkyaFF198MSy66KIxAbHiiiuGMWPGhP322y+MHDmyyv3m5YqPPvooHHbYYfVOFs3LNnpsBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUaQqBRJEVee+21QMLghBNOCPPPP3948MEH5zi3O+64I+yyyy7hkUceiQH8DTbYIBx66KFh+vTpue2ef/75cNBBB4UNN9wwvt522225dflv+vXrF3bffffw3Xff5VZddtllYbfddgvffPNN+Oqrr8Jxxx0XqGfdddeNdX344Ydx288++ywMHTo0PPfcc7l9L7300tC9e/ew1lprhT333DMmdnIrC7w54ogjwkUXXRQuvvji8Kc//Sn8/PPP4f77789t+eijj4YePXrEunv16hVeeuml3Lrq2kabcBo8eHBue5x69uyZ+5x9Q6+ZfffdNy4aNGhQbHtaX+w5pf18VUABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFCgsQo0iqQISZD55psv7LHHHjG5QFLgxx9/zJl9/vnn4c033wwXXnhhHF5r4YUXjsNQsR1lxowZ4cgjjwwTJ04M2223XXj33XcDiQ+SLYVK586dw7hx4+bokXL77bcHjrvYYovFhAVzb5Do2HrrrWMvjrvvvjseirpoy+TJk+Nntrv88svDsssuG9tPz4srr7yyULUFl33xxRdxefv27ePrs88+G4fnmjp1akxmvPfee2H//fcPKSlDMqWqts0eCi22bcqUKbm6JkyYEN56663c5+ybhRZaKKR6F1lkkdCmTZu4ur7nlK3D9woooIACCiiggAIKKKCAAgoooIACCiiggAIKNBaBhp24o45nRVJko402CksttVTYfvvtw5NPPhkTFltttdUcRzzggANCnz59whtvvBF23XXX8PTTT8feDSQzrr322rDyyiuHJZdcMjzzzDMxkXDPPfeEtddee45j8IH5QM4///yYWCGJ8vrrr4dPPvkkHpv1JBFIGPzjH/+Ic5uQWODYhUpKOJx++ulh4403DvQkYd/qCr0wll566TBz5sx4Di1btgxbbrll3OW6664Ls2bNCvTcWHXVVUO3bt0CPUvo/XHSSScV1bbq2sA6fJk4nuPvs88+MRnD8rqcE/tZFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRozAJl7ylCjw2GzqKnBcNjkRCgPPTQQ3O5MSk5hUnBKePHj4+v/GKoKxIbTNj+xBNPxOWpd0X8kPnFXB5MOP7444/H+tLk5yRLKNtuu20cWoukwR/+8Ifw6aefhhYtWmSO8L+3JFUoJGsYqopETU1JEZI2JILo6UJSYuDAgTGhwnGYV4UhxG6++eZwzjnn5CZmZzmlmLbFHerwqy7nVIdq3EUBBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAgZIKlD0pkuYPYcgmeiyceeaZESB/CK2sSn6CgiGoSGDstddeYdiwYXEIqez2hd6TAGGYKZIyI0aMCOuss05YYYUV4qbMTXLqqacGhpSitwnDV1111VWFDhOTMcxHQo8UkjHMi3LwwQcX3DYtvOWWW2Lyg0QOw4TRQyYVkiSc37fffhvnTOE9c4J07do1blJM29Ixi32lXcWeU7F1uL0CCiiggAIKKKCAAgoooIACCiiggAIKKKCAAqUWaBRJkbZt28bhrBjSih96QzCnxqhRo2rlQSLkgw8+CCeeeGIcZuq8886rcb+ddtopbjN8+PCYGEm9RFhIbxWGk+K49Opo165dSHOKFDrwJptsEm699dbw6quvxuQM7WYYraoK86e0atUq9ixhm2zCpWPHjuGHH34IxxxzTJxDhXlU+vbtG+dMYdvq2oYjhXlNUmEOlLqUYs+pLnW4jwIKKKCAAgoooIACCiiggAIKKKCAAgoooIACpRQo65wi9NJ4//33Q69evcK+++6bO28SAyQr6EWS5trIrSzwpkOHDnHpyy+/HMaOHRuGDBkSJ2RnknImRV9zzTXj8FxffvllGDp0aJwQnSG4mCeE4bZ++umnkJIkP//8c0xWMLk7PT5IQpCgWWWVVQrUHGKPCub/OOqoowLtYCiwBRdcME7YXnCHzMIddtghcK70innnnXfisGAkY55//vlw/PHHh/322y8mewYMGBBuuummsOGGG1bbNnq7LLHEEjGZw3wkJEfoDbPAAgvkamWYsqxDp06d4rrnnnsuTrTOtaCXSF3PKVeRbxRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUaGQCZe0p8sADD0SObbbZZg4WeiksvvjiMVnA8FI1lc022ywwDwZzkuy9995h9dVXj0mKiRMnhpdeeinuTtKC3hnXX3997nD0Dvn666/jhOadO3eOy5n0/JBDDgn0sDj55JPDKaecEtdX1ftk9913D+xLj46jjz46fPPNN+GSSy6pcV4RKkt1kXi5+uqrY/177rln7CXC5O9MrM58Iz169IjDe6Xtq2ob6xm+i/P8y1/+EofmYv6UbMl3WGONNWLy5YUXXsj1WKnPOWXr8r0CCiiggAIKKKCAAgoooIACCiiggAIKKKCAAo1JoMW0adP+O7N5Y2pVHdtCgoNeGvzUpjCPyXHHHReTGQxRlV/oUUHPkTZt2uSvmusziQp6lNATg+REfQu9VyZPnhzat29f8HjVtW3mzJmxLQz7VZ/S0OdUn7a4rwIKKKCAAgoooIACCiiggAIKKKCAAgoooIAC9RVoUkmRYjDOOeecMHr06DhsFT1MGG7KooACCiiggAIKKKCAAgoooIACCiiggAIKKKCAAk1XoP5dGirUZsKECXGILiZ2NyFSoRfRZiuggAIKKKCAAgoooIACCiiggAIKKKCAAgooUIRAs+0pUoSRmyqggAIKKKCAAgoooIACCiiggAIKKKCAAgoooEATEGi2PUWawLXzFBRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUKAIAZMiRWC5qQIKKKCAAgoooIACCiiggAIKKKCAAgoooIACClSugEmRyr12tlwBBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQWKEDApUgSWmyqggAIKKKCAAgoooIACCiiggAIKKKCAAgoooEDlCpgUqdxrZ8sVUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFCgCAGTIkVguakCCiiggAIKKKCAAgoooIACCiiggAIKKKCAAgpUroBJkcq9drZcAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFihAwKVIElpsqoIACCiiggAIKKKCAAgoooIACCiiggAIKKKBA5QqYFKnca2fLFVBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRQoAgBkyJFYLmpAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKVK6ASZHKvXa2XAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBYoQMClSBJabKqCAAgoooIACCiiggAIKKKCAAgoooIACCiigQOUKmBSp3GtnyxVQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQUUUKAIAZMiRWC5qQIKKKCAAgoooIACCiiggAIKKKCAAgoooIACClSuQMtZs2ZVbuttuQIKKKCAAgoooIACCiiggAIKKKCAAgoooIACCihQS4GWLVq0qOWmbqaAAgoooIACCiiggAIKKKCAAgoooIACCiiggAIKVK6Aw2dV7rWz5QoooIACCiiggAIKKKCAAgoooIACCiiggAIKKFCEQCt6ipRrCK3WrVsX0VQ3VUABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAgaYkMH369JKeTuwpUq6kSEnP1MoUUEABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFCgWQu0fGHMa6FVq1bNGsGTV0ABBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAgaYv0PKMC68KP/30U3DC9aZ/sT1DBRRQQAEFFFBAAQUUUEABBRRQQAEFFFBAAQWas8B83y7U4eyvv5oatuzWteQOCyywQMnrtEIFFFBAAQUUUEABBRRQQAEFFFBAAQUUUEABBRRoHAIzZ84sWUNatmwZ5vs2LHH20y+8GqZO/TLsuPUvw88//xxYUYpiUqQUytahgAIKKKCAAgoooIACCiiggAIKKKCAAgoooEDjFChFUiTlPXj9fw4EVEe+NVZRAAAAAElFTkSuQmCC" } }, "cell_type": "markdown", "metadata": {}, "source": [ - "![image.png](attachment:image.png)" + "![Screen%20Shot%202021-07-21%20at%204.52.06%20PM.png](attachment:Screen%20Shot%202021-07-21%20at%204.52.06%20PM.png)" ] }, { From 84e1d5e75108e10d2c1fe6a2b441805db630543d Mon Sep 17 00:00:00 2001 From: Helena Zhang Date: Wed, 21 Jul 2021 17:03:34 -0400 Subject: [PATCH 6/7] updated loade data --- docs/tutorials/resultsdb_tutorial.ipynb | 457 ++++++++++++++++++++++-- 1 file changed, 427 insertions(+), 30 deletions(-) diff --git a/docs/tutorials/resultsdb_tutorial.ipynb b/docs/tutorials/resultsdb_tutorial.ipynb index ba44111da1..978de44f2c 100644 --- a/docs/tutorials/resultsdb_tutorial.ipynb +++ b/docs/tutorials/resultsdb_tutorial.ipynb @@ -256,59 +256,456 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 81, + "metadata": {}, + "outputs": [], + "source": [ + "from qiskit_experiments.database_service import DbExperimentDataV1 as DbExperimentData\n", + "\n", + "loaded_expdata = DbExperimentData()\n", + "results = loaded_expdata.load(\"6cc66a03-de43-4d36-9c39-f56d5ee8c011\", t1_expdata.service)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To display the figure, which is serialized into a string, we need the SVG library:" + ] + }, + { + "cell_type": "code", + "execution_count": 80, "metadata": {}, "outputs": [ { "data": { - "image/png": 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" + "" ] }, + "execution_count": 80, "metadata": {}, - "output_type": "display_data" - }, + "output_type": "execute_result" + } + ], + "source": [ + "from IPython.display import SVG\n", + "SVG(results.figure(0))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We've also retrieved the full analysis results from the database:" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ { "data": { "text/plain": [ - "{'value': 0.00021540042996137575,\n", - " 