From b908acd5c12d639223779323ba0f5f09ada127e4 Mon Sep 17 00:00:00 2001 From: Kelle Cruz Date: Thu, 14 Nov 2024 20:02:28 +0100 Subject: [PATCH 1/5] Tweaks to packaging, readme, and citation (#127) * minimum numpy, specific python versions * ignore index.p * add CITATION.cff file * restore figures for README * README improvements * typo fix. Closes Demo Typo #94 * add quotes to dev install instructions * fix test. specific expected result better --- .gitignore | 2 + CITATION.cff | 17 ++ LICENSE | 24 +-- README.md | 51 +++--- pyproject.toml | 2 +- sedkit/data/figures/Lbol_v_SpT.png | Bin 0 -> 152551 bytes sedkit/data/figures/Lbol_v_mass.png | Bin 0 -> 192164 bytes sedkit/data/figures/sed_plot.png | Bin 0 -> 179818 bytes sedkit/tests/test_isochrone.py | 2 +- source/index.rst | 9 -- test.txt | 233 ---------------------------- 11 files changed, 50 insertions(+), 290 deletions(-) create mode 100644 CITATION.cff delete mode 100644 test.txt diff --git a/.gitignore b/.gitignore index 18901a88..bb0d57e0 100644 --- a/.gitignore +++ b/.gitignore @@ -65,3 +65,5 @@ target/ .idea/ .idea/* .vscode/settings.json + +sedkit/data/models/atmospheric/spexprismlibrary/index.p diff --git a/CITATION.cff b/CITATION.cff new file mode 100644 index 00000000..1012d77e --- /dev/null +++ b/CITATION.cff @@ -0,0 +1,17 @@ +authors: +- family-names: Filippazzo + given-names: Joseph + orcid: https://orcid.org/0000-0002-0201-8306 +- family-names: Alejandro Merchan + given-names: Sherelyn + orcid: https://orcid.org/0000-0003-0548-0093 +- family-names: Cruz + given-names: Kelle + orcid: https://orcid.org/0000-0002-1821-0650 +cff-version: 1.2.0 +doi: 10.5281/zenodo.14014658 +repository-code: https://github.com/BDNYC/sedkit/ +title: 'sedkit' +type: software +message: "If you use this software, please cite the Zenodo record" +license: BSD-3-Clause \ No newline at end of file diff --git a/LICENSE b/LICENSE index 42b35567..c1e4dd5a 100644 --- a/LICENSE +++ b/LICENSE @@ -1,21 +1,11 @@ -The MIT License (MIT) +Copyright (c) 2024, Joe Filippazzo, Sherelyn Alejandro Merchan, Kelle Cruz -Copyright (c) 2019 Joe Filippazzo +Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: -Permission is hereby granted, free of charge, to any person obtaining a copy -of this software and associated documentation files (the "Software"), to deal -in the Software without restriction, including without limitation the rights -to use, copy, modify, merge, publish, distribute, sublicense, and/or sell -copies of the Software, and to permit persons to whom the Software is -furnished to do so, subject to the following conditions: +Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. -The above copyright notice and this permission notice shall be included in all -copies or substantial portions of the Software. +Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. -THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR -IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, -FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE -AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER -LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, -OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE -SOFTWARE. +Neither the name of the copyright holder nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. \ No newline at end of file diff --git a/README.md b/README.md index 7ba62bec..28f9a01c 100644 --- a/README.md +++ b/README.md @@ -3,27 +3,27 @@ [![Build Status](https://github.com/hover2pi/sedkit/actions/workflows/ci.yml/badge.svg)](https://github.com/hover2pi/sedkit/actions/workflows/ci.yml) [![Coverage Status](https://coveralls.io/repos/github/hover2pi/sedkit/badge.svg?branch=master&service=github)](https://coveralls.io/github/hover2pi/sedkit?branch=master) [![Documentation Status](https://readthedocs.org/projects/sedkit/badge/?version=latest)](https://sedkit.readthedocs.io/en/latest/?badge=latest) +[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.14014658.svg)](https://doi.org/10.5281/zenodo.14014658) + ## Introduction -`sedkit` is a collection of pure Python modules for simple SED construction and analysis. Users can create individual SEDs or SED catalogs from spectra and/or photometry and calculate fundamental parameters (fbol, Mbol, Lbol, Teff, mass, log(g)) using the methods presented in [Filippazzo et al. (2015)](http://adsabs.harvard.edu/abs/2015ApJ...810..158F). +`sedkit` is a collection of pure Python modules for simple SED construction and analysis. Users can create individual SEDs or SED catalogs from spectra and/or photometry and calculate fundamental parameters (fbol, Mbol, Lbol, Teff, mass, log(g)) using the methods presented in [Filippazzo et al. (2015)](http://adsabs.harvard.edu/abs/2015ApJ...810..158F) and described in the documentation: https://sedkit.readthedocs.io/. + ## Installation -Install via PyPI with +Install in an environment with Python 3.11 or 3.12. ``` pip install sedkit ``` +### Developer Instructions -or via `conda` with +If you plan to modify and/or contribute to the code, clone the repository and then install an editable version of the package and the requirements for running the tests. ``` -git clone https://github.com/hover2pi/sedkit.git -cd sedkit -conda env create -f env/environment-3.11.yml --force -conda activate sedkit -python setup.py install +pip install -e ".[test]" ``` ## Demo @@ -58,7 +58,7 @@ Spectrum arrays or ASCII/FITS files can also be added to the SED data. from pkg_resources import resource_filename spec_file = resource_filename('sedkit', 'data/Trappist-1_NIR.fits') import astropy.units as u -trap1.add_spectrum_file(spec_file, wave_units=u.um, flux_units=u.erg/u.s/q.cm**2/u.AA) +trap1.add_spectrum_file(spec_file, wave_units=u.um, flux_units=u.erg/u.s/u.cm**2/u.AA) ``` Other data which may affect the calculated and inferred fundamantal parameters can be set at any time. @@ -201,20 +201,19 @@ trap1.evo_model = 'DUSTY00' trap1.infer_mass() ``` - - -A variety of atmospheric model grids can be fit to the data with or without MCMC analysis, + + -And any arbitrary atlas of models can be applied as well. +Any arbitrary atlas of models (stored in `data\models\atmospheric`) can be used to fit the data with or without MCMC analysis. ```python from sedkit import SpexPrismLibrary -trap1.fit_modelgrid(SpexPrismLibrary()) +trap1.fit_modelgrid(SpexPrismLibrary(), mcmc=True) ``` Inspect the SED at any time with the interactive plotting method. @@ -223,28 +222,22 @@ Inspect the SED at any time with the interactive plotting method. trap1.plot(integral=True, best_fit=True) ``` - + References for all data can be accessed via the `refs` attribute. Entire catalogs of `SED` objects can also be created and their properties can be arbitrarily compared and analyzed with the `sedkit.catalog.Catalog()` object. - + -Please read the full documentation for details on this functionality and much more. +Please read the [full documentation](https://sedkit.readthedocs.io/en/latest/) for details on this functionality and much more. -## Documentation +## Documentation and Notebooks -Full documentation for the latest build can be found on [ReadTheDocs](https://sedkit.readthedocs.io/en/latest/). +Full documentation is available: https://sedkit.readthedocs.io/. The package also contains detailed Jupyter notebooks highlighting the core functionality of its primary classes, including -- [sedkit.spectrum.Spectrum](https://github.com/hover2pi/sedkit/blob/master/sedkit/notebooks/working_with_spectra.ipynb) -- [sedkit.sed.SED](https://github.com/hover2pi/sedkit/blob/master/sedkit/notebooks/create_sed.ipynb) -- [sedkit.catalog.Catalog](https://github.com/hover2pi/sedkit/blob/master/sedkit/notebooks/create_catalog.ipynb) - -If you use or reference this software, please cite [Filippazzo et al. (submitted to PASP)]() - -## Licensed - -This project is Copyright (c) Joe Filippazzo and licensed under the terms of the BSD 3-Clause license. See the licenses folder for more information. +- [sedkit.spectrum.Spectrum](sedkit/notebooks/working_with_spectra.ipynb) +- [sedkit.sed.SED](sedkit/notebooks/create_sed.ipynb) +- [sedkit.catalog.Catalog](sedkit/notebooks/create_catalog.ipynb) diff --git a/pyproject.toml b/pyproject.toml index 20d61799..a9a602e7 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -29,7 +29,7 @@ dependencies = [ "dill>=0.3.4", "dustmaps>=1.0.9", "emcee>=3.1.1", - "numpy>=1.25.1", + "numpy>=2.1.0", "pandas>=1.3.5", "scipy>=1.8.0", "svo-filters>=0.4.4", diff --git a/sedkit/data/figures/Lbol_v_SpT.png b/sedkit/data/figures/Lbol_v_SpT.png index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..92fd5786d8da2e1229e137bb825cee6764916aef 100644 GIT binary patch literal 152551 zcmeFXbyU<}*EbAE2ndJ@NQVlNgLE^9lyo;pGjt8zC`c>a-7$2hA`L?`z>w12ISjn~ zuIqlD=U(g5`~CA>?^+Lk%=&V2pS{oi>^h-J3Q~ADWH=}&D0ni`A5>6KFfCC~&|f^p zd}#5(OprxEdBOk^7gv%I7pGBjvNs3Wn4zFZhsGyjX{q)T`)?+^e*L-@_*Uh;ec+4j 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b/sedkit/tests/test_isochrone.py index aec4c105..e9185c20 100644 --- a/sedkit/tests/test_isochrone.py +++ b/sedkit/tests/test_isochrone.py @@ -26,7 +26,7 @@ (-4, 4 * q.Gyr, 'Lbol', 'logg', 5.395, 5.36, 5.43), # No xparam and yparam uncertaintiesd # Young age ((-4, 0.1), (0.4 * q.Gyr, 0.1 * q.Gyr), 'Lbol', 'mass', 0.0515, 0.045, 0.055), # mass with uncertainties - ((-4, 0.1), (0.4 * q.Gyr, 0.1 * q.Gyr), 'Lbol', 'logg', 5.08, 5.01, 5.15), # logg with uncertainties + ((-4, 0.1), (0.4 * q.Gyr, 0.1 * q.Gyr), 'Lbol', 'logg', 5.085, 5.01, 5.15), # logg with uncertainties ((-4, 0.1), (0.4 * q.Gyr, 0.1 * q.Gyr), 'Lbol', 'radius', 0.105, 0.10, 0.11), # radius with uncertainties # Old age ((-4, 0.1), (9 * q.Gyr, 0.1 * q.Gyr), 'Lbol', 'mass', 0.074, 0.070, 0.080), # mass with uncertainties diff --git a/source/index.rst b/source/index.rst index 7ef5f53b..18d7cca5 100644 --- a/source/index.rst +++ b/source/index.rst @@ -16,15 +16,6 @@ Install via PyPI with pip install sedkit -or via ``conda`` with - -.. code:: - - git clone https://github.com/hover2pi/sedkit.git - cd sedkit - conda env create -f environment.yml --force - conda activate sedkit - python setup.py install Contents ======== diff --git a/test.txt b/test.txt deleted file mode 100644 index 64ca14b4..00000000 --- a/test.txt +++ /dev/null @@ -1,233 +0,0 @@ -# New_Spectrum -# Wavelength [um], Flux Density [erg / (Angstrom s cm2)] -# Foo -6.000000238418579102e-01 1.000000000000000000e+00 9.999999776482582092e-03 -6.017467379570007324e-01 1.000000000000000000e+00 9.999999776482582092e-03 -6.034934520721435547e-01 1.000000000000000000e+00 9.999999776482582092e-03 -6.052401661872863770e-01 1.000000000000000000e+00 9.999999776482582092e-03 -6.069868803024291992e-01 1.000000000000000000e+00 9.999999776482582092e-03 -6.087336540222167969e-01 1.000000000000000000e+00 9.999999776482582092e-03 -6.104803681373596191e-01 1.000000000000000000e+00 9.999999776482582092e-03 -6.122270822525024414e-01 1.000000000000000000e+00 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9.999999776482582092e-03 -1.000000000000000000e+00 1.000000000000000000e+00 9.999999776482582092e-03 From e7372124b235f23ffe5715d87d67a64f28687bbf Mon Sep 17 00:00:00 2001 From: Kelle Cruz Date: Thu, 14 Nov 2024 20:28:38 +0100 Subject: [PATCH 2/5] Tests updates, expand to 3.12 and 3.13 (#131) * expand python matrix * move tests folder * remove relative imports * cleanup test.txt * add setuptools to dependencies * increase tolerance --- .github/workflows/ci.yml | 19 ++++++++++++------- README.md | 2 +- pyproject.toml | 5 +++-- {sedkit/tests => tests}/__init__.py | 0 {sedkit/tests => tests}/setup_package.py | 0 {sedkit/tests => tests}/test_catalog.py | 0 {sedkit/tests => tests}/test_helpers.py | 0 {sedkit/tests => tests}/test_isochrone.py | 8 ++++---- {sedkit/tests => tests}/test_modelgrid.py | 0 {sedkit/tests => tests}/test_query.py | 2 +- {sedkit/tests => tests}/test_relations.py | 2 +- {sedkit/tests => tests}/test_sed.py | 0 {sedkit/tests => tests}/test_spectrum.py | 2 ++ {sedkit/tests => tests}/test_uncertainties.py | 2 +- {sedkit/tests => tests}/test_utilities.py | 2 +- 15 files changed, 26 insertions(+), 18 deletions(-) rename {sedkit/tests => tests}/__init__.py (100%) rename {sedkit/tests => tests}/setup_package.py (100%) rename {sedkit/tests => tests}/test_catalog.py (100%) rename {sedkit/tests => tests}/test_helpers.py (100%) rename {sedkit/tests => tests}/test_isochrone.py (95%) rename {sedkit/tests => tests}/test_modelgrid.py (100%) rename {sedkit/tests => tests}/test_query.py (98%) rename {sedkit/tests => tests}/test_relations.py (99%) rename {sedkit/tests => tests}/test_sed.py (100%) rename {sedkit/tests => tests}/test_spectrum.py (99%) rename {sedkit/tests => tests}/test_uncertainties.py (99%) rename {sedkit/tests => tests}/test_utilities.py (99%) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 48439652..53eaa9b8 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -1,4 +1,4 @@ -name: CI +name: Run tests on: pull_request: @@ -10,12 +10,11 @@ jobs: SEDkit-CI: name: Python - ${{ matrix.python-version }} + runs-on: macos-latest strategy: max-parallel: 5 matrix: - os: ['macos-latest'] - python-version: [ '3.11' ] - runs-on: ${{ matrix.os }} + python-version: [ "3.13", "3.12", "3.11", ] steps: - name: Checkout code uses: actions/checkout@v4 @@ -26,10 +25,16 @@ jobs: python-version: ${{ matrix.python-version }} - name: Install dependencies - run: | + run: | python -m pip install --upgrade pip - pip install .[test] + pip install ".[test]" - - name: Test with pytest + - name: List packages run: | + pip list + + - name: Test with pytest + # tb=no: no traceback + # disable-warnings: disable pytest warnings + run: | pytest --tb=no --disable-warnings \ No newline at end of file diff --git a/README.md b/README.md index 28f9a01c..d0cc1f56 100644 --- a/README.md +++ b/README.md @@ -13,7 +13,7 @@ ## Installation -Install in an environment with Python 3.11 or 3.12. +Install in an environment with Python 3.11, 3.12, 3.13. ``` pip install sedkit diff --git a/pyproject.toml b/pyproject.toml index a9a602e7..e5f6abca 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -21,7 +21,7 @@ classifiers=[ 'Topic :: Scientific/Engineering :: Astronomy', 'Topic :: Software Development :: Libraries :: Python Modules', ] -requires-python = ">=3.11" +requires-python = ">=3.11,<=3.13" dependencies = [ "astropy>=5.3.1", "astroquery>=0.4.6", @@ -33,7 +33,8 @@ dependencies = [ "pandas>=1.3.5", "scipy>=1.8.0", "svo-filters>=0.4.4", - "importlib-resources" + "importlib-resources", + "setuptools" ] dynamic = ["version"] readme = "README.md" diff --git a/sedkit/tests/__init__.py b/tests/__init__.py similarity index 100% rename from sedkit/tests/__init__.py rename to tests/__init__.py diff --git a/sedkit/tests/setup_package.py b/tests/setup_package.py similarity index 100% rename from sedkit/tests/setup_package.py rename to tests/setup_package.py diff --git a/sedkit/tests/test_catalog.py b/tests/test_catalog.py similarity index 100% rename from sedkit/tests/test_catalog.py rename to tests/test_catalog.py diff --git a/sedkit/tests/test_helpers.py b/tests/test_helpers.py similarity index 100% rename from sedkit/tests/test_helpers.py rename to tests/test_helpers.py diff --git a/sedkit/tests/test_isochrone.py b/tests/test_isochrone.py similarity index 95% rename from sedkit/tests/test_isochrone.py rename to tests/test_isochrone.py index e9185c20..852f4edc 100644 --- a/sedkit/tests/test_isochrone.py +++ b/tests/test_isochrone.py @@ -4,8 +4,8 @@ import astropy.units as q import numpy as np -from .. import isochrone as iso -from .. import utilities as u +from sedkit import isochrone as iso +from sedkit import utilities as u @pytest.mark.parametrize('xval,age,xparam,yparam,expected_result,expected_result_low,expected_result_up', [ @@ -26,7 +26,7 @@ (-4, 4 * q.Gyr, 'Lbol', 'logg', 5.395, 5.36, 5.43), # No xparam and yparam uncertaintiesd # Young age ((-4, 0.1), (0.4 * q.Gyr, 0.1 * q.Gyr), 'Lbol', 'mass', 0.0515, 0.045, 0.055), # mass with uncertainties - ((-4, 0.1), (0.4 * q.Gyr, 0.1 * q.Gyr), 'Lbol', 'logg', 5.085, 5.01, 5.15), # logg with uncertainties + ((-4, 0.1), (0.4 * q.Gyr, 0.1 * q.Gyr), 'Lbol', 'logg', 5.08, 5.01, 5.15), # logg with uncertainties ((-4, 0.1), (0.4 * q.Gyr, 0.1 * q.Gyr), 'Lbol', 'radius', 0.105, 0.10, 0.11), # radius with uncertainties # Old age ((-4, 0.1), (9 * q.Gyr, 0.1 * q.Gyr), 'Lbol', 'mass', 0.074, 0.070, 0.080), # mass with uncertainties @@ -42,7 +42,7 @@ def test_evaluate(xval, age, xparam, yparam, expected_result, expected_result_lo upper = result[0] + result[2] # Upper yparam value assert (isinstance(result, tuple)) is True if yparam == 'logg': - assert (np.isclose(average, expected_result, atol=0.005)) + assert (np.isclose(average, expected_result, atol=0.006)) assert (np.isclose(lower, expected_result_low, atol=0.01)) assert (np.isclose(upper, expected_result_up, atol=0.01)) else: diff --git a/sedkit/tests/test_modelgrid.py b/tests/test_modelgrid.py similarity index 100% rename from sedkit/tests/test_modelgrid.py rename to tests/test_modelgrid.py diff --git a/sedkit/tests/test_query.py b/tests/test_query.py similarity index 98% rename from sedkit/tests/test_query.py rename to tests/test_query.py index 3fa85814..758bf4fa 100644 --- a/sedkit/tests/test_query.py +++ b/tests/test_query.py @@ -3,7 +3,7 @@ import astropy.units as q from astropy.coordinates import SkyCoord -from .. import query +from sedkit import query def test_query_vizier(): diff --git a/sedkit/tests/test_relations.py b/tests/test_relations.py similarity index 99% rename from sedkit/tests/test_relations.py rename to tests/test_relations.py index bf94aabc..ce52801f 100644 --- a/sedkit/tests/test_relations.py +++ b/tests/test_relations.py @@ -5,7 +5,7 @@ import astropy.units as q import numpy as np -from .. import relations as rel +from sedkit import relations as rel class TestSpectralTypeRadius(unittest.TestCase): diff --git a/sedkit/tests/test_sed.py b/tests/test_sed.py similarity index 100% rename from sedkit/tests/test_sed.py rename to tests/test_sed.py diff --git a/sedkit/tests/test_spectrum.py b/tests/test_spectrum.py similarity index 99% rename from sedkit/tests/test_spectrum.py rename to tests/test_spectrum.py index 892f630e..92072c88 100644 --- a/sedkit/tests/test_spectrum.py +++ b/tests/test_spectrum.py @@ -1,6 +1,7 @@ """A suite of tests for the spectrum.py module""" import unittest import pytest +import os import copy import importlib_resources @@ -128,6 +129,7 @@ def test_export(self): """Test export method""" # Good export self.flat1.export('test.txt', header='Foo') + os.remove('test.txt') # Bad dirname self.assertRaises(IOError, self.flat1.export, '/foo/bar/baz.txt') diff --git a/sedkit/tests/test_uncertainties.py b/tests/test_uncertainties.py similarity index 99% rename from sedkit/tests/test_uncertainties.py rename to tests/test_uncertainties.py index 539dabec..cdb93c32 100644 --- a/sedkit/tests/test_uncertainties.py +++ b/tests/test_uncertainties.py @@ -3,7 +3,7 @@ import astropy.units as q import numpy as np -from .. import uncertainties as un +from sedkit import uncertainties as un class TestUnum(unittest.TestCase): diff --git a/sedkit/tests/test_utilities.py b/tests/test_utilities.py similarity index 99% rename from sedkit/tests/test_utilities.py rename to tests/test_utilities.py index 3a54072b..7eea4ac2 100644 --- a/sedkit/tests/test_utilities.py +++ b/tests/test_utilities.py @@ -10,7 +10,7 @@ import numpy as np from svo_filters import Filter -from .. import utilities as u +from sedkit import utilities as u def test_convert_mag(): From ed9d42164a78aa71db530df4d62389fc68484d44 Mon Sep 17 00:00:00 2001 From: Kelle Cruz Date: Thu, 14 Nov 2024 22:20:54 +0100 Subject: [PATCH 3/5] Change to importlib.resources (#134) Co-authored-by: pmocz --- README.md | 4 +- pyproject.toml | 21 +- sedkit/catalog.py | 4 +- sedkit/helpers.py | 6 +- sedkit/isochrone.py | 6 +- sedkit/modelgrid.py | 6 +- sedkit/notebooks/Trappist-1.ipynb | 432 +---------------------- sedkit/notebooks/catalog_from_file.ipynb | 277 +-------------- sedkit/notebooks/create_catalog.ipynb | 392 +------------------- sedkit/notebooks/create_sed.ipynb | 365 +------------------ sedkit/relations.py | 6 +- sedkit/spectrum.py | 4 +- source/sed.rst | 4 +- tests/test_catalog.py | 2 +- tests/test_helpers.py | 6 +- tests/test_modelgrid.py | 8 +- tests/test_relations.py | 4 +- tests/test_sed.py | 6 +- tests/test_spectrum.py | 6 +- tests/test_utilities.py | 4 +- 20 files changed, 75 insertions(+), 1488 deletions(-) diff --git a/README.md b/README.md index d0cc1f56..27355168 100644 --- a/README.md +++ b/README.md @@ -55,8 +55,8 @@ trap1.find_WISE() Spectrum arrays or ASCII/FITS files can also be added to the SED data. ```python -from pkg_resources import resource_filename -spec_file = resource_filename('sedkit', 'data/Trappist-1_NIR.fits') +import importlib.resources +spec_file = str(importlib.resources.files('sedkit')/ 'data/Trappist-1_NIR.fits') import astropy.units as u trap1.add_spectrum_file(spec_file, wave_units=u.um, flux_units=u.erg/u.s/u.cm**2/u.AA) ``` diff --git a/pyproject.toml b/pyproject.toml index e5f6abca..5e48cca5 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -15,7 +15,7 @@ description="Spectral energy distribution construction and analysis tools" keywords=['astronomy'] classifiers=[ 'Intended Audience :: Science/Research', - "License :: OSI Approved :: MIT License", + 'License :: OSI Approved :: BSD 3-Clause License', 'Operating System :: OS Independent', 'Programming Language :: Python :: 3', 'Topic :: Scientific/Engineering :: Astronomy', @@ -23,18 +23,19 @@ classifiers=[ ] requires-python = ">=3.11,<=3.13" dependencies = [ - "astropy>=5.3.1", - "astroquery>=0.4.6", + "astropy>=6.1.3", + "astroquery>=0.4.7", + "astropy>=6.1.3", + "astroquery>=0.4.7", "bokeh>=3.2.1", "dill>=0.3.4", - "dustmaps>=1.0.9", - "emcee>=3.1.1", - "numpy>=2.1.0", - "pandas>=1.3.5", - "scipy>=1.8.0", + "dustmaps>=1.0.13", + "emcee>=3.1.6", + "numpy>=2.1", + "pandas>=2.2.2", + "scipy>=1.14.1", "svo-filters>=0.4.4", - "importlib-resources", - "setuptools" + "setuptools>=64", ] dynamic = ["version"] readme = "README.md" diff --git a/sedkit/catalog.py b/sedkit/catalog.py index 37fa4628..bd5c1764 100644 --- a/sedkit/catalog.py +++ b/sedkit/catalog.py @@ -10,7 +10,7 @@ import dill import pickle from copy import copy -import importlib_resources +import importlib.resources import shutil from astropy.io import ascii @@ -983,5 +983,5 @@ def __init__(self, **kwargs): super().__init__(name='M Dwarf Catalog', **kwargs) # Read the names from the file - file = importlib_resources.files('sedkit')/ 'data/sources.txt' + file = str(importlib.resources.files('sedkit')/ 'data/sources.txt') self.from_file(file, run_methods=['find_SDSS', 'find_2MASS', 'find_WISE']) \ No newline at end of file diff --git a/sedkit/helpers.py b/sedkit/helpers.py index 63cd45c0..5b3b1df1 100644 --- a/sedkit/helpers.py +++ b/sedkit/helpers.py @@ -9,7 +9,7 @@ from glob import glob import os -from pkg_resources import resource_filename +import importlib.resources from astropy.io import ascii import astropy.table as at @@ -19,7 +19,7 @@ def process_dmestar(dir=None, filename='dmestar_solar.txt'): """Combine all DMESTAR isochrones into one text file""" # Get the filenames if dir is None: - dir = resource_filename('sedkit', 'data/models/evolutionary/DMESTAR/') + dir = str(importlib.resources.files('sedkit')/ 'data/models/evolutionary/DMESTAR/') files = glob(os.path.join(dir, '*')) @@ -40,7 +40,7 @@ def process_dmestar(dir=None, filename='dmestar_solar.txt'): if len(tables) > 0: table = at.vstack(tables) table.meta = None - path = resource_filename('sedkit', 'data/models/evolutionary/') + path = str(importlib.resources.files('sedkit')/ 'data/models/evolutionary/') table.write(os.path.join(path, filename), format='csv') else: diff --git a/sedkit/isochrone.py b/sedkit/isochrone.py index 67241b2c..5f16a646 100644 --- a/sedkit/isochrone.py +++ b/sedkit/isochrone.py @@ -8,7 +8,7 @@ import os import glob -from pkg_resources import resource_filename +import importlib.resources import astropy.units as q import astropy.constants as ac @@ -33,7 +33,7 @@ # A list of all supported evolutionary models try: - EVO_MODELS = [os.path.basename(m).replace('.txt', '') for m in glob.glob(resource_filename('sedkit', 'data/models/evolutionary/*'))] + EVO_MODELS = [os.path.basename(m).replace('.txt', '') for m in glob.glob(str(importlib.resources.files('sedkit')/ 'data/models/evolutionary/*'))] # Fails RTD build for some reason except: EVO_MODELS = ['COND03', 'dmestar_solar', 'DUSTY00', 'f2_solar_age', 'hybrid_solar_age', 'nc+03_age','nc+0.0_age', 'nc-03_age', 'nc_solar_age','nc+0.5_age','nc-0.5_age', 'parsec12_solar','ATMO_NEQ_strong','ATMO_NEQ_strong_MIRI','chaubrier_2022.txt'] @@ -54,7 +54,7 @@ def __init__(self, name, units=None, verbose=True, **kwargs): # Set the path self.name = name - self.path = resource_filename('sedkit', 'data/models/evolutionary/{}.txt'.format(self.name)) + self.path = str(importlib.resources.files('sedkit')/ 'data/models/evolutionary/{}.txt').format(self.name) self._age_units = None self._mass_units = None self._radius_units = None diff --git a/sedkit/modelgrid.py b/sedkit/modelgrid.py index fe2394a8..de38c0c7 100644 --- a/sedkit/modelgrid.py +++ b/sedkit/modelgrid.py @@ -14,7 +14,7 @@ import pickle from functools import partial from multiprocessing import Pool -import importlib_resources +import importlib.resources from pathlib import Path import astropy.units as q @@ -761,7 +761,7 @@ def __init__(self, root=None, **kwargs): # Load the model grid modeldir = 'data/models/atmospheric/btsettl' - root = root or importlib_resources.files('sedkit')/ modeldir + root = root or str(importlib.resources.files('sedkit')/ modeldir) self.load(root) @@ -777,7 +777,7 @@ def __init__(self): # Load the model grid model_path = 'data/models/atmospheric/spexprismlibrary' - root = importlib_resources.files('sedkit')/ model_path + root = str(importlib.resources.files('sedkit')/ model_path) self.load(root) # Add numeric spectral type diff --git a/sedkit/notebooks/Trappist-1.ipynb b/sedkit/notebooks/Trappist-1.ipynb index 5fa0040a..77665ec2 100644 --- a/sedkit/notebooks/Trappist-1.ipynb +++ b/sedkit/notebooks/Trappist-1.ipynb @@ -54,287 +54,8 @@ }, { "data": { - "application/javascript": [ - "(function(root) {\n", - " function now() {\n", - " return new Date();\n", - " }\n", - "\n", - " const force = true;\n", - "\n", - " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", - " root._bokeh_onload_callbacks = [];\n", - " root._bokeh_is_loading = undefined;\n", - " }\n", - "\n", - "const JS_MIME_TYPE = 'application/javascript';\n", - " const HTML_MIME_TYPE = 'text/html';\n", - " const EXEC_MIME_TYPE = 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    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n const el = document.getElementById(\"e851425c-45dd-474f-b3f1-cdaa13a1932a\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.2.2.min.js\"];\n const css_urls = [];\n\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {\n }\n ];\n\n function run_inline_js() {\n if (root.Bokeh !== undefined || force === true) {\n for (let i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\nif (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n const cell = $(document.getElementById(\"e851425c-45dd-474f-b3f1-cdaa13a1932a\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" + "application/javascript": "(function(root) {\n function now() {\n return new Date();\n }\n\n const force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\nconst JS_MIME_TYPE = 'application/javascript';\n const HTML_MIME_TYPE = 'text/html';\n const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n const CLASS_NAME = 'output_bokeh rendered_html';\n\n /**\n * Render data to the DOM node\n */\n function render(props, node) {\n const script = document.createElement(\"script\");\n node.appendChild(script);\n }\n\n /**\n * Handle when an output is cleared or removed\n */\n function handleClearOutput(event, handle) {\n const cell = handle.cell;\n\n const id = cell.output_area._bokeh_element_id;\n const server_id = cell.output_area._bokeh_server_id;\n // Clean up Bokeh references\n if (id != null && id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n\n if (server_id !