diff --git a/README.md b/README.md
index a5fee09a..a253ceb6 100644
--- a/README.md
+++ b/README.md
@@ -200,7 +200,7 @@ A variety of evolutionary model grids can be used to infer fundamental parameter
```python
trap1.evo_model = 'DUSTY00'
-trap1.mass_from_age()
+trap1.infer_mass()
```
@@ -222,7 +222,7 @@ trap1.fit_modelgrid(SpexPrismLibrary())
Inspect the SED at any time with the interactive plotting method.
```python
-trap1.plot()
+trap1.plot(integral=True, best_fit=True)
```
diff --git a/env/environment-3.7.yml b/env/environment-3.7.yml
index 9251168b..2f3ae0b4 100644
--- a/env/environment-3.7.yml
+++ b/env/environment-3.7.yml
@@ -5,11 +5,13 @@ channels:
- defaults
dependencies:
- numpy>=1.18.1
- - astropy>=4.0
+ - astropy>=4.3.1
+ - astroquery>=0.4.2
- python>=3.7
- bokeh>=1.4.0
- scipy>=1.4.1
- pandas>=0.23.4
+ - pickle5>=0.0.11
- pip>=20.3.3
- selenium>=2.49.2
- sphinx>=3.4.3
@@ -19,8 +21,7 @@ dependencies:
- jupyter>=1.0.0
- ipython>=7.12.0
- pip:
- - svo-filters==0.4.0
+ - svo-filters==0.4.1
- dustmaps==1.0.4
- numpydoc==0.8.0
- emcee>=3.0.2
- - git+https://github.com/astropy/astroquery.git@ccc96185beeff86f3a12a31a00a801afcebe1dbe
diff --git a/env/environment-3.8.yml b/env/environment-3.8.yml
index 2b061e94..6700352e 100644
--- a/env/environment-3.8.yml
+++ b/env/environment-3.8.yml
@@ -5,7 +5,8 @@ channels:
- defaults
dependencies:
- numpy>=1.18.1
- - astropy>=4.0
+ - astropy>=4.3.1
+ - astroquery>=0.4.2
- python>=3.8
- bokeh>=1.4.0
- scipy>=1.4.1
@@ -16,11 +17,11 @@ dependencies:
- sphinx-automodapi>=0.13
- pytest>=6.2.1
- pygments>=2.7.4
+ - tqdm>=4.62.3
- jupyter>=1.0.0
- ipython>=7.12.0
- pip:
- - svo-filters==0.4.0
+ - svo-filters==0.4.1
- dustmaps==1.0.4
- numpydoc==0.8.0
- emcee>=3.0.2
- - git+https://github.com/astropy/astroquery.git@ccc96185beeff86f3a12a31a00a801afcebe1dbe
diff --git a/sedkit/__init__.py b/sedkit/__init__.py
index 0c0bcc38..3c1a6851 100644
--- a/sedkit/__init__.py
+++ b/sedkit/__init__.py
@@ -17,7 +17,7 @@
__version_commit__ = ''
_regex_git_hash = re.compile(r'.*\+g(\w+)')
-__version__ = '1.1.3'
+__version__ = '1.2.0'
# from pkg_resources import get_distribution, DistributionNotFound
# try:
diff --git a/sedkit/catalog.py b/sedkit/catalog.py
index 591c9891..ee8e69e0 100755
--- a/sedkit/catalog.py
+++ b/sedkit/catalog.py
@@ -9,6 +9,7 @@
import os
import pickle
from copy import copy
+from pkg_resources import resource_filename
import shutil
from astropy.io import ascii
@@ -126,6 +127,12 @@ def add_SED(self, sed):
sed: sedkit.sed.SED
The SED object to add
"""
+ # Overwrite duplicate names
+ idx = None
+ if sed.name in self.results['name']:
+ self.message("{}: Target already in catalog. Overwriting with new SED...")
+ idx = np.where(self.results['name'] == sed.name)[0][0]
+
# Turn off print statements
sed.verbose = False
@@ -182,8 +189,13 @@ def add_SED(self, sed):
# Add the absolute uncertainty
new_row['M_' + row['band'] + '_unc'] = row['abs_magnitude_unc']
- # Add the new row
- self.results.add_row(new_row)
+ # Add the new row...
+ if idx is None:
+ self.results.add_row(new_row)
+
+ # ...or replace existing
+ else:
+ self.results[idx] = new_row
self.message("Successfully added SED '{}'".format(sed.name))
@@ -298,7 +310,7 @@ def from_file(self, filepath, run_methods=['find_2MASS'], delimiter=','):
# Make the SED
s = SED(row['name'], verbose=False)
if 'ra' in row and 'dec' in row:
- s.sky_coords = row['ra']*q.deg, row['dec']*q.deg
+ s.sky_coords = row['ra'] * q.deg, row['dec'] * q.deg
# Run the desired methods
s.run_methods(run_methods)
@@ -688,3 +700,15 @@ def source(self):
results_dict = {key: val for key, val in dict(self.results).items() if key != 'SED'}
return ColumnDataSource(data=results_dict)
+
+
+class MdwarfCatalog(Catalog):
+ """A catalog of M dwarf stars"""
+ def __init__(self, **kwargs):
+ """Initialize the catalog object"""
+ # Initialize object
+ super().__init__(name='M Dwarf Catalog', **kwargs)
+
+ # Read the names from the file
+ file = resource_filename('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/isochrone.py b/sedkit/isochrone.py
index 546b0060..25df79fa 100755
--- a/sedkit/isochrone.py
+++ b/sedkit/isochrone.py
@@ -198,7 +198,7 @@ def evaluate(self, xval, age, xparam, yparam, plot=False):
if np.isnan(nominal):
raise ValueError("I got a nan from {} for some reason.".format(self.name))
- return nominal, error
+ return nominal, error, self.name
def interpolate(self, xval, age, xparam, yparam):
"""Interpolate a value between two isochrones
@@ -252,7 +252,7 @@ def interpolate(self, xval, age, xparam, yparam):
return result * unit
- def message(self, msg, pre='[sedkit.Isochrone]'):
+ def message(self, msg, pre='[sedkit]'):
"""
Only print message if verbose=True
diff --git a/sedkit/mcmc.py b/sedkit/mcmc.py
index bd3b3bfa..5843c557 100644
--- a/sedkit/mcmc.py
+++ b/sedkit/mcmc.py
@@ -161,13 +161,13 @@ def mcmc_go(self, nwalk_mult=20, nstep_mult=50):
sampler = emcee.EnsembleSampler(nwalkers, self.ndim, log_probability, args=(self.model_grid, self.spectrum))
# Burn in the walkers
- pos, prob, state = sampler.run_mcmc(p0, nsteps / 10, progress=True)
+ pos, prob, state = sampler.run_mcmc(p0, int(nsteps / 10), progress=True)
# Reset the walkers, so the burn-in steps aren't included in analysis
sampler.reset()
# Run MCMC with the walkers starting at the end of the burn-in
- pos, prob, state = sampler.run_mcmc(pos, nsteps, progress=True)
+ pos, prob, state = sampler.run_mcmc(pos, int(nsteps), progress=True)
# Chains contains the positions for each parameter, for each walker
self.chain = sampler.chain
diff --git a/sedkit/modelgrid.py b/sedkit/modelgrid.py
index 5e2946ac..44fa4e3f 100644
--- a/sedkit/modelgrid.py
+++ b/sedkit/modelgrid.py
@@ -191,6 +191,7 @@ def __init__(self, name, parameters, wave_units=None, flux_units=None,
self.ref = ref
self.verbose = verbose
self.phot = False
+ self.bandpasses = []
# Make all args into attributes
for key, val in kwargs.items():
@@ -262,7 +263,7 @@ def filter(self, **kwargs):
# Get the relevant table rows
return u.filter_table(self.index, **kwargs)
- def get_spectrum(self, closest=False, snr=None, interp=True, spec_obj=True, trim=None, resolution=None, **kwargs):
+ def get_spectrum(self, closest=False, snr=None, interp=True, spec_obj=True, trim=None, resolution=None, const=1, **kwargs):
"""Retrieve the first model with the specified parameters
Parameters
@@ -275,6 +276,8 @@ def get_spectrum(self, closest=False, snr=None, interp=True, spec_obj=True, trim
Interpolate the model grid if not present
spec_obj: bool
Return a sedkit.spectrum.Spectrum object
+ const: float
+ Multiplicative factor fof the flux
Returns
-------
@@ -325,7 +328,7 @@ def get_spectrum(self, closest=False, snr=None, interp=True, spec_obj=True, trim
spec = u.scrub(spec)
# Convert to specobj
- spec = Spectrum(spec[0] * self.wave_units, spec[1] * self.flux_units, name=name, snr=snr, ref=self.ref, phot=self.phot, **kwargs)
+ spec = Spectrum(spec[0] * self.wave_units, spec[1] * self.flux_units, name=name, snr=snr, ref=self.ref, phot=self.phot, const=const, **kwargs)
if trim is not None:
spec = spec.trim(include=trim, concat=True)
@@ -533,14 +536,12 @@ def photometry(self, bandpasses, weight=False):
# Collect data
data = []
weights = []
+ bands = []
for band in bandpasses:
# Get the bandpass
bp = svo.Filter(band)
- # Weight the bands by the inverse of the band width
- weights.append((bp.wave_max - bp.wave_min).to(q.um).value if weight else 1)
-
# Calculate the synthetic flux
flx, flx_unc = spec.synthetic_flux(bp)
wav = bp.wave_eff.astype(np.float16).value
@@ -552,11 +553,18 @@ def photometry(self, bandpasses, weight=False):
# data.append([bp.wave_eff.astype(np.float16).value, flx.to(self.flux_units).value])
data.append([wav, flx.value])
+ # Store the band names
+ bands.append(band)
+
+ # Weight the bands by the inverse of the band width
+ weights.append((bp.wave_max - bp.wave_min).to(q.um).value if weight else 1)
+
# Unpack and save as new spectrum
dataT = np.array(data).T
phot.add_model(dataT if err else dataT[:2], weights=weights, label=row['label'], **params)
phot.phot = True
phot.native_wave_units = bp.wave_units
+ phot.bandpasses = bands
return phot
@@ -722,9 +730,7 @@ def __init__(self):
self.load(root)
# Add numeric spectral type
- self.index['SpT'] = [u.specType(i.split(',')[0].replace('Opt:','')\
- .replace('NIR:',''))[0] for i in\
- self.index['spty']]
+ self.index['SpT'] = [u.specType(i.split(',')[0].replace('Opt:','').replace('NIR:',''))[0] for i in self.index['spty']]
def format_XML(modeldir):
diff --git a/sedkit/notebooks/Trappist-1.ipynb b/sedkit/notebooks/Trappist-1.ipynb
index 2987b9c4..12183313 100644
--- a/sedkit/notebooks/Trappist-1.ipynb
+++ b/sedkit/notebooks/Trappist-1.ipynb
@@ -1,5 +1,24 @@
{
"cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "The autoreload extension is already loaded. To reload it, use:\n",
+ " %reload_ext autoreload\n"
+ ]
+ }
+ ],
+ "source": [
+ "%load_ext autoreload\n",
+ "%autoreload 2"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -10,7 +29,7 @@
},
{
"cell_type": "code",
- "execution_count": 33,
+ "execution_count": 2,
"metadata": {},
"outputs": [
{
@@ -18,8 +37,8 @@
"text/html": [
"\n",
"
\n",
- "
\n",
- "
Loading BokehJS ...\n",
+ "
\n",
+ "
Loading BokehJS ...\n",
"
"
]
},
@@ -97,7 +116,7 @@
" 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",
+ " if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
" return\n",
" }\n",
"\n",
@@ -114,6 +133,7 @@
" 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",
@@ -188,7 +208,7 @@
" \"\"}};\n",
"\n",
" function display_loaded() {\n",
- " var el = document.getElementById(\"4961\");\n",
+ " var el = document.getElementById(\"1002\");\n",
" if (el != null) {\n",
" el.textContent = \"BokehJS is loading...\";\n",
" }\n",
@@ -238,15 +258,15 @@
" }\n",
" }\n",
"\n",
- " function on_error() {\n",
+ " function on_error(url) {\n",
" console.error(\"failed to load \" + url);\n",
" }\n",
"\n",
- " for (var i = 0; i < css_urls.length; i++) {\n",
- " var url = css_urls[i];\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;\n",
+ " element.onerror = on_error.bind(null, url);\n",
" element.rel = \"stylesheet\";\n",
" element.type = \"text/css\";\n",
" element.href = url;\n",
@@ -254,21 +274,23 @@
" document.body.appendChild(element);\n",
" }\n",
"\n",
- " for (var i = 0; i < js_urls.length; i++) {\n",
- " var url = js_urls[i];\n",
- " var element = document.createElement('script');\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;\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",
- " };var element = document.getElementById(\"4961\");\n",
- " if (element == null) {\n",
- " console.error(\"Bokeh: ERROR: autoload.js configured with elementid '4961' but no matching script tag was found. \")\n",
- " return false;\n",
- " }\n",
+ " };\n",
"\n",
" function inject_raw_css(css) {\n",
" const element = document.createElement(\"style\");\n",
@@ -276,26 +298,29 @@
" document.body.appendChild(element);\n",
" }\n",
"\n",
- " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.3.4.min.js\"];\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",
- " \n",
" function(Bokeh) {\n",
- " \n",
- " },\n",
- " function(Bokeh) {} // ensure no trailing comma for IE\n",
+ " \n",
+ " \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",
+ " 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",
@@ -303,7 +328,7 @@
" 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(\"4961\")).parents('.cell').data().cell;\n",
+ " var cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n",
" cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
" }\n",
"\n",
@@ -320,7 +345,7 @@
" }\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(\"4961\");\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() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\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 (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\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 };var element = document.getElementById(\"4961\");\n if (element == null) {\n console.error(\"Bokeh: ERROR: autoload.js configured with elementid '4961' but no matching script tag was found. \")\n return false;\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 var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.3.4.min.js\"];\n var css_urls = [];\n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n \n function(Bokeh) {\n \n },\n function(Bokeh) {} // ensure no trailing comma for IE\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(\"4961\")).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));"
},
"metadata": {},
"output_type": "display_data"
@@ -340,25 +365,29 @@
"metadata": {},
"source": [
"## Initialization\n",
- "Import the `SED` class and create a Trappist-1 object."
+ "Import the `SED` class and create a Trappist-1 object. The parallax, radius and spectral type are pulled from Simbad when available."
]
},
{
"cell_type": "code",
- "execution_count": 34,
+ "execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "Setting parallax to (, ) and distance to (, , ).\n",
- "Setting radius to (, )\n",
- "Setting spectral_type to (68.0, 0.5, 'V', None, None).\n",
- "1 record for Trappist-1 found in Simbad.\n",
- "Setting name to Trappist-1 and sky_coords to \n",
- "Setting age to (, )\n"
+ "[sedkit] SED initialized\n",
+ "[sedkit] Setting name to Trappist-1\n",
+ "[sedkit] 1 record for Trappist-1 found in Simbad.\n",
+ "[sedkit] Setting sky_coords to \n",
+ "[sedkit] There was a problem determining the interstellar reddening. Setting to 0. You can manually set this with the 'reddening' attribute.\n",
+ "[sedkit] Setting parallax to (, ) with reference '2018yCat.1345....0G'\n",
+ "[sedkit] Setting distance to (, , ) with reference '2018yCat.1345....0G'\n",
+ "[sedkit] Setting interstellar reddening to 0.0 with reference '2018JOSS....3..695M'\n",
+ "[sedkit] Setting radius to (, , ) with reference '2013ApJS..208....9P'\n",
+ "[sedkit] Setting spectral_type to (67.5, 0.5, 'V', None, None) with reference '2000AJ....120.1085G'\n"
]
}
],
@@ -377,11 +406,19 @@
},
{
"cell_type": "code",
- "execution_count": 35,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[sedkit] Setting Johnson.V photometry to 18.798 (0.082) with reference 'Costa et al. (2006)'\n",
+ "[sedkit] Setting Cousins.R photometry to 16.466 (0.065) with reference 'Costa et al. (2006)'\n",
+ "[sedkit] Setting Cousins.I photometry to 14.024 (0.115) with reference 'Costa et al. (2006)'\n"
+ ]
+ }
+ ],
"source": [
"trap1.add_photometry('Johnson.V', 18.798, 0.082, ref='Costa et al. (2006)')\n",
"trap1.add_photometry('Cousins.R', 16.466, 0.065, ref='Costa et al. (2006)')\n",
@@ -397,15 +434,22 @@
},
{
"cell_type": "code",
- "execution_count": 36,
+ "execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "1 record found in 2MASS.\n",
- "1 record found in WISE.\n"
+ "[sedkit] 1 record found in II/246/out using target name 'Trappist-1'\n",
+ "[sedkit] Setting 2MASS.J photometry to 11.354 (0.022) with reference 'II/246/out'\n",
+ "[sedkit] Setting 2MASS.H photometry to 10.718 (0.021) with reference 'II/246/out'\n",
+ "[sedkit] Setting 2MASS.Ks photometry to 10.296 (0.023) with reference 'II/246/out'\n",
+ "[sedkit] 1 record found in II/328/allwise using target name 'Trappist-1'\n",
+ "[sedkit] Setting WISE.W1 photometry to 10.068 (0.023) with reference 'II/328/allwise'\n",
+ "[sedkit] Setting WISE.W2 photometry to 9.807 (0.020) with reference 'II/328/allwise'\n",
+ "[sedkit] Setting WISE.W3 photometry to 9.510 (0.044) with reference 'II/328/allwise'\n",
+ "[sedkit] Setting WISE.W4 photometry to 8.565 (nan) with reference 'II/328/allwise'\n"
]
}
],
@@ -416,26 +460,26 @@
},
{
"cell_type": "code",
- "execution_count": 37,
+ "execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- " band eff app_magnitude app_magnitude_unc ref \n",
- " um \n",
- "--------- ------- ------------- ----------------- -------------------\n",
- "Johnson.V 0.54661 18.8 0.082 Costa et al. (2006)\n",
- "Cousins.R 0.6358 16.47 0.065 Costa et al. (2006)\n",
- "Cousins.I 0.78292 14.02 0.115 Costa et al. (2006)\n",
- " 2MASS.J 1.235 11.35 0.022 II/246/out\n",
- " 2MASS.H 1.662 10.72 0.021 II/246/out\n",
- " 2MASS.Ks 2.159 10.3 0.023 II/246/out\n",
- " WISE.W1 3.3526 10.07 0.023 II/328/allwise\n",
- " WISE.W2 4.6028 9.805 0.02 II/328/allwise\n",
- " WISE.W3 11.5608 9.51 0.044 II/328/allwise\n",
- " WISE.W4 22.0883 8.56 nan II/328/allwise\n"
+ " band eff app_magnitude app_magnitude_unc ref \n",
+ " um \n",
+ "--------- ------------- ------------- ----------------- -------------------\n",
+ "Johnson.V 0.54638671875 18.8 0.082 Costa et al. (2006)\n",
+ "Cousins.R 0.6357421875 16.47 0.065 Costa et al. (2006)\n",
+ "Cousins.I 0.78271484375 14.02 0.115 Costa et al. (2006)\n",
+ " 2MASS.J 1.2353515625 11.35 0.022 II/246/out\n",
+ " 2MASS.H 1.662109375 10.72 0.021 II/246/out\n",
+ " 2MASS.Ks 2.158203125 10.3 0.023 II/246/out\n",
+ " WISE.W1 3.353515625 10.07 0.023 II/328/allwise\n",
+ " WISE.W2 4.6015625 9.805 0.02 II/328/allwise\n",
+ " WISE.W3 11.5625 9.51 0.044 II/328/allwise\n",
+ " WISE.W4 22.09375 8.56 nan II/328/allwise\n"
]
}
],
@@ -453,29 +497,27 @@
},
{
"cell_type": "code",
- "execution_count": 38,
+ "execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- " name wave_min wave_max resolution ref \n",
- " um um \n",
- "------------ -------- -------- ---------- ------------------------\n",
- "NIR spectrum 0.653 2.566 563 Filippazzo et al. (2015)\n",
- "OPT spectrum 0.6 0.9 1034 Cruz et al. (2003)\n"
+ "[sedkit] Spectrum added.\n",
+ " name wave_min wave_max resolution ref \n",
+ " um um \n",
+ "------------ ------------ ---------- ---------- ------------------------\n",
+ "NIR spectrum 0.6533203125 2.56640625 563 Filippazzo et al. (2015)\n"
]
}
],
"source": [
"# Grab spectrum files\n",
"nir_spec = resource_filename('sedkit', 'data/Trappist-1_NIR.fits')\n",
- "opt_spec = resource_filename('sedkit', 'data/Trappist-1_OPT.fits')\n",
"\n",
- "# Add the spectra\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. (2015)')\n",
- "trap1.add_spectrum_file(opt_spec, name='OPT spectrum', wave_units=q.AA, flux_units=q.erg/q.s/q.cm**2/q.AA, trim=[(0.9*q.um, 2*q.um)], ref='Cruz et al. (2003)')\n",
"\n",
"# Print the table\n",
"trap1.spectra[['name', 'wave_min', 'wave_max', 'resolution', 'ref']].pprint()"
@@ -491,67 +533,67 @@
},
{
"cell_type": "code",
- "execution_count": 39,
+ "execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "Setting spectral_type to (68.0, 0.5, 'V', None, None).\n"
+ "[sedkit] Setting spectral_type to (68.0, 0.5, 'V', None, None) with reference '2006AJ....132.1234C'\n"
]
}
],
"source": [
- "trap1.spectral_type = 'M8'"
+ "trap1.spectral_type = 'M8', '2006AJ....132.1234C'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "Set the parallax."
+ "Set the age."
]
},
{
"cell_type": "code",
- "execution_count": 40,
+ "execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "Setting parallax to (, ) and distance to (, , ).\n"
+ "[sedkit] Setting age to (, ) with reference '2017ApJ...845..110B'\n"
]
}
],
"source": [
- "trap1.parallax = 80.4512*q.mas, 0.1211*q.mas"
+ "trap1.age = 7.6*q.Gyr, 2.2*q.Gyr, '2017ApJ...845..110B'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "Set the age."
+ "Set the radius."