'stderr': 7.413214470196464e-06,\n", - " 'unit': 's',\n", - " 'label': 'T1',\n", - " 'fit': {'popt': array([8.27525912e-01, 2.15400430e-04, 7.05351749e-02]),\n", - " 'popt_keys': ['a', 'tau', 'c'],\n", - " 'popt_err': array([9.62076097e-03, 7.41321447e-06, 7.29076513e-03]),\n", + "{'fit': {'dof': 13,\n", " 'pcov': array([[ 9.25590417e-05, 1.69155694e-08, -3.72037925e-05],\n", " [ 1.69155694e-08, 5.49557488e-11, -4.59738214e-08],\n", " [-3.72037925e-05, -4.59738214e-08, 5.31552561e-05]]),\n", - " 'reduced_chisq': 1.3609095467472334,\n", - " 'dof': 13,\n", - " 'xrange': [0.0, 0.00075],\n", - " 'circuit_unit': 'us'},\n", + " 'popt': array([8.27525912e-01, 2.15400430e-04, 7.05351749e-02]),\n", + " 'xrange': [0, 0.00075],\n", + " 'popt_err': array([9.62076097e-03, 7.41321447e-06, 7.29076513e-03]),\n", + " 'popt_keys': ['a', 'tau', 'c'],\n", + " 'circuit_unit': 'us',\n", + " 'reduced_chisq': 1.3609095467472334},\n", + " 'unit': 's',\n", + " 'label': 'T1',\n", + " 'value': 0.00021540042996137575,\n", + " 'stderr': 7.413214470196464e-06,\n", " 'quality': 'bad',\n", " 'success': True}" ] }, - "execution_count": 60, + "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "from qiskit_experiments.database_service import DbExperimentDataV1 as DbExperimentData\n", - "\n", - "loaded_expdata = DbExperimentData()\n", - "loaded_expdata.load(\"6cc66a03-de43-4d36-9c39-f56d5ee8c011\", t1_expdata.service)\n", - "display(t1_expdata.figure(0))\n", - "t1_expdata.analysis_results(0).data()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We see that the database indeed has the full data from before, more than what the interface shows." + "results.analysis_results(0).data()" ] }, { From 483841afcd0669e0101f9b40610787cc7b6d95d4 Mon Sep 17 00:00:00 2001 From: Helena Zhang Date: Thu, 22 Jul 2021 08:48:11 -0400 Subject: [PATCH 7/7] changed load syntax --- docs/tutorials/resultsdb_tutorial.ipynb | 60 +++++++++++-------------- 1 file changed, 25 insertions(+), 35 deletions(-) diff --git a/docs/tutorials/resultsdb_tutorial.ipynb b/docs/tutorials/resultsdb_tutorial.ipynb index 978de44f2c..a1b710fa93 100644 --- a/docs/tutorials/resultsdb_tutorial.ipynb +++ b/docs/tutorials/resultsdb_tutorial.ipynb @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": { "slideshow": { "slide_type": "skip" @@ -50,7 +50,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": { "slideshow": { "slide_type": "-" @@ -94,16 +94,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Run the experiment circuits with 1000 shots each,\n", "# and analyze the result\n", "\n", - "t1_expdata = exp.run(backend=backend, shots=1000)\n", - "\n", - "t1_expdata.block_for_results()\n", + "t1_expdata = exp.run(backend=backend, shots=1000).block_for_results()\n", "t1_expdata.save()" ] }, @@ -123,7 +121,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": { "scrolled": true, "slideshow": { @@ -133,7 +131,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -144,17 +142,17 @@ { "data": { "text/plain": [ - "{'value': 0.00021540042996137575,\n", - " 'stderr': 7.413214470196464e-06,\n", + "{'value': 0.000208167519396112,\n", + " 'stderr': 6.911222830912447e-06,\n", " 'unit': 's',\n", " 'label': 