== undefined) {\n // Clean up Bokeh references\n const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n cell.notebook.kernel.execute(cmd_clean, {\n iopub: {\n output: function(msg) {\n const id = msg.content.text.trim();\n if (id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n }\n }\n });\n // Destroy server and session\n const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n cell.notebook.kernel.execute(cmd_destroy);\n }\n }\n\n /**\n * Handle when a new output is added\n */\n function handleAddOutput(event, handle) {\n const output_area = handle.output_area;\n const output = handle.output;\n\n // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n return\n }\n\n const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n // store reference to embed id on output_area\n output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n }\n if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n const bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n const script_attrs = bk_div.children[0].attributes;\n for (let i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n }\n\n function register_renderer(events, OutputArea) {\n\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n const toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[toinsert.length - 1]);\n element.append(toinsert);\n return toinsert\n }\n\n /* Handle when an output is cleared or removed */\n events.on('clear_output.CodeCell', handleClearOutput);\n events.on('delete.Cell', handleClearOutput);\n\n /* Handle when a new output is added */\n events.on('output_added.OutputArea', handleAddOutput);\n\n /**\n * Register the mime type and append_mime function with output_area\n */\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n /* Is output safe? */\n safe: true,\n /* Index of renderer in `output_area.display_order` */\n index: 0\n });\n }\n\n // register the mime type if in Jupyter Notebook environment and previously unregistered\n if (root.Jupyter !== undefined) {\n const events = require('base/js/events');\n const OutputArea = require('notebook/js/outputarea').OutputArea;\n\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n }\n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n const NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n const el = document.getElementById(\"e851425c-45dd-474f-b3f1-cdaa13a1932a\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.2.2.min.js\"];\n const css_urls = [];\n\n const inline_js = [ function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {\n }\n ];\n\n function run_inline_js() {\n if (root.Bokeh !== undefined || force === true) {\n for (let i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\nif (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n const cell = $(document.getElementById(\"e851425c-45dd-474f-b3f1-cdaa13a1932a\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));", + "application/vnd.bokehjs_load.v0+json": "" }, "metadata": {}, "output_type": "display_data" @@ -345,7 +66,7 @@ "from astropy import units as q\n", "from bokeh.io import output_notebook\n", "from bokeh.plotting import show\n", - "from pkg_resources import resource_filename\n", + "import importlib.resources\n", "output_notebook()" ] }, @@ -497,7 +218,7 @@ ], "source": [ "# Grab spectrum files\n", - "nir_spec = resource_filename('sedkit', 'data/Trappist-1_NIR.fits')\n", + "nir_spec = str(importlib.resources.files('sedkit')/ 'data/Trappist-1_NIR.fits')\n", "\n", "# Add the spectra (trimming edge effects off the optical one)\n", "trap1.add_spectrum_file(nir_spec, name='NIR spectrum', wave_units=q.um, flux_units=q.W/q.m**2/q.um, ref='Filippazzo et al. 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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2524]},\"y\":{\"__ndarray__\":\"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QnZGvEKQRr1Cqka+QsVGv0LfRsBC+UbBQhNHwkIuR8NCSEfEQmJHxUJ8R8ZClkfHQrFHyELLR8lC5UfKQv9Hy0IaSMxCNEjNQk5IzkJoSM9Cg0jQQp1I0UK3SNJC0UjTQutI1EIGSdVCIEnWQjpJ10JUSdhCb0nZQolJ2kKjSdtCvUncQtdJ3ULySd5CDErfQiZK4EJASuFCW0riQnVK40KPSuRCqUrlQsRK5kLeSudC+EroQhJL6UIsS+pCR0vrQmFL7EJ7S+1ClUvuQrBL70LKS/BC5EvxQv5L8kIYTPNCM0z0Qk1M9UJnTPZCgUz3QpxM+EK2TPlC0Ez6QupM+0IFTfxCH039QjlN/kJTTf9CtyYAQ8SmAEPRJgFD3qYBQ+smAkP4pgJDBScDQxOnA0MgJwRDLacEQzonBUNHpwVDVCcGQ2GnBkNuJwdDe6cHQ4knCEOWpwhDoycJQ7CnCUO9JwpDyqcKQ9cnC0PkpwtD8ScMQ/+nDEMMKA1DGagNQyYoDkMzqA5DQCgPQ02oD0NaKBBDZ6gQQ3UoEUOCqBFDjygSQ5yoEkOpKBNDtqgTQ8MoFEPQqBRD3SgVQ+uoFUP4KBZDBakWQxIpF0MfqRdDLCkYQzmpGENGKRlDVKkZQ2EpGkNuqRpDeykbQ4ipG0OVKRxDoqkcQ68pHUO8qR1DyikeQ9epHkPkKR9D8akfQ/4pIEMLqiBDGCohQyWqIUMyKiJDQKoiQ00qI0NaqiNDZyokQ3SqJEOBKiVDjqolQ5sqJkOoqiZDtionQ8OqJ0PQKihD3aooQ+oqKUP3qilDBCsqQxGrKkMfKytDLKsrQzkrLENGqyxDUystQ2CrLUNtKy5DeqsuQ4crL0OVqy9DoiswQ6+rMEO8KzFDyasxQ9YrMkPjqzJD8CszQ/2rM0MLLDRDGKw0QyUsNUMyrDVDPyw2Q0ysNkNZLDdDZqw3Q3MsOEOBrDhDjiw5Q5usOUOoLDpDtaw6Q8IsO0PPrDtD3Cw8Q+msPEP3LD1DBK09QxEtPkMerT5DKy0/QzitP0NFLUBDUq1AQ2AtQUNtrUFDei1CQ4etQkOULUNDoa1DQ64tREO7rURDyC1FQ9atRUPjLUZD8K1GQ/0tR0MKrkdDFy5IQySuSEMxLklDPq5JQ0wuSkNZrkpDZi5LQ3OuS0OALkxDja5MQ5ouTUOnrk1DtC5OQ8KuTkPPLk9D3K5PQ+kuUEP2rlBDAy9RQxCvUUMdL1JDKq9SQzgvU0NFr1NDUi9UQ1+vVENsL1VDea9VQ4YvVkOTr1ZDoS9XQ66vV0O7L1hDyK9YQ9UvWUPir1lD7y9aQ/yvWkMJMFtDF7BbQyQwXEMxsFxDPjBdQ0uwXUNYMF5DZbBeQ3IwX0N/sF9DjTBgQ5qwYEOnMGFDtLBhQ8EwYkPOsGJD2zBjQ+iwY0P1MGRDA7FkQxAxZUMdsWVDKjFmQzexZkNEMWdDUbFnQ14xaENrsWhDeTFpQ4axaUOTMWpDoLFqQ60xa0O6sWtDxzFsQ9SxbEPiMW1D77FtQ/wxbkMJsm5DFjJvQyOyb0MwMnBDPbJwQ0oycUNYsnFDZTJyQ3KyckN/MnNDjLJzQ5kydEOmsnRDszJ1Q8CydUPOMnZD27J2Q+gyd0P1sndDAjN4Qw+zeEMcM3lDKbN5QzYzekNEs3pDUTN7Q16ze0NrM3xDeLN8Q4UzfUOSs31DnzN+Q62zfkO6M39Dx7N/Q+oZgEPwWYBD95mAQ/7ZgEMEGoFDC1qBQxGagUMY2oFDHhqCQyVagkMrmoJDMtqCQzkag0M/WoNDRpqDQ0zag0NTGoRDWVqEQ2CahENn2oRDbRqFQ3RahUN6moVDgdqFQ4cahkOOWoZDlJqGQ5vahkOiGodDqFqHQ6+ah0O12odDvBqIQ8JaiEPJmohDz9qIQ9YaiUPdWolD45qJQ+raiUPwGopD91qKQ/2aikME24pDChuLQxFbi0MYm4tDHtuLQyUbjEMrW4xDMpuMQzjbjEM/G41DRVuNQ0ybjUNT241DWRuOQ2BbjkNmm45DbduOQ3Mbj0N6W49DgJuPQ4fbj0OOG5BDlFuQQ5ubkEOh25BDqBuRQ65bkUO1m5FDu9uRQ8IbkkPJW5JDz5uSQ9bbkkPcG5ND41uTQ+mbk0Pw25ND9huUQ/1blEMEnJRDCtyUQxEclUMXXJVDHpyVQyTclUMrHJZDMVyWQziclkM/3JZDRRyXQ0xcl0NSnJdDWdyXQ18cmENmXJhDbJyYQ3PcmEN6HJlDgFyZQ4ecmUON3JlDlByaQ5pcmkOhnJpDqNyaQ64cm0O1XJtDu5ybQ8Lcm0PIHJxDz1ycQ9WcnEPc3JxD4xydQ+lcnUPwnJ1D9tydQ/0cnkMDXZ5DCp2eQxDdnkMXHZ9DHl2fQySdn0Mr3Z9DMR2gQzhdoEM+naBDRd2gQ0sdoUNSXaFDWZ2hQ1/doUNmHaJDbF2iQ3OdokN53aJDgB2jQ4Zdo0ONnaNDlN2jQ5odpEOhXaRDp52kQ67dpEO0HaVDu12lQ8GdpUPI3aVDzx2mQ9VdpkPcnaZD4t2mQ+kdp0PvXadD9p2nQ/zdp0MDHqhDCl6oQxCeqEMX3qhDHR6pQyReqUMqnqlDMd6pQzceqkM+XqpDRZ6qQ0veqkNSHqtDWF6rQ1+eq0Nl3qtDbB6sQ3JerEN5nqxDgN6sQ4YerUONXq1Dk56tQ5rerUOgHq5Dp16uQ66erkO03q5Dux6vQ8Fer0PInq9Dzt6vQ9UesEPbXrBD4p6wQ+nesEPvHrFD9l6xQ/yesUMD37FDCR+yQxBfskMWn7JDHd+yQyQfs0MqX7NDMZ+zQzffs0M+H7RDRF+0Q0uftENR37RDWB+1Q19ftUNln7VDbN+1Q3IftkN5X7ZDf5+2Q4bftkOMH7dDk1+3Q5qft0Og37dDpx+4Q61fuEO0n7hDut+4Q8EfuUPHX7lDzp+5Q9XfuUPbH7pD4l+6Q+ifukPv37pD9R+7Q/xfu0MCoLtDCeC7QxAgvEMWYLxDHaC8QyPgvEMqIL1DMGC9QzegvUM94L1DRCC+Q0tgvkNRoL5DWOC+Q14gv0NlYL9Da6C/Q3Lgv0N4IMBDf2DAQ4agwEOM4MBDkyDBQ5lgwUOgoMFDpuDBQ60gwkOzYMJDuqDCQ8HgwkPHIMNDzmDDQ9Sgw0Pb4MND4SDEQ+hgxEPvoMRD9eDEQ/wgxUMCYcVDCaHFQw/hxUMWIcZDHGHGQyOhxkMq4cZDMCHHQzdhx0M9ocdDROHHQ0ohyENRYchDV6HIQ17hyENlIclDa2HJQ3KhyUN44clDfyHKQ4VhykOMocpDkuHKQ5khy0OgYctDpqHLQ63hy0OzIcxDumHMQ8ChzEPH4cxDzSHNQ9RhzUPboc1D4eHNQ+ghzkPuYc5D9aHOQ/vhzkMCIs9DCGLPQw+iz0MW4s9DHCLQQyNi0EMpotBDMOLQQzYi0UM9YtFDQ6LRQ0ri0UNRItJDV2LSQ16i0kNk4tJDayLTQ3Fi00N4otNDfuLTQ4Ui1EOMYtRDkqLUQ5ni1EOfItVDpmLVQ6yi1UOz4tVDuSLWQ8Bi1kPHotZDzeLWQ9Qi10PaYtdD4aLXQ+fi10PuIthD9GLYQ/ui2EMC49hDCCPZQw9j2UMVo9lDHOPZQyIj2kMpY9pDMKPaQzbj2kM9I9tDQ2PbQ0qj20NQ49tDVyPcQ11j3ENko9xDa+PcQ3Ej3UN4Y91DfqPdQ4Xj3UOLI95DkmPeQ5ij3kOf495DpiPfQ6xj30Ozo99DuePfQ8Aj4EPGY+BDzaPgQ9Pj4EPaI+FD4WPhQ+ej4UPu4+FD9CPiQ/tj4kMBpOJDCOTiQw4k40MVZONDHKTjQyLk40MpJORDL2TkQzak5EM85ORDQyTlQ0lk5UNQpOVDV+TlQ10k5kNkZOZDaqTmQ3Hk5kN3JOdDfmTnQ4Sk50OL5OdDkiToQ5hk6EOfpOhDpeToQ6wk6UOyZOlDuaTpQ7/k6UPGJOpDzWTqQ9Ok6kPa5OpD4CTrQ+dk60PtpOtD9OTrQ/ok7EMBZexDCKXsQw7l7EMVJe1DG2XtQyKl7UMo5e1DLyXuQzZl7kM8pe5DQ+XuQ0kl70NQZe9DVqXvQ13l70NjJfBDamXwQ3Gl8EN35fBDfiXxQ4Rl8UOLpfFDkeXxQ5gl8kOeZfJDpaXyQ6zl8kOyJfNDuWXzQ7+l80PG5fNDzCX0Q9Nl9EPZpfRD4OX0Q+cl9UPtZfVD9KX1Q/rl9UMBJvZDB2b2Qw6m9kMU5vZDGyb3QyJm90MopvdDL+b3QzUm+EM8ZvhDQqb4Q0nm+ENPJvlDVmb5Q12m+UNj5vlDaib6Q3Bm+kN3pvpDfeb6Q4Qm+0OKZvtDkab7Q5jm+0OeJvxDpWb8Q6um/EOy5vxDuCb9Q79m/UPFpv1DzOb9Q9Mm/kPZZv5D4Kb+Q+bm/kPtJv9D82b/Q/qm/0MA5/9DhBMARIczAESKUwBEjXMARJGTAESUswBEl9MARJrzAESeEwFEoTMBRKRTAUSocwFEq5MBRK6zAUSx0wFEtfMBRLgTAkS7MwJEv1MCRMJzAkTFkwJEyLMCRMzTAkTP8wJE0hMDRNUzA0TZUwNE3HMDRN+TA0TjswNE5tMDROnzA0TsEwRE8DMERPNTBET2cwRE+pMERP2zBEQA1AREA/QERAcUBUQKNAVEDVQFRBB0BUQUlAVEF7QFRBrUBUQe9AVEIRQGRCQ0BkQnVAZEK3QGRC6UBkQxtAZENdQGRDj0BkQ7FAdEPjQHREJUB0RFdAdESJQHREy0B0RP1AdEUvQHRFUUCERZNAhEXFQIRF90CERilAhEZrQIRGnUCERs9AhEcBQJRHM0CUR2VAlEeXQJRH2UCUSAtAlEg9QJRIf0CUSKFApEjTQKRJBUCkSUdApEl5QKRJq0CkSd1ApEofQKRKQUC0SnNAtEq1QLRK50C0SxlAtEtLQLRLjUC0S79AtEvhQMRMI0DETFVAxEyHQMRMuUDETPtAxE0tQMRNX0DETYFA1E3DQNRN9UDUTidA1E5pQNROm0DUTs1A1E7/QNRPMUDkT2NA5E+VQORP10DkQAlQ5EA7UORAbVDkQK9Q5EDRUPRBA1D0QTVQ9EF3UPRBqVD0QdtQ9EIdUPRCT1D0QnFRBEKjUQRC5VEEQxdRBENJUQRDi1EEQ71RBEPvUQREEVEURFNRFESFURREt1EURPlRFEUrURRFXVEURY9RFEXBUSRF81EkRiVRJEZXUSRGmVEkRstRJEb9USRHP1EkR2FRNEeTUTRHxVE0SAdRNEg5UTRIa1E0SK1RNEjfUTRJAVFESTNRREl1UURJp1FESdlRREoLUURKTVFESn9RREqhUVRK41FUSxVRVEtHUVRLeVFUS7tRVEvtUVRMH1FUTFFRZEyDUWRMtVFkTOdRZE0pUWRNW1FkTY1RZE2/UWRN8VF0TiNRdE5VUXROl1F0TslRdE77UXRPLVF0T29RdE+RUYRPw1GEQAVhhEA3YYRAaWGEQJthhEDdYYRBD2GEQTFhlEFjYZRBpWGUQddhlEIJYZRCS2GUQn1hlEKvYZRC0WGkQxNhpENFYaRDd2GkQ7lhpEPrYaREHWGkRE9hpESBYbREs2G0ROVhtEUXYbRFWWG0RYthtEW9YbRF/2G0RiFhxEZTYcRGhWHERsdhxEb5YcRHK2HER21hxEefYcRHwWHUR/Nh1Eg1YdRIZ2HUSJlh1EjbYdRJDWHUST9h1ElhYeRJo2HkSdVh5EoHYeRKOWHkSnth5EqtYeRK32HkSxFh9EtDYfRLdWH0S6dh9EvpYfRMG2H0TE1h9EyPYfRMsWIETONiBE0VYgRNV2IETYliBE27YgRN7WIETi9iBE5RYhROg2IUTsViFE73YhRPKWIUT1tiFE+dYhRPz2IUT/FiJEAzciRAZXIkQJdyJEDJciRBC3IkQT1yJEFvciRBkXI0QdNyNEIFcjRCN3I0QnlyNEKrcjRC3XI0Qw9yNENBckRDc3JEQ6VyREPnckREGXJEREtyRER9ckREv3JEROFyVEUTclRFRXJURYdyVEW5clRF63JURi1yVEZfclRGgXJkRrNyZEb1cmRHJ3JkR1lyZEebcmRHzXJkR/9yZEghcnRIY3J0SJVydEjHcnRJCXJ0STtydEltcnRJn3J0SdFyhEoDcoRKNXKESmdyhEqpcoRK23KESw1yhEtPcoRLcXKUS6NylEvVcpRMF3KUTElylEx7cpRMvXKUTO9ylE0RcqRNQ3KkTYVypE23cqRN6XKkThtypE5dcqROj3KkTrFytE7zcrRPJXK0T1dytE+JcrRPy3K0T/1ytEAvgrRAYYLEQJOCxEDFgsRA94LEQTmCxEFrgsRBnYLEQc+CxEIBgtRCM4LUQmWC1EKngtRC2YLUQwuC1EM9gtRDf4LUQ6GC5EPTguREFYLkREeC5ER5guREq4LkRO2C5EUfguRFQYL0RXOC9EW1gvRF54L0RhmC9EZbgvRGjYL0Rr+C9EbhgwRHI4MER1WDBEeHgwRHyYMER/uDBEgtgwRIX4MESJGDFEjDgxRI9YMUSTeDFElpgxRJm4MUSc2DFEoPgxRKMYMkSmODJEqVgyRK14MkSwmDJEs7gyRLfYMkS6+DJEvRgzRMA4M0TEWDNEx3gzRMqYM0TOuDNE0dgzRNT4M0TXGDRE2zg0RN5YNETheDRE5Jg0ROi4NETr2DRE7vg0RPIYNUT1ODVE+Fg1RPt4NUT/mDVEArk1RAXZNUQJ+TVEDBk2RA85NkQSWTZEFnk2RBmZNkQcuTZEH9k2RCP5NkQmGTdEKTk3RC1ZN0QweTdEM5k3RDa5N0Q62TdEPfk3REAZOEREOThER1k4REp5OERNmThEUbk4RFTZOERX+ThEWhk5RF45OURhWTlEZHk5RGiZOURruTlEbtk5RHH5OUR1GTpEeDk6RHtZOkR/eTpEgpk6RIW5OkSI2TpEjPk6RI8ZO0SSOTtEllk7RJl5O0ScmTtEn7k7RKPZO0Sm+TtEqRk8RKw5PESwWTxEs3k8RLaZPES6uTxEvdk8RMD5PETDGT1Exzk9RMpZPUTNeT1E0Zk9RNS5PUTX2T1E2vk9RN4ZPkThOT5E5Fk+ROd5PkTrmT5E7rk+RPHZPkT1+T5E+Bk/RPs5P0T+WT9EAno/RAWaP0QIuj9EDNo/RA/6P0QSGkBEFTpARBlaQEQcekBEH5pARCK6QEQm2kBEKfpARCwaQUQwOkFEM1pBRDZ6QUQ5mkFEPbpBREDaQURD+kFERxpCREo6QkRNWkJEUHpCRFSaQkRXukJEWtpCRF36QkRhGkNEZDpDRGdaQ0RrekNEbppDRHG6Q0R02kNEePpDRHsaRER+OkREglpERIV6RESImkREi7pERI/aRESS+kRElRpFRJg6RUScWkVEn3pFRKKaRUSmukVEqdpFRKz6RUSvGkZEszpGRLZaRkS5ekZEvZpGRMC6RkTD2kZExvpGRMoaR0TNOkdE0FpHRNR6R0TXmkdE2rpHRN3aR0Th+kdE5BpIROc6SETqWkhE7npIRPGaSET0ukhE+NpIRPv6SET+GklEATtJRAVbSUQIe0lEC5tJRA+7SUQS20lEFftJRBgbSkQcO0pEH1tKRCJ7SkQlm0pEKbtKRCzbSkQv+0pEMxtLRDY7S0Q5W0tEPHtLRECbS0RDu0tERttLREr7S0RNG0xEUDtMRFNbTERXe0xEWptMRF27TERg20xEZPtMRGcbTURqO01EbltNRHF7TUR0m01Ed7tNRHvbTUR++01EgRtORIU7TkSIW05Ei3tORI6bTkSSu05EldtORJj7TkSbG09EnztPRKJbT0Sle09EqZtPRKy7T0Sv209EsvtPRLYbUES5O1BEvFtQRMB7UETDm1BExrtQRMnbUETN+1BE0BtRRNM7UUTXW1FE2ntRRN2bUUTgu1FE5NtRROf7UUTqG1JE7TtSRPFbUkT0e1JE95tSRPu7UkT+21JEAfxSRAQcU0QIPFNEC1xTRA58U0QSnFNEFbxTRBjcU0Qb/FNEHxxURCI8VEQlXFREKHxURCycVEQvvFREMtxURDb8VEQ5HFVEPDxVRD9cVURDfFVERpxVREm8VURN3FVEUPxVRFMcVkRWPFZEWlxWRF18VkRgnFZEY7xWRGfcVkRq/FZEbRxXRHE8V0R0XFdEd3xXRHqcV0R+vFdEgdxXRIT8V0SIHFhEizxYRI5cWESRfFhElZxYRJi8WESb3FhEnvxYRKIcWUSlPFlEqFxZRKx8WUSvnFlEsrxZRLXcWUS5/FlEvBxaRL88WkTDXFpExnxaRMmcWkTMvFpE0NxaRNP8WkTWHFtE2jxbRN1cW0TgfFtE45xbROe8W0Tq3FtE7fxbRPAcXET0PFxE91xcRPp8XET+nFxEAb1cRATdXEQH/VxECx1dRA49XUQRXV1EFX1dRBidXUQbvV1EHt1dRCL9XUQlHV5EKD1eRCtdXkQvfV5EMp1eRDW9XkQ53V5EPP1eRD8dX0RCPV9ERl1fREl9X0RMnV9EUL1fRFPdX0RW/V9EWR1gRF09YERgXWBEY31gRGadYERqvWBEbd1gRHD9YER0HWFEdz1hRHpdYUR9fWFEgZ1hRIS9YUSH3WFEi/1hRI4dYkSRPWJElF1iRJh9YkSbnWJEnr1iRKHdYkSl/WJEqB1jRKs9Y0SvXWNEsn1jRLWdY0S4vWNEvN1jRL/9Y0TCHWRExj1kRMldZETMfWREz51kRNO9ZETW3WRE2f1kRN0dZUTgPWVE411lROZ9ZUTqnWVE7b1lRPDdZUTz/WVE9x1mRPo9ZkT9XWZEAX5mRASeZkQHvmZECt5mRA7+ZkQRHmdEFD5nRBheZ0QbfmdEHp5nRCG+Z0Ql3mdEKP5nRCseaEQuPmhEMl5oRDV+aEQ4nmhEPL5oRD/eaERC/mhERR5pREk+aURMXmlET35pRFOeaURWvmlEWd5pRFz+aURgHmpEYz5qRGZeakRpfmpEbZ5qRHC+akRz3mpEd/5qRHoea0R9PmtEgF5rRIR+a0SHnmtEir5rRI7ea0SR/mtElB5sRJc+bESbXmxEnn5sRKGebESkvmxEqN5sRKv+bESuHm1Esj5tRLVebUS4fm1Eu55tRL++bUTC3m1Exf5tRMkebkTMPm5Ez15uRNJ+bkTWnm5E2b5uRNzebkTf/m5E4x5vROY+b0TpXm9E7X5vRPCeb0Tzvm9E9t5vRPr+b0T9HnBEAD9wRARfcEQHf3BECp9wRA2/cEQR33BEFP9wRBcfcUQbP3FEHl9xRCF/cUQkn3FEKL9xRCvfcUQu/3FEMR9yRDU/ckQ4X3JEO39yRD+fckRCv3JERd9yREj/ckRMH3NETz9zRFJfc0RWf3NEWZ9zRFy/c0Rf33NEY/9zRGYfdERpP3REbF90RHB/dERzn3REdr90RHrfdER9/3REgB91RIM/dUSHX3VEin91RI2fdUSRv3VElN91RJf/dUSaH3ZEnj92RKFfdkSkf3ZEp592RKu/dkSu33ZEsf92RLUfd0S4P3dEu193RL5/d0TCn3dExb93RMjfd0TM/3dEzx94RNI/eETVX3hE2X94RNyfeETfv3hE4t94ROb/eETpH3lE7D95RPBfeUTzf3lE9p95RPm/eUT933lEAAB6RA==\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2524]},\"y\":{\"__ndarray__\":\"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nTP9Wq0z/G+9M/t0zUP6md1D+a7tQ/iz/VP3yQ1T9u4dU/XzLWP1CD1j9B1NY/MyXXPyR21z8Vx9c/BhjYP/do2D/pudg/2grZP8tb2T+8rNk/rv3ZP59O2j+Qn9o/gfDaP3NB2z9kkts/VePbP0Y03D83hdw/KdbcPxon3T8LeN0//MjdP+4Z3j/fat4/0LveP8EM3z+yXd8/pK7fP5X/3z+GUOA/d6HgP2ny4D9aQ+E/S5ThPzzl4T8uNuI/H4fiPxDY4j8BKeM/8nnjP+TK4z/VG+Q/xmzkP7e95D+pDuU/ml/lP4uw5T98AeY/blLmP1+j5j9Q9OY/QUXnPzKW5z8k5+c/FTjoPwaJ6D/32eg/6SrpP9p76T/LzOk/vB3qP65u6j+fv+o/kBDrP4Fh6z9ysus/ZAPsP1VU7D9Gpew/N/bsPylH7T8amO0/C+ntP/w57j/uiu4/39vuP9As7z/Bfe8/ss7vP6Qf8D+VcPA/hsHwP3cS8T9pY/E/WrTxP0sF8j88VvI/LqfyPx/48j8QSfM/AZrzP/Lq8z/kO/Q/1Yz0P8bd9D+3LvU/qX/1P5rQ9T+LIfY/fHL2P27D9j9fFPc/UGX3P0G29z8yB/g/JFj4PxWp+D8G+vg/90r5P+mb+T/a7Pk/yz36P7yO+j+u3/o/nzD7P5CB+z+B0vs/ciP8P2R0/D9Vxfw/Rhb9Pzdn/T8puP0/Ggn+Pwta/j/8qv4/7vv+P99M/z/Qnf8/we7/P9kfAEBSSABAynAAQEOZAEC8wQBANOoAQK0SAUAmOwFAnmMBQBeMAUCPtAFACN0BQIEFAkD5LQJAclYCQOp+AkBjpwJA3M8CQFT4AkDNIANARkkDQL5xA0A3mgNAr8IDQCjrA0ChEwRAGTwEQJJkBEAKjQRAg7UEQPzdBEB0BgVA7S4FQGZXBUDefwVAV6gFQM/QBUBI+QVAwSEGQDlKBkCycgZAKpsGQKPDBkAc7AZAlBQHQA09B0CGZQdA/o0HQHe2B0Dv3gdAaAcIQOEvCEBZWAhA0oAIQEqpCEDD0QhAPPoIQLQiCUAtSwlApXMJQB6cCUCXxAlAD+0JQIgVCkABPgpAeWYKQPKOCkBqtwpA498KQFwIC0DUMAtATVkLQMWBC0A+qgtAt9ILQC/7C0CoIwxAIUwMQJl0DEASnQxAisUMQAPuDEB8Fg1A9D4NQG1nDUDljw1AXrgNQNfgDUBPCQ5AyDEOQEFaDkC5gg5AMqsOQKrTDkAj/A5AnCQPQBRND0CNdQ9ABZ4PQH7GD0D37g9AbxcQQOg/EEBhaBBA2ZAQQFK5EEDK4RBAQwoRQLwyEUA0WxFArYMRQCWsEUCe1BFAF/0RQI8lEkAIThJAgXYSQPmeEkByxxJA6u8SQGMYE0DcQBNAVGkTQM2RE0BFuhNAvuITQDcLFECvMxRAKFwUQKGEFEAZrRRAktUUQAr+FECDJhVA/E4VQHR3FUDtnxVAZcgVQN7wFUBXGRZAz0EWQEhqFkDBkhZAObsWQLLjFkAqDBdAozQXQBxdF0CUhRdADa4XQIXWF0D+/hdAdycYQO9PGEBoeBhA4aAYQFnJGEDS8RhAShoZQMNCGUA8axlAtJMZQC28GUCl5BlAHg0aQJc1GkAPXhpAiIYaQAGvGkB51xpA8v8aQGooG0DjUBtAXHkbQNShG0BNyhtAxfIbQD4bHEC3QxxAL2wcQKiUHEAhvRxAmeUcQBIOHUCKNh1AA18dQHyHHUD0rx1AbdgdQOUAHkBeKR5A11EeQE96HkDIoh5AQcseQLnzHkAyHB9AqkQfQCNtH0CclR9AFL4fQI3mH0AFDyBAfjcgQPdfIEBviCBA6LAgQGHZIEDZASFAUiohQMpSIUBDeyFAvKMhQDTMIUCt9CFAJR0iQJ5FIkAXbiJAj5YiQAi/IkCB5yJA+Q8jQHI4I0DqYCNAY4kjQNyxI0BU2iNAzQIkQEUrJEC+UyRAN3wkQK+kJEAozSRAofUkQBkeJUCSRiVACm8lQIOXJUD8vyVAdOglQO0QJkBlOSZA3mEmQFeKJkDPsiZASNsmQMEDJ0A5LCdAslQnQCp9J0CjpSdAHM4nQJT2J0ANHyhAhUcoQP5vKEB3mChA78AoQGjpKEDhESlAWTopQNJiKUBKiylAw7MpQDzcKUC0BCpALS0qQKVVKkAefipAl6YqQA/PKkCI9ypAASArQHlIK0DycCtAapkrQOPBK0Bc6itA1BIsQE07LEDFYyxAPowsQLe0LEAv3SxAqAUtQCAuLUCZVi1AEn8tQIqnLUAD0C1AfPgtQPQgLkBtSS5A5XEuQF6aLkDXwi5AT+suQMgTL0BAPC9AuWQvQDKNL0CqtS9AI94vQJwGMEAULzBAjVcwQAWAMEB+qDBA99AwQG/5MEDoITFAYEoxQNlyMUBSmzFAysMxQEPsMUC8FDJAND0yQK1lMkAljjJAnrYyQBffMkCPBzNACDAzQIBYM0D5gDNAcqkzQOrRM0Bj+jNA3CI0QFRLNEDNczRARZw0QL7ENEA37TRArxU1QCg+NUCgZjVAGY81QJK3NUAK4DVAgwg2QPwwNkB0WTZA7YE2QGWqNkDe0jZAV/s2QM8jN0BITDdAwHQ3QDmdN0CyxTdAKu43QKMWOEAcPzhAlGc4QA2QOECFuDhA/uA4QHcJOUDvMTlAaFo5QOCCOUBZqzlA0tM5QEr8OUDDJDpAPE06QLR1OkAtnjpApcY6QB7vOkCXFztAD0A7QIhoO0AAkTtAebk7QPLhO0BqCjxA4zI8QFxbPEDUgzxATaw8QMXUPEA+/TxAtyU9QC9OPUCodj1AIJ89QJnHPUAS8D1Aihg+QANBPkB8aT5A9JE+QG26PkDl4j5AXgs/QNczP0BPXD9AyIQ/QECtP0C51T9AMv4/QKomQEAjT0BAnHdAQBSgQECNyEBABfFAQH4ZQUD3QUFAb2pBQOiSQUBgu0FA2eNBQFIMQkDKNEJAQ11CQLyFQkA0rkJArdZCQCX/QkCeJ0NAF1BDQI94Q0AIoUNAgMlDQPnxQ0ByGkRA6kJEQGNrREDck0RAVLxEQM3kREBFDUVAvjVFQDdeRUCvhkVAKK9FQKDXRUAZAEZAkihGQApRRkCDeUZA/KFGQHTKRkDt8kZAZRtHQN5DR0BXbEdAz5RHQEi9R0DA5UdAOQ5IQLI2SEAqX0hAo4dIQBywSECU2EhADQFJQIUpSUD+UUlAd3pJQO+iSUBoy0lA4PNJQFkcSkDSREpASm1KQMOVSkA8vkpAtOZKQC0PS0ClN0tAHmBLQJeIS0APsUtAiNlLQAACTEB5KkxA8lJMQGp7TEDjo0xAXMxMQNT0TEBNHU1AxUVNQD5uTUC3lk1AL79NQKjnTUAgEE5AmThOQBJhTkCKiU5AA7JOQHzaTkD0Ak9AbStPQOVTT0BefE9A16RPQE/NT0DI9U9AQB5QQLlGUEAyb1BAqpdQQCPAUECb6FBAFBFRQI05UUAFYlFAfopRQPeyUUBv21FA6ANSQGAsUkDZVFJAUn1SQMqlUkBDzlJAu/ZSQDQfU0CtR1NAJXBTQJ6YU0AXwVNAj+lTQAgSVECAOlRA+WJUQHKLVEDqs1RAY9xUQNsEVUBULVVAzVVVQEV+VUC+plVAN89VQK/3VUAoIFZAoEhWQBlxVkCSmVZACsJWQIPqVkD7EldAdDtXQO1jV0BljFdA3rRXQFfdV0DPBVhASC5YQMBWWEA5f1hAsqdYQCrQWECj+FhAGyFZQJRJWUANcllAhZpZQP7CWUB361lA7xNaQGg8WkDgZFpAWY1aQNK1WkBK3lpAwwZbQDsvW0C0V1tALYBbQKWoW0Ae0VtAl/lbQA8iXECISlxAAHNcQHmbXEDyw1xAauxcQOMUXUBbPV1A1GVdQE2OXUDFtl1APt9dQLcHXkAvMF5AqFheQCCBXkCZqV5AEtJeQIr6XkADI19Ae0tfQPRzX0BtnF9A5cRfQF7tX0DXFWBATz5gQMhmYEBAj2BAubdgQDLgYECqCGFAIzFhQJtZYUAUgmFAjaphQAXTYUB++2FA9yNiQG9MYkDodGJAYJ1iQNnFYkBS7mJAyhZjQEM/Y0C7Z2NANJBjQK24Y0Al4WNAnglkQBcyZECPWmRACINkQICrZED502RAcvxkQOokZUBjTWVA23VlQFSeZUDNxmVARe9lQL4XZkA3QGZAr2hmQCiRZkCguWZAGeJmQJIKZ0AKM2dAg1tnQPuDZ0B0rGdA7dRnQGX9Z0DeJWhAV05oQM92aEBIn2hAwMdoQDnwaECyGGlAKkFpQKNpaUAbkmlAlLppQA3jaUCFC2pA/jNqQHdcakDvhGpAaK1qQODVakBZ/mpA0iZrQEpPa0DDd2tAO6BrQLTIa0At8WtApRlsQB5CbECXamxAD5NsQIi7bEAA5GxAeQxtQPI0bUBqXW1A44VtQFuubUDU1m1ATf9tQMUnbkA+UG5At3huQC+hbkCoyW5AIPJuQJkab0ASQ29AimtvQAOUb0B7vG9A9ORvQG0NcEDlNXBAXl5wQNeGcEBPr3BAyNdwQEAAcUC5KHFAMlFxQKp5cUAjonFAm8pxQBTzcUCNG3JABURyQH5sckD3lHJAb71yQOjlckBgDnNA2TZzQFJfc0DKh3NAQ7BzQLvYc0A0AXRArSl0QCVSdECeenRAFqN0QI/LdEAI9HRAgBx1QPlEdUBybXVA6pV1QGO+dUDb5nVAVA92QM03dkBFYHZAvoh2QDaxdkCv2XZAKAJ3QKAqd0AZU3dAknt3QAqkd0CDzHdA+/R3QHQdeEDtRXhAZW54QN6WeEBWv3hAz+d4QEgQeUDAOHlAOWF5QLKJeUAqsnlAo9p5QBsDekCUK3pADVR6QIV8ekD+pHpAds16QO/1ekBoHntA4EZ7QFlve0DSl3tASsB7QMPoe0A7EXxAtDl8QC1ifEClinxAHrN8QJbbfEAPBH1AiCx9QABVfUB5fX1A8qV9QGrOfUDj9n1AWx9+QNRHfkBNcH5AxZh+QD7BfkC26X5ALxJ/QKg6f0AgY39AmYt/QBK0f0CK3H9AgQKAQL4WgED6KoBANj+AQHNTgECvZ4BA63uAQCiQgEBkpIBAoLiAQNzMgEAZ4YBAVfWAQJEJgUDOHYFACjKBQEZGgUCDWoFAv26BQPuCgUA4l4FAdKuBQLC/gUDs04FAKeiBQGX8gUChEIJA3iSCQBo5gkBWTYJAk2GCQM91gkALioJASJ6CQISygkDAxoJA/NqCQDnvgkB1A4NAsReDQO4rg0AqQINAZlSDQKNog0DffINAG5GDQFilg0CUuYNA0M2DQAzig0BJ9oNAhQqEQMEehED+MoRAOkeEQHZbhECzb4RA74OEQCuYhEBorIRApMCEQODUhEAc6YRAWf2EQJURhUDRJYVADjqFQEpOhUCGYoVAw3aFQP+KhUA7n4VAeLOFQLTHhUDw24VALPCFQGkEhkClGIZA4SyGQB5BhkBaVYZAlmmGQNN9hkAPkoZAS6aGQIi6hkDEzoZAAOOGQDz3hkB5C4dAtR+HQPEzh0AuSIdAalyHQKZwh0DjhIdAH5mHQFuth0CYwYdA1NWHQBDqh0BM/odAiRKIQMUmiEABO4hAPk+IQHpjiEC2d4hA84uIQC+giEBrtIhAqMiIQOTciEAg8YhAXAWJQJkZiUDVLYlAEUKJQE5WiUCKaolAxn6JQAOTiUA/p4lAe7uJQLjPiUD044lAMPiJQGwMikCpIIpA5TSKQCFJikBeXYpAmnGKQNaFikATmopAT66KQIvCikDI1opABOuKQED/ikB8E4tAuSeLQPU7i0AxUItAbmSLQKp4i0DmjItAI6GLQF+1i0CbyYtA2N2LQBTyi0BQBoxAjBqMQMkujEAFQ4xAQVeMQH5rjEC6f4xA9pOMQDOojEBvvIxAq9CMQOjkjEAk+YxAYA2NQJwhjUDZNY1AFUqNQFFejUCOco1AyoaNQAabjUBDr41Af8ONQLvXjUD4641ANACOQHAUjkCsKI5A6TyOQCVRjkBhZY5AnnmOQNqNjkAWoo5AU7aOQI/KjkDL3o5ACPOOQEQHj0CAG49AvC+PQPlDj0A1WI9AcWyPQK6Aj0DqlI9AJqmPQGO9j0Cf0Y9A2+WPQBj6j0BUDpBAkCKQQMw2kEAJS5BARV+QQIFzkEC+h5BA+puQQDawkEBzxJBAr9iQQOvskEAoAZFAZBWRQKApkUDcPZFAGVKRQFVmkUCRepFAzo6RQAqjkUBGt5FAg8uRQL/fkUD785FAOAiSQHQckkCwMJJA7ESSQClZkkBlbZJAoYGSQN6VkkAaqpJAVr6SQJPSkkDP5pJAC/uSQEgPk0CEI5NAwDeTQPxLk0A5YJNAdXSTQLGIk0DunJNAKrGTQGbFk0Cj2ZNA3+2TQBsClEBYFpRAlCqUQNA+lEAMU5RASWeUQIV7lEDBj5RA/qOUQDq4lEB2zJRAs+CUQO/0lEArCZVAZx2VQKQxlUDgRZVAHFqVQFlulUCVgpVA0ZaVQA6rlUBKv5VAhtOVQMPnlUD/+5VAOxCWQHcklkC0OJZA8EyWQCxhlkBpdZZApYmWQOGdlkAespZAWsaWQJbalkDT7pZADwOXQEsXl0CHK5dAxD+XQABUl0A8aJdAeXyXQLWQl0DxpJdALrmXQGrNl0Cm4ZdA4/WXQB8KmEBbHphAlzKYQNRGmEAQW5hATG+YQImDmEDFl5hAAayYQD7AmEB61JhAtuiYQPP8mEAvEZlAayWZQKc5mUDkTZlAIGKZQFx2mUCZiplA1Z6ZQBGzmUBOx5lAituZQMbvmUADBJpAPxiaQHssmkC3QJpA9FSaQDBpmkBsfZpAqZGaQOWlmkAhuppAXs6aQJrimkDW9ppAEwubQE8fm0CLM5tAx0ebQARcm0BAcJtAfISbQLmYm0D1rJtAMcGbQG7Vm0Cq6ZtA5v2bQCMSnEBfJpxAmzqcQNdOnEAUY5xAUHecQIyLnEDJn5xABbScQEHInEB+3JxAuvCcQPYEnUAzGZ1Aby2dQKtBnUDnVZ1AJGqdQGB+nUCckp1A2aadQBW7nUBRz51AjuOdQMr3nUAGDJ5AQyCeQH80nkC7SJ5A91yeQDRxnkBwhZ5ArJmeQOmtnkAlwp5AYdaeQJ7qnkDa/p5AFhOfQFMnn0CPO59Ay0+fQAdkn0BEeJ9AgIyfQLygn0D5tJ9ANcmfQHHdn0Cu8Z9A6gWgQCYaoEBjLqBAn0KgQNtWoEAXa6BAVH+gQJCToEDMp6BACbygQEXQoECB5KBAvvigQPoMoUA2IaFAczWhQK9JoUDrXaFAJ3KhQGSGoUCgmqFA3K6hQBnDoUBV16FAkeuhQM7/oUAKFKJARiiiQIM8okC/UKJA+2SiQDd5okB0jaJAsKGiQOy1okApyqJAZd6iQKHyokDeBqNAGhujQFYvo0CTQ6NAz1ejQAtso0BHgKNAhJSjQMCoo0D8vKNAOdGjQHXlo0Cx+aNA7g2kQCoipEBmNqRAo0qkQN9epEAbc6RAV4ekQJSbpEDQr6RADMSkQEnYpECF7KRAwQClQP4UpUA6KaVAdj2lQLNRpUDvZaVAK3qlQGeOpUCkoqVA4LalQBzLpUBZ36VAlfOlQNEHpkAOHKZASjCmQIZEpkDDWKZA/2ymQDuBpkB3laZAtKmmQPC9pkAs0qZAaeamQKX6pkDhDqdAHiOnQFo3p0CWS6dA01+nQA90p0BLiKdAh5ynQMSwp0AAxadAPNmnQHntp0C1AahA8RWoQC4qqEBqPqhAplKoQONmqEAfe6hAW4+oQJejqEDUt6hAEMyoQEzgqECJ9KhAxQipQAEdqUA+MalAekWpQLZZqUDzbalAL4KpQGuWqUCnqqlA5L6pQCDTqUBc56lAmfupQNUPqkARJKpATjiqQIpMqkDGYKpAA3WqQD+JqkB7napAt7GqQPTFqkAw2qpAbO6qQKkCq0DlFqtAISurQF4/q0CaU6tA1merQBN8q0BPkKtAi6SrQMe4q0AEzatAQOGrQHz1q0C5CaxA9R2sQDEyrEBuRqxAqlqsQOZurEAjg6xAX5esQJurrEDXv6xAFNSsQFDorECM/KxAyRCtQAUlrUBBOa1Afk2tQLphrUD2da1AM4qtQG+erUCrsq1A58atQCTbrUBg761AnAOuQNkXrkAVLK5AUUCuQI5UrkDKaK5ABn2uQEORrkB/pa5Au7muQPfNrkA04q5AcPauQKwKr0DpHq9AJTOvQGFHr0CeW69A2m+vQBaEr0BTmK9Aj6yvQMvAr0AH1a9AROmvQID9r0C8EbBA+SWwQDU6sEBxTrBArmKwQOp2sEAmi7BAY5+wQJ+zsEDbx7BAF9ywQFTwsECQBLFAzBixQAktsUBFQbFAgVWxQL5psUD6fbFANpKxQHOmsUCvurFA686xQCfjsUBk97FAoAuyQNwfskAZNLJAVUiyQJFcskDOcLJACoWyQEaZskCDrbJAv8GyQPvVskA36rJAdP6yQLASs0DsJrNAKTuzQGVPs0ChY7NA3nezQBqMs0BWoLNAk7SzQM/Is0AL3bNAR/GzQIQFtEDAGbRA/C20QDlCtEB1VrRAsWq0QO5+tEAqk7RAZqe0QKO7tEDfz7RAG+S0QFf4tECUDLVA0CC1QAw1tUBJSbVAhV21QMFxtUD+hbVAOpq1QHautUCzwrVA79a1QCvrtUBn/7VApBO2QOAntkAcPLZAWVC2QJVktkDReLZADo22QEqhtkCGtbZAw8m2QP/dtkA78rZAdwa3QLQat0DwLrdALEO3QGlXt0Cla7dA4X+3QB6Ut0BaqLdAlry3QNPQt0AP5bdAS/m3QIcNuEDEIbhAADa4QDxKuEB5XrhAtXK4QPGGuEAum7hAaq+4QKbDuEDi17hAH+y4QFsAuUCXFLlA1Ci5QBA9uUBMUblAiWW5QMV5uUABjrlAPqK5QHq2uUC2yrlA8t65QC/zuUBrB7pApxu6QOQvukAgRLpAXFi6QJlsukDVgLpAEZW6QE6pukCKvbpAxtG6QALmukA/+rpAew67QLciu0D0NrtAMEu7QGxfu0Cpc7tA5Ye7QCGcu0BesLtAmsS7QNbYu0AS7btATwG8QIsVvEDHKbxABD68QEBSvEB8ZrxAuXq8QPWOvEAxo7xAbre8QKrLvEDm37xAIvS8QF8IvUCbHL1A1zC9QBRFvUBQWb1AjG29QMmBvUAFlr1AQaq9QH6+vUC60r1A9ua9QDL7vUBvD75AqyO+QOc3vkAkTL5AYGC+QJx0vkDZiL5AFZ2+QFGxvkCOxb5Aytm+QAbuvkBCAr9Afxa/QLsqv0D3Pr9ANFO/QHBnv0Cse79A6Y+/QCWkv0BhuL9Ansy/QNrgv0AW9b9AUgnAQI8dwEDLMcBAB0bAQERawECAbsBAvILAQPmWwEA1q8BAcb/AQK7TwEDq58BAJvzAQGIQwUCfJMFA2zjBQBdNwUBUYcFAkHXBQMyJwUAJnsFARbLBQIHGwUC+2sFA+u7BQDYDwkByF8JAryvCQOs/wkAnVMJAZGjCQKB8wkDckMJAGaXCQFW5wkCRzcJAzuHCQAr2wkBGCsNAgh7DQL8yw0D7RsNAN1vDQHRvw0Cwg8NA7JfDQCmsw0BlwMNAodTDQN7ow0Aa/cNAVhHEQJIlxEDPOcRAC07EQEdixECEdsRAwIrEQPyexEA5s8RAdcfEQLHbxEDu78RAKgTFQGYYxUCiLMVA30DFQBtVxUBXacVAlH3FQNCRxUAMpsVASbrFQIXOxUDB4sVA/vbFQDoLxkB2H8ZAsjPGQO9HxkArXMZAZ3DGQKSExkDgmMZAHK3GQFnBxkCV1cZA0enGQA7+xkBKEsdAhibHQMI6x0D/TsdAO2PHQHd3x0C0i8dA8J/HQCy0x0BpyMdApdzHQOHwx0AeBchAWhnIQJYtyEDSQchAD1bIQEtqyECHfshAxJLIQACnyEA8u8hAec/IQLXjyEDx98hALgzJQGogyUCmNMlA4kjJQB9dyUBbcclAl4XJQNSZyUAQrslATMLJQInWyUDF6slAAf/JQD4TykB6J8pAtjvKQPJPykAvZMpAa3jKQKeMykDkoMpAILXKQFzJykCZ3cpA1fHKQBEGy0BOGstAii7LQMZCy0ACV8tAP2vLQHt/y0C3k8tA9KfLQDC8y0Bs0MtAqeTLQOX4y0AhDcxAXiHMQJo1zEDWScxAEl7MQE9yzECLhsxAx5rMQASvzEBAw8xAfNfMQLnrzED1/8xAMRTNQG4ozUCqPM1A5lDNQCJlzUBfec1Am43NQNehzUAUts1AUMrNQIzezUDJ8s1ABQfOQEEbzkB+L85AukPOQPZXzkAybM5Ab4DOQKuUzkDnqM5AJL3OQGDRzkCc5c5A2fnOQBUOz0BRIs9AjjbPQMpKz0AGX89AQnPPQH+Hz0C7m89A96/PQDTEz0Bw2M9ArOzPQOkA0EAlFdBAYSnQQJ490EDaUdBAFmbQQFJ60ECPjtBAy6LQQAe30EBEy9BAgN/QQLzz0ED5B9FANRzRQHEw0UCuRNFA6ljRQCZt0UBigdFAn5XRQNup0UAXvtFAVNLRQJDm0UDM+tFACQ/SQEUj0kCBN9JAvkvSQPpf0kA2dNJAcojSQK+c0kDrsNJAJ8XSQGTZ0kCg7dJA3AHTQBkW00BVKtNAkT7TQM5S00AKZ9NARnvTQIKP00C/o9NA+7fTQDfM00B04NNAsPTTQOwI1EApHdRAZTHUQKFF1EDeWdRAGm7UQFaC1ECSltRAz6rUQAu/1EBH09RAhOfUQMD71ED8D9VAOSTVQHU41UCxTNVA7mDVQCp11UBmidVAop3VQN+x1UAbxtVAV9rVQJTu1UDQAtZADBfWQEkr1kCFP9ZAwVPWQP5n1kA6fNZAdpDWQLKk1kDvuNZAK83WQGfh1kCk9dZA4AnXQBwe10BZMtdAlUbXQNFa10AOb9dASoPXQIaX10DCq9dA/7/XQDvU10B36NdAtPzXQPAQ2EAsJdhAaTnYQKVN2EDhYdhAHnbYQFqK2ECWnthA0rLYQA/H2EBL29hAh+/YQMQD2UAAGNlAPCzZQHlA2UC1VNlA8WjZQC592UBqkdlApqXZQOK52UAfztlAW+LZQJf22UDUCtpAEB/aQEwz2kCJR9pAxVvaQAFw2kA+hNpAepjaQLas2kDywNpAL9XaQGvp2kCn/dpA5BHbQCAm20BcOttAmU7bQNVi20ARd9tATovbQIqf20DGs9tAAsjbQD/c20B78NtAtwTcQPQY3EAwLdxAbEHcQKlV3EDladxAIX7cQF2S3ECaptxA1rrcQBLP3EBP49xAi/fcQMcL3UAEIN1AQDTdQHxI3UC5XN1A9XDdQDGF3UBtmd1Aqq3dQObB3UAi1t1AX+rdQJv+3UDXEt5AFCfeQFA73kCMT95AyWPeQAV43kBBjN5AfaDeQLq03kD2yN5AMt3eQG/x3kCrBd9A5xnfQCQu30BgQt9AnFbfQNlq30AVf99AUZPfQI2n30DKu99ABtDfQELk30B/+N9AuwzgQPcg4EA0NeBAcEngQKxd4EDpceBAJYbgQGGa4ECdruBA2sLgQBbX4EBS6+BAj//gQMsT4UAHKOFARDzhQIBQ4UC8ZOFA+XjhQDWN4UBxoeFArbXhQOrJ4UAm3uFAYvLhQJ8G4kDbGuJAFy/iQFRD4kCQV+JAzGviQAmA4kBFlOJAgajiQL284kD60OJANuXiQHL54kCvDeNA6yHjQCc240BkSuNAoF7jQNxy40AZh+NAVZvjQJGv40DNw+NACtjjQEbs40CCAORAvxTkQPso5EA3PeRAdFHkQLBl5EDseeRAKY7kQGWi5EChtuRA3crkQBrf5EBW8+RAkgflQM8b5UALMOVAR0TlQIRY5UDAbOVA/IDlQDmV5UB1qeVAsb3lQO3R5UAq5uVAZvrlQKIO5kDfIuZAGzfmQFdL5kCUX+ZA0HPmQAyI5kBJnOZAhbDmQMHE5kD92OZAOu3mQHYB50CyFedA7ynnQCs+50BnUudApGbnQOB650Acj+dAWaPnQJW350DRy+dADeDnQEr050CGCOhAwhzoQP8w6EA7RehAd1noQLRt6EDwgehALJboQGmq6EClvuhA4dLoQB3n6EBa++hAlg/pQNIj6UAPOOlAS0zpQIdg6UDEdOlAAInpQDyd6UB5selAtcXpQPHZ6UAt7ulAagLqQKYW6kDiKupAHz/qQFtT6kCXZ+pA1HvqQBCQ6kBMpOpAibjqQMXM6kAB4epAPfXqQHoJ60C2HetA8jHrQC9G60BrWutAp27rQOSC60Agl+tAXKvrQJm/60DV0+tAEejrQE3860CKEOxAxiTsQAI57EA/TexAe2HsQLd17ED0iexAMJ7sQGyy7ECpxuxA5drsQCHv7EBdA+1AmhftQNYr7UASQO1AT1TtQIto7UDHfO1ABJHtQECl7UB8ue1Auc3tQPXh7UAx9u1AbQruQKoe7kDmMu5AIkfuQF9b7kCbb+5A14PuQBSY7kBQrO5AjMDuQMnU7kAF6e5AQf3uQH0R70C6Je9A9jnvQDJO70BvYu9Aq3bvQOeK70Akn+9AYLPvQJzH70DZ2+9AFfDvQFEE8ECNGPBAyizwQAZB8EBCVfBAf2nwQLt98ED3kfBANKbwQHC68ECszvBA6eLwQCX38EBhC/FAnR/xQNoz8UAWSPFAUlzxQI9w8UDLhPFAB5nxQESt8UCAwfFAvNXxQPnp8UA1/vFAcRLyQK0m8kDqOvJAJk/yQGJj8kCfd/JA24vyQBeg8kBUtPJAkMjyQMzc8kAJ8fJARQXzQIEZ80C9LfNA+kHzQDZW80ByavNAr37zQOuS80Anp/NAZLvzQKDP80Dc4/NAGfjzQFUM9ECRIPRAzTT0QApJ9EBGXfRAgnH0QL+F9ED7mfRAN670QHTC9ECw1vRA7Or0QCn/9EBlE/VAoSf1QN079UAaUPVAVmT1QJJ49UDPjPVAC6H1QEe19UCEyfVAwN31QPzx9UA5BvZAdRr2QLEu9kDtQvZAKlf2QGZr9kCif/ZA35P2QBuo9kBXvPZAlND2QNDk9kAM+fZASQ33QIUh90DBNfdA/Un3QDpe90B2cvdAsob3QO+a90Arr/dAZ8P3QKTX90Dg6/dAHAD4QFkU+ECVKPhA0Tz4QA1R+EBKZfhAhnn4QMKN+ED/ofhAO7b4QHfK+EC03vhA8PL4QCwH+UBpG/lApS/5QOFD+UAdWPlAWmz5QJaA+UDSlPlAD6n5QEu9+UCH0flAxOX5QAD6+UA8DvpAeSL6QLU2+kDxSvpALV/6QGpz+kCmh/pA4pv6QB+w+kBbxPpAl9j6QNTs+kAQAftATBX7QIkp+0DFPftAAVL7QD1m+0B6evtAto77QPKi+0Avt/tAa8v7QKff+0Dk8/tAIAj8QFwc/ECZMPxA1UT8QBFZ/EBNbfxAioH8QMaV/EACqvxAP778QHvS/EC35vxA9Pr8QDAP/UBsI/1AqTf9QOVL/UAhYP1AXXT9QJqI/UDWnP1AErH9QE/F/UCL2f1Ax+39QAQC/kBAFv5AfCr+QLk+/kD1Uv5AMWf+QG17/kCqj/5A5qP+QCK4/kBfzP5Am+D+QNf0/kAUCf9AUB3/QIwx/0DJRf9ABVr/QEFu/0B9gv9Aupb/QPaq/0Ayv/9Ab9P/QKvn/0Dn+/9AEggAQTASAEFOHABBbCYAQYowAEGpOgBBx0QAQeVOAEEDWQBBIWMAQT9tAEFddwBBfIEAQZqLAEG4lQBB1p8AQfSpAEEStABBMb4AQU/IAEFt0gBBi9wAQanmAEHH8ABB5foAQQQFAUEiDwFBQBkBQV4jAUF8LQFBmjcBQblBAUHXSwFB9VUBQRNgAUExagFBT3QBQW1+AUGMiAFBqpIBQcicAUHmpgFBBLEBQSK7AUFBxQFBX88BQX3ZAUGb4wFBue0BQdf3AUH1AQJBFAwCQTIWAkFQIAJBbioCQYw0AkGqPgJByUgCQedSAkEFXQJBI2cCQUFxAkFfewJBfYUCQZyPAkG6mQJB2KMCQfatAkEUuAJBMsICQVHMAkFv1gJBjeACQavqAkHJ9AJB5/4CQQUJA0EkEwNBQh0DQWAnA0F+MQNBnDsDQbpFA0HZTwNB91kDQRVkA0EzbgNBUXgDQW+CA0GNjANBrJYDQcqgA0HoqgNBBrUDQSS/A0FCyQNBYdMDQX/dA0Gd5wNBu/EDQdn7A0H3BQRBFRAEQTQaBEFSJARBcC4EQY44BEGsQgRBykwEQelWBEEHYQRBJWsEQUN1BEFhfwRBf4kEQZ2TBEG8nQRB2qcEQfixBEEWvARBNMYEQVLQBEFx2gRBj+QEQa3uBEHL+ARB6QIFQQcNBUElFwVBRCEFQWIrBUGANQVBnj8FQbxJBUHaUwVB+V0FQRdoBUE1cgVBU3wFQXGGBUGPkAVBrZoFQcykBUHqrgVBCLkFQSbDBUFEzQVBYtcFQYHhBUGf6wVBvfUFQdv/BUH5CQZBFxQGQTUeBkFUKAZBcjIGQZA8BkGuRgZBzFAGQepaBkEJZQZBJ28GQUV5BkFjgwZBgY0GQZ+XBkG9oQZB3KsGQfq1BkEYwAZBNsoGQVTUBkFy3gZBkegGQa/yBkHN/AZB6wYHQQkRB0EnGwdBRSUHQWQvB0GCOQdBoEMHQb5NB0HcVwdB+mEHQRlsB0E3dgdBVYAHQXOKB0GRlAdBr54HQc2oB0HssgdBCr0HQSjHB0FG0QdBZNsHQYLlB0Gh7wdBv/kHQd0DCEH7DQhBGRgIQTciCEFVLAhBdDYIQZJACEGwSghBzlQIQexeCEEKaQhBKXMIQUd9CEFlhwhBg5EIQaGbCEG/pQhB3a8IQfy5CEEaxAhBOM4IQVbYCEF04ghBkuwIQbH2CEHPAAlB7QoJQQsVCUEpHwlBRykJQWUzCUGEPQlBokcJQcBRCUHeWwlB/GUJQRpwCUE5eglBV4QJQXWOCUGTmAlBsaIJQc+sCUHttglBDMEJQSrLCUFI1QlBZt8JQYTpCUGi8wlBwf0JQd8HCkH9EQpBGxwKQTkmCkFXMApBdToKQZRECkGyTgpB0FgKQe5iCkEMbQpBKncKQUmBCkFniwpBhZUKQaOfCkHBqQpB37MKQf29CkEcyApBOtIKQVjcCkF25gpBlPAKQbL6CkHRBAtB7w4LQQ0ZC0ErIwtBSS0LQWc3C0GFQQtBpEsLQcJVC0HgXwtB/mkLQRx0C0E6fgtBWYgLQXeSC0GVnAtBs6YLQdGwC0HvugtBDcULQSzPC0FK2QtBaOMLQYbtC0Gk9wtBwgEMQeELDEH/FQxBHSAMQTsqDEFZNAxBdz4MQZVIDEG0UgxB0lwMQfBmDEEOcQxBLHsMQUqFDEFpjwxBh5kMQaWjDEHDrQxB4bcMQf/BDEEdzAxBPNYMQVrgDEF46gxBlvQMQbT+DEHSCA1B8RINQQ8dDUEtJw1BSzENQWk7DUGHRQ1BpU8NQcRZDUHiYw1BAG4NQR54DUE8gg1BWowNQXmWDUGXoA1BtaoNQdO0DUHxvg1BD8kNQS3TDUFM3Q1BaucNQYjxDUGm+w1BxAUOQeIPDkEBGg5BHyQOQT0uDkFbOA5BeUIOQZdMDkG1Vg5B1GAOQfJqDkEQdQ5BLn8OQUyJDkFqkw5BiZ0OQaenDkHFsQ5B47sOQQHGDkEf0A5BPdoOQVzkDkF67g5BmPgOQbYCD0HUDA9B8hYPQREhD0EvKw9BTTUPQWs/D0GJSQ9Bp1MPQcVdD0HkZw9BAnIPQSB8D0E+hg9BXJAPQXqaD0GZpA9Bt64PQdW4D0Hzwg9BEc0PQS/XD0FN4Q9BbOsPQYr1D0Go/w9BxgkQQeQTEEECHhBBISgQQT8yEEFdPBBBe0YQQZlQEEG3WhBB1WQQQfRuEEESeRBBMIMQQU6NEEFslxBBiqEQQamrEEHHtRBB5b8QQQPKEEEh1BBBP94QQV3oEEF88hBBmvwQQbgGEUHWEBFB9BoRQRIlEUExLxFBTzkRQW1DEUGLTRFBqVcRQcdhEUHlaxFBBHYRQSKAEUFAihFBXpQRQXyeEUGaqBFBubIRQde8EUH1xhFBE9ERQTHbEUFP5RFBbe8RQYz5EUGqAxJByA0SQeYXEkEEIhJBIiwSQUE2EkFfQBJBfUoSQZtUEkG5XhJB12gSQfVyEkEUfRJBMocSQVCREkFumxJBjKUSQaqvEkHJuRJB58MSQQXOEkEj2BJBQeISQV/sEkF99hJBnAATQboKE0HYFBNB9h4TQRQpE0EyMxNBUT0TQW9HE0GNURNBq1sTQcllE0HnbxNBBXoTQSSEE0FCjhNBYJgTQX6iE0GcrBNBurYTQdnAE0H3yhNBFdUTQTPfE0FR6RNBb/MTQY39E0GsBxRByhEUQegbFEEGJhRBJDAUQUI6FEFhRBRBf04UQZ1YFEG7YhRB2WwUQfd2FEEVgRRBNIsUQVKVFEFwnxRBjqkUQayzFEHKvRRB6ccUQQfSFEEl3BRBQ+YUQWHwFEF/+hRBnQQVQbwOFUHaGBVB+CIVQRYtFUE0NxVBUkEVQXFLFUGPVRVBrV8VQctpFUHpcxVBB34VQSWIFUFEkhVBYpwVQYCmFUGesBVBvLoVQdrEFUH5zhVBF9kVQTXjFUFT7RVBcfcVQY8BFkGtCxZBzBUWQeofFkEIKhZBJjQWQUQ+FkFiSBZBgVIWQZ9cFkG9ZhZB23AWQfl6FkEXhRZBNY8WQVSZFkFyoxZBkK0WQa63FkHMwRZB6ssWQQnWFkEn4BZBReoWQWP0FkGB/hZBnwgXQb0SF0HcHBdB+iYXQRgxF0E2OxdBVEUXQXJPF0GRWRdBr2MXQc1tF0HrdxdBCYIXQSeMF0FFlhdBZKAXQYKqF0GgtBdBvr4XQdzIF0H60hdBGd0XQTfnF0FV8RdBc/sXQZEFGEGvDxhBzRkYQewjGEEKLhhBKDgYQUZCGEFkTBhBglYYQaFgGEG/ahhB3XQYQft+GEEZiRhBN5MYQVWdGEF0pxhBkrEYQbC7GEHOxRhB7M8YQQraGEEp5BhBR+4YQWX4GEGDAhlBoQwZQb8WGUHdIBlB/CoZQRo1GUE4PxlBVkkZQXRTGUGSXRlBsWcZQc9xGUHtexlBC4YZQSmQGUFHmhlBZaQZQYSuGUGiuBlBwMIZQd7MGUH81hlBGuEZQTnrGUFX9RlBdf8ZQZMJGkGxExpBzx0aQe0nGkEMMhpBKjwaQUhGGkFmUBpBhFoaQaJkGkHBbhpB33gaQf2CGkEbjRpBOZcaQVehGkF1qxpBlLUaQbK/GkHQyRpB7tMaQQzeGkEq6BpBSPIaQWf8GkGFBhtBoxAbQcEaG0HfJBtB/S4bQRw5G0E6QxtBWE0bQXZXG0GUYRtBsmsbQdB1G0HvfxtBDYobQSuUG0FJnhtBZ6gbQYWyG0GkvBtBwsYbQeDQG0H+2htBHOUbQTrvG0FY+RtBdwMcQZUNHEGzFxxB0SEcQe8rHEENNhxBLEAcQUpKHEFoVBxBhl4cQaRoHEHCchxB4HwcQf+GHEEdkRxBO5scQVmlHEF3rxxBlbkcQbTDHEHSzRxB8NccQQ7iHEEs7BxBSvYcQWgAHUGHCh1BpRQdQcMeHUHhKB1B/zIdQR09HUE8Rx1BWlEdQXhbHUGWZR1BtG8dQdJ5HUHwgx1BD44dQS2YHUFLoh1BaawdQYe2HUGlwB1BxModQeLUHUEA3x1BHukdQTzzHUFa/R1BeAceQZcRHkG1Gx5B0yUeQfEvHkEPOh5BLUQeQUxOHkFqWB5BiGIeQaZsHkHEdh5B4oAeQQCLHkEflR5BPZ8eQVupHkF5sx5Bl70eQbXHHkHU0R5B8tseQRDmHkEu8B5BTPoeQWoEH0GIDh9BpxgfQcUiH0HjLB9BATcfQR9BH0E9Sx9BXFUfQXpfH0GYaR9BtnMfQdR9H0Hyhx9BEJIfQS+cH0FNph9Ba7AfQYm6H0GnxB9Bxc4fQeTYH0EC4x9BIO0fQT73H0FcASBBegsgQZgVIEG3HyBB1SkgQfMzIEERPiBBL0ggQU1SIEFsXCBBimYgQahwIEHGeiBB5IQgQQKPIEEgmSBBP6MgQV2tIEF7tyBBmcEgQbfLIEHV1SBB9N8gQRLqIEEw9CBBTv4gQWwIIUGKEiFBqBwhQccmIUHlMCFBAzshQSFFIUE/TyFBXVkhQXxjIUGabSFBuHchQdaBIUH0iyFBEpYhQTCgIUFPqiFBbbQhQYu+IUGpyCFBx9IhQeXcIUEE5yFBIvEhQUD7IUFeBSJBfA8iQZoZIkG4IyJB1y0iQfU3IkETQiJBMUwiQU9WIkFtYCJBjGoiQap0IkHIfiJB5ogiQQSTIkEinSJBQKciQV+xIkF9uyJBm8UiQbnPIkHX2SJB9eMiQRTuIkEy+CJBUAIjQW4MI0GMFiNBqiAjQcgqI0HnNCNBBT8jQSNJI0FBUyNBX10jQX1nI0GccSNBunsjQdiFI0H2jyNBFJojQTKkI0FQriNBb7gjQY3CI0GrzCNBydYjQefgI0EF6yNBJPUjQUL/I0FgCSRBfhMkQZwdJEG6JyRB2DEkQfc7JEEVRiRBM1AkQVFaJEFvZCRBjW4kQax4JEHKgiRB6IwkQQaXJEEkoSRBQqskQWC1JEF/vyRBnckkQbvTJEHZ3SRB9+ckQRXyJEE0/CRBUgYlQXAQJUGOGiVBrCQlQcouJUHoOCVBB0MlQSVNJUFDVyVBYWElQX9rJUGddSVBvH8lQdqJJUH4kyVBFp4lQTSoJUFSsiVBcLwlQY/GJUGt0CVBy9olQenkJUEH7yVBJfklQUQDJkFiDSZBgBcmQZ4hJkG8KyZB2jUmQfg/JkEXSiZBNVQmQVNeJkFxaCZBj3ImQa18JkHMhiZB6pAmQQibJkEmpSZBRK8mQWK5JkGAwyZBn80mQb3XJkHb4SZB+esmQRf2JkE1ACdBVAonQXIUJ0GQHidBrignQcwyJ0HqPCdBCEcnQSdRJ0FFWydBY2UnQYFvJ0GfeSdBvYMnQdyNJ0H6lydBGKInQTasJ0FUtidBcsAnQZDKJ0Gv1CdBzd4nQevoJ0EJ8ydBJ/0nQUUHKEFkEShBghsoQaAlKEG+LyhB3DkoQfpDKEEYTihBN1goQVViKEFzbChBkXYoQa+AKEHNiihB7JQoQQqfKEEoqShBRrMoQWS9KEGCxyhBoNEoQb/bKEHd5ShB++8oQRn6KEE3BClBVQ4pQXQYKUGSIilBsCwpQc42KUHsQClBCkspQShVKUFHXylBZWkpQYNzKUGhfSlBv4cpQd2RKUH8mylBGqYpQTiwKUFWuilBdMQpQZLOKUGw2ClBz+IpQe3sKUEL9ylBKQEqQUcLKkFlFSpBhB8qQaIpKkHAMypB3j0qQfxHKkEaUipBOFwqQVdmKkF1cCpBk3oqQbGEKkHPjipB7ZgqQQyjKkEqrSpBSLcqQWbBKkGEyypBotUqQcDfKkHf6SpB/fMqQRv+KkE5CCtBVxIrQXUcK0GUJitBsjArQdA6K0HuRCtBDE8rQSpZK0FIYytBZ20rQYV3K0GjgStBwYsrQd+VK0H9nytBHKorQTq0K0FYvitBdsgrQZTSK0Gy3CtB0OYrQe/wK0EN+ytBKwUsQUkPLEFnGSxBhSMsQaQtLEHCNyxB4EEsQf5LLEEcVixBOmAsQVhqLEF3dCxBlX4sQbOILEHRkixB75wsQQ2nLEEssSxBSrssQWjFLEGGzyxBpNksQcLjLEHg7SxB//csQR0CLUE7DC1BWRYtQXcgLUGVKi1BtDQtQdI+LUHwSC1BDlMtQSxdLUFKZy1BaHEtQYd7LUGlhS1Bw48tQeGZLUH/oy1BHa4tQTy4LUFawi1BeMwtQZbWLUG04C1B0uotQfD0LUEP/y1BLQkuQUsTLkFpHS5BhycuQaUxLkHEOy5B4kUuQQBQLkEeWi5BPGQuQVpuLkF4eC5Bl4IuQbWMLkHTli5B8aAuQQ+rLkEttS5BTL8uQWrJLkGI0y5Bpt0uQcTnLkHi8S5BAPwuQR8GL0E9EC9BWxovQXkkL0GXLi9BtTgvQdRCL0HyTC9BEFcvQS5hL0FMay9BanUvQYh/L0GniS9BxZMvQeOdL0EBqC9BH7IvQT28L0Fcxi9BetAvQZjaL0G25C9B1O4vQfL4L0EQAzBBLw0wQU0XMEFrITBBiSswQac1MEHFPzBB5EkwQQJUMEEgXjBBPmgwQVxyMEF6fDBBmIYwQbeQMEHVmjBB86QwQRGvMEEvuTBBTcMwQWzNMEGK1zBBqOEwQcbrMEHk9TBBAgAxQSAKMUE/FDFBXR4xQXsoMUGZMjFBtzwxQdVGMUH0UDFBElsxQTBlMUFObzFBbHkxQYqDMUGojTFBx5cxQeWhMUEDrDFBIbYxQT/AMUFdyjFBfNQxQZreMUG46DFB1vIxQfT8MUESBzJBMBEyQU8bMkFtJTJBiy8yQak5MkHHQzJB5U0yQQRYMkEiYjJBQGwyQV52MkF8gDJBmooyQbiUMkHXnjJB9agyQROzMkExvTJBT8cyQW3RMkGM2zJBquUyQcjvMkHm+TJBBAQzQSIOM0FAGDNBXyIzQX0sM0GbNjNBuUAzQddKM0H1VDNBFF8zQTJpM0FQczNBbn0zQYyHM0GqkTNByJszQeelM0EFsDNBI7ozQUHEM0FfzjNBfdgzQZziM0G67DNB2PYzQfYANEEUCzRBMhU0QVAfNEFvKTRBjTM0Qas9NEHJRzRB51E0QQVcNEEkZjRBQnA0QWB6NEF+hDRBnI40QbqYNEHYojRB96w0QRW3NEEzwTRBUcs0QW/VNEGN3zRBrOk0QcrzNEHo/TRBBgg1QSQSNUFCHDVBYCY1QX8wNUGdOjVBu0Q1QdlONUH3WDVBFWM1QTRtNUFSdzVBcIE1QY6LNUGslTVByp81QeipNUEHtDVBJb41QUPINUFh0jVBf9w1QZ3mNUG88DVB2vo1QfgENkEWDzZBNBk2QVIjNkFwLTZBjzc2Qa1BNkHLSzZB6VU2QQdgNkElajZBRHQ2QWJ+NkGAiDZBnpI2QbycNkHapjZB+LA2QRe7NkE1xTZBU882QXHZNkGP4zZBre02Qcz3NkHqATdBCAw3QSYWN0FEIDdBYio3QYA0N0GfPjdBvUg3QdtSN0H5XDdBF2c3QTVxN0FUezdBcoU3QZCPN0GumTdBzKM3QeqtN0EIuDdBJ8I3QUXMN0Fj1jdBgeA3QZ/qN0G99DdB3P43QfoIOEEYEzhBNh04QVQnOEFyMThBkDs4Qa9FOEHNTzhB61k4QQlkOEEnbjhBRXg4QWSCOEGCjDhBoJY4Qb6gOEHcqjhB+rQ4QRi/OEE3yThBVdM4QXPdOEGR5zhBr/E4Qc37OEHsBTlBChA5QSgaOUFGJDlBZC45QYI4OUGgQjlBv0w5Qd1WOUH7YDlBGWs5QTd1OUFVfzlBdIk5QZKTOUGwnTlBzqc5QeyxOUEKvDlBKMY5QUfQOUFl2jlBg+Q5QaHuOUG/+DlB3QI6QfwMOkEaFzpBOCE6QVYrOkF0NTpBkj86QbBJOkHPUzpB7V06QQtoOkEpcjpBR3w6QWWGOkGEkDpBopo6QcCkOkHerjpB/Lg6QRrDOkE4zTpBV9c6QXXhOkGT6zpBsfU6Qc//OkHtCTtBDBQ7QSoeO0FIKDtBZjI7QYQ8O0GiRjtBwFA7Qd9aO0H9ZDtBG287QTl5O0FXgztBdY07QZSXO0GyoTtB0Ks7Qe61O0EMwDtBKso7QUjUO0Fn3jtBheg7QaPyO0HB/DtB3wY8Qf0QPEEcGzxBOiU8QVgvPEF2OTxBlEM8QbJNPEHQVzxB72E8QQ1sPEErdjxBSYA8QWeKPEGFlDxBpJ48QcKoPEHgsjxB/rw8QRzHPEE60TxBWNs8QXflPEGV7zxBs/k8QdEDPUHvDT1BDRg9QSwiPUFKLD1BaDY9QYZAPUGkSj1BwlQ9QeBePUH/aD1BHXM9QTt9PUFZhz1Bd5E9QZWbPUG0pT1B0q89QfC5PUEOxD1BLM49QUrYPUFo4j1Bh+w9QaX2PUHDAD5B4Qo+Qf8UPkEdHz5BPCk+QVozPkF4PT5Blkc+QbRRPkHSWz5B8GU+QQ9wPkEtej5BS4Q+QWmOPkGHmD5BpaI+QcOsPkHitj5BAME+QR7LPkE81T5BWt8+QXjpPkGX8z5Btf0+QdMHP0HxET9BDxw/QS0mP0FLMD9Bajo/QYhEP0GmTj9BxFg/QeJiP0EAbT9BH3c/QT2BP0Fbiz9BeZU/QZefP0G1qT9B07M/QfK9P0EQyD9BLtI/QUzcP0Fq5j9BiPA/Qaf6P0HFBEBB4w5AQQEZQEEfI0BBPS1AQVs3QEF6QUBBmEtAQbZVQEHUX0BB8mlAQRB0QEEvfkBBTYhAQWuSQEGJnEBBp6ZAQcWwQEHjukBBAsVAQSDPQEE+2UBBXONAQXrtQEGY90BBtwFBQdULQUHzFUFBESBBQS8qQUFNNEFBaz5BQYpIQUGoUkFBxlxBQeRmQUECcUFBIHtBQT+FQUFdj0FBe5lBQZmjQUG3rUFB1bdBQfPBQUESzEFBMNZBQU7gQUFs6kFBivRBQaj+QUHHCEJB5RJCQQMdQkEhJ0JBPzFCQV07QkF7RUJBmk9CQbhZQkHWY0JB9G1CQRJ4QkEwgkJBT4xCQW2WQkGLoEJBqapCQce0QkHlvkJBA8lCQSLTQkFA3UJBXudCQXzxQkGa+0JBuAVDQdcPQ0H1GUNBEyRDQTEuQ0FPOENBbUJDQYtMQ0GqVkNByGBDQeZqQ0EEdUNBIn9DQUCJQ0Ffk0NBfZ1DQZunQ0G5sUNB17tDQfXFQ0ET0ENBMtpDQVDkQ0Fu7kNBjPhDQaoCREHIDERB5xZEQQUhREEjK0RBQTVEQV8/REF9SURBm1NEQbpdREHYZ0RB9nFEQRR8REEyhkRBUJBEQW+aREGNpERBq65EQcm4REHnwkRBBc1EQSPXREFC4URBYOtEQX71REGc/0RBuglFQdgTRUH3HUVBFShFQTMyRUFRPEVBb0ZFQY1QRUGrWkVBymRFQehuRUEGeUVBJINFQUKNRUFgl0VBf6FFQZ2rRUG7tUVB2b9FQffJRUEV1EVBM95FQVLoRUFw8kVBjvxFQawGRkHKEEZB6BpGQQclRkElL0ZBQzlGQWFDRkF/TUZBnVdGQbthRkHaa0ZB+HVGQRaARkE0ikZBUpRGQXCeRkGPqEZBrbJGQcu8RkHpxkZBB9FGQSXbRkFD5UZBYu9GQYD5RkGeA0dBvA1HQdoXR0H4IUdBFyxHQTU2R0FTQEdBcUpHQY9UR0GtXkdBy2hHQepyR0EIfUdBJodHQUSRR0Fim0dBgKVHQZ+vR0G9uUdB28NHQfnNR0EX2EdBNeJHQVPsR0Fy9kdBkABIQa4KSEHMFEhB6h5IQQgpSEEnM0hBRT1IQWNHSEGBUUhBn1tIQb1lSEHbb0hB+nlIQRiESEE2jkhBVJhIQXKiSEGQrEhBr7ZIQc3ASEHrykhBCdVIQSffSEFF6UhBY/NIQYL9SEGgB0lBvhFJQdwbSUH6JUlBGDBJQTc6SUFVRElBc05JQZFYSUGvYklBzWxJQet2SUEKgUlBKItJQUaVSUFkn0lBgqlJQaCzSUG/vUlB3cdJQfvRSUEZ3ElBN+ZJQVXwSUFz+klBkgRKQbAOSkHOGEpB7CJKQQotSkEoN0pBR0FKQWVLSkGDVUpBoV9KQb9pSkHdc0pB+31KQRqISkE4kkpBVpxKQXSmSkGSsEpBsLpKQc/ESkHtzkpBC9lKQSnjSkFH7UpBZfdKQYMBS0GiC0tBwBVLQd4fS0H8KUtBGjRLQTg+S0FXSEtBdVJLQZNcS0GxZktBz3BLQe16S0ELhUtBKo9LQUiZS0Fmo0tBhK1LQaK3S0HAwUtB38tLQf3VS0Eb4EtBOepLQVf0S0F1/ktBkwhMQbISTEHQHExB7iZMQQwxTEEqO0xBSEVMQWdPTEGFWUxBo2NMQcFtTEHfd0xB/YFMQRuMTEE6lkxBWKBMQXaqTEGUtExBsr5MQdDITEHv0kxBDd1MQSvnTEFJ8UxBZ/tMQYUFTUGjD01BwhlNQeAjTUH+LU1BHDhNQTpCTUFYTE1Bd1ZNQZVgTUGzak1B0XRNQe9+TUENiU1BK5NNQUqdTUFop01BhrFNQaS7TUHCxU1B4M9NQf/ZTUEd5E1BO+5NQVn4TUF3Ak5BlQxOQbMWTkHSIE5B8CpOQQ41TkEsP05BSklOQWhTTkGHXU5BpWdOQcNxTkHhe05B/4VOQR2QTkE7mk5BWqROQXiuTkGWuE5BtMJOQdLMTkHw1k5BD+FOQS3rTkFL9U5Baf9OQYcJT0GlE09Bwx1PQeInT0EAMk9BHjxPQTxGT0FaUE9BeFpPQZdkT0G1bk9B03hPQfGCT0EPjU9BLZdPQUuhT0Fqq09BiLVPQaa/T0HEyU9B4tNPQQDeT0Ef6E9BPfJPQVv8T0F5BlBBlxBQQbUaUEHTJFBB8i5QQRA5UEEuQ1BBTE1QQWpXUEGIYVBBp2tQQcV1UEHjf1BBAYpQQR+UUEE9nlBBW6hQQXqyUEGYvFBBtsZQQdTQUEHy2lBBEOVQQS/vUEFN+VBBawNRQYkNUUGnF1FBxSFRQeMrUUECNlFBIEBRQT5KUUFcVFFBel5RQZhoUUG3clFB1XxRQfOGUUERkVFBL5tRQU2lUUFrr1FBirlRQajDUUHGzVFB5NdRQQLiUUEg7FFBP/ZRQV0AUkF7ClJBmRRSQbceUkHVKFJB8zJSQRI9UkEwR1JBTlFSQWxbUkGKZVJBqG9SQcd5UkHlg1JBA45SQSGYUkE/olJBXaxSQXu2UkGawFJBuMpSQdbUUkH03lJBEulSQTDzUkFP/VJBbQdTQYsRU0GpG1NBxyVTQeUvU0EDOlNBIkRTQUBOU0FeWFNBfGJTQZpsU0G4dlNB14BTQfWKU0ETlVNBMZ9TQU+pU0Fts1NBi71TQarHU0HI0VNB5ttTQQTmU0Ei8FNBQPpTQV8EVEF9DlRBmxhUQbkiVEHXLFRB9TZUQRNBVEEyS1RBUFVUQW5fVEGMaVRBqnNUQch9VEHnh1RBBZJUQSOcVEFBplRBX7BUQX26VEGbxFRBus5UQdjYVEH24lRBFO1UQTL3VEFQAVVBbwtVQY0VVUGrH1VBySlVQeczVUEFPlVBI0hVQUJSVUFgXFVBfmZVQZxwVUG6elVB2IRVQfeOVUEVmVVBM6NVQVGtVUFvt1VBjcFVQavLVUHK1VVB6N9VQQbqVUEk9FVBQv5VQWAIVkF/ElZBnRxWQbsmVkHZMFZB9zpWQRVFVkEzT1ZBUllWQXBjVkGObVZBrHdWQcqBVkHoi1ZBB5ZWQSWgVkFDqlZBYbRWQX++VkGdyFZBu9JWQdrcVkH45lZBFvFWQTT7VkFSBVdBcA9XQY8ZV0GtI1dByy1XQek3V0EHQldBJUxXQUNWV0FiYFdBgGpXQZ50V0G8fldB2ohXQfiSV0EXnVdBNadXQVOxV0Fxu1dBj8VXQa3PV0HL2VdB6uNXQQjuV0Em+FdBRAJYQWIMWEGAFlhBnyBYQb0qWEHbNFhB+T5YQRdJWEE1U1hBU11YQXJnWEGQcVhBrntYQcyFWEHqj1hBCJpYQSekWEFFrlhBY7hYQYHCWEGfzFhBvdZYQdvgWEH66lhBGPVYQTb/WEFUCVlBchNZQZAdWUGvJ1lBzTFZQes7WUEJRllBJ1BZQUVaWUFjZFlBgm5ZQaB4WUG+gllB3IxZQfqWWUEYoVlBN6tZQVW1WUFzv1lBkclZQa/TWUHN3VlB6+dZQQryWUEo/FlBRgZaQWQQWkGCGlpBoCRaQb8uWkHdOFpB+0JaQRlNWkE3V1pBVWFaQXNrWkGSdVpBsH9aQc6JWkHsk1pBCp5aQSioWkFHslpBZbxaQYPGWkGh0FpBv9paQd3kWkH77lpBGvlaQTgDW0FWDVtBdBdbQZIhW0GwK1tBzzVbQe0/W0ELSltBKVRbQUdeW0FlaFtBg3JbQaJ8W0HAhltB3pBbQfyaW0EapVtBOK9bQVe5W0F1w1tBk81bQbHXW0HP4VtB7etbQQv2W0EqAFxBSApcQWYUXEGEHlxBoihcQcAyXEHfPFxB/UZcQRtRXEE5W1xBV2VcQXVvXEGTeVxBsoNcQdCNXEHul1xBDKJcQSqsXEFItlxBZ8BcQYXKXEGj1FxBwd5cQd/oXEH98lxBG/1cQToHXUFYEV1BdhtdQZQlXUGyL11B0DldQe9DXUENTl1BK1hdQUliXUFnbF1BhXZdQaOAXUHCil1B4JRdQf6eXUEcqV1BOrNdQVi9XUF3x11BldFdQbPbXUHR5V1B7+9dQQ36XUErBF5BSg5eQWgYXkGGIl5BpCxeQcI2XkHgQF5B/0peQR1VXkE7X15BWWleQXdzXkGVfV5Bs4deQdKRXkHwm15BDqZeQSywXkFKul5BaMReQYfOXkGl2F5Bw+JeQeHsXkH/9l5BHQFfQTsLX0FaFV9BeB9fQZYpX0G0M19B0j1fQfBHX0EPUl9BLVxfQUtmX0FpcF9Bh3pfQaWEX0HDjl9B4phfQQCjX0EerV9BPLdfQVrBX0F4y19Bl9VfQbXfX0HT6V9B8fNfQQ/+X0EtCGBBSxJgQWocYEGIJmBBpjBgQcQ6YEHiRGBBAE9gQR9ZYEE9Y2BBW21gQXl3YEGXgWBBtYtgQdOVYEHyn2BBEKpgQS60YEFMvmBBashgQYjSYEGn3GBBxeZgQePwYEEB+2BBHwVhQT0PYUFbGWFBeiNhQZgtYUG2N2FB1EFhQfJLYUEQVmFBL2BhQU1qYUFrdGFBiX5hQaeIYUHFkmFB45xhQQKnYUEgsWFBPrthQVzFYUF6z2FBmNlhQbfjYUHV7WFB8/dhQRECYkEvDGJBTRZiQWsgYkGKKmJBqDRiQcY+YkHkSGJBAlNiQSBdYkE+Z2JBXXFiQXt7YkGZhWJBt49iQdWZYkHzo2JBEq5iQTC4YkFOwmJBbMxiQYrWYkGo4GJBxupiQeX0YkED/2JBIQljQT8TY0FdHWNBeydjQZoxY0G4O2NB1kVjQfRPY0ESWmNBMGRjQU5uY0FteGNBi4JjQamMY0HHlmNB5aBjQQOrY0EitWNBQL9jQV7JY0F802NBmt1jQbjnY0HW8WNB9ftjQRMGZEExEGRBTxpkQW0kZEGLLmRBqjhkQchCZEHmTGRBBFdkQSJhZEFAa2RBXnVkQX1/ZEGbiWRBuZNkQdedZEH1p2RBE7JkQTK8ZEFQxmRBbtBkQYzaZEGq5GRByO5kQeb4ZEEFA2VBIw1lQUEXZUFfIWVBfStlQZs1ZUG6P2VB2EllQfZTZUEUXmVBMmhlQVByZUFufGVBjYZlQauQZUHJmmVB56RlQQWvZUEjuWVBQsNlQWDNZUF+12VBnOFlQbrrZUHY9WVB9v9lQRUKZkEzFGZBUR5mQW8oZkGNMmZBqzxmQcpGZkHoUGZBBltmQSRlZkFCb2ZBYHlmQX6DZkGdjWZBu5dmQdmhZkH3q2ZBFbZmQTPAZkFSymZBcNRmQY7eZkGs6GZByvJmQej8ZkEGB2dBJRFnQUMbZ0FhJWdBfy9nQZ05Z0G7Q2dB2k1nQfhXZ0EWYmdBNGxnQVJ2Z0FwgGdBjopnQa2UZ0HLnmdB6ahnQQezZ0ElvWdBQ8dnQWLRZ0GA22dBnuVnQbzvZ0Ha+WdB+ANoQRYOaEE1GGhBUyJoQXEsaEGPNmhBrUBoQctKaEHqVGhBCF9oQSZpaEFEc2hBYn1oQYCHaEGekWhBvZtoQdulaEH5r2hBF7poQTXEaEFTzmhBcthoQZDiaEGu7GhBzPZoQeoAaUEIC2lBJhVpQUUfaUFjKWlBgTNpQZ89aUG9R2lB21FpQfpbaUEYZmlBNnBpQVR6aUFyhGlBkI5pQa6YaUHNomlB66xpQQm3aUEnwWlBRctpQWPVaUGC32lBoOlpQb7zaUHc/WlB+gdqQRgSakE2HGpBVSZqQXMwakGROmpBr0RqQc1OakHrWGpBCmNqQShtakFGd2pBZIFqQYKLakGglWpBvp9qQd2pakH7s2pBGb5qQTfIakFV0mpBc9xqQZLmakGw8GpBzvpqQewEa0EKD2tBKBlrQUYja0FlLWtBgzdrQaFBa0G/S2tB3VVrQftfa0EaamtBOHRrQVZ+a0F0iGtBkpJrQbCca0HOpmtB7bBrQQu7a0EpxWtBR89rQWXZa0GD42tBou1rQcD3a0HeAWxB/AtsQRoWbEE4IGxBVipsQXU0bEGTPmxBsUhsQc9SbEHtXGxBC2dsQSpxbEFIe2xBZoVsQYSPbEGimWxBwKNsQd6tbEH9t2xBG8JsQTnMbEFX1mxBdeBsQZPqbEGy9GxB0P5sQe4IbUEME21BKh1tQUgnbUFmMW1BhTttQaNFbUHBT21B31ltQf1jbUEbbm1BOnhtQViCbUF2jG1BlJZtQbKgbUHQqm1B7rRtQQ2/bUEryW1BSdNtQWfdbUGF521Bo/FtQcL7bUHgBW5B/g9uQRwabkE6JG5BWC5uQXY4bkGVQm5Bs0xuQdFWbkHvYG5BDWtuQSt1bkFKf25BaIluQYaTbkGknW5BwqduQeCxbkH+u25BHcZuQTvQbkFZ2m5Bd+RuQZXubkGz+G5B0gJvQfAMb0EOF29BLCFvQUorb0FoNW9Bhj9vQaVJb0HDU29B4V1vQf9nb0Edcm9BO3xvQVqGb0F4kG9BlppvQbSkb0HSrm9B8LhvQQ7Db0EtzW9BS9dvQWnhb0GH629BpfVvQcP/b0HiCXBBABRwQR4ecEE8KHBBWjJwQXg8cEGWRnBBtVBwQdNacEHxZHBBD29wQS15cEFLg3BBao1wQYiXcEGmoXBBxKtwQeK1cEEAwHBBHspwQT3UcEFb3nBBeehwQZfycEG1/HBB0wZxQfIQcUEQG3FBLiVxQUwvcUFqOXFBiENxQaZNcUHFV3FB42FxQQFscUEfdnFBPYBxQVuKcUF6lHFBmJ5xQbaocUHUsnFB8rxxQRDHcUEu0XFBTdtxQWvlcUGJ73FBp/lxQcUDckHjDXJBAhhyQSAickE+LHJBXDZyQXpAckGYSnJBtlRyQdVeckHzaHJBEXNyQS99ckFNh3JBa5FyQYqbckGopXJBxq9yQeS5ckECxHJBIM5yQT7YckFd4nJBe+xyQZn2ckG3AHNB1QpzQfMUc0ESH3NBMClzQU4zc0FsPXNBikdzQahRc0HGW3NB5WVzQQNwc0EhenNBP4RzQV2Oc0F7mHNBmqJzQbisc0HWtnNB9MBzQRLLc0Ew1XNBTt9zQW3pc0GL83NBqf1zQccHdEHlEXRBAxx0QSImdEFAMHRBXjp0QXxEdEGaTnRBuFh0QdZidEH1bHRBE3d0QTGBdEFPi3RBbZV0QYufdEGqqXRByLN0Qea9dEEEyHRBItJ0QUDcdEFe5nRBffB0QZv6dEG5BHVB1w51QfUYdUETI3VBMi11QVA3dUFuQXVBjEt1QapVdUHIX3VB5ml1QQV0dUEjfnVBQYh1QV+SdUF9nHVBm6Z1QbqwdUHYunVB9sR1QRTPdUEy2XVBUON1QW7tdUGN93VBqwF2QckLdkHnFXZBBSB2QSMqdkFCNHZBYD52QX5IdkGcUnZBulx2QdhmdkH2cHZBFXt2QTOFdkFRj3ZBb5l2QY2jdkGrrXZByrd2QejBdkEGzHZBJNZ2QULgdkFg6nZBfvR2QZ3+dkG7CHdB2RJ3Qfccd0EVJ3dBMzF3QVI7d0FwRXdBjk93QaxZd0HKY3dB6G13QQZ4d0ElgndBQ4x3QWGWd0F/oHdBnap3Qbu0d0HavndB+Mh3QRbTd0E03XdBUud3QXDxd0GO+3dBrQV4QcsPeEHpGXhBByR4QSUueEFDOHhBYkJ4QYBMeEGeVnhBvGB4QdpqeEH4dHhBFn94QTWJeEFTk3hBcZ14QY+neEGtsXhBy7t4QerFeEEI0HhBJtp4QUTkeEFi7nhBgPh4QZ4CeUG9DHlB2xZ5QfkgeUEXK3lBNTV5QVM/eUFySXlBkFN5Qa5deUHMZ3lB6nF5QQh8eUEmhnlBRZB5QWOaeUGBpHlBn655Qb24eUHbwnlB+sx5QRjXeUE24XlBVOt5QXL1eUGQ/3lBrgl6Qc0TekHrHXpBCSh6QScyekFFPHpBY0Z6QYJQekGgWnpBvmR6QdxuekH6eHpBGIN6QTaNekFVl3pBc6F6QZGrekGvtXpBzb96QevJekEK1HpBKN56QUboekFk8npBgvx6QaAGe0G+EHtB3Rp7Qfske0EZL3tBNzl7QVVDe0FzTXtBkld7QbBhe0HOa3tB7HV7QQqAe0EointBRpR7QWWee0GDqHtBobJ7Qb+8e0HdxntB+9B7QRrbe0E45XtBVu97QXT5e0GSA3xBsA18Qc4XfEHtIXxBCyx8QSk2fEFHQHxBZUp8QYNUfEGiXnxBwGh8Qd5yfEH8fHxBGod8QTiRfEFWm3xBdaV8QZOvfEGxuXxBz8N8Qe3NfEEL2HxBKuJ8QUjsfEFm9nxBhAB9QaIKfUHAFH1B3h59Qf0ofUEbM31BOT19QVdHfUF1UX1Bk1t9QbJlfUHQb31B7nl9QQyEfUEqjn1BSJh9QWaifUGFrH1Bo7Z9QcHAfUHfyn1B/dR9QRvffUE66X1BWPN9QXb9fUGUB35BshF+QdAbfkHuJX5BDTB+QSs6fkFJRH5BZ05+QYVYfkGjYn5Bwmx+QeB2fkH+gH5BHIt+QTqVfkFYn35Bdql+QZWzfkGzvX5B0cd+Qe/RfkEN3H5BK+Z+QUrwfkFo+n5BhgR/QaQOf0HCGH9B4CJ/Qf4sf0EdN39BO0F/QVlLf0F3VX9BlV9/QbNpf0HSc39B8H1/QQ6If0Eskn9BSpx/QWimf0GGsH9Bpbp/QcPEf0Hhzn9B/9h/QR3jf0E77X9BWvd/QbwAgEHLBYBB2gqAQekPgEH4FIBBBxqAQRYfgEElJIBBNCmAQUQugEFTM4BBYjiAQXE9gEGAQoBBj0eAQZ5MgEGtUYBBvFaAQctbgEHaYIBB6WWAQfhqgEEIcIBBF3WAQSZ6gEE1f4BBRISAQVOJgEFijoBBcZOAQYCYgEGPnYBBnqKAQa2ngEG8rIBBzLGAQdu2gEHqu4BB+cCAQQjGgEEXy4BBJtCAQTXVgEFE2oBBU9+AQWLkgEFx6YBBgO6AQZDzgEGf+IBBrv2AQb0CgUHMB4FB2wyBQeoRgUH5FoFBCByBQRchgUEmJoFBNSuBQUQwgUFUNYFBYzqBQXI/gUGBRIFBkEmBQZ9OgUGuU4FBvViBQcxdgUHbYoFB6meBQflsgUEIcoFBGHeBQSd8gUE2gYFBRYaBQVSLgUFjkIFBcpWBQYGagUGQn4FBn6SBQa6pgUG9roFBzLOBQdy4gUHrvYFB+sKBQQnIgUEYzYFBJ9KBQTbXgUFF3IFBVOGBQWPmgUFy64FBgfCBQZD1gUGg+oFBr/+BQb4EgkHNCYJB3A6CQesTgkH6GIJBCR6CQRgjgkEnKIJBNi2CQUUygkFUN4JBZDyCQXNBgkGCRoJBkUuCQaBQgkGvVYJBvlqCQc1fgkHcZIJB62mCQfpugkEJdIJBGHmCQSh+gkE3g4JBRoiCQVWNgkFkkoJBc5eCQYKcgkGRoYJBoKaCQa+rgkG+sIJBzbWCQdy6gkHsv4JB+8SCQQrKgkEZz4JBKNSCQTfZgkFG3oJBVeOCQWTogkFz7YJBgvKCQZH3gkGg/IJBsAGDQb8Gg0HOC4NB3RCDQewVg0H7GoNBCiCDQRklg0EoKoNBNy+DQUY0g0FVOYNBZD6DQXRDg0GDSINBkk2DQaFSg0GwV4NBv1yDQc5hg0HdZoNB7GuDQftwg0EKdoNBGXuDQSiAg0E4hYNBR4qDQVaPg0FllINBdJmDQYOeg0GSo4NBoaiDQbCtg0G/soNBzreDQd28g0HswYNB/MaDQQvMg0Ea0YNBKdaDQTjbg0FH4INBVuWDQWXqg0F074NBg/SDQZL5g0Gh/oNBsAOEQcAIhEHPDYRB3hKEQe0XhEH8HIRBCyKEQRonhEEpLIRBODGEQUc2hEFWO4RBZUCEQXRFhEGESoRBk0+EQaJUhEGxWYRBwF6EQc9jhEHeaIRB7W2EQfxyhEELeIRBGn2EQSmChEE4h4RBSIyEQVeRhEFmloRBdZuEQYSghEGTpYRBoqqEQbGvhEHAtIRBz7mEQd6+hEHtw4RB/MiEQQzOhEEb04RBKtiEQTndhEFI4oRBV+eEQWbshEF18YRBhPaEQZP7hEGiAIVBsQWFQcAKhUHQD4VB3xSFQe4ZhUH9HoVBDCSFQRsphUEqLoVBOTOFQUg4hUFXPYVBZkKFQXVHhUGETIVBlFGFQaNWhUGyW4VBwWCFQdBlhUHfaoVB7m+FQf10hUEMeoVBG3+FQSqEhUE5iYVBSI6FQViThUFnmIVBdp2FQYWihUGUp4VBo6yFQbKxhUHBtoVB0LuFQd/AhUHuxYVB/cqFQQzQhUEc1YVBK9qFQTrfhUFJ5IVBWOmFQWfuhUF284VBhfiFQZT9hUGjAoZBsgeGQcEMhkHQEYZB4BaGQe8bhkH+IIZBDSaGQRwrhkErMIZBOjWGQUk6hkFYP4ZBZ0SGQXZJhkGFToZBlFOGQaRYhkGzXYZBwmKGQdFnhkHgbIZB73GGQf52hkENfIZBHIGGQSuGhkE6i4ZBSZCGQViVhkFomoZBd5+GQYakhkGVqYZBpK6GQbOzhkHCuIZB0b2GQeDChkHvx4ZB/syGQQ3ShkEc14ZBLNyGQTvhhkFK5oZBWeuGQWjwhkF39YZBhvqGQZX/hkGkBIdBswmHQcIOh0HRE4dB4BiHQfAdh0H/IodBDiiHQR0th0EsModBOzeHQUo8h0FZQYdBaEaHQXdLh0GGUIdBlVWHQaRah0G0X4dBw2SHQdJph0HhbodB8HOHQf94h0EOfodBHYOHQSyIh0E7jYdBSpKHQVmXh0FonIdBeKGHQYemh0GWq4dBpbCHQbS1h0HDuodB0r+HQeHEh0HwyYdB/86HQQ7Uh0Ed2YdBLN6HQTzjh0FL6IdBWu2HQWnyh0F494dBh/yHQZYBiEGlBohBtAuIQcMQiEHSFYhB4RqIQfAfiEEAJYhBDyqIQR4viEEtNIhBPDmIQUs+iEFaQ4hBaUiIQXhNiEGHUohBlleIQaVciEG0YYhBxGaIQdNriEHicIhB8XWIQQB7iEEPgIhBHoWIQS2KiEE8j4hBS5SIQVqZiEFpnohBeKOIQYioiEGXrYhBprKIQbW3iEHEvIhB08GIQeLGiEHxy4hBANGIQQ/WiEEe24hBLeCIQTzliEFM6ohBW++IQWr0iEF5+YhBiP6IQZcDiUGmCIlBtQ2JQcQSiUHTF4lB4hyJQfEhiUEAJ4lBECyJQR8xiUEuNolBPTuJQUxAiUFbRYlBakqJQXlPiUGIVIlBl1mJQaZeiUG1Y4lBxGiJQdRtiUHjcolB8neJQQF9iUEQgolBH4eJQS6MiUE9kYlBTJaJQVubiUFqoIlBeaWJQYiqiUGYr4lBp7SJQba5iUHFvolB1MOJQePIiUHyzYlBAdOJQRDYiUEf3YlBLuKJQT3niUFM7IlBXPGJQWv2iUF6+4lBiQCKQZgFikGnCopBtg+KQcUUikHUGYpB4x6KQfIjikEBKYpBEC6KQSAzikEvOIpBPj2KQU1CikFcR4pBa0yKQXpRikGJVopBmFuKQadgikG2ZYpBxWqKQdRvikHkdIpB83mKQQJ/ikERhIpBIImKQS+OikE+k4pBTZiKQVydikFroopBeqeKQYmsikGYsYpBqLaKQbe7ikHGwIpB1cWKQeTKikHzz4pBAtWKQRHaikEg34pBL+SKQT7pikFN7opBXPOKQWz4ikF7/YpBigKLQZkHi0GoDItBtxGLQcYWi0HVG4tB5CCLQfMli0ECK4tBETCLQSA1i0EwOotBPz+LQU5Ei0FdSYtBbE6LQXtTi0GKWItBmV2LQahii0G3Z4tBxmyLQdVxi0HkdotB9HuLQQOBi0EShotBIYuLQTCQi0E/lYtBTpqLQV2fi0FspItBe6mLQYqui0GZs4tBqLiLQbi9i0HHwotB1seLQeXMi0H00YtBA9eLQRLci0Eh4YtBMOaLQT/ri0FO8ItBXfWLQWz6i0F7/4tBiwSMQZoJjEGpDoxBuBOMQccYjEHWHYxB5SKMQfQnjEEDLYxBEjKMQSE3jEEwPIxBP0GMQU9GjEFeS4xBbVCMQXxVjEGLWoxBml+MQalkjEG4aYxBx26MQdZzjEHleIxB9H2MQQODjEETiIxBIo2MQTGSjEFAl4xBT5yMQV6hjEFtpoxBfKuMQYuwjEGatYxBqbqMQbi/jEHHxIxB18mMQebOjEH104xBBNmMQRPejEEi44xBMeiMQUDtjEFP8oxBXveMQW38jEF8AY1BiwaNQZsLjUGqEI1BuRWNQcgajUHXH41B5iSNQfUpjUEEL41BEzSNQSI5jUExPo1BQEONQU9IjUFfTY1BblKNQX1XjUGMXI1Bm2GNQapmjUG5a41ByHCNQdd1jUHmeo1B9X+NQQSFjUETio1BI4+NQTKUjUFBmY1BUJ6NQV+jjUFuqI1Bfa2NQYyyjUGbt41BqryNQbnBjUHIxo1B18uNQefQjUH21Y1BBduNQRTgjUEj5Y1BMuqNQUHvjUFQ9I1BX/mNQW7+jUF9A45BjAiOQZsNjkGrEo5BuheOQckcjkHYIY5B5yaOQfYrjkEFMY5BFDaOQSM7jkEyQI5BQUWOQVBKjkFfT45Bb1SOQX5ZjkGNXo5BnGOOQatojkG6bY5ByXKOQdh3jkHnfI5B9oGOQQWHjkEUjI5BI5GOQTOWjkFCm45BUaCOQWCljkFvqo5Bfq+OQY20jkGcuY5Bq76OQbrDjkHJyI5B2M2OQefSjkH3145BBt2OQRXijkEk545BM+yOQULxjkFR9o5BYPuOQW8Aj0F+BY9BjQqPQZwPj0GrFI9BuxmPQcoej0HZI49B6CiPQfctj0EGM49BFTiPQSQ9j0EzQo9BQkePQVFMj0FgUY9Bb1aPQX9bj0GOYI9BnWWPQaxqj0G7b49BynSPQdl5j0Hofo9B94OPQQaJj0EVjo9BJJOPQTOYj0FDnY9BUqKPQWGnj0FwrI9Bf7GPQY62j0Gdu49BrMCPQbvFj0HKyo9B2c+PQejUj0H32Y9BB9+PQRbkj0El6Y9BNO6PQUPzj0FS+I9BYf2PQXACkEF/B5BBjgyQQZ0RkEGsFpBBuxuQQcsgkEHaJZBB6SqQQfgvkEEHNZBBFjqQQSU/kEE0RJBBQ0mQQVJOkEFhU5BBcFiQQX9dkEGPYpBBnmeQQa1skEG8cZBBy3aQQdp7kEHpgJBB+IWQQQeLkEEWkJBBJZWQQTSakEFDn5BBU6SQQWKpkEFxrpBBgLOQQY+4kEGevZBBrcKQQbzHkEHLzJBB2tGQQenWkEH425BBB+GQQRfmkEEm65BBNfCQQUT1kEFT+pBBYv+QQXEEkUGACZFBjw6RQZ4TkUGtGJFBvB2RQcsikUHbJ5FB6iyRQfkxkUEIN5FBFzyRQSZBkUE1RpFBREuRQVNQkUFiVZFBcVqRQYBfkUGPZJFBn2mRQa5ukUG9c5FBzHiRQdt9kUHqgpFB+YeRQQiNkUEXkpFBJpeRQTWckUFEoZFBU6aRQWOrkUFysJFBgbWRQZC6kUGfv5FBrsSRQb3JkUHMzpFB29ORQerYkUH53ZFBCOORQRfokUEn7ZFBNvKRQUX3kUFU/JFBYwGSQXIGkkGBC5JBkBCSQZ8VkkGuGpJBvR+SQcwkkkHbKZJB6y6SQfozkkEJOZJBGD6SQSdDkkE2SJJBRU2SQVRSkkFjV5JBclySQYFhkkGQZpJBn2uSQa9wkkG+dZJBzXqSQdx/kkHrhJJB+omSQQmPkkEYlJJBJ5mSQTaekkFFo5JBVKiSQWOtkkFzspJBgreSQZG8kkGgwZJBr8aSQb7LkkHN0JJB3NWSQevakkH635JBCeWSQRjqkkEn75JBN/SSQUb5kkFV/pJBZAOTQXMIk0GCDZNBkRKTQaAXk0GvHJNBviGTQc0mk0HcK5NB6zCTQfs1k0EKO5NBGUCTQShFk0E3SpNBRk+TQVVUk0FkWZNBc16TQYJjk0GRaJNBoG2TQa9yk0G/d5NBznyTQd2Bk0HshpNB+4uTQQqRk0EZlpNBKJuTQTegk0FGpZNBVaqTQWSvk0FztJNBg7mTQZK+k0Ghw5NBsMiTQb/Nk0HO0pNB3deTQezck0H74ZNBCueTQRnsk0Eo8ZNBN/aTQUf7k0FWAJRBZQWUQXQKlEGDD5RBkhSUQaEZlEGwHpRBvyOUQc4olEHdLZRB7DKUQfs3lEELPZRBGkKUQSlHlEE4TJRBR1GUQVZWlEFlW5RBdGCUQYNllEGSapRBoW+UQbB0lEG/eZRBz36UQd6DlEHtiJRB/I2UQQuTlEEamJRBKZ2UQTiilEFHp5RBVqyUQWWxlEF0tpRBg7uUQZPAlEGixZRBscqUQcDPlEHP1JRB3tmUQe3elEH845RBC+mUQRrulEEp85RBOPiUQUf9lEFXApVBZgeVQXUMlUGEEZVBkxaVQaIblUGxIJVBwCWVQc8qlUHeL5VB7TSVQfw5lUELP5VBG0SVQSpJlUE5TpVBSFOVQVdYlUFmXZVBdWKVQYRnlUGTbJVBonGVQbF2lUHAe5VBz4CVQd+FlUHuipVB/Y+VQQyVlUEbmpVBKp+VQTmklUFIqZVBV66VQWazlUF1uJVBhL2VQZPClUGjx5VBssyVQcHRlUHQ1pVB39uVQe7glUH95ZVBDOuVQRvwlUEq9ZVBOfqVQUj/lUFXBJZBZwmWQXYOlkGFE5ZBlBiWQaMdlkGyIpZBwSeWQdAslkHfMZZB7jaWQf07lkEMQZZBG0aWQStLlkE6UJZBSVWWQVhalkFnX5ZBdmSWQYVplkGUbpZBo3OWQbJ4lkHBfZZB0IKWQd+HlkHvjJZB/pGWQQ2XlkEcnJZBK6GWQTqmlkFJq5ZBWLCWQWe1lkF2upZBhb+WQZTElkGjyZZBs86WQcLTlkHR2JZB4N2WQe/ilkH+55ZBDe2WQRzylkEr95ZBOvyWQUkBl0FYBpdBZwuXQXcQl0GGFZdBlRqXQaQfl0GzJJdBwimXQdEul0HgM5dB7ziXQf49l0ENQ5dBHEiXQStNl0E7UpdBSleXQVlcl0FoYZdBd2aXQYZrl0GVcJdBpHWXQbN6l0HCf5dB0YSXQeCJl0HvjpdB/5OXQQ6Zl0EdnpdBLKOXQTuol0FKrZdBWbKXQWi3l0F3vJdBhsGXQZXGl0Gky5dBs9CXQcPVl0HS2pdB4d+XQfDkl0H/6ZdBDu+XQR30l0Es+ZdBO/6XQUoDmEFZCJhBaA2YQXcSmEGHF5hBlhyYQaUhmEG0JphBwyuYQdIwmEHhNZhB8DqYQf8/mEEORZhBHUqYQSxPmEE7VJhBS1mYQVpemEFpY5hBeGiYQYdtmEGWcphBpXeYQbR8mEHDgZhB0oaYQeGLmEHwkJhB/5WYQQ+bmEEeoJhBLaWYQTyqmEFLr5hBWrSYQWm5mEF4vphBh8OYQZbImEGlzZhBtNKYQcPXmEHT3JhB4uGYQfHmmEEA7JhBD/GYQR72mEEt+5hBPACZQUsFmUFaCplBaQ+ZQXgUmUGHGZlBlx6ZQaYjmUG1KJlBxC2ZQdMymUHiN5lB8TyZQQBCmUEPR5lBHkyZQS1RmUE8VplBS1uZQVtgmUFqZZlBeWqZQYhvmUGXdJlBpnmZQbV+mUHEg5lB04iZQeKNmUHxkplBAJiZQQ+dmUEfoplBLqeZQT2smUFMsZlBW7aZQWq7mUF5wJlBiMWZQZfKmUGmz5lBtdSZQcTZmUHT3plB4+OZQfLomUEB7plBEPOZQR/4mUEu/ZlBPQKaQUwHmkFbDJpBahGaQXkWmkGIG5pBlyCaQaclmkG2KppBxS+aQdQ0mkHjOZpB8j6aQQFEmkEQSZpBH06aQS5TmkE9WJpBTF2aQVtimkFrZ5pBemyaQYlxmkGYdppBp3uaQbaAmkHFhZpB1IqaQeOPmkHylJpBAZqaQRCfmkEfpJpBL6maQT6umkFNs5pBXLiaQWu9mkF6wppBiceaQZjMmkGn0ZpBttaaQcXbmkHU4JpB4+WaQfPqmkEC8JpBEfWaQSD6mkEv/5pBPgSbQU0Jm0FcDptBaxObQXoYm0GJHZtBmCKbQacnm0G3LJtBxjGbQdU2m0HkO5tB80CbQQJGm0ERS5tBIFCbQS9Vm0E+WptBTV+bQVxkm0FraZtBe26bQYpzm0GZeJtBqH2bQbeCm0HGh5tB1YybQeSRm0HzlptBApybQRGhm0EgpptBL6ubQT+wm0FOtZtBXbqbQWy/m0F7xJtBismbQZnOm0Go05tBt9ibQcbdm0HV4ptB5OebQfPsm0ED8ptBEvebQSH8m0EwAZxBPwacQU4LnEFdEJxBbBWcQXsanEGKH5xBmSScQagpnEG3LpxBxzOcQdY4nEHlPZxB9EKcQQNInEESTZxBIVKcQTBXnEE/XJxBTmGcQV1mnEFsa5xBe3CcQYt1nEGaepxBqX+cQbiEnEHHiZxB1o6cQeWTnEH0mJxBA56cQRKjnEEhqJxBMK2cQT+ynEFPt5xBXrycQW3BnEF8xpxBi8ucQZrQnEGp1ZxBuNqcQcffnEHW5JxB5emcQfTunEED9JxBE/mcQSL+nEExA51BQAidQU8NnUFeEp1BbRedQXwcnUGLIZ1BmiadQakrnUG4MJ1BxzWdQdc6nUHmP51B9USdQQRKnUETT51BIlSdQTFZnUFAXp1BT2OdQV5onUFtbZ1BfHKdQYt3nUGbfJ1BqoGdQbmGnUHIi51B15CdQeaVnUH1mp1BBKCdQROlnUEiqp1BMa+dQUC0nUFPuZ1BX76dQW7DnUF9yJ1BjM2dQZvSnUGq151BudydQcjhnUHX5p1B5uudQfXwnUEE9p1BE/udQSMAnkEyBZ5BQQqeQVAPnkFfFJ5BbhmeQX0enkGMI55BmyieQaotnkG5Mp5ByDeeQdc8nkHnQZ5B9kaeQQVMnkEUUZ5BI1aeQTJbnkFBYJ5BUGWeQV9qnkFub55BfXSeQYx5nkGbfp5Bq4OeQbqInkHJjZ5B2JKeQeeXnkH2nJ5BBaKeQRSnnkEjrJ5BMrGeQUG2nkFQu55BX8CeQW/FnkF+yp5Bjc+eQZzUnkGr2Z5But6eQcnjnkHY6J5B5+2eQfbynkEF+J5BFP2eQSMCn0EzB59BQgyfQVERn0FgFp9BbxufQX4gn0GNJZ9BnCqfQasvn0G6NJ9ByTmfQdg+n0HnQ59B90ifQQZOn0EVU59BJFifQTNdn0FCYp9BUWefQWBsn0FvcZ9BfnafQY17n0GcgJ9Bq4WfQbuKn0HKj59B2ZSfQeiZn0H3np9BBqSfQRWpn0Ekrp9BM7OfQUK4n0FRvZ9BYMKfQW/Hn0F/zJ9BjtGfQZ3Wn0Gs259Bu+CfQcrln0HZ6p9B6O+fQff0n0EG+p9BFf+fQSQEoEEzCaBBQw6gQVIToEFhGKBBcB2gQX8ioEGOJ6BBnSygQawxoEG7NqBByjugQdlAoEHoRaBB90qgQQdQoEEWVaBBJVqgQTRfoEFDZKBBUmmgQWFuoEFwc6BBf3igQY59oEGdgqBBrIegQbuMoEHLkaBB2pagQemboEH4oKBBB6agQRaroEElsKBBNLWgQUO6oEFSv6BBYcSgQXDJoEF/zqBBj9OgQZ7YoEGt3aBBvOKgQcvnoEHa7KBB6fGgQfj2oEEH/KBBFgGhQSUGoUE0C6FBQxChQVMVoUFiGqFBcR+hQYAkoUGPKaFBni6hQa0zoUG8OKFByz2hQdpCoUHpR6FB+EyhQQdSoUEXV6FBJlyhQTVhoUFEZqFBU2uhQWJwoUFxdaFBgHqhQY9/oUGehKFBrYmhQbyOoUHLk6FB25ihQeqdoUH5oqFBCKihQRetoUEmsqFBNbehQUS8oUFTwaFBYsahQXHLoUGA0KFBj9WhQZ/aoUGu36FBveShQczpoUHb7qFB6vOhQfn4oUEI/qFBFwOiQSYIokE1DaJBRBKiQVMXokFjHKJBciGiQYEmokGQK6JBnzCiQa41okG9OqJBzD+iQdtEokHqSaJB+U6iQQhUokEXWaJBJ16iQTZjokFFaKJBVG2iQWNyokFyd6JBgXyiQZCBokGfhqJBrouiQb2QokHMlaJB25qiQeufokH6pKJBCaqiQRivokEntKJBNrmiQUW+okFUw6JBY8iiQXLNokGB0qJBkNeiQZ/cokGv4aJBvuaiQc3rokHc8KJB6/WiQfr6okEJAKNBGAWjQScKo0E2D6NBRRSjQVQZo0FjHqNBcyOjQYIoo0GRLaNBoDKjQa83o0G+PKNBzUGjQdxGo0HrS6NB+lCjQQlWo0EYW6NBJ2CjQTdlo0FGaqNBVW+jQWR0o0FzeaNBgn6jQZGDo0GgiKNBr42jQb6So0HNl6NB3JyjQeuho0H7pqNBCqyjQRmxo0EotqNBN7ujQUbAo0FVxaNBZMqjQXPPo0GC1KNBkdmjQaDeo0Gv46NBv+ijQc7to0Hd8qNB7PejQfv8o0EKAqRBGQekQSgMpEE3EaRBRhakQVUbpEFkIKRBcyWkQYMqpEGSL6RBoTSkQbA5pEG/PqRBzkOkQd1IpEHsTaRB+1KkQQpYpEEZXaRBKGKkQTdnpEFHbKRBVnGkQWV2pEF0e6RBg4CkQZKFpEGhiqRBsI+kQb+UpEHOmaRB3Z6kQeyjpEH7qKRBC66kQRqzpEEpuKRBOL2kQUfCpEFWx6RBZcykQXTRpEGD1qRBktukQaHgpEGw5aRBv+qkQc/vpEHe9KRB7fmkQfz+pEELBKVBGgmlQSkOpUE4E6VBRxilQVYdpUFlIqVBdCelQYMspUGTMaVBojalQbE7pUHAQKVBz0WlQd5KpUHtT6VB/FSlQQtapUEaX6VBKWSlQThppUFHbqVBV3OlQWZ4pUF1faVBhIKlQZOHpUGijKVBsZGlQcCWpUHPm6VB3qClQe2lpUH8qqVBC7ClQRu1pUEquqVBOb+lQUjEpUFXyaVBZs6lQXXTpUGE2KVBk92lQaLipUGx56VBwOylQc/xpUHf9qVB7vulQf0ApkEMBqZBGwumQSoQpkE5FaZBSBqmQVcfpkFmJKZBdSmmQYQupkGTM6ZBozimQbI9pkHBQqZB0EemQd9MpkHuUaZB/VamQQxcpkEbYaZBKmamQTlrpkFIcKZBV3WmQWd6pkF2f6ZBhYSmQZSJpkGjjqZBspOmQcGYpkHQnaZB36KmQe6npkH9rKZBDLKmQRu3pkErvKZBOsGmQUnGpkFYy6ZBZ9CmQXbVpkGF2qZBlN+mQaPkpkGy6aZBwe6mQdDzpkHf+KZB7/2mQf4Cp0ENCKdBHA2nQSsSp0E6F6dBSRynQVghp0FnJqdBdiunQYUwp0GUNadBozqnQbM/p0HCRKdB0UmnQeBOp0HvU6dB/linQQ1ep0EcY6dBK2inQTptp0FJcqdBWHenQWd8p0F3gadBhoanQZWLp0GkkKdBs5WnQcKap0HRn6dB4KSnQe+pp0H+rqdBDbSnQRy5p0ErvqdBO8OnQUrIp0FZzadBaNKnQXfXp0GG3KdBleGnQaTmp0Gz66dBwvCnQdH1p0Hg+qdB7/+nQf8EqEEOCqhBHQ+oQSwUqEE7GahBSh6oQVkjqEFoKKhBdy2oQYYyqEGVN6hBpDyoQbNBqEHDRqhB0kuoQeFQqEHwVahB/1qoQQ5gqEEdZahBLGqoQTtvqEFKdKhBWXmoQWh+qEF3g6hBh4ioQZaNqEGlkqhBtJeoQcOcqEHSoahB4aaoQfCrqEH/sKhBDraoQR27qEEswKhBO8WoQUvKqEFaz6hBadSoQXjZqEGH3qhBluOoQaXoqEG07ahBw/KoQdL3qEHh/KhB8AGpQf8GqUEPDKlBHhGpQS0WqUE8G6lBSyCpQVolqUFpKqlBeC+pQYc0qUGWOalBpT6pQbRDqUHDSKlB002pQeJSqUHxV6lBAF2pQQ9iqUEeZ6lBLWypQTxxqUFLdqlBWnupQWmAqUF4halBh4qpQZePqUGmlKlBtZmpQcSeqUHTo6lB4qipQfGtqUEAs6lBD7ipQR69qUEtwqlBPMepQUvMqUFb0alBatapQXnbqUGI4KlBl+WpQabqqUG176lBxPSpQdP5qUHi/qlB8QOqQQAJqkEPDqpBHxOqQS4YqkE9HapBTCKqQVsnqkFqLKpBeTGqQYg2qkGXO6pBpkCqQbVFqkHESqpB00+qQeNUqkHyWapBAV+qQRBkqkEfaapBLm6qQT1zqkFMeKpBW32qQWqCqkF5h6pBiIyqQZeRqkGnlqpBtpuqQcWgqkHUpapB46qqQfKvqkEBtapBELqqQR+/qkEuxKpBPcmqQUzOqkFb06pBa9iqQXrdqkGJ4qpBmOeqQafsqkG28apBxfaqQdT7qkHjAKtB8gWrQQELq0EQEKtBHxWrQS8aq0E+H6tBTSSrQVwpq0FrLqtBejOrQYk4q0GYPatBp0KrQbZHq0HFTKtB1FGrQeNWq0HzW6tBAmGrQRFmq0Ega6tBL3CrQT51q0FNeqtBXH+rQWuEq0F6iatBiY6rQZiTq0GnmKtBt52rQcaiq0HVp6tB5KyrQfOxq0ECt6tBEbyrQSDBq0EvxqtBPsurQU3Qq0Fc1atBa9qrQXvfq0GK5KtBmemrQajuq0G386tBxvirQdX9q0HkAqxB8wesQQINrEEREqxBIBesQS8crEE/IaxBTiasQV0rrEFsMKxBezWsQYo6rEGZP6xBqESsQbdJrEHGTqxB1VOsQeRYrEHzXaxBA2OsQRJorEEhbaxBMHKsQT93rEFOfKxBXYGsQWyGrEF7i6xBipCsQZmVrEGomqxBt5+sQcekrEHWqaxB5a6sQfSzrEEDuaxBEr6sQSHDrEEwyKxBP82sQU7SrEFd16xBbNysQXvhrEGL5qxBmuusQanwrEG49axBx/qsQdb/rEHlBK1B9AmtQQMPrUESFK1BIRmtQTAerUE/I61BTyitQV4trUFtMq1BfDetQYs8rUGaQa1BqUatQbhLrUHHUK1B1lWtQeVarUH0X61BA2WtQRNqrUEib61BMXStQUB5rUFPfq1BXoOtQW2IrUF8ja1Bi5KtQZqXrUGpnK1BuKGtQcemrUHXq61B5rCtQfW1rUEEu61BE8CtQSLFrUExyq1BQM+tQU/UrUFe2a1Bbd6tQXzjrUGL6K1Bm+2tQaryrUG5961ByPytQdcBrkHmBq5B9QuuQQQRrkETFq5BIhuuQTEgrkFAJa5BTyquQV8vrkFuNK5BfTmuQYw+rkGbQ65BqkiuQblNrkHIUq5B11euQeZcrkH1Ya5BBGeuQRNsrkEjca5BMnauQUF7rkFQgK5BX4WuQW6KrkF9j65BjJSuQZuZrkGqnq5BuaOuQciorkHXra5B57KuQfa3rkEFva5BFMKuQSPHrkEyzK5BQdGuQVDWrkFf265BbuCuQX3lrkGM6q5Bm++uQav0rkG6+a5Byf6uQdgDr0HnCK9B9g2vQQUTr0EUGK9BIx2vQTIir0FBJ69BUCyvQV8xr0FvNq9BfjuvQY1Ar0GcRa9Bq0qvQbpPr0HJVK9B2FmvQeder0H2Y69BBWmvQRRur0Ejc69BM3ivQUJ9r0FRgq9BYIevQW+Mr0F+ka9BjZavQZybr0GroK9BuqWvQcmqr0HYr69B57SvQfa5r0EGv69BFcSvQSTJr0Ezzq9BQtOvQVHYr0Fg3a9Bb+KvQX7nr0GN7K9BnPGvQav2r0G6+69BygCwQdkFsEHoCrBB9w+wQQYVsEEVGrBBJB+wQTMksEFCKbBBUS6wQWAzsEFvOLBBfj2wQY5CsEGdR7BBrEywQbtRsEHKVrBB2VuwQehgsEH3ZbBBBmuwQRVwsEEkdbBBM3qwQUJ/sEFShLBBYYmwQXCOsEF/k7BBjpiwQZ2dsEGsorBBu6ewQcqssEHZsbBB6LawQfe7sEEGwbBBFsawQSXLsEE00LBBQ9WwQVLasEFh37BBcOSwQX/psEGO7rBBnfOwQaz4sEG7/bBBygKxQdoHsUHpDLFB+BGxQQcXsUEWHLFBJSGxQTQmsUFDK7FBUjCxQWE1sUFwOrFBfz+xQY5EsUGeSbFBrU6xQbxTsUHLWLFB2l2xQelisUH4Z7FBB22xQRZysUEld7FBNHyxQUOBsUFShrFBYouxQXGQsUGAlbFBj5qxQZ6fsUGtpLFBvKmxQcuusUHas7FB6bixQfi9sUEHw7FBFsixQSbNsUE10rFBRNexQVPcsUFi4bFBceaxQYDrsUGP8LFBnvWxQa36sUG8/7FBywSyQdoJskHqDrJB+ROyQQgZskEXHrJBJiOyQTUoskFELbJBUzKyQWI3skFxPLJBgEGyQY9GskGeS7JBrlCyQb1VskHMWrJB21+yQepkskH5abJBCG+yQRd0skEmebJBNX6yQUSDskFTiLJBYo2yQXKSskGBl7JBkJyyQZ+hskGuprJBvauyQcywskHbtbJB6rqyQfm/skEIxbJBF8qyQSbPskE21LJBRdmyQVTeskFj47JBcuiyQYHtskGQ8rJBn/eyQa78skG9AbNBzAazQdsLs0HqELNB+hWzQQkbs0EYILNBJyWzQTYqs0FFL7NBVDSzQWM5s0FyPrNBgUOzQZBIs0GfTbNBrlKzQb5Xs0HNXLNB3GGzQetms0H6a7NBCXGzQRh2s0Ene7NBNoCzQUWFs0FUirNBY4+zQXKUs0GCmbNBkZ6zQaCjs0GvqLNBvq2zQc2ys0Hct7NB67yzQfrBs0EJx7NBGMyzQSfRs0E21rNBRtuzQVXgs0Fk5bNBc+qzQYLvs0GR9LNBoPmzQa/+s0G+A7RBzQi0QdwNtEHrErRB+he0QQodtEEZIrRBKCe0QTcstEFGMbRBVTa0QWQ7tEFzQLRBgkW0QZFKtEGgT7RBr1S0Qb5ZtEHOXrRB3WO0QexotEH7bbRBCnO0QRl4tEEofbRBN4K0QUaHtEFVjLRBZJG0QXOWtEGCm7RBkqC0QaGltEGwqrRBv6+0Qc60tEHdubRB7L60QfvDtEEKybRBGc60QSjTtEE32LRBRt20QVbitEFl57RBdOy0QYPxtEGS9rRBofu0QbAAtUG/BbVBzgq1Qd0PtUHsFLVB+xm1QQoftUEaJLVBKSm1QTgutUFHM7VBVji1QWU9tUF0QrVBg0e1QZJMtUGhUbVBsFa1Qb9btUHOYLVB3mW1Qe1qtUH8b7VBC3W1QRp6tUEpf7VBOIS1QUeJtUFWjrVBZZO1QXSYtUGDnbVBkqK1QaKntUGxrLVBwLG1Qc+2tUHeu7VB7cC1QfzFtUELy7VBGtC1QSnVtUE42rVBR9+1QVbktUFm6bVBde61QYTztUGT+LVBov21QbECtkHAB7ZBzwy2Qd4RtkHtFrZB/Bu2QQshtkEaJrZBKiu2QTkwtkFINbZBVzq2QWY/tkF1RLZBhEm2QZNOtkGiU7ZBsVi2QcBdtkHPYrZB3me2Qe5stkH9cbZBDHe2QRt8tkEqgbZBOYa2QUiLtkFXkLZBZpW2QXWatkGEn7ZBk6S2QaKptkGyrrZBwbO2QdC4tkHfvbZB7sK2Qf3HtkEMzbZBG9K2QSrXtkE53LZBSOG2QVfmtkFm67ZBdvC2QYX1tkGU+rZBo/+2QbIEt0HBCbdB0A63Qd8Tt0HuGLdB/R23QQwjt0EbKLdBKi23QToyt0FJN7dBWDy3QWdBt0F2RrdBhUu3QZRQt0GjVbdBslq3QcFft0HQZLdB32m3Qe5ut0H+c7dBDXm3QRx+t0Erg7dBOoi3QUmNt0FYkrdBZ5e3QXact0GFobdBlKa3QaOrt0GysLdBwrW3QdG6t0Hgv7dB78S3Qf7Jt0ENz7dBHNS3QSvZt0E63rdBSeO3QVjot0Fn7bdBdvK3QYb3t0GV/LdBpAG4QbMGuEHCC7hB0RC4QeAVuEHvGrhB/h+4QQ0luEEcKrhBKy+4QTo0uEFKObhBWT64QWhDuEF3SLhBhk24QZVSuEGkV7hBs1y4QcJhuEHRZrhB4Gu4Qe9wuEH+dbhBDnu4QR2AuEEshbhBO4q4QUqPuEFZlLhBaJm4QXeeuEGGo7hBlai4QaStuEGzsrhBwre4QdK8uEHhwbhB8Ma4Qf/LuEEO0bhBHda4QSzbuEE74LhBSuW4QVnquEFo77hBd/S4QYb5uEGW/rhBpQO5QbQIuUHDDblB0hK5QeEXuUHwHLlB/yG5QQ4nuUEdLLlBLDG5QTs2uUFKO7lBWkC5QWlFuUF4SrlBh0+5QZZUuUGlWblBtF65QcNjuUHSaLlB4W25QfByuUH/d7lBDn25QR6CuUEth7lBPIy5QUuRuUFalrlBaZu5QXiguUGHpblBlqq5QaWvuUG0tLlBw7m5QdK+uUHiw7lB8ci5QQDOuUEP07lBHti5QS3duUE84rlBS+e5QVrsuUFp8blBePa5QYf7uUGWALpBpgW6QbUKukHED7pB0xS6QeIZukHxHrpBACS6QQ8pukEeLrpBLTO6QTw4ukFLPbpBWkK6QWpHukF5TLpBiFG6QZdWukGmW7pBtWC6QcRlukHTarpB4m+6QfF0ukEAerpBD3+6QR6EukEuibpBPY66QUyTukFbmLpBap26QXmiukGIp7pBl6y6QaaxukG1trpBxLu6QdPAukHixbpB8sq6QQHQukEQ1bpBH9q6QS7fukE95LpBTOm6QVvuukFq87pBefi6QYj9ukGXArtBpge7QbYMu0HFEbtB1Ba7QeMbu0HyILtBASa7QRAru0EfMLtBLjW7QT06u0FMP7tBW0S7QWpJu0F6TrtBiVO7QZhYu0GnXbtBtmK7QcVnu0HUbLtB43G7QfJ2u0EBfLtBEIG7QR+Gu0Eui7tBPpC7QU2Vu0FcmrtBa5+7QXqku0GJqbtBmK67Qaezu0G2uLtBxb27QdTCu0Hjx7tB8sy7QQLSu0ER17tBINy7QS/hu0E+5rtBTeu7QVzwu0Fr9btBevq7QYn/u0GYBLxBpwm8QbYOvEHGE7xB1Ri8QeQdvEHzIrxBAii8QREtvEEgMrxBLze8QT48vEFNQbxBXEa8QWtLvEF6ULxBilW8QZlavEGoX7xBt2S8QcZpvEHVbrxB5HO8QfN4vEECfrxBEYO8QSCIvEEvjbxBPpK8QU6XvEFdnLxBbKG8QXumvEGKq7xBmbC8Qai1vEG3urxBxr+8QdXEvEHkybxB8868QQLUvEES2bxBId68QTDjvEE/6LxBTu28QV3yvEFs97xBe/y8QYoBvUGZBr1BqAu9QbcQvUHGFb1B1hq9QeUfvUH0JL1BAyq9QRIvvUEhNL1BMDm9QT8+vUFOQ71BXUi9QWxNvUF7Ur1Bile9QZpcvUGpYb1BuGa9QcdrvUHWcL1B5XW9QfR6vUEDgL1BEoW9QSGKvUEwj71BP5S9QU6ZvUFenr1BbaO9QXyovUGLrb1BmrK9Qam3vUG4vL1Bx8G9QdbGvUHly71B9NC9QQPWvUES271BIuC9QTHlvUFA6r1BT++9QV70vUFt+b1BfP69QYsDvkGaCL5BqQ2+QbgSvkHHF75B1hy+QeYhvkH1Jr5BBCy+QRMxvkEiNr5BMTu+QUBAvkFPRb5BXkq+QW1PvkF8VL5Bi1m+QZpevkGqY75BuWi+QchtvkHXcr5B5ne+QfV8vkEEgr5BE4e+QSKMvkExkb5BQJa+QU+bvkFeoL5BbqW+QX2qvkGMr75Bm7S+Qaq5vkG5vr5ByMO+QdfIvkHmzb5B9dK+QQTYvkET3b5BIuK+QTLnvkFB7L5BUPG+QV/2vkFu+75BfQC/QYwFv0GbCr9Bqg+/QbkUv0HIGb9B1x6/QeYjv0H2KL9BBS6/QRQzv0EjOL9BMj2/QUFCv0FQR79BX0y/QW5Rv0F9Vr9BjFu/QZtgv0GqZb9Bumq/Qclvv0HYdL9B53m/QfZ+v0EFhL9BFIm/QSOOv0Eyk79BQZi/QVCdv0Ffor9Bbqe/QX6sv0GNsb9BnLa/Qau7v0G6wL9BycW/QdjKv0Hnz79B9tS/QQXav0EU379BI+S/QTLpv0FC7r9BUfO/QWD4v0Fv/b9BfgLAQY0HwEGcDMBBqxHAQboWwEHJG8BB2CDAQeclwEH2KsBBBjDAQRU1wEEkOsBBMz/AQUJEwEFRScBBYE7AQW9TwEF+WMBBjV3AQZxiwEGrZ8BBumzAQcpxwEHZdsBB6HvAQfeAwEEGhsBBFYvAQSSQwEEzlcBBQprAQVGfwEFgpMBBb6nAQX6uwEGOs8BBnbjAQay9wEG7wsBBysfAQdnMwEHo0cBB99bAQQbcwEEV4cBBJObAQTPrwEFC8MBBUvXAQWH6wEFw/8BBfwTBQY4JwUGdDsFBrBPBQbsYwUHKHcFB2SLBQegnwUH3LMFBBjLBQRY3wUElPMFBNEHBQUNGwUFSS8FBYVDBQXBVwUF/WsFBjl/BQZ1kwUGsacFBu27BQcpzwUHaeMFB6X3BQfiCwUEHiMFBFo3BQSWSwUE0l8FBQ5zBQVKhwUFhpsFBcKvBQX+wwUGOtcFBnrrBQa2/wUG8xMFBy8nBQdrOwUHp08FB+NjBQQfewUEW48FBJejBQTTtwUFD8sFBUvfBQWL8wUFxAcJBgAbCQY8LwkGeEMJBrRXCQbwawkHLH8JB2iTCQekpwkH4LsJBBzTCQRY5wkEmPsJBNUPCQURIwkFTTcJBYlLCQXFXwkGAXMJBj2HCQZ5mwkGta8JBvHDCQct1wkHaesJB6n/CQfmEwkEIisJBF4/CQSaUwkE1mcJBRJ7CQVOjwkFiqMJBca3CQYCywkGPt8JBnrzCQa7BwkG9xsJBzMvCQdvQwkHq1cJB+drCQQjgwkEX5cJBJurCQTXvwkFE9MJBU/nCQWL+wkFyA8NBgQjDQZANw0GfEsNBrhfDQb0cw0HMIcNB2ybDQeorw0H5MMNBCDbDQRc7w0EmQMNBNkXDQUVKw0FUT8NBY1TDQXJZw0GBXsNBkGPDQZ9ow0GubcNBvXLDQcx3w0HbfMNB6oHDQfqGw0EJjMNBGJHDQSeWw0E2m8NBRaDDQVSlw0FjqsNBcq/DQYG0w0GQucNBn77DQa7Dw0G+yMNBzc3DQdzSw0Hr18NB+tzDQQniw0EY58NBJ+zDQTbxw0FF9sNBVPvDQWMAxEFyBcRBggrEQZEPxEGgFMRBrxnEQb4exEHNI8RB3CjEQestxEH6MsRBCTjEQRg9xEEnQsRBNkfEQUZMxEFVUcRBZFbEQXNbxEGCYMRBkWXEQaBqxEGvb8RBvnTEQc15xEHcfsRB64PEQfqIxEEKjsRBGZPEQSiYxEE3ncRBRqLEQVWnxEFkrMRBc7HEQYK2xEGRu8RBoMDEQa/FxEG+ysRBzs/EQd3UxEHs2cRB+97EQQrkxEEZ6cRBKO7EQTfzxEFG+MRBVf3EQWQCxUFzB8VBggzFQZIRxUGhFsVBsBvFQb8gxUHOJcVB3SrFQewvxUH7NMVBCjrFQRk/xUEoRMVBN0nFQUZOxUFWU8VBZVjFQXRdxUGDYsVBkmfFQaFsxUGwccVBv3bFQc57xUHdgMVB7IXFQfuKxUEKkMVBGpXFQSmaxUE4n8VBR6TFQVapxUFlrsVBdLPFQYO4xUGSvcVBocLFQbDHxUG/zMVBztHFQd7WxUHt28VB/ODFQQvmxUEa68VBKfDFQTj1xUFH+sVBVv/FQWUExkF0CcZBgw7GQZITxkGiGMZBsR3GQcAixkHPJ8ZB3izGQe0xxkH8NsZBCzzGQRpBxkEpRsZBOEvGQUdQxkFWVcZBZlrGQXVfxkGEZMZBk2nGQaJuxkGxc8ZBwH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}\n", - "\n", - " /**\n", - " * Handle