]
},
{
"cell_type": "code",
- "execution_count": 41,
+ "execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "Setting age to (, )\n"
+ "[sedkit] Setting radius to (, ) with reference '2021PSJ.....2....1A'\n"
]
}
],
"source": [
- "trap1.age = 7.6*q.Gyr, 2.2*q.Gyr"
+ "trap1.radius = 0.116*q.R_sun, 0.003*q.R_sun, '2021PSJ.....2....1A'"
]
},
{
@@ -563,46 +605,109 @@
},
{
"cell_type": "code",
- "execution_count": 42,
+ "execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- " param value unc units \n",
- "---------------- --------------------- ---------------------- -------------\n",
- " Lbol 2.14e+30 1.41e+28 erg / s\n",
- " Lbol_sun -3.25 0.003 --\n",
- " Mbol 12.886 0.006 --\n",
- " SpT M8V -- --\n",
- " SpT_fit -- -- --\n",
- " Teff 2536 16 K\n",
- " Teff_bb -- -- --\n",
- " Teff_evo 2640.4 5.300000000000182 K\n",
- " age 7.6 2.2 Gyr\n",
- " bb_source -- -- --\n",
- " blackbody -- -- --\n",
- " dec -5.0413974999999995 -- --\n",
- " fbol 1.16e-10 6.63e-13 erg / (cm2 s)\n",
- " gravity -- -- --\n",
- " logg 5.285607017543859 0.0012421052631577112 --\n",
- "luminosity_class V -- --\n",
- " mass 0.09109824561403508 0.00031052631578951106 solMass\n",
- " mbol 13.358 0.006 --\n",
- " membership -- -- --\n",
- " name Trappist-1 -- --\n",
- " parallax 80.4512 0.1211 mas\n",
- " prefix -- -- --\n",
- " ra 346.6223683333333 -- --\n",
- " radius 0.12250477577816277 0.0015348931895269313 solRad\n",
- " reddening 0.0010283516021445394 -- --\n",
- " spectral_type 68.0 0.5 --\n"
+ "[sedkit] Setting fbol to (, ) with reference 'This Work'\n",
+ "[sedkit] Setting Lbol to (, ) with reference 'This Work'\n",
+ "[sedkit] Setting Lbol_sun to (-3.238, 0.002) with reference 'This Work'\n",
+ "[sedkit] Setting mbol to (13.322, 0.003) with reference 'This Work'\n",
+ "[sedkit] Setting Mbol to (12.85, 0.003) with reference 'This Work'\n",
+ "[sedkit] Setting logg to [5.28, 0.0] with reference 'DUSTY00'\n",
+ "[sedkit] Setting mass to (, , ) with reference '2013ApJS..208....9P'\n",
+ "[sedkit] Setting Teff to (, ) with reference 'This Work'\n"
]
+ },
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ " \n"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "application/javascript": [
+ "(function(root) {\n",
+ " function embed_document(root) {\n",
+ " \n",
+ " var docs_json = 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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2524]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[564]}},\"selected\":{\"id\":\"1077\"},\"selection_policy\":{\"id\":\"1078\"}},\"id\":\"1065\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"1084\"}},\"id\":\"1089\",\"type\":\"CDSView\"},{\"attributes\":{\"label\":{\"value\":\"Photometry\"},\"renderers\":[{\"id\":\"1088\"}]},\"id\":\"1102\",\"type\":\"LegendItem\"},{\"attributes\":{\"source\":{\"id\":\"1065\"}},\"id\":\"1069\",\"type\":\"CDSView\"},{\"attributes\":{\"data_source\":{\"id\":\"1108\"},\"glyph\":{\"id\":\"1110\"},\"hover_glyph\":null,\"muted_glyph\":null,\"name\":\"nondetection\",\"nonselection_glyph\":{\"id\":\"1111\"},\"view\":{\"id\":\"1113\"}},\"id\":\"1112\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"axis\":{\"id\":\"1045\"},\"ticker\":null},\"id\":\"1048\",\"type\":\"Grid\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"value\":8},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1111\",\"type\":\"Circle\"},{\"attributes\":{\"overlay\":{\"id\":\"1058\"}},\"id\":\"1055\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1127\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1151\",\"type\":\"Selection\"},{\"attributes\":{\"click_policy\":\"hide\",\"items\":[{\"id\":\"1081\"},{\"id\":\"1102\"},{\"id\":\"1130\"},{\"id\":\"1154\"}]},\"id\":\"1080\",\"type\":\"Legend\"},{\"attributes\":{},\"id\":\"1152\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1128\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"axis\":{\"id\":\"1049\"},\"dimension\":1,\"ticker\":null},\"id\":\"1052\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1057\",\"type\":\"SaveTool\"},{\"attributes\":{\"axis_label\":\"Wavelength [um]\",\"formatter\":{\"id\":\"1072\"},\"major_label_policy\":{\"id\":\"1073\"},\"ticker\":{\"id\":\"1046\"}},\"id\":\"1045\",\"type\":\"LogAxis\"},{\"attributes\":{\"active_multi\":null,\"tools\":[{\"id\":\"1053\"},{\"id\":\"1054\"},{\"id\":\"1055\"},{\"id\":\"1056\"},{\"id\":\"1057\"},{\"id\":\"1082\"}]},\"id\":\"1059\",\"type\":\"Toolbar\"},{\"attributes\":{\"text\":\"Trappist-1\"},\"id\":\"1035\",\"type\":\"Title\"},{\"attributes\":{\"source\":{\"id\":\"1108\"}},\"id\":\"1113\",\"type\":\"CDSView\"},{\"attributes\":{\"label\":{\"value\":\"Limit\"},\"renderers\":[{\"id\":\"1112\"}]},\"id\":\"1130\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1043\",\"type\":\"LogScale\"},{\"attributes\":{\"data_source\":{\"id\":\"1131\"},\"glyph\":{\"id\":\"1132\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1133\"},\"view\":{\"id\":\"1135\"}},\"id\":\"1134\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"num_minor_ticks\":10},\"id\":\"1050\",\"type\":\"LogTicker\"},{\"attributes\":{\"data\":{\"desc\":[\"WISE.W4\"],\"x\":{\"__ndarray__\":\"AAAAAAAYNkA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1]},\"y\":{\"__ndarray__\":\"vjCj/z3QQTw=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1]},\"z\":{\"__ndarray__\":\"AAAAAAAA+H8=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1]}},\"selected\":{\"id\":\"1127\"},\"selection_policy\":{\"id\":\"1128\"}},\"id\":\"1108\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.7},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"value\":8},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1086\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1054\",\"type\":\"ResetTool\"},{\"attributes\":{\"data_source\":{\"id\":\"1103\"},\"glyph\":{\"id\":\"1104\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1105\"},\"view\":{\"id\":\"1107\"}},\"id\":\"1106\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1099\",\"type\":\"Selection\"},{\"attributes\":{\"label\":{\"value\":\"Spectrum\"},\"renderers\":[{\"id\":\"1068\"}]},\"id\":\"1081\",\"type\":\"LegendItem\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1058\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"end\":26.5125,\"start\":0.437109375},\"id\":\"1155\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"1100\",\"type\":\"UnionRenderers\"}],\"root_ids\":[\"1034\"]},\"title\":\"Bokeh Application\",\"version\":\"2.3.0\"}};\n",
+ " var render_items = [{\"docid\":\"5af4bdeb-12fd-469e-bef4-1184dc62f330\",\"root_ids\":[\"1034\"],\"roots\":{\"1034\":\"80d03853-3bcd-402c-a542-d1949522f16a\"}}];\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": {
+ "application/vnd.bokehjs_exec.v0+json": {
+ "id": "1034"
+ }
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/html": [
+ "background_fill_alpha = 1.0,
background_fill_color = '#ffffff',
below = [LogAxis(id='1045', ...)],
border_fill_color = '#ffffff',
center = [Grid(id='1048', ...), Grid(id='1052', ...), Legend(id='1080', ...)],
js_property_callbacks = {},
left = [LogAxis(id='1049', ...)],
min_border_bottom = None,
outline_line_alpha = 1.0,
outline_line_cap = 'butt',
outline_line_color = '#e5e5e5',
outline_line_dash_offset = 0,
outline_line_join = 'bevel',
output_backend = 'canvas',
renderers = [GlyphRenderer(id='1068', ...), GlyphRenderer(id='1088', ...), GlyphRenderer(id='1106', ...), GlyphRenderer(id='1112', ...), GlyphRenderer(id='1134', ...)],
reset_policy = 'standard',
title = Title(id='1035', ...),
title_location = 'above',
toolbar = Toolbar(id='1059', ...),
toolbar_location = 'right',
x_range = Range1d(id='1155', ...),
x_scale = LogScale(id='1041', ...),
y_range = Range1d(id='1156', ...),
y_scale = LogScale(id='1043', ...))
\n",
+ "\n"
+ ],
+ "text/plain": [
+ "Figure(id='1034', ...)"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
}
],
"source": [
- "trap1.results.pprint(max_lines=-1)"
+ "trap1.make_sed()\n",
+ "trap1.plot(integral=True)"
]
},
{
@@ -614,14 +719,19 @@
},
{
"cell_type": "code",
- "execution_count": 43,
+ "execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "Best fit: Opt:M8V\n"
+ "[sedkit] Best fit SpeX Prism Library spec: Opt:M8V\n",
+ "[sedkit] Setting fbol to (, ) with reference 'This Work'\n",
+ "[sedkit] Setting Lbol to (, ) with reference 'This Work'\n",
+ "[sedkit] Setting Lbol_sun to (-3.238, 0.002) with reference 'This Work'\n",
+ "[sedkit] Setting Mbol to (12.85, 0.003) with reference 'This Work'\n",
+ "[sedkit] Setting Teff to (, ) with reference 'This Work'\n"
]
}
],
@@ -632,14 +742,19 @@
},
{
"cell_type": "code",
- "execution_count": 44,
+ "execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "Best fit: 0.0/2700.0/5.5/0.0\n"
+ "[sedkit] Best fit BT-Settl spec: 2600.0/5.5/0.0/0.0\n",
+ "[sedkit] Setting fbol to (, ) with reference 'This Work'\n",
+ "[sedkit] Setting Lbol to (, ) with reference 'This Work'\n",
+ "[sedkit] Setting Lbol_sun to (-3.238, 0.002) with reference 'This Work'\n",
+ "[sedkit] Setting Mbol to (12.85, 0.003) with reference 'This Work'\n",
+ "[sedkit] Setting Teff to (, ) with reference 'This Work'\n"
]
}
],
@@ -653,16 +768,14 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "## Mass, surface gravity, and Teff\n",
- "Set the evolutionary model grid and infer fundamental parameters."
+ "## Inferring mass, surface gravity, radius, and Teff\n",
+ "Set the evolutionary model grid and optionally infer fundamental parameters."
]
},
{
"cell_type": "code",
- "execution_count": 45,
- "metadata": {
- "collapsed": true
- },
+ "execution_count": 14,
+ "metadata": {},
"outputs": [],
"source": [
"trap1.evo_model = 'DUSTY00'"
@@ -670,7 +783,7 @@
},
{
"cell_type": "code",
- "execution_count": 46,
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
@@ -682,7 +795,7 @@
"\n",
"\n",
"\n",
- " \n"
+ " \n"
]
},
"metadata": {},
@@ -694,8 +807,8 @@
"(function(root) {\n",
" function embed_document(root) {\n",
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+ " var render_items = [{\"docid\":\"c6939c62-4c06-4c5b-aa37-728d892aff0d\",\"root_ids\":[\"1268\"],\"roots\":{\"1268\":\"a961d2e6-bac8-4e08-a69a-32d89937a0d4\"}}];\n",
" root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
"\n",
" }\n",
@@ -705,13 +818,14 @@
" var attempts = 0;\n",
" var timer = setInterval(function(root) {\n",
" if (root.Bokeh !== undefined) {\n",
- " embed_document(root);\n",
- " clearInterval(timer);\n",
- " }\n",
- " attempts++;\n",
- " if (attempts > 100) {\n",
- " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\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",
@@ -721,82 +835,128 @@
},
"metadata": {
"application/vnd.bokehjs_exec.v0+json": {
- "id": "4994"
+ "id": "1268"
}
},
"output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[sedkit] Setting logg to [5.28, 0.0] with reference 'DUSTY00'\n"
+ ]
+ }
+ ],
+ "source": [
+ "trap1.infer_logg(plot=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[sedkit] Could not calculate mass without Lbol, M_2MASS.J, or M_2MASS.Ks\n"
+ ]
}
],
"source": [
- "trap1.teff_from_age(plot=True)"
+ "trap1.infer_mass(plot=True, mass_units=q.Mjup)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Results\n",
+ "The results of the SED calculations can be accessed anytime with the `results` property."
]
},
{
"cell_type": "code",
- "execution_count": 47,
+ "execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
- "\n",
- "\n",
- "\n",
- "\n",
- "\n",
- "\n",
- " \n"
+ "Table length=20\n",
+ "\n",
+ "param | value | unc | units |
\n",
+ "object | object | object | object |
\n",
+ "name | Trappist-1 | -- | -- |
\n",
+ "ra | 23.10815788888889 | -- | -- |
\n",
+ "dec | -5.0413974999999995 | -- | -- |
\n",
+ "age | 7.6 | 2.2 | Gyr |
\n",
+ "membership | -- | -- | -- |
\n",
+ "distance | 12.43 | 0.02 | pc |
\n",
+ "parallax | 80.4512 | 0.1211 | mas |
\n",
+ "SpT | M8V | -- | -- |
\n",
+ "spectral_type | 68.0 | 0.5 | -- |
\n",
+ "fbol | 1.2e-10 | 3.75e-13 | erg / (cm2 s) |
\n",
+ "mbol | 13.322 | 0.003 | -- |
\n",
+ "Lbol | 2.22e+30 | 9.94e+27 | erg / s |
\n",
+ "Lbol_sun | -3.24 | 0.002 | -- |
\n",
+ "Mbol | 12.85 | 0.003 | -- |
\n",
+ "Teff | 2628 | 34 | K |
\n",
+ "logg | 5.28 | 0.0 | -- |
\n",
+ "mass | 0.07 | 0.0 | solMass |
\n",
+ "radius | 0.116 | 0.003 | solRad |
\n",
+ "SpeX Prism Library spec | Opt:M8V | -- | -- |
\n",
+ "BT-Settl spec | 2600.0/5.5/0.0/0.0 | -- | -- |
\n",
+ "
"
+ ],
+ "text/plain": [
+ "\n",
+ " param value unc units \n",
+ " object object object object \n",
+ "----------------------- ------------------- -------- -------------\n",
+ " name Trappist-1 -- --\n",
+ " ra 23.10815788888889 -- --\n",
+ " dec -5.0413974999999995 -- --\n",
+ " age 7.6 2.2 Gyr\n",
+ " membership -- -- --\n",
+ " distance 12.43 0.02 pc\n",
+ " parallax 80.4512 0.1211 mas\n",
+ " SpT M8V -- --\n",
+ " spectral_type 68.0 0.5 --\n",
+ " fbol 1.2e-10 3.75e-13 erg / (cm2 s)\n",
+ " mbol 13.322 0.003 --\n",
+ " Lbol 2.22e+30 9.94e+27 erg / s\n",
+ " Lbol_sun -3.24 0.002 --\n",
+ " Mbol 12.85 0.003 --\n",
+ " Teff 2628 34 K\n",
+ " logg 5.28 0.0 --\n",
+ " mass 0.07 0.0 solMass\n",
+ " radius 0.116 0.003 solRad\n",
+ "SpeX Prism Library spec Opt:M8V -- --\n",
+ " BT-Settl spec 2600.0/5.5/0.0/0.0 -- --"
]
},
+ "execution_count": 17,
"metadata": {},
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- {
- "data": {
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],
"source": [
- "trap1.logg_from_age(plot=True)"
+ "trap1.results"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The `plot` method plots the SED, spectra, and photometry by default. The best fits and integral surface used to calculate `Lbol` can be included by setting their arguments to `True`. Click on the elements in the legend to toggle."
]
},
{
"cell_type": "code",
- "execution_count": 48,
+ "execution_count": 18,
"metadata": {},
"outputs": [
{
@@ -808,7 +968,7 @@
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- " \n"
+ " \n"
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@@ -820,8 +980,8 @@
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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[9998]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2524]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"order\":\"little\",\"shape\":[2524]}},\"selected\":{\"id\":\"1747\"},\"selection_policy\":{\"id\":\"1748\"}},\"id\":\"1727\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1673\",\"type\":\"Selection\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1654\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"data\":{\"desc\":[\"WISE.W4\"],\"x\":{\"__ndarray__\":\"AAAAAAAYNkA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1]},\"y\":{\"__ndarray__\":\"vjCj/z3QQTw=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1]},\"z\":{\"__ndarray__\":\"AAAAAAAA+H8=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1]}},\"selected\":{\"id\":\"1723\"},\"selection_policy\":{\"id\":\"1724\"}},\"id\":\"1704\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"1699\"}},\"id\":\"1703\",\"type\":\"CDSView\"},{\"attributes\":{\"line_alpha\":0.1,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1729\",\"type\":\"Line\"},{\"attributes\":{\"callback\":null,\"mode\":\"vline\",\"names\":[\"photometry\",\"nondetection\"],\"tooltips\":[[\"Band\",\"@desc\"],[\"Wave\",\"@x\"],[\"Flux\",\"@y\"],[\"Unc\",\"@z\"]]},\"id\":\"1678\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"1801\",\"type\":\"Selection\"},{\"attributes\":{\"end\":2.0447422780563856e-14,\"start\":9.656688438964588e-19},\"id\":\"1806\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"1747\",\"type\":\"Selection\"},{\"attributes\":{\"label\":{\"value\":\"Photometry\"},\"renderers\":[{\"id\":\"1684\"}]},\"id\":\"1698\",\"type\":\"LegendItem\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#ff7f0e\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1753\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1652\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"line_alpha\":0.8,\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1662\",\"type\":\"Line\"},{\"attributes\":{\"data_source\":{\"id\":\"1751\"},\"glyph\":{\"id\":\"1752\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1753\"},\"view\":{\"id\":\"1755\"}},\"id\":\"1754\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"1751\"}},\"id\":\"1755\",\"type\":\"CDSView\"},{\"attributes\":{\"axis\":{\"id\":\"1645\"},\"dimension\":1,\"ticker\":null},\"id\":\"1648\",\"type\":\"Grid\"},{\"attributes\":{\"line_alpha\":0.3,\"line_color\":\"#2ca02c\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1778\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1649\",\"type\":\"PanTool\"},{\"attributes\":{\"label\":{\"value\":\"Spectrum\"},\"renderers\":[{\"id\":\"1664\"}]},\"id\":\"1677\",\"type\":\"LegendItem\"}],\"root_ids\":[\"1630\"]},\"title\":\"Bokeh Application\",\"version\":\"2.3.0\"}};\n",
+ " var render_items = [{\"docid\":\"5ef64530-b0f2-4db5-9cb1-f0fae0a4fa54\",\"root_ids\":[\"1630\"],\"roots\":{\"1630\":\"90d6a743-7d77-4153-98cc-0620b6896773\"}}];\n",
" root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
"\n",
" }\n",
@@ -831,13 +991,14 @@
" var attempts = 0;\n",
" var timer = setInterval(function(root) {\n",
" if (root.Bokeh !== undefined) {\n",
- " embed_document(root);\n",
- " clearInterval(timer);\n",
- " }\n",
- " attempts++;\n",
- " if (attempts > 100) {\n",
- " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\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",
@@ -847,673 +1008,129 @@
},
"metadata": {
"application/vnd.bokehjs_exec.v0+json": {
- "id": "6183"
+ "id": "1630"
}
},
"output_type": "display_data"
}
],
"source": [
- "trap1.mass_from_age(plot=True, mass_units=q.Mjup)"
+ "plt = trap1.plot(integral=True, best_fit=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "## Results"
+ "Check out the references of all the data used in the SED with the `refs` property."
]
},
{
"cell_type": "code",
- "execution_count": 49,
+ "execution_count": 19,
"metadata": {},
"outputs": [
{
- "name": "stdout",
- "output_type": "stream",
- "text": [
- " param value unc units \n",
- "---------------- --------------------- ---------------------- -------------\n",
- " Lbol 2.14e+30 1.41e+28 erg / s\n",
- " Lbol_sun -3.25 0.003 --\n",
- " Mbol 12.886 0.006 --\n",
- " SpT M8V -- --\n",
- " SpT_fit Opt:M8V -- --\n",
- " Teff 2536 16 K\n",
- " Teff_bb -- -- --\n",
- " Teff_evo 2640.4 5.300000000000182 K\n",
- " age 7.6 2.2 Gyr\n",
- " bb_source -- -- --\n",
- " blackbody -- -- --\n",
- " dec -5.0413974999999995 -- --\n",
- " fbol 1.16e-10 6.63e-13 erg / (cm2 s)\n",
- " gravity -- -- --\n",
- " logg 5.285607017543859 0.0012421052631577112 --\n",
- "luminosity_class V -- --\n",
- " mass 0.09109824561403508 0.00031052631578951106 solMass\n",
- " mbol 13.358 0.006 --\n",
- " membership -- -- --\n",
- " name Trappist-1 -- --\n",
- " parallax 80.4512 0.1211 mas\n",
- " prefix -- -- --\n",
- " ra 346.6223683333333 -- --\n",
- " radius 0.12250477577816277 0.0015348931895269313 solRad\n",
- " reddening 0.0010283516021445394 -- --\n",
- " spectral_type 68.0 0.5 --\n"
- ]
+ "data": {
+ "text/plain": [
+ "{'parallax': '2018yCat.1345....0G',\n",
+ " 'distance': '2018yCat.1345....0G',\n",
+ " 'reddening': '2018JOSS....3..695M',\n",
+ " 'radius': '2021PSJ.....2....1A',\n",
+ " 'spectral_type': '2006AJ....132.1234C',\n",
+ " 'age': '2017ApJ...845..110B',\n",
+ " 'fbol': 'This Work',\n",
+ " 'Lbol': 'This Work',\n",
+ " 'Lbol_sun': 'This Work',\n",
+ " 'mbol': 'This Work',\n",
+ " 'Mbol': 'This Work',\n",
+ " 'logg': 'DUSTY00',\n",
+ " 'mass': '2013ApJS..208....9P',\n",
+ " 'Teff': 'This Work',\n",
+ " 'photometry': {'Johnson.V': 'Costa et al. (2006)',\n",
+ " 'Cousins.R': 'Costa et al. (2006)',\n",
+ " 'Cousins.I': 'Costa et al. (2006)',\n",
+ " '2MASS.J': 'II/246/out',\n",
+ " '2MASS.H': 'II/246/out',\n",
+ " '2MASS.Ks': 'II/246/out',\n",
+ " 'WISE.W1': 'II/328/allwise',\n",
+ " 'WISE.W2': 'II/328/allwise',\n",
+ " 'WISE.W3': 'II/328/allwise',\n",
+ " 'WISE.W4': 'II/328/allwise'},\n",
+ " 'spectra': {'NIR spectrum': 'Filippazzo et al. (2015)'},\n",
+ " 'best_fit': {'SpeX Prism Library spec': '2014ASInC..11....7B',\n",
+ " 'BT-Settl spec': '2014IAUS..299..271A'}}"
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
}
],
"source": [
- "# Table of the results\n",
- "trap1.results.pprint(max_lines=-1)"
+ "trap1.refs"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "And look at all the best fit models with the `best_fit` property."
]
},
{
"cell_type": "code",
- "execution_count": 50,
+ "execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
- "text/html": [
- "\n",
- "\n",
- "\n",
- "\n",
- "\n",
- "\n",
- " \n"
+ "text/plain": [
+ "{'SpeX Prism Library spec': {'spty': 'Opt:M8V',\n",
+ " 'filepath': '/Users/jfilippazzo/Documents/Modules/sedkit/sedkit/data/models/atmospheric/spexprismlibrary/spex-prism_VB10_20030919_BUR04B.txt.xml',\n",
+ " 'spectrum': array([[6.5798396e-01, 6.6016799e-01, 6.6234499e-01, ..., 2.5545900e+00,\n",
+ " 2.5575399e+00, 2.5605099e+00],\n",
+ " [4.0704105e-16, 3.3004014e-16, 3.1254883e-16, ..., 1.4180143e-15,\n",
+ " 1.6574101e-15, 1.4649808e-15]], dtype=float32),\n",
+ " 'label': 'Opt:M8V',\n",
+ " 'SpT': 68.0,\n",
+ " 'gstat': 0.00250764636049802,\n",
+ " 'const': 9.709833028611168e-14,\n",
+ " 'wave_units': Unit(\"um\"),\n",
+ " 'flux_units': Unit(\"erg / (Angstrom cm2 s)\"),\n",
+ " 'fit_to': 'spec',\n",
+ " 'full_model': },\n",
+ " 'BT-Settl spec': {'alpha': 0.0,\n",
+ " 'filepath': '/Users/jfilippazzo/Documents/Modules/sedkit/sedkit/data/models/atmospheric/btsettl/lte026-5.5-0.0a+0.0.BT-NextGen.7.dat.xml',\n",
+ " 'label': '2600.0/5.5/0.0/0.0',\n",
+ " 'logg': 5.5,\n",
+ " 'meta': 0.0,\n",
+ " 'spectrum': array([[3.00001489e-01, 3.02471652e-01, 3.04941815e-01, ...,\n",
+ " 2.49942222e+01, 2.49966923e+01, 2.49991625e+01],\n",
+ " [ nan, 8.42495597e-21, 9.98057255e-21, ...,\n",
+ " 4.81696837e-19, 4.94262618e-19, nan]]),\n",
+ " 'teff': 2600.0,\n",
+ " 'gstat': 267801.68564086955,\n",
+ " 'const': 4.218232900311097e-20,\n",
+ " 'wave_units': Unit(\"um\"),\n",
+ " 'flux_units': Unit(\"erg / (Angstrom cm2 s)\"),\n",
+ " 'fit_to': 'spec',\n",
+ " 'full_model': }}"
]
},
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- "output_type": "display_data"
- },
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\",\"dtype\":\"float32\",\"shape\":[3501]}},\"selected\":{\"id\":\"6953\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"6952\",\"type\":\"UnionRenderers\"}},\"id\":\"6913\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"6894\",\"type\":\"ColumnDataSource\"}},\"id\":\"6899\",\"type\":\"CDSView\"},{\"attributes\":{\"label\":{\"value\":\"Spectrum\"},\"renderers\":[{\"id\":\"6862\",\"type\":\"GlyphRenderer\"}]},\"id\":\"6871\",\"type\":\"LegendItem\"},{\"attributes\":{\"data_source\":{\"id\":\"6894\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"6896\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"name\":\"nondetection\",\"nonselection_glyph\":{\"id\":\"6897\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"6899\",\"type\":\"CDSView\"}},\"id\":\"6898\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.5,\"line_color\":\"#1f77b4\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"6934\",\"type\":\"Line\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"mZkZP5usGT+cvxk/ntIZP5/lG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\",\"dtype\":\"float32\",\"shape\":[1504]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[10000]},\"y\":{\"__ndarray__\":\"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- " 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",
- " embed_document(root);\n",
- " clearInterval(timer);\n",
- " }\n",
- " attempts++;\n",
- " if (attempts > 100) {\n",
- " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
- " clearInterval(timer);\n",
- " }\n",
- " }, 10, root)\n",
- " }\n",
- "})(window);"
- ],
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- },
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- "application/vnd.bokehjs_exec.v0+json": {
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- "output_type": "display_data"
- },
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js_property_callbacks = {},
left = [LogAxis(id='6843', ...)],
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outline_line_dash_offset = 0,
outline_line_join = 'bevel',
outline_line_width = {'value': 1},
output_backend = 'canvas',
renderers = [GlyphRenderer(id='6862', ...), GlyphRenderer(id='6878', ...), GlyphRenderer(id='6892', ...), GlyphRenderer(id='6898', ...), GlyphRenderer(id='6916', ...), GlyphRenderer(id='6936', ...), GlyphRenderer(id='6958', ...)],
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title_location = 'above',
toolbar = Toolbar(id='6853', ...),
toolbar_location = 'right',
x_range = Range1d(id='6979', ...),
x_scale = LogScale(id='6834', ...),
y_range = Range1d(id='6980', ...),
y_scale = LogScale(id='6836', ...))
\n",
- "\n"
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- "text/plain": [
- "Figure(id='6827', ...)"