'T1',\n", - " 'fit': {'popt': array([8.27525912e-01, 2.15400430e-04, 7.05351749e-02]),\n", + " 'fit': {'popt': array([8.39666449e-01, 2.08167519e-04, 6.63064336e-02]),\n", " 'popt_keys': ['a', 'tau', 'c'],\n", - " 'popt_err': array([9.62076097e-03, 7.41321447e-06, 7.29076513e-03]),\n", - " 'pcov': array([[ 9.25590417e-05, 1.69155694e-08, -3.72037925e-05],\n", - " [ 1.69155694e-08, 5.49557488e-11, -4.59738214e-08],\n", - " [-3.72037925e-05, -4.59738214e-08, 5.31552561e-05]]),\n", - " 'reduced_chisq': 1.3609095467472334,\n", + " 'popt_err': array([9.45331195e-03, 6.91122283e-06, 6.90642194e-03]),\n", + " 'pcov': array([[ 8.93651068e-05, 1.32876205e-08, -3.28388193e-05],\n", + " [ 1.32876205e-08, 4.77650010e-11, -4.02667425e-08],\n", + " [-3.28388193e-05, -4.02667425e-08, 4.76986640e-05]]),\n", + " 'reduced_chisq': 0.5661772016311409,\n", " 'dof': 13,\n", " 'xrange': [0.0, 0.00075],\n", " 'circuit_unit': 'us'},\n", @@ -162,7 +160,7 @@ " 'success': True}" ] }, - "execution_count": 5, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -225,7 +223,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "You can change the quality and verify/unverify the results upon selection:" + "You can change the quality and verify/unverify the results upon selection of an analysis result. Quality is an automatic parameter generated by the experiment analysis based on pre-set criteria; in this case the T1 fit is considered bad because the amplitude parameter is not close enough to 1. The verification field is for a human to determine whether the result is acceptable." ] }, { @@ -251,19 +249,18 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "You can also load the full saved analysis result from the database service. Let's load an [example public experiment](https://quantum-computing.ibm.com/experiments/6cc66a03-de43-4d36-9c39-f56d5ee8c011):" + "You can also load the full saved experiment from the database service. Let's load an [example public experiment](https://quantum-computing.ibm.com/experiments/6cc66a03-de43-4d36-9c39-f56d5ee8c011):" ] }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from qiskit_experiments.database_service import DbExperimentDataV1 as DbExperimentData\n", "\n", - "loaded_expdata = DbExperimentData()\n", - "results = loaded_expdata.load(\"6cc66a03-de43-4d36-9c39-f56d5ee8c011\", t1_expdata.service)" + "load_exp = DbExperimentData.load(\"6cc66a03-de43-4d36-9c39-f56d5ee8c011\", provider.service(\"experiment\"))" ] }, { @@ -275,7 +272,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -656,14 +653,14 @@ "" ] }, - "execution_count": 80, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import SVG\n", - "SVG(results.figure(0))" + "SVG(load_exp.figure(0))" ] }, { @@ -675,7 +672,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -699,13 +696,13 @@ " 'success': True}" ] }, - "execution_count": 78, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "results.analysis_results(0).data()" + "load_exp.analysis_results(0).data()" ] }, { @@ -854,13 +851,6 @@ "source": [ "![Screen%20Shot%202021-07-21%20at%204.52.06%20PM.png](attachment:Screen%20Shot%202021-07-21%20at%204.52.06%20PM.png)" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": {