when a new output is added\n", - " */\n", - " function handleAddOutput(event, handle) {\n", - " var output_area = handle.output_area;\n", - " var output = handle.output;\n", - "\n", - " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", - " if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n", - " return\n", - " }\n", - "\n", - " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", - "\n", - " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", - " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", - " // store reference to embed id on output_area\n", - " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", - " }\n", - " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", - " var bk_div = document.createElement(\"div\");\n", - " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", - " var script_attrs = bk_div.children[0].attributes;\n", - " for (var i = 0; i < script_attrs.length; i++) {\n", - " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", - " }\n", - " // store reference to server id on output_area\n", - " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", - " }\n", - " }\n", - "\n", - " function register_renderer(events, OutputArea) {\n", - "\n", - " function append_mime(data, metadata, element) {\n", - " // create a DOM node to render to\n", - " var toinsert = this.create_output_subarea(\n", - " metadata,\n", - " CLASS_NAME,\n", - " EXEC_MIME_TYPE\n", - " );\n", - " this.keyboard_manager.register_events(toinsert);\n", - " // Render to node\n", - " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", - " render(props, toinsert[toinsert.length - 1]);\n", - " element.append(toinsert);\n", - " return toinsert\n", - " }\n", - "\n", - " /* Handle when an output is cleared or removed */\n", - " events.on('clear_output.CodeCell', handleClearOutput);\n", - " events.on('delete.Cell', handleClearOutput);\n", - "\n", - " /* Handle when a new output is added */\n", - " events.on('output_added.OutputArea', handleAddOutput);\n", - "\n", - " /**\n", - " * Register the mime type and append_mime function with output_area\n", - " */\n", - " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", - " /* Is output safe? */\n", - " safe: true,\n", - " /* Index of renderer in `output_area.display_order` */\n", - " index: 0\n", - " });\n", - " }\n", - "\n", - " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", - " if (root.Jupyter !== undefined) {\n", - " var events = require('base/js/events');\n", - " var OutputArea = require('notebook/js/outputarea').OutputArea;\n", - "\n", - " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", - " register_renderer(events, OutputArea);\n", - " }\n", - " }\n", - "\n", - " \n", - " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", - " root._bokeh_timeout = Date.now() + 5000;\n", - " root._bokeh_failed_load = false;\n", - " }\n", - "\n", - " var NB_LOAD_WARNING = {'data': {'text/html':\n", - " \"
\\n\"+\n", - " \"

\\n\"+\n", - " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", - " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", - " \"

\\n\"+\n", - " \"
    \\n\"+\n", - " \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n", - " \"
  • use INLINE resources instead, as so:
    • \\n\"+\n", - " \"
\\n\"+\n", - " \"\\n\"+\n", - " \"from bokeh.resources import INLINE\\n\"+\n", - " \"output_notebook(resources=INLINE)\\n\"+\n", - " \"\\n\"+\n", - " \"
\"}};\n", - "\n", - " function display_loaded() {\n", - " var el = document.getElementById(\"1001\");\n", - " if (el != null) {\n", - " el.textContent = \"BokehJS is loading...\";\n", - " }\n", - " if (root.Bokeh !== undefined) {\n", - " if (el != null) {\n", - " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", - " }\n", - " } else if (Date.now() < root._bokeh_timeout) {\n", - " setTimeout(display_loaded, 100)\n", - " }\n", - " }\n", - "\n", - "\n", - " function run_callbacks() {\n", - " try {\n", - " root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n", - " }\n", - " finally {\n", - " delete root._bokeh_onload_callbacks\n", - " }\n", - " console.info(\"Bokeh: all callbacks have finished\");\n", - " }\n", - "\n", - " function load_libs(js_urls, callback) {\n", - " root._bokeh_onload_callbacks.push(callback);\n", - " if (root._bokeh_is_loading > 0) {\n", - " console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", - " return null;\n", - " }\n", - " if (js_urls == null || js_urls.length === 0) {\n", - " run_callbacks();\n", - " return null;\n", - " }\n", - " console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", - " root._bokeh_is_loading = js_urls.length;\n", - " for (var i = 0; i < js_urls.length; i++) {\n", - " var url = js_urls[i];\n", - " var s = document.createElement('script');\n", - " s.src = url;\n", - " s.async = false;\n", - " s.onreadystatechange = s.onload = function() {\n", - " root._bokeh_is_loading--;\n", - " if (root._bokeh_is_loading === 0) {\n", - " console.log(\"Bokeh: all BokehJS libraries loaded\");\n", - " run_callbacks()\n", - " }\n", - " };\n", - " s.onerror = function() {\n", - " console.warn(\"failed to load library \" + url);\n", - " };\n", - " console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", - " document.getElementsByTagName(\"head\")[0].appendChild(s);\n", - " }\n", - " };var element = document.getElementById(\"1001\");\n", - " if (element == null) {\n", - " console.log(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n", - " return false;\n", - " }\n", - "\n", - " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.0.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.0.0.min.js\"];\n", - "\n", - " var inline_js = [\n", - " function(Bokeh) {\n", - " Bokeh.set_log_level(\"info\");\n", - " },\n", - " \n", - " function(Bokeh) {\n", - " \n", - " },\n", - " function(Bokeh) {\n", - " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-1.0.0.min.css\");\n", - " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-1.0.0.min.css\");\n", - " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.0.min.css\");\n", - " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.0.min.css\");\n", - " console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.0.min.css\");\n", - " Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.0.min.css\");\n", - " }\n", - " ];\n", - "\n", - " function run_inline_js() {\n", - " \n", - " if ((root.Bokeh !== undefined) || (force === true)) {\n", - " for (var i = 0; i < inline_js.length; i++) {\n", - " inline_js[i].call(root, root.Bokeh);\n", - " }if (force === true) {\n", - " display_loaded();\n", - " }} else if (Date.now() < root._bokeh_timeout) {\n", - " setTimeout(run_inline_js, 100);\n", - " } else if (!root._bokeh_failed_load) {\n", - " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", - " root._bokeh_failed_load = true;\n", - " } else if (force !== true) {\n", - " var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n", - " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", - " }\n", - "\n", - " }\n", - "\n", - " if (root._bokeh_is_loading === 0) {\n", - " console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", - " run_inline_js();\n", - " } else {\n", - " load_libs(js_urls, function() {\n", - " console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n", - " run_inline_js();\n", - " });\n", - " }\n", - "}(window));" - ], - "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1001\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n }\n finally {\n delete root._bokeh_onload_callbacks\n }\n console.info(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(js_urls, callback) {\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = js_urls.length;\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var s = document.createElement('script');\n s.src = url;\n s.async = false;\n s.onreadystatechange = s.onload = function() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.log(\"Bokeh: all BokehJS libraries loaded\");\n run_callbacks()\n }\n };\n s.onerror = function() {\n console.warn(\"failed to load library \" + url);\n };\n console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.getElementsByTagName(\"head\")[0].appendChild(s);\n }\n };var element = document.getElementById(\"1001\");\n if (element == null) {\n console.log(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n return false;\n }\n\n var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.0.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.0.0.min.js\"];\n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n \n function(Bokeh) {\n \n },\n function(Bokeh) {\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-1.0.0.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-1.0.0.min.css\");\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.0.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.0.min.css\");\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.0.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.0.min.css\");\n }\n ];\n\n function run_inline_js() {\n \n if ((root.Bokeh !== undefined) || (force === true)) {\n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(js_urls, function() {\n console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" + "application/javascript": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof (root._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n var JS_MIME_TYPE = 'application/javascript';\n var HTML_MIME_TYPE = 'text/html';\n var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n var CLASS_NAME = 'output_bokeh rendered_html';\n\n /**\n * Render data to the DOM node\n */\n function render(props, node) {\n var script = document.createElement(\"script\");\n node.appendChild(script);\n }\n\n /**\n * Handle when an output is cleared or removed\n */\n function handleClearOutput(event, handle) {\n var cell = handle.cell;\n\n var id = cell.output_area._bokeh_element_id;\n var server_id = cell.output_area._bokeh_server_id;\n // Clean up Bokeh references\n if (id != null && id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n\n if (server_id !== undefined) {\n // Clean up Bokeh references\n var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n cell.notebook.kernel.execute(cmd, {\n iopub: {\n output: function(msg) {\n var id = msg.content.text.trim();\n if (id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n }\n }\n });\n // Destroy server and session\n var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n cell.notebook.kernel.execute(cmd);\n }\n }\n\n /**\n * Handle when a new output is added\n */\n function handleAddOutput(event, handle) {\n var output_area = handle.output_area;\n var output = handle.output;\n\n // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n return\n }\n\n var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n // store reference to embed id on output_area\n output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n }\n if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n var bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n var script_attrs = bk_div.children[0].attributes;\n for (var i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n }\n\n function register_renderer(events, OutputArea) {\n\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n var toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[toinsert.length - 1]);\n element.append(toinsert);\n return toinsert\n }\n\n /* Handle when an output is cleared or removed */\n events.on('clear_output.CodeCell', handleClearOutput);\n events.on('delete.Cell', handleClearOutput);\n\n /* Handle when a new output is added */\n events.on('output_added.OutputArea', handleAddOutput);\n\n /**\n * Register the mime type and append_mime function with output_area\n */\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n /* Is output safe? */\n safe: true,\n /* Index of renderer in `output_area.display_order` */\n index: 0\n });\n }\n\n // register the mime type if in Jupyter Notebook environment and previously unregistered\n if (root.Jupyter !== undefined) {\n var events = require('base/js/events');\n var OutputArea = require('notebook/js/outputarea').OutputArea;\n\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n }\n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1001\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n }\n finally {\n delete root._bokeh_onload_callbacks\n }\n console.info(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(js_urls, callback) {\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = js_urls.length;\n for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var s = document.createElement('script');\n s.src = url;\n s.async = false;\n s.onreadystatechange = s.onload = function() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.log(\"Bokeh: all BokehJS libraries loaded\");\n run_callbacks()\n }\n };\n s.onerror = function() {\n console.warn(\"failed to load library \" + url);\n };\n console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.getElementsByTagName(\"head\")[0].appendChild(s);\n }\n };var element = document.getElementById(\"1001\");\n if (element == null) {\n console.log(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n return false;\n }\n\n var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.0.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.0.0.min.js\"];\n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n \n function(Bokeh) {\n \n },\n function(Bokeh) {\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-1.0.0.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-1.0.0.min.css\");\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.0.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.0.min.css\");\n console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.0.min.css\");\n Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.0.min.css\");\n }\n ];\n\n function run_inline_js() {\n \n if ((root.Bokeh !== undefined) || (force === true)) {\n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(js_urls, function() {\n console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));", + "application/vnd.bokehjs_load.v0+json": "" }, "metadata": {}, "output_type": "display_data" @@ -317,7 +48,7 @@ "from sedkit import sed, spectrum, synphot, catalog\n", "import astropy.units as q\n", "import numpy as np\n", - "from pkg_resources import resource_filename\n", + "import importlib.resources\n", "from bokeh.io import output_notebook, show\n", "output_notebook()" ] @@ -363,7 +94,7 @@ ], "source": [ "# Read in the data\n", - "cat.from_file(resource_filename('sedkit', 'data/coords.txt'))" + "cat.from_file(str(importlib.resources.files('sedkit')/ 'data/coords.txt'))" ] }, { diff --git a/sedkit/notebooks/create_catalog.ipynb b/sedkit/notebooks/create_catalog.ipynb index 2c82464d..cc561721 100644 --- a/sedkit/notebooks/create_catalog.ipynb +++ b/sedkit/notebooks/create_catalog.ipynb @@ -29,305 +29,8 @@ }, { "data": { - "application/javascript": [ - "\n", - "(function(root) {\n", - " function now() {\n", - " return new Date();\n", - " }\n", - "\n", - " var force = true;\n", - "\n", - " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", - " root._bokeh_onload_callbacks = [];\n", - " root._bokeh_is_loading = undefined;\n", - " }\n", - "\n", - " var JS_MIME_TYPE = 'application/javascript';\n", - " var HTML_MIME_TYPE = 'text/html';\n", - " var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", - " var CLASS_NAME = 'output_bokeh rendered_html';\n", - "\n", - " /**\n", - " * Render data to the DOM node\n", - " */\n", - " function render(props, node) {\n", - " var script = document.createElement(\"script\");\n", - " node.appendChild(script);\n", - " }\n", - "\n", - " /**\n", - " * Handle when an output is cleared or removed\n", - " */\n", - " function handleClearOutput(event, handle) {\n", - " var cell = handle.cell;\n", - "\n", - " var id = cell.output_area._bokeh_element_id;\n", - " var server_id = cell.output_area._bokeh_server_id;\n", - " // Clean up Bokeh references\n", - " if (id != null && id in Bokeh.index) {\n", - " Bokeh.index[id].model.document.clear();\n", - " delete Bokeh.index[id];\n", - " }\n", - "\n", - " if (server_id !== undefined) {\n", - " // Clean up Bokeh references\n", - " var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", - " cell.notebook.kernel.execute(cmd, {\n", - " iopub: {\n", - " output: function(msg) {\n", - " var id = msg.content.text.trim();\n", - " if (id in Bokeh.index) {\n", - " Bokeh.index[id].model.document.clear();\n", - " delete Bokeh.index[id];\n", - " }\n", - " }\n", - " }\n", - " });\n", - " // Destroy server and session\n", - " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", - " cell.notebook.kernel.execute(cmd);\n", - " }\n", - " }\n", - "\n", - " /**\n", - " * Handle when a new output is added\n", - " */\n", - " function handleAddOutput(event, handle) {\n", - " var output_area = handle.output_area;\n", - " var output = handle.output;\n", - "\n", - " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", - " if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n", - " return\n", - " }\n", - "\n", - " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", - "\n", - " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", - " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", - " // store reference to embed id on output_area\n", - " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", - " }\n", - " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", - " var bk_div = document.createElement(\"div\");\n", - " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", - " var script_attrs = bk_div.children[0].attributes;\n", - " for (var i = 0; i < script_attrs.length; i++) {\n", - " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", - " toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n", - " }\n", - " // store reference to server id on output_area\n", - " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", - " }\n", - " }\n", - "\n", - " function register_renderer(events, OutputArea) {\n", - "\n", - " function append_mime(data, metadata, element) {\n", - " // create a DOM node to render to\n", - " var toinsert = this.create_output_subarea(\n", - " metadata,\n", - " CLASS_NAME,\n", - " EXEC_MIME_TYPE\n", - " );\n", - " this.keyboard_manager.register_events(toinsert);\n", - " // Render to node\n", - " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", - " render(props, toinsert[toinsert.length - 1]);\n", - " element.append(toinsert);\n", - " return toinsert\n", - " }\n", - "\n", - " /* Handle when an output is cleared or removed */\n", - " events.on('clear_output.CodeCell', handleClearOutput);\n", - " events.on('delete.Cell', handleClearOutput);\n", - "\n", - " /* Handle when a new output is added */\n", - " events.on('output_added.OutputArea', handleAddOutput);\n", - "\n", - " /**\n", - " * Register the mime type and append_mime function with output_area\n", - " */\n", - " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", - " /* Is output safe? */\n", - " safe: true,\n", - " /* Index of renderer in `output_area.display_order` */\n", - " index: 0\n", - " });\n", - " }\n", - "\n", - " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", - " if (root.Jupyter !== undefined) {\n", - " var events = require('base/js/events');\n", - " var OutputArea = require('notebook/js/outputarea').OutputArea;\n", - "\n", - " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", - " register_renderer(events, OutputArea);\n", - " }\n", - " }\n", - "\n", - " \n", - " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", - " root._bokeh_timeout = Date.now() + 5000;\n", - " root._bokeh_failed_load = false;\n", - " }\n", - "\n", - " var NB_LOAD_WARNING = {'data': {'text/html':\n", - " \"
\\n\"+\n", - " \"

\\n\"+\n", - " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", - " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", - " \"

\\n\"+\n", - " \"
    \\n\"+\n", - " \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n", - " \"
  • use INLINE resources instead, as so:
    • \\n\"+\n", - " \"
\\n\"+\n", - " \"\\n\"+\n", - " \"from bokeh.resources import INLINE\\n\"+\n", - " \"output_notebook(resources=INLINE)\\n\"+\n", - " \"\\n\"+\n", - " \"
\"}};\n", - "\n", - " function display_loaded() {\n", - " var el = document.getElementById(\"1002\");\n", - " if (el != null) {\n", - " el.textContent = \"BokehJS is loading...\";\n", - " }\n", - " if (root.Bokeh !== undefined) {\n", - " if (el != null) {\n", - " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", - " }\n", - " } else if (Date.now() < root._bokeh_timeout) {\n", - " setTimeout(display_loaded, 100)\n", - " }\n", - " }\n", - "\n", - "\n", - " function run_callbacks() {\n", - " try {\n", - " root._bokeh_onload_callbacks.forEach(function(callback) {\n", - " if (callback != null)\n", - " callback();\n", - " });\n", - " } finally {\n", - " delete root._bokeh_onload_callbacks\n", - " }\n", - " console.debug(\"Bokeh: all callbacks have finished\");\n", - " }\n", - "\n", - " function load_libs(css_urls, js_urls, callback) {\n", - " if (css_urls == null) css_urls = [];\n", - " if (js_urls == null) js_urls = [];\n", - "\n", - " root._bokeh_onload_callbacks.push(callback);\n", - " if (root._bokeh_is_loading > 0) {\n", - " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", - " return null;\n", - " }\n", - " if (js_urls == null || js_urls.length === 0) {\n", - " run_callbacks();\n", - " return null;\n", - " }\n", - " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", - " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", - "\n", - " function on_load() {\n", - " root._bokeh_is_loading--;\n", - " if (root._bokeh_is_loading === 0) {\n", - " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", - " run_callbacks()\n", - " }\n", - " }\n", - "\n", - " function on_error(url) {\n", - " console.error(\"failed to load \" + url);\n", - " }\n", - "\n", - " for (let i = 0; i < css_urls.length; i++) {\n", - " const url = css_urls[i];\n", - " const element = document.createElement(\"link\");\n", - " element.onload = on_load;\n", - " element.onerror = on_error.bind(null, url);\n", - " element.rel = \"stylesheet\";\n", - " element.type = \"text/css\";\n", - " element.href = url;\n", - " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", - " document.body.appendChild(element);\n", - " }\n", - "\n", - " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.0.min.js\": \"HjagQp6T0/7bxYTAXbLotF1MLAGWmhkY5siA1Gc/pcEgvgRPtMsRn0gQtMwGKiw1\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.0.min.js\": \"ZEPPTjL+mdyqgIq+/pl9KTwzji8Kow2NnI3zWY8+sFinWP/SYJ80BnfeJsa45iYj\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.0.min.js\": \"exLqv2ACDRIaV7ZK1iL8aGzGYQvKVuT3U2CT7FsQREBxRah6JrkVCoFy0koY1YqV\"};\n", - "\n", - " for (let i = 0; i < js_urls.length; i++) {\n", - " const url = js_urls[i];\n", - " const element = document.createElement('script');\n", - " element.onload = on_load;\n", - " element.onerror = on_error.bind(null, url);\n", - " element.async = false;\n", - " element.src = url;\n", - " if (url in hashes) {\n", - " element.crossOrigin = \"anonymous\";\n", - " element.integrity = \"sha384-\" + hashes[url];\n", - " }\n", - " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", - " document.head.appendChild(element);\n", - " }\n", - " };\n", - "\n", - " function inject_raw_css(css) {\n", - " const element = document.createElement(\"style\");\n", - " element.appendChild(document.createTextNode(css));\n", - " document.body.appendChild(element);\n", - " }\n", - "\n", - " \n", - " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.0.min.js\"];\n", - " var css_urls = [];\n", - " \n", - "\n", - " var inline_js = [\n", - " function(Bokeh) {\n", - " Bokeh.set_log_level(\"info\");\n", - " },\n", - " function(Bokeh) {\n", - " \n", - " \n", - " }\n", - " ];\n", - "\n", - " function run_inline_js() {\n", - " \n", - " if (root.Bokeh !== undefined || force === true) {\n", - " \n", - " for (var i = 0; i < inline_js.length; i++) {\n", - " inline_js[i].call(root, root.Bokeh);\n", - " }\n", - " if (force === true) {\n", - " display_loaded();\n", - " }} else if (Date.now() < root._bokeh_timeout) {\n", - " setTimeout(run_inline_js, 100);\n", - " } else if (!root._bokeh_failed_load) {\n", - " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", - " root._bokeh_failed_load = true;\n", - " } else if (force !== true) {\n", - " var cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n", - " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", - " }\n", - "\n", - " }\n", - "\n", - " if (root._bokeh_is_loading === 0) {\n", - " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", - " run_inline_js();\n", - " } else {\n", - " load_libs(css_urls, js_urls, function() {\n", - " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", - " run_inline_js();\n", - " });\n", - " }\n", - "}(window));" - ], - "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1002\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.0.min.js\": \"HjagQp6T0/7bxYTAXbLotF1MLAGWmhkY5siA1Gc/pcEgvgRPtMsRn0gQtMwGKiw1\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.0.min.js\": \"ZEPPTjL+mdyqgIq+/pl9KTwzji8Kow2NnI3zWY8+sFinWP/SYJ80BnfeJsa45iYj\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.0.min.js\": \"exLqv2ACDRIaV7ZK1iL8aGzGYQvKVuT3U2CT7FsQREBxRah6JrkVCoFy0koY1YqV\"};\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.0.