- ]
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- "execution_count": 50,
- "metadata": {},
- "output_type": "execute_result"
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- "source": [
- "trap1.plot(integral=True)"
- ]
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- {
- "cell_type": "code",
- "execution_count": 51,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "{'parallax': '2018yCat.1345....0G',\n",
- " 'photometry': {'2MASS.H': 'II/246/out',\n",
- " '2MASS.J': 'II/246/out',\n",
- " '2MASS.Ks': 'II/246/out',\n",
- " 'Cousins.I': 'Costa et al. (2006)',\n",
- " 'Cousins.R': 'Costa et al. (2006)',\n",
- " 'Johnson.V': 'Costa et al. (2006)',\n",
- " 'WISE.W1': 'II/328/allwise',\n",
- " 'WISE.W2': 'II/328/allwise',\n",
- " 'WISE.W3': 'II/328/allwise',\n",
- " 'WISE.W4': 'II/328/allwise'},\n",
- " 'spectra': {'NIR spectrum': 'Filippazzo et al. (2015)',\n",
- " 'OPT spectrum': 'Cruz et al. (2003)'},\n",
- " 'spectral_type': '2007AJ....133.2258S'}"
- ]
- },
- "execution_count": 51,
+ "execution_count": 20,
"metadata": {},
"output_type": "execute_result"
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],
"source": [
- "trap1.refs"
- ]
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- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### SED for Gl 752B\n",
- "Now for comparison, we'll make an SED for the M dwarf Gl 752B all in one block of code."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 52,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Setting parallax to (, ) and distance to (, , ).\n",
- "Setting radius to (, )\n",
- "Setting spectral_type to (68.0, 0.5, 'V', None, None).\n",
- "1 record for Gl 752B found in Simbad.\n",
- "Setting name to Gl 752B and sky_coords to \n",
- "Setting age to (, )\n",
- "1 record found in 2MASS.\n",
- "Setting radius to (, )\n",
- "Setting age to (, )\n",
- "Best fit: Opt:M7V\n",
- "Best fit: 0.0/2600.0/5.5/0.0\n"
- ]
- },
- {
- "data": {
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\",\"dtype\":\"float64\",\"shape\":[10000]},\"y\":{\"__ndarray__\":\"AAAAAAAA+H/LQMw8Iy7nOwXdLAHXdes7KN0COx+7CDw1SLmIwFsSPO4UTcNwwjw8706oeQGCWDwZ2JAgR+xnPLPRGltHwFE8vjfgKPV0UDwm5cRWbdtjPNYrtb0zq2o860qWq8BVbDyf5IeWTRp1PGNHKKVIBnA8r2FXkSpWQTwoMDR/MtJNPKCaZOKYYz08yKMbMmjyKTz+6b+QOYIxPLGFPp1Hzjw8Kh2WfoGXOTzvTnv0e1dnPFLkNNRLl0Y8Smcq7mR7NTxZe3i3TUlQPABlGRtiXV08CCue48coazxkfvwBpzdbPPh9fHdzCUA8LBO5BDKWOjymx93o7URkPA1hT5P2aHE8e7fZIM6sZzyGbj+Et4xkPKUvUXRFqFY8o5Vd+dV7VDxhG9egksZnPH7Jx1asg188qHo3vnJBZzxVaVVCrMKFPMLVLTVk1JE8vIC+YitdezwY5VmPjCGWPLfPhY6m3Zs8iPLDX4yTkTxH9zcu7TeNPHsPMBgvJ4Y8pEpGxV7+eTx6F67H55pmPEp5sPPrKF48faZcGjzEczwuXHROqZ15PEyBPPsBC488hDs3jCTsmDzIwC8V7JqhPGTODoVwqJ883PkDyG3sqDzCQ7bk0eeiPBVq4j1dUac8t2g5GqgbsjxAAXxgG5ezPHN93BbYnbU8M/LwJ0PauDzGII8U7I62PHpWR1lBL7A8fnWkIp5ctDzYfkm5sUe3PMndMXppKrQ8k5T9weDRxTwNEfCfAkrEPKTcYziUbsU86D4VuH4QqzwfMAWGJemkPFnuRMGMc7A86qbzi7GhsDyvzr5UDovDPOeLO4K4J9E8lE9gw5lB3DzBPKebif7QPB9JPfGlgrM8mUNBYxU0rjwwAIBpiAa1PAOWBkUPFrQ8/EcG2HM9tTw9JOhNf/i1PHHSQzwKHbQ8+H2owAEsszyDsvgWV8ChPM/3lhPGFa48s/0oXFM8yjy7OYn9N5bNPMdIhlQzL8Y87vQDLLUi1zzAe7BY5lXNPG5babmnMdQ8ff/Inukx0DzQr+Bh0mPRPARxsqZEyNE8Q/kCqBlUyTxJtadrk3jDPP4pL88PPcU82fz4VobbyDxQE2yLyZbLPKJbUZyG28083llpixh7xDzsREJ08uLAPKxQCeEaxMM8oJkGcA6oxDwvhkxPXOvIPDGE4zkVh8o809Pf2DdbzDyhKdG6knjHPMgl02G6Tso8bjsakJGJxzzX2HZ2+kfDPC4qgFVBa7k8Mown6AbRpDyEDW/ypWW0PKy68NKomL88cCVxHYoWwjxCAE/7ItXHPCpCYdHoVsw8X7neU7z00TxHPQbbaKXVPHqsgcR7ntk8bDSiLFM02DxNjPzZI6zfPApMVi/46c08dWjdgCB2xTzk0J8RUy7FPEIKtN6rTcE80JidbPUByjzZRK5/kGTOPAC2g/98FdQ8UGC7SN7j1zxaEcjo6vvSPDULurE/fNI8XPAjbwy/2jwUFQw/H2/ePM3maX4tk+Q88Q9SfHax3jx1Glg4pqLcPOegZL4vyeU8/E22ydAr5TxZgxuBhQ/lPEMlljHnf+c81B18excf5TzglDBZ9BvePPrOJtau4Nk8ZR35UsAg1Dz5LyGUk3jSPNC7SaoJHdU8W9pzIGfi1jy7wnxvrxLXPOZ7DBl7+dk8h7c0XohR2Dz9s2Ib7b3YPJU5sLjidNw8MwlNrFvh3zzInldmlEXmPC9PWxJp9uk8b7BuTM/y7DysnAQkkIb1PJ4KFwF6r/w8aDnWpW7j6Dz/RDsYtJDbPO0N5c2WnN08/WfCUhkZ2TxwFkQcAW7hPFvBh5fOveM8cliNTaJq6DzAjm64zvjzPOqAEWqcifc8hyV2qEYpAj1O/ue1DtsGPa5icUYUzQU9Oe8cEi0LCD1YfEzM4RAFPQ5UEx1togI9vKNGyubAAD0TfbeRdbYAPdC4u30WLAM9U7ELvtLOAj13NSiMRAAHPWIoPUj8KAk9NktfjLGVAT0FUkCh2hb+PPIVgDfTtO88Kb6NhoBq3zyfz9Og5gTiPNpyE3Ir9PA88Gbnyp6x+jxkRKD/tWz8PCp9E8BWhf08pzJ/yzKbBT0C46z0JWQDPR8RbMq0MAg95qMDjPicDj1AqkUWNe8IPShhXJTwVQs9Iw5Z+3TRET09PFbDvWsRPajYylOTkhM9caL5VvfyFD3d7K2HL78WPWASsRv/rxs9fiTVGEjMHT0Uhh1rUpMhPV/nsP73gSE95tpk0yk8ET0sN1irgykaPal+OSv/FiE9Rr38IoJ3ID1wZB39JPQdPWRfkct6Ox09gCjn8B/OGz04v2YdlRwdPekGMxNnrBc9uGzSzPmmHD2YlaIeBQwRPQEm6jfdsQA9/kNQzPvMBD0IvZB6sR4FPYA9SXosOwU9SC567VbBDD0y229M8xIOPe6/EW837g09niqZpZnPED2AGLAtWWYQPfKxd13V/A49Cqb4o2w5ET11IPjTr0YUPWjFQFUnTxY9BiYxAR1xGj3HZIVk28AdPW/pZRCG8h49ok3Y9z0kHj04QPYB5X4UPQunfFshFho92HxnkG1OHT2yNhB69K4aPWO2Q5228R89ccBa+X9WIT0dbR4Rdx8hPRXjy5jGTCI92WzdbxBKIz0HgShx0RElPWXfPkGWniY93Hnmj+PLJj2lRaTZfAooPb2kJeOA6CY9REcbrELEID0Ssu776WcfPV6d7RvxYyA9XrxlitTlGj1hLbQpa7QcPYXle1Uxgx89Jz+vmy2eHj2ouYV3lCAgPdRb9vTkBSI9Fj2Q6uy5IT1UYB0u9CkjPc3CE0Xl+iQ9TBASFB4eJT0Zq5A+068kPSKlZb997CY9OkcshW20JT3Jrg7xAI8nPTFIfqpvOiM9njXzGwisJT16YsVzUwwmPc10+KdjjiU9KthAAFVNJT1kGwg2/LEmPSQ5FYBvlSU9EuV+J4rnJz05uMTKP+4nPUbJxGfyLCk9ly1S7i7CJj304b2eWakaPaFXdS8UfiI9hu51dPufIj35j8jg3XIhPQoSJSzC+SE9g2Rx6fcjIj26Tzqf3wEhPX3dnpmfVSQ9LgAilBHpIz08anV9W74jPQt3JjrL8CM9oSclFzHjIz3QNsyECqokPVl/NO13tCU9tVOtn2/TID06VHszTx8iPfzKkjCgayM9aUghzQOHIj0ywD+LSmclPbFtqqn5piM9vJNJA/LgJT1QkHb5NGIlPQd8QN6ebCY9Jf7uigUjJj25F25SYqclPY42Rhzn+Sc9y6TZgnliJj3LdgCkIR4nPb4UV50+ySc9/kqkE5FtKD20xzx77kYmPRXEsgPZmCc9lG0A44SLKD0zgUnFoMAnPeGAuGNO7Sg9qTfSPetpKj3kuDsI9ZYoPeKu0YFh/io9vCfBDca8KD1Zy42aWMQqPdTMnQCVMCo9XkUDW/vWKj2YvTB+ijMqPcM5bmzOcSk9h8Em/y1EKj1KKUx1+eknPcWTKCIaiyc9/kgZp0fVJz3Cq1cSSC8oPVwtgbZZWig9v419sGpfKT2owi1i3WspPRDVUa4UVyg9blWaksSvKT2Ie61VOwIqPUrvO252Cio9QmvidRAzKT2o1B5OQ3EqPe6PPA5r/Cg9poKykWmjIz10OEm3B1whPTWQ/nMU5ic9d34codVbKT3B/0w79zIqPVSYbDVbZis9sDuK5IhJKz1hP9ZlCEYqPW24zWii8So9pGzVmzfPKD1Q75rJHTIqPWv5T/htFik9X7PEmyVmKT0TWab9cAoiPatFf9T5CCo9qkUj5kYwKD182yzmUkUdPVgkyVCXdyc9LePE0NmVKD3Nhyddn20pPf27EiVc6ik9dBIfGq2BJz3biLGnr6AqPcLdsuDkEik9CCJBNyL5JT1vNjfU10goPfhpneuM5Sg95unKQMl+KT3wIBhgcWQqPctLQlCw5Ck9UCI1eKWPKT1GB7J4L4wqPTUoVPOc0io9W+7+5aNeKj0FR1j5mUIqPWCMBM3Qsio9laVuE5wRKz3xxVFihTQrPRcZENnNqSo9h3J8j02GKj3w/P4RJYwqPZyHrC3DSCo9xg6RVcLfJz2rbC7g8jIkPZiuHD6vaik9986zrBtiKT2ZQtFOBJAlPdPS2x7dhSY96/ghplhwKT1hRRE3w1QpPXyJpD+v2Sk96nlQkpk1KT1grMRrgiAqPTX9oYMrZyk9ZEs5r6n2KT1N6w6x9vQpPbiD/nzPAyo960fGNDA0Kj0Jg7zY0gcqPfNJjnKL+ig98azI5AHQKD3szQhnAGkpPX777e3Z9Sc90v0KoBGqKT1TlWriuHopPT0dwS7Zsik9I9aDv7G7KT3ZIE+rvlAqPWEr00ay+ik9Jrgj0ABRKT1OCBN0GUQpPfv3eYU8piY9ua+EyDzXJz2D9b+r47IpPYzVxcorJSk9wwrL/dXfKD2yRewaAtooPZ/ZtV5KJyg9YvxWkLP1Jj0BfrAbE2skPdhR54IGyiA9hfFI4gxBIT2fxQfadG8iPfW2MY25hiA9z6WFeBb2IT0hEg0WI00gPXrtcDkfJCE97Z88Sp65ID2aoWp0cgwgPVolDpNu2SA9rjiR5R8lIT3x5SjS4DEgPZLitGAOUCE9aI2OKkHsID0QV0LeRzshPRJXcHIhMCE9shNJM0OGIT2I9FBqo88hPentN4J8CyI9QM64F/loIT2w6lwnit8hPa4SBWfUQSE9SBaOVGLPID3+ijepVWkgPQEqsiufsh893a4pqWMoID1V/E4HAl0ePZEyYIKfJiA9odif9YfhHz2ZTEjfSPwfPWZwAN1GBR49lMZM7V+PHT0LyRhnYoQdPW7FmcGxuxw9mslN7jOQHD3T1iq6LSAePeSjR5IOORs9KxgJrYxTHD2jICdiwJIbPeaoN44s9hw93XSgiDtzHD2Sz7oPWLMdPaVVQwkWqxw9Et7PoWQnHD3AMBbAagcePQK7L6Ph1hw9laIDRMmGHj3yxGhB5xodPYmQUGzckh496c38LdtwHD1HPamcBBcgPWlFrVJtah096Zsf88QoHT2Gy+gwePMePXP8aKn1bRs9X3ud9/FrHT2RoNx1MzgdPRyyirU0BR091DirB4jAHT3Z2mCCl1McPXkGKhd8UB49ofDIsUIQHj0pxwIbx1AdPWV4I2zJUx49h5TrKJxcHT25FvuuGQkePUUprJzv5x49gzomWIdpHT3JZ1L2OmgePbHQf5I2PB89GAZGhG+rHj03+m6yWocePZs5k+K57B49AGF7pudKHj11r3wGXBUdPVdMxrr2GyA9vObnmvMcID0jzoomEJUePYooqpgB0x8968MpoWtJID3DcL4LrcgePY7R7BDDICA9IA0wDUR3ID1GYKdM5K4fPeM+hzFH1R895XYjabicID33oqmcYhYgPWdKVrPYYSA9goUevumhID1ism62M4AgPYvV2gjeNiA9sE2Qlx6HID2/cC0bpc8gPTEdFZXAXCA9Mh9WGiNcIT0N11RHF8IgPXLIDlfv1yA9Uyf69l1RIT3LXEfOYQchPeUBmZS0NyE9ocjXSklsIT0clkeE0hkhPXv7E/O3lyE9vMuQK1dcIT2tuyl7q2QhPQoQUDK1sSE9ETOGVqunIT0rlvIkHJMhPRznS97F0CE98fm3J5iSIT3zyHIMtsUhPXOCHSnjvSE95h4EEKfAIT1Z9ht06ZIhPVZ8xSWtACI9n5S4+U9yIT3Raoxsr5ohPWJgDc6H9yE9zNUagyPtIT3tAqlKxA4iPaYYyZad0SE9WaY/EZoZIj3FNso6hRQiPXbSauQm+yE9u1T0zOriIT1tvTWegisiPehvX1GWJyI9FdKMQYkOIj1f/2iANvUhPdFeuPAYECI9wXvOthMyIj31xZDvSf8hPQamOTPP3CE9lgnoCBomIj0SoxIRYPkhPTiRcx9s9SE94Gcl4AvTIT0KwScqzOohPYKY3eAUwSE9lUELh3DpIT3OEoq+Vd8hPQejZEvdyCE9PMhVGWCnIT3FDIucT24hPYzl3BjgiiE9cvxVKixPIT2hDfJDphEhPQI2+4/L1iA9T8u/XLLsID12EgrZcJwgPTq7Eq+tfiA9WofOVscCID0ERQFkZr4fPY1wkG6V+h49iWVQSYumHj18Fb6IYxAdPQddbaX+Zh49zVcJQp+JHT2FMRp03m4dPUyXGUFj1xw9XVOEzJ7OHD3yGgOO2AEcPauKl09HVRs9hmz16o2TGz0gdXZ3XesZPShuX+Aa+Bo9C5ZTaJ80Gj2xsAGF+bUZPYCLOGvN9Rg9mqobDIh5GT3t4oTNtmcXPVyL//UATBc92SvvjdFPGD1v6dVA4okXPaDrhjs5NBg9jPuXeWDOFD1EcU4sOGYXPV/jFHMcShU9CXfMq4+qFT2DWYuHxnkVPZ9KJo3xoBQ9R0bny9FzFD2BgcLjsh4UPXDf3lnIURM9Cezr0Ci3FD1HKoCw4HETPUQpa0aikBM9m1fLPAsUFD3UE6YJPDESPXFTyhdJFRI9R3CsMoQBEz0zw4aYZGcSPZAQzshaeRI9L5y49Z+dET0g4Nm1m9QTPaU20FG8lRI9hO+WYSs2ET2ITNBdICIRPdeVgCUOORQ9FjvmDfn7ED14FP9JWtMSPXqZOe1pchE9BJ6JOCc6Ej1mJ0mjHy4RPV/elr+wpBE95b4vOpRmET1lbefTZD4QPTl7dfpxGg89COIzRtCCDj0T0b8CVeQRPVp80YhTAw89gU1ixRnaDT3LdVAkNKMLPafVE5iQQg09OhZKs5w0Dj30Po/qRB4QPcAJrPs1OxA96ca8DLsKED0L+cV1jeENPWZw1EKjpQ89Nx3ndBcSDj3+n8X9jy8QPcZV6aXOPxE9XbTO1AlPED1kOGoVILIQPcVX9KQ7oA49+i2ASeZyDz1l48ErGA8RPbEkjRHyQRA9TbAW0EQuET1vWpAx7KcQPVfDhPECHRA9YMOkx34+ET3qdA6zTlwPPdNuTJj+dxE91MAlJmFGED02hmgeqjQRPaMxKLX6zA8909sEQWENED1bzQCULaQPPdXG7xQjfBA9cuRCCYRBCT1rjl8KPjsOPbaRaAlQOBA9OxO5OR7YDj3ZAOg6ir8MPUEa4WTaIA49ZM5JxcIMBz1ZYsCcLa4LPTTYyisIBQo9f8oXASEaDT1HjJ+k5+gLPX0gFYz8rRA9a6sKD6QvDT3Bo/lNPrsNPS5ftqm5BA89HXtBQaJODT0S499hBNEOPaNp7DtBAw09wzPwJz3XCT32K/uNcagFPYll1+Vnowk9Fizh7Y8KCz2EWOpHqZkKPSscOug8fgk9r0F3ze4XCj1eTUkpyXMLPdTzuFN/Zww9eRB9bw6PCz2LhCs48qMLPbwprM74Jw09N8Hps5T3DD2hWMcNUToMPU9r4OEwfwo92CkN/jgqDD1uFiLNRWEMPbTUQi3v1ws9EP929QshCj0wHnlebY8NPUlxBOcuGg09EB/UIicOCz0464Dkky8LPWyNVQApZA09DQguVV2hCz0p2MCoF3MNPVNk9d/Yzgs9IFGESBrbDT1enFQew3UKPVL4ZuIcig09b/ZDRkb9Cj2ZlPeV69INPTWRDbhT0gs9ayuSYJ4aDT0xQSgJCEQOPUy96ZgDaQw9227YEH5KCz1Ns+GKs+AMPSH7Kk+y3w09VUpbk30KDT2Tr5OZV18MPYATLqwKSw09vpHPttrNDT0FjEI5Zf8MPW3axrqvew09YcHXGXINDT0KIs9Zcd8MPYYQfwUvvg49eHwAzUGDDT1F6iXbopcNPY1pHymBkw09/KP13s0/Dj1AwwDtnl0OPWvoFEetHg49n23es2ejDT2N230+mjkOPZDLUVW04w49kP2s5o8QDj0QpOv1u0QOPTKgfh+krw49kskPcAirDj3eyK9FHu8OPXVMsqHoww09tuUTJv3yDj11TJpqDqUOPf9HHk5TCA89fxl4hcK4Dj20DguqXFwOPQM+lClwCw89JkBb6aC8Dz3QmUGzGPMOPZdbLiYQiQ49SMf8OS2MDj2DEUG5nCYPPa88b4oFYQ89lSe+3QkzDz0BPI0Xk8oOPQdv4KzwEw89w6rGUSJ5Dz2fUzBz2e8OPcs4pqnR8A49ZpbD0nnADj0RlvKZPJcOPcuOoCRnzQ49n3sbyzi/Dj2vR0a9/aEOPVNOyEFe2Q490IuQFKy/Dj3VZpl5nnEOPYo9WX/9uQ498bOeI1W5Dj0b17w+GrAOPfUARQ7sHg49K9jRAIKgDD262DnC66cMPWTcs+OVDQ09ipWxo4dnDj2gvqlpDnQOPVrPpYdlOQ49Ic3x8BaBDT2UbGsTCusNPRNi42CcoQ49oE5+IeO6DT2uc5lSYLENPYUQ6zsGvA09I5CdO0JhDT247Cno6cMNPZsE1eXU4Q09JCLpF7RcDT2aiixSY4UNPQKr5mStXw09jyMkJ61NDT0ZKEkPS2gNPWx2KR+/HQ09z3JljegHDT0YbTlTah8NPT7vZsAKFQ09U/qeMIxEDD0wjgxmMBENPQ22VUTbggw9uzQ3pcpmDD2gqjkoMK8MPZYy5NzbwQw974VEqJ/rCz0ESx/atmEMPR3Nr9z97Qs9k137bfFjDD1ue8qWc34MPZkCtivHxAs900wiRrPnBT3G0OJ7VmAHPWNVP4hOIwg9S2na+WqpCD3tp3+8j48IPeh4Sihe7Qg9EgemIOBsCD1DkZ1VVp8IPeqRtl0FlAg9Qu94MihNCT16hQh7otQIPUO4/gH2YAg923B7hogPBD1vk8qPgRQGPTvv7hgjnAY97vqJhz0UBj0hYs2ofwEHPeDjOhSK9QY9OxLlTCZkBj3ygkUQi38GPWWOjAas6wY9wEHeGMjgBj2jf+iNPSMIPYfmH8HjLQY9B1OoyCpsAz2486ZUW0MFPR/Td0EYgAQ9WLxuBjNZBT3x3hKx5Z8FPRB3Lqd72QU9067IcIgJBT3YbasS6sAFPcaRh86UMQY9EASVt4ZeBT3mKmcNvnwFPd7QhcogIQU9UgJ4YLqgAz3YIZ8nP7kDPbNXZyZ+tQM93Ra523qABD1xu7dA1uUDPazzeyxMXgQ9bU5yDT3TAz3FfQqObj8DPWXQ1pEo0QM9cZJKKA3rAj3R2TOFfFUCPWEk97IeoAI9v9yRFZL+AT1MqzmJmdgCPf1ffmntdQE9XArdwLpCAj3jbopGWNUAPfWXCMfNFQI9wqQc+ueGAD1KdY7dFdsBPcsaSPo9HQE9U0D7sXvrAD009zHViPH+PGYs93mwTQE96sTsjG8RAD1N3PJN+0YAPQQ/oEVKp/48Kvqp/gQbAD2bTMrWCPr9PB44MUXUoPw8Y/6h03rSAD2eRE5IYG/+PLiu7/ILJv08khl6EBl2AD2dE5DqrHn7PGyv7k6bWP48OHO+ciMe/TwXpdmK4ib6PM5YL2G+HP48w+TvvcPK+zwfnCGQDF/6PFXb+8J9dP88lM8XOXw/+zwsr7mWUIL5PDfJTCIu3vo8fXXlbdJU/TxGywNRPwP7PD9Fc0Q7K/o8oFwXmWtb/DzbsxwD+7z4PLjJ5wGGNPg8OgY8emQN/Dwk1JWf2kf4PJU501xD1/g8W45lIfi4+TyV7dRle475PHqV5qWHs/k8nlapd0OB+DxH2q+PLGX5PPjpg2Rm5/c8Zu1/CdwN+zzm3z1Ryd/4PGVWTDL0SvY84v+B9Itu9zyJqoXqOkf5POlzjtmGrPY8kL7WUZvn+Dygo7XC7uz3PIHTAMRQifg86LXOP3Up+DyWWlzbkWb3PK+XLqfaEfk8XKf/XaLh9jx9Gb48Lzz2PP0jGnRStPc85h3QK94u9zyRP2xNaoz6PH4KYIHmNPc8/qe2GF+F9jxt3Eb2VKT1PAjLv8ugWPk8BeTzvPv39jyiuvMnKaL5PJKw1kJge/Y8XHRLIQjg9zxURkDCHpv3PIgUEyXtj/Y8PWJD2fcV9zyFlpNGVpr4PGdluM1zbvg8LllGWC5D+DzX1qBebOf2PNXwDPhp7vg8SVmWtuU++Txs8/Z+SB35PDDYrw9KEfY8FKVERVt++Dyss3P1za/3PAWfDN4Dp/g8xWCPD+gC+DwAoOSn/xj3PIJzRR5C4vg88Vqnd/2R9jz4oINKYo75PDAKmyz5t/c8ReXAsAD79zwSyeBMhf32PK9nAgLtx/c8jvDAdrQG+TyQflBU9pD4PEr7d2vnafg8b2PTY1Fo+jzScUFE7Ir4POOOwZtzMfs8KV0qB6ve9jxDJJmDEon3PB8tWsbUa/U81sWIfu9/+TzcpyitdVr3PAa7e7nkyPM8BXcheCTb9zzgtmE8GT33PEHT3oYxw/U8dedc18zz9DzAT2CU/p74PLcXLVpl0PU8moVZGCa28jyoQd+aQUP0PMVi1S6AM/c8uSNeKk3U9Tz1nm+LWhP0PFVJFbiMmfU8RbvlP2su9TwewV1pVSLzPMfSqzaMyvQ8SXnUalDJ9DyTa0pl/B31PPI0zFAeWvQ8oNBA3x2+8jyP2xEPwg30PKYmvIuzcfM8pTuAWwPC9TyoMLGYARD2PDNHqMuwqfE8b49cKfLY8jyg7Hph26fyPDDpzipWXvU8lVWAFluX9DzaJsZ1Msf0PMI6gEy8vfI8Fd4qs35j8zwYECaF+5TzPAertOnqZfQ83kT/Ox/X9DxUow6nLnLzPIWE2m52gfI8ojPg+wSq8jw0audTUl/yPNMsIC2qB/U8PfD1z61S8zxsFVpd2YHyPAMQmydwOfM8eZaBghLR8zylS69hfxXxPIikbYlv0PE8TIhs0s8r9DxrduBKjGzzPKCG5tGy3PM82+Yodd6T8zxUCu5edgvzPGJL6AlDwvA8OqxYaqEX8TyIcXdzWK7zPCuSyNzsXfM8js0u9rIn8zweIQ59jfnyPOr8okHqx/E8k/Fa6gYH8Dzi6hSRZtjyPNMeiSfBTvI8Zh2gy5tW8jz7knFWqFT0PP2US8kd1PI8z3y+pP0s8Dy91RTUDlzwPEvGpY/wPPM8t4aXXR938jy0L31zYEryPJUthgslyfI8kS0pFg9T8TyCeSpjNLXxPC4bwbMauO48nXpmCy0K8jzGsL/ymLfzPCPhTSSv9vI8ClqL+DR78TxXtwoUv2zxPMhnLIDbgfE8RJruxTwm7jxsUO9pTCXyPNWe95+H1PI8Byytc4I08jz8lxfL3/zxPPS1GflDKvI8aOt4Xn4h8TxaXMee6hbvPDR3+j0ukfA8BsYJ/z9p8zxOLyvfKfTyPI8l3ywcNvA8qxt6bbAi8TwVsxn/g2/xPDYCRwur//A82ffQ9LOO6zwa+cfixkPyPJPoVFZjO/I89HZfwMtU8TzJmJ5tUqLwPKFTxqwTKvA8UwMCZKxE8DzMxfeeI1jwPMzlt4f4je08pw2vrmWh8Twgp8D79fLxPINY17//JvE8zlbvbeJ/8Tx8ES+5zN7uPNpAUTmsq+885rOksk6b7zyygiKdgMzuPJYlslr7dfE8AOXTMqop8Dyi2Q+6+UTwPKTrUXddFfE8RLyc5FzM8DwDnsb0ULPvPJ0dhX740u88q8c5P9yb7jxPBNaK1E7wPCQfP0FIxfA8Xbh/EjJz8Dwy280U7CvxPAn39K8aiPA89bu0spLj7zwD3yopHlbwPCvOFI5dsOs8b1t89NH57zyt5DNKfxzxPDcHj/rIdfA82A6/oRms8DzYUZjvgffwPJusKXt8JPA8fqjXYuRm7jybb5mca4rsPIunuDrPie08rPYNJS538DzYr9dS/e3xPBaXmVy0+PA858ycaqc38Dxnzb4m2cztPMlhxXfHkO4825GIMBD37zzh8ZcJzRrtPOi3hJGTO/A8+tokq/eu7zwnWPX98ZjwPF9EaEYTrfA8Rperxy4o8DzkXVKuyPzsPCCy96Gewe88WPMmdoop7DwJzagjPK/tPG6cmXrcsfE8RqQRGKBV8Dxjm5db91TvPGotNXdj9vA8KKKI30927TwUAPldUybwPFuVGRRZ/+w8JCNSJA+u7DyZ6f4POqnuPGJb4iVxcvA8oNNChU8b8TxTQNFn0ELvPDhd6mlp9O88ZnAH/c7l7jzYrvl9ZAfuPNMznyjCe+08KhqHOXMC7jwUuY9a+UftPBtctX6OO/A8ysZW2u7r8Dwdx1D3FHfwPGiVkja5ce48HI/PlbpL7zwkvwRx3N3tPAi+/wWMG+08dLEXRFEV8DzJgECto8PuPL9dP03DTu08ewa6nHO58DyFbmauNJ7wPFl9beoFH+08M6rbuBpx7TwhF8iR1SHuPJBJmdDO4u88RJ5ZEAtw7zy6L4fFUbHvPMiRm4OPgew82pczdiwA8DwXUzYp+UfuPIGyx5bVffA8WxJSarmu7TwX0kQrNKHsPDXlK1hVke48Btc/2R6J7zx0y47SnWnwPARB32nU1+08onYmoz4C7jy1wvw7qLvuPMNPuyCGke48s/2bx8bV7Tz5+TgAdpntPEgRyScoHe48a25XUHHo8Dy/A1M/dgvuPDacUrkxOe88QxcE8N0l8Dzv0I4TYOfsPAbSxj0hj+48rmLlUOdp7jzzFqO5G1zsPFtr3i1dY+08MWiySDkN8Dy2eDlzULfvPIBDoYdr+e88iSJ0xHDt7jyjxz1pBlXvPI0fhSM3c+08MNwp3xGB7jziONBohl3uPJfg+5wGF+4847PTMQM+7Tz+9oOEd7PwPFgtQR7yV+48h4pLvewE8DyswH55B8juPA7EiHTNGu08ORxczXuP7jzn9nBxH6DtPEPqt3hDge48osVTuEw+7jxTx7WygJjvPHX2jQDFku88p+zkt3G17zxw7VrUJxXwPCcn8cwPUu889GDZxpFj7jxxQ1o96TzvPMH8wpdfBO48UN0iAOAG8DyGhJ65Eb/tPIIRfPOS0e08Rmy0ZOd47Tx8kPltUeTuPJggKQczX+884VMOPbdd7TyEnIKaT77vPFxQqOSXY+48elbWlZ2P7TwiLbrHSBPuPG3GDKi29e48d1eHZqNm7zxiIvchF9buPFKVgbhX0u48g8/C7oSh7jw7GTS5zO7tPPf8S8bGZe48QA4n3M1p7jwYxRGhErDtPDvp36VzLe48MtLvFs8O8DxxLRzDT6LuPOHGH0bLNvA8eCctrYIM8DxhwhbxhgHwPJOEJipV9e08fm3FpHqO7Dxm9AMAA0HvPCgfWmxYYu08MEJf5qTM7jybfnylTX3uPH2kHVvrhO887/tcPFSh7TwwmeJNS8LtPOaEHUd5xe48gMS8SFgl7jymQd/SMNXtPMiNOhS/Re88WX9pEm5A7jzt9mvQQMvuPD/7BJSecO48++ZkZYwn7jyTjKmB0STtPMlbUk/z0O08m6GRNwjY7jzzWuf7ljTuPPASzsN6je48jVxvYthr8Dzccjj5N23tPGvOuy9eLe48fOaUwOcp7zw99qngLgftPH3xhvWh6O0882NX9uSy7jwH+/Vgi7/tPBW7ff08rO48O1UhHSXX7DxbnrcSmVjtPF65kQN2suw80PvMO9i97jyXDAmlcxbvPB1pRj4+B+48VV0fxgxr7Tyvl6bjYmXuPLGjNgllAO48r+CxJPk37jxsVk6gq8TuPOuwUNpM3e0897tXCSBQ7Tz1Ve6UYjTsPHYdq6KA9O08F4Dj/My87zw9XoGAIcftPPD9kuvvEO08Inh+Anqn7Dys9qi9FrPtPCsAQue5x+08uYdVAV5B7Ty/6KTQktHuPCMbJSxWRO485i4FI5Ma7zy86MhQwJjtPJmA4g4X3e08Ya+4UP2f7TwVOPXdrG7sPNEklkm6i+08SivjL7VJ7Dza3YFqlt7tPHcBoGWx3Os8B1UIlOrH7TycdAu9GWrtPCFSA2rCYOw81gIAflZp7jwjz+3cNMjtPCG5LmBev+48awIhAC907Txx49oiWO7tPB93eUXJ3O08/D6Aej0r7TydixPjkz3rPHsyMsFmO+08hyRz6JwH7TxzceNmxurrPCQyZKrZFe08GWc45pGj7jyZzc/LuGftPHO9yOb2jew8uM9mLuGi7DxFVV/iFQXtPIMQEcQRj+s8a2Qk2iQo7TyAAutu9RTuPCMzdZF+VOw8XJa4LDuU7DyoTBJmU7zsPFOAkymNj+w8TqOtzYgA7DzhW+c9b/PsPJJqKqs6nu08RwMOxpW37Dybc2qn/rDrPD3T6Z0UTO08VlG9Y9Ij6zzpezE6D9LsPJrEST/RA+08IGkw4Q8z7Dx/qoYqXpTsPANv6QyACO082T87HTAW7TwHR2s3M2jsPC0OuqP2w+s8QYG4e+VU7DxVSax0uPTqPDNXVTfYGuw8hNc5Cs2a7Dws4woXZf3sPOBt+sPqXO08BQ8kTABa6zxzoZaiN1DrPDGfUmncM+w8kCWH7BDy6zwkP3PQkWrrPG88mTWpsus822+APOVu7TxByci4q1fsPIWA0tU8Hew8LMvjUO3d6jzLrwVgNC7rPGTX02zQhOs8LMuCPswc7Tx7mmIv6HjsPJyKzwPKbew8XTEMADo76zxqV+A9aEfrPDwf1YE5U+s8oPCfK5L96jzPRx5i2PPqPF7PZhHZ/Oo8EXEoAfIo6zxNhfPSXHjsPFfr/YJjFew8qCEQMxXz6jxo+l7jvozqPPT0VhVjV+s809xYZeDj6jx9jbXPeADsPNmR/K/rEOs8Fc0l2iRZ7Dy+jsdXyuvqPJCAlI6NSes8AKRCTI/M6jwmGRMz0WTrPFCjoOOQd+o8S9VHPaN36zxxfU9FaIfrPKNpUpUGSuo8+mshfatp6zxXqmRKjAnsPI8mf/8SJes8GYDa+tSt6jz9z+b6293qPGeVem/r3Oo84qxa+yGn6zz5O6YmKpjrPFayzFHzf+s8mp9tbfSg6jwQjlwKYpLpPLiqr9lzsek89/OpC3Dk6jySoawY2IzqPBGuC6S1Geo8c/YptzYd6zzpo8y7hkHrPFasy2O+bes81f2AW7W76jyjnMpBxVjqPPEdBjqOhes8/Mm8RENA6jxgMajOqgHqPKVpirONj+o8Trv3I8H76jwHKdMPRJfpPPM8EpkHlOk8yYEXJs2D6zxQqfBQZdfqPHcOciGWJuo8E07rhaHw6jx4RxN35fbpPIgHtxjcw+o8NF7kbVAw6jySSsBwlb/qPGhuZlBs+Ok8nORKTRiU6jy1sSjJqkHqPDu6v7QCc+o8PVo4fOKC6TydJRc8EH/pPANGGXGYweg8VeOqjKTd6jzzFMig0p/pPC2eDjEuI+o8IFfZVK5R6jypUFiXZ3rpPG0ArfL/ROk8BloMSd6d6TxSOk8se7noPPUkThQ+Auo8FOBQD4//6DxH2CxGvKrpPAoLFfvtJek8ccoR3Yf56Txz6gLBtpLpPPRVt1/xreg8Q1R10pbo6DztIJ0s6aroPHVzUFjc3uk8bVAhayOZ6Tz/sC7OoVHqPAyNRxLo/+g8DpoYGBv/6Dz1tkvtWbnoPELNZ2iDP+k8/LWtnOlU6Dy5kEKXs1LpPHoq3pwZw+g8a/TYX/fB6Dw+neENyX7pPMT+YrXVO+k8BzxYFDYP6Dw1kG+S/V3oPEWwvrBBsec81jSdLH3r6DxqLQhQMifoPMk40zixueg8b2cM3mne6DxlY2iaZkroPOnFsSJDuug8xm0AM2tR6DzMgUJ/HIznPOnWxNHxquc89s+qHsuD6DzEIcxsMsLnPKeV3mAwYOg8v63EUzhv6Dw6Z7sjS8HnPFtqzLe8wec8wf4qh2o95zx+N7EFpdrnPAPFz9DlQ+g88408ciGs5zygN5rb5cPnPHJDQQI7zec8vs5n+2145zyK/bg2sWTnPLtuaFMGFOc86YARzD425zw5N121+TnnPOP23yG3kec87osgf5lg5zxfc6HaxYDmPH54NO7HC+c8aFWS8zXw5jzZ4QRd0V/mPMBtin6HlOY8JQFag/PK5jyrZd1wb+LlPMcVRswKXOY8Kf2zIZa35jzSzn4eM3rmPI0vObMjSuY8k2v13AAc5jyJ5Rl/EpvmPMSt4bhTHOY8qva3nRJj5TxpZIKHln3lPOMxmI9he+Y8taFqjQOI5TxTeJChixfmPEU2iuJwmOY8ubmjhvtl5TxVBjUma0XlPFszo7JQO+U8bhleQJbI5Tz+5JlV0CLlPPcZCnI/TeU8mDVGpl1n5Txp7CppqX7kPLTOb2lI2+Q8ogMsvuBP5TwhzHfQQ+nlPIUQPqnW3eM8yiuDJrmd5DweHr6zAmHlPHiQ0i4aseQ88Eq5rvX84zxAS57D91LlPCwYRF/rZeU89qEPWo7d4zzCC7buX4HjPMfbKwmihOM87yh+3L6S5DxiehNT2HjkPMYJys0ZpuQ80EGDftce5Dxpwf/3dPDiPAy1yL6PaeM8GYKD5Gpe4zwiUixVYOjiPPP8aofo4eI8M8z6RW/S4jxhPJybd3DjPIH3TwWGIeM826z7K4Qq4zylvrYlNdbiPOZ1NWIKheM8jeYZ3EGI4jzCAuJeJyHkPGGDqfsr/eI8rHlhKbyU4TxPQhbhrwjkPMq7jBxiruI8FqLDJ7D/4Tw/H+Ajz9TiPC7icRYasuI85dL7sKU34zy3RC35NQbjPEsXapzjG+E8a64TyoJn4Txr2F31KpPjPB15WHvCNuI80TV6odlG4Tz86GEwQSrjPL/8/oTq6uE8fqp6zcyw4jzhlUHSVCLiPGlNhpXa3OI8yW+OadiR4jxdxCLdabTgPD7kXiRe0+E8bwO9mp/L4DySVg2nnnjhPP6Rr52lwuE83mef6DNh4TxLBcbkPvrgPJJVQqgq2uE8y1Mvuhq34TxJrZx7YBHiPGmbuFGUt+E8XcfI+/9y4DyBBcgWpFLgPJndPTOSbuE8Ki8ZfZ394TwkbqikIgzhPJrfhKaM2OE8wEFihD7G4DwsxSAsCgriPBPDq0mvhOA8n5Z+pGCa4Dzylay7c7jhPHocFOzOCuE8HzrA/Qxo3jxAwStzqLPgPBVtnI+xYeA8ZV2j/rkJ4Dx5Y8BH7QbhPMo/AqSsleE8U5Z5A/sZ4DyFsD5IZgzhPE+Cxs+e2OA87REQspUr4Txk4LXy9s7gPDT2xktsBuA8/qqZlH2l3jyM0OZP3rffPD+Ckd2kGeA8GYstc96Y3jwCJbsoINTePO8ej1cvJOA8UJBPgD+a3jzVNs4BuKXfPNbZWNNMC+A8A7pDEOCz3zy3PKtYVwrgPIQVbVKdvd88r++x9QZa3zzhZ7HMfGvePC0/TceWguA8BZypOs243jwYK+lUdbTePHg6cvJKjeA87VpiZ9bE3jwh6PwYRfHfPFC7WgpiK908yU5jjMEm3DzEUh2VAdTcPB46iIEsTd08XeG4sdTZ2zxb600jD8nbPKHe3LIMc9s8fjs9FZUY3DwA9ADDYeHbPIMSIL4zaNw80R6eQGYF2zya+tvsg+zaPEPM03pfG9w8dpEnVKyR2jyHO3MiWwvbPNes9/yx+No8TpE/VLeu2jxWiEBcd1zbPGsXKutQ5tk8BI8qSPf62Ty1tkv1vYvZPFmocCc1dNk8b9nva7/G2DwM2ZOMMhHaPLuG1dZt2dk8nFlWmkra2DzJiCYVlnHYPDLs6SQkhNg8zBwS9uk02jwNU/D5FM7XPCMTiKLbrtc82K8MDugT2TwHPbl68/nXPLK6yFaUEtc8XFsIBgZG2DzFanTuuPbXPAW2DAdPI9Y8W6bTSB9r2Dxf5ehJganWPF0t4W0e1NY8megjE8fO2DwwGxh7MfXVPKMhXYK4dtc8aRljf+OL1Txa2o6e6CjWPEw26HUQINc8NOCQ726K1TwCR88+gWrXPPZuL5lWVNU8GbPLtBqr1zygV+DPIpPVPMf9uHrQZdY8FhWaifgp1DxvATJIceXWPGv7YNF9R9U8JyJ3bmKI1Txgene0GHbVPIw7pzsFt9Q82GveEsU+1DwKDW4wzdDVPAQ4DtTDbdQ8LCVnb2YM1jxXUqXUTsTUPGO67Tu2h9U8n5n2EuMl1Dyh4UqkE1XVPO4Svoxsr9M84wXbX/Qi1TzHI8QWkfrSPLfraIGUWNY8qTwUdg+W0zy9pXhj3+HVPIwAQwmTFtM8nFXGX9+d1Dw66fvDqYjUPDPqbPRuo9M8R+glWBXJ0zysgXUHgHrTPHXWU5XkptQ8l/pRi8Tl0zzqNAyjzrjTPP+o6fJ7p9Q8lGZUC8kR0jxHbulMDWPVPLq82szaGNI8R7Qp8fW71TxVpZMpMrLSPMfpCx80YtM8qkdHwDBH0zy4jHc38WfSPMo7zvIf6tM8+Q/zwbje0zw3PT1bmkzSPMQOICH4btM8pD4eW+Z20jxxy3ACR8LSPCHne03BINU8ZwUzQSgk0TzBaiIEEnTUPAU6m1W6QdM8bpJbVrzt0jy4yvhLCQDUPMvIl3sLH9E8ESRJdwOU0zytStPzgSDTPKSl5icCttE8FzIRlqGu1DwSGgvDAyLSPI3ggyf2W9I8Vf2xClVU0jwqAf1mWWPTPHVtjtT9mtE8rkQlIN850jyQGJDV/wDSPHn/L3uUPtI8uMLtcYEH1Dy5tD9xmzvRPOy6OYFHOtI8QsLlwTwC0zzBALnSN1DSPH7XRoNxRdE8iinaQQZ61TwFw0SMpYHQPDiHnxxH69I8MnblFjU+1DyEq/zWjc3QPJ+Oh8gnLtM8bEfcVPM51Dxbr+d5KxTQPIbSLe67HNQ8jsd5HPDw0TzbwyTrE8XQPIN+Vpy2+dI8YvIcsWqA0jyb+LTdI67RPDqK8TsGOdE8LobFOsGz0zwXo2JQZzDSPBgj867K59E8A0hS3lq40TzlYQ11ikDSPDdcbTOO3tE8OfhOhtGU0TyILSHQHU7SPLLOpvWghNE8mH4YUMIb0jzQMNKZMprRPJXGyCsPZdM8RUFLo+T20TxBqb3U6wHSPNhPnU4mddM8CCPGbPiy0jwIFkh9YiXSPFd2TdJx7NM8Z35xtg9s0Dwwjhg+6J7SPHUyFE9KP9I83K9UJ4iz0TzLBWtvQSjRPP87pDcjbtI8LV70AnKx0jz5taEwOK/QPJHFoMcMPdM8pdFtyxI80jw//49fucjRPM0PrOAgzdE8ECxm89IS0jyEHKqPTdvSPHh0i2kod8886foyVXje0TyV8Ed3HbrRPI4zOzP2XdI8CoLqYVqwzzz1/mkHtVLSPKgo5VIib9M8Oafa/B160TzAL38czrrQPE81H/FI39I8uEfmGiSs0TwSfC0Yx1TPPJ04PpIfd9I8uGtaAPMm0Twof4De2SHSPEqOgwEIFdA8pnzYcJ8t0jwAiDjyp6bQPOJAx4JqQNI8NHZfmG5Jzzwig9s37vXRPO/xikffp9E8b7iA2UPG0DwSxpVwDMrPPDzCF5w0dNA8A5WznEM70jzo1zlO+3zQPKt1StmyIdA8T03Kz2JY0Dyf5v4ff2zQPH2sy/x8gdA83vCipnYk0DwOHJzhihjQPEzZg0ZUR9I8doz4yAv4zzzJ033P+ybOPCqp87rSddI8DUmxNtCI0jxPTl4ZztnOPBD15CS7gs480qT7t3EC0jxNfwBWigbRPPu8EQWhJs88Tessqs+OzDyV5TnqAKrRPCuVbAwKEtE8535Gf80l0TwGdcZeCFXNPOr09KH1cNE8EnSGeWmM0TxovR3B0RHRPGFFaluFwsw8TuSNprOGzzxSKBLMVqPRPJqqdZaZfM88s2lTuOzczDz57VV7MLXQPC5R6cNVotA8fXm/XYbH0TynRqqQ6mPLPG4yLwtdhc88BVUSVlHt0DydYbW5n9TRPMPjl6p89cw8sDpF9lmRzTy+CEhVuSHRPDczQ1qSvdA8TWNpyMYuzTyRJDhElp/LPMdW8FvIx9A8TUdQWG1p0DxyWA0uVVnPPFCsfVBBzss8cqTNyYhK0DyWigDZWn7QPNq4qe7M8888arWxqhEzzTwuykydsDbLPNQmhCVKSNE84c0bElMH0TyGVYrEgdjMPNkSHa2108w8rexuHXfJzzxuqU+wd23QPCOoYJ6he8w8irrHkZdAzzxC1osr4cbMPMX87b/yqdA8sCE1nxrVzDwumlWinY3LPBs1vwu9Z888qAQuwr79zDy6+09shyvNPG0U6Xdw7cs83pR5YU4j0Txpiq++E/7LPCr0YJm7/M88sQ5T8JOlyzzIUpZqkS3OPGw84OurA848iUJYzcdEyzw1VidOqTnMPEnT/2n/2cs8QBtazNcY0DxwunPUIuPOPHsRFndyyMk8XpEANb2gzDyhJ6bVzK3MPPacAgi9/9A8pOpWLWZEzjyKiopCiTjLPMg6aR39Usw8otg68YDdzzx3jo8HTePQPAOUcgP7aco8DOZnvtNRzTxSoTWqcdTKPBR+Hl0pDc48DEqsb0C1zDzr7iYXkAvKPL+kcNOGKM48m1R13ldNzDzOXjYVwsDNPBol5B6ohMs8tfDSYp9syzwee8wK9WrMPGbSrpSg4ck8lLPaI0VzzDxdYp+qFBPLPOZGoPp0NMs85pBqRJGCyjzXJbRYRh/MPF87p7Qr1c08lxCzpulczTzWvvO20qbLPFljUGfV8ck8U+S7uKO2yzz36EpeRgnLPA7kc59VBs88Al0LgSPczTzkvJkFmN7IPI5O7H9RHM08d59/4aeiyjwkJcKMFtXMPC6NBk6998w8siy4EizxyDypX2VPfUHNPAtxTwnhKcw8yJ6Yi1PczjwaAuA7yTrMPK4Mg2bEO8g85hbz8wKcyjwdLOnTJ/vKPGs55LbfEsw8aiQ1mELVyzyAwfMy5KbLPMC8L2vbCck8PMXPjIq2yzzOBvHPxJ3MPMyR/Sa6vs08fOzSkTu9zDwgZ4Y7md3IPLinwhgS+sk8w+RPppOfyjxU33wcJ93KPGZrSa1LH808h3BTtnQwyTyBJdCiTh/KPG+gnjRB8sw8UhlkFlS4yzyY4EKN0UDJPLnKDQOwWck8ooqFPf2ByDy6YuMoQS7NPHQ0OqaWi8s8Uv3CJ1jZyjw+7DOocinKPPjyS6qhC8c8B7JJYCx3yjwZqqARwoTKPPj9CsYJRM08u8741O/ezDyXMOrfQsnJPL8+sdI3Gsg88FsYG8QDyjyJDBoDcFHKPGg9D2Gsz8k86wpJ57YMyjzzGxS2bfXHPBUMD6zK1sg84i6RwJDGyzyGmsqfaCjLPJiZjaowLMs8zNOjL5T5yDwkIByL6AzJPAmnAATVDMs8JMSqKLhQyzw5wvv5B+vJPHsV7Bq3Gck8YOjM38YAyDwGY701i9THPMLBTAcSsso8FDXKNfDizDwoXO1vIzHMPBLKwkiyl8Y8p88eUzwizDxBfM6FEwHJPIhVPWZQlco80RZHwcTpxzxb3UW8LujLPML7Ut6d9Mk8TZMKH0qAyTxRzeSuQaHKPIQSKPRpxsc8irruvOJRyTxZe/oWHknJPGxkl0JjVsY8BY966EOdyjxDZpRpCmHGPKR3W3tyNco8byhAvNkjyjz9Ok/f9ZTJPJKpqP08Ssk8If4eyQkKyzwXwz4JVeXIPCSyiIAoC8w8BXq1kGx0yTxRjky1L+3FPGI/HSUkU8g8IHS4nQdJxTzlg7TJPwDHPKdlRKmA1Mg8sVWSLmxlxzyBCR6VwmfJPKx6KtZ/8sY8sdqGEUghyzw7JIBHCBrJPElooT5xHsc8chttjYsByDzaXbGILQPIPGecZQcFUsk8JjgBNu4yyjyn+cJsDwnHPBezD2i4tcY8hDKqC0sDxzzEuox9b87KPDtkdjTzsMg87/X/LH0Syjy/hnOnFVbFPATSh+g96MQ8/tV4mJhtyTzy0rAB3/3LPCYKVwSyA8c861WEWNEfyTxZFKQKE5jHPN2JmMuaU8g8eY/UgN/Bxjz4L4lRjZHJPDTrJx9/ecU8cD08NXoWxDz6FhjYjkbGPNk+Zm7uvsU8NeiZ2qq2xzySYTqNlBDKPASsAZ7NOMs8V+iCjqG9yDyJQn+7mgHIPDN7JqXdfMg8G5JjgtiVyDwJ2T3lQkvHPAjeiRAMq8o8srNkeBZAxjwng2Hn1nPFPJqvPWguVco8VBDZvGvvyDxRWDtnyrjFPG3I63/ICsU8C9OplxTTxTxaXqIcR7PFPFZ7mkw5iMY84DoAt3VWyjwMUGVJkMTHPA6kI7p908c8RX8iZs1UxTzlZbvHsj/FPODZTR3AlsY84roAidTQxzzb7s9K1yzFPLJmRHt1PMc8oziiHRS1wjzUl6nmOKTGPLeqQcrxT8Q8kSOQPgSaxTxvw5kum/7GPNzTq01HCcY8lkyesMvcxzxlSjjYpojIPNzVZShjPMg8svRj0gPdwzzhskdptrnJPJG6GACT+MU882uY8PLpxzzJsvac6IfFPMiNZ6XTPsU8KI/EfootxTzSuCMXhqjIPNRKgITTQsM8aAJ2bjgyyDxlaY0/tufEPAcupS62fMg8J5lLDwg4yDyOfMnVVDfCPJhFwHDep8I8Am1CX2vwxDwsBMTCKcrGPJIJn7KfCsU8vPMeZxrMxzyczmDQrK7FPB34/E/yq8Q8eaCWjELgxTwScKaGFaTFPDRwM0MqRcI8Zg9QwPc4xzyflCZjpyzIPGdZ9IZrnsU8y483ZwowxjxauRaarePFPI327DhQWsQ8Js+EuW5TxjzMMDFj/9fCPLVujr8jlMQ8hUEDfJ2rxDyEMmnMvRfGPMkcXv8WlMQ8BD4mn7Wtwzzn1U4G2PrGPHzIgRSENcY8O9svAzzHxjx51NPNZALEPMQUlwNZDsU8OCkVc7s9xDxN/IcIzQPDPNyG7mn9mMc8ptS56KFjxjzNHY5tAT7FPOdniSpLIcU8xhWq977iwzzQSa8KQJvAPMdeLhmSN788Bf5UbPKPxDwy3szO9j7EPEA62mZYmMU8FktVyNFUwTyf+Jd3bUPDPJgJcgB+kMQ8nJCFbTY9xDz+xCeMzIfEPMlgGCOmqMM8qrDSmN8RxTweptGXwbrIPEWTRPhKOsQ8wuZjsouJxDzAzd/t4Q3DPMN6LtgbucY8AHQEnvxTxTxjOWC94bfFPNZzi1dcb8U8a5288BsNwzwgebsVThnDPE20gpPtBsU8ilS0eLKHxDyG2eeinN/DPK9ZBUEtVcQ8qRHvfGovxTwmlnVr6cHCPMudPircM8Y8w1qfv03jxDyWsTCpUBrGPFH+2iY/NcU80ynJpy1VwzyTvXEliGzCPHylz/9wlsM8IisuoNYYwjz7uML0ckzDPLajOJrOE8Q89LAg4qAuxDxgzWcmEvTDPAW4UePjk8E8Wa5GLkJuwTyyszckrPLDPDuqRJX5LsQ8wH8KVrorwzwyGfCw7dDDPPA22hF5BMQ82Hn5dXbywzxNERW7yMHCPADkJ4uUTsI8+sfLG80Uwzwg7AD2s8PDPFurleXEtMQ85E/nu51xwzwYJHEVa7XCPLL5KwLlv8Q8EfLYpZ3KxjwvuA44fHDEPJRi1zaoLcI8+Csz3rH0wjxDxj2z8ojEPPWs5eVPzcE8VqRD0sDowzxjd+Cr75TBPAGKO6pnh8Q8EkDMiZ7bwjwJ50+WAnvDPNHhXvVYVMI8uPf5uC5Zvzzth21P73nCPAGrhgeoNcE8h/WSrWu7xDy+G/yg0yXEPDt3WIkFK8M8jhi2S4rCwzylxmjwcvDEPDX7V7HrMMM8WMI1dGJJwjxdBwlGMJDEPAhNC6gXi8I8HGqRmotSwTzDYG8s5WrCPBQzdZc3u8E89hV/BDjTwjzU/tPa7EjCPJiLAqv68MI8Bq3AW7Y5wTxeKARopQ7CPGOLUcyAjcM82RowEh1Ewzw99EK+FWXAPDFvFJVTAsQ899OobOwNwzw5hroxm/nAPJOzlymc2sI8R63OhODJwjxMQ/P21szDPGytSG85r8I8NZfLf3Izwzz5GBf4QePEPERTkzjd8sI8QB0p3RIwwjzeacaguevCPCL4ABiVt8I8+lCEjZrlwTxna1iI1YjDPJ3TI8wYr8I81F4jPHRqwDyKXLr0m6fBPDjDjYPf+cE8UfAkmD5nwzxetIKytbe/PP28Ff8eb8I87MDX45HTwDyGbQpET17BPINM0o+MLMI8fmbO5tSTwjzHHWnu8RnCPBY4jDNF8L08z+rVO1a+wTzmUOHzijTEPDfQfbvSm8E8JfkvHze/wjwU5YeQxsTCPOIHn9hxc788qLHrbb4Uwjx0rj8cOdLCPI593g9y4MA8ZZdI+/9UwTyXA0rJ5v7APIJnXVKOl8A8Qe0lkjP8wTwg4VyI/HTCPLhIDt4nRcM8QBhhk4Jqtzw/0ZyvHhrBPAcDBpPZFsE8CSklqnO0wDzI9iD4uVjCPKOHvV86e8A84NAdvDjvwTzuqepJ0HXCPAKuGUSZ7cA8vUpM+UruwTwXN/4w3xXBPNvd944gQ8E8YbfubRiNwzzzRP/3NjnDPLjUSFWGZME8drEDxZJxwTzXwaE0rqi/PKJrlksLcMA8b/5q5vJjwTxHWFm35l3CPDL4SNjnoMA8XrhfO3hkwDyrkVSgE1i/PC4Ucqd6ZsI8+68eFW4lwTxXhTS75hHBPIK1e1sLEMI8p7cEk36dwjwY2jNtL3TBPPcw1ghl77w80xIkfGUWwTx1cWSVRBXDPKC3Zh+u5sA8x17/PIAMwTznSicZFZ7DPC3Dk/AEj8A8FVYJa3bGwTz6zaUxderBPDM8FGTMWME8VRpD30nKvDzXicLyHDTBPCkfhKhR08E8eDXtoIvrwzw+R1rPsWzBPAwRxKWSfcA8QsZEa+xxwzw2gLBVEJjBPM7ij5H3FcM8hce7AX93wDwswAYtoo7APDW4iH1ABcE8QGvGZaZdwDw5x0Q4aWfBPFLfqkl24L88qvsG4JudwDzaB4I6nQTAPE3MLcsQP8A8YaR8PiW2wDyL3OKJ00S9PBMafrMdYb483lKvQDkdwDzkQAPZ71O/PKO3KoqFwb483UMEdhrOvzwDaptoCPrAPCkY3Xa9SMA8sjW21HstwTxXAd0PrUDBPA3fSMGmucE8Gn6n9ekrvzzpCsgxLq3APALQsWT5tsA8HiGms2rjuzzuOPw8gNa+PM6hFBdgF8E8ieiZb4ebwTyREtyY2YLCPOVx7GoOmsE8A4CqE9xmvjyCF8kDnTnBPNmku1Db/cE8LwywNb+PvzwUJ5d/3V+8PK1krsrguL48dR3HFXMmwDxsu1zAJO3BPFXrs9uE7cA8ItqKk5JywDyRxLoQMNK+PNvmjkZFKr48LeyHYqU+vzw8TUbc9lnAPM9I+cRfY8A8YO5m0NpiwTw//IPevZDCPBhfQnIqUsE8/5Jb0aohwTz2c/M6kRPCPEmDNKLOhcI8Ey6P4pLHwDxI+vxgwMm+PCulArzdX708A8CBO4FawTxw1ghGDNe9PN1OeID4Cbw8s2CzAFYbwDxvEXbbc2nAPPMDIz9Wc708s8oiih4NwTyK4HF8/gi/PEsRBhGkcsA8PXycrMEcvzxjIcUeJx/APIvEQk1VJL08RHyGldccwTwd1sfanz/BPCn6L7eAyL08zudyXxRZvjwtkV8BPRu/PPLCMg+s4b48XYqs2QijvTwyYr6q4lXAPAbHnepTxcA8XF8XkbFFvTxal+GAXsi+PJEZc0XZ2cE8D7nOgkpdvTwGghA0xlDBPJCF4Ij2lL48iqtWxmlvwDzBSONVNg26PDzd5WMsdrs83pYPdX+1wDz2lZ/DQU3APPkT4oko48A8csLpdu06wTzvDivNHSXBPFzjSBienr88JVYp+HwvwDytNkt9aEW9PNZkPEdDe748K3obKVHPujwV1qzFyji/PLTGytuHcr88Rn0B0to7wDypNmcYhPa9PEfF7cnnsL88fzwximkIvjxuJbzB5ce/PNotxWgIxb08IykbWwD8wDyK7Mbx/WG+PG6pOSAgf7s8nm2XusFyvzzUFkY7eZ3APDEvY5Z3u748jjGcvWaMvzwsM9oolePAPFv619xZer48D7zmer2zvTwoaLyaWVO+PFNHIpEU1L48HMzR8ug5vzzxoe1vXEPAPDzaZjmrTL08rFEdLRyCvTwJ5PMHbYvAPKMOM6nqKb48DRdWqHnnvzxpJ7UmOjO9PBx17ag9vLk8UrX+OlfHvjzaOyIbu0vAPHR/4Xq5i788Rjr96JRKvzzjPwxQvp29PBO2Ajs4oL48oVKM4C3IvjyioAT0QQXAPDGg35wuub083KNXu07jujxWOtN+dK27PC9C9Ltlmr48vzAqJibivzxhZ43rX+a7PJuxnUh0XLk8JTiderFHuTwqjdTEHY2/PEwlsfno1788rCOtIgChvjwBLCjwvVm9PKjXc9ZuEMA8mtHJNXQavjwGUPg5inK9PKW3c5LpwLw8sBWRVBYeuzykicatQyS8PHK/G8C1Wb08uaLXRAMwujw0p7L1/mm8PFAhyYio8bs8273vy6gIvTw1zDX6BsG9POMDVD9Yb748PKawvN+4vTz19m/e1fa6PKtbv3TUD708BuSsZhlcuzwo9RYvV+G0PFAArBjmy7s8qluGCZrIuDyx4xBV//q6PLjT+3pH2bc8/1OR8HIpwDxU0/73KI+4PBORmUHQvL08qb/RIq2IujytUs+SvI23PJHBzF6Plrw8P16AnNxauzyBMC8kGcq5PCdWklL65rs8joVptgtGuzx7R5Ss5WS7PPcUB/LBSbY8qRrB2/LbuDxVJX1wfxW5PBTCXalDG7s83BqXcyA2tzxlBJYoo9e6PMvPBSNcs7s8jD5GFPy0uDxyDvRzzZy4PFHdrX6Sgbc8WQznl3bDtzwl4Hw5wM62PCkwU5QC27Y8mIUG8GNxtzySqr4t47O3PNrBgSxoark8d3IJXouJtzyZNSekTOi5PLgYMW4IIrY8NdD7BGROtjwnp5NNiES5POBjLRk/kbY8xwGPk76/tDyini76fou2PEgjmzYTHbk8jB6VRLtDuDxuCzZyfFi3PO8qIi0SS7g8hyBy2VaxtjyhoZ42RJe4PEY0WccdIrY8WAyMS0ZnuDw1xiFO7Ce4PLvIIIlU/7k8TBGTKr8RuTwCe57YGlC5PCVgCpSiWrY8CRJeqOfUtjx7vg5w6US2POVMmwyhXrY86gkgSypatjwrb6rdYmW3PEDVOiyoIbc8ICHS78T7tjxmcf1HumC2PFKGIjmGmrY8lY37JmoFtDwSIfbL6qizPEdZsz3TT7Y8V52SHRodtjyBSHZOBdm1PJGhVBZ2FLg8XBuR6LVCtzybDMsoBiO3PHVKb7OMQLc8KeXmP2CKtzxVbIGMkHO2PCshwR1txbQ8kT66AaqPtDwq2GPedmG0POqxG0x2ebU8gGoz5JwttDwwDF2zn+S2PMXIVewe1Lg8mFJ5Sgu2tzwBbx8WLN+2PEkG3uNoPLY8HIriWWIDtjwoeNaVhhG1PEtm1upDLrM8Dm3WmfZyszxFN1ptgRO1PEe4VCUHWrQ8Ov+1aW0ctDwrOOwq+ZazPFmNTXeBgLM8mQWeXvc2tjyFMpN5SLu0POXoDyA/H7U8q5FZvUKntzyGd6NQZ4K2PDbRxZTXFrc8dvQgsOZvtzyXZZumtWO0PBLUXYaCz7Q8Qof4Ug6mtDwDzVYMhsi2PHfQ6Mg29rM8pBRH48WRtTyLySG+PvezPDELCOVo57U8nulb2ptwtjwufwxs+pm1PAztvHoNGbU8eC5I9DZHsjxHsYV8IsC0PBJHPkGVKrM86VH8CsBKszyhSmriIzOzPOrh5mxkDLU8ICYyWkJwtDyrvJCeWr+0PGsq/XzTTrY8TvsbQJyrtDziwVV6oyq0PA3/m24OFLc81geXDhubtDzq+DoSptCxPPOCGxUDbrM8rHDlfkcgszy1xKtREmayPI+VM8erGbQ8CtWDoc3PszxXySF9gOuzPCVaDuNaRrM88xjvoxjIszzFHIc3F1C0PIwP5hY+yrQ8YkHHviZhtTyyW9Aelgu1PGLiYfkZzLQ8wj4vepp6sjwJQ06UHVG1PNIAq4gQWLI86dtEpfTUszwOoqPTh7OzPEMOIZ3It7U8hY6TgaJDtTx5pgkHw76zPAewVlRuHrU8ptsO0qF1szxGP3JqzjmzPFUW53hktrQ8TmHqyO4dsjwG0Gvqh9CyPKtflGXGQLQ843xq7mgesjzyZjQe6cCzPDPOae77F7M8m4zWXV1OszzYxIDfUAm1PNwy1eejrLA83DY/l/KFsTxutyQOXd6zPKj52t0hPLU85EDUs809szyPliSkkDWyPKWNSmaZc7E8Nnsd/DI0szz+ggSfAYOyPOvcG0/M57M82Gn7ao65sjwkAZQbqOGzPDb6G6GG/rE8gkbsNKYPszy0jLxyDZW0PM/ABei5DrI84tRt4JLCsTwLOfNl+Em0PNp9ZLUEBrQ85wy7GEiAtDxB1DdVsde1PDSEP7xSi7M8zMoEgX/tsjwqsF6AqRizPBpYTuY3J7I8xrf4R+yXszw4XTFnRPyyPGylpSGYsLE8tbv6NFHKsjxl0vLywz2yPB7a2Z3mQLI85zEqQQ77szwWXfINNFCyPEaXKJdYlrI8oDiAHWPGsjwG0Q9ajmCyPAhsJaO0crM8bIDpjcmKszzk3neUFuWzPEC0vmKtsLM8t+vdkpzmsjxttQ98qyK1PCPVCgmfMrI8cCyDTbyLszzrRHYpjbSxPNzpKldP6bI80ceXG6GAtDzh+uVkz6iyPAcHQtXHbrM84CvLJENAsTxfHxjYt/euPLWo/ytipbM8vCMGe3ATsTwhHZzCflqxPHF4lRGP/bE8PREzcRrnsjz6EV4IBVOzPA3yfMO2VrI8r4Nv3YwVsjzNfQRJeIqxPD0fNhgew7M8Yslx4oXksDzw9ZvVEkGyPFfycDhfW7M8gNQOhSnSsjz3z31SYQexPJ+SA00yBbI8bR4AyA/rsDxAnEmMf2WyPPLxf/0vOLM8cp5pqLmZsjzWGiFRqiuxPDrBtIUsWLI8zsXUtHGQszzQRgNYi7yyPASq0YYdOLI8URtsu11tszyFeJlONGayPDkH1SKQurI8AX/AvuqyszzQ+cq6ROW0PBrNvRw5X7E8Nx/tLZQzsjx7kd8oES6yPGugWlSgzrI8Jo1Iq706sDwwljpEwa2wPMhJCESBRbI8pj1ywRa+sTxY/yF1OwiyPPbX3tpP87A8WgQ9bYSSsTzTWSXdcomyPA/8qZxnn7A8Xjx+q9PqsjwUZXcZU/uyPArcZScpUrI8xMEvFFUlszx4RxJJBmSzPFfyYfM/arA8ZH1FWY1PsDyNX+it2OmxPFfPMXppw7I8jBGM5TWDsDy1BOOtqy6wPOPf1LOXoLI83n62levzrzzGMXBp0z+yPMu6buCPALI8SYu8B4GAsjy1Eoe0bFqzPAJ3N3pcerE8t96DG+xQsDzbKyTEp+awPK0VjD62BLI8jvNDQHe0sTysxKzWy46sPHH0DJgAMbM814AOPwGZsDzik9Q5DG6wPCtfjh9vKLI8KqqiOW7osDyHbSdlYqOvPN29XQ2RC7I8WK5Ddf5KsDyNDHrvteawPN6DnYq8l7A82rdrACV+sDxv3cLUCwiyPNz9KCDtQbE89fPWI5kGsTx2f1bCBmyvPDNuEry10bA8FVFAvaSFsjz+8D4vvCexPIvNUx3NJbE8u2OUfZ7/sDyV/djARn+xPNskZTCeQLE8mdpjex11sTzL/hXZyKOxPA6fX/Sfl688Ay8zuiaMrzx9B8X+esKuPLnkuuJpw7A8OemIx8QxsjyzCwwJ2b+xPFYGU/HiyrE8r7AjwW6ysTxii4WTo1SxPLuuVzstjrE8cRjU+TNhrTxHFeHwwNmwPJeeqBzPvbE8MyPRhw+5sTwbEewiyyiyPJBKtU0jsrI8gTjgVonOsTy714Fl+YevPKd87eKkTK08j81gQtkTsTwN7mSC/q+xPOiP72U6ArE89kUCNPFgsDxG0dv01DOwPBHMi+jHoq88ocEb4kQosTyStYXhdYawPBUUqsaQ3LA8TcqJ2Zo9sDyFACJ/XYevPEOX6RLK1rA8y9X5oTtYsDy9ogRWQwSwPGz3GF4ErLA8zc582lbUrzzQ5JXfJ3OsPEbzDL3XMq48I0xwWSbdsDyUef67kvOwPOUfFilkm7A84GeK1zswsDxCQ5J83huwPBvlV6GdELE8XqwjZHWksDwnCda/bIqrPGeSpCBsIrA86jPfwyAdrzy7WhJIc4WuPOx1wuhrObE8h2Y9RD5ysTzHLvVwQGKvPJG6Kgz5sq08Lzs+0I28rzwoUL1SQ/SuPFaRD8xy9608whYRpRo9sjzqD81z7U+wPJOSmaHHha886U1uh1CPrzzuR4WgvQewPJxOPaCWiaw8FvsbdFQfsDzkjgoQE1qvPGzzgTbiIq88UsKNaHPTrzwA22UNNw6wPGGw8iD/l688REoF0LTzsDy5eHaWIwywPLOTm229rK48Ia6LqEpfsDyeO3fMZgiyPGbGi1XhKa88DDlW96QisTyaxP1dZjiwPBMGPO7/G648aGcW32fkqjwVHtlYbN2uPAGKR4xPda087ufZ/sCSsDxtlgviizWuPHuC3ZgASq08kNrizXYYrzwifuJSjfqwPKNGmbZMNKs8yVFHGMq1rTxUVWHEhK2tPIQH1VyFkK48P3BKU29orjzjkr6zKwuwPP13kJR8fq08QFsgadMTrjz41YszZiyqPP0u41PiEq48fqw/E4DUqTxnRne9FeaqPIcAhgAClbA8lKmXWtrErzwC79jZGVOwPEyCaM6YX648mnl/DncerzzfHufWWFevPKAmuoqkka48bxlPXebcrzw5aOm8h56vPHzHXILx46w8vajFLWXYrjxK1uslRUSuPGK4qrGega48rU2kjqDdrzxWge1ZhMCvPDjrynU9UKw8B7yA2SMprDyMNknw8eCtPKsFznjInK48R2tsoLJMrDx2ckmP00atPHz3GBV336k8HffrJix5rDxcoBfzVjCuPGmYK+bgga88WbNIr2cnsDzYcAtQKCWwPAVw5x/qGKo8ILh72Jberzy2kRQXpRysPJbXUMKkf608wZdaP9cnqjwjwosHcuusPB55iFnqrKo8zFfUux0qrTxEGAvKfaesPC8gvlUe2qw8DY/JlWn0rjxiCbMEDMCrPEL+8N8SSqs8NXxABMd3rzyFA8l2cRexPB9WMMxWDa08gF4bgx2/rzx1ogKmCJyrPP/ePnvTWaw89xYLQrcGrDx5OQSc6i2tPFUfvwPtI648vtpPQKrJrTwB9tpCAuasPGBq7BYPXKs8bzh/u6UMrzx9CQ5sJpisPG+6PAGyNK08U7zzWGEnrzzluR/hODmuPNTFlZjhM608d2kZfAK2rDw6woutar2qPEca5GD0g6k8GHbnZjzArTysizJGmFWrPPqxAiyIuqs8Pt19HAdYrDzvalJEhLKrPJdVZDItlaw8pc6p/OThrTyQ97K3lESoPCY/lczVLqw8hlKAkWGYrDyZqpI5HnKtPD823F9doqw8q1Itv74+qjwaL2SwiwOuPCBLWhnT0as8MdhKCZadqzxxgd8hpqSqPPkj+FH7gq080G775lhhrDw1mSHpfXarPPppSm4BG6s84BBsZKkWqjy55xy9U4msPBfAY1MlAKw8A6PFP9y7rDyDgzq3A1qrPFX4OmKTEag8OLi7D8CGqDwpPA7z3gqrPMD+Nxu31Ko8hboDMOK4qzxOJ2yaJXKpPL9dirK4Fak8kbouCrLFqjzS6iVCQWWoPJOYzhGjBK08vAPPWzWeqzwVgD0Mo4qsPFnwyn5mxKk8oZ0OcdASqTzjjJL19BqqPG8bGRAUrqo8HneEoMKlqzyS/0mkBACqPILZKQKoUKo86MwfHu3lrDyg6HW4L1ytPBoo4IJdi6w8nnrDBYx5qzyxEJbqCaqrPAI9rbKJEKk8eQVwDwj/qTz7LcKE/O6qPPd9rVTusKk8I42xU3wLrDzcyM1FhFqqPEIkUFiqIao8ocH7+uZ5qzwnVuTYwc+tPOPrfZX9eKs8TFw+on7crDwlfaSmWtepPL+giUnlJqk86Fz2TBMEqzzB5NAGEpSoPKDqp+Xw+6k8mEljChrvqzx78Tfjm3mqPBXhaQ00j608x3a9viVDrDw12GFFHwGnPMPSJdjMv6g89/WdYA2PqDy+X4WQNc2pPH6oUXKgF6s8p2zetMXpqjydF8L+WWGqPIJco5522Ko8b2QJnadfqzy9d0LOBD+pPPgBtcSx3Ks8BpnWD0vqqDzIZ+P6gPOoPAv9HMmeFKc8Kz/ABZARqjxsfv9Q6TymPO0DIDijPag8/w60o+chpzyLmkd9fHirPDV5mUVUSqo8Mwo4B72KqjyhHEKkTzOpPCFCy3MqzKk8eacvUuouqTxYWGKqq8amPIl3IfNdkKk804tRCKlMqDxNq4Wrg3aoPDdQJ1D6dao8s91mhn74rDxaL6wNjUqqPNEs33rngKs88UOa9KrPqTzdUSIEmhqqPHkUjbWSgqk8goquUGE9qTyMCedxBwerPG5R+Xu9WKw8v/cd6ZNAqTy0741WE+mlPO/81c5wq6k8C1ExC1XGqTzCB25/mvCoPFdUsUIDLKo8Yq+TyJyzqTzxTWoqmD+oPFn6bs/luqo81PK6ELHZqzzMrkOER8GpPD3SYo4pzKY88fBLTOrupjxEI/TQ+VOmPKpa7ayT7qo8SlmCbzGjqTyKcqL00T+sPH0CET0FJaw8iBG27xf7qTym1OPTMzCrPAUSkXYu0Ks8eXwLl7WepzzE2ypZhsuoPBCIehziPKc86kuHJBPPqDx8dXsiCY6mPOQA6zZRO6g85vFDqk81pTyPHvOuXA6oPHsJyXxkgKg81WFevoEAqjxBSUK4wxaoPA8vWA1Gf6c8fQk74R7Tpzyvr+gzSsumPI+8IMUSo6U8JvWCGWHQpjygneNipXOnPNuXsRo5Y6c8CgjjI0JWpzwMTpv8jQqpPM3WCB6J6qU8l7QGY9lyqDzMgfmDbqenPF5wfKm+Pac8QdSW7D2ZqDwxoQcutB6nPGDbmqSiLag8A7064m8lqDxihH2MAeCnPD763Z+Zbac8kpomSaqPqTwjMDFcq6OpPM3uMmQiRKk8EQSXh+W3qTzA5ZAxGueoPOmPhd5V2Kk80zuGO7HDqDzKfeByi8enPOZr9V4ylKg8HW8enpcTqTxKnFFM6VOmPLiGHpk8oqU8VoXp8QkhpDy6pf0iuiynPGjcog8e8KM8Xg6v5TTIpjxQFcoHfvOmPHWdgvdK46c84ZYWLT1OqDwPdSEmc1GoPAgXOYWvV6c8R5PSquz2pjwCDKieKzGnPOF9b3bmfqY8BPny36cppzyEHm6HzPemPFE4ujDFWKc8ncEoG2mDpzxUWjkWOpKnPKsraLPwSac8WAnH4W6lqDxa9WqtzuWoPJfvWQ9WcKg8IMWOGOyspTzmC7utnuSmPAv2YXKlpaY8E+iPoqS3qDxYbkq3DrGmPOnpUmvGE6Q8ATQcKse2qDzcrRzg61ekPIcunoBwPac8kOgZ+50BqDxQNcKBaxeoPFaSB34M4qU8AzFEL2aTpjyaig+rvJ2lPB91M4StKKU8RoKJd4pLpTxCCpxQs2KmPDhNNzv0wKY8jpVHeXsPqDwy0eRCws2lPIkh5w2adKY8eg5bcNkgpjwhIWQthrSmPA2hpfhOfqc8lc+oqBz5pjxwmLXCxKamPIpii6lUoKY8z00hdA+JpDyDhu2pDQOmPIrUwSPheqQ8wvVruWe7pTzO6WUjH1ymPJMYbyrTOqg8NSVJLt76pTzoyj5nZOGlPHtmxinEjqY8YxsrV9ompTzEb76zJ8SkPDt1XiSfNqU8Uv0gsx8wpDzSU5FBw+CiPDr6xtw5Iqc8xTRpxLoypTz7wYUILRWlPEafXQSQcac8a41ow4/iozwIhyUbvwWmPE6aWpT4RqY86Ylgz4aoozwinTnqTBqlPI4St1uhYqY8thDJtPlIpTyctidwW/mmPDR9Dxo/BaU8BAWM7Z7FpjxXFf3k3u+mPGz5IpmHvaM8Wv167s8rpTzSRj/VCBKlPLbguETAEaM83C426GJDpTzMhxeZTt+lPNoz560MQaU8uyqDclA+pjymncDoyMilPCBJkJ3h1qQ8AimmbWzupTwdda+0I5ilPDBTEMNcdqY85yBAH6N3pTwOJ/9J0a6kPKeJ2N48YaU8cht8De+upDzwJ4ZDpTekPLyiMwGPYqQ8reOqjwJcpTylLh9tnnKjPOLlpVZe4qU8054GlLDbozyGOUh35jKlPPtzZgl926E8RFnnJcBvpDyI3kpgkimkPK86ibxoOqU8DiH4SwwwpDysR+T3+wemPDmjzoaoJqY8aIb1aZCzpTw3ZmcEUFOlPAFtBUCoJaY8HTYBmQb9ozx/QXTXFPikPAhGMarF4aQ8atW/bd4xpTyirr43dPylPHkncBxYraQ8ExZ5mThBpjwJ1+nY2oKlPAv1lGuywKQ8Hc2TJ46CpTwSqphtUCymPFiap7SMgKQ8b+/dZ2irpTzvv8AR8C6kPAKfr0MaWKM8+cQRtIrcojwcyyRGJIykPAOja2QZgaQ8E66/y/DdpDzqkXBoHSWjPF0XXUD3eKU844j7BTkspDw2bZcQuHWiPO7D/GEvZKQ8x1aMgZQJpjw2mJ9DjRWmPPaZuPsV1KU8kDj9UhU2pDxBOurtLAqkPJWNnvakO6U8UBfFmj0cpDy4E4srbmGkPD+WXwPizqM8+EBXwCCgpTzlZnnWlpqkPEor0FU1UaI8Py+TtQIqojx7PFu91tygPE8qwk/X3aM8XINprgQSpTzrvuZBxeOjPLfvSju6M6M8NDSlgRBxpDyx3T7PvqikPKlmZU+MK6Q82qp7Woh9pTyr8NajQlSiPJYjh/2yg6Q82KrZlgdRozxlmzfdN1qkPDTyPU/23aQ8shFjZJI3ozxnLex9LIWjPFva5X55X6Q8T8U8dGD5oTzHxu6abQSkPAqSW8W3V6Q8hF7kLGHyojyM+DPi0/GiPGzEcMHBy6I8fn+zB6EuozxaThEXmUajPKn2ilwPPaQ8X/dp69aGojyduFLUVB2jPD1E/sHcIKQ81ajUZ8uGojzChxy6O8iiPLu4ykDvXqQ8hB2FLYg1pDxFJR4tViKkPKuRNKyH3qQ8swBp6ApQozzKacbvvkOlPI7wojtFu6U8tjlVDdc1ozxrr1hCJi2lPMM6LDP4dKM8+5BHaiwFpDw1qTRD7v6iPMaGJF5J4KI89i4hWWNrpDxX9R1OdGWkPP8aaV0Sc6A8ciXEy49CozxflvO+6kujPCNuc+/pVqI8gIJny1P9ojxPKogNa4SjPGBi4SwszKM8LpHCrGl4ojxUY/yYwSChPHk0k7oi5KE8oNDrqE3dpDzi77dzIWKlPPRCxoeqL6Q8pZmVehlfozycstXqdUyiPCJxlNeM6aQ8ZjoTm4ACozxYcRyOZcOiPIXpJ/ck8aI8fL1EJ6ZmoTysaBI/w3WhPO6z43/Ko6M87pRY7sB1oTwpHiuWFk+iPP3ZWxCJ3KI8prq1LrS7oTxlBzKDtquiPG2tNMnwh6E8Krf9rSr6ojwhOX8lUo+jPDPmln2wm6M8dHbucAkMozy1lC0ePQejPDAT4ie0aqI8InCQZu67ojwHyS1JzOyiPIdcaECF2qI88eoEamt7oTyROtRijRGkPJD5+iqEGaI8Ef4WItXoojwEszFHlzmgPO01dgrN96I8DO0IpofcojzgscnVjwahPFxgroiBvKM8inRt6vqVozxB0BgkzcehPDR4Evh7S6A89uk1+L6IozzC9dF9/yOiPMwQx9ofrKE8Y5/pbiqpoTwryiZlCdKiPLwx+SatBKI8H/JLVK/2oTx0Es5aiFqjPNQ57EQ8/6A8x/f+UCg2ojxt1GpZ0HmhPDiX6WoEYKI868JTXrVnojzGcfPAv+CiPGw9gEhIt6E8n5n7bn0QoTwHFdTXfv+iPBLhqiejUKM8PJ7/aibuojzlpaeWtkujPGAgW7LkIaM8NtWEVpJrojzD/5VZdbuiPKMYx3FbU6I8Dlu9gtb/oTxGIwZS5Q6gPMrH7MwTp6E82nXw3r1dojzaBtRw55miPCxqkGicsaI8zTjgs8yuojz8YdKuDh6iPF0zjxbyzaE8LY9ubghXozxteZslJTOiPJiICrwt0qI8RDSH8ip+ojwvTa9UifSgPLXtac90tqI8Mg5vjjGeoTzj5yAs6oyiPJEPR22CmqA8SsNQD2wuozx63W8vDn2iPKYYRHIv6aA8OVjy62DjoTwiFwiFS5uhPMCYZUjs/6A8DJKU1KfkoDwkzqJbD+igPIjgWR+qi6E88Klptr94oDwXKwvp6aafPMehL+NB0KE8ta4rH7EfojwTH70QiiCkPP3KzVNkLaM8lOYHVPKhozxJ9flHST+iPL37MzMnQ6I8PkH5pL2ioTwab6GkimegPLEVxZ/vZKE8l4dNtITloTwno2Q5MRyiPCoYRNGInKA8ZVgksunmoDz5GvpI3GKhPJQ/wUBCr6E8epLJTY5iojzkzm3btMShPFtyGao6aqA8gJ1BODOuoDxqHStJCn6iPNOiFfIleqI8DRkVGo75oTz+O7W6+oehPHT9R3MbgqA8CpcxgnoPoDxD1XUMVRCgPKHM7G9UhqI8ARCDcKmnoDxme1S9WpKfPIvjjmuCJaE8Ci2v+kUcoTwqy8xAoGWhPMMTxBKps6E8btqA6RutoDwDE1tHiUChPJvxtHu39KI81lBZxy+SojwyUxjBV/uiPO03QjRg16E800OeBhr6oDw5IwafPCmgPAAzIRb1SaI8oE6HbbEeoTzSS3O0L+ufPJ2JEraDJ6E8Pg7df2U1oDzypQPvUBWePEq3h81AgqA8wou+RA1UoDxWSJPNOUifPDTh22sug6E8ZKVH16RHoTzJ6siwAZCePN5O84CAtqA88sWKFrIcoTxAqZGAh3SgPFkQMb3JUqA8M1islzFBoTw7PKN+WZChPPm6yysjuqA8GyOw5ELUnTzERqLCrjqgPJlR6snvQqE8droLtd10ojzR7nR0QpChPGZmtRe3NZ88G7/xXNfcnzwOB+V61y+hPLkDK6T7ZKA8hbStBYzboTxgL4SMbc+gPBMEeaz3L6E86pyomkTwnzxqd8Gt6RShPKN3kRarIaE8N83UJvWIoTx2m81tXyKhPMt5rRgnMaE8lX/Jd4TCoTzEoLo0IcKhPGjL4YXGG6E8/RmVyni6nzyS8WcA0wOhPPqoWOER2aA8B7gPK1EIoTy/183EJB+iPA+pbMgXaZ88N5c+vdNFoDyfj0y9NkSgPBa/lc6i3Z48bdz5OWF+oTxuH7ktcCCgPOu2mi7Af6A8Tuvcjvq/oDymLbbvZSqiPHSI0lMFp6E85NJP5X0XoTw+VI3EUUegPPB7GTtQp548F3oNATbXoTwXIXKgFzmhPIjL9JQK7548ijP9IqjtnTz63xAsZM2fPGi+Wg6A+Z88eOuR8Np5oDzrFJwCOziePDy35lLe06A8QNkBD4PqnzxtKUy5rnegPEvu1/sykKA8nKWACTtBoDwZrSSMSLygPFO7MCMvhqA8O3wV+aIfoDx4ZybXpZ+gPP0bCiHRSJw8y3B09oNGnjwQ3opmnk2ePO2Fah0eWJ48+X1nJ6EQoDzxp2eTOwShPGJ4Hytv16A8W36UHyJGnTyeDeZMa3agPGJvmLq6yqA8v+uJi2TgnzxxZaxmJ1qgPJjVJYQcM6A8EPokzikZoTyFRukTdwCfPKinWLM9BJ88lyauXOP0nDycPyf7k2OePIg1AQITK6E8zixl5GHmnzwDb49MSQacPHMsV7Wv9KA8c2IDxeoQoDwAl9lw/gmgPAg4Z/Y6054876kx+dyjnTwICJht3g+hPDBoOcMk2588bzD9ydoHoDyQ4Yhos8WdPPM/bLpyIZ889tJwpegioTwLQgqxaymgPPDheV9svZ48cZmIPFXknjyWtE9MyQmfPEIpFZR50p08CUR5FOWfnjz0z7hjfcmdPFyJLS91RZ48lKdyGEAJoDxAoqweNM2fPF4mQBYIhKA8yMgAAt7Cnzwz+d12YpufPEDgY9qc2p88x2UCs0swnTzOJAgyRN+cPPx/7CnF6Z48SNwFXeByoDxclBQdIyyhPEcBn/Dnnp48wdXc06VUnTw52BARjdCfPHTeAnd77p08p3ozak0YoDywGbQC6WOdPCGh48mO8p08Bs7Bo8NznTwKOrpjbo6dPN+YCUJMcZ48hcUXsXKPnzxaGi2qgF+fPMsn7aaRsZ48RigiZMOynjx583fVQW6fPLSoo3ia4Z88R/o+ALkMoDzN1zVD8U+gPPtp+7Q7RKA8lEhoo0IXnTx2UZWU73ybPKyF5N/sf548Qcu6sOBwnjxOdq6XrZigPAU/Znb4qp48W6fUD++pnTxHbFl4xoSdPGojWnbf3p48yVLCFcudnDw63tvpgz2ePBpZCl0wpZ48x/Xl0UzOnDzetheJqhygPKq5R+0C2Js8MkKQQ9pKoDy2rEDGpaigPMGUaEoJoZ48AN7Q5ARumzwV1ge4yAuePOIQFwDvVpw82iWi94mUnjzbgz7tMpuePL1VA/b95Z88h9RpvUWenTx2MUeAgESdPMolL3j7UJ087fK3LD+qnjzKSEWl4QqfPGq8q+EkmZ08KAdSjo/CmjxWbQa0vleePDbspt8pU588UnJ+ZfZinTz+8/IGwBSePDNflW1lip08z53Q2LAkoDyg2TvXbxaePPyziThJFZ08V6C6znp/nTylg1QdtoydPMZAqX1ByZs84PwdWZjanDx7s2NjalWcPKi/J/ll+5s89ZFdLWZynTzDpXrFLN+dPA7kcWY2Cp4804orbc9nnjxk4xlO+IeZPGR/ru6m55w8lnsryvdqnjwy8MRaJ4ybPNg8IkkJHZ88im5JJOltmzxnAORyDyOaPI5a06TnGZo87IdByAEAnzwD4dAgQLybPAE5GbT7yp08bZYrVPD0nTwDPF5KLJ2cPBGHQwLx7pw8Htz2IRPInTzunCQzOXmcPATUsNiKH5w8PWXXGLKfnTy4lkSR4sOdPL9q+s96W5s8AgF++jPxnTzMqU0nerKdPGGK7CY2k5485bOnJMxYmjyQ6YK424acPI9K4aLbr5s81OH7xAXqnDzfOnblS5icPIbEtej2Zps864YJ3fGnnTyLPOwxXJ6bPKQe6ZTxcZ48EZtTmb62nzzQDBhd/QCgPEuVUBBYvZ48U+TW2g+/mjx6kNnJWz6bPG3+tZlkSpw8SrT095XknDzw1Nu0PneePN+jWVMvCZ88BuCNkFsBmzxsArG4G9WbPEhHvQXr/Zs81XcfHE4OnDx2m+jr9GGcPGbjNmDWt5w8afxndEPUnDx2CgSeFx6dPIbKlFix0Zw8a47OXLAonjweqd8snbyYPJvDTXeae5o8lXBM1rWDmjysHVXwPgubPPCjL9i/FZs8bfUq0H2XmzzY86eNTryaPEDM28lpfpw8edlb2q1YnTzMS/DP/EGcPNTiA/w/eZs8MAnCoC/Ymzx5C65zs/KaPK9tqhrvEpw8pI4JgfjxnDz8TaBbHMOcPI3yJZT0rpk8IkexF4r6mDw259Pa/TqaPLymdKzVHZs8eS6uqX6wnTxvu5YmJVabPCTFm1Dyfps8QFR9Rn5Tmjy+VX1L9sGXPG0vX18kops87yZ2ycChmjyn1CQAoX2aPDXdZM5GmZs8VB1IusdxmTwXR3dC7LGbPCh+4bvxtZw8JSy/S7eUmjwzL+GhJjSePN/LQSPxhpk86ehmdHJRnDxle9rxXxmcPLguGkL7q5k8Pqbdqb2ymTzLCSFGKpSaPNX4ARy/FJw8KSAId1nImjx6tNFSHkOZPJRfiVMw6Jk8QNncvmKdmjyescUPdbycPOUZTr8x35o8etWTo99Omzzi0XGeXxibPNL+ekEx0ps80a8IBomLmTyZH14uYjaXPNmZLOSfUJw8/XKHHqqrmDz+pnGj7IGbPGR3ajIGIJw80W2f2pPfnDy59ZnaYPuaPF0EusO105s8hKcKZOqYnTyJNFjOPo+cPIJXSz0TO5s85zl4qT+mmzw169ywt6mcPFiOT0+ymps8gK4nM0zvmjy64IcWXAybPJPpBcOPz5g8JQi5J2TgmTxkCSrqp5ScPJos9ZRY8pg8vmDYhoozmzzDXpK8o/6ZPOBU1uY6UZw8K+p7qkYImzwmC+KK8MyZPPIByfViYpg8GM0i2QhOmTwWhUMAcsGZPEKLdEOjn5s849jqNK4Ylzw6ajEHuoGZPDbiFu41dpk8p/CtSw4NmjyXw7d8JpiaPKMGzB6OgZo8YsLWNdX+lzxWod9mOwWZPJxzPbHGXJs8npr4oNcMmjx2b0upS6yYPAs7zKnCmpc8nu59dJtOmzyBy2HSA96ZPHT7ax+q5Zg8v9lV1uxtmDwsAcIWVh+aPLccjWB8eJo8Yl+xgTMdmjyDoayUcQeZPOxdYcKGh5g8BnR+H6GsmjymSM5+wvSZPN2UDAOj35Y8Kr9RQi/3lzxaY/fGX+CYPFpnHKN6VJg83F18Edrimjzm9iKbyG6ZPE8Q6xHraZk8NurULwpEmTyp5m7ua2yaPP1+tDraepo8QHNBPyaXmTwwsSb2IL6YPPu+y/IAKJg8GtuhN9qqmjw4gBr1wY2bPMcNDa9aR5k8b6M5BWHgmDxIe2tnwR2ZPDSzE1Ig25k8kfmxRK3umDzD90FOQAqaPOVYiZ/iaZc8BqmpdfnDmTwSfklJmf2XPMHYNi+gNZo8iXS3RLlHmTwbhGMqM92YPO5CYC7BKJk8qaBEmFvFmjymviU32cSZPNPuWcNsYZg8MvMVsbP/mTycvOTFc7eZPJ2fyJWTmJk8yUONgIrNmDw4qIyTLCiZPN5DqVk3SZk8qJpAWI08mTwocapl00eZPCETK7S7kZc8FpscxAXomTz5oWd05SaYPFUPGCNNe5g8x1StbCkAmDwdLjOBs2CZPLoNNUVrUpg8/DCeHJ25mjwbsbocPAKaPGBDCVM7U5c8a9U0efZMlzwBa+KFHn+XPK0T1uSVtJc8HRrTHW+rmDzjCcfXs5yYPLogXuF0eJc8ixSR7wdhmTwM3gaWQQeaPGmUXaX8b5k8JqrShBVxmTyaIUjNwo2YPEp6P/rJL5o8IX7ln3/7mTzikGHRQjuYPFDVZeDYEpk8nrCvYntPmDyJZu/MydOXPKBW3qV3dpY865XY6YCOmDxvT0a4AGWYPB543uYfU5Y8Yf2HVoTglTygnADv8dOYPFytNZPWrJk8DXE506mBmDwGzANvCvGXPPpfpVMbZJg8Vyo3x9zmmTw+FwjWadWXPLmIwWfnR5c8jHtzHMpSmTxfjdtVXN+ZPNus7OKnAZk8b9Tjvwc0lTyDxcasBb+WPAWkEcG2UpY8U4Cr/UNYmDyDsdfyiJCZPNYZSZdKEZc8JMJKoTbnlzzk7toUm16aPPreV/vcLZo8kQ73s/lcmTx1thEv9cuYPGkRCKxFKpY82SD0/3IalTywrlsUVYeUPMKL1j98wJY8boAJ1lpXlDy7ps2IrEWUPJMbauFtQpU8BPmHmjgtlzy6lzu/6COZPOUhx+ZPipY87maSsD5KlzyaSEmzknKWPGdJ4SquG5c8y5OLhrwMlzzX7r4nwL2WPAEWjtfufZY8/Lw1HNMNljyXbb7V2H+XPL6BO83XQJc8J4r2Z5z1ljw9vsNIfgCXPFtQz0RtBpg8vi0xjghOlzxjdQd6qbqYPGT1dgbkWpk8PokkPRKbmDzffi7LbbOXPLNnhRyW7Zc8hM/eI4CNljwwJPr/3eaXPDeEqj8u+pc8SFEwZRnblzx+PPTpu1eWPLgRFrkI5pY88GpXf4yFlTxgFKMs6NCXPAk1+HP/3pM8lCzlKWUqljzSI7ts7VCYPFGThh0oJZg8D9W4Xa8dlzwPrywoS6qVPMQST+YL6JY8lpun2CSdljxFS7VjEKSXPK5se1EN85Y8WzGSnhAYljxI7zYKum6VPNcVUc0K9pY8TacVQ9GVmDxFud77vAeXPPX+kz8S2ZY8wDNRwaHAljwWEd40mQWXPGVoRUWV+5U8+BLSLOFdljxO1Xie8sCWPJI1CPYEnZY8HdVt/GBIlzyCdVF658iXPJ19f0nIBJg87+4ljqsUmDzxx0RjalOXPJomredniJc8RlcEwsnDljzHGdlyP8WXPGFIK3fDMZg89cmdsu+IlTx0sMee2U2XPBa2B6+7t5Y8ptJw6jpjlTxr5zwDlwmXPG5Ps2BlWpc8e6DNvaXElTwD1hlUJlaVPEIDXz+BKZY8Nx9hvTJTlTxPOLyNRoeWPBnDexwpZ5U8LP4fppgAlTwH9lyN5Z2VPOj9KTkmh5U8fdGKxgadljx4Xc+v5smVPI+47KDEBpQ8yuMU/wMJlTxmziUHARGUPGw+Y6mfyZQ8xa5IJ8yWljwfSD1+ceiWPBKhORT6r5U845s8DoxPljyAMpzr5eqTPFpOmZejapQ8UUo22xpHljwvRYpDvGKVPF5vZHLuAZY8PL1oN3eklTw1CxlcaQyXPF8mGN3OBZY8aYZWvPRvlTzNHLHptm+VPDfQR10Ch5Y8Qmp70kx7lTyVBsxveaSWPPHG6aFGPZY8IA4TzGXLljzJo22Sdq+UPC9VfVpSzJQ8pFIahlIYlzxf95NFGEmXPMpHmV0cEpY8u+a4SsbDlTwWxTKn1rCWPE8ptLACA5U8VbQeyTQuljyfrQTGV9+WPH+8KgL+VZM8LwAMqCk7kjwl+2gPJsGUPPPzLLwGZ5U8xxaO9mRoljy+xcRU9bCWPOtUvkQNcJM8kCvFRZJXlDzFeEvLviSVPHK0+3gblZY8OfUI+p1flzxbd40WHsGWPJe+Xn2AMZU8P75PrIlHljzyxONe5qGVPNA4CoKxxpU87tjU93JflDw8OMZvqm+UPOkTkkSD1JM8Mgb1hbillDwQvPPqO9KTPI9JmVfDHZU8L9bQOVKplTx34GdMWhKWPPHyVkbWRpM8dzGV062vljxQCXLxK2KVPCH3iyhYoJQ8cNBI/2F3kzxZ/zF3StCUPAXSXL1IK5U8NJRn0RMFlTw17kjN1zWVPIxq8B36VZY87I1wV5xFljyKoGpoETSUPPcGf0bbWpQ84fVpdpzplDxNMUK8fxiUPHwB0kUMDpU8dc+4/S5LlTz3oRxnoN6RPMHG8LFRbZM8BurgJLNElDy9sxNEeVWUPBVDs+fgQJM82gONTKkrlDz/4xIhGqeTPCtbZcS77ZQ83/CUx3PIlDwanJch3eWVPPyM4QZRKpU8RPmW843slDxTS1UEUayTPLpHEUUcjZQ8XoktU4CelTxAzfFIJc+UPCKAPvjSMJQ8JdtDWPUUlDyUyoIRmg+TPH4b+VF31pI804tAKwHykzz09yFxCgyUPKArFcErV5Q8Y4lrYBe3kjx24/RXcwyUPP7m0ubYRpQ8KSr/mY/ZkjzRHtH8uBuUPKPlU0nTApQ8geRMEFiFlDwG5/e+6TOVPMf+Ziqx4pU8pwdwgfRGlTxXhIefmuKTPNO5BSudTpQ8pTr4JOikkTynUbsAlJOSPJW1eEq4qZM8fVkcnvhGkzzi31ekdfOTPGocUreIcZM8bcYkI3kukzy3CwGVD66UPIsb3mMHH5M8umR+pk/mkzw/jfT/iO2RPMGpvgT3HJQ8Yxk9OemclDyepuQV+ZWVPKL6ba7c15M8pSGe2QGXlDySTX48NJGUPPt24TEP8ZM8+CzdtzxBkjwKUwNgT2aRPKoVcbY/EZI800qgTFPTkjwGUzVciE2SPHtqiLx4h5Q86wEUnnjJkjwohp2JikySPMq3o+i53JI8zjJ3c2+kkDwZT4i9FS2SPGdL44S+rJE8lYk9hBKtkjyW57mFygmUPFx3/uZUopM8P8L7Fw6ckzw1Q3yKL4SUPKM8hoMarJQ8PZjL1Ua3kjx0686aIF+SPHy3Lfbw7JM8wY6YUM46kTytkCOxnSuSPCcDm3zLUJE8Y3+JUsJxkTzY0l31A3OTPAP4n2ky3JM8jZzoM0rPkjxtu/+3vqSRPMfgfkDbj5I8ZNeY1M3LkjyfnAKjPKmRPBxdUd+wgpM8pB8oeQXwkTxUEylqiBaSPO4yv0G+b5I8S3YJik31kjyusPlz3NaSPKOQnbRpoZM8oILs8gwNlDytGQeJwMOQPI9d+UahIJI8SZxdx3Gpkjx8I3Gr2p2SPH1kIrLKJ5M8lq63tFTtkjz9mAFP51aTPC6fYtGIwZI86yyGRVhBkzyog/ieHu+TPE8tXons0JE8UrXcqsjokjwN35l66GeRPCfBY2V465M8ZODct1bJkjxLizw6hzOTPHQ2EmVV/ZE8QDR/ijnJkjwwL4YnhZqTPG5DQwKtK5I8+iOf4aSskTzutzRvznmSPHAR7iUABZI8KBKsyvL3kDzGVMdvXl2RPDIug5gMXZA8MuJHIsz0kTyTMjsPLcuSPLwFhcTs8pE8kS819Y6qkTxeltYndqGRPEoVZH5ls5I8DjPTzAeXkjxzTer2ZpCRPBCpk+pJIpM8l1GIX+lIkzzt9Tb+YUGRPJnLy+/RAZI8m9vKMSFwkjxA6bAnFUiSPOe1LYZDc5I8JAlPFDBQkjzTzkDZOeuQPLdX+m92t5E83E+ZotGVkTwVangxDhyQPOa0n5gOT5A8cpQKXZDikTw0r+Yh8ICTPMoqiLUhU5M8Be636i8pkjwAX+PaO7KSPO7NJadMXpE8/T74+0p2kTy1K3d2b86RPDq6DScwEJE8XU544quKkTx9K5P34VuRPMfoC1ng9pI8JanBC10fkjxisnldM9uSPM/IroaTGJE8q7vYZ+x7kjyfJ2RqhBySPPtV7w4uepE8XeJdFvPbkjx5+I5OT9CSPEpACxuFHJA8ndvg/DsLkTypB7vU+oWRPHrfLZufcpI8xgw1mSOOkTwrNPbbhI2QPMPglv9RlpE8oHEZKXplkTxtEezeN1+SPGDU4V3xg5I8b127+Ak3kjyEy/BH+ueQPHJEDwlR3pE8mpIP+rB3kjwG7KWF/k2TPAzo/c6g7ZA8B6PATqhokDwlb24sl/KQPAXCQk6oj5A86hzd3CV+kDwM1dXKGd2QPI918cm0epI8wGYKU+7okDwHptc+SvmRPPk6paQwnpA8U5R7y0DlkTyoVcLd5yaRPMRiCkykGJA8tEFjU9iGkTwjCj86zhaRPAaFpQps/ZA8DAWfXTTGkTwOvTKKPcaQPIvwoctxsJA8ckj//1ufkTw6DHoErfiQPOdAWQH3KZA8aj/sZlOsjzz7Y6cbZPWQPI3d5Q4P8JA8QpoIUSookTyEFdAXCGaRPCWL5wU335E87+dSWIQCkjxgvqHzm9eQPNwTqaG31o084fpyPCB5jjxDFj2k2J+QPOg2e4yFYJA8F+YvA0P4kDyEaCY401yRPMrWgBQiSZE8WMgfChj7kDziNzEd2guQPBttlb5rxJE8gjgwl/LfkTw0m/0IbEqRPO5OfRa6q5E8tY1vGWpOkDwy3/QZPZ+QPDo0ECMvt5A8EElsqMr5kDyf2gnB6UyQPEhrn7UjMZI8MdM7jkyXjjxIB0YPIbaQPAQgwkDwTY48el4W/SQMkDwg3MQbbxCSPACbfYIYI5I84+bbvLnBkTxILv+LGo2RPADULbPYhJA8VlFlKOr8kTxry159C0GRPOjOzp9IXI88QG8pcmmrjzxspVFRqTiRPOsuEPgfWZE85WZgUa/JkTz3XdljuMSRPAVmEQ+VjpA8AMzHGGB/jDzjq6EzjYOQPD4b+ITuX5E8uWL/MIftjTz61bZeU6CQPP3ba7Pr/o08jcpUCUK1jzw4jvHgTXCPPKyKoJYEWo48oQXI4o5FjTzpHbfJMo6QPKiZv0I0y5A8PZ1dFLUljzzZymhga8OMPLeW+FFyHJA8pDW9yrH6jjwukuIsVWaQPPoSCp4oJpA8Ex5HDAqPjzxbM19fdQmPPDGk3BOVf5A8f05252AUkTzcJJHsqRmPPNZXA045Mo485H7OIZr7jTxK/273MtCLPKzVLLi3Z488pgDzMz/kkDzZRk7IGhuPPCC6XIugDY88EVqqv4QKjjyeUnvPFY2QPIE5fwrk0488nmxOsqYakDwathoZfGuRPMfFPJf8/5A8B+jG+m4VkTzY5jwg/HOQPKlVzp1ppI88P4iJxZUVkDzPmN+y2UiOPPl4gxBMNI48ZMlcJyzZjTxGpmLK0hCPPISEA3PtUI08ekTzQFzUjTzUPkqXPzGNPO8FWn1+14o8KU7us9jLjTw1zXfkqVyQPN+dpdqLlI08FfBIpxhujzzfD1sgV3iPPImUGxXBjY88EBkW4RGwjjxIsZu8kreOPPlYMLyVK4482LIQeNuMjjxnowf8g0OMPKvfmBneA5A8e5vUqsVskDwk7CU8PLuOPEFZlz0p7448BVp7NJdNkDweC2Wbv06NPOngWfn86Y88P+UfhSRSjDwSAjqnJJyOPHI2qwHYiZA8RZWAiG6pjjyVDTzirt2LPHJsNHZZqo48of9EtdJEizwmaaAO4vWNPAP09stNU4w8aQQSAu+tjjzYIlt0i0ePPC+Ef7HH0o08bUKZGAwdkDxH8srCHlGNPNurvONan4w8UXOSS1yljzwNuMQxB3+OPJ5AlV16u4089m0C5WjfjzwIiBqaOSqNPOeIaHQAAY08DH5sEBgcjzxzSNpp7S6NPAHGH3tDOI88aObqYcX9jjyIYnFtEwOPPGAw7zh4SpA84MwbQ9QCjTz/WLMRDiOOPG/RadsH/448sM/7szfBjjz9xqJVGm2OPHxX6pbsGI08LEWo61SLjDyIJMQ6b4+LPIKxFtT2WY080P/C/y/wjjx4olvpIpWMPMKolYohjI880wke7fVPjzxD5vqINdGOPA1Mh3vaMow8LI+E+4FxjTwMF81mLwCNPIITbZ8MeZA8C4l7UETWjTyC/d+QRiWPPH+0J6zKs448SMgZwBM9jDzDlyhcIJeOPDaY9Ks5Fos8naA5F8t1izw7JrSRLB2NPCGJ/kDjIIw8SLdgEjYsjjwoP5vs2gyMPHIP+EoC4Ys8+2tvORmNizw8AxsX0puKPOEYpbvM9oo8shL0CSXEjDwu3K+2biaMPDLsDYw89Is8BZU0iFZ6jTzVIjQ7p8yLPCwzXSO+E448uxs1hmCFjDxesBUhgViMPJyjTTMFlIs8Nx1doCy5jDyagXt203GMPDK3JdL/qos8QKgvn8wWjjxVOAdSFNuNPHqygd2FSIs8/uT8XUIDjTx2JC3oIsmNPNt+mHwsI408EuRd/1JIizwLmkIfIVSKPMgAqddoK408I6BD8Al2jTynS2dMh3yLPF2wgkG1yoo8DrENrLFiijyWMh76Wi+NPK4GcKv+0Y08gSRPUIlTjjxtmLq/C6+NPGef90gGloo8hJ4SkJ3AjTywTxHjSdKNPJIbrpHB7I08hFc+8PPJijwX8IYTxmyLPNdDdsW3JYo8v10Iz6w9jTw8CAaEig2MPGN4B86QUos8dCEdCo/fjTxyHxkvKF2OPDRC0nYL8ow8eRce3+gyiTxQ5e4IuTqLPOET4QOLBo08iN4dzOqSjDz1hQnsH+uMPJGbRipO54o8Q7uzDDZfjDyYPivEBfiKPBRICkMxWoo8mMK/kRJjizzCokhgtR6IPOdVdiyXmok8aFPDzK0KjTw2vSvRjeyLPG/t6v7ZWIo8/gIH8wTIizz9Fo2RE9qKPGUfj6qu64w8hTe3eoC5ijxWUT46E4SLPCdwC75u2ow8M9gyt67iizzENkl9aDeKPLt1e8f3iow8jIOhkgZcijwHP4zmfd+MPCtGqti7So48F8K4w13SiDxXwrHTYuSLPO7YSjE+Fow8naNXsw1tiDwJDzpSecyKPCDeSQOB+Yk8Pff19KOhiTymdgXgYcCLPNXvYs423Yk8skOlwydsijwZxhjXhLGLPH94zrFPhYs8VsxUXyNnijzu7are2mqJPP/OiqMjv4w8y5fgSuNbizyaWIuqovqKPJuMheGe1Iw8T8wyyG/HizxDsnc/jW+LPHBK3MhNM4s8+lBx4aTSjDyzno997SeLPM1jCt2dX4s8DFHCDR5jjTymBeAyatKNPOEwkqe4Oow8xgeniB7mjTx+bmsad3iLPGM7nVnBZ4w8pEXw+lzBijyOdRxw8EiKPDX4N3gyz4g89Bc58n/wiTwI5rlD8kyIPEd6BnOo3oc8dcWBcpMxijyfICIWuvGJPD8oi01v2Yg8GufZk2sPijxaFQKq4+WKPKRQrL8YhYc89IYj5MpIijzyqgH+NXaJPGwbk9aanYk8uTybkliiizxHHnrxFGGMPOhsf51kZoo8enNyD8xihzxMaeg/jpSKPLZXfxLq74k8ZkCrbuAiizw2EC/3nm+LPH9skr7tZYk84eWH64rDiDyX5zexZp6IPCccjj2mzoc8Hdxl9ZR2ijxlgrdPVZGJPBAR4ueC3Io8u3aXRp4DjDyiHpXt+zeLPFOpm2lLE4k8hq7e3VcrijyiDejZX6CKPCCUkoxSPIw8q5kf7kXOizzkzrd/XIOJPBR7b16004k8uYlh6K+wiDxFg5FoqzOHPN401f9bbok8JX10alV9iTy+YOir1SGLPJP1GfI3M4k8U4VlV0W5iTyT3LWHwVuJPBSs9t9zH4k8+OCsUF1WiDww/S0BSyuIPAXZJK0yOIc8nEmR71g4iDwhcsS4kAKHPNyTiwP/NIk8bTJ0yYsPijz1X+95AyiKPB7gtjkx0oY8+kvTZm7miDypf6cQsKGJPEllCr5cTIU8JxSV/kojiTwe1dmhfkOLPLyMnXaZY4k8wcyFOGG9iTxYqIznMGOIPJ/6yavzlok8T1e9IvABijzGpM4eX9aJPN2aDOVYSIo8DDr1OLWKiDzs5dRpTLuHPM2ld0kDaYc84r0RwlVHiTxxY5tOrnWKPA3AbiNyjYk8a7PL1pE4iTyGKGbjdHqJPA+vj1JmZog8SUKQswweiDz4HExjV1eKPNXJb3BmLYk8AxNlpkVDhzxiI1jbVGuGPJPdM6rtI4Y8qp7R7uykiDxIFc6pyniJPKM4ya3WpIk8cGcE0fJ1iDz0iX/ZLwOKPC3BW92kJYU8YItfH/W2hjzVkmCgdp6GPJ1RN5quyYk8rhZxCzDhiTy0Z9ZYblyKPPEoq+5Xpoo8qQbl4N2xiTy5Gq4+WHaJPJjV0wS0bIo82ywGlcqUiTw5bOM7sYuJPDwMIiDBlIg82tkQEpUGiDyCZiOB+8eHPK6j3CmEEYg8TBG0lsI1iDzUhV10ewSIPIDGtbQqfog8l1TAUbQViDzYBj5rAyqJPGb/neLBN4g8Jze6FqgZiDwp8zbQn2iJPFMHKbmW74o8nJY/5IIviTz9YdR6d8mHPEjr0tVe9IU8wgCV9LxBhzw4AvzBEcKHPMEatRUJnYY8qunxdg1lhjx1uBh7Tp6FPKZx/ZVKkIg8qQnlsqaEhjyugGzvo3mGPHyz8qZJWoU8stXSri/ghjy5heO7xc6HPPCRGtkX/oY8SofmCVSzhTyWitytCxeFPNkXvq0oJ4Y8dI+T3WFdhTw3mSl4Ny+HPBbzGCihA4k8OXsdLqcehzzopHXkq6SGPLMIynXu3Ic8Bv+UL7LEhTxIpnQMqsCGPJGETQaTUIg8aY/YfahYiDzw5G/3zD2GPETOFQnX5YU8n2eQQpzohzzkJ+9fCBeGPNtWM0lvm4g8v/elhk+WhzywYGwIIRaHPBcHkEQ8IYU80qA13jA/hzySKhOVTcOHPHX6YcujCIY8PsqXEeDjhjzvjxkbY2iIPAFUSfQQa4Y8agtSk8w+iTy4WRhmJeeGPEl7g7aZSIY8Xlt4DMuShzyt4PWIG0KHPALg0t2F4IU8zuLmk1D9hjxTrtPBfaWGPEH9BRyqaoU8yQOoW3kMhDwDG3GcViaGPMcezwAgBoU8PnUTnTXqhjzHSShCyW+HPP8FyeuFOog8ucvLVl80iDzXeXk1uQaIPBcU3bpjc4U8wNpuldJ8hjzqt5/ywKKGPK9PIIIXe4Y8IVopeUUyhDx27jyTFBSGPApsu75/TYg8y5V0r3uGhzwDMWKfnseFPG9NBcRh6oY8RveXkuvYhjwDZ8HTnveFPOu2rheXFYg87WE8ANLDiDzCB1aqeW2IPM8zZg3QN4Y8TNEKUCZkhjzK189ZGFCHPEAT8RE7q4c8PDI7dW4JhjzfcwHQzTaGPKdkfGNO4IU8wA9WEJAVhTz5BtzhZq2EPBJDnxqtS4Y8wWMxIlIbhTwVHbMLDl2HPBuJIfn1MIU8j3dVj4WJhjyUDMyfavuFPEJjGqLR0IY8q+0/l8pwhTxl43Rt4UaGPAH+2eyJ8IY83Avl6NXzhzxiA25nehaHPGclyCZLfYc80IIWjP/MhjwCOl6tu/uFPPkTpod4doc89d1BsVw8hzyktS7k9xGFPJBciPYW7IU8lFVwyFNXhjy7wGxqxeqEPNo5ZP6VHYU8AeBkas2vhTz22ezC8QKDPGsEgzGA3oU8nQb0FqiXhzya/bktJIyHPADH+oqPGog8vKagCc5vhTyVIck0GPqFPKzxYiZzkoU8lMMk+7vzhjzVYUJDsCGGPP/XiFpv1IU8qb7ujPKYhDzJhn0edGeGPHYoVF6W7YU8I/DzzKQAhTxi31jMqoWFPDFug+8zDoY85C1Yq27XhTw+DgoXQ2eEPFjdmsL2w4U8O6Lmg3rEhjyGXAkQG5+EPOgWSpmAxYQ8ZMQagHO3hjxWh68gAimEPLaQM4fa84I8j3bBGPZVhTy1wceJaXiFPIZPzC2ZDoc8n5ECs582iDwjOfMEie6GPAxXqp8qNoY8TLH8NmUbhjwlHaD67UODPESfR8seaYM8Qz9F9HlOhjyfwlofvJGFPNNWDdAALoU8LOMokgIkhDzoZnXxrIGCPM4SW/2Ux4Q8ITl/Zz6+hjzOxZJGq7iGPBcpIgKZ24Y8X3Otnsx0hDxYrzdPJl6DPJHaIOvzT4U8qEd97ga+hTyFxR+jdGeFPE/CXm4CiII8Lj00SpGShDxTitiQBAmGPPrpB0GKaoY8uG2lzhnohTwWZgKvhIGEPE5Yb9bjRYQ8q4A50eyshDzwIw+CaLGCPDoyqgg7z4U8xjdp3S4xhjxu9YMr1DmDPKHgZUX414U8ljtJB0mZhDwBVcAjH5eEPIMO0cTR54Q8ZuSn5HZXhjyA9Wu/yRqGPCY/mop6mIM8eFcxmguDhTy2RFjsJF6EPDHGazfPdIM8qeHTgvMvhDwtGW0/SVeCPGaQhdcAAYM8gYdIet5ShDy9t9hEyvSEPCOKMHTjkYQ88LDOOaOugzxEEN4n8NGDPMRYbwgKRoQ8OchsUPjQhTwG5iPcoEeGPJC+H7m5Doc8f+IU0+ZxhDx3mjU33wCGPI6Evl6aZIU8sRO1ayYwhTwPI93wZlCEPFYAAK/ISYQ81tEVjljQhTw/ZYJlOe6DPHDGFvkum4Q8Ed8PXRrPgzwzF47wxjyEPE0Ze4wTD4U8R2p7GglsgzzMop2V2YqFPFtRDsJ8h4M84iEfHzBZhTzSkzU0QSiFPKaS93sXe4M8GUPe5aNPgzxjQNiqgXmEPChlWOKOToQ8ivE7jFsLhTxIc/gGfXCFPFKnbRphWIY8RaHWEX0NhTzbfkcpeqSCPNBzeVnPuIM8XKi00q/rgzyWanHMgu6CPLUkZs6ncIM8qIaHoplZgzzn4xOgmBqDPASnKMfNwIM8VwPeFFulgzxwSg43Cd6EPCfOwXJexoQ8sS+IcDFIgzwWiWH6OvSCPMWH/Y3NhoQ8STt91JPAhTwrbaF6yhWEPCwFW69pY4M85fluDsyTgzxBiSL1oDaEPFaXG46ODYQ8fj/VqPhYgjySfsamqXiDPMZPcdoU4II8SfUDS8d6hDxlGIZuACKFPER4ZXM6BYU8C4f5Gs55hTx1DuMCE52EPAa1Cy/FEIU8/w2PQ3ArhDyLXz4VCQODPBX21FdV3IM8QymKkr3PgDyERTChu9qCPKGe8VCPwYA8BdjqguN/gTxgq8zyj7iCPFjaiFV6uYM8C0BjNm56hDyC7AnzvTaCPM1aeml3koM8L0T+udREhDyDh9gBuzGFPESDAVlySoQ8+F9Jnih0hDw+LCTrBvmCPFjGBUheAoI849G57uqqgzwEdpKmVeODPOvrCIK9N4Q8n0Ovb8vzgzyZ9Yz9nZiEPGZSe7/I8YM8qUlMKWOsgjy4m0som3uDPEc6yNQmBIM8/YD0nXmWgDzAowlBF+6CPETEian2/oM8UO5ujU+Fgzz91IFvs2+EPC58aQhJbIQ8RBpAS+Kqgzw4kiCCdlWDPCHS4mTG7YE8bdnwo00XgzyZ/gi6awWDPBIYMyYAYoI8fjIegzDpgDxjsJG9WzGDPNe1r9+62oI8LlDhntqpgjzsFkUCruWCPGuD255INYI88kJPVrPsgTxMZ/VIrRiDPBrNo1KXfYI8OWqbJaO9gjxmQfPcmuCAPEcNyNbeJIE8UaNhjAmsgDyGgX+cegWBPFI9+pw/lYI8UxHP64b5gjzCs8qYViCBPN9dQP5tgII8PVI2BuWrgjyv4ksopGOCPJJBW0zQLII86XlbpNU4gTwALXESnT6DPCz8HxNa8oI80IzUime1gjwAtp2W0FODPL+zpVCbjYM8VRuxejY/gzyHpBWOHXaDPL396Ar20YI8FpnRdNpXgTy6FbAPlu1/PGM2cCi/WYI8gtDzQMf9gzysgoW3X4GDPA69MesiDII87TR2BOn+gTw7q/3WO1KCPHn0DfQbTYI8EjjRPiS1gjwRytk0/TODPE68kxGy/YE8rTLNYuXigjzN3zbrcKGCPDUhFwHz3IA8zoBYF5YLgzwZ9hRXY4eBPKPxB7WO7IE8egEBzUwugTx41FVmcCqBPENRjzmBDYI8sW7WWt9NgTxtRUKwWduBPMWpu/ptLYI8sWEXvLIOgTyCbHc8lJeBPLAvM9YqNYE8GfsrPZ6UgTwx8kKWFAeCPMK4gwRxjYI8l/f0lGPogDx1Xupb7ZyBPBZrM9bdUYI8ApFosgYvgzyJgNNwE8CCPD2dY8tshYI8v3dEy1wEgTxpnr0OTUmBPDCs0rn4MII8Gu7dgyQdgzz8U9TG3uWCPNI95Id204E8uaIFTQWLgTy+aK95+2KBPB47hxelrIE8fVoaPOJNgDxHkyFbpzCBPNaetEAcm4E8wEdigLwugTyO/NKzNf+APAu56f788H88QKmIyKargjwzwsepgQCDPFSJQW5vUoI8Y9xzUo+kgjzJQP5YGuiCPPzP5DWl64A85wpkGgQwgjyoZWfmTfiBPJK2LLURGYE86rynmHFkgDxWKKBQ+BmBPKbhB8lCMoA8OVLj7x0YgTyNi8OuxheCPNT5uG/pTYE82AMTsLOWgTxNi2Xzv46CPJF2VV4ALoI8T8pcvyLjgTzrY5wfv0iBPMvxeK5rHYE8sL9nCP8XgDyI8zVxtDaAPM4306IF+oA8anRwNCt1gTzQW5v66fmAPO+/I5SHR4A8HValnxQhgDysayFFYp6APFOSfTAWeIE81e/zocoGgTxP1xESMGuBPCNJuCE6tIA80dBajIZQgjyiYabjPK6BPMnIMVJbSYE8MAd/UmregjzZe+lT9dqBPAyXCjgfy4A82Y+bByE1gTyiaU59B+N/PCqYtAPog4E8oH2HkELkgjzK5UeetOGCPG/SWZ7NVoI8o/1Yo8L/gDxrdrVMQV6BPHo4EtxaUoA8mKVzOyY5gTydNxKrGquBPC8X1+dPRoA8LdvljEZsfzxriY8azTyBPCeOm7yWAYM8XslLCks1gjwY0+RztuKCPLdegrMk7oI8UGV4ioQggTxQGMaODNSBPPliqnSaoIA8N6jxgV6igDwZruFxfMGAPEkK6Bc7TH482WEl271ugDyUTptYCEqAPAKJ1LspeIA8WN4QaeREgDx8f65XL1CAPO5nfh5Wsn88KljgIh0bgTycE6I2WwOBPMV8vqbs7n88vM5X9ztngDw6D6MWrVCBPAueMFlXdH88OZ3MTZkhfzy2p6t2BySAPPe5qEhEK4A820LahirPgDxy/AL/4ruBPN9c55nZAoE8pnQxjU3AgDzWi++dEH+APGgo2wmR3X48C9Z1LLnZfzwg7OHg+p5+PHmvMeq6TIA8wZN9q75vgDzOKmyPnMCAPHMTAx9u2YE85EtQlJp4gTzbsh4PzQeAPDcTc8czHoE84/rvQd/ogDwltv5QAcyAPGFeMwQRWHw8aci2YVEBfjwRTfga9a2APKbSw+74XYA8miSSV60FgDw+2SunFnJ+PN/mhh2YUYA8OKLbqovmgDzV5NcXSm6BPP2EvmHN4YA89zRyz5+fgDxbeT96aBuCPCWW04bHsoE89YViDIn6gDyaiDh1ZD6APCbdtA0GkIE8/Uk09V5rgjxO9QZoYfGAPCoM0oREjn481BOt3zdcgDxzJSop6iqBPFeGbzZRG4E8WqxAuLJPfzxA2s8cOOp/POJKdOgfR4E8nrtYUrDYgTxdKKbh5R2BPJLA0CexQYA82beWnor6gDwFvonYcMJ9POTCSRsRcoA8o2yIdpE0gDz6aGDBctd9PIGzPYY7aX08OHByvtJ1fzyNBJbiyjN+PNmJ+U/w64A8XPMnr4p8gDyf1hKnmdl+PH4472HRY388IkUPiRUyfjyczyFwMJ9/PEGLAXINOH48+UCM+QQcgDw76rSTyAOAPKXYo9JfU4E8YS0o6Nxnfzxm1ySV48Z/PNtoA6uHl308YEjI7dYVgDwBPgwwWOl8PLesOHngpX88jUKS7B9vgDwL7Hbu8paAPKXJujNiNn08SjuzFX63fjwsqKqITdV/PBV1GE9R/X884kDiVvZOgDyIXYONIP18PBsA6VQWJH88+aBkCIRdfzzbT6gy9ruAPLuJf/QLW4A87Xjm6uwwgTwge7fzZymAPN+BCaTMUoA8RFNClXPTfjwudh3linN+PNjOojw/cYA8Ml0cfhdGgDzsuT2T9+x+PJerjQ9ah348zUF1V+MVfTzBoSGUELl+PPshAZXY/n88ppAKigmqfDymtiRUWip+PAfgPe0OZnw8ZmCOvCDsfDxHz1vbfvV+PJ7D/2Zqan08EFmuRPSafzwISGoz5giAPK/shYIS3n88nVL/JKXmfzxaX3lzXYZ/PAa8XDuOWIA8WRn/7VDAfzyq2yrp9qd+PNOQ2tcBWIA80uDr574SfjyL4hv3UvR/POx6ygVllIA8JqSLnHIdfzyENXLTXGl+PLbd5+P0e348YoYDNGQ/fzwnxCiFolJ/PPqBIsdCZYA8bDzpvhudgDxogPP+26V/PIKStyfLPn08yW2qMwbjfDz/xCqfXNt9PC9vOmoMu308+jqyOnAifTxjCzZo1Sp/POm7gQFqhoA8i+K+x5zvgDwDwGpupbCAPLPvoU8GmIA8RNki92Csfzxywfymaet7PFfcXzZrsn48NpxYmNwUfzxDor9/DzJ+PKa92IUra4A82hd4xRxFfzyJ9Ni9DhN7PJPsKEUi0H48Cck5yxbefjxDx5O+I6d8POmQbRjcp3w8/76FVyLofjw9CRiAfYd9PAs4r67VQH48IwU65SEVfjwyJo3I+s55PLLD+D/R9Xw8tI0MP3NHfTwROd57hP9+PJJsXZlCyH48rY+NBFsofjzMnMcYS8x/PHJj9NfvkH88BKzEvNuLfjwPrQd9jKF7PK/HtYnsB3o8olHTDiS8fDyOJDIWqul9PL8fnmhEA388YnDOEA39fjwETHdpdq5/PFYu9PxdVn88/CHh8K7NfzzHqS9prIV/PL6dP1dX2388QlgikdbEfDxrqX0oMzR8POV8m6ynNX08EYknf8IxfDx/a1DUUOV7PFdn7TVDn348FB8oQBRCfTy/PcaYnSB9PNA1hXY4LX48UpkV0vXYezy0qDNM0uN9PGrky8zH/Xk8UAOOuTiSezyQmKaYfM18PEMCP29Q3nw8FNq1BszWfTxF4NTtTcF7PM7N+96Bb3s8NgydDR15fTytSAwozXd9POOZlTB5j348I17s75KNfDw9+hbMyOV4PH2AVOXoVX0823W7I3GCfTzIXD3siut5PE+XgTYV4nw8gdFC2gmXfTz8WYED4XN8PFzbQ1gZan08itxLzcSWfjyyAeE1uSd7PH0INqCv+3o8GJg0Jl0rfDw8q673K1d9PPE7x/BrXns8IxKDQcUpfTw/ppVf9ax8PJcu3yLQDX08WxzVH7TlfTxuGvZoNIJ8PGENdPRWnn08F5r6mnXIezzFzPMdO1h6PH3/NqWX63w83gJBo8A9fTxzU1dBFG18PIK6N8DdpXg8vCs3EoxNfTwvG606FDN9PF5RXktsXHs8Du+XoiW3ejzRKlsk23Z7PMX1JZBoH3s8SmIyHpH/ejz5Bo3uItl8PEVXhBzNin08xJwDjjh1fTxlRgyvmb98POS9g+XpJ3w8WXgGP8RBfDxgX0135zh7PLJatodKOn08wbmlRxW1ejwWZu7qFhJ8PFqBp3epI348Ooz1pCdUfDzXDmdDo8p7POTAdsmNXnw87DoMj3UBfjxgVyGr6gx9PCrgoK188no8U2zqu3UnfDwfpZLF7CV9PCtNIy92Cn0891Ed0EHhfDwY9zB/0Jd7PJVlj601T3w8cQr0OXeMfDxyKu5IY6Z9PP9f5hB4Wn48diB5SpmUfTwspPXp/cJ+PPZR5dCVwns8jiQuiSQ5fDzUgm/gbWJ8PMPGfBAiM3o8tRboggG7ejxM8iCiOPd7PPZzdqJvvXo8e6q1TIj/ejx9NlCrFMd9PEvFRjpTQn08LV5x6up2fDx6fOX1Bbp6PEZctFGX6no8w0bNTYSSfDyu21lh+Sd6PEN1B8lzO3g8UVwli0vaeTxf6u/vHzJ7POC5fcRFuHs83VkZbG4/eTz1E00Jv9F7PAh6uAJSg308NwTGXGT4fDyHVzWjQg97PNiAS4ZktHk84kTf3Tnmezxm+YLk8K14PLIk8LqjQHo81Ot4edCPejza0dJpfhN8PKX+XHdXIXk8CCHNw9wmezy5u2niP+16PF3HxDS0vHk8Tj4lGxltezyQY3fSxM58PBqT1mycdH08AvEzaOZQfTzSIYenPvp7PET+tiVK1Hk8be2qDxvuezy/nTwN1uZ7PNGRNKM8dHw8YFJ2G9lefDxeDc7tmSd7PJsj6M6nv3k8Ip/7qb52fDyrpu4GfWJ7PMQcJZux4Hs8M48B/2BUezzLyypcxud5POML+KkYW3o85Frx3PTfeTxSdpvlQM55PIP8zrKv7Hs8P5MYh4KvejwXnYG+Q2F5PMXZjJmOznY8m0Wi1s6HdjzLm9iY3bN5PP9x4KRAN3s8VidXT6m7ezxr4wTTlEh6PBufXvzx/Xo8gTyxTwoGeDwz764tJDh6PGsTrJKSO3o8bY7h1gOpeDx0plG47kZ7PMUq4Wr6Fns8cTlnQM7leDyAEMzI6NZ7POpi1TtR4Xs8CYByw5xYezx1a0tF9257PKFwgqgPXn08YewdFIc8ezyJnRWkqDF7PGPv5SLmJ3c8P5SRXJODeTyWot780rR7PFo2+SqMh3s8rIKlORnleDwAlS0j8BR7PGnp1/iI5no88RodvrWOejyHLrJu0Zh7PAHvjGH4E3o8xY71El8deTzspFTgBEF7PCoT5lNc/Xg8RTaHGTVQeTwLbGPG/yl7PAimBf1i13k8epSVPMSmejyQmLu0Vix5PKjR/nRgK3s8hVDUGbWmeDy2kQpRjJp2PLYCGG0GTno8IimFXwZKejzFsaK68/F6PBbZ8bOQeXs8AGUF0qK6fDx3Ih0oo+F7POD50zvdzXk8O1RomCvxezzgPzA8Wap6PFFZo/8v+Xo8wyx6HFiuejzaEXB/qpZ6PHLWGeQuiHo8z/xHlAEneDyzOBEfTrx3PFI9qjci5ng8gB2Xb1N2eDzssLJO5oJ5PGLBBmpO6Hc8dn4TqdS2eTzY2yeC/RB6PMIFvrBB3ng8JgVpuRi0dzyCLbELWvt3PAFVSGzxRXk88KSYzUmBeDxaWdiqBQB5PMatkZ8ZgHg8pLJsOI68dzzihclWyGl5PLAHcOT9Y3g8mZx9/FZRdTwer2IQ0NN5PGsm6nGQk3o8d6g3I+xvejxFiBbiKNp6PPYArWdn8ng8wW3KqWhBeDwBTyuYoqt4POhUD0BJ7ng8Y67m6IUPejxpHF6bbrZ5PDJfcvYbq3k8U3UUltXAdjzzRsPIFtx3PO0HD4KDU3c8/GOgKH++eDwYoYwJ8Hx4PIl3G4rAq3c8CWCpZMMJeTwsB8l1vCl4POFtEjw2Fns8hotrwW21ejxOsoF/f+d4PNShJBGBr3k8x7J5HavMeDyNmX9x4795PMIitwzQQHs8QDu9Ewmbezwsexr0I7p5POvDirs8z3g82ww8/9f+eDwmUoue3sZ5PMm7NM7JqXk8hybJRDSOeDwZeUcBgDF4PBID62FWkXo8NCCBpjHceTyU0A+MsAZ5PFwcJHLr+XU89j9N13X1dzzv8hRkJXJ3PHQf3t5BT3c8yiOXBMuseTyFvvZH86t4PNFmkrU2qHg8QQ4fCDhndjzCDcW0Rsx4PCGcWj+CHXg8uwB5olJ5djw5RSsaMON3PFg8ulySWHY8005TX7JTdzwDH+nEUnJ4PEu35joDQ3g8d+aHC0bwdzzYzwHxY715PKskYgIjOXg89zGXqZiHdzyIjcmJifd5PDFuZSXbEXo8JgF/bEr2ejwFiJvIDGx6PF70LptZEnc8KDSM0EVQdTyHp48ztvt4PK4ilJ05E3g8U8N583wReTy0FghGhmF4PNsLxwuXbXc8gJcEVirveDwurXbITi55PBiAcS3dDXk886CUwIqFeTzvx89MpWJ3PKyKJ2FPsXY8lTvtLEIrejy6UqnYf/t4PEg2rom0IHk8hGm3EFzVeTw7/G/vPEl5PB/bId3/AHk89tDx25YcezxpBRC4tqt5PBug/SXAwnk8JqdbN61heTyyqN1jswV5PGIqzDLUN3k8wbqLXKpgeTw2WMIXdB54PPVsvQhlQHg8JN1J4DhddzxJJfy7Jkp1PLa3LXOcAHg8oVoslQJBeDxC25c1Get3PJcbWP3Q4Hc8ogrgzFxodjyxEhw0rRB4PIf1zcR8hHY8Nz8s5DeJeDw21nHAKH95PJpJqGVRFXk8A8uzhHp+dzwUW2BTduN3PHa0S+MPdXY8I54UWZQldjxjmATYeL53PEje0LxZfHc8ldAZeMAkdjzmTenIxvB3PDqgUMDSbXc8qH+yOFfwdjxw/Z8Mw9Z1PPirYx1gy3U8bWWed98DeDwf+lFx+613PJLrEL6V03c8SK+XwqDCdzxC11CopSR1PC5pQ5z8b3Q8S80fwi+vdzyNtvCG6oR4PNYuSRu9BnY8Dlxn6BhidzzGng6Uxxd4PDIAqFNQf3k8O16E+9C6eTxwawycwBt4PJgOuzfqk3g8B6E0LLl7eTz7oRSe0313PDxr+j4VR3g85WY3IUCCdzyNuX8mdh14PN5Pn5m4Hnc8yBCt+ORXdjxJ6Pa3Ait3PIpkLr6cqHc8VEBxwZkcdzzHjsRTvtl3PFaHxXke1Xg8V9reooxkeTzO7HKoWSt5PEdOW6s8iHc8SBTXtThTdzw8Xh+RpLV3PNKJDW2faHg89nUVudUfeTyGsP0Kx8R4POaJOCWQGHk8atCX/s84dzwKZz68Ukd5PALlLaOfNXg88CjaFGxDdzztMpWoZFB3PHXVXBR6xXY8NVHUWkvCdTwc9dFL/252PMpN0Lae1nc84VHGooVAdTwqijBIXcF1PMCtbvHkUHY8dmqvWi0VdDwjNUNvYgt1PNqhJsZ+snU8f/rbXzUsdjwk9pSfpqp1PDhG/76GMXY8xtNTBdxAdjzREKIxRnl1PLwJoadZmXY8ZRyIT9/ldTzF1oN28e92PFYm1MbVCHY8XeDTBP9fdTwvjU+1DeB1PFYmg6ST+3U8AfMTtjxLczzFXS/dwzh2PBFNXJ9/OHc8ofR1SoyEdjydhDAznu50PLeTNbYg2HY8JW+Pr/JYdzwwCVZiFoB2PHFuoW4PJnY8s1v27Q+kdzzHxPXfJed2PDZkP6tBqnY8mOu4ibe8czwS57xlBs91PGN1olOGKXY8ywIPcTXhdTwYZZHS6Wl0PNDvwUXRcXQ8mqfC0jcodjxPk8BnPi91PB8ar8M0G3U87sv8ZjFddTwSlkkDyLR2PPTuqT16qnY8wawCiGBJdzzTl8sFFJN3PGn0ZTxzRXY8hOS54B6udTx76LWNhONyPEYbHh2YT3U8SbcIl+GtdjwbhzuLyI92PKNvcLCIEXU8L30sb0mrdDwHPCPQoHZ2PP0zvVoJXnc81ckNR8i5djwoBYwyVrd2PD6cgo5GRHc81QjxZSREdzw78/SCr4Z1PIAANv9NBnc8LBg79mLbdTyjOyZ6CxN0PJ33EJY2dHc8/4kDQSrRdjzNo6frpaZ1PCv5PLBqEnY8Y5E5SG8/dzxVzEBPhRN2PPiTMIELlXQ8VJXMp2kWdjzw7r34XYN1PKw10XqaDXg8fm4UJ5rPdzyPIHH4Rc93PGjSmEt32nY89qa/MHVFdjx70/ZPPtp1PHYeRT/zlnY8Y1yRElPQdDww86lW7kN0PG/sZD4C/HQ894Ps7cYfdjylIjuHTOl0PINM0Kqoh3Q84JegTUvjdDyh+Ycj1Cl0PDhfpaOh6HM8LLCwWb5zdDzzen7Dvxp1PIFI8GlApXQ8u2mSIZq+dTwsxU2Dp+91PI/tX20FM3Y8u3OpjNkEdjyEpmhBAeByPKYBJCJDtnQ8IbPE/Kc7djzU++SlneJ2PPhz+f39JnY8vOYGRFPwdTzHSTE1YfV0PFcmmTPa+HU8lWuFQt5YdzyiGVZAv7d1PNpYPKS8tHU8CIRsp9iIczxAO1zuk750PM+IwiOHqnQ88nn+BOKgdTzQf/FWKYh1PKi/F6jR4nQ8CgxZBFwLczwWZQmayaV0PGH39YsjqnU8Q2mkaBvJdTwjzVKvbB1zPGxHEPjvfnU8aDGI3GdYdDwOQKFdbFF1POxxo7D/8HM8p2Sc36kCdjxJVoGR+Ld0PALHatlPK3M8VXp15nJadTwkmanFRXJ2PJxXXqwch3U86SYOEYZ+djxCx4SqSVt0PDr3vZ6KGnY8KDuYI3WVdDwuHRgvv4F1PKBxXYOWUnU8y8n8DMe1dDw2Zwdl2RR0PEkiS5mB4nM8NNSTr2vWdDwAQuplfYl1PDOALP49U3Q85Ycf1ef0czz6Z9xWsdxyPLxRlocK+XM8Iiu7smkNdTwOf9zxjPJzPDOfXosGLXM8V7pDBo1kdDwnxa+elTx1PIlkKI31EnQ8exs7mq4PdDxAgUteNQV0PEwLwtvFFXM86JlSY1/EcjxzAV4bhqlzPE1KNYEdX3Q8CoyI77+7dTzM4MUb2VB1POMttdM0FXQ8ZZg3ys6MdTzuXhopCSF0PJyi9tcD0XU828/pTPctdjw+WU15mVZ1PH0xt+K73XI8kwQuJrjkcjxEtuQTnShyPCXPrZimX3Q819fMoLJqdDxTe/Xjwpp0PAL4nfzDJnQ8Y8dUGHu5czxbGCoWVbZ0POouI39NJ3U8tYR8JANEcjzczjDB7ZpzPDQle/z1rnQ89ufAhHZ8dTx+W6AjzXZzPEy1ZQ/ilnI82rCJ2pD9dTwPrqvCClt2PDYQzxJ0n3U8H3wcW98udjytHZ4b96Z0PM2mlc7LB3Q8P5rzwwYkdDyTI+Zjw7V0PNyDAsSdd3Q8oWCdxUrlczx7SVuaUVtyPNvtv7S4znM8CcVuPlF0czwHgGXiYUlzPArFqO0gTHQ882J2sX9Ycjy9EcUdclJ0PLpoLgdLL3M8P5hYkywidTyZ3fLLVGN1PGitsSr21nQ8FgwQpXONdTz55byWRTt2PN4+nvfQDHQ8Fw8+3zl5dDwGJcVxGjB0PDIgJfAy5HI85KpmsGM3dDy6dxNGlaFzPJEf227DTnM8Bf/Qp/7ScTzHi737Pr9zPK/Na1vHAHQ8pRqkE4UpdDzcBJrS14VyPGdKARTgEXE8mKWU4qIIczyJO7pv+5lzPBWETiXNsXI8tQXc1zlecjzmQRtQ+LlyPOq9MiViYnI8ajGsyh4AczzebYUU6FNzPLajCVnFZ3Q8VTzbiSipczznSek78gF0PHaWe8X8wnM8ZMSEcxaAdDz5GjiOwkp0PH6Rv0bWnnM8AoHV+EiWcTw6qKJgJOxyPIZJHK1V+nE8LxZ41hRMcjx+fV5YP4VxPOcL0X34m3I8LNnxmmhqdDy8wXEN3oN0PEEhLUrrIXM87MyG7kFXcjw5NXQU5X5zPMXV+TwnRHQ8HLdnFJ3Kczx+BQNQB59xPM3xeOiQ6HM8win6OoFrdTxhjb8wGdlzPCz/3DlfDHQ89v5Sp/WtdDx1eAuzQz90PJnpTu144nQ8C6QZkG/1dDzbQqHa1ZFzPHuW+b5lFXQ8U0sVX5zjcjwXrMTrUdJzPCegafKJHHM8cSeBdgIXdDwyRMmKR0FzPCNVijnwXnU8uo+tUj1SdTzIZic/IdJ1PGvz528i/XQ8IYKJu05GczysuekfVwBzPB5E5uYdGHQ8qEZkx/aycjx8LJ1+Y3NwPBLxg2BDfHM8NIiLNXuVcjwGdJZ6RWFzPAMPYP/4X3I8wN2mR+hjcTy4Ex+ZwodyPKXvTcdpfnI84HkIcLJKczyjQLallMZxPFva+VOfSHM8M95joPQSdDx5SeOJNNx0PPDTCMIa+3Q86/71m1DjczwkJ/7IoeFzPLFRAIeapHI8DHJNfQOgcjxEi370NlBxPOjZsxFfCHQ8v3bNUUEOdDwusfi2Z5pyPBRSZ9TU5HA8dybueO5Xcjzh6R8bVltzPKxuIpQJ3XI8BGvogx8Sczx6MhVPK8lxPHndBrBJrHI8/fEgHtkYczwTibvyjHtzPPJ0HlLmOXI8Yv/CjAjNcTwf1v5N4ARzPJeAjYekj3E8/vKVGPimbjwCpDxt/chxPDjmE92L/3I8EafJaOloczzybC3JWoJzPGNHLLlvZ3I8EgPjp2F5cjyUwXhRcyhwPAtvlDGVzHA81WrBMxsAcjzKHU9VI61yPF8XjGj3HXI8rGijcjOlcTxv7NY9cRRzPGGxSjsgknM8Qzmy0dgsczzetLsC/MRyPLc558oCinE8YWZOvQ+vcjzD0S3YV55yPCUB76NC83E8ou5Kw8GxcTwHBIOviSdxPImut0jiZ2880auSZNUccjz31hG8uaZyPL5gwwxO53I8ZUEsqtqrczwWXZbIlZRyPK8rqefFTnM8pfsOsi7mczwrVfge549zPCsVPzVE4nM8slTPRNvOczwPBGvdpJRyPKJq10nj+XE82OM5xxG4bzxi0Q9gx2JyPPoL5tyKT3I8//nMAb4oczyjOYKarspyPIkX3BC1T3I8ElSHuUT3cTySnJneadByPKrN4xKP+HE8CqISf41zcDyRFZg35e5wPAF5w8bJH3I8tS1aCUdncTwfMnHSUiZxPPMLXSK1+nE81QfrXFK6cTw4teCuvV1wPDo59PdZynE8qdriP+YGcjwxRkQDAtdyPJM0LHCw8XE8iXFL6vVxcTyu6U10cTRzPGAz4sGoXnM86K5IqQgjczxXP0YgV+1xPPVOzaTZ9nE89EPS9EozcjzdeGXG/xByPN/TbnaNDHI81V+qjsf7cjxWqjtJtSJzPHh67sUdzXI8JgvMDZNtcTz15/2aQhZxPJcXaeGbQnA8+CO9CCBScDwRJtGoOblxPCoiUA1AnXA8OVAXgPx6cTwITXUi5qlxPKJehsb9HW48mSmtuMGZcTznnjpIp59yPNUdUkJLL3M8RhsNMPnJcjwR6c2un55zPPivawPrS3E8Hc2Eves5czz6p4KdOXJyPGzAtM3uKHM8e98Upf0rcjyMeMVimstyPDMRzluJSXI8UQUEzSHzcTyhDM2aYI5yPAOQYWr1jnE8F7r2eAaEcDwKHEGBx5dxPLcI+GiYAXE8+fiH5YuHcTwrNg4z5MNyPEL577He03E8olr7HNDLcTzF8d7mX/hxPJmhzGSdKXI8EEGmHc4lcDxTdtqFO2FyPNPBmpT863E8HdwfgdBOcDwoC1p33ihxPLXZQUBtDXI8n4FvD1m4bzyDbAvhqQxyPD3wHh0G2nE8HwGlf24ocDz2oODWKEdwPMlUEiiAK3E8vqfo4QUWcTwq15YiN+pxPIfYwKiLYXI82CujaLvYcDzQrfA92WZyPH/IynLK+HE8HwvVvukycTxg74f3GTBxPHb0cbXHrHE8eCSjxyF/cTyi7lXGuFZxPKGe30KXBnA8ABn9w8UsbDwyotq8fidwPM6TSNqjlGw8h+fA9+hpbjyXxxNUIFlxPPsSwAv7E3E870S19qaFcTzdG6vduHJwPL6k51FIoHE8VQVOuXW3cTyRikdJuw9yPMqqOj5fsXI8hilb4z1Rcjx6ThWIAX5yPNYo15IoI3I8xweoZXyqcTxVEhiRjk9yPK8yQQE9v3I8ksuqtuhIcTz1WrAO/TBvPFclTHDsrHE8h6tbcl3zcTzoAJCSZepxPOwCeX4XgHE8+1myJ3JGcTywlvfuUbByPMfxNJDvIHI8huTWtt0ZcTzgD6ffnGtwPLswhHkUrnA86Xk9qy5McDzwZtxgWkpvPKyqRsOHonA8LhMRQYsmcTw27BQDmS5yPPuOYrhYMnI8sg/HnFshbzy5xYPhAvJwPJP81zZSJHI84tpEuRstcjy0dCByMSlyPPXhFm/Sh3E8BtmFP9Igcjym0kdIRrZwPAMM9rBNKXE8qG3nFYPHcDwC6qXafDRwPKwqBgWGl3E8PBSZ1YrOcDxRRcGWpedwPGZSXp5ICXE82ARcvPMHcTzrY7uMGxdxPL0qXHlEuXA8S1VvJvrhcDzxWPVCW8RvPE4lPOJpoHA8beiDb/5lcDwaUnlsTp1wPA/aM0MJ9nA8hvULSIoqcDxBtAgXX/NuPM2OClxhLW88dDFHcnbecDzt/yj9MURxPIEqwt3rrW88tTbEOUR6cDx3Bp8flaJvPEj3tca4k3A8CMjHntI0bjwrLeb49UluPGiU8lcqmXA8xLvNKn2dcDwtlTMRJPZwPCUlRmAhj3E8MtNJMZfDcDzAX576EBxwPBVueqe6iHA82r9ZrAdWcDyKvwNuvwtxPFpb3urjyHA8cxME2cWNbzzGIzZ3kCZvPPemqYGTtnA88aNLJHgecDwD8ClPxU9vPFSrquCUInA8Ddcu0/VscDxvN9C0F+5wPJOdlfuzL3A8c1pRX8lBcDx8YNpOq6RwPB577eHm0HA8OEGb2uzWcDzEeiEKyD1xPMzi0j7mmXA8BGDmnHe2bzxCZtg/EG9tPOumyM9r7m48w53mDpMTcDy3NXCD5blvPDFoBf/VKG88kRDSi6iMbzyNA7+syfxrPBBDsBQYa3A8uLgDB+bccDzoPUi/ce5wPOdhceBn7W88SJODACERcDyUbMlS86lsPH6m/UuSZnA8W5d2nGutbzyt+hFYhbJtPMe7fSUq7208RE5L2fj0bzzDuSQvemZwPHnE8je5MnA8lP/iBGazbzxTXTFIFKhuPBVBV1P97208aLJxszcncDxgjOQZHwhwPF6u1FeTvW08h3zdEmy4bzydjsAr7ktwPH8CqgOJJG48d8x2ppvNbzzAcrQ42b9vPCxlNMreq3A