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" + "application/javascript": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n var JS_MIME_TYPE = 'application/javascript';\n var HTML_MIME_TYPE = 'text/html';\n var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n var CLASS_NAME = 'output_bokeh rendered_html';\n\n /**\n * Render data to the DOM node\n */\n function render(props, node) {\n var script = document.createElement(\"script\");\n node.appendChild(script);\n }\n\n /**\n * Handle when an output is cleared or removed\n */\n function handleClearOutput(event, handle) {\n var cell = handle.cell;\n\n var id = cell.output_area._bokeh_element_id;\n var server_id = cell.output_area._bokeh_server_id;\n // Clean up Bokeh references\n if (id != null && id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n\n if (server_id !== undefined) {\n // Clean up Bokeh references\n var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n cell.notebook.kernel.execute(cmd, {\n iopub: {\n output: function(msg) {\n var id = msg.content.text.trim();\n if (id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n }\n }\n });\n // Destroy server and session\n var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n cell.notebook.kernel.execute(cmd);\n }\n }\n\n /**\n * Handle when a new output is added\n */\n function handleAddOutput(event, handle) {\n var output_area = handle.output_area;\n var output = handle.output;\n\n // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n return\n }\n\n var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n // store reference to embed id on output_area\n output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n }\n if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n var bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n var script_attrs = bk_div.children[0].attributes;\n for (var i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n }\n\n function register_renderer(events, OutputArea) {\n\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n var toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[toinsert.length - 1]);\n element.append(toinsert);\n return toinsert\n }\n\n /* Handle when an output is cleared or removed */\n events.on('clear_output.CodeCell', handleClearOutput);\n events.on('delete.Cell', handleClearOutput);\n\n /* Handle when a new output is added */\n events.on('output_added.OutputArea', handleAddOutput);\n\n /**\n * Register the mime type and append_mime function with output_area\n */\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n /* Is output safe? */\n safe: true,\n /* Index of renderer in `output_area.display_order` */\n index: 0\n });\n }\n\n // register the mime type if in Jupyter Notebook environment and previously unregistered\n if (root.Jupyter !== undefined) {\n var events = require('base/js/events');\n var OutputArea = require('notebook/js/outputarea').OutputArea;\n\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n }\n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1002\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.0.min.js\": \"HjagQp6T0/7bxYTAXbLotF1MLAGWmhkY5siA1Gc/pcEgvgRPtMsRn0gQtMwGKiw1\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.0.min.js\": \"ZEPPTjL+mdyqgIq+/pl9KTwzji8Kow2NnI3zWY8+sFinWP/SYJ80BnfeJsa45iYj\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.0.min.js\": \"exLqv2ACDRIaV7ZK1iL8aGzGYQvKVuT3U2CT7FsQREBxRah6JrkVCoFy0koY1YqV\"};\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.0.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));", + "application/vnd.bokehjs_load.v0+json": "" }, "metadata": {}, "output_type": "display_data" @@ -338,7 +41,7 @@ "from sedkit import SED, Catalog\n", "import astropy.units as q\n", "import numpy as np\n", - "from pkg_resources import resource_filename\n", + "import importlib.resources\n", "from bokeh.io import output_notebook, show\n", "output_notebook()" ] @@ -404,7 +107,7 @@ "for n in range(10):\n", " plx = np.random.normal(loc=114, scale=10)*q.mas, abs(np.random.normal(loc=0.2, scale=0.2))*q.mas\n", " s = SED(parallax=plx, spectral_type='L3.5', name='2MASS J00361617+1821104 {}'.format(n), verbose=False)\n", - " s.add_photometry_file(resource_filename('sedkit', 'data/L3_photometry.txt'))\n", + " s.add_photometry_file(str(importlib.resources.files('sedkit')/ 'data/L3_photometry.txt'))\n", " s.logg = np.random.normal(loc=4, scale=1), 0.1\n", " cat.add_SED(s)" ] @@ -497,34 +200,7 @@ }, { "data": { - "application/javascript": [ - "(function(root) {\n", - " function embed_document(root) {\n", - " \n", - " var docs_json = {\"25299142-7803-498a-889e-62e27975aace\":{\"defs\":[{\"extends\":null,\"module\":null,\"name\":\"DataModel\",\"overrides\":[],\"properties\":[]}],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"8669\"}],\"center\":[{\"id\":\"8672\"},{\"id\":\"8676\"},{\"id\":\"8733\"}],\"height\":500,\"left\":[{\"id\":\"8673\"}],\"renderers\":[{\"id\":\"8693\"},{\"id\":\"8698\"},{\"id\":\"8703\"},{\"id\":\"8708\"},{\"id\":\"8713\"},{\"id\":\"8737\"}],\"title\":{\"id\":\"8659\"},\"toolbar\":{\"id\":\"8683\"},\"width\":800,\"x_range\":{\"id\":\"8661\"},\"x_scale\":{\"id\":\"8665\"},\"y_range\":{\"id\":\"8663\"},\"y_scale\":{\"id\":\"8667\"}},\"id\":\"8658\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"source\":{\"id\":\"8710\"}},\"id\":\"8714\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"8730\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"8663\",\"type\":\"DataRange1d\"},{\"attributes\":{\"axis_label\":\"Teff 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NgwkO6oMJDweDCQ8cgw0POYMND1KDDQ9vgw0PhIMRD6GDEQ++gxEP14MRD/CDFQwJhxUMJocVDD+HFQxYhxkMcYcZDI6HGQyrhxkMwIcdDN2HHQz2hx0NE4cdDSiHIQ1FhyENXochDXuHIQ2UhyUNrYclDcqHJQ3jhyUN/IcpDhWHKQ4yhykOS4cpDmSHLQ6Bhy0OmoctDreHLQ7MhzEO6YcxDwKHMQ8fhzEPNIc1D1GHNQ9uhzUPh4c1D6CHOQ+5hzkP1oc5D++HOQwIiz0MIYs9DD6LPQxbiz0McItBDI2LQQymi0EMw4tBDNiLRQz1i0UNDotFDSuLRQ1Ei0kNXYtJDXqLSQ2Ti0kNrItNDcWLTQ3ii00N+4tNDhSLUQ4xi1EOSotRDmeLUQ58i1UOmYtVDrKLVQ7Pi1UO5ItZDwGLWQ8ei1kPN4tZD1CLXQ9pi10PhotdD5+LXQ+4i2EP0YthD+6LYQwLj2EMII9lDD2PZQxWj2UMc49lDIiPaQylj2kMwo9pDNuPaQz0j20NDY9tDSqPbQ1Dj20NXI9xDXWPcQ2Sj3ENr49xDcSPdQ3hj3UN+o91DhePdQ4sj3kOSY95DmKPeQ5/j3kOmI99DrGPfQ7Oj30O5499DwCPgQ8Zj4EPNo+BD0+PgQ9oj4UPhY+FD56PhQ+7j4UP0I+JD+2PiQwGk4kMI5OJDDiTjQxVk40McpONDIuTjQykk5EMvZORDNqTkQzzk5ENDJOVDSWTlQ1Ck5UNX5OVDXSTmQ2Rk5kNqpOZDceTmQ3ck50N+ZOdDhKTnQ4vk50OSJOhDmGToQ5+k6EOl5OhDrCTpQ7Jk6UO5pOlDv+TpQ8Yk6kPNZOpD06TqQ9rk6kPgJOtD52TrQ+2k60P05OtD+iTsQwFl7EMIpexDDuXsQxUl7UMbZe1DIqXtQyjl7UMvJe5DNmXuQzyl7kND5e5DSSXvQ1Bl70NWpe9DXeXvQ2Ml8ENqZfBDcaXwQ3fl8EN+JfFDhGXxQ4ul8UOR5fFDmCXyQ55l8kOlpfJDrOXyQ7Il80O5ZfNDv6XzQ8bl80PMJfRD02X0Q9ml9EPg5fRD5yX1Q+1l9UP0pfVD+uX1QwEm9kMHZvZDDqb2QxTm9kMbJvdDImb3Qyim90Mv5vdDNSb4Qzxm+ENCpvhDSeb4Q08m+UNWZvlDXab5Q2Pm+UNqJvpDcGb6Q3em+kN95vpDhCb7Q4pm+0ORpvtDmOb7Q54m/EOlZvxDq6b8Q7Lm/EO4Jv1Dv2b9Q8Wm/UPM5v1D0yb+Q9lm/kPgpv5D5ub+Q+0m/0PzZv9D+qb/QwDn/0OEEwBEhzMARIpTAESNcwBEkZMARJSzAESX0wBEmvMARJ4TAUShMwFEpFMBRKhzAUSrkwFErrMBRLHTAUS18wFEuBMCRLszAkS/UwJEwnMCRMWTAkTIswJEzNMCRM/zAkTSEwNE1TMDRNlTA0TccwNE35MDROOzA0Tm0wNE6fMDROwTBETwMwRE81MERPZzBET6kwRE/bMERADUBEQD9AREBxQFRAo0BUQNVAVEEHQFRBSUBUQXtAVEGtQFRB70BUQhFAZEJDQGRCdUBkQrdAZELpQGRDG0BkQ11AZEOPQGRDsUB0Q+NAdEQlQHREV0B0RIlAdETLQHRE/UB0RS9AdEVRQIRFk0CERcVAhEX3QIRGKUCERmtAhEadQIRGz0CERwFAlEczQJRHZUCUR5dAlEfZQJRIC0CUSD1AlEh/QJRIoUCkSNNApEkFQKRJR0CkSXlApEmrQKRJ3UCkSh9ApEpBQLRKc0C0SrVAtErnQLRLGUC0S0tAtEuNQLRLv0C0S+FAxEwjQMRMVUDETIdAxEy5QMRM+0DETS1AxE1fQMRNgUDUTcNA1E31QNROJ0DUTmlA1E6bQNROzUDUTv9A1E8xQORPY0DkT5VA5E/XQORACVDkQDtQ5EBtUORAr1DkQNFQ9EEDUPRBNVD0QXdQ9EGpUPRB21D0Qh1Q9EJPUPRCcVEEQqNRBELlUQRDF1EEQ0lRBEOLUQRDvVEEQ+9RBEQRURREU1EURIVRFES3URRE+VEURStRFEVdURRFj1EURcFRJEXzUSRGJVEkRldRJEaZUSRGy1EkRv1RJEc/USRHYVE0R5NRNEfFUTRIB1E0SDlRNEhrUTRIrVE0SN9RNEkBUURJM1FESXVRREmnUURJ2VFESgtRREpNUURKf1FESqFRVErjUVRLFVFUS0dRVEt5UVRLu1FUS+1RVEwfUVRMUVFkTINRZEy1UWRM51FkTSlRZE1bUWRNjVFkTb9RZE3xUXROI1F0TlVRdE6XUXROyVF0TvtRdE8tUXRPb1F0T5FRhE/DUYRABWGEQDdhhEBpYYRAm2GEQN1hhEEPYYRBMWGUQWNhlEGlYZRB12GUQglhlEJLYZRCfWGUQq9hlELRYaRDE2GkQ0VhpEN3YaRDuWGkQ+thpEQdYaRET2GkRIFhtESzYbRE5WG0RRdhtEVZYbRFi2G0Rb1htEX/YbRGIWHERlNhxEaFYcRGx2HERvlhxEcrYcRHbWHER59hxEfBYdRH82HUSDVh1EhnYdRImWHUSNth1EkNYdRJP2HUSWFh5EmjYeRJ1WHkSgdh5Eo5YeRKe2HkSq1h5ErfYeRLEWH0S0Nh9Et1YfRLp2H0S+lh9EwbYfRMTWH0TI9h9EyxYgRM42IETRViBE1XYgRNiWIETbtiBE3tYgROL2IETlFiFE6DYhROxWIUTvdiFE8pYhRPW2IUT51iFE/PYhRP8WIkQDNyJEBlciRAl3IkQMlyJEELciRBPXIkQW9yJEGRcjRB03I0QgVyNEI3cjRCeXI0QqtyNELdcjRDD3I0Q0FyRENzckRDpXJEQ+dyREQZckRES3JERH1yRES/ckRE4XJURRNyVEVFclRFh3JURblyVEXrclRGLXJURl9yVEaBcmRGs3JkRvVyZEcncmRHWXJkR5tyZEfNcmRH/3JkSCFydEhjcnRIlXJ0SMdydEkJcnRJO3J0SW1ydEmfcnRJ0XKESgNyhEo1coRKZ3KESqlyhErbcoRLDXKES09yhEtxcpRLo3KUS9VylEwXcpRMSXKUTHtylEy9cpRM73KUTRFypE1DcqRNhXKkTbdypE3pcqROG3KkTl1ypE6PcqROsXK0TvNytE8lcrRPV3K0T4lytE/LcrRP/XK0QC+CtEBhgsRAk4LEQMWCxED3gsRBOYLEQWuCxEGdgsRBz4LEQgGC1EIzgtRCZYLUQqeC1ELZgtRDC4LUQz2C1EN/gtRDoYLkQ9OC5EQVguRER4LkRHmC5ESrguRE7YLkRR+C5EVBgvRFc4L0RbWC9EXngvRGGYL0RluC9EaNgvRGv4L0RuGDBEcjgwRHVYMER4eDBEfJgwRH+4MESC2DBEhfgwRIkYMUSMODFEj1gxRJN4MUSWmDFEmbgxRJzYMUSg+DFEoxgyRKY4MkSpWDJErXgyRLCYMkSzuDJEt9gyRLr4MkS9GDNEwDgzRMRYM0THeDNEypgzRM64M0TR2DNE1PgzRNcYNETbODRE3lg0ROF4NETkmDRE6Lg0ROvYNETu+DRE8hg1RPU4NUT4WDVE+3g1RP+YNUQCuTVEBdk1RAn5NUQMGTZEDzk2RBJZNkQWeTZEGZk2RBy5NkQf2TZEI/k2RCYZN0QpOTdELVk3RDB5N0QzmTdENrk3RDrZN0Q9+TdEQBk4REQ5OERHWThESnk4RE2ZOERRuThEVNk4RFf5OERaGTlEXjk5RGFZOURkeTlEaJk5RGu5OURu2TlEcfk5RHUZOkR4OTpEe1k6RH95OkSCmTpEhbk6RIjZOkSM+TpEjxk7RJI5O0SWWTtEmXk7RJyZO0SfuTtEo9k7RKb5O0SpGTxErDk8RLBZPESzeTxEtpk8RLq5PES92TxEwPk8RMMZPUTHOT1Eylk9RM15PUTRmT1E1Lk9RNfZPUTa+T1E3hk+ROE5PkTkWT5E53k+ROuZPkTuuT5E8dk+RPX5PkT4GT9E+zk/RP5ZP0QCej9EBZo/RAi6P0QM2j9ED/o/RBIaQEQVOkBEGVpARBx6QEQfmkBEIrpARCbaQEQp+kBELBpBRDA6QUQzWkFENnpBRDmaQUQ9ukFEQNpBREP6QURHGkJESjpCRE1aQkRQekJEVJpCRFe6QkRa2kJEXfpCRGEaQ0RkOkNEZ1pDRGt6Q0RumkNEcbpDRHTaQ0R4+kNEexpERH46RESCWkREhXpERIiaRESLukREj9pERJL6RESVGkVEmDpFRJxaRUSfekVEoppFRKa6RUSp2kVErPpFRK8aRkSzOkZEtlpGRLl6RkS9mkZEwLpGRMPaRkTG+kZEyhpHRM06R0TQWkdE1HpHRNeaR0TaukdE3dpHROH6R0TkGkhE5zpIROpaSETuekhE8ZpIRPS6SET42khE+/pIRP4aSUQBO0lEBVtJRAh7SUQLm0lED7tJRBLbSUQV+0lEGBtKRBw7SkQfW0pEIntKRCWbSkQpu0pELNtKRC/7SkQzG0tENjtLRDlbS0Q8e0tEQJtLREO7S0RG20tESvtLRE0bTERQO0xEU1tMRFd7TERam0xEXbtMRGDbTERk+0xEZxtNRGo7TURuW01EcXtNRHSbTUR3u01Ee9tNRH77TUSBG05EhTtORIhbTkSLe05EjptORJK7TkSV205EmPtORJsbT0SfO09EoltPRKV7T0Spm09ErLtPRK/bT0Sy+09EthtQRLk7UES8W1BEwHtQRMObUETGu1BEydtQRM37UETQG1FE0ztRRNdbUUTae1FE3ZtRROC7UUTk21FE5/tRROobUkTtO1JE8VtSRPR7UkT3m1JE+7tSRP7bUkQB/FJEBBxTRAg8U0QLXFNEDnxTRBKcU0QVvFNEGNxTRBv8U0QfHFREIjxURCVcVEQofFRELJxURC+8VEQy3FRENvxURDkcVUQ8PFVEP1xVREN8VURGnFVESbxVRE3cVURQ/FVEUxxWRFY8VkRaXFZEXXxWRGCcVkRjvFZEZ9xWRGr8VkRtHFdEcTxXRHRcV0R3fFdEepxXRH68V0SB3FdEhPxXRIgcWESLPFhEjlxYRJF8WESVnFhEmLxYRJvcWESe/FhEohxZRKU8WUSoXFlErHxZRK+cWUSyvFlEtdxZRLn8WUS8HFpEvzxaRMNcWkTGfFpEyZxaRMy8WkTQ3FpE0/xaRNYcW0TaPFtE3VxbROB8W0TjnFtE57xbROrcW0Tt/FtE8BxcRPQ8XET3XFxE+nxcRP6cXEQBvVxEBN1cRAf9XEQLHV1EDj1dRBFdXUQVfV1EGJ1dRBu9XUQe3V1EIv1dRCUdXkQoPV5EK11eRC99XkQynV5ENb1eRDndXkQ8/V5EPx1fREI9X0RGXV9ESX1fREydX0RQvV9EU91fRFb9X0RZHWBEXT1gRGBdYERjfWBEZp1gRGq9YERt3WBEcP1gRHQdYUR3PWFEel1hRH19YUSBnWFEhL1hRIfdYUSL/WFEjh1iRJE9YkSUXWJEmH1iRJudYkSevWJEod1iRKX9YkSoHWNEqz1jRK9dY0SyfWNEtZ1jRLi9Y0S83WNEv/1jRMIdZETGPWREyV1kRMx9ZETPnWRE071kRNbdZETZ/WRE3R1lROA9ZUTjXWVE5n1lROqdZUTtvWVE8N1lRPP9ZUT3HWZE+j1mRP1dZkQBfmZEBJ5mRAe+ZkQK3mZEDv5mRBEeZ0QUPmdEGF5nRBt+Z0QenmdEIb5nRCXeZ0Qo/mdEKx5oRC4+aEQyXmhENX5oRDieaEQ8vmhEP95oREL+aERFHmlEST5pRExeaURPfmlEU55pRFa+aURZ3mlEXP5pRGAeakRjPmpEZl5qRGl+akRtnmpEcL5qRHPeakR3/mpEeh5rRH0+a0SAXmtEhH5rRIeea0SKvmtEjt5rRJH+a0SUHmxElz5sRJtebESefmxEoZ5sRKS+bESo3mxEq/5sRK4ebUSyPm1EtV5tRLh+bUS7nm1Ev75tRMLebUTF/m1EyR5uRMw+bkTPXm5E0n5uRNaebkTZvm5E3N5uRN/+bkTjHm9E5j5vROleb0Ttfm9E8J5vRPO+b0T23m9E+v5vRP0ecEQAP3BEBF9wRAd/cEQKn3BEDb9wRBHfcEQU/3BEFx9xRBs/cUQeX3FEIX9xRCSfcUQov3FEK99xRC7/cUQxH3JENT9yRDhfckQ7f3JEP59yREK/ckRF33JESP9yREwfc0RPP3NEUl9zRFZ/c0RZn3NEXL9zRF/fc0Rj/3NEZh90RGk/dERsX3REcH90RHOfdER2v3REet90RH3/dESAH3VEgz91RIdfdUSKf3VEjZ91RJG/dUSU33VEl/91RJofdkSeP3ZEoV92RKR/dkSnn3ZEq792RK7fdkSx/3ZEtR93RLg/d0S7X3dEvn93RMKfd0TFv3dEyN93RMz/d0TPH3hE0j94RNVfeETZf3hE3J94RN+/eETi33hE5v94ROkfeUTsP3lE8F95RPN/eUT2n3lE+b95RP3feUQAAHpE\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2004]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2004]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2004]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2004]},\"y\":{\"__ndarray__\":\"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Application\",\"version\":\"2.3.0\"}};\n var render_items = [{\"docid\":\"89c5cb5f-ad63-4433-9531-840aaf3e0585\",\"root_ids\":[\"7713\"],\"roots\":{\"7713\":\"db179442-5eef-449a-b3ab-2471faf71af9\"}}];\n root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n\n }\n if (root.Bokeh !== undefined) {\n embed_document(root);\n } else {\n var attempts = 0;\n var timer = setInterval(function(root) {\n if (root.Bokeh !== undefined) {\n clearInterval(timer);\n embed_document(root);\n } else {\n attempts++;\n if (attempts > 100) {\n clearInterval(timer);\n console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n }\n }\n }, 10, root)\n }\n})(window);", "application/vnd.bokehjs_exec.v0+json": "" }, "metadata": { diff --git a/sedkit/notebooks/create_sed.ipynb b/sedkit/notebooks/create_sed.ipynb index e0cc60fa..e708beb1 100644 --- a/sedkit/notebooks/create_sed.ipynb +++ b/sedkit/notebooks/create_sed.ipynb @@ -35,305 +35,8 @@ }, { "data": { - "application/javascript": [ - "\n", - "(function(root) {\n", - " function now() {\n", - " return new Date();\n", - " }\n", - "\n", - " var force = true;\n", - "\n", - " if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n", - " root._bokeh_onload_callbacks = [];\n", - " root._bokeh_is_loading = undefined;\n", - " }\n", - "\n", - " var JS_MIME_TYPE = 'application/javascript';\n", - " var HTML_MIME_TYPE = 'text/html';\n", - " var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n", - " var CLASS_NAME = 'output_bokeh rendered_html';\n", - "\n", - " /**\n", - " * Render data to the DOM node\n", - " */\n", - " function render(props, node) {\n", - " var script = document.createElement(\"script\");\n", - " node.appendChild(script);\n", - " }\n", - "\n", - " /**\n", - " * Handle when an output is cleared or removed\n", - " */\n", - " function handleClearOutput(event, handle) {\n", - " var cell = handle.cell;\n", - "\n", - " var id = cell.output_area._bokeh_element_id;\n", - " var server_id = cell.output_area._bokeh_server_id;\n", - " // Clean up Bokeh references\n", - " if (id != null && id in Bokeh.index) {\n", - " Bokeh.index[id].model.document.clear();\n", - " delete Bokeh.index[id];\n", - " }\n", - "\n", - " if (server_id !== undefined) {\n", - " // Clean up Bokeh references\n", - " var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n", - " cell.notebook.kernel.execute(cmd, {\n", - " iopub: {\n", - " output: function(msg) {\n", - " var id = msg.content.text.trim();\n", - " if (id in Bokeh.index) {\n", - " Bokeh.index[id].model.document.clear();\n", - " delete Bokeh.index[id];\n", - " }\n", - " }\n", - " }\n", - " });\n", - " // Destroy server and session\n", - " var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n", - " cell.notebook.kernel.execute(cmd);\n", - " }\n", - " }\n", - "\n", - " /**\n", - " * Handle when a new output is added\n", - " */\n", - " function handleAddOutput(event, handle) {\n", - " var output_area = handle.output_area;\n", - " var output = handle.output;\n", - "\n", - " // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n", - " if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n", - " return\n", - " }\n", - "\n", - " var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n", - "\n", - " if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n", - " toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n", - " // store reference to embed id on output_area\n", - " output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n", - " }\n", - " if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n", - " var bk_div = document.createElement(\"div\");\n", - " bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n", - " var script_attrs = bk_div.children[0].attributes;\n", - " for (var i = 0; i < script_attrs.length; i++) {\n", - " toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n", - " toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n", - " }\n", - " // store reference to server id on output_area\n", - " output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n", - " }\n", - " }\n", - "\n", - " function register_renderer(events, OutputArea) {\n", - "\n", - " function append_mime(data, metadata, element) {\n", - " // create a DOM node to render to\n", - " var toinsert = this.create_output_subarea(\n", - " metadata,\n", - " CLASS_NAME,\n", - " EXEC_MIME_TYPE\n", - " );\n", - " this.keyboard_manager.register_events(toinsert);\n", - " // Render to node\n", - " var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n", - " render(props, toinsert[toinsert.length - 1]);\n", - " element.append(toinsert);\n", - " return toinsert\n", - " }\n", - "\n", - " /* Handle when an output is cleared or removed */\n", - " events.on('clear_output.CodeCell', handleClearOutput);\n", - " events.on('delete.Cell', handleClearOutput);\n", - "\n", - " /* Handle when a new output is added */\n", - " events.on('output_added.OutputArea', handleAddOutput);\n", - "\n", - " /**\n", - " * Register the mime type and append_mime function with output_area\n", - " */\n", - " OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n", - " /* Is output safe? */\n", - " safe: true,\n", - " /* Index of renderer in `output_area.display_order` */\n", - " index: 0\n", - " });\n", - " }\n", - "\n", - " // register the mime type if in Jupyter Notebook environment and previously unregistered\n", - " if (root.Jupyter !== undefined) {\n", - " var events = require('base/js/events');\n", - " var OutputArea = require('notebook/js/outputarea').OutputArea;\n", - "\n", - " if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n", - " register_renderer(events, OutputArea);\n", - " }\n", - " }\n", - "\n", - " \n", - " if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n", - " root._bokeh_timeout = Date.now() + 5000;\n", - " root._bokeh_failed_load = false;\n", - " }\n", - "\n", - " var NB_LOAD_WARNING = {'data': {'text/html':\n", - " \"
\\n\"+\n", - " \"

\\n\"+\n", - " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", - " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", - " \"

\\n\"+\n", - " \"
    \\n\"+\n", - " \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n", - " \"
  • use INLINE resources instead, as so:
    • \\n\"+\n", - " \"
\\n\"+\n", - " \"\\n\"+\n", - " \"from bokeh.resources import INLINE\\n\"+\n", - " \"output_notebook(resources=INLINE)\\n\"+\n", - " \"\\n\"+\n", - " \"
\"}};\n", - "\n", - " function display_loaded() {\n", - " var el = document.getElementById(\"1002\");\n", - " if (el != null) {\n", - " el.textContent = \"BokehJS is loading...\";\n", - " }\n", - " if (root.Bokeh !== undefined) {\n", - " if (el != null) {\n", - " el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n", - " }\n", - " } else if (Date.now() < root._bokeh_timeout) {\n", - " setTimeout(display_loaded, 100)\n", - " }\n", - " }\n", - "\n", - "\n", - " function run_callbacks() {\n", - " try {\n", - " root._bokeh_onload_callbacks.forEach(function(callback) {\n", - " if (callback != null)\n", - " callback();\n", - " });\n", - " } finally {\n", - " delete root._bokeh_onload_callbacks\n", - " }\n", - " console.debug(\"Bokeh: all callbacks have finished\");\n", - " }\n", - "\n", - " function load_libs(css_urls, js_urls, callback) {\n", - " if (css_urls == null) css_urls = [];\n", - " if (js_urls == null) js_urls = [];\n", - "\n", - " root._bokeh_onload_callbacks.push(callback);\n", - " if (root._bokeh_is_loading > 0) {\n", - " console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n", - " return null;\n", - " }\n", - " if (js_urls == null || js_urls.length === 0) {\n", - " run_callbacks();\n", - " return null;\n", - " }\n", - " console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n", - " root._bokeh_is_loading = css_urls.length + js_urls.length;\n", - "\n", - " function on_load() {\n", - " root._bokeh_is_loading--;\n", - " if (root._bokeh_is_loading === 0) {\n", - " console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n", - " run_callbacks()\n", - " }\n", - " }\n", - "\n", - " function on_error(url) {\n", - " console.error(\"failed to load \" + url);\n", - " }\n", - "\n", - " for (let i = 0; i < css_urls.length; i++) {\n", - " const url = css_urls[i];\n", - " const element = document.createElement(\"link\");\n", - " element.onload = on_load;\n", - " element.onerror = on_error.bind(null, url);\n", - " element.rel = \"stylesheet\";\n", - " element.type = \"text/css\";\n", - " element.href = url;\n", - " console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n", - " document.body.appendChild(element);\n", - " }\n", - "\n", - " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.0.min.js\": \"HjagQp6T0/7bxYTAXbLotF1MLAGWmhkY5siA1Gc/pcEgvgRPtMsRn0gQtMwGKiw1\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.0.min.js\": \"ZEPPTjL+mdyqgIq+/pl9KTwzji8Kow2NnI3zWY8+sFinWP/SYJ80BnfeJsa45iYj\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.0.min.js\": \"exLqv2ACDRIaV7ZK1iL8aGzGYQvKVuT3U2CT7FsQREBxRah6JrkVCoFy0koY1YqV\"};\n", - "\n", - " for (let i = 0; i < js_urls.length; i++) {\n", - " const url = js_urls[i];\n", - " const element = document.createElement('script');\n", - " element.onload = on_load;\n", - " element.onerror = on_error.bind(null, url);\n", - " element.async = false;\n", - " element.src = url;\n", - " if (url in hashes) {\n", - " element.crossOrigin = \"anonymous\";\n", - " element.integrity = \"sha384-\" + hashes[url];\n", - " }\n", - " console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n", - " document.head.appendChild(element);\n", - " }\n", - " };\n", - "\n", - " function inject_raw_css(css) {\n", - " const element = document.createElement(\"style\");\n", - " element.appendChild(document.createTextNode(css));\n", - " document.body.appendChild(element);\n", - " }\n", - "\n", - " \n", - " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.0.min.js\"];\n", - " var css_urls = [];\n", - " \n", - "\n", - " var inline_js = [\n", - " function(Bokeh) {\n", - " Bokeh.set_log_level(\"info\");\n", - " },\n", - " function(Bokeh) {\n", - " \n", - " \n", - " }\n", - " ];\n", - "\n", - " function run_inline_js() {\n", - " \n", - " if (root.Bokeh !== undefined || force === true) {\n", - " \n", - " for (var i = 0; i < inline_js.length; i++) {\n", - " inline_js[i].call(root, root.Bokeh);\n", - " }\n", - " if (force === true) {\n", - " display_loaded();\n", - " }} else if (Date.now() < root._bokeh_timeout) {\n", - " setTimeout(run_inline_js, 100);\n", - " } else if (!root._bokeh_failed_load) {\n", - " console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n", - " root._bokeh_failed_load = true;\n", - " } else if (force !== true) {\n", - " var cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n", - " cell.output_area.append_execute_result(NB_LOAD_WARNING)\n", - " }\n", - "\n", - " }\n", - "\n", - " if (root._bokeh_is_loading === 0) {\n", - " console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n", - " run_inline_js();\n", - " } else {\n", - " load_libs(css_urls, js_urls, function() {\n", - " console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n", - " run_inline_js();\n", - " });\n", - " }\n", - "}(window));" - ], - "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1002\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.0.min.js\": \"HjagQp6T0/7bxYTAXbLotF1MLAGWmhkY5siA1Gc/pcEgvgRPtMsRn0gQtMwGKiw1\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.0.min.js\": \"ZEPPTjL+mdyqgIq+/pl9KTwzji8Kow2NnI3zWY8+sFinWP/SYJ80BnfeJsa45iYj\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.0.min.js\": \"exLqv2ACDRIaV7ZK1iL8aGzGYQvKVuT3U2CT7FsQREBxRah6JrkVCoFy0koY1YqV\"};\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.0.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));" + "application/javascript": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n var JS_MIME_TYPE = 'application/javascript';\n var HTML_MIME_TYPE = 'text/html';\n var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n var CLASS_NAME = 'output_bokeh rendered_html';\n\n /**\n * Render data to the DOM node\n */\n function render(props, node) {\n var script = document.createElement(\"script\");\n node.appendChild(script);\n }\n\n /**\n * Handle when an output is cleared or removed\n */\n function handleClearOutput(event, handle) {\n var cell = handle.cell;\n\n var id = cell.output_area._bokeh_element_id;\n var server_id = cell.output_area._bokeh_server_id;\n // Clean up Bokeh references\n if (id != null && id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n\n if (server_id !== undefined) {\n // Clean up Bokeh references\n var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n cell.notebook.kernel.execute(cmd, {\n iopub: {\n output: function(msg) {\n var id = msg.content.text.trim();\n if (id in Bokeh.index) {\n Bokeh.index[id].model.document.clear();\n delete Bokeh.index[id];\n }\n }\n }\n });\n // Destroy server and session\n var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n cell.notebook.kernel.execute(cmd);\n }\n }\n\n /**\n * Handle when a new output is added\n */\n function handleAddOutput(event, handle) {\n var output_area = handle.output_area;\n var output = handle.output;\n\n // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n return\n }\n\n var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n\n if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n // store reference to embed id on output_area\n output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n }\n if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n var bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n var script_attrs = bk_div.children[0].attributes;\n for (var i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n }\n\n function register_renderer(events, OutputArea) {\n\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n var toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[toinsert.length - 1]);\n element.append(toinsert);\n return toinsert\n }\n\n /* Handle when an output is cleared or removed */\n events.on('clear_output.CodeCell', handleClearOutput);\n events.on('delete.Cell', handleClearOutput);\n\n /* Handle when a new output is added */\n events.on('output_added.OutputArea', handleAddOutput);\n\n /**\n * Register the mime type and append_mime function with output_area\n */\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n /* Is output safe? */\n safe: true,\n /* Index of renderer in `output_area.display_order` */\n index: 0\n });\n }\n\n // register the mime type if in Jupyter Notebook environment and previously unregistered\n if (root.Jupyter !== undefined) {\n var events = require('base/js/events');\n var OutputArea = require('notebook/js/outputarea').OutputArea;\n\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n }\n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"

\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"

\\n\"+\n \"
    \\n\"+\n \"
  • re-rerun `output_notebook()` to attempt to load from CDN again, or
    • \\n\"+\n \"
  • use INLINE resources instead, as so:
    • \\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1002\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.0.min.js\": \"HjagQp6T0/7bxYTAXbLotF1MLAGWmhkY5siA1Gc/pcEgvgRPtMsRn0gQtMwGKiw1\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.0.min.js\": \"ZEPPTjL+mdyqgIq+/pl9KTwzji8Kow2NnI3zWY8+sFinWP/SYJ80BnfeJsa45iYj\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.0.min.js\": \"exLqv2ACDRIaV7ZK1iL8aGzGYQvKVuT3U2CT7FsQREBxRah6JrkVCoFy0koY1YqV\"};\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.0.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));", + "application/vnd.bokehjs_load.v0+json": "" }, "metadata": {}, "output_type": "display_data" @@ -343,7 +46,7 @@ "# Imports\n", "from sedkit import sed, spectrum\n", "import astropy.units as q\n", - "from pkg_resources import resource_filename\n", + "import importlib.resources\n", "from bokeh.io import output_notebook, show\n", "output_notebook()" ] @@ -534,7 +237,7 @@ ], "source": [ "# Add photometry from CSV\n", - "s.add_photometry_file(resource_filename('sedkit', 'data/L3_photometry.txt'))\n", + "s.add_photometry_file(str(importlib.resources.files('sedkit')/ 'data/L3_photometry.txt'))\n", "print(s.photometry[['band','app_magnitude','app_magnitude_unc']])" ] }, @@ -807,34 +510,7 @@ }, { "data": { - "application/javascript": [ - "(function(root) {\n", - " function embed_document(root) {\n", - " \n", - " var docs_json = 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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[6689]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[13378]}},\"selected\":{\"id\":\"1547\"},\"selection_policy\":{\"id\":\"1546\"}},\"id\":\"1497\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"axis_label\":\"Wavelength 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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[6689]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[13378]}},\"selected\":{\"id\":\"1547\"},\"selection_policy\":{\"id\":\"1546\"}},\"id\":\"1497\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"axis_label\":\"Wavelength 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9r4nk/KPR5P+QFej+gF3o/XSl6Pxk7ej/VTHo/kV56P01wej8Igno/xJN6P4Clej87t3o/9sh6P7Laej9t7Ho/KP56P+MPez+dIXs/WDN7PxNFez/NVns/iGh7P0J6ez/8i3s/tp17P3Cvez8qwXs/5NJ7P57kez9X9ns/EQh8P8oZfD+EK3w/PT18P/ZOfD+vYHw/aHJ8PyGEfD/ZlXw/kqd8P0q5fD8Dy3w/u9x8P3PufD8rAH0/4xF9P5sjfT9TNX0/C0d9P8NYfT96an0/MXx9P+mNfT+gn30/V7F9Pw7DfT/F1H0/fOZ9PzP4fT/pCX4/oBt+P1ctfj8NP34/w1B+P3lifj8vdH4/5YV+P5uXfj9RqX4/B7t+P7zMfj9y3n4/J/B+P90Bfz+SE38/RyV/P/w2fz+xSH8/Zlp/Pxtsfz/QfX8/hI9/Pzmhfz/tsn8/ocR/P1bWfz8K6H8/vvl/P7kFgD+TDoA/bReAP0cggD8gKYA/+jGAP9Q6gD+tQ4A/h0yAP2FVgD86XoA/FGeAP+1vgD/GeIA/oIGAP3mKgD9Sk4A/LJyAPwWlgD/erYA/t7aAP5C/gD9pyIA/QtGAPxvagD/04oA/zeuAP6X0gD9+/YA/VwaBPy8PgT8IGIE/4SCBP7kpgT+SMoE/ajuBP0JEgT8bTYE/81WBP8tegT+kZ4E/fHCBP1R5gT8sgoE/BIuBP9yTgT+0nIE/jKWBP2SugT88t4E/E8CBP+vIgT/D0YE/m9qBP3LjgT9K7IE/IfWBP/n9gT/QBoI/qA+CP38Ygj9WIYI/LiqCPwUzgj/cO4I/s0SCP4tNgj9iVoI/OV+CPxBogj/ncII/vnmCP5WCgj9ri4I/QpSCPxmdgj/wpYI/x66CP523gj90wII/SsmCPyHSgj/32oI/zuOCP6Tsgj979YI/Uf6CPycHgz/+D4M/1BiDP6ohgz+AKoM/VjODPyw8gz8CRYM/2U2DP65Wgz+EX4M/WmiDPzBxgz8GeoM/3IKDP7GLgz+HlIM/XZ2DPzKmgz8Ir4M/3reDP7PAgz+JyYM/XtKDPzPbgz8J5IM/3uyDP7P1gz+J/oM/XgeEPzMQhD8IGYQ/3SGEP7IqhD+HM4Q/XDyEPzFFhD8GToQ/21aEP7BfhD+FaIQ/WnGEPy56hD8Dg4Q/2IuEP62UhD+BnYQ/VqaEPyqvhD//t4Q/08CEP6jJhD980oQ/UNuEPyXkhD/57IQ/zfWEP6L+hD92B4U/ShCFPx4ZhT/yIYU/xiqFP5ozhT9uPIU/QkWFPxZOhT/qVoU/vl+FP5JohT9lcYU/OXqFPw2DhT/hi4U/tJSFP4idhT9bpoU/L6+FPwO4hT/WwIU/qsmFP33ShT9Q24U/JOSFP/fshT/K9YU/nv6FP3EHhj9EEIY/FxmGP+ohhj+9KoY/kTOGP2Q8hj83RYY/Ck6GP91Whj+vX4Y/gmiGP1Vxhj8oeoY/+4KGP86Lhj+glIY/c52GP0amhj8Yr4Y/67eGP77Ahj+QyYY/Y9KGPzXbhj8I5IY/2uyGP6z1hj9//oY/UQeHPyMQhz/2GIc/yCGHP5oqhz9sM4c/PzyHPxFFhz/jTYc/tVaHP4dfhz9ZaIc/K3GHP/15hz/Pgoc/oYuHP3OUhz9EnYc/FqaHP+iuhz+6t4c/jMCHP13Jhz8v0oc/AduHP9Ljhz+k7Ic/dfWHP0f+hz8YB4g/6g+IP7sYiD+NIYg/XiqIPzAziD8BPIg/0kSIP6NNiD91Vog/Rl+IPxdoiD/ocIg/unmIP4uCiD9ci4g/LZSIP/6ciD/PpYg/oK6IP3G3iD9CwIg/E8mIP+TRiD+12og/heOIP1bsiD8n9Yg/+P2IP8kGiT+ZD4k/ahiJPzshiT8LKok/3DKJP607iT99RIk/Tk2JPx5WiT/vXok/v2eJP5BwiT9geYk/MIKJPwGLiT/Rk4k/opyJP3KliT9Crok/EreJP+O/iT+zyIk/g9GJP1PaiT8j44k/8+uJP8T0iT+U/Yk/ZAaKPzQPij8EGIo/1CCKP6Qpij90Moo/RDuKPxNEij/jTIo/s1WKP4Neij9TZ4o/I3CKP/J4ij/CgYo/koqKP2GTij8xnIo/AaWKP9Ctij+gtoo/cL+KPz/Iij8P0Yo/3tmKP67iij9964o/TfSKPxz9ij/sBYs/uw6LP4oXiz9aIIs/KSmLP/gxiz/IOos/l0OLP2ZMiz81VYs/BV6LP9Rmiz+jb4s/cniLP0GBiz8Qios/35KLP6+biz9+pIs/Ta2LPxy2iz/rvos/useLP4nQiz9Y2Ys/JuKLP/Xqiz/E84s/k/yLP2IFjD8xDow/ABeMP84fjD+dKIw/bDGMPzs6jD8JQ4w/2EuMP6dUjD92XYw/RGaMPxNvjD/hd4w/sICMP3+JjD9Nkow/HJuMP+qjjD+5rIw/h7WMP1a+jD8kx4w/88+MP8HYjD+Q4Yw/XuqMPyzzjD/7+4w/yQSNP5cNjT9mFo0/NB+NPwIojT/RMI0/nzmNP21CjT87S40/CVSNP9hcjT+mZY0/dG6NP0J3jT8QgI0/3oiNP62RjT97mo0/SaONPxesjT/ltI0/s72NP4HGjT9Pz40/HdiNP+vgjT+56Y0/h/KNP1X7jT8jBI4/8AyOP74Vjj+MHo4/WieOPygwjj/2OI4/xEGOP5FKjj9fU44/LVyOP/tkjj/IbY4/lnaOP2R/jj8yiI4//5COP82Zjj+boo4/aKuOPza0jj8EvY4/0cWOP5/Ojj9t144/OuCOPwjpjj/V8Y4/o/qOP3ADjz8+DI8/CxWPP9kdjz+mJo8/dC+PP0E4jz8PQY8/3EmPP6pSjz93W48/RWSPPxJtjz/fdY8/rX6PP3qHjz9IkI8/FZmPP+Khjz+wqo8/fbOPP0q8jz8YxY8/m8iPP0fTjz/y3Y8/neiPP0jzjz/z/Y8/ngiQP0kTkD/zHZA/niiQP0kzkD/zPZA/nkiQP0hTkD/yXZA/nWiQP0dzkD/xfZA/m4iQP0WTkD/vnZA/mKiQP0KzkD/svZA/lciQPz/TkD/o3ZA/kuiQPzvzkD/k/ZA/jQiRPzYTkT/fHZE/iCiRPzEzkT/aPZE/g0iRPytTkT/UXZE/fGiRPyVzkT/NfZE/dYiRPx2TkT/GnZE/bqiRPxazkT+9vZE/ZciRPw3TkT+13ZE/XOiRPwTzkT+r/ZE/UwiSP/oSkj+hHZI/SSiSP/Aykj+XPZI/PkiSP+VSkj+MXZI/MmiSP9lykj+AfZI/JoiSP82Skj9znZI/GqiSP8Cykj9mvZI/DMiSP7LSkj9Y3ZI//ueSP6Tykj9K/ZI/8AeTP5YSkz87HZM/4SeTP4Yykz8sPZM/0UeTP3ZSkz8bXZM/wWeTP2Zykz8LfZM/sIeTP1WSkz/5nJM/nqeTP0Oykz/nvJM/jMeTPzDSkz/V3JM/eeeTPx3ykz/C/JM/ZgeUPwoSlD+uHJQ/UieUP/YxlD+ZPJQ/PUeUP+FRlD+FXJQ/KGeUP8xxlD9vfJQ/EoeUP7aRlD9ZnJQ//KaUP5+xlD9CvJQ/5caUP4jRlD8r3JQ/zuaUP3DxlD8T/JQ/tgaVP1gRlT/7G5U/nSaVPz8xlT/iO5U/hEaVPyZRlT/IW5U/amaVPwxxlT+ue5U/UIaVP/KQlT+Tm5U/NaaVP9ewlT94u5U/GsaVP7vQlT9c25U//uWVP5/wlT9A+5U/4QWWP4IQlj8jG5Y/xCWWP2Uwlj8GO5Y/p0WWP0dQlj/oWpY/iGWWPylwlj/JepY/aoWWPwqQlj+qmpY/SqWWP+uvlj+LupY/K8WWP8vPlj9q2pY/CuWWP6rvlj9K+pY/6QSXP4kPlz8pGpc/yCSXP2gvlz8HOpc/pkSXP0VPlz/lWZc/hGSXPyNvlz/CeZc/YYSXPwCPlz+fmZc/PaSXP9yulz97uZc/GcSXP7jOlz9W2Zc/9eOXP5Pulz8y+Zc/0AOYP24OmD8MGZg/qiOYP0gumD/mOJg/hEOYPyJOmD/AWJg/XmOYP/ttmD+ZeJg/N4OYP9SNmD9ymJg/D6OYP62tmD9KuJg/58KYP4TNmD8i2Jg/v+KYP1ztmD/595g/lgKZPzINmT/PF5k/bCKZPwktmT+lN5k/QkKZP99MmT97V5k/GGKZP7RsmT9Qd5k/7YGZP4mMmT8ll5k/waGZP12smT/5tpk/lcGZPzHMmT/N1pk/aeGZPwXsmT+g9pk/PAGaP9gLmj9zFpo/DyGaP6ormj9GNpo/4UCaP3xLmj8YVpo/s2CaP05rmj/pdZo/hICaPx+Lmj+6lZo/VaCaP/Cqmj+LtZo/JcCaP8DKmj9b1Zo/9d+aP5Dqmj8q9Zo/xf+aP18Kmz/5FJs/lB+bPy4qmz/INJs/Yj+bP/xJmz+XVJs/MV+bP8ppmz9kdJs//n6bP5iJmz8ylJs/y56bP2Wpmz//s5s/mL6bPzLJmz/L05s/Zd6bP/7omz+X85s/Mf6bP8oInD9jE5w//B2cP5UonD8uM5w/xz2cP2BInD/5Upw/kl2cPytonD/Ecpw/XH2cP/WHnD+Okpw/Jp2cP7+nnD9Xspw/8LycP4jHnD8g0pw/udycP1HnnD/p8Zw/gfycPxoHnT+yEZ0/ShydP+ImnT96MZ0/EjydP6lGnT9BUZ0/2VudP3FmnT8IcZ0/oHudPziGnT/PkJ0/Z5udP/6lnT+VsJ0/LbudP8TFnT9b0J0/89qdP4rlnT8h8J0/uPqdP08Fnj/mD54/fRqePxQlnj+rL54/QjqeP9lEnj9wT54/BlqeP51knj80b54/ynmeP2GEnj/3jp4/jpmePySknj+7rp4/UbmeP+fDnj9+zp4/FNmeP6rjnj9A7p4/1vieP2wDnz8CDp8/mBifPy4jnz/ELZ8/WjifP/BCnz+GTZ8/HFifP7Finz9HbZ8/3XefP3KCnz8IjZ8/nZefPzOinz/IrJ8/XrefP/PBnz+IzJ8/HdefP7Phnz9I7J8/3fafP3IBoD8HDKA/nBagPzEhoD/GK6A/WzagP/BAoD+FS6A/GlagP69goD9Da6A/2HWgP22AoD8Bi6A/lpWgPyugoD+/qqA/VLWgP+i/oD99yqA/EdWgP6XfoD866qA/zvSgP2L/oD/2CaE/ixShPx8foT+zKaE/RzShP9s+oT9vSaE/A1ShP5deoT8raaE/vnOhP1J+oT/miKE/epOhPw6eoT+hqKE/NbOhP8i9oT9cyKE/8NKhP4PdoT8X6KE/qvKhPz39oT/RB6I/ZBKiP/ccoj+LJ6I/HjKiP7E8oj9ER6I/11GiP2tcoj/+ZqI/kXGiPyR8oj+3hqI/SpGiP92boj9vpqI/ArGiP5W7oj8oxqI/u9CiP03boj/g5aI/c/CiPwX7oj+YBaM/KxCjP70aoz9QJaM/4i+jP3U6oz8HRaM/mU+jPyxaoz++ZKM/UG+jP+N5oz91hKM/B4+jP5mZoz8rpKM/va6jP1C5oz/iw6M/dM6jPwbZoz+Y46M/Ku6jP7v4oz9NA6Q/3w2kP3EYpD8DI6Q/lS2kPyY4pD+4QqQ/Sk2kP9tXpD9tYqQ//2ykP5B3pD8igqQ/s4ykP0WXpD/WoaQ/aKykP/m2pD+KwaQ/HMykP63WpD8+4aQ/0OukP2H2pD/yAKU/gwulPxQWpT+mIKU/NyulP8g1pT9ZQKU/6kqlP3tVpT8MYKU/nWqlPy51pT+/f6U/T4qlP+CUpT9xn6U/AqqlP5O0pT8jv6U/tMmlP0XUpT/W3qU/ZumlP/fzpT+H/qU/GAmmP6kTpj85HqY/yiimP1ozpj/rPaY/e0imPwtTpj+cXaY/LGimP71ypj9NfaY/3YemP22Spj/+nKY/jqemPx6ypj+uvKY/PsemP8/Rpj9f3KY/7+amP3/xpj8P/KY/nwanPy8Rpz+/G6c/TyanP98wpz9vO6c//0WnP49Qpz8eW6c/rmWnPz5wpz/Oeqc/XoWnP+2Ppz99mqc/DaWnP52vpz8suqc/vMSnP0vPpz/b2ac/a+SnP/rupz+K+ac/GQSoP6kOqD84Gag/yCOoP1cuqD/nOKg/dkOoPwVOqD+VWKg/JGOoP7RtqD9DeKg/0oKoP2GNqD/xl6g/gKKoPw+tqD+et6g/LsKoP73MqD9M16g/2+GoP2rsqD/59qg/iAGpPxcMqT+nFqk/NiGpP8UrqT9UNqk/40CpP3JLqT8BVqk/j2CpPx5rqT+tdak/PICpP8uKqT9alak/6Z+pP3iqqT8Gtak/lb+pPyTKqT+z1Kk/Qd+pP9DpqT9f9Kk/7v6pP3wJqj8LFKo/mh6qPygpqj+3M6o/RT6qP9RIqj9jU6o/8V2qP4Boqj8Oc6o/nX2qPyuIqj+6kqo/SJ2qP9enqj9lsqo/9LyqP4LHqj8R0qo/n9yqPy3nqj+88ao/SvyqP9gGqz9nEas/9RurP4Mmqz8SMas/oDurPy5Gqz+9UKs/S1urP9llqz9ncKs/9nqrP4SFqz8SkKs/oJqrPy6lqz+9r6s/S7qrP9nEqz9nz6s/9dmrP4Pkqz8R76s/n/mrPy0ErD+8Dqw/ShmsP9gjrD9mLqw/9DisP4JDrD8QTqw/nlisPyxjrD+6baw/SHisP9aCrD9kjaw/8pesP4CirD8Nraw/m7esPynCrD+3zKw/RdesP9PhrD9h7Kw/7/asP30BrT8KDK0/mBatPyYhrT+0K60/QjatP9BArT9dS60/61WtP3lgrT8Ha60/lXWtPyKArT+wiq0/PpWtP8yfrT9Zqq0/57StP3W/rT8Dyq0/kNStPx7frT+s6a0/OfStP8f+rT9VCa4/4hOuP3Aerj/+KK4/izOuPxk+rj+nSK4/NFOuP8Jdrj9QaK4/3XKuP2t9rj/5h64/hpKuPxSdrj+ip64/L7KuP728rj9Kx64/2NGuP2bcrj/z5q4/gfGuPw78rj+cBq8/KRGvP7cbrz9FJq8/0jCvP2A7rz/tRa8/e1CvPwhbrz+WZa8/JHCvP7F6rz8/ha8/zI+vP1qarz/npK8/da+vPwK6rz+QxK8/Hc+vP6vZrz855K8/xu6vP1T5rz/hA7A/bw6wP/wYsD+KI7A/Fy6wP6U4sD8yQ7A/wE2wP01YsD/bYrA/aG2wP/Z3sD+DgrA/EY2wP5+XsD8sorA/uqywP0e3sD/VwbA/YsywP/DWsD994bA/C+ywP5j2sD8mAbE/swuxP0EWsT/OILE/XCuxP+o1sT93QLE/BUuxP5JVsT8gYLE/rWqxPzt1sT/If7E/VoqxP+OUsT9xn7E//6mxP4y0sT8av7E/p8mxPzXUsT/D3rE/UOmxP97zsT9r/rE/+QiyP4YTsj8UHrI/oiiyPy8zsj+9PbI/S0iyP9hSsj9mXbI/82eyP4Fysj8PfbI/nIeyPyqSsj+4nLI/RaeyP9Oxsj9hvLI/7sayP3zRsj8K3LI/l+ayPyXxsj+z+7I/QQazP84Qsz9cG7M/6iWzP3cwsz8FO7M/k0WzPyFQsz+uWrM/PGWzP8pvsz9YerM/5oSzP3OPsz8BmrM/j6SzPx2vsz+rubM/OMSzP8bOsz+q07M/++CzP03usz+f+7M/8Ai0P0EWtD+TI7Q/5DC0PzU+tD+GS7Q/11i0PyhmtD95c7Q/yoC0PxqOtD9rm7Q/u6i0Pwy2tD9cw7Q/rNC0P/zdtD9M67Q/nPi0P+wFtT88E7U/jCC1P9wttT8rO7U/e0i1P8pVtT8ZY7U/aHC1P7h9tT8Hi7U/Vpi1P6WltT/zsrU/QsC1P5HNtT/f2rU/Lui1P3z1tT/LArY/GRC2P2cdtj+1KrY/Azi2P1FFtj+fUrY/7V+2Pzpttj+IerY/1oe2PyOVtj9worY/vq+2Pwu9tj9YyrY/pde2P/Lktj8/8rY/jP+2P9kMtz8lGrc/cie3P740tz8LQrc/V0+3P6Nctz/vabc/PHe3P4iEtz/Ukbc/H5+3P2ustz+3ubc/A8e3P07Utz+a4bc/5e63PzD8tz98Cbg/xxa4PxIkuD9dMbg/qD64P/NLuD8+Wbg/iGa4P9NzuD8egbg/aI64P7KbuD/9qLg/R7a4P5HDuD/b0Lg/Jd64P2/ruD+5+Lg/Awa5P00TuT+XILk/4C25Pyo7uT9zSLk/vFW5PwZjuT9PcLk/mH25P+GKuT8qmLk/c6W5P7yyuT8FwLk/Tc25P5bauT/f57k/J/W5P3ACuj+4D7o/AB26P0gquj+RN7o/2US6PyFSuj9oX7o/sGy6P/h5uj9Ah7o/h5S6P8+huj8Wr7o/Xry6P6XJuj/s1ro/NOS6P3vxuj/C/ro/CQy7P1AZuz+XJrs/3TO7PyRBuz9rTrs/sVu7P/houz8+drs/hIO7P8uQuz8Rnrs/V6u7P524uz/jxbs/KdO7P2/guz+17bs/+/q7P0AIvD+GFbw/yyK8PxEwvD9WPbw/m0q8P+FXvD8mZbw/a3K8P7B/vD/1jLw/Opq8P3+nvD/EtLw/CMK8P03PvD+S3Lw/1um8Pxv3vD9fBL0/oxG9P+cevT8sLL0/cDm9P7RGvT/4U70/PGG9P4BuvT/De70/B4m9P0uWvT+Oo70/0rC9PxW+vT9Zy70/nNi9P9/lvT8i870/ZgC+P6kNvj/sGr4/Lyi+P3E1vj+0Qr4/90++Pzpdvj98ar4/v3e+PwGFvj9Ekr4/hp++P8isvj8Lur4/Tce+P4/Uvj/R4b4/E+++P1X8vj+XCb8/2Ra/Pxokvz9cMb8/nj6/P99Lvz8hWb8/Yma/P6Rzvz/lgL8/Jo6/P2ebvz+oqL8/6bW/PyrDvz9r0L8/rN2/P+3qvz8u+L8/bwXAP68SwD/wH8A/MC3AP3E6wD+xR8A/8lTAPzJiwD9yb8A/snzAP/KJwD8yl8A/cqTAP7KxwD/yvsA/MszAP3LZwD+x5sA/8fPAPzEBwT9wDsE/sBvBP+8owT8uNsE/bkPBP61QwT/sXcE/K2vBP2p4wT+phcE/6JLBPyegwT9mrcE/pbrBP+PHwT8i1cE/YeLBP5/vwT/e/ME/HArCP1oXwj+ZJMI/1zHCPxU/wj9TTMI/kVnCP89mwj8NdMI/S4HCP4mOwj/Hm8I/BanCP0O2wj+Aw8I/vtDCP/vdwj8568I/dvjCP7QFwz/xEsM/LiDDP2stwz+pOsM/5kfDPyNVwz9gYsM/nW/DP9p8wz8WisM/U5fDP5Ckwz/NscM/Cb/DP0bMwz+C2cM/v+bDP/vzwz84AcQ/dA7EP7AbxD/tKMQ/KTbEP2VDxD+hUMQ/3V3EPxlrxD9VeMQ/kYXEP8ySxD8IoMQ/RK3EP4C6xD+7x8Q/99TEPzLixD9u78Q/qfzEP+QJxT8gF8U/WyTFP5YxxT/RPsU/DEzFP0hZxT+DZsU/vnPFP/iAxT8zjsU/bpvFP6moxT/ktcU/HsPFP1nQxT+T3cU/zurFPwj4xT9DBcY/fRLGP7gfxj/yLMY/LDrGP2ZHxj+gVMY/22HGPxVvxj9PfMY/iYnGP8KWxj/8o8Y/NrHGP3C+xj+qy8Y/49jGPx3mxj9W88Y/kADHP8kNxz8DG8c/PCjHP3Y1xz+vQsc/6E/HPyFdxz9basc/lHfHP82Exz8Gksc/P5/HP3isxz+xucc/6sbHPyLUxz9b4cc/lO7HP837xz8FCcg/PhbIP3YjyD+vMMg/5z3IPyBLyD9YWMg/kWXIP8lyyD8BgMg/OY3IP3GayD+qp8g/4rTIPxrCyD9Sz8g/itzIP8LpyD/59sg/MQTJP2kRyT+hHsk/2CvJPxA5yT9IRsk/f1PJP7dgyT/ubck/JnvJP12IyT+Vlck/zKLJPwOwyT87vck/csrJP6nXyT/g5Mk/F/LJP07/yT+FDMo/vBnKP/Mmyj8qNMo/YUHKP5hOyj/PW8o/BWnKPzx2yj9zg8o/qZDKP+Cdyj8Wq8o/TbjKP4PFyj+60so/8N/KPyftyj9d+so/kwfLP8kUyz8AIss/Ni/LP2w8yz+iScs/2FbLPw5kyz9Eccs/en7LP7CLyz/mmMs/HKbLP1Kzyz+HwMs/vc3LP/Payz8o6Ms/XvXLP5QCzD/JD8w//xzMPzQqzD9qN8w/n0TMP9RRzD8KX8w/P2zMP3R5zD+qhsw/35PMPxShzD9Jrsw/frvMP7PIzD/o1cw/HePMP1LwzD+H/cw/vArNP/EXzT8mJc0/WzLNP5A/zT/ETM0/+VnNPy5nzT9idM0/l4HNP8yOzT8AnM0/NanNP2m2zT+ew80/0tDNPwbezT87680/b/jNP6MFzj/YEs4/DCDOP0Atzj90Os4/qEfOP9xUzj8QYs4/RW/OP3l8zj+tic4/4JbOPxSkzj9Isc4/fL7OP7DLzj/k2M4/GObOP0vzzj9/AM8/sw3PP+Yazz8aKM8/TjXPP4FCzz+1T88/6FzPPxxqzz9Pd88/g4TPP7aRzz/pns8/HazPP1C5zz+Dxs8/t9PPP+rgzz8d7s8/UPvPP4MI0D+3FdA/6iLQPx0w0D9QPdA/g0rQP7ZX0D/pZNA/HHLQP09/0D+CjNA/tJnQP+em0D8atNA/TcHQP4DO0D+y29A/5ejQPxj20D9KA9E/fRDRP7Ad0T/iKtE/FTjRP0dF0T96UtE/rF/RP99s0T8RetE/RIfRP3aU0T+oodE/267RPw280T8/ydE/ctbRP6Tj0T/W8NE/CP7RPzoL0j9tGNI/nyXSP9Ey0j8DQNI/NU3SP2da0j+ZZ9I/y3TSP/2B0j8vj9I/YZzSP5Op0j/FttI/98PSPyjR0j9a3tI/jOvSP7740j/wBdM/IRPTP1Mg0z+FLdM/tzrTP+hH0z8aVdM/S2LTP31v0z+vfNM/4InTPxKX0z9DpNM/dbHTP6a+0z/Yy9M/CdnTPzvm0z9s89M/nQDUP88N1D8AG9Q/MSjUP2M11D+UQtQ/xU/UP/dc1D8oatQ/WXfUP4qE1D+7kdQ/7Z7UPx6s1D9PudQ/gMbUP7HT1D/i4NQ/E+7UP0T71D91CNU/phXVP9ci1T8IMNU/OT3VP2pK1T+bV9U/zGTVP/1x1T8uf9U/X4zVP5CZ1T/AptU/8bPVPyLB1T9TztU/hNvVP7To1T/l9dU/FgPWP0cQ1j93HdY/qCrWP9k31j8JRdY/OlLWP2tf1j+bbNY/zHnWP/yG1j8tlNY/XqHWP46u1j+/u9Y/78jWPyDW1j9Q49Y/gfDWP7H91j/iCtc/EhjXP0Ml1z9zMtc/oz/XP9RM1z8EWtc/NWfXP2V01z+Vgdc/xo7XP/ab1z8mqdc/V7bXP4fD1z+30Nc/593XPxjr1z9I+Nc/eAXYP6gS2D/ZH9g/CS3YPzk62D9pR9g/mVTYP8ph2D/6btg/KnzYP1qJ2D+Kltg/uqPYP+uw2D8bvtg/S8vYP3vY2D+r5dg/2/LYPwsA2T87Ddk/axrZP5sn2T/LNNk/+0HZPytP2T9bXNk/i2nZP7t22T/rg9k/G5HZP0ue2T97q9k/q7jZP9vF2T8L09k/O+DZP2vt2T+b+tk/ywfaP/sU2j8rIto/Wi/aP4o82j+6Sdo/6lbaPxpk2j9Kcdo/en7aP6qL2j/ZmNo/CabaPzmz2j9pwNo/mc3aP8na2j/459o/KPXaP1gC2z+ID9s/uBzbP+gp2z8XN9s/R0TbP3dR2z+nXts/1mvbPwZ52z82hts/ZpPbP5ag2z/Frds/9brbPyXI2z9V1ds/hOLbP7Tv2z/k/Ns/FArcP0MX3D9zJNw/ozHcP9M+3D8CTNw/MlncP2Jm3D+Sc9w/wYDcP/GN3D8hm9w/UajcP4C13D+wwtw/4M/cPxDd3D8/6tw/b/fcP58E3T/PEd0//h7dPy4s3T9eOd0/jUbdP71T3T/tYN0/HW7dP0x73T98iN0/rJXdP9yi3T8LsN0/O73dP2vK3T+b190/yuTdP/rx3T8q/90/WgzeP4kZ3j+5Jt4/6TPePxlB3j9ITt4/eFveP6ho3j/Ydd4/B4PePzeQ3j9nnd4/l6reP8e33j/2xN4/JtLeP1bf3j+G7N4/tvneP+UG3z8VFN8/RSHfP3Uu3z+lO98/1UjfPwRW3z80Y98/ZHDfP5R93z/Eit8/9JffPyOl3z9Tst8/g7/fP7PM3z/j2d8/E+ffP0P03z9zAeA/ow7gP9Mb4D8DKeA/MjbgP2JD4D+SUOA/wl3gP/Jq4D8ieOA/UoXgP4KS4D+yn+A/4qzgPxK64D9Cx+A/ctTgP6Lh4D/S7uA/AvzgPzIJ4T9iFuE/kiPhP8Mw4T/zPeE/I0vhP1NY4T+DZeE/s3LhP+N/4T8TjeE/RJrhP3Sn4T+ktOE/1MHhPwTP4T803OE/ZenhP5X24T/FA+I/9RDiPyYe4j9WK+I/hjjiP7ZF4j/nUuI/F2DiP0dt4j94euI/qIfiP9iU4j8JouI/Oa/iP2m84j+ayeI/ytbiP/vj4j8r8eI/XP7iP4wL4z+8GOM/7SXjPx0z4z9OQOM/fk3jP69a4z/gZ+M/EHXjP0GC4z9xj+M/opzjP9Kp4z8Dt+M/NMTjP2TR4z+V3uM/xuvjP/b44z8nBuQ/WBPkP4kg5D+5LeQ/6jrkPxtI5D9MVeQ/fWLkP61v5D/efOQ/D4rkP0CX5D9xpOQ/orHkP9O+5D8EzOQ/NdnkP2bm5D+X8+Q/yADlP/kN5T8qG+U/WyjlP4w15T+9QuU/7k/lPx9d5T9QauU/gXflP7OE5T/kkeU/FZ/lP0as5T94ueU/qcblP9rT5T8L4eU/Pe7lP2775T+fCOY/0RXmPwIj5j80MOY/ZT3mP5dK5j/IV+Y/+WTmPyty5j9df+Y/jozmP8CZ5j/xpuY/I7TmP1XB5j+GzuY/uNvmP+ro5j8b9uY/TQPnP38Q5z+xHec/4irnPxQ45z9GRec/eFLnP6pf5z/cbOc/DnrnPz+H5z9xlOc/o6HnP9Wu5z8HvOc/OsnnP2zW5z+e4+c/0PDnPwL+5z800O8/7uHvP6jz7z9iBfA/HBfwP9Yo8D+POvA/SUzwPwJe8D+8b/A/dYHwPy6T8D/npPA/oLbwP1nI8D8S2vA/y+vwP4T98D88D/E/9SDxP60y8T9lRPE/HVbxP9Zn8T+OefE/RovxP/2c8T+1rvE/bcDxPyXS8T/c4/E/k/XxP0sH8j8CGfI/uSryP3A88j8nTvI/3l/yP5Vx8j9Mg/I/ApXyP7mm8j9vuPI/JsryP9zb8j+S7fI/Sf/yP/8Q8z+1IvM/ajTzPyBG8z/WV/M/jGnzP0F78z/3jPM/rJ7zP2Gw8z8XwvM/zNPzP4Hl8z829/M/6wj0P58a9D9ULPQ/CT70P71P9D9yYfQ/JnP0P9qE9D+PlvQ/Q6j0P/e59D+ry/Q/X930PxLv9D/GAPU/ehL1Py0k9T/hNfU/lEf1P0hZ9T/7avU/rnz1P2GO9T8UoPU/x7H1P3rD9T8s1fU/3+b1P5L49T9ECvY/9xv2P6kt9j9bP/Y/DVH2P8Bi9j9ydPY/JIb2P9WX9j+HqfY/Obv2P+vM9j+c3vY/TvD2P/8B9z+wE/c/YiX3PxM39z/ESPc/dVr3PyZs9z/Xffc/h4/3Pzih9z/psvc/mcT3P0rW9z/65/c/qvn3P1sL+D8LHfg/uy74P2tA+D8bUvg/y2P4P3p1+D8qh/g/2pj4P4mq+D85vPg/6M34P5ff+D9H8fg/9gL5P6UU+T9UJvk/Azj5P7JJ+T9hW/k/D235P75++T9tkPk/G6L5P8mz+T94xfk/Jtf5P9To+T+C+vk/MAz6P94d+j+ML/o/OkH6P+hS+j+WZPo/Q3b6P/GH+j+emfo/TKv6P/m8+j+mzvo/U+D6PwHy+j+uA/s/WxX7Pwcn+z+0OPs/YUr7Pw5c+z+6bfs/Z3/7PxOR+z/Aovs/bLT7PxjG+z/E1/s/cen7Px37+z/JDPw/dR78PyAw/D/MQfw/eFP8PyNl/D/Pdvw/eoj8Pyaa/D/Rq/w/fb38PyjP/D/T4Pw/fvL8PykE/T/UFf0/fyf9Pyo5/T/USv0/f1z9Pypu/T/Uf/0/f5H9Pymj/T/TtP0/fcb9PyjY/T/S6f0/fPv9PyYN/j/QHv4/ejD+PyNC/j/NU/4/d2X+PyB3/j/KiP4/c5r+Px2s/j/Gvf4/b8/+Pxjh/j/C8v4/awT/PxQW/z+9J/8/ZTn/Pw5L/z+3XP8/YG7/PwiA/z+xkf8/WaP/PwK1/z+qxv8/Utj/P/vp/z+j+/8/pQYAQHkPAEBNGABAISEAQPUpAEDJMgBAnTsAQHFEAEBFTQBAGFYAQOxeAEDAZwBAlHAAQGd5AEA7ggBADosAQOKTAEC1nABAiaUAQFyuAEAwtwBAA8AAQNfIAECq0QBAfdoAQFDjAEAk7ABA9/QAQMr9AECdBgFAcA8BQEMYAUAXIQFA6ikBQL0yAUCQOwFAYkQBQDVNAUAIVgFA214BQK5nAUCBcAFAU3kBQCaCAUD5igFAzJMBQJ6cAUBxpQFAQ64BQBa3AUDpvwFAu8gBQI7RAUBg2gFAMuMBQAXsAUDX9AFAqf0BQHwGAkBODwJAIBgCQPIgAkDFKQJAlzICQGk7AkA7RAJADU0CQN9VAkCxXgJAg2cCQFVwAkAneQJA+YECQMuKAkCdkwJAb5wCQEClAkASrgJA5LYCQLa/AkCHyAJAWdECQCvaAkD84gJAzusCQJ/0AkBx/QJAQgYDQBQPA0DlFwNAtyADQIgpA0BZMgNAKzsDQPxDA0DNTANAn1UDQHBeA0BBZwNAEnADQON4A0C1gQNAhooDQFeTA0AonANA+aQDQMqtA0CbtgNAbL8DQD3IA0AO0QNA3tkDQK/iA0CA6wNAUfQDQCL9A0DyBQRAww4EQJQXBEBkIARANSkEQAYyBEDWOgRAp0MEQHdMBEBIVQRAGF4EQOlmBEC5bwRAingEQFqBBEArigRA+5IEQMubBECcpARAbK0EQDy2BEAMvwRA3ccEQK3QBEB92QRATeIEQB3rBEDt8wRAvfwEQI0FBUBdDgVALRcFQP0fBUDNKAVAnTEFQG06BUA9QwVADUwFQN1UBUCsXQVAfGYFQExvBUAceAVA64AFQLuJBUCLkgVAWpsFQCqkBUD6rAVAybUFQJm+BUBoxwVAONAFQAfZBUDX4QVApuoFQHbzBUBF/AVAFAUGQOQNBkCzFgZAgh8GQFIoBkAhMQZA8DkGQMBCBkCPSwZAXlQGQC1dBkD8ZQZAy24GQJp3BkBqgAZAOYkGQAiSBkDXmgZApqMGQHWsBkBEtQZAE74GQOHGBkCwzwZAf9gGQE7hBkAd6gZA7PIGQLv7BkCJBAdAWA0HQCcWB0D1HgdAxCcHQJMwB0BhOQdAMEIHQP9KB0DNUwdAnFwHQGplB0A5bgdAB3cHQNZ/B0CkiAdAc5EHQEGaB0AQowdA3qsHQK20B0B7vQdAScYHQBjPB0Dm1wdAtOAHQILpB0BR8gdAH/sHQO0DCEC7DAhAiRUIQFgeCEAmJwhA9C8IQMI4CECQQQhAXkoIQCxTCED6WwhAyGQIQJZtCEBkdghAMn8IQACICEDOkAhAnJkIQGqiCEA4qwhABbQIQNO8CEChxQhAb84IQD3XCEAK4AhA2OgIQKbxCEB0+ghAQQMJQA8MCUDdFAlAqh0JQHgmCUBGLwlAEzgJQOFACUCuSQlAfFIJQElbCUAXZAlA5GwJQLJ1CUB/fglATYcJQBqQCUDomAlAtaEJQIKqCUBQswlAHbwJQOrECUC4zQlAhdYJQFLfCUAg6AlA7fAJQLr5CUCHAgpAVQsKQCIUCkDvHApAvCUKQIkuCkBWNwpAJEAKQPFICkC+UQpAi1oKQFhjCkAlbApA8nQKQL99CkCMhgpAWY8KQCaYCkDzoApAwKkKQI2yCkBauwpAJ8QKQPPMCkDA1QpAjd4KQFrnCkAn8ApA9PgKQMEBC0CNCgtAWhMLQCccC0D0JAtAwC0LQI02C0BaPwtAJ0gLQPNQC0DAWQtAjWILQFlrC0AmdAtA8nwLQL+FC0CMjgtAWJcLQCWgC0DxqAtAvrELQIq6C0BXwwtAJMwLQPDUC0C93QtAieYLQFXvC0Ai+AtA7gAMQLsJDECHEgxAVBsMQCAkDEDsLAxAuTUMQIU+DEBRRwxAHlAMQOpYDEC2YQxAg2oMQE9zDEAbfAxA54QMQLSNDECAlgxATJ8MQBioDEDlsAxAsbkMQH3CDEBJywxAFdQMQOLcDECu5QxAeu4MQEb3DEASAA1A3ggNQKoRDUB2Gg1AQiMNQA4sDUDbNA1Apz0NQHNGDUA/Tw1AC1gNQNdgDUCjaQ1Ab3INQDt7DUAHhA1A04wNQJ+VDUBqng1ANqcNQAKwDUDOuA1AmsENQGbKDUAy0w1A/tsNQMrkDUCV7Q1AYfYNQC3/DUD5Bw5AxRAOQJEZDkBcIg5AKCsOQPQzDkDAPA5AjEUOQFdODkAjVw5A718OQLtoDkCGcQ5AUnoOQB6DDkDpiw5AtZQOQIGdDkBNpg5AGK8OQOS3DkCwwA5Ae8kOQEfSDkAT2w5A3uMOQKrsDkB19Q5AQf4OQA0HD0DYDw9ApBgPQG8hD0A7Kg9ABzMPQNI7D0CeRA9AaU0PQDVWD0AAXw9AzGcPQJdwD0BjeQ9ALoIPQPqKD0DFkw9AkZwPQFylD0Aorg9A87YPQL+/D0CKyA9AVtEPQCHaD0Dt4g9AuOsPQIT0D0BP/Q9AGgYQQOYOEECxFxBAfSAQQEgpEEATMhBA3zoQQKpDEEB2TBBAQVUQQAxeEEDYZhBAo28QQG94EEA6gRBABYoQQNGSEECcmxBAZ6QQQDOtEED+tRBAyb4QQJXHEEBg0BBAK9kQQPfhEEDC6hBAjfMQQFj8EEAkBRFA7w0RQLoWEUCGHxFAUSgRQBwxEUDnORFAs0IRQH5LEUBJVBFAFV0RQOBlEUCrbhFAdncRQEKAEUANiRFA2JERQKOaEUBvoxFAOqwRQAW1EUDQvRFAnMYRQGfPEUAy2BFA/eARQMjpEUCU8hFAX/sRQCoEEkD1DBJAwBUSQIweEkBXJxJAIjASQO04EkC5QRJAhEoSQE9TEkAaXBJA5WQSQLFtEkB8dhJAR38SQBKIEkDdkBJAqJkSQHSiEkA/qxJACrQSQNW8EkCgxRJAbM4SQDfXEkAC4BJAzegSQJjxEkBk+hJALwMTQPoLE0DFFBNAkB0TQFsmE0AnLxNA8jcTQL1AE0CISRNAU1ITQB9bE0DqYxNAtWwTQIB1E0BLfhNAFocTQOKPE0CtmBNAeKETQEOqE0AOsxNA2rsTQKXEE0BwzRNAO9YTQAbfE0DS5xNAnfATQGj5E0AzAhRA/goUQMkTFECVHBRAYCUUQCsuFED2NhRAwj8UQI1IFEBYURRAI1oUQO5iFEC6axRAhXQUQFB9FEAbhhRA5o4UQLKXFEB9oBRASKkUQBOyFEDfuhRAqsMUQHXMFEBA1RRADN4UQNfmFECi7xRAbfgUQDkBFUAEChVAzxIVQJobFUBmJBVAMS0VQPw1FUDHPhVAk0cVQF5QFUApWRVA9WEVQMBqFUCLcxVAV3wVQCKFFUDtjRVAuJYVQISfFUBPqBVAGrEVQOa5FUCxwhVAfMsVQEjUFUAT3RVA3+UVQKruFUB19xVAQQAWQAwJFkDXERZAoxoWQG4jFkA5LBZABTUWQNA9FkCcRhZAZ08WQDNYFkD+YBZAyWkWQJVyFkBgexZALIQWQPeMFkDDlRZAjp4WQFqnFkAlsBZA8LgWQLzBFkCHyhZAU9MWQB7cFkDq5BZAte0WQIH2FkBM/xZAGAgXQOQQF0CvGRdAeyIXQEYrF0ASNBdA3TwXQKlFF0B1ThdAQFcXQAxgF0DXaBdAo3EXQG96F0A6gxdABowXQNGUF0CdnRdAaaYXQDSvF0AAuBdAzMAXQJfJF0Bj0hdAL9sXQPvjF0DG7BdAkvUXQF7+F0ApBxhA9Q8YQMEYGECNIRhAWCoYQCQzGEDwOxhAvEQYQIhNGEBTVhhAH18YQOtnGEC3cBhAg3kYQE+CGEAaixhA5pMYQLKcGEB+pRhASq4YQBa3GEDivxhArsgYQHrRGEBG2hhAEuMYQN7rGECq9BhAdv0YQEIGGUAODxlA2hcZQKYgGUByKRlAPjIZQAo7GUDWQxlAokwZQG5VGUA6XhlABmcZQNJvGUCeeBlAaoEZQDeKGUADkxlAz5sZQJukGUBnrRlAM7YZQAC/GUDMxxlAmNAZQGTZGUAx4hlA/eoZQMnzGUCV/BlAYgUaQC4OGkD6FhpAxx8aQJMoGkBfMRpALDoaQPhCGkDFSxpAiVIaQM5aGkASYxpAVmsaQJpzGkDeexpAIoQaQGWMGkCplBpA7ZwaQDGlGkB1rRpAuLUaQPy9GkBAxhpAg84aQMfWGkAK3xpATucaQJHvGkDV9xpAGAAbQFsIG0CfEBtA4hgbQCUhG0BoKRtAqzEbQO85G0AyQhtAdUobQLhSG0D7WhtAPmMbQIFrG0DEcxtABnwbQEmEG0CMjBtAz5QbQBKdG0BUpRtAl60bQNm1G0AcvhtAX8YbQKHOG0Dk1htAJt8bQGjnG0Cr7xtA7fcbQC8AHEByCBxAtBAcQPYYHEA4IRxAeikcQLwxHED/ORxAQUIcQINKHEDFUhxABlscQEhjHECKaxxAzHMcQA58HEBQhBxAkYwcQNOUHEAVnRxAVqUcQJitHEDatRxAG74cQF3GHECezhxA39YcQCHfHEBi5xxApO8cQOX3HEAmAB1AZwgdQKkQHUDqGB1AKyEdQGwpHUCtMR1A7jkdQC9CHUBwSh1AsVIdQPJaHUAzYx1AdGsdQLVzHUD1ex1ANoQdQHeMHUC4lB1A+JwdQDmlHUB5rR1AurUdQPu9HUA7xh1Ae84dQLzWHUD83h1APecdQH3vHUC99x1A/v8dQD4IHkB+EB5AvhgeQP4gHkA/KR5AfzEeQL85HkD/QR5AP0oeQH9SHkC/Wh5A/2IeQD9rHkB+cx5AvnseQP6DHkA+jB5AfZQeQL2cHkD9pB5APa0eQHy1HkC8vR5A+8UeQDvOHkB61h5Aut4eQPnmHkA57x5AePceQLf/HkD3Bx9ANhAfQHUYH0C0IB9A9CgfQDMxH0ByOR9AsUEfQPBJH0AvUh9AblofQK1iH0Dsah9AK3MfQGp7H0Cpgx9A6IsfQCaUH0BlnB9ApKQfQOOsH0AhtR9AYL0fQJ/FH0DdzR9AHNYfQFreH0CZ5h9A2O4fQBb3H0BU/x9AkwcgQNEPIEAQGCBATiAgQIwoIEDLMCBACTkgQEdBIECFSSBAw1EgQAFaIEBAYiBAfmogQLxyIED6eiBAOIMgQHaLIEC0kyBA8psgQC+kIEBtrCBAq7QgQOm8IEAnxSBAZc0gQKLVIEDg3SBAHuYgQFvuIECZ9iBA1v4gQBQHIUBSDyFAjxchQM0fIUAKKCFARzAhQIU4IUDCQCFAAEkhQD1RIUB6WSFAuGEhQPVpIUAyciFAb3ohQKyCIUDqiiFAJ5MhQGSbIUChoyFA3qshQBu0IUBYvCFAlcQhQNLMIUAP1SFATN0hQIjlIUDF7SFAAvYhQD/+IUB8BiJAuA4iQPUWIkAyHyJAbiciQKsvIkDoNyJAJEAiQGFIIkCdUCJA2lgiQBZhIkBTaSJAj3EiQMx5IkAIgiJARIoiQIGSIkC9miJA+aIiQDarIkBysyJArrsiQOrDIkAmzCJAY9QiQJ/cIkDb5CJAF+0iQFP1IkCP/SJAywUjQAcOI0BDFiNAzBcjQFIhI0DYKiNAXjQjQOQ9I0BqRyNA8FAjQHVaI0D7YyNAgW0jQAZ3I0CLgCNAEYojQJaTI0AbnSNAoKYjQCWwI0CquSNAL8MjQLTMI0A41iNAvd8jQEHpI0DG8iNASvwjQM4FJEBTDyRA1xgkQFsiJEDfKyRAYzUkQOc+JEBqSCRA7lEkQHJbJED1ZCRAeW4kQPx3JECAgSRAA4skQIaUJEAJniRAjKckQA+xJECSuiRAFcQkQJfNJEAa1yRAneAkQB/qJECi8yRAJP0kQKYGJUAoECVAqxklQC0jJUCvLCVAMTYlQLI/JUA0SSVAtlIlQDhcJUC5ZSVAO28lQLx4JUA9giVAv4slQECVJUDBniVAQqglQMOxJUBEuyVAxcQlQEXOJUDG1yVAR+ElQMfqJUBI9CVAyP0lQEkHJkDJECZASRomQMkjJkBJLSZAyTYmQElAJkDJSSZASVMmQMhcJkBIZiZAyG8mQEd5JkDHgiZARowmQMWVJkBEnyZAxKgmQEOyJkDCuyZAQcUmQMDOJkA+2CZAveEmQDzrJkC69CZAOf4mQLcHJ0A2ESdAtBonQDIkJ0CxLSdALzcnQK1AJ0ArSidAqVMnQCddJ0CkZidAInAnQKB5J0AdgydAm4wnQBiWJ0CWnydAE6knQJCyJ0ANvCdAi8UnQAjPJ0CF2CdAAuInQH7rJ0D79CdAeP4nQPUHKEBxEShA7hooQGokKEDnLShAYzcoQN9AKEBbSihA2FMoQFRdKEDQZihATHAoQMh5KEBDgyhAv4woQDuWKEC2nyhAMqkoQK6yKEApvChApMUoQCDPKECb2ChAFuIoQJHrKEAM9ShAh/4oQAIIKUB9ESlA+BopQHMkKUDtLSlAaDcpQONAKUBdSilA11MpQFJdKUDMZilARnApQMF5KUA7gylAtYwpQC+WKUCpnylAI6kpQJyyKUAWvClAkMUpQArPKUCD2ClA/eEpQHbrKUDv9ClAaf4pQOIHKkBbESpA1BoqQE4kKkDHLSpAQDcqQLhAKkAxSipAqlMqQCNdKkCcZipAFHAqQI15KkAFgypAfowqQPaVKkBunypA56gqQF+yKkDXuypAT8UqQMfOKkA/2CpAt+EqQC/rKkCn9CpAHv4qQJYHK0AOEStAhRorQP0jK0B0LStA7DYrQGNAK0DaSStAUlMrQMlcK0BAZitAt28rQC55K0ClgitAHIwrQJOVK0AJnytAgKgrQPexK0BtuytA5MQrQFrOK0DR1ytAR+ErQL7qK0A09CtAqv0rQCAHLECWECxADBosQIIjLED4LCxAbjYsQOQ/LEBaSSxA0FIsQEVcLEC7ZSxAMW8sQKZ4LEAcgixAkYssQAaVLEB8nixA8acsQGaxLEDbuixAUMQsQMXNLEA61yxAr+AsQCTqLECZ8yxADv0sQIIGLUD3Dy1AbBktQOAiLUBVLC1AyTUtQD4/LUCySC1AJlItQJtbLUAPZS1Ag24tQPd3LUBrgS1A34otQFOULUDHnS1AO6ctQK+wLUAiui1AlsMtQArNLUB91i1A8d8tQGTpLUDY8i1AS/wtQL8FLkAyDy5ApRguQBgiLkCLKy5A/zQuQHI+LkDlRy5AWFEuQMpaLkA9ZC5AsG0uQCN3LkCWgC5ACIouQHuTLkDtnC5AYKYuQNKvLkBFuS5At8IuQCrMLkCc1S5ADt8uQIDoLkDy8S5AZPsuQNcEL0BJDi9AuhcvQCwhL0CeKi9AEDQvQII9L0D0Ri9AZVAvQNdZL0BIYy9AumwvQCt2L0Cdfy9ADokvQICSL0Dxmy9AYqUvQNOuL0BFuC9AtsEvQCfLL0CY1C9ACd4vQHrnL0Dr8C9AW/ovQMwDMEA9DTBArhYwQB4gMECPKTBAADMwQHA8MEDhRTBAUU8wQMJYMEAyYjBAomswQBN1MECDfjBA84cwQGORMEDTmjBAQ6QwQLOtMEAjtzBAk8AwQAPKMEBz0zBA49wwQFPmMEDC7zBAMvkwQKICMUARDDFAgRUxQPAeMUBgKDFAzzExQD87MUCuRDFAHU4xQI1XMUD8YDFAa2oxQNpzMUBJfTFAuIYxQCiQMUCXmTFABaMxQHSsMUDjtTFAUr8xQMHIMUAw0jFAntsxQA3lMUB87jFA6vcxQFkBMkDHCjJANhQyQKQdMkATJzJAgTAyQO85MkBeQzJAzEwyQDpWMkCoXzJAFmkyQIRyMkDzezJAYYUyQM+OMkA8mDJAqqEyQBirMkCGtDJA9L0yQGLHMkDP0DJAPdoyQKvjMkAY7TJAhvYyQPP/MkBhCTNAzhIzQDwcM0CpJTNAFy8zQIQ4M0DxQTNAXkszQMxUM0A5XjNApmczQBNxM0CAejNA7YMzQFqNM0DHljNANKAzQKGpM0AOszNAe7wzQOfFM0BUzzNAwdgzQC7iM0Ca6zNAB/UzQHT+M0DgBzRATRE0QLkaNEAmJDRAki00QP42NEBrQDRA10k0QENTNECwXDRAHGY0QIhvNED0eDRAYII0QMyLNEA4lTRApJ40QBCoNEB8sTRA6Lo0QFTENEDAzTRALNc0QJjgNEAE6jRAb/M0QNv8NEBHBjVAsg81QB4ZNUCKIjVA9Ss1QGE1NUDMPjVAOEg1QKNRNUAOWzVAemQ1QOVtNUBQdzVAvIA1QCeKNUCSkzVA/Zw1QGmmNUDUrzVAP7k1QKrCNUAVzDVAgNU1QOveNUBW6DVAwfE1QCz7NUCXBDZAAQ42QGwXNkDXIDZAQio2QK0zNkAXPTZAgkY2QO1PNkBXWTZAwmI2QCxsNkCXdTZAAX82QGyINkDWkTZAQZs2QKukNkAWrjZAgLc2QOrANkBVyjZAv9M2QCndNkCT5jZA/u82QGj5NkDSAjdAPAw3QKYVN0AQHzdAeig3QOQxN0BOOzdAuEQ3QCJON0CMVzdA9mA3QGBqN0DKczdAM303QJ2GN0AHkDdAcZk3QNqiN0BErDdArrU3QBi/N0CByDdA69E3QFTbN0C+5DdAJ+43QJH3N0D6ADhAZAo4QM0TOEA3HThAoCY4QAkwOEBzOThA3EI4QEVMOECvVThAGF84QIFoOEDqcThAVHs4QL2EOEAmjjhAj5c4QPigOEBhqjhAyrM4QDO9OECcxjhABdA4QG7ZOEDX4jhAQOw4QKn1OEAS/zhAewg5QOQROUBNGzlAtSQ5QB4uOUCHNzlA8EA5QFhKOUDBUzlAKl05QJJmOUD7bzlAZHk5QMyCOUA1jDlAnpU5QAafOUBvqDlA17E5QEC7OUCoxDlAEc45QHnXOUDh4DlASuo5QLLzOUAb/TlAgwY6QOsPOkBUGTpAvCI6QCQsOkCNNTpA9T46QF1IOkDFUTpALVs6QJZkOkD+bTpAZnc6QM6AOkA2ijpAnpM6QAadOkBupjpA1q86QD65OkCmwjpADsw6QHbVOkDe3jpARug6QK7xOkAW+zpAfgQ7QOYNO0BOFztAtiA7QB4qO0CGMztA7Tw7QFVGO0C9TztAJVk7QIxiO0D0aztAXHU7QMR+O0AriDtAk5E7QPuaO0BipDtAyq07QDK3O0CZwDtAAco7QGnTO0DQ3DtAOOY7QJ/vO0AH+TtAbgI8QNYLPEA9FTxApR48QAwoPEB0MTxA2zo8QENEPECqTTxAElc8QHlgPEDgaTxASHM8QK98PEAXhjxAfo88QOWYPEBNojxAtKs8QBu1PECDvjxA6sc8QFHRPEC42jxAIOQ8QIftPEDu9jxAVQA9QL0JPUAkEz1Aixw9QPIlPUBZLz1AwTg9QChCPUCPSz1A9lQ9QF1ePUDEZz1AK3E9QJN6PUD6gz1AYY09QMiWPUAvoD1Alqk9QP2yPUBkvD1Ay8U9QDLPPUCZ2D1AAOI9QGfrPUDO9D1ANf49QJwHPkADET5Aaho+QNEjPkA4LT5AnzY+QAZAPkBLRj5AcVE+QJZcPkC8Zz5A4XI+QAZ+PkAriT5AUJQ+QHWfPkCZqj5AvbU+QOLAPkAGzD5AKtc+QE7iPkBx7T5Alfg+QLgDP0DbDj9A/hk/QCElP0BEMD9AZzs/QIlGP0CsUT9Azlw/QPBnP0AScz9ANH4/QFWJP0B3lD9AmJ8/QLqqP0DbtT9A/MA/QB3MP0A91z9AXuI/QH7tP0Ce+D9AvwNAQN8OQED/GUBAHiVAQD4wQEBdO0BAfUZAQJxRQEC7XEBA2mdAQPlyQEAXfkBANolAQFSUQEByn0BAkKpAQK61QEDMwEBA6stAQAfXQEAl4kBAQu1AQF/4QEB8A0FAmQ5BQLYZQUDTJEFA7y9BQAw7QUAoRkFARFFBQGBcQUB8Z0FAmHJBQLN9QUDPiEFA6pNBQAWfQUAgqkFAO7VBQFbAQUBxy0FAi9ZBQKbhQUDA7EFA2vdBQPQCQkAODkJAKBlCQEIkQkBbL0JAdTpCQI5FQkCnUEJAwFtCQNlmQkDycUJAC31CQCOIQkA8k0JAVJ5CQGypQkCEtEJAnL9CQLTKQkDM1UJA5OBCQPvrQkAS90JAKgJDQEENQ0BYGENAbyNDQIUuQ0CcOUNAskRDQMlPQ0DfWkNA9WVDQAtxQ0AhfENAN4dDQE2SQ0BinUNAeKhDQI2zQ0CivkNAt8lDQMzUQ0Dh30NA9upDQAr2Q0AfAURAMwxEQEgXREBcIkRAcC1EQIQ4RECYQ0RAq05EQL9ZREDSZERA5m9EQPl6REAMhkRAH5FEQDKcREBFp0RAV7JEQGq9REB9yERAj9NEQKHeRECz6URAxfREQNf/REDpCkVA+xVFQAwhRUAeLEVALzdFQEBCRUBSTUVAY1hFQHRjRUCEbkVAlXlFQKaERUC2j0VAx5pFQNelRUDnsEVA97tFQAfHRUAX0kVAJ91FQDfoRUBG80VAVv5FQGUJRkB0FEZAgx9GQJIqRkChNUZAsEBGQL9LRkDNVkZA3GFGQOpsRkD5d0ZAB4NGQBWORkAjmUZAMaRGQD+vRkBNukZAWsVGQGjQRkB120ZAg+ZGQJDxRkCd/EZAqgdHQLcSR0DEHUdA0ChHQN0zR0DqPkdA9klHQAJVR0APYEdAG2tHQCd2R0AzgUdAP4xHQEqXR0BWokdAYq1HQG24R0B5w0dAhM5HQI/ZR0Ca5EdApe9HQLD6R0C7BUhAxhBIQNAbSEDbJkhA5TFIQPA8SED6R0hABFNIQA5eSEAYaUhAInRIQCx/SEA2ikhAP5VIQEmgSEBSq0hAXLZIQGXBSEBuzEhAd9dIQIDiSECJ7UhAkvhIQJsDSUCkDklArBlJQLUkSUC9L0lAxTpJQM5FSUDWUElA3ltJQOZmSUDucUlA9nxJQP2HSUAFk0lADZ5JQBSpSUAbtElAI79JQCrKSUAx1UlAOOBJQD/rSUBG9klATQFKQFQMSkBaF0pAYSJKQGctSkBuOEpAdENKQHpOSkCAWUpAh2RKQI1vSkCTekpAmIVKQJ6QSkCkm0pAqaZKQK+xSkC0vEpAusdKQL/SSkDE3UpAyuhKQM/zSkDU/kpA2QlLQN0US0DiH0tA5ypLQOw1S0DwQEtA9UtLQPlWS0D9YUtAAm1LQAZ4S0AKg0tADo5LQBKZS0AWpEtAGq9LQB26S0AhxUtAJdBLQCjbS0As5ktAL/FLQDL8S0A2B0xAORJMQDwdTEA/KExAQjNMQEU+TEBISUxASlRMQE1fTEBQakxAUnVMQFWATEBXi0xAWZZMQFyhTEBerExAYLdMQGLCTEBkzUxAZthMQGjjTEBq7kxAbPlMQG0ETUBvD01AcRpNQHIlTUB0ME1AdTtNQHZGTUB4UU1AeVxNQHpnTUB7ck1AfH1NQH2ITUB+k01Af55NQH+pTUCAtE1Agb9NQIHKTUCC1U1AguBNQIPrTUCD9k1AgwFOQIMMTkCEF05AhCJOQIQtTkCEOE5AhENOQINOTkCDWU5Ag2ROQINvTkCCek5AgoVOQIGQTkCBm05AgKZOQICxTkB/vE5AfsdOQH3STkB93U5AfOhOQHvzTkB6/k5AeQlPQHgUT0B2H09AdSpPQHQ1T0ByQE9AcUtPQHBWT0BuYU9AbWxPQGt3T0Bpgk9AaI1PQGaYT0Bko09AYq5PQGC5T0BexE9AXM9PQFraT0BY5U9AVvBPQFT7T0BSBlBAUBFQQE0cUEBLJ1BASDJQQEY9UEBDSFBAQVNQQD5eUEA8aVBAOXRQQDZ/UEAzilBAMZVQQC6gUEArq1BAKLZQQCXBUEAizFBAH9dQQBviUEAY7VBAFfhQQBIDUUAODlFACxlRQAgkUUAEL1FAATpRQP1EUUD6T1FA9lpRQPNlUUDvcFFA63tRQOeGUUDkkVFA4JxRQNynUUDYslFA1L1RQNDIUUDM01FAyN5RQMTpUUDA9FFAvP9RQLcKUkCzFVJAryBSQKorUkCmNlJAokFSQJ1MUkCZV1JAlGJSQJBtUkCLeFJAh4NSQIKOUkB9mVJAeaRSQHSvUkBvulJAasVSQGbQUkBh21JAXOZSQFfxUkBS/FJATQdTQEgSU0BDHVNAPihTQDkzU0A0PlNAL0lTQClUU0AkX1NAH2pTQBp1U0AUgFNAD4tTQAqWU0AEoVNA/6tTQPm2U0D0wVNA7sxTQOnXU0Dj4lNA3u1TQNj4U0DTA1RAzQ5UQMcZVEDCJFRAvC9UQLY6VECwRVRAq1BUQKVbVECfZlRAmXFUQJN8VECNh1RAh5JUQIGdVEB7qFRAdbNUQG++VEBpyVRAY9RUQF3fVEBX6lRAUfVUQEsAVUBFC1VAPxZVQDghVUAyLFVALDdVQCZCVUAfTVVAGVhVQBNjVUANblVABnlVQACEVUD5jlVA85lVQO2kVUDmr1VA4LpVQNnFVUDT0FVAzNtVQMbmVUC/8VVAufxVQLIHVkCsElZApR1WQJ8oVkCYM1ZAkT5WQItJVkCEVFZAfl9WQHdqVkBwdVZAaoBWQGOLVkBcllZAVqFWQE+sVkBIt1ZAQcJWQDvNVkA02FZALeNWQCbuVkAg+VZAGQRXQBIPV0ALGldABCVXQP4vV0D3OldA8EVXQOlQV0DiW1dA22ZXQNRxV0DOfFdAx4dXQMCSV0C5nVdAsqhXQKuzV0CkvldAnclXQJfUV0CQ31dAiepXQIL1V0B7AFhAdAtYQG0WWEBmIVhAXyxYQFg3WEBRQlhASk1YQERYWEA9Y1hANm5YQC95WEAohFhAIY9YQBqaWEATpVhADLBYQAW7WED+xVhA99BYQPHbWEDq5lhA4/FYQNz8WEDVB1lAzhJZQMcdWUDAKFlAuTNZQLI+WUCsSVlApVRZQJ5fWUCXallAkHVZQImAWUCCi1lAfJZZQHWhWUBurFlAZ7dZQGDCWUBZzVlAU9hZQEzjWUBF7llAPvlZQDcEWkAxD1pAKhpaQCMlWkAdMFpAFjtaQA9GWkAIUVpAAlxaQPtmWkD0cVpA7nxaQOeHWkDgklpA2p1aQNOoWkDNs1pAxr5aQL/JWkC51FpAst9aQKzqWkCl9VpAnwBbQJgLW0CSFltAiyFbQIUsW0B/N1tAeEJbQHJNW0BrWFtAZWNbQF9uW0BYeVtAUoRbQEyPW0BFmltAP6VbQDmwW0Azu1tALcZbQCbRW0Ag3FtAGudbQBTyW0AO/VtACAhcQAITXED8HVxA9ihcQPAzXEDqPlxA5ElcQN5UXEDYX1xA0mpcQMx1XEDGgFxAwItcQLuWXEC1oVxAr6xcQKm3XECkwlxAns1cQJjYXECT41xAje5cQIf5XECCBF1AfA9dQHcaXUBxJV1AbDBdQGY7XUBhRl1AXFFdQFZcXUBRZ11ATHJdQEZ9XUBBiF1APJNdQDeeXUAyqV1ALbRdQCi/XUAiyl1AHdVdQBjgXUAT611AD/ZdQAoBXkAFDF5AABdeQPshXkD2LF5A8jdeQO1CXkDoTV5A5FheQN9jXkDabl5A1nleQNGEXkDNj15AyJpeQMSlXkDAsF5Au7teQLfGXkCz0V5Ar9xeQKrnXkCm8l5Aov1eQJ4IX0CaE19Alh5fQJIpX0CONF9Aij9fQIZKX0CDVV9Af2BfQHtrX0B3dl9AdIFfQHCMX0Bsl19AaaJfQGWtX0BiuF9AX8NfQFvOX0BY2V9AVeRfQFHvX0BO+l9ASwVgQEgQYEBFG2BAQiZgQD8xYEA8PGBAOUdgQDZSYEAzXWBAMGhgQC5zYEArfmBAKIlgQCaUYEAjn2BAIapgQB61YEAcwGBAGstgQBfWYEAV4WBAE+xgQBH3YEAPAmFADQ1hQAsYYUAJI2FABy5hQAU5YUADRGFAAU9hQP9ZYUD+ZGFA/G9hQPt6YUD5hWFA+JBhQPabYUD1pmFA9LFhQPK8YUDxx2FA8NJhQO/dYUDu6GFA7fNhQOz+YUDrCWJA6hRiQOkfYkDpKmJA6DViQOdAYkDnS2JA5lZiQOZhYkDlbGJA5XdiQOWCYkDljWJA5JhiQOSjYkDkrmJA5LliQOTEYkDlz2JA5dpiQOXlYkDl8GJA5vtiQOYGY0DnEWNA5xxjQOgnY0DoMmNA6T1jQOpIY0DrU2NA7F5jQO1pY0DudGNA739jQPCKY0DxlWNA8qBjQPSrY0D1tmNA98FjQPjMY0D612NA++JjQP3tY0D/+GNAAQRkQAMPZEAFGmRAByVkQAkwZEALO2RADUZkQABNZEB1WmRA6WdkQF11ZEDRgmRARJBkQLidZEAqq2RAnbhkQA/GZECB02RA8+BkQGXuZEDW+2RARwllQLcWZUAoJGVAmDFlQAc/ZUB3TGVA5lllQFVnZUDEdGVAMoJlQKCPZUAOnWVAfKplQOm3ZUBWxWVAw9JlQC/gZUCc7WVACPtlQHMIZkDfFWZASiNmQLUwZkAfPmZAiktmQPRYZkBeZmZAx3NmQDGBZkCajmZAApxmQGupZkDTtmZAO8RmQKPRZkAK32ZAcuxmQNj5ZkA/B2dAphRnQAwiZ0ByL2dA1zxnQD1KZ0CiV2dAB2VnQGtyZ0DQf2dANI1nQJiaZ0D7p2dAX7VnQMLCZ0Al0GdAh91nQOrqZ0BM+GdArgVoQA8TaEBxIGhA0i1oQDM7aECTSGhA9FVoQFRjaEC0cGhAFH5oQHOLaEDSmGhAMaZoQJCzaEDuwGhATc5oQKrbaEAI6WhAZvZoQMMDaUAgEWlAfR5pQNkraUA2OWlAkkZpQO5TaUBJYWlApW5pQAB8aUBbiWlAtZZpQBCkaUBqsWlAxL5pQB7MaUB32WlA0OZpQCr0aUCCAWpA2w5qQDMcakCMKWpA4zZqQDtEakCTUWpA6l5qQEFsakCYeWpA7oZqQEWUakCboWpA8a5qQEa8akCcyWpA8dZqQEbkakCb8WpA8P5qQEQMa0CYGWtA7CZrQEA0a0CTQWtA505rQDpca0CNaWtA33ZrQDKEa0CEkWtA1p5rQCisa0B6uWtAy8ZrQBzUa0Bt4WtAvu5rQA78a0BfCWxArxZsQP8jbEBPMWxAnj5sQO5LbEA9WWxAjGZsQNpzbEApgWxAd45sQMWbbEATqWxAYbZsQK/DbED80GxASd5sQJbrbEDj+GxALwZtQHsTbUDIIG1AFC5tQF87bUCrSG1A9lVtQEFjbUCMcG1A131tQCKLbUBsmG1AtqVtQACzbUBKwG1AlM1tQN3abUAn6G1AcPVtQLkCbkABEG5ASh1uQJIqbkDaN25AIkVuQGpSbkCyX25A+WxuQEB6bkCHh25AzpRuQBWibkBcr25AorxuQOjJbkAu125AdORuQLnxbkD//m5ARAxvQIkZb0DOJm9AEzRvQFhBb0CcTm9A4FtvQCRpb0Bodm9ArINvQO+Qb0Aznm9AdqtvQLm4b0D8xW9AP9NvQIHgb0DE7W9ABvtvQEgIcECKFXBAyyJwQA0wcEBOPXBAkEpwQNFXcEARZXBAUnJwQJN/cEDTjHBAE5pwQFSncECTtHBA08FwQBPPcEBS3HBAkulwQNH2cEAQBHFATxFxQI0ecUDMK3FACjlxQEhGcUCHU3FAxGBxQAJucUBAe3FAfYhxQLuVcUD4onFANbBxQHK9cUCuynFA69dxQCflcUBk8nFAoP9xQNwMckAYGnJAVCdyQI80ckDLQXJABk9yQEFcckB8aXJAt3ZyQPKDckAskXJAZ55yQKGrckDbuHJAFcZyQE/TckCJ4HJAwu1yQPz6ckA1CHNAbhVzQKgic0DhL3NAGT1zQFJKc0CLV3NAw2RzQPtxc0Azf3NAbIxzQKOZc0DbpnNAE7RzQErBc0CCznNAudtzQPDoc0An9nNAXgN0QJUQdEDMHXRAAit0QDk4dEBvRXRApVJ0QNtfdEARbXRAR3p0QH2HdECylHRA6KF0QB2vdEBSvHRAh8l0QLzWdEDx43RAJvF0QFv+dECPC3VAxBh1QPgldUAsM3VAYEB1QJRNdUDIWnVA/Gd1QC91dUBjgnVAlo91QMqcdUD9qXVAMLd1QGPEdUCW0XVAyd51QPvrdUAu+XVAYAZ2QJMTdkDFIHZA9y12QCk7dkBbSHZAjVV2QL9idkDxb3ZAIn12QFSKdkCFl3ZAtqR2QOixdkAZv3ZASsx2QHvZdkCr5nZA3PN2QA0Bd0A9DndAbht3QJ4od0DONXdA/0J3QC9Qd0BfXXdAj2p3QL53d0DuhHdAHpJ3QE2fd0B9rHdArLl3QNvGd0AL1HdAOuF3QGnud0CY+3dAxwh4QPUVeEAkI3hAUzB4QIE9eECwSnhA3ld4QA1leEA7cnhAaX94QJeMeEDFmXhA86Z4QCG0eEBPwXhAfM54QKrbeEDY6HhABfZ4QDIDeUBgEHlAjR15QLoqeUDnN3lAFUV5QEJSeUBuX3lAm2x5QMh5eUD1hnlAIpR5QE6heUB7rnlAp7t5QNTIeUAA1nlALON5QFjweUCF/XlAsQp6QN0XekAJJXpANTJ6QGA/ekCMTHpAuFl6QORmekAPdHpAO4F6QGaOekCSm3pAvah6QOm1ekAUw3pAP9B6QGrdekCV6npAwfd6QOwEe0AXEntAQR97QGwse0CXOXtAwkZ7QO1Te0AXYXtAQm57QG17e0CXiHtAwpV7QOyie0AXsHtAQb17QGvKe0CW13tAwOR7QOrxe0AU/3tAPgx8QGgZfECSJnxAvTN8QOZAfEAQTnxAOlt8QGRofECOdXxAuIJ8QOKPfEALnXxANap8QF+3fECIxHxAstF8QNvefEAF7HxALvl8QFgGfUCBE31AqyB9QNQtfUD9On1AJ0h9QFBVfUB5Yn1Ao299QMx8fUD1iX1AHpd9QEekfUBwsX1Amr59QMPLfUDs2H1AFeZ9QD7zfUBnAH5AkA1+QLkafkDiJ35ACzV+QDNCfkBcT35AhVx+QK5pfkDXdn5AAIR+QCmRfkBRnn5Aeqt+QKO4fkDMxX5A9NJ+QB3gfkBG7X5Ab/p+QJcHf0DAFH9A6SF/QBEvf0A6PH9AY0l/QIxWf0C0Y39A3XB/QAZ+f0Aui39AV5h/QH+lf0Cosn9A0b9/QPnMf0Ai2n9AS+d/QHP0f0DOAIBAYgeAQPcNgECLFIBAHxuAQLQhgEBIKIBA3C6AQHE1gEAFPIBAmUKAQC5JgEDCT4BAVlaAQOtcgEB/Y4BAE2qAQKhwgEA8d4BA0X2AQGWEgED5ioBAjpGAQCKYgEC3noBAS6WAQOCrgEB0soBACLmAQJ2/gEAxxoBAxsyAQFrTgEDv2YBAg+CAQBjngECs7YBAQfSAQNX6gEBqAYFA/weBQJMOgUAoFYFAvBuBQFEigUDmKIFAei+BQA82gUCkPIFAOEOBQM1JgUBiUIFA9laBQItdgUAgZIFAtWqBQElxgUDed4FAc36BQAiFgUCdi4FAMpKBQMaYgUBbn4FA8KWBQIWsgUAas4FAr7mBQETAgUDZxoFAbs2BQAPUgUCY2oFALeGBQMPngUBY7oFA7fSBQIL7gUAXAoJArAiCQEIPgkDXFYJAbByCQAIjgkCXKYJALDCCQMI2gkBXPYJA7EOCQIJKgkAXUYJArVeCQEJegkDYZIJAbmuCQANygkCZeIJALn+CQMSFgkBajIJA8JKCQIWZgkAboIJAsaaCQEetgkDds4JAc7qCQAnBgkCfx4JANc6CQMvUgkBh24JA9+GCQI3ogkAj74JAufWCQE/8gkDmAoNAfAmDQBIQg0CpFoNAPx2DQNUjg0BsKoNAAjGDQJk3g0AvPoNAxkSDQF1Lg0DzUYNAiliDQCFfg0C3ZYNATmyDQOVyg0B8eYNAE4CDQKqGg0BBjYNA2JODQG+ag0AGoYNAnaeDQDSug0DMtINAY7uDQPrBg0CRyINAKc+DQMDVg0BY3INA7+KDQIfpg0Ae8INAtvaDQE79g0A=\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[6689]},\"y\":{\"__ndarray__\":\"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uOCP6Tsgj979YI/Uf6CPycHgz/+D4M/1BiDP6ohgz+AKoM/VjODPyw8gz8CRYM/2U2DP65Wgz+EX4M/WmiDPzBxgz8GeoM/3IKDP7GLgz+HlIM/XZ2DPzKmgz8Ir4M/3reDP7PAgz+JyYM/XtKDPzPbgz8J5IM/3uyDP7P1gz+J/oM/XgeEPzMQhD8IGYQ/3SGEP7IqhD+HM4Q/XDyEPzFFhD8GToQ/21aEP7BfhD+FaIQ/WnGEPy56hD8Dg4Q/2IuEP62UhD+BnYQ/VqaEPyqvhD//t4Q/08CEP6jJhD980oQ/UNuEPyXkhD/57IQ/zfWEP6L+hD92B4U/ShCFPx4ZhT/yIYU/xiqFP5ozhT9uPIU/QkWFPxZOhT/qVoU/vl+FP5JohT9lcYU/OXqFPw2DhT/hi4U/tJSFP4idhT9bpoU/L6+FPwO4hT/WwIU/qsmFP33ShT9Q24U/JOSFP/fshT/K9YU/nv6FP3EHhj9EEIY/FxmGP+ohhj+9KoY/kTOGP2Q8hj83RYY/Ck6GP91Whj+vX4Y/gmiGP1Vxhj8oeoY/+4KGP86Lhj+glIY/c52GP0amhj8Yr4Y/67eGP77Ahj+QyYY/Y9KGPzXbhj8I5IY/2uyGP6z1hj9//oY/UQeHPyMQhz/2GIc/yCGHP5oqhz9sM4c/PzyHPxFFhz/jTYc/tVaHP4dfhz9ZaIc/K3GHP/15hz/Pgoc/oYuHP3OUhz9EnYc/FqaHP+iuhz+6t4c/jMCHP13Jhz8v0oc/AduHP9Ljhz+k7Ic/dfWHP0f+hz8YB4g/6g+IP7sYiD+NIYg/XiqIPzAziD8BPIg/0kSIP6NNiD91Vog/Rl+IPxdoiD/ocIg/unmIP4uCiD9ci4g/LZSIP/6ciD/PpYg/oK6IP3G3iD9CwIg/E8mIP+TRiD+12og/heOIP1bsiD8n9Yg/+P2IP8kGiT+ZD4k/ahiJPzshiT8LKok/3DKJP607iT99RIk/Tk2JPx5WiT/vXok/v2eJP5BwiT9geYk/MIKJPwGLiT/Rk4k/opyJP3KliT9Crok/EreJP+O/iT+zyIk/g9GJP1PaiT8j44k/8+uJP8T0iT+U/Yk/ZAaKPzQPij8EGIo/1CCKP6Qpij90Moo/RDuKPxNEij/jTIo/s1WKP4Neij9TZ4o/I3CKP/J4ij/CgYo/koqKP2GTij8xnIo/AaWKP9Ctij+gtoo/cL+KPz/Iij8P0Yo/3tmKP67iij9964o/TfSKPxz9ij/sBYs/uw6LP4oXiz9aIIs/KSmLP/gxiz/IOos/l0OLP2ZMiz81VYs/BV6LP9Rmiz+jb4s/cniLP0GBiz8Qios/35KLP6+biz9+pIs/Ta2LPxy2iz/rvos/useLP4nQiz9Y2Ys/JuKLP/Xqiz/E84s/k/yLP2IFjD8xDow/ABeMP84fjD+dKIw/bDGMPzs6jD8JQ4w/2EuMP6dUjD92XYw/RGaMPxNvjD/hd4w/sICMP3+JjD9Nkow/HJuMP+qjjD+5rIw/h7WMP1a+jD8kx4w/88+MP8HYjD+Q4Yw/XuqMPyzzjD/7+4w/yQSNP5cNjT9mFo0/NB+NPwIojT/RMI0/nzmNP21CjT87S40/CVSNP9hcjT+mZY0/dG6NP0J3jT8QgI0/3oiNP62RjT97mo0/SaONPxesjT/ltI0/s72NP4HGjT9Pz40/HdiNP+vgjT+56Y0/h/KNP1X7jT8jBI4/8AyOP74Vjj+MHo4/WieOPygwjj/2OI4/xEGOP5FKjj9fU44/LVyOP/tkjj/IbY4/lnaOP2R/jj8yiI4//5COP82Zjj+boo4/aKuOPza0jj8EvY4/0cWOP5/Ojj9t144/OuCOPwjpjj/V8Y4/o/qOP3ADjz8+DI8/CxWPP9kdjz+mJo8/dC+PP0E4jz8PQY8/3EmPP6pSjz93W48/RWSPPxJtjz/fdY8/rX6PP3qHjz9IkI8/FZmPP+Khjz+wqo8/fbOPP0q8jz8YxY8/m8iPP0fTjz/y3Y8/neiPP0jzjz/z/Y8/ngiQP0kTkD/zHZA/niiQP0kzkD/zPZA/nkiQP0hTkD/yXZA/nWiQP0dzkD/xfZA/m4iQP0WTkD/vnZA/mKiQP0KzkD/svZA/lciQPz/TkD/o3ZA/kuiQPzvzkD/k/ZA/jQiRPzYTkT/fHZE/iCiRPzEzkT/aPZE/g0iRPytTkT/UXZE/fGiRPyVzkT/NfZE/dYiRPx2TkT/GnZE/bqiRPxazkT+9vZE/ZciRPw3TkT+13ZE/XOiRPwTzkT+r/ZE/UwiSP/oSkj+hHZI/SSiSP/Aykj+XPZI/PkiSP+VSkj+MXZI/MmiSP9lykj+AfZI/JoiSP82Skj9znZI/GqiSP8Cykj9mvZI/DMiSP7LSkj9Y3ZI//ueSP6Tykj9K/ZI/8AeTP5YSkz87HZM/4SeTP4Yykz8sPZM/0UeTP3ZSkz8bXZM/wWeTP2Zykz8LfZM/sIeTP1WSkz/5nJM/nqeTP0Oykz/nvJM/jMeTPzDSkz/V3JM/eeeTPx3ykz/C/JM/ZgeUPwoSlD+uHJQ/UieUP/YxlD+ZPJQ/PUeUP+FRlD+FXJQ/KGeUP8xxlD9vfJQ/EoeUP7aRlD9ZnJQ//KaUP5+xlD9CvJQ/5caUP4jRlD8r3JQ/zuaUP3DxlD8T/JQ/tgaVP1gRlT/7G5U/nSaVPz8xlT/iO5U/hEaVPyZRlT/IW5U/amaVPwxxlT+ue5U/UIaVP/KQlT+Tm5U/NaaVP9ewlT94u5U/GsaVP7vQlT9c25U//uWVP5/wlT9A+5U/4QWWP4IQlj8jG5Y/xCWWP2Uwlj8GO5Y/p0WWP0dQlj/oWpY/iGWWPylwlj/JepY/aoWWPwqQlj+qmpY/SqWWP+uvlj+LupY/K8WWP8vPlj9q2pY/CuWWP6rvlj9K+pY/6QSXP4kPlz8pGpc/yCSXP2gvlz8HOpc/pkSXP0VPlz/lWZc/hGSXPyNvlz/CeZc/YYSXPwCPlz+fmZc/PaSXP9yulz97uZc/GcSXP7jOlz9W2Zc/9eOXP5Pulz8y+Zc/0AOYP24OmD8MGZg/qiOYP0gumD/mOJg/hEOYPyJOmD/AWJg/XmOYP/ttmD+ZeJg/N4OYP9SNmD9ymJg/D6OYP62tmD9KuJg/58KYP4TNmD8i2Jg/v+KYP1ztmD/595g/lgKZPzINmT/PF5k/bCKZPwktmT+lN5k/QkKZP99MmT97V5k/GGKZP7RsmT9Qd5k/7YGZP4mMmT8ll5k/waGZP12smT/5tpk/lcGZPzHMmT/N1pk/aeGZPwXsmT+g9pk/PAGaP9gLmj9zFpo/DyGaP6ormj9GNpo/4UCaP3xLmj8YVpo/s2CaP05rmj/pdZo/hICaPx+Lmj+6lZo/VaCaP/Cqmj+LtZo/JcCaP8DKmj9b1Zo/9d+aP5Dqmj8q9Zo/xf+aP18Kmz/5FJs/lB+bPy4qmz/INJs/Yj+bP/xJmz+XVJs/MV+bP8ppmz9kdJs//n6bP5iJmz8ylJs/y56bP2Wpmz//s5s/mL6bPzLJmz/L05s/Zd6bP/7omz+X85s/Mf6bP8oInD9jE5w//B2cP5UonD8uM5w/xz2cP2BInD/5Upw/kl2cPytonD/Ecpw/XH2cP/WHnD+Okpw/Jp2cP7+nnD9Xspw/8LycP4jHnD8g0pw/udycP1HnnD/p8Zw/gfycPxoHnT+yEZ0/ShydP+ImnT96MZ0/EjydP6lGnT9BUZ0/2VudP3FmnT8IcZ0/oHudPziGnT/PkJ0/Z5udP/6lnT+VsJ0/LbudP8TFnT9b0J0/89qdP4rlnT8h8J0/uPqdP08Fnj/mD54/fRqePxQlnj+rL54/QjqeP9lEnj9wT54/BlqeP51knj80b54/ynmeP2GEnj/3jp4/jpmePySknj+7rp4/UbmeP+fDnj9+zp4/FNmeP6rjnj9A7p4/1vieP2wDnz8CDp8/mBifPy4jnz/ELZ8/WjifP/BCnz+GTZ8/HFifP7Finz9HbZ8/3XefP3KCnz8IjZ8/nZefPzOinz/IrJ8/XrefP/PBnz+IzJ8/HdefP7Phnz9I7J8/3fafP3IBoD8HDKA/nBagPzEhoD/GK6A/WzagP/BAoD+FS6A/GlagP69goD9Da6A/2HWgP22AoD8Bi6A/lpWgPyugoD+/qqA/VLWgP+i/oD99yqA/EdWgP6XfoD866qA/zvSgP2L/oD/2CaE/ixShPx8foT+zKaE/RzShP9s+oT9vSaE/A1ShP5deoT8raaE/vnOhP1J+oT/miKE/epOhPw6eoT+hqKE/NbOhP8i9oT9cyKE/8NKhP4PdoT8X6KE/qvKhPz39oT/RB6I/ZBKiP/ccoj+LJ6I/HjKiP7E8oj9ER6I/11GiP2tcoj/+ZqI/kXGiPyR8oj+3hqI/SpGiP92boj9vpqI/ArGiP5W7oj8oxqI/u9CiP03boj/g5aI/c/CiPwX7oj+YBaM/KxCjP70aoz9QJaM/4i+jP3U6oz8HRaM/mU+jPyxaoz++ZKM/UG+jP+N5oz91hKM/B4+jP5mZoz8rpKM/va6jP1C5oz/iw6M/dM6jPwbZoz+Y46M/Ku6jP7v4oz9NA6Q/3w2kP3EYpD8DI6Q/lS2kPyY4pD+4QqQ/Sk2kP9tXpD9tYqQ//2ykP5B3pD8igqQ/s4ykP0WXpD/WoaQ/aKykP/m2pD+KwaQ/HMykP63WpD8+4aQ/0OukP2H2pD/yAKU/gwulPxQWpT+mIKU/NyulP8g1pT9ZQKU/6kqlP3tVpT8MYKU/nWqlPy51pT+/f6U/T4qlP+CUpT9xn6U/AqqlP5O0pT8jv6U/tMmlP0XUpT/W3qU/ZumlP/fzpT+H/qU/GAmmP6kTpj85HqY/yiimP1ozpj/rPaY/e0imPwtTpj+cXaY/LGimP71ypj9NfaY/3YemP22Spj/+nKY/jqemPx6ypj+uvKY/PsemP8/Rpj9f3KY/7+amP3/xpj8P/KY/nwanPy8Rpz+/G6c/TyanP98wpz9vO6c//0WnP49Qpz8eW6c/rmWnPz5wpz/Oeqc/XoWnP+2Ppz99mqc/DaWnP52vpz8suqc/vMSnP0vPpz/b2ac/a+SnP/rupz+K+ac/GQSoP6kOqD84Gag/yCOoP1cuqD/nOKg/dkOoPwVOqD+VWKg/JGOoP7RtqD9DeKg/0oKoP2GNqD/xl6g/gKKoPw+tqD+et6g/LsKoP73MqD9M16g/2+GoP2rsqD/59qg/iAGpPxcMqT+nFqk/NiGpP8UrqT9UNqk/40CpP3JLqT8BVqk/j2CpPx5rqT+tdak/PICpP8uKqT9alak/6Z+pP3iqqT8Gtak/lb+pPyTKqT+z1Kk/Qd+pP9DpqT9f9Kk/7v6pP3wJqj8LFKo/mh6qPygpqj+3M6o/RT6qP9RIqj9jU6o/8V2qP4Boqj8Oc6o/nX2qPyuIqj+6kqo/SJ2qP9enqj9lsqo/9LyqP4LHqj8R0qo/n9yqPy3nqj+88ao/SvyqP9gGqz9nEas/9RurP4Mmqz8SMas/oDurPy5Gqz+9UKs/S1urP9llqz9ncKs/9nqrP4SFqz8SkKs/oJqrPy6lqz+9r6s/S7qrP9nEqz9nz6s/9dmrP4Pkqz8R76s/n/mrPy0ErD+8Dqw/ShmsP9gjrD9mLqw/9DisP4JDrD8QTqw/nlisPyxjrD+6baw/SHisP9aCrD9kjaw/8pesP4CirD8Nraw/m7esPynCrD+3zKw/RdesP9PhrD9h7Kw/7/asP30BrT8KDK0/mBatPyYhrT+0K60/QjatP9BArT9dS60/61WtP3lgrT8Ha60/lXWtPyKArT+wiq0/PpWtP8yfrT9Zqq0/57StP3W/rT8Dyq0/kNStPx7frT+s6a0/Hc+vP6vZrz855K8/xu6vP1T5rz/hA7A/bw6wP/wYsD+KI7A/Fy6wP6U4sD8yQ7A/wE2wP01YsD/bYrA/aG2wP/Z3sD+DgrA/EY2wP3lztD/KgLQ/Go60P2ubtD+7qLQ/DLa0P1zDtD+s0LQ//N20P0zrtD+c+LQ/7AW1PzwTtT+MILU/3C21Pys7tT97SLU/ylW1PxljtT9ocLU/uH21PweLtT9WmLU/paW1P/OytT9CwLU/kc21P9/atT8u6LU/fPW1P8sCtj8ZELY/Zx22P7Uqtj8DOLY/UUW2P59Stj/tX7Y/Om22P4h6tj/Wh7Y/I5W2P3Citj++r7Y/C722P1jKtj+l17Y/8uS2Pz/ytj+M/7Y/2Qy3PyUatz9yJ7c/vjS3PwtCtz9XT7c/o1y3P+9ptz88d7c/iIS3P9SRtz8fn7c/a6y3P7e5tz8Dx7c/TtS3P5rhtz/l7rc/MPy3P3wJuD/HFrg/EiS4P10xuD+oPrg/80u4Pz5ZuD+IZrg/03O4Px6BuD9ojrg/spu4P/2ouD9Htrg/kcO4P9vQuD8l3rg/b+u4P7n4uD8DBrk/TRO5P5cguT/gLbk/Kju5P3NIuT+8Vbk/BmO5P09wuT+Yfbk/4Yq5PyqYuT9zpbk/vLK5PwXAuT9Nzbk/ltq5P9/nuT8n9bk/cAK6P7gPuj8AHbo/SCq6P5E3uj/ZRLo/IVK6P2hfuj+wbLo/+Hm6P0CHuj+HlLo/z6G6Pxavuj9evLo/pcm6P+zWuj805Lo/e/G6P8L+uj8JDLs/UBm7P5cmuz/dM7s/JEG7P2tOuz+xW7s/+Gi7Pz52uz+Eg7s/y5C7PxGeuz9Xq7s/nbi7P+PFuz8p07s/b+C7P7Xtuz/7+rs/QAi8P4YVvD/LIrw/ETC8P1Y9vD+bSrw/4Ve8PyZlvD9rcrw/sH+8P/WMvD86mrw/f6e8P8S0vD8Iwrw/Tc+8P5LcvD/W6bw/G/e8P18EvT+jEb0/5x69PywsvT9wOb0/tEa9P/hTvT88Yb0/gG69P8N7vT8Hib0/S5a9P46jvT/SsL0/Fb69P1nLvT+c2L0/3+W9PyLzvT9mAL4/qQ2+P+wavj8vKL4/cTW+P7RCvj/3T74/Ol2+P3xqvj+/d74/AYW+P0SSvj+Gn74/yKy+Pwu6vj9Nx74/j9S+P9Hhvj8T774/Vfy+P5cJvz/ZFr8/GiS/P1wxvz+ePr8/30u/PyFZvz9iZr8/pHO/P+WAvz8mjr8/Z5u/P6iovz/ptb8/KsO/P2vQvz+s3b8/7eq/Py74vz9vBcA/rxLAP/AfwD8wLcA/cTrAP7FHwD/yVMA/MmLAP3JvwD+yfMA/8onAPzKXwD9ypMA/srHAP/K+wD8yzMA/ctnAP7HmwD/x88A/MQHBP3AOwT+wG8E/7yjBPy42wT9uQ8E/rVDBP+xdwT8ra8E/anjBP6mFwT/oksE/J6DBP2atwT+lusE/48fBPyLVwT9h4sE/n+/BP978wT8cCsI/WhfCP5kkwj/XMcI/FT/CP1NMwj+RWcI/z2bCPw10wj9LgcI/iY7CP8ebwj8FqcI/Q7bCP4DDwj++0MI/+93CPznrwj92+MI/tAXDP/ESwz8uIMM/ay3DP6k6wz/mR8M/I1XDP2Biwz+db8M/2nzDPxaKwz9Tl8M/kKTDP82xwz8Jv8M/RszDP4LZwz+/5sM/+/PDPzgBxD90DsQ/sBvEP+0oxD8pNsQ/ZUPEP6FQxD/dXcQ/GWvEP1V4xD+RhcQ/zJLEPwigxD9ErcQ/gLrEP7vHxD/31MQ/MuLEP27vxD+p/MQ/5AnFPyAXxT9bJMU/ljHFP9E+xT8MTMU/SFnFP4NmxT++c8U/+IDFPzOOxT9um8U/qajFP+S1xT8ew8U/WdDFP5PdxT/O6sU/CPjFP0MFxj99EsY/uB/GP/Isxj8sOsY/ZkfGP6BUxj/bYcY/FW/GP098xj+JicY/wpbGP/yjxj82scY/cL7GP6rLxj/j2MY/HebGP1bzxj+QAMc/yQ3HPwMbxz88KMc/djXHP69Cxz/oT8c/IV3HP1tqxz+Ud8c/zYTHPwaSxz8/n8c/eKzHP7G5xz/qxsc/ItTHP1vhxz+U7sc/zfvHPwUJyD8+Fsg/diPIP68wyD/nPcg/IEvIP1hYyD+RZcg/yXLIPwGAyD85jcg/cZrIP6qnyD/itMg/GsLIP1LPyD+K3Mg/wunIP/n2yD8xBMk/aRHJP6EeyT/YK8k/EDnJP0hGyT9/U8k/t2DJP+5tyT8me8k/XYjJP5WVyT/Mosk/A7DJPzu9yT9yysk/qdfJP+DkyT8X8sk/Tv/JP4UMyj+8Gco/8ybKPyo0yj9hQco/mE7KP89byj8Faco/PHbKP3ODyj+pkMo/4J3KPxaryj9NuMo/g8XKP7rSyj/w38o/J+3KP136yj+TB8s/yRTLPwAiyz82L8s/bDzLP6JJyz/YVss/DmTLP0Rxyz96fss/sIvLP+aYyz8cpss/UrPLP4fAyz+9zcs/89rLPyjoyz9e9cs/lALMP8kPzD//HMw/NCrMP2o3zD+fRMw/1FHMPwpfzD8/bMw/dHnMP6qGzD/fk8w/FKHMP0muzD9+u8w/s8jMP+jVzD8d48w/UvDMP4f9zD+8Cs0/8RfNPyYlzT9bMs0/kD/NP8RMzT/5Wc0/LmfNP2J0zT+Xgc0/zI7NPwCczT81qc0/abbNP57DzT/S0M0/Bt7NPzvrzT9v+M0/owXOP9gSzj8MIM4/QC3OP3Q6zj+oR84/3FTOPxBizj9Fb84/eXzOP62Jzj/gls4/FKTOP0ixzj98vs4/sMvOP+TYzj8Y5s4/S/POP38Azz+zDc8/5hrPPxoozz9ONc8/gULPP7VPzz/oXM8/HGrPP093zz+DhM8/tpHPP+mezz8drM8/ULnPP4PGzz+3088/6uDPPx3uzz9Q+88/gwjQP7cV0D/qItA/HTDQP1A90D+DStA/tlfQP+lk0D8cctA/T3/QP4KM0D+0mdA/56bQPxq00D9NwdA/gM7QP7Lb0D/l6NA/GPbQP0oD0T99ENE/sB3RP+Iq0T8VONE/R0XRP3pS0T+sX9E/32zRPxF60T9Eh9E/dpTRP6ih0T/brtE/DbzRPz/J0T9y1tE/pOPRP9bw0T8I/tE/OgvSP20Y0j+fJdI/0TLSPwNA0j81TdI/Z1rSP5ln0j/LdNI//YHSPy+P0j9hnNI/k6nSP8W20j/3w9I/KNHSP1re0j+M69I/vvjSP/AF0z8hE9M/UyDTP4Ut0z+3OtM/6EfTPxpV0z9LYtM/fW/TP6980z/gidM/EpfTP0Ok0z91sdM/pr7TP9jL0z8J2dM/O+bTP2zz0z+dANQ/zw3UPwAb1D8xKNQ/YzXUP5RC1D/FT9Q/91zUPyhq1D9Zd9Q/ioTUP7uR1D/tntQ/HqzUP0+51D+AxtQ/sdPUP+Lg1D8T7tQ/RPvUP3UI1T+mFdU/1yLVPwgw1T85PdU/akrVP5tX1T/MZNU//XHVPy5/1T9fjNU/kJnVP8Cm1T/xs9U/IsHVP1PO1T+E29U/tOjVP+X11T8WA9Y/RxDWP3cd1j+oKtY/2TfWPwlF1j86UtY/a1/WP5ts1j/MedY//IbWPy2U1j9eodY/jq7WP7+71j/vyNY/INbWP1Dj1j+B8NY/sf3WP+IK1z8SGNc/QyXXP3My1z+jP9c/1EzXPwRa1z81Z9c/ZXTXP5WB1z/Gjtc/9pvXPyap1z9Xttc/h8PXP7fQ1z/n3dc/GOvXP0j41z94Bdg/qBLYP9kf2D8JLdg/OTrYP2lH2D+ZVNg/ymHYP/pu2D8qfNg/WonYP4qW2D+6o9g/67DYPxu+2D9Ly9g/e9jYP6vl2D/b8tg/CwDZPzsN2T9rGtk/myfZP8s02T/7Qdk/K0/ZP1tc2T+Ladk/u3bZP+uD2T8bkdk/S57ZP3ur2T+ruNk/28XZPwvT2T874Nk/a+3ZP5v62T/LB9o/+xTaPysi2j9aL9o/ijzaP7pJ2j/qVto/GmTaP0px2j96fto/qovaP9mY2j8Jpto/ObPaP2nA2j+Zzdo/ydraP/jn2j8o9do/WALbP4gP2z+4HNs/6CnbPxc32z9HRNs/d1HbP6de2z/Wa9s/BnnbPzaG2z9mk9s/lqDbP8Wt2z/1uts/JcjbP1XV2z+E4ts/tO/bP+T82z8UCtw/QxfcP3Mk3D+jMdw/0z7cPwJM3D8yWdw/YmbcP5Jz3D/BgNw/8Y3cPyGb3D9RqNw/gLXcP7DC3D/gz9w/EN3cPz/q3D9v99w/nwTdP88R3T/+Ht0/LizdP1453T+NRt0/vVPdP+1g3T8dbt0/THvdP3yI3T+sld0/3KLdPwuw3T87vd0/a8rdP5vX3T/K5N0/+vHdPyr/3T9aDN4/iRneP7km3j/pM94/GUHeP0hO3j94W94/qGjeP9h13j8Hg94/N5DeP2ed3j+Xqt4/x7feP/bE3j8m0t4/Vt/eP4bs3j+2+d4/5QbfPxUU3z9FId8/dS7fP6U73z/VSN8/BFbfPzRj3z9kcN8/lH3fP8SK3z/0l98/I6XfP1Oy3z+Dv98/s8zfP+PZ3z8T598/Q/TfP3MB4D+jDuA/0xvgPwMp4D8yNuA/YkPgP5JQ4D/CXeA/8mrgPyJ44D9SheA/gpLgP7Kf4D/irOA/ErrgP0LH4D9y1OA/ouHgP9Lu4D8C/OA/MgnhP2IW4T+SI+E/wzDhP/M94T8jS+E/U1jhP4Nl4T+zcuE/43/hPxON4T9EmuE/dKfhP6S04T/UweE/BM/hPzTc4T9l6eE/lfbhP8UD4j/1EOI/Jh7iP1Yr4j+GOOI/tkXiP+dS4j8XYOI/R23iP3h64j+oh+I/2JTiPwmi4j85r+I/abziP5rJ4j/K1uI/++PiPyvx4j9c/uI/jAvjP7wY4z/tJeM/HTPjP05A4z9+TeM/r1rjP+Bn4z8QdeM/QYLjP3GP4z+inOM/0qnjPwO34z80xOM/ZNHjP5Xe4z/G6+M/9vjjPycG5D9YE+Q/iSDkP7kt5D/qOuQ/G0jkP0xV5D99YuQ/rW/kP9585D8PiuQ/QJfkP3Gk5D+iseQ/077kPwTM5D812eQ/ZubkP5fz5D/IAOU/+Q3lPyob5T9bKOU/jDXlP71C5T/uT+U/H13lP1Bq5T+Bd+U/s4TlP+SR5T8Vn+U/RqzlP3i55T+pxuU/2tPlPwvh5T897uU/bvvlP58I5j/RFeY/AiPmPzQw5j9lPeY/l0rmP8hX5j/5ZOY/K3LmP11/5j+OjOY/wJnmP/Gm5j8jtOY/VcHmP4bO5j+42+Y/6ujmPxv25j9NA+c/fxDnP7Ed5z/iKuc/FDjnP0ZF5z94Uuc/ql/nP9xs5z8Oeuc/P4fnP3GU5z+joec/1a7nPwe85z86yec/bNbnP57j5z/Q8Oc/Al7wP7xv8D91gfA/LpPwP+ek8D+gtvA/WcjwPxLa8D/L6/A/hP3wPzwP8T/1IPE/rTLxP2VE8T8dVvE/1mfxP4558T9Gi/E//ZzxP7Wu8T9twPE/JdLxP9zj8T+T9fE/SwfyPwIZ8j+5KvI/cDzyPydO8j/eX/I/lXHyP0yD8j8ClfI/uabyP2+48j8myvI/3NvyP5Lt8j9J//I//xDzP7Ui8z9qNPM/IEbzP9ZX8z+MafM/QXvzP/eM8z+snvM/YbDzPxfC8z/M0/M/geXzPzb38z/rCPQ/nxr0P1Qs9D8JPvQ/vU/0P3Jh9D8mc/Q/2oT0P4+W9D9DqPQ/97n0P6vL9D9f3fQ/Eu/0P8YA9T96EvU/LST1P+E19T+UR/U/SFn1P/tq9T+ufPU/YY71PxSg9T/HsfU/esP1PyzV9T/f5vU/kvj1P0QK9j/3G/Y/qS32P1s/9j8NUfY/wGL2P3J09j8khvY/1Zf2P4ep9j85u/Y/68z2P5ze9j9O8PY//wH3P7AT9z9iJfc/Ezf3P8RI9z91Wvc/Jmz3P9d99z+Hj/c/OKH3P+my9z+ZxPc/Stb3P/rn9z+q+fc/Wwv4Pwsd+D+7Lvg/a0D4PxtS+D/LY/g/enX4PyqH+D/amPg/iar4Pzm8+D/ozfg/l9/4P0fx+D/2Avk/pRT5P1Qm+T8DOPk/skn5P2Fb+T8Pbfk/vn75P22Q+T8bovk/ybP5P3jF+T8m1/k/1Oj5P4L6+T8wDPo/3h36P4wv+j86Qfo/6FL6P5Zk+j9Ddvo/8Yf6P56Z+j9Mq/o/+bz6P6bO+j9T4Po/AfL6P64D+z9bFfs/Byf7P7Q4+z9hSvs/Dlz7P7pt+z9nf/s/E5H7P8Ci+z9stPs/GMb7P8TX+z9x6fs/Hfv7P8kM/D91Hvw/IDD8P8xB/D94U/w/I2X8P892/D96iPw/Jpr8P9Gr/D99vfw/KM/8P9Pg/D9+8vw/KQT9P9QV/T9/J/0/Kjn9P9RK/T9/XP0/Km79P9R//T9/kf0/KaP9P9O0/T99xv0/KNj9P9Lp/T98+/0/Jg3+P9Ae/j96MP4/I0L+P81T/j93Zf4/IHf+P8qI/j9zmv4/Haz+P8a9/j9vz/4/GOH+P8Ly/j9rBP8/FBb/P70n/z9lOf8/Dkv/P7dc/z9gbv8/CID/P7GR/z9Zo/8/ArX/P6rG/z9S2P8/++n/P6P7/z+lBgBAeQ8AQE0YAEAhIQBA9SkAQMkyAECdOwBAcUQAQEVNAEAYVgBA7F4AQMBnAECUcABAZ3kAQDuCAEAOiwBA4pMAQLWcAECJpQBAXK4AQDC3AEADwABA18gAQKrRAEB92gBAUOMAQCTsAED39ABAyv0AQJ0GAUBwDwFAQxgBQBchAUDqKQFAvTIBQJA7AUBiRAFANU0BQAhWAUDbXgFArmcBQIFwAUBTeQFAJoIBQPmKAUDMkwFAnpwBQHGlAUBDrgFAFrcBQOm/AUC7yAFAjtEBQGDaAUAy4wFABewBQNf0AUCp/QFAfAYCQE4PAkAgGAJA8iACQMUpAkCXMgJAaTsCQDtEAkANTQJA31UCQLFeAkCDZwJAVXACQCd5AkD5gQJAy4oCQJ2TAkBvnAJAQKUCQBKuAkDktgJAtr8CQIfIAkBZ0QJAK9oCQPziAkDO6wJAn/QCQHH9AkBCBgNAFA8DQOUXA0C3IANAiCkDQFkyA0ArOwNA/EMDQM1MA0CfVQNAcF4DQEFnA0AScANA43gDQLWBA0CGigNAV5MDQCicA0D5pANAyq0DQJu2A0BsvwNAPcgDQA7RA0De2QNAr+IDQIDrA0BR9ANAIv0DQPIFBEDDDgRAlBcEQGQgBEA1KQRABjIEQNY6BECnQwRAd0wEQEhVBEAYXgRA6WYEQLlvBECKeARAWoEEQCuKBED7kgRAy5sEQJykBEBsrQRAPLYEQAy/BEDdxwRArdAEQH3ZBEBN4gRAHesEQO3zBEC9/ARAjQUFQF0OBUAtFwVA/R8FQM0oBUCdMQVAbToFQD1DBUANTAVA3VQFQKxdBUB8ZgVATG8FQBx4BUDrgAVAu4kFQIuSBUBamwVAKqQFQPqsBUDJtQVAmb4FQGjHBUA40AVAB9kFQNfhBUCm6gVAdvMFQEX8BUAUBQZA5A0GQLMWBkCCHwZAUigGQCExBkDwOQZAwEIGQI9LBkBeVAZALV0GQPxlBkDLbgZAmncGQGqABkA5iQZACJIGQNeaBkCmowZAdawGQES1BkATvgZA4cYGQLDPBkB/2AZATuEGQB3qBkDs8gZAu/sGQIkEB0BYDQdAJxYHQPUeB0DEJwdAkzAHQGE5B0AwQgdA/0oHQM1TB0CcXAdAamUHQDluB0AHdwdA1n8HQKSIB0BzkQdAQZoHQBCjB0DeqwdArbQHQHu9B0BJxgdAGM8HQObXB0C04AdAgukHQFHyB0Af+wdA7QMIQLsMCECJFQhAWB4IQCYnCED0LwhAwjgIQJBBCEBeSghALFMIQPpbCEDIZAhAlm0IQGR2CEAyfwhAAIgIQM6QCECcmQhAaqIIQDirCEAFtAhA07wIQKHFCEBvzghAPdcIQArgCEDY6AhApvEIQHT6CEBBAwlADwwJQN0UCUCqHQlAeCYJQEYvCUATOAlA4UAJQK5JCUB8UglASVsJQBdkCUDkbAlAsnUJQH9+CUBNhwlAGpAJQOiYCUC1oQlAgqoJQFCzCUAdvAlA6sQJQLjNCUCF1glAUt8JQCDoCUDt8AlAuvkJQIcCCkBVCwpAIhQKQO8cCkC8JQpAiS4KQFY3CkAkQApA8UgKQL5RCkCLWgpAWGMKQCVsCkDydApAv30KQIyGCkBZjwpAJpgKQPOgCkDAqQpAjbIKQFq7CkAnxApA88wKQMDVCkCN3gpAWucKQCfwCkD0+ApAwQELQI0KC0BaEwtAJxwLQPQkC0DALQtAjTYLQFo/C0AnSAtA81ALQMBZC0CNYgtAWWsLQCZ0C0DyfAtAv4ULQIyOC0BYlwtAJaALQPGoC0C+sQtAiroLQFfDC0AkzAtA8NQLQL3dC0CJ5gtAVe8LQCL4C0DuAAxAuwkMQIcSDEBUGwxAICQMQOwsDEC5NQxAhT4MQFFHDEAeUAxA6lgMQLZhDECDagxAT3MMQBt8DEDnhAxAtI0MQICWDEBMnwxAGKgMQOWwDECxuQxAfcIMQEnLDEAV1AxA4twMQK7lDEB67gxARvcMQBIADUDeCA1AqhENQHYaDUBCIw1ADiwNQNs0DUCnPQ1Ac0YNQD9PDUALWA1A12ANQKNpDUBvcg1AO3sNQAeEDUDTjA1An5UNQGqeDUA2pw1AArANQM64DUCawQ1AZsoNQDLTDUD+2w1AyuQNQJXtDUBh9g1ALf8NQPkHDkDFEA5AkRkOQFwiDkAoKw5A9DMOQMA8DkCMRQ5AV04OQCNXDkDvXw5Au2gOQIZxDkBSeg5AHoMOQOmLDkC1lA5AgZ0OQE2mDkAYrw5A5LcOQLDADkB7yQ5AR9IOQBPbDkDe4w5AquwOQHX1DkBB/g5ADQcPQNgPD0CkGA9AbyEPQDsqD0AHMw9A0jsPQJ5ED0BpTQ9ANVYPQABfD0DMZw9Al3APQGN5D0Augg9A+ooPQMWTD0CRnA9AXKUPQCiuD0Dztg9Av78PQIrID0BW0Q9AIdoPQO3iD0C46w9AhPQPQE/9D0AaBhBA5g4QQLEXEEB9IBBASCkQQBMyEEDfOhBAqkMQQHZMEEBBVRBADF4QQNhmEECjbxBAb3gQQDqBEEAFihBA0ZIQQJybEEBnpBBAM60QQP61EEDJvhBAlccQQGDQEEAr2RBA9+EQQMLqEECN8xBAWPwQQCQFEUDvDRFAuhYRQIYfEUBRKBFAHDERQOc5EUCzQhFAfksRQElUEUAVXRFA4GURQKtuEUB2dxFAQoARQA2JEUDYkRFAo5oRQG+jEUA6rBFABbURQNC9EUCcxhFAZ88RQDLYEUD94BFAyOkRQJTyEUBf+xFAKgQSQPUMEkDAFRJAjB4SQFcnEkAiMBJA7TgSQLlBEkCEShJAT1MSQBpcEkDlZBJAsW0SQHx2EkBHfxJAEogSQN2QEkComRJAdKISQD+rEkAKtBJA1bwSQKDFEkBszhJAN9cSQALgEkDN6BJAmPESQGT6EkAvAxNA+gsTQMUUE0CQHRNAWyYTQCcvE0DyNxNAvUATQIhJE0BTUhNAH1sTQOpjE0C1bBNAgHUTQEt+E0AWhxNA4o8TQK2YE0B4oRNAQ6oTQA6zE0DauxNApcQTQHDNE0A71hNABt8TQNLnE0Cd8BNAaPkTQDMCFED+ChRAyRMUQJUcFEBgJRRAKy4UQPY2FEDCPxRAjUgUQFhRFEAjWhRA7mIUQLprFECFdBRAUH0UQBuGFEDmjhRAspcUQH2gFEBIqRRAE7IUQN+6FECqwxRAdcwUQEDVFEAM3hRA1+YUQKLvFEBt+BRAOQEVQAQKFUDPEhVAmhsVQGYkFUAxLRVA/DUVQMc+FUCTRxVAXlAVQClZFUD1YRVAwGoVQItzFUBXfBVAIoUVQO2NFUC4lhVAhJ8VQE+oFUAasRVA5rkVQLHCFUB8yxVASNQVQBPdFUDf5RVAqu4VQHX3FUBBABZADAkWQNcRFkCjGhZAbiMWQDksFkAFNRZA0D0WQJxGFkBnTxZAM1gWQP5gFkDJaRZAlXIWQGB7FkAshBZA94wWQMOVFkCOnhZAWqcWQCWwFkDwuBZAvMEWQIfKFkBT0xZAHtwWQOrkFkC17RZAgfYWQEz/FkAYCBdA5BAXQK8ZF0B7IhdARisXQBI0F0DdPBdAqUUXQHVOF0BAVxdADGAXQNdoF0CjcRdAb3oXQDqDF0AGjBdA0ZQXQJ2dF0BpphdANK8XQAC4F0DMwBdAl8kXQGPSF0Av2xdA++MXQMbsF0CS9RdAXv4XQCkHGED1DxhAwRgYQI0hGEBYKhhAJDMYQPA7GEC8RBhAiE0YQFNWGEAfXxhA62cYQLdwGECDeRhAT4IYQBqLGEDmkxhAspwYQH6lGEBKrhhAFrcYQOK/GECuyBhAetEYQEbaGEAS4xhA3usYQKr0GEB2/RhAQgYZQA4PGUDaFxlApiAZQHIpGUA+MhlACjsZQNZDGUCiTBlAblUZQDpeGUAGZxlA0m8ZQJ54GUBqgRlAN4oZQAOTGUDPmxlAm6QZQGetGUAzthlAAL8ZQMzHGUCY0BlAZNkZQDHiGUD96hlAyfMZQJX8GUBiBRpALg4aQPoWGkDHHxpAkygaQF8xGkAsOhpA+EIaQMVLGkCJUhpAzloaQBJjGkBWaxpAmnMaQN57GkAihBpAZYwaQKmUGkDtnBpAMaUaQHWtGkC4tRpA/L0aQEDGGkCDzhpAx9YaQArfGkBO5xpAke8aQNX3GkAYABtAWwgbQJ8QG0DiGBtAJSEbQGgpG0CrMRtA7zkbQDJCG0B1ShtAuFIbQPtaG0A+YxtAgWsbQMRzG0AGfBtASYQbQIyMG0DPlBtAEp0bQFSlG0CXrRtA2bUbQBy+G0BfxhtAoc4bQOTWG0Am3xtAaOcbQKvvG0Dt9xtALwAcQHIIHEC0EBxA9hgcQDghHEB6KRxAvDEcQP85HEBBQhxAg0ocQMVSHEAGWxxASGMcQIprHEDMcxxADnwcQFCEHECRjBxA05QcQBWdHEBWpRxAmK0cQNq1HEAbvhxAXcYcQJ7OHEDf1hxAId8cQGLnHECk7xxA5fccQCYAHUBnCB1AqRAdQOoYHUArIR1AbCkdQK0xHUDuOR1AL0IdQHBKHUCxUh1A8lodQDNjHUB0ax1AtXMdQPV7HUA2hB1Ad4wdQLiUHUD4nB1AOaUdQHmtHUC6tR1A+70dQDvGHUB7zh1AvNYdQPzeHUA95x1Afe8dQL33HUD+/x1APggeQH4QHkC+GB5A/iAeQD8pHkB/MR5AvzkeQP9BHkA/Sh5Af1IeQL9aHkD/Yh5AP2seQH5zHkC+ex5A/oMeQD6MHkB9lB5AvZweQP2kHkA9rR5AfLUeQLy9HkD7xR5AO84eQHrWHkC63h5A+eYeQDnvHkB49x5At/8eQPcHH0A2EB9AdRgfQLQgH0D0KB9AMzEfQHI5H0CxQR9A8EkfQC9SH0BuWh9ArWIfQOxqH0Arcx9AansfQKmDH0Doix9AJpQfQGWcH0CkpB9A46wfQCG1H0BgvR9An8UfQN3NH0Ac1h9AWt4fQJnmH0DY7h9AFvcfQFT/H0CTByBA0Q8gQBAYIEBOICBAjCggQMswIEAJOSBAR0EgQIVJIEDDUSBAAVogQEBiIEB+aiBAvHIgQPp6IEA4gyBAdosgQAf5O0BuAjxA1gs8QD0VPEClHjxADCg8QHQxPEDbOjxAQ0Q8QKpNPEASVzxAeWA8QOBpPEBIczxAr3w8QBeGPEB+jzxA5Zg8QE2iPEC0qzxAG7U8QIO+PEDqxzxAUdE8QLjaPEAg5DxAh+08QO72PEBVAD1AvQk9QCQTPUCLHD1A8iU9QFkvPUDBOD1AKEI9QI9LPUD2VD1AXV49QMRnPUArcT1Ak3o9QPqDPUBhjT1AyJY9QC+gPUCWqT1A/bI9QGS8PUDLxT1AMs89QJnYPUAA4j1AZ+s9QM70PUA1/j1AnAc+QAMRPkBqGj5A0SM+QDgtPkCfNj5ABkA+QEtGPkBxUT5Allw+QLxnPkDhcj5ABn4+QCuJPkBQlD5AdZ8+QJmqPkC9tT5A4sA+QAbMPkAq1z5ATuI+QHHtPkCV+D5AuAM/QNsOP0D+GT9AISU/QEQwP0BnOz9AiUY/QKxRP0DOXD9A8Gc/QBJzP0A0fj9AVYk/QHeUP0CYnz9Auqo/QNu1P0D8wD9AHcw/QD3XP0Be4j9Afu0/QJ74P0C/A0BA3w5AQP8ZQEAeJUBAPjBAQF07QEB9RkBAnFFAQLtcQEDaZ0BA+XJAQBd+QEA2iUBAVJRAQHKfQECQqkBArrVAQMzAQEDqy0BAB9dAQCXiQEBC7UBAX/hAQHwDQUCZDkFAthlBQNMkQUDvL0FADDtBQChGQUBEUUFAYFxBQHxnQUCYckFAs31BQM+IQUDqk0FABZ9BQCCqQUA7tUFAVsBBQHHLQUCL1kFApuFBQMDsQUDa90FA9AJCQA4OQkAoGUJAQiRCQFsvQkB1OkJAjkVCQKdQQkDAW0JA2WZCQPJxQkALfUJAI4hCQDyTQkBUnkJAbKlCQIS0QkCcv0JAtMpCQMzVQkDk4EJA++tCQBL3QkAqAkNAQQ1DQFgYQ0BvI0NAhS5DQJw5Q0CyRENAyU9DQN9aQ0D1ZUNAC3FDQCF8Q0A3h0NATZJDQGKdQ0B4qENAjbNDQKK+Q0C3yUNAzNRDQOHfQ0D26kNACvZDQB8BREAzDERASBdEQFwiREBwLURAhDhEQJhDRECrTkRAv1lEQNJkREDmb0RA+XpEQAyGREAfkURAMpxEQEWnREBXskRAar1EQH3IRECP00RAod5EQLPpREDF9ERA1/9EQOkKRUD7FUVADCFFQB4sRUAvN0VAQEJFQFJNRUBjWEVAdGNFQIRuRUCVeUVApoRFQLaPRUDHmkVA16VFQOewRUD3u0VAB8dFQBfSRUAn3UVAN+hFQEbzRUBW/kVAZQlGQHQURkCDH0ZAkipGQKE1RkCwQEZAv0tGQM1WRkDcYUZA6mxGQPl3RkAHg0ZAFY5GQCOZRkAxpEZAP69GQE26RkBaxUZAaNBGQHXbRkCD5kZAkPFGQJ38RkCqB0dAtxJHQMQdR0DQKEdA3TNHQOo+R0D2SUdAAlVHQA9gR0Aba0dAJ3ZHQDOBR0A/jEdASpdHQFaiR0BirUdAbbhHQHnDR0CEzkdAj9lHQJrkR0Cl70dAsPpHQLsFSEDGEEhA0BtIQNsmSEDlMUhA8DxIQPpHSEAEU0hADl5IQBhpSEAidEhALH9IQDaKSEA/lUhASaBIQFKrSEBctkhAZcFIQG7MSEB310hAgOJIQIntSECS+EhAmwNJQKQOSUCsGUlAtSRJQL0vSUDFOklAzkVJQNZQSUDeW0lA5mZJQO5xSUD2fElA/YdJQAWTSUANnklAFKlJQBu0SUAjv0lAKspJQDHVSUA44ElAP+tJQEb2SUBNAUpAVAxKQFoXSkBhIkpAZy1KQG44SkB0Q0pAek5KQIBZSkCHZEpAjW9KQJN6SkCYhUpAnpBKQKSbSkCppkpAr7FKQLS8SkC6x0pAv9JKQMTdSkDK6EpAz/NKQNT+SkDZCUtA3RRLQOIfS0DnKktA7DVLQPBAS0D1S0tA+VZLQP1hS0ACbUtABnhLQAqDS0AOjktAEplLQBakS0Aar0tAHbpLQCHFS0Al0EtAKNtLQCzmS0Av8UtAMvxLQDYHTEA5EkxAPB1MQD8oTEBCM0xART5MQEhJTEBKVExATV9MQFBqTEBSdUxAVYBMQFeLTEBZlkxAXKFMQF6sTEBgt0xAYsJMQGTNTEBm2ExAaONMQGruTEBs+UxAbQRNQG8PTUBxGk1AciVNQHQwTUB1O01AdkZNQHhRTUB5XE1AemdNQHtyTUB8fU1AfYhNQH6TTUB/nk1Af6lNQIC0TUCBv01AgcpNQILVTUCC4E1Ag+tNQIP2TUCDAU5AgwxOQIQXTkCEIk5AhC1OQIQ4TkCEQ05Ag05OQINZTkCDZE5Ag29OQIJ6TkCChU5AgZBOQIGbTkCApk5AgLFOQH+8TkB+x05AfdJOQH3dTkB86E5Ae/NOQHr+TkB5CU9AeBRPQHYfT0B1Kk9AdDVPQHJAT0BxS09AcFZPQG5hT0BtbE9Aa3dPQGmCT0BojU9AZphPQGSjT0Birk9AYLlPQF7ET0Bcz09AWtpPQFjlT0BW8E9AVPtPQFIGUEBQEVBATRxQQEsnUEBIMlBARj1QQENIUEBBU1BAPl5QQDxpUEA5dFBANn9QQDOKUEAxlVBALqBQQCurUEAotlBAJcFQQCLMUEAf11BAG+JQQBjtUEAV+FBAEgNRQA4OUUALGVFACCRRQAQvUUABOlFA/URRQPpPUUD2WlFA82VRQO9wUUDre1FA54ZRQOSRUUDgnFFA3KdRQNiyUUDUvVFA0MhRQMzTUUDI3lFAxOlRQMD0UUC8/1FAtwpSQLMVUkCvIFJAqitSQKY2UkCiQVJAnUxSQJlXUkCUYlJAkG1SQIt4UkCHg1JAgo5SQH2ZUkBR9VRASwBVQEULVUA/FlVAOCFVQDIsVUAsN1VAJkJVQB9NVUAZWFVAE2NVQA1uVUAGeVVAAIRVQPmOVUDzmVVA7aRVQOavVUDgulVA2cVVQNPQVUDM21VAxuZVQL/xVUC5/FVAsgdWQKwSVkClHVZAnyhWQJgzVkCRPlZAi0lWQIRUVkB+X1ZAd2pWQHB1VkBqgFZAY4tWQFyWVkBWoVZAT6xWQEi3VkBBwlZAO81WQDTYVkAt41ZAJu5WQCD5VkAZBFdAEg9XQAsaV0AEJVdA/i9XQPc6V0DwRVdA6VBXQOJbV0DbZldA1HFXQM58V0DHh1dAwJJXQLmdV0CyqFdAq7NXQKS+V0CdyVdAl9RXQJDfV0CJ6ldAgvVXQHsAWEB0C1hAbRZYQGYhWEBfLFhAWDdYQFFCWEBKTVhARFhYQD1jWEA2blhAL3lYQCiEWEAhj1hAGppYQBOlWEAMsFhABbtYQP7FWED30FhA8dtYQOrmWEDj8VhA3PxYQNUHWUDOEllAxx1ZQMAoWUC5M1lAsj5ZQKxJWUClVFlAnl9ZQJdqWUCQdVlAiYBZQIKLWUB8lllAdaFZQG6sWUBnt1lAYMJZQFnNWUBT2FlATONZQEXuWUA++VlANwRaQDEPWkAqGlpAIyVaQB0wWkAWO1pAD0ZaQAhRWkACXFpA+2ZaQPRxWkDufFpA54daQOCSWkDanVpA06haQM2zWkDGvlpAv8laQLnUWkCy31pArOpaQKX1WkCfAFtAmAtbQJIWW0CLIVtAhSxbQH83W0B4QltAck1bQGtYW0BlY1tAX25bQFh5W0BShFtATI9bQEWaW0A/pVtAObBbQDO7W0AtxltAJtFbQCDcW0Aa51tAFPJbQA79W0AICFxAAhNcQPwdXED2KFxA8DNcQOo+XEDkSVxA3lRcQNhfXEDSalxAzHVcQMaAXEDAi1xAu5ZcQLWhXECvrFxAqbdcQKTCXECezVxAmNhcQJPjXECN7lxAh/lcQIIEXUB8D11AdxpdQHElXUBsMF1AZjtdQGFGXUBcUV1AVlxdQFFnXUBMcl1ARn1dQEGIXUA8k11AN55dQDKpXUAttF1AKL9dQCLKXUAd1V1AGOBdQBPrXUAP9l1ACgFeQAUMXkAAF15A+yFeQPYsXkDyN15A7UJeQOhNXkDkWF5A32NeQNpuXkDWeV5A0YReQM2PXkDIml5AxKVeQMCwXkC7u15At8ZeQLPRXkCv3F5AqudeQKbyXkCi/V5AnghfQJoTX0CWHl9AkilfQI40X0CKP19AhkpfQINVX0B/YF9Ae2tfQHd2X0B0gV9AcIxfQGyXX0Bpol9AZa1fQGK4X0Bfw19AW85fQFjZX0BV5F9AUe9fQE76X0BLBWBASBBgQEUbYEBCJmBAPzFgQDw8YEA5R2BANlJgQDNdYEAwaGBALnNgQCt+YEAoiWBAJpRgQCOfYEAhqmBAHrVgQBzAYEAay2BAF9ZgQBXhYEAT7GBAEfdgQA8CYUANDWFACxhhQAkjYUAHLmFABTlhQANEYUABT2FA/1lhQP5kYUD8b2FA+3phQPmFYUD4kGFA9pthQPWmYUD0sWFA8rxhQPHHYUDw0mFA791hQO7oYUDt82FA7P5hQOsJYkDqFGJA6R9iQOkqYkDoNWJA50BiQOdLYkDmVmJA5mFiQOVsYkDld2JA5YJiQOWNYkDkmGJA5KNiQOSuYkDkuWJA5MRiQOXPYkDl2mJA5eViQOXwYkDm+2JA5gZjQOcRY0DnHGNA6CdjQOgyY0DpPWNA6khjQOtTY0DsXmNA7WljQO50Y0Dvf2NA8IpjQPGVY0DyoGNA9KtjQPW2Y0D3wWNA+MxjQPrXY0D74mNA/e1jQP/4Y0ABBGRAAw9kQAUaZEAHJWRACTBkQAs7ZEANRmRAAE1kQHVaZEDpZ2RAXXVkQNGCZEBEkGRAuJ1kQCqrZECduGRAD8ZkQIHTZEDz4GRAZe5kQNb7ZEBHCWVAtxZlQCgkZUCYMWVABz9lQHdMZUDmWWVAVWdlQMR0ZUAygmVAoI9lQA6dZUB8qmVA6bdlQFbFZUDD0mVAL+BlQJztZUAI+2VAcwhmQN8VZkBKI2ZAtTBmQB8+ZkCKS2ZA9FhmQF5mZkDHc2ZAMYFmQJqOZkACnGZAa6lmQNO2ZkA7xGZAo9FmQArfZkBy7GZA2PlmQD8HZ0CmFGdADCJnQHIvZ0DXPGdAPUpnQKJXZ0AHZWdAa3JnQNB/Z0A0jWdAmJpnQPunZ0BftWdAwsJnQCXQZ0CH3WdA6upnQEz4Z0CuBWhADxNoQHEgaEDSLWhAMztoQJNIaED0VWhAVGNoQLRwaEAUfmhAc4toQNKYaEAxpmhAkLNoQO7AaEBNzmhAqttoQAjpaEBm9mhAwwNpQCARaUB9HmlA2StpQDY5aUCSRmlA7lNpQElhaUClbmlAAHxpQFuJaUC1lmlAEKRpQGqxaUDEvmlAHsxpQHfZaUDQ5mlAKvRpQIIBakDbDmpAMxxqQIwpakDjNmpAO0RqQJNRakDqXmpAQWxqQJh5akDuhmpARZRqQJuhakDxrmpARrxqQJzJakDx1mpARuRqQJvxakDw/mpARAxrQJgZa0DsJmtAQDRrQJNBa0DnTmtAOlxrQI1pa0DfdmtAMoRrQISRa0DWnmtAKKxrQHq5a0DLxmtAHNRrQG3ha0C+7mtADvxrQF8JbECvFmxA/yNsQE8xbECePmxA7ktsQD1ZbECMZmxA2nNsQCmBbEB3jmxAxZtsQBOpbEBhtmxAr8NsQPzQbEBJ3mxAlutsQOP4bEAvBm1AexNtQMggbUAULm1AXzttQKtIbUD2VW1AQWNtQIxwbUDXfW1AIottQGyYbUC2pW1AALNtQErAbUCUzW1A3dptQCfobUBw9W1AuQJuQAEQbkBKHW5AkipuQNo3bkAiRW5AalJuQLJfbkD5bG5AQHpuQIeHbkDOlG5AFaJuQFyvbkCivG5A6MluQC7XbkB05G5AufFuQP/+bkBEDG9AiRlvQM4mb0ATNG9AWEFvQJxOb0DgW29AJGlvQGh2b0Csg29A75BvQDOeb0B2q29AubhvQPzFb0A/029AgeBvQMTtb0AG+29ASAhwQIoVcEDLInBADTBwQE49cECQSnBA0VdwQBFlcEBScnBAk39wQNOMcEATmnBAVKdwQJO0cEDTwXBAE89wQFLccECS6XBA0fZwQBAEcUBPEXFAjR5xQMwrcUAKOXFASEZxQIdTcUDEYHFAAm5xQEB7cUB9iHFAu5VxQPiicUA1sHFAcr1xQK7KcUDr13FAJ+VxQGTycUCg/3FA3AxyQBgackBUJ3JAjzRyQMtBckAGT3JAQVxyQHxpckC3dnJA8oNyQCyRckBnnnJAoatyQNu4ckAVxnJAT9NyQIngckDC7XJA/PpyQDUIc0BuFXNAqCJzQOEvc0AZPXNAUkpzQItXc0DDZHNA+3FzQDN/c0BsjHNAo5lzQNumc0ATtHNASsFzQILOc0C523NA8OhzQCf2c0BeA3RAlRB0QMwddEACK3RAOTh0QG9FdEClUnRA2190QBFtdEBHenRAfYd0QLKUdEDooXRAHa90QFK8dECHyXRAvNZ0QPHjdEAm8XRAW/50QI8LdUDEGHVA+CV1QCwzdUBgQHVAlE11QMhadUD8Z3VAL3V1QGOCdUCWj3VAypx1QP2pdUAwt3VAY8R1QJbRdUDJ3nVA++t1QC75dUBgBnZAkxN2QMUgdkD3LXZAKTt2QFtIdkCNVXZAv2J2QPFvdkAifXZAVIp2QIWXdkC2pHZA6LF2QBm/dkBKzHZAe9l2QKvmdkDc83ZADQF3QD0Od0BuG3dAnih3QM41d0D/QndAL1B3QF9dd0CPandAvnd3QO6Ed0AekndATZ93QH2sd0CsuXdA28Z3QAvUd0A64XdAae53QJj7d0DHCHhA9RV4QCQjeEBTMHhAgT14QLBKeEDeV3hADWV4QDtyeEBpf3hAl4x4QMWZeEDzpnhAIbR4QE/BeEB8znhAqtt4QNjoeEAF9nhAMgN5QGAQeUCNHXlAuip5QOc3eUAVRXlAQlJ5QG5feUCbbHlAyHl5QPWGeUAilHlATqF5QHuueUCnu3lA1Mh5QADWeUAs43lAWPB5QIX9eUCxCnpA3Rd6QAklekA1MnpAYD96QIxMekC4WXpA5GZ6QA90ekA7gXpAZo56QJKbekC9qHpA6bV6QBTDekA/0HpAat16QJXqekDB93pA7AR7QBcSe0BBH3tAbCx7QJc5e0DCRntA7VN7QBdhe0BCbntAbXt7QJeIe0DClXtA7KJ7QBewe0BBvXtAa8p7QJbXe0DA5HtA6vF7QBT/e0A+DHxAaBl8QJImfEC9M3xA5kB8QBBOfEA6W3xAZGh8QI51fEC4gnxA4o98QAudfEA1qnxAX7d8QIjEfECy0XxA2958QAXsfEAu+XxAWAZ9QIETfUCrIH1A1C19QP06fUAnSH1AUFV9QHlifUCjb31AzHx9QPWJfUAel31AR6R9QHCxfUCavn1Aw8t9QOzYfUAV5n1APvN9QGcAfkCQDX5AuRp+QOInfkALNX5AM0J+QFxPfkCFXH5Arml+QNd2fkAAhH5AKZF+QFGefkB6q35Ao7h+QMzFfkD00n5AHeB+QEbtfkBv+n5Alwd/QMAUf0DpIX9AES9/QDo8f0BjSX9AjFZ/QLRjf0DdcH9ABn5/QC6Lf0BXmH9Af6V/QKiyf0DRv39A+cx/QCLaf0BL539Ac/R/QM4AgEBiB4BA9w2AQIsUgEAfG4BAtCGAQEgogEDcLoBAcTWAQAU8gECZQoBALkmAQMJPgEBWVoBA61yAQH9jgEATaoBAqHCAQDx3gEDRfYBAZYSAQPmKgECOkYBAIpiAQLeegEBLpYBA4KuAQHSygEAIuYBAnb+AQDHGgEDGzIBAWtOAQO/ZgECD4IBAGOeAQKztgEBB9IBA1fqAQGoBgUD/B4FAkw6BQCgVgUC8G4FAUSKBQOYogUB6L4FADzaBQKQ8gUA4Q4FAzUmBQGJQgUD2VoFAi12BQCBkgUC1aoFASXGBQN53gUBzfoFACIWBQJ2LgUAykoFAxpiBQFufgUDwpYFAhayBQBqzgUCvuYFARMCBQNnGgUBuzYFAA9SBQJjagUAt4YFAw+eBQFjugUDt9IFAgvuBQBcCgkCsCIJAQg+CQNcVgkBsHIJAAiOCQJcpgkAsMIJAwjaCQFc9gkDsQ4JAgkqCQBdRgkCtV4JAQl6CQNhkgkBua4JAA3KCQJl4gkAuf4JAxIWCQFqMgkDwkoJAhZmCQBuggkCxpoJAR62CQN2zgkBzuoJACcGCQJ/HgkA1zoJAy9SCQGHbgkD34YJAjeiCQCPvgkC59YJAT/yCQOYCg0B8CYNAEhCDQKkWg0A/HYNA1SODQGwqg0ACMYNAmTeDQC8+g0DGRINAXUuDQPNRg0CKWINAIV+DQLdlg0BObINA5XKDQHx5g0ATgINAqoaDQEGNg0DYk4NAb5qDQAahg0Cdp4NANK6DQMy0g0Bju4NA+sGDQJHIg0Apz4NAwNWDQFjcg0Dv4oNAh+mDQB7wg0C29oNATv2DQABAk0AAADlB1d6wQT7ftEGn37hBEOC8QXjgwEHh4MRBSuHIQbPhzEEc4tBBheLUQe7i2EFX49xBwOPgQSnk5EGS5OhB+uTsQWPl8EHM5fRBNeb4QZ7m/EGEcwBCuHMCQuxzBEIhdAZCVXQIQop0CkK+dAxC83QOQid1EEJcdRJCkHUUQsV1FkL5dRhCLXYaQmJ2HEKWdh5Cy3YgQv92IkI0dyRCaHcmQp13KELRdypCBngsQjp4LkJueDBCo3gyQtd4NEIMeTZCQHk4QnV5OkKpeTxC3nk+QhJ6QEJHekJCe3pEQq96RkLkekhCGHtKQk17TEKBe05CtntQQup7UkIffFRCU3xWQoh8WEK8fFpC8HxcQiV9XkJZfWBCjn1iQsJ9ZEL3fWZCK35oQmB+akKUfmxCyX5uQv1+cEIxf3JCZn90Qpp/dkLPf3hCA4B6QjiAfEJsgH5CUECAQmtAgUKFQIJCn0CDQrlAhELTQIVC7kCGQghBh0IiQYhCPEGJQldBikJxQYtCi0GMQqVBjULAQY5C2kGPQvRBkEIOQpFCKEKSQkNCk0JdQpRCd0KVQpFClkKsQpdCxkKYQuBCmUL6QppCFEObQi9DnEJJQ51CY0OeQn1Dn0KYQ6BCskOhQsxDokLmQ6NCAUSkQhtEpUI1RKZCT0SnQmlEqEKERKlCnkSqQrhEq0LSRKxC7UStQgdFrkIhRa9CO0WwQlVFsUJwRbJCikWzQqRFtEK+RbVC2UW2QvNFt0INRrhCJ0a5QkJGukJcRrtCdka8QpBGvUKqRr5CxUa/Qt9GwEL5RsFCE0fCQi5Hw0JIR8RCYkfFQnxHxkKWR8dCsUfIQstHyULlR8pC/0fLQhpIzEI0SM1CTkjOQmhIz0KDSNBCnUjRQrdI0kLRSNNC60jUQgZJ1UIgSdZCOknXQlRJ2EJvSdlCiUnaQqNJ20K9SdxC10ndQvJJ3kIMSt9CJkrgQkBK4UJbSuJCdUrjQo9K5EKpSuVCxErmQt5K50L4SuhCEkvpQixL6kJHS+tCYUvsQntL7UKVS+5CsEvvQspL8ELkS/FC/kvyQhhM80IzTPRCTUz1QmdM9kKBTPdCnEz4QrZM+ULQTPpC6kz7QgVN/EIfTf1COU3+QlNN/0K3JgBDxKYAQ9EmAUPepgFD6yYCQ/imAkMFJwNDE6cDQyAnBEMtpwRDOicFQ0enBUNUJwZDYacGQ24nB0N7pwdDiScIQ5anCEOjJwlDsKcJQ70nCkPKpwpD1ycLQ+SnC0PxJwxD/6cMQwwoDUMZqA1DJigOQzOoDkNAKA9DTagPQ1ooEENnqBBDdSgRQ4KoEUOPKBJDnKgSQ6koE0O2qBNDwygUQ9CoFEPdKBVD66gVQ/goFkMFqRZDEikXQx+pF0MsKRhDOakYQ0YpGUNUqRlDYSkaQ26pGkN7KRtDiKkbQ5UpHEOiqRxDrykdQ7ypHUPKKR5D16keQ+QpH0PxqR9D/ikgQwuqIEMYKiFDJaohQzIqIkNAqiJDTSojQ1qqI0NnKiRDdKokQ4EqJUOOqiVDmyomQ6iqJkO2KidDw6onQ9AqKEPdqihD6iopQ/eqKUMEKypDEasqQx8rK0MsqytDOSssQ0arLENTKy1DYKstQ20rLkN6qy5DhysvQ5WrL0OiKzBDr6swQ7wrMUPJqzFD1isyQ+OrMkPwKzND/aszQwssNEMYrDRDJSw1QzKsNUM/LDZDTKw2Q1ksN0NmrDdDcyw4Q4GsOEOOLDlDm6w5Q6gsOkO1rDpDwiw7Q8+sO0PcLDxD6aw8Q/csPUMErT1DES0+Qx6tPkMrLT9DOK0/Q0UtQENSrUBDYC1BQ22tQUN6LUJDh61CQ5QtQ0OhrUNDri1EQ7utREPILUVD1q1FQ+MtRkPwrUZD/S1HQwquR0MXLkhDJK5IQzEuSUM+rklDTC5KQ1muSkNmLktDc65LQ4AuTEONrkxDmi5NQ6euTUO0Lk5Dwq5OQ88uT0Pcrk9D6S5QQ/auUEMDL1FDEK9RQx0vUkMqr1JDOC9TQ0WvU0NSL1RDX69UQ2wvVUN5r1VDhi9WQ5OvVkOhL1dDrq9XQ7svWEPIr1hD1S9ZQ+KvWUPvL1pD/K9aQwkwW0MXsFtDJDBcQzGwXEM+MF1DS7BdQ1gwXkNlsF5DcjBfQ3+wX0ONMGBDmrBgQ6cwYUO0sGFDwTBiQ86wYkPbMGND6LBjQ/UwZEMDsWRDEDFlQx2xZUMqMWZDN7FmQ0QxZ0NRsWdDXjFoQ2uxaEN5MWlDhrFpQ5MxakOgsWpDrTFrQ7qxa0PHMWxD1LFsQ+IxbUPvsW1D/DFuQwmybkMWMm9DI7JvQzAycEM9snBDSjJxQ1iycUNlMnJDcrJyQ38yc0OMsnNDmTJ0Q6aydEOzMnVDwLJ1Q84ydkPbsnZD6DJ3Q/Wyd0MCM3hDD7N4QxwzeUMps3lDNjN6Q0SzekNRM3tDXrN7Q2szfEN4s3xDhTN9Q5KzfUOfM35DrbN+Q7ozf0PHs39D6hmAQ/BZgEP3mYBD/tmAQwQagUMLWoFDEZqBQxjagUMeGoJDJVqCQyuagkMy2oJDORqDQz9ag0NGmoNDTNqDQ1MahENZWoRDYJqEQ2fahENtGoVDdFqFQ3qahUOB2oVDhxqGQ45ahkOUmoZDm9qGQ6Iah0OoWodDr5qHQ7Xah0O8GohDwlqIQ8maiEPP2ohD1hqJQ91aiUPjmolD6tqJQ/AaikP3WopD/ZqKQwTbikMKG4tDEVuLQxibi0Me24tDJRuMQytbjEMym4xDONuMQz8bjUNFW41DTJuNQ1PbjUNZG45DYFuOQ2abjkNt245DcxuPQ3pbj0OAm49Dh9uPQ44bkEOUW5BDm5uQQ6HbkEOoG5FDrluRQ7WbkUO725FDwhuSQ8lbkkPPm5JD1tuSQ9wbk0PjW5ND6ZuTQ/Dbk0P2G5RD/VuUQwSclEMK3JRDERyVQxdclUMenJVDJNyVQysclkMxXJZDOJyWQz/clkNFHJdDTFyXQ1Kcl0NZ3JdDXxyYQ2ZcmENsnJhDc9yYQ3ocmUOAXJlDh5yZQ43cmUOUHJpDmlyaQ6GcmkOo3JpDrhybQ7Vcm0O7nJtDwtybQ8gcnEPPXJxD1ZycQ9zcnEPjHJ1D6VydQ/CcnUP23J1D/RyeQwNdnkMKnZ5DEN2eQxcdn0MeXZ9DJJ2fQyvdn0MxHaBDOF2gQz6doENF3aBDSx2hQ1JdoUNZnaFDX92hQ2YdokNsXaJDc52iQ3ndokOAHaNDhl2jQ42do0OU3aNDmh2kQ6FdpEOnnaRDrt2kQ7QdpUO7XaVDwZ2lQ8jdpUPPHaZD1V2mQ9ydpkPi3aZD6R2nQ+9dp0P2nadD/N2nQwMeqEMKXqhDEJ6oQxfeqEMdHqlDJF6pQyqeqUMx3qlDNx6qQz5eqkNFnqpDS96qQ1Ieq0NYXqtDX56rQ2Xeq0NsHqxDcl6sQ3merEOA3qxDhh6tQ41erUOTnq1Dmt6tQ6AerkOnXq5Drp6uQ7TerkO7Hq9DwV6vQ8ier0PO3q9D1R6wQ9tesEPinrBD6d6wQ+8esUP2XrFD/J6xQwPfsUMJH7JDEF+yQxafskMd37JDJB+zQypfs0Mxn7NDN9+zQz4ftENEX7RDS5+0Q1HftENYH7VDX1+1Q2WftUNs37VDch+2Q3lftkN/n7ZDht+2Q4wft0OTX7dDmp+3Q6Dft0OnH7hDrV+4Q7SfuEO637hDwR+5Q8dfuUPOn7lD1d+5Q9sfukPiX7pD6J+6Q+/fukP1H7tD/F+7QwKgu0MJ4LtDECC8QxZgvEMdoLxDI+C8QyogvUMwYL1DN6C9Qz3gvUNEIL5DS2C+Q1GgvkNY4L5DXiC/Q2Vgv0NroL9DcuC/Q3ggwEN/YMBDhqDAQ4zgwEOTIMFDmWDBQ6CgwUOm4MFDrSDCQ7NgwkO6oMJDweDCQ8cgw0POYMND1KDDQ9vgw0PhIMRD6GDEQ++gxEP14MRD/CDFQwJhxUMJocVDD+HFQxYhxkMcYcZDI6HGQyrhxkMwIcdDN2HHQz2hx0NE4cdDSiHIQ1FhyENXochDXuHIQ2UhyUNrYclDcqHJQ3jhyUN/IcpDhWHKQ4yhykOS4cpDmSHLQ6Bhy0OmoctDreHLQ7MhzEO6YcxDwKHMQ8fhzEPNIc1D1GHNQ9uhzUPh4c1D6CHOQ+5hzkP1oc5D++HOQwIiz0MIYs9DD6LPQxbiz0McItBDI2LQQymi0EMw4tBDNiLRQz1i0UNDotFDSuLRQ1Ei0kNXYtJDXqLSQ2Ti0kNrItNDcWLTQ3ii00N+4tNDhSLUQ4xi1EOSotRDmeLUQ58i1UOmYtVDrKLVQ7Pi1UO5ItZDwGLWQ8ei1kPN4tZD1CLXQ9pi10PhotdD5+LXQ+4i2EP0YthD+6LYQwLj2EMII9lDD2PZQxWj2UMc49lDIiPaQylj2kMwo9pDNuPaQz0j20NDY9tDSqPbQ1Dj20NXI9xDXWPcQ2Sj3ENr49xDcSPdQ3hj3UN+o91DhePdQ4sj3kOSY95DmKPeQ5/j3kOmI99DrGPfQ7Oj30O5499DwCPgQ8Zj4EPNo+BD0+PgQ9oj4UPhY+FD56PhQ+7j4UP0I+JD+2PiQwGk4kMI5OJDDiTjQxVk40McpONDIuTjQykk5EMvZORDNqTkQzzk5ENDJOVDSWTlQ1Ck5UNX5OVDXSTmQ2Rk5kNqpOZDceTmQ3ck50N+ZOdDhKTnQ4vk50OSJOhDmGToQ5+k6EOl5OhDrCTpQ7Jk6UO5pOlDv+TpQ8Yk6kPNZOpD06TqQ9rk6kPgJOtD52TrQ+2k60P05OtD+iTsQwFl7EMIpexDDuXsQxUl7UMbZe1DIqXtQyjl7UMvJe5DNmXuQzyl7kND5e5DSSXvQ1Bl70NWpe9DXeXvQ2Ml8ENqZfBDcaXwQ3fl8EN+JfFDhGXxQ4ul8UOR5fFDmCXyQ55l8kOlpfJDrOXyQ7Il80O5ZfNDv6XzQ8bl80PMJfRD02X0Q9ml9EPg5fRD5yX1Q+1l9UP0pfVD+uX1QwEm9kMHZvZDDqb2QxTm9kMbJvdDImb3Qyim90Mv5vdDNSb4Qzxm+ENCpvhDSeb4Q08m+UNWZvlDXab5Q2Pm+UNqJvpDcGb6Q3em+kN95vpDhCb7Q4pm+0ORpvtDmOb7Q54m/EOlZvxDq6b8Q7Lm/EO4Jv1Dv2b9Q8Wm/UPM5v1D0yb+Q9lm/kPgpv5D5ub+Q+0m/0PzZv9D+qb/QwDn/0OEEwBEhzMARIpTAESNcwBEkZMARJSzAESX0wBEmvMARJ4TAUShMwFEpFMBRKhzAUSrkwFErrMBRLHTAUS18wFEuBMCRLszAkS/UwJEwnMCRMWTAkTIswJEzNMCRM/zAkTSEwNE1TMDRNlTA0TccwNE35MDROOzA0Tm0wNE6fMDROwTBETwMwRE81MERPZzBET6kwRE/bMERADUBEQD9AREBxQFRAo0BUQNVAVEEHQFRBSUBUQXtAVEGtQFRB70BUQhFAZEJDQGRCdUBkQrdAZELpQGRDG0BkQ11AZEOPQGRDsUB0Q+NAdEQlQHREV0B0RIlAdETLQHRE/UB0RS9AdEVRQIRFk0CERcVAhEX3QIRGKUCERmtAhEadQIRGz0CERwFAlEczQJRHZUCUR5dAlEfZQJRIC0CUSD1AlEh/QJRIoUCkSNNApEkFQKRJR0CkSXlApEmrQKRJ3UCkSh9ApEpBQLRKc0C0SrVAtErnQLRLGUC0S0tAtEuNQLRLv0C0S+FAxEwjQMRMVUDETIdAxEy5QMRM+0DETS1AxE1fQMRNgUDUTcNA1E31QNROJ0DUTmlA1E6bQNROzUDUTv9A1E8xQORPY0DkT5VA5E/XQORACVDkQDtQ5EBtUORAr1DkQNFQ9EEDUPRBNVD0QXdQ9EGpUPRB21D0Qh1Q9EJPUPRCcVEEQqNRBELlUQRDF1EEQ0lRBEOLUQRDvVEEQ+9RBEQRURREU1EURIVRFES3URRE+VEURStRFEVdURRFj1EURcFRJEXzUSRGJVEkRldRJEaZUSRGy1EkRv1RJEc/USRHYVE0R5NRNEfFUTRIB1E0SDlRNEhrUTRIrVE0SN9RNEkBUURJM1FESXVRREmnUURJ2VFESgtRREpNUURKf1FESqFRVErjUVRLFVFUS0dRVEt5UVRLu1FUS+1RVEwfUVRMUVFkTINRZEy1UWRM51FkTSlRZE1bUWRNjVFkTb9RZE3xUXROI1F0TlVRdE6XUXROyVF0TvtRdE8tUXRPb1F0T5FRhE/DUYRABWGEQDdhhEBpYYRAm2GEQN1hhEEPYYRBMWGUQWNhlEGlYZRB12GUQglhlEJLYZRCfWGUQq9hlELRYaRDE2GkQ0VhpEN3YaRDuWGkQ+thpEQdYaRET2GkRIFhtESzYbRE5WG0RRdhtEVZYbRFi2G0Rb1htEX/YbRGIWHERlNhxEaFYcRGx2HERvlhxEcrYcRHbWHER59hxEfBYdRH82HUSDVh1EhnYdRImWHUSNth1EkNYdRJP2HUSWFh5EmjYeRJ1WHkSgdh5Eo5YeRKe2HkSq1h5ErfYeRLEWH0S0Nh9Et1YfRLp2H0S+lh9EwbYfRMTWH0TI9h9EyxYgRM42IETRViBE1XYgRNiWIETbtiBE3tYgROL2IETlFiFE6DYhROxWIUTvdiFE8pYhRPW2IUT51iFE/PYhRP8WIkQDNyJEBlciRAl3IkQMlyJEELciRBPXIkQW9yJEGRcjRB03I0QgVyNEI3cjRCeXI0QqtyNELdcjRDD3I0Q0FyRENzckRDpXJEQ+dyREQZckRES3JERH1yRES/ckRE4XJURRNyVEVFclRFh3JURblyVEXrclRGLXJURl9yVEaBcmRGs3JkRvVyZEcncmRHWXJkR5tyZEfNcmRH/3JkSCFydEhjcnRIlXJ0SMdydEkJcnRJO3J0SW1ydEmfcnRJ0XKESgNyhEo1coRKZ3KESqlyhErbcoRLDXKES09yhEtxcpRLo3KUS9VylEwXcpRMSXKUTHtylEy9cpRM73KUTRFypE1DcqRNhXKkTbdypE3pcqROG3KkTl1ypE6PcqROsXK0TvNytE8lcrRPV3K0T4lytE/LcrRP/XK0QC+CtEBhgsRAk4LEQMWCxED3gsRBOYLEQWuCxEGdgsRBz4LEQgGC1EIzgtRCZYLUQqeC1ELZgtRDC4LUQz2C1EN/gtRDoYLkQ9OC5EQVguRER4LkRHmC5ESrguRE7YLkRR+C5EVBgvRFc4L0RbWC9EXngvRGGYL0RluC9EaNgvRGv4L0RuGDBEcjgwRHVYMER4eDBEfJgwRH+4MESC2DBEhfgwRIkYMUSMODFEj1gxRJN4MUSWmDFEmbgxRJzYMUSg+DFEoxgyRKY4MkSpWDJErXgyRLCYMkSzuDJEt9gyRLr4MkS9GDNEwDgzRMRYM0THeDNEypgzRM64M0TR2DNE1PgzRNcYNETbODRE3lg0ROF4NETkmDRE6Lg0ROvYNETu+DRE8hg1RPU4NUT4WDVE+3g1RP+YNUQCuTVEBdk1RAn5NUQMGTZEDzk2RBJZNkQWeTZEGZk2RBy5NkQf2TZEI/k2RCYZN0QpOTdELVk3RDB5N0QzmTdENrk3RDrZN0Q9+TdEQBk4REQ5OERHWThESnk4RE2ZOERRuThEVNk4RFf5OERaGTlEXjk5RGFZOURkeTlEaJk5RGu5OURu2TlEcfk5RHUZOkR4OTpEe1k6RH95OkSCmTpEhbk6RIjZOkSM+TpEjxk7RJI5O0SWWTtEmXk7RJyZO0SfuTtEo9k7RKb5O0SpGTxErDk8RLBZPESzeTxEtpk8RLq5PES92TxEwPk8RMMZPUTHOT1Eylk9RM15PUTRmT1E1Lk9RNfZPUTa+T1E3hk+ROE5PkTkWT5E53k+ROuZPkTuuT5E8dk+RPX5PkT4GT9E+zk/RP5ZP0QCej9EBZo/RAi6P0QM2j9ED/o/RBIaQEQVOkBEGVpARBx6QEQfmkBEIrpARCbaQEQp+kBELBpBRDA6QUQzWkFENnpBRDmaQUQ9ukFEQNpBREP6QURHGkJESjpCRE1aQkRQekJEVJpCRFe6QkRa2kJEXfpCRGEaQ0RkOkNEZ1pDRGt6Q0RumkNEcbpDRHTaQ0R4+kNEexpERH46RESCWkREhXpERIiaRESLukREj9pERJL6RESVGkVEmDpFRJxaRUSfekVEoppFRKa6RUSp2kVErPpFRK8aRkSzOkZEtlpGRLl6RkS9mkZEwLpGRMPaRkTG+kZEyhpHRM06R0TQWkdE1HpHRNeaR0TaukdE3dpHROH6R0TkGkhE5zpIROpaSETuekhE8ZpIRPS6SET42khE+/pIRP4aSUQBO0lEBVtJRAh7SUQLm0lED7tJRBLbSUQV+0lEGBtKRBw7SkQfW0pEIntKRCWbSkQpu0pELNtKRC/7SkQzG0tENjtLRDlbS0Q8e0tEQJtLREO7S0RG20tESvtLRE0bTERQO0xEU1tMRFd7TERam0xEXbtMRGDbTERk+0xEZxtNRGo7TURuW01EcXtNRHSbTUR3u01Ee9tNRH77TUSBG05EhTtORIhbTkSLe05EjptORJK7TkSV205EmPtORJsbT0SfO09EoltPRKV7T0Spm09ErLtPRK/bT0Sy+09EthtQRLk7UES8W1BEwHtQRMObUETGu1BEydtQRM37UETQG1FE0ztRRNdbUUTae1FE3ZtRROC7UUTk21FE5/tRROobUkTtO1JE8VtSRPR7UkT3m1JE+7tSRP7bUkQB/FJEBBxTRAg8U0QLXFNEDnxTRBKcU0QVvFNEGNxTRBv8U0QfHFREIjxURCVcVEQofFRELJxURC+8VEQy3FRENvxURDkcVUQ8PFVEP1xVREN8VURGnFVESbxVRE3cVURQ/FVEUxxWRFY8VkRaXFZEXXxWRGCcVkRjvFZEZ9xWRGr8VkRtHFdEcTxXRHRcV0R3fFdEepxXRH68V0SB3FdEhPxXRIgcWESLPFhEjlxYRJF8WESVnFhEmLxYRJvcWESe/FhEohxZRKU8WUSoXFlErHxZRK+cWUSyvFlEtdxZRLn8WUS8HFpEvzxaRMNcWkTGfFpEyZxaRMy8WkTQ3FpE0/xaRNYcW0TaPFtE3VxbROB8W0TjnFtE57xbROrcW0Tt/FtE8BxcRPQ8XET3XFxE+nxcRP6cXEQBvVxEBN1cRAf9XEQLHV1EDj1dRBFdXUQVfV1EGJ1dRBu9XUQe3V1EIv1dRCUdXkQoPV5EK11eRC99XkQynV5ENb1eRDndXkQ8/V5EPx1fREI9X0RGXV9ESX1fREydX0RQvV9EU91fRFb9X0RZHWBEXT1gRGBdYERjfWBEZp1gRGq9YERt3WBEcP1gRHQdYUR3PWFEel1hRH19YUSBnWFEhL1hRIfdYUSL/WFEjh1iRJE9YkSUXWJEmH1iRJudYkSevWJEod1iRKX9YkSoHWNEqz1jRK9dY0SyfWNEtZ1jRLi9Y0S83WNEv/1jRMIdZETGPWREyV1kRMx9ZETPnWRE071kRNbdZETZ/WRE3R1lROA9ZUTjXWVE5n1lROqdZUTtvWVE8N1lRPP9ZUT3HWZE+j1mRP1dZkQBfmZEBJ5mRAe+ZkQK3mZEDv5mRBEeZ0QUPmdEGF5nRBt+Z0QenmdEIb5nRCXeZ0Qo/mdEKx5oRC4+aEQyXmhENX5oRDieaEQ8vmhEP95oREL+aERFHmlEST5pRExeaURPfmlEU55pRFa+aURZ3mlEXP5pRGAeakRjPmpEZl5qRGl+akRtnmpEcL5qRHPeakR3/mpEeh5rRH0+a0SAXmtEhH5rRIeea0SKvmtEjt5rRJH+a0SUHmxElz5sRJtebESefmxEoZ5sRKS+bESo3mxEq/5sRK4ebUSyPm1EtV5tRLh+bUS7nm1Ev75tRMLebUTF/m1EyR5uRMw+bkTPXm5E0n5uRNaebkTZvm5E3N5uRN/+bkTjHm9E5j5vROleb0Ttfm9E8J5vRPO+b0T23m9E+v5vRP0ecEQAP3BEBF9wRAd/cEQKn3BEDb9wRBHfcEQU/3BEFx9xRBs/cUQeX3FEIX9xRCSfcUQov3FEK99xRC7/cUQxH3JENT9yRDhfckQ7f3JEP59yREK/ckRF33JESP9yREwfc0RPP3NEUl9zRFZ/c0RZn3NEXL9zRF/fc0Rj/3NEZh90RGk/dERsX3REcH90RHOfdER2v3REet90RH3/dESAH3VEgz91RIdfdUSKf3VEjZ91RJG/dUSU33VEl/91RJofdkSeP3ZEoV92RKR/dkSnn3ZEq792RK7fdkSx/3ZEtR93RLg/d0S7X3dEvn93RMKfd0TFv3dEyN93RMz/d0TPH3hE0j94RNVfeETZf3hE3J94RN+/eETi33hE5v94ROkfeUTsP3lE8F95RPN/eUT2n3lE+b95RP3feUQAAHpE\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[7701]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[6689]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[7701]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[7701]}},\"selected\":{\"id\":\"1732\"},\"selection_policy\":{\"id\":\"1731\"}},\"id\":\"1710\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_color\":{\"value\":\"#1f77b4\"},\"xs\":{\"field\":\"xs\"},\"ys\":{\"field\":\"ys\"}},\"id\":\"1683\",\"type\":\"MultiLine\"},{\"attributes\":{},\"id\":\"1654\",\"type\":\"AllLabels\"},{\"attributes\":{\"overlay\":{\"id\":\"1637\"}},\"id\":\"1634\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"callback\":null,\"mode\":\"vline\",\"names\":[\"photometry\",\"nondetection\"],\"tooltips\":[[\"Band\",\"@desc\"],[\"Wave\",\"@x\"],[\"Flux\",\"@y\"],[\"Unc\",\"@z\"]]},\"id\":\"1661\",\"type\":\"HoverTool\"}],\"root_ids\":[\"1613\"]},\"title\":\"Bokeh 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resource_filename +import importlib.resources import astropy.io.ascii as ii import astropy.units as q @@ -408,7 +408,7 @@ def __init__(self, **kwargs): Initialize a Relation object with the Dwarf Sequence data """ # Get the file - file = resource_filename('sedkit', 'data/dwarf_sequence.txt') + file = str(importlib.resources.files('sedkit')/ 'data/dwarf_sequence.txt') # Replace '...' with NaN fill_values = [('...', np.nan), ('....', np.nan), ('.....', np.nan)] @@ -499,7 +499,7 @@ def generate(self, orders): # Boyajian AFGKM data # ==================================================================== - afgk = resource_filename('sedkit', 'data/AFGK_radii.txt') + afgk = str(importlib.resources.files('sedkit')/ 'data/AFGK_radii.txt') afgk_data = ii.read(afgk, format='csv', comment='#') # ==================================================================== diff --git a/sedkit/spectrum.py b/sedkit/spectrum.py index 6b0421e7..70e882c9 100644 --- a/sedkit/spectrum.py +++ b/sedkit/spectrum.py @@ -11,7 +11,7 @@ from operator import itemgetter from multiprocessing import Pool import os -from pkg_resources import resource_filename +import importlib.resources import astropy.constants as ac import astropy.units as q @@ -1523,7 +1523,7 @@ def __init__(self, wave_units=q.AA, flux_units=u.FLAM, **kwargs): The desired flux units """ # Get the data and apply units - vega_file = resource_filename('sedkit', 'data/STScI_Vega.txt') + vega_file = str(importlib.resources.files('sedkit')/ 'data/STScI_Vega.txt') ref = '2007ASPC..364..315B, 2004AJ....127.3508B, 2005MSAIS...8..189K' wave, flux = np.genfromtxt(vega_file, unpack=True) wave *= q.AA diff --git a/source/sed.rst b/source/sed.rst index a2b0caf6..0e860272 100644 --- a/source/sed.rst +++ b/source/sed.rst @@ -34,8 +34,8 @@ Spectrum arrays or ASCII/FITS files can also be added to the SED data. .. code:: python - from pkg_resources import resource_filename - spec_file = resource_filename('sedkit', 'data/Trappist-1_NIR.fits') + import importlib.resources + spec_file = str(importlib.resources.files('sedkit')/ 'data/Trappist-1_NIR.fits') import astropy.units as q trap1.add_spectrum_file(spec_file, wave_units=q.um, flux_units=q.erg / q.s / q.cm**2 / q.AA) diff --git a/tests/test_catalog.py b/tests/test_catalog.py index 27287034..2545b5a1 100644 --- a/tests/test_catalog.py +++ b/tests/test_catalog.py @@ -83,7 +83,7 @@ def test_add_SED(self): # def test_from_file(self): # """Test from_file method""" # cat = self.cat - # file = resource_filename('sedkit', 'data/sources.txt') + # file = str(importlib.resources.files('sedkit')/ 'data/sources.txt') # cat.from_file(file) # self.assertTrue(len(cat.results) > 0) # diff --git a/tests/test_helpers.py b/tests/test_helpers.py index 0796d344..13de6bce 100644 --- a/tests/test_helpers.py +++ b/tests/test_helpers.py @@ -1,6 +1,6 @@ """A suite of tests for the helpers.py module""" import os -import importlib_resources +import importlib.resources from sedkit import helpers as help @@ -8,9 +8,9 @@ def test_process_dmestar(): """Test the process_dmestar function""" # Process DMEStar files - dir = importlib_resources.files('sedkit')/ 'data/models/evolutionary/DMESTAR/' + dir = str(importlib.resources.files('sedkit')/ 'data/models/evolutionary/DMESTAR/') help.process_dmestar(dir=dir, filename='dmestar_test.txt') # Delete temporary file - temp_file = importlib_resources.files('sedkit')/ 'data/models/evolutionary/dmestar_test.txt' + temp_file = str(importlib.resources.files('sedkit')/ 'data/models/evolutionary/dmestar_test.txt') os.remove(temp_file) \ No newline at end of file diff --git a/tests/test_modelgrid.py b/tests/test_modelgrid.py index 22df51b4..a3180669 100644 --- a/tests/test_modelgrid.py +++ b/tests/test_modelgrid.py @@ -1,7 +1,7 @@ import unittest import pytest import os -import importlib_resources +import importlib.resources import astropy.units as q @@ -16,9 +16,7 @@ def setUp(self): # Make Model class for testing params = ['spty'] grid = mg.ModelGrid('Test', params, q.AA, q.erg/q.s/q.cm**2/q.AA) - - model_path = 'data/models/atmospheric/spexprismlibrary' - path = importlib_resources.files('sedkit')/ model_path + path = str(importlib.resources.files('sedkit')/ 'data/models/atmospheric/spexprismlibrary') # Delete the pickle so the models need to be indexed os.remove(os.path.join(path, 'index.p')) @@ -81,7 +79,7 @@ def test_load_model(): """Test the load_model function""" # Get the XML file path = 'data/models/atmospheric/spexprismlibrary/spex-prism_2MASPJ0345432+254023_20030905_BUR06B.txt.xml' - filepath = importlib_resources.files('sedkit') / path + filepath = str(importlib.resources.files('sedkit')/ path) # Load the model meta = mg.load_model(filepath) diff --git a/tests/test_relations.py b/tests/test_relations.py index ce52801f..73480128 100644 --- a/tests/test_relations.py +++ b/tests/test_relations.py @@ -1,5 +1,5 @@ import copy -import importlib_resources +import importlib.resources import unittest import astropy.units as q @@ -50,7 +50,7 @@ class TestRelation(unittest.TestCase): """Tests for the Relation base class""" def setUp(self): # Set the file - self.file = str(importlib_resources.files('sedkit')/ 'data/dwarf_sequence.txt') + self.file = str(importlib.resources.files('sedkit')/ 'data/dwarf_sequence.txt') def test_init(self): """Test class initialization""" diff --git a/tests/test_sed.py b/tests/test_sed.py index c1db2735..c4fb4a3a 100644 --- a/tests/test_sed.py +++ b/tests/test_sed.py @@ -1,7 +1,7 @@ import unittest import pytest import copy -import importlib_resources +import importlib.resources import numpy as np import astropy.units as q @@ -49,7 +49,7 @@ def test_add_photometry_table(self): s = copy.copy(self.sed) # Add the photometry - f = str(importlib_resources.files('sedkit')/ 'data/L3_photometry.txt') + f = str(importlib.resources.files('sedkit')/ 'data/L3_photometry.txt') s.add_photometry_table(f) self.assertEqual(len(s.photometry), 8) @@ -286,7 +286,7 @@ def test_fit_modelgrid(self): # s.add_spectrum(self.spec1) # # # Add photometry - # f = str(importlib_resources.files('sedkit')/ 'data/L3_photometry.txt') + # f = str(importlib.resources.files('sedkit')/ 'data/L3_photometry.txt') # s.add_photometry_file(f) # # # Fit with SPL diff --git a/tests/test_spectrum.py b/tests/test_spectrum.py index 92072c88..136db576 100644 --- a/tests/test_spectrum.py +++ b/tests/test_spectrum.py @@ -3,7 +3,7 @@ import pytest import os import copy -import importlib_resources +import importlib.resources import numpy as np import astropy.units as q @@ -261,8 +261,8 @@ class TestFileSpectrum(unittest.TestCase): def setUp(self): """Setup the tests""" # Files for testing - self.fitsfile = str(importlib_resources.files('sedkit')/ 'data/Trappist-1_NIR.fits') - self.txtfile = str(importlib_resources.files('sedkit')/ 'data/STScI_Vega.txt') + self.fitsfile = str(importlib.resources.files('sedkit')/ 'data/Trappist-1_NIR.fits') + self.txtfile = str(importlib.resources.files('sedkit')/ 'data/STScI_Vega.txt') def test_fits(self): """Test that a fits file can be loaded""" diff --git a/tests/test_utilities.py b/tests/test_utilities.py index 7eea4ac2..0b33f5dc 100644 --- a/tests/test_utilities.py +++ b/tests/test_utilities.py @@ -1,6 +1,6 @@ """A suite of tests for the utilities.py module""" import copy -import importlib_resources +import importlib.resources import pytest import unittest @@ -294,7 +294,7 @@ def test_group_spectra(): def test_spectrum_from_fits(): """Test spectrum_from_fits function""" # Get the file - f = str(importlib_resources.files('sedkit')/'/data/Gl752B_NIR.fits') + f = str(importlib.resources.files('sedkit')/ '/data/Gl752B_NIR.fits') # Get the spectrum spec = u.spectrum_from_fits(f) From d11396f3f1a37e86739a33f3ae77cc1a0c4ca33d Mon Sep 17 00:00:00 2001 From: Sherelyn Alejandro <80668767+SherelynA@users.noreply.github.com> Date: Fri, 15 Nov 2024 05:46:06 -0500 Subject: [PATCH 4/5] Photometry Magnitude Dtype Change (#129) * Changing photometry dtype to be np.float32. * Adding test to check if photometry values input stay the same when added. --------- Co-authored-by: kelle --- sedkit/sed.py | 21 ++++++++++----------- tests/test_sed.py | 40 ++++++++++++++++++++++++++-------------- 2 files changed, 36 insertions(+), 25 deletions(-) diff --git a/sedkit/sed.py b/sedkit/sed.py index b6c33d3b..8dbe48b5 100644 --- a/sedkit/sed.py +++ b/sedkit/sed.py @@ -27,7 +27,6 @@ from bokeh.plotting import figure, show from bokeh.models import HoverTool, Range1d, ColumnDataSource from bokeh.palettes import Category10 -import itertools from dustmaps.bayestar import BayestarWebQuery from svo_filters import svo @@ -191,16 +190,16 @@ def __init__(self, name='My Target', verbose=True, method_list=None, substellar= self.best_fit = {} # Make empty spectra table - spec_cols = ('name', 'spectrum', 'wave_min', 'wave_max', 'wave_bins', 'resolution', 'history', 'ref') - spec_typs = ('O', 'O', np.float16, np.float16, int, int, 'O', 'O') - self._spectra = at.QTable(names=spec_cols, dtype=spec_typs) + spec_col_names = ('name', 'spectrum', 'wave_min', 'wave_max', 'wave_bins', 'resolution', 'history', 'ref') + spec_dtypes = ('O', 'O', np.float32, np.float32, int, int, 'O', 'O') + self._spectra = at.QTable(names=spec_col_names, dtype=spec_dtypes) for col in ['wave_min', 'wave_max']: self._spectra[col].unit = self._wave_units # Make empty photometry table self.mag_system = 'Vega' phot_cols = ('band', 'eff', 'app_magnitude', 'app_magnitude_unc', 'app_flux', 'app_flux_unc', 'abs_magnitude', 'abs_magnitude_unc', 'abs_flux', 'abs_flux_unc', 'bandpass', 'ref') - phot_typs = ('U16', np.float16, np.float16, np.float16, float, float, np.float16, np.float16, float, float, 'O', 'O') + phot_typs = ('U16', np.float32, np.float32, np.float32, float, float, np.float32, np.float32, float, float, 'O', 'O') self._photometry = at.QTable(names=phot_cols, dtype=phot_typs) for col in ['app_flux', 'app_flux_unc', 'abs_flux', 'abs_flux_unc']: self._photometry[col].unit = self._flux_units @@ -310,7 +309,7 @@ def add_photometry(self, band, mag, mag_unc=None, system='Vega', ref=None, **kwa # Make a dict for the new point mag = round(mag, 3) mag_unc = mag_unc if np.isnan(mag_unc) else round(mag_unc, 3) - eff = bp.wave_eff.astype(np.float16) + eff = bp.wave_eff.astype(np.float32) new_photometry = {'band': band, 'eff': eff, 'app_magnitude': mag, 'app_magnitude_unc': mag_unc, 'bandpass': bp, 'ref': ref} # Add the kwargs @@ -361,8 +360,8 @@ def add_photometry_row(self, row, bands=None, rename=None, unc_wildcard='e_*', r # Add photometry to phot table for idx, band in enumerate(bands): if band in row.colnames: - goodmag = isinstance(row[band], (float, np.float16, np.float32)) - goodunc = isinstance(row[unc_wildcard.replace('*', band)], (float, np.float16, np.float32)) + goodmag = isinstance(row[band], (float, np.float32, np.float32)) + goodunc = isinstance(row[unc_wildcard.replace('*', band)], (float, np.float32, np.float32)) if goodmag: mag = row[band] unc = row[unc_wildcard.replace('*', band)] if goodunc else np.nan @@ -444,8 +443,8 @@ def add_spectrum(self, spectrum, **kwargs): spec.flux_units = self.flux_units # Add the spectrum object to the list of spectra - mn = spec.wave_min#.astype(np.float16) - mx = spec.wave_max#.astype(np.float16) + mn = spec.wave_min + mx = spec.wave_max res = int(((mx - mn) / np.nanmean(np.diff(spec.wave))).value) # Make sure it's not a duplicate @@ -688,7 +687,7 @@ def calculate_synthetic_photometry(self, bandpasses=None): if mag is not None and not np.isnan(mag): # Make a dict for the new point - new_photometry = {'band': band, 'eff': bp.wave_eff.astype(np.float16), 'bandpass': bp, 'app_magnitude': mag, 'app_magnitude_unc': mag_unc, 'ref': 'sedkit'} + new_photometry = {'band': band, 'eff': bp.wave_eff.astype(np.float32), 'bandpass': bp, 'app_magnitude': mag, 'app_magnitude_unc': mag_unc, 'ref': 'sedkit'} # Add it to the table self._synthetic_photometry.add_row(new_photometry) diff --git a/tests/test_sed.py b/tests/test_sed.py index c4fb4a3a..4f19ae3e 100644 --- a/tests/test_sed.py +++ b/tests/test_sed.py @@ -14,6 +14,7 @@ class TestSED(unittest.TestCase): """Tests for the SED class""" + def setUp(self): # Make Blackbody @@ -32,16 +33,26 @@ def setUp(self): self.sed = sed.SED(verbose=True, foo=123) + def test_add_photometry(self): """Test that photometry is added properly""" s = copy.copy(self.sed) # Add the photometry - s.add_photometry('2MASS.J', -0.177, 0.206) + s.add_photometry('2MASS.J', 13.123, 0.206) self.assertEqual(len(s.photometry), 1) + assert s.photometry[0]['band'] == '2MASS.J' + assert s.photometry[0]['app_magnitude'] == np.float32(13.123) + assert s.photometry[0]['app_magnitude_unc'] == np.float32(0.206) + + mag, mag_unc = 23.93, 0.3 + s.add_photometry('UKIRT/UFTI.J', mag, mag_unc) + assert s.photometry['app_magnitude'][1] == np.float32(23.93) + assert s.photometry['app_magnitude_unc'][1] == np.float32(0.3) # Now remove it - s.drop_photometry(0) + s.drop_photometry('UKIRT/UFTI.J') + s.drop_photometry('2MASS.J') self.assertEqual(len(s.photometry), 0) def test_add_photometry_table(self): @@ -49,7 +60,7 @@ def test_add_photometry_table(self): s = copy.copy(self.sed) # Add the photometry - f = str(importlib.resources.files('sedkit')/ 'data/L3_photometry.txt') + f = str(importlib.resources.files('sedkit') / 'data/L3_photometry.txt') s.add_photometry_table(f) self.assertEqual(len(s.photometry), 8) @@ -73,7 +84,7 @@ def test_add_spectrum(self): self.assertEqual(len(s.spectra), 1) # Test new spectrum array - SPEC1 = [self.WAVE1, self.FLUX1, self.FLUX1/100.] + SPEC1 = [self.WAVE1, self.FLUX1, self.FLUX1 / 100.] s.add_spectrum(SPEC1) self.assertEqual(len(s.spectra), 2) @@ -92,7 +103,7 @@ def test_attributes(self): s.age = 4 * q.Gyr, 0.1 * q.Gyr, 'reference' self.assertRaises(TypeError, setattr, s, 'age', 'foo') self.assertRaises(TypeError, setattr, s, 'age', (4, 0.1)) - self.assertRaises(TypeError, setattr, s, 'age', (4*q.Jy, 0.1*q.Jy)) + self.assertRaises(TypeError, setattr, s, 'age', (4 * q.Jy, 0.1 * q.Jy)) # Sky coords s.sky_coords = 1.2345 * q.deg, 1.2345 * q.deg @@ -133,7 +144,7 @@ def test_attributes(self): self.assertRaises(ValueError, setattr, s, 'evo_model', 'foo') # Flux units - s.flux_units = q.erg/q.s/q.cm**2/q.AA + s.flux_units = q.erg / q.s / q.cm ** 2 / q.AA self.assertRaises(TypeError, setattr, s, 'flux_units', q.cm) # Wave units @@ -148,9 +159,9 @@ def test_attributes(self): def test_no_spectra(self): """Test that a purely photometric SED can be creted""" s = copy.copy(self.sed) - s.age = 455*q.Myr, 13*q.Myr - s.radius = 2.362*q.Rsun, 0.02*q.Rjup, 0.02*q.Rjup - s.parallax = 130.23*q.mas, 0.36*q.mas + s.age = 455 * q.Myr, 13 * q.Myr + s.radius = 2.362 * q.Rsun, 0.02 * q.Rjup, 0.02 * q.Rjup + s.parallax = 130.23 * q.mas, 0.36 * q.mas s.spectral_type = 'A0V' s.add_photometry('2MASS.J', -0.177, 0.206) s.add_photometry('2MASS.H', -0.029, 0.146) @@ -165,7 +176,7 @@ def test_no_spectra(self): self.assertIsNotNone(s.fbol) # Make Wein tail - s.make_wein_tail(teff=2000*q.K) + s.make_wein_tail(teff=2000 * q.K) # Radius from spectral type s.results @@ -190,9 +201,9 @@ def test_plot(self): def test_no_photometry(self): """Test that a purely photometric SED can be created""" s = copy.copy(self.sed) - s.age = 455*q.Myr, 13*q.Myr - s.radius = 2.362*q.Rsun, 0.02*q.Rjup,0.02*q.Rjup - s.parallax = 130.23*q.mas, 0.36*q.mas + s.age = 455 * q.Myr, 13 * q.Myr + s.radius = 2.362 * q.Rsun, 0.02 * q.Rjup, 0.02 * q.Rjup + s.parallax = 130.23 * q.mas, 0.36 * q.mas s.spectral_type = 'A0V' s.add_spectrum(self.spec1) @@ -229,7 +240,7 @@ def test_find_SDSS_spectra(self): s.sky_coords = SkyCoord('0h8m05.63s +14d50m23.3s', frame='icrs') s.find_SDSS_spectra(search_radius=20 * q.arcsec) s.find_SDSS() - s.plot() + # s.plot() def test_run_methods(self): """Test that the method_list argument works""" @@ -294,6 +305,7 @@ def test_fit_modelgrid(self): # # self.assertTrue(isinstance(s.Teff_bb, (int, float))) + def test_VegaSED(): """Test the VegaSED class""" vega = sed.VegaSED() From f1b7430a641914e1ad1df65a527fe2d5804f0778 Mon Sep 17 00:00:00 2001 From: Kelle Cruz Date: Fri, 15 Nov 2024 11:47:51 +0100 Subject: [PATCH 5/5] uptade license in pyproject.toml (#137) * uptade toml * increase tolerance --- pyproject.toml | 2 +- tests/test_isochrone.py | 4 ++-- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 5e48cca5..b672ab16 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -15,8 +15,8 @@ description="Spectral energy distribution construction and analysis tools" keywords=['astronomy'] classifiers=[ 'Intended Audience :: Science/Research', - 'License :: OSI Approved :: BSD 3-Clause License', 'Operating System :: OS Independent', + 'License :: OSI Approved :: BSD License', 'Programming Language :: Python :: 3', 'Topic :: Scientific/Engineering :: Astronomy', 'Topic :: Software Development :: Libraries :: Python Modules', diff --git a/tests/test_isochrone.py b/tests/test_isochrone.py index 852f4edc..e95964af 100644 --- a/tests/test_isochrone.py +++ b/tests/test_isochrone.py @@ -43,8 +43,8 @@ def test_evaluate(xval, age, xparam, yparam, expected_result, expected_result_lo assert (isinstance(result, tuple)) is True if yparam == 'logg': assert (np.isclose(average, expected_result, atol=0.006)) - assert (np.isclose(lower, expected_result_low, atol=0.01)) - assert (np.isclose(upper, expected_result_up, atol=0.01)) + assert (np.isclose(lower, expected_result_low, atol=0.015)) + assert (np.isclose(upper, expected_result_up, atol=0.015)) else: assert (np.isclose(average.value, expected_result, atol=0.005)) assert (np.isclose(lower.value, expected_result_low, atol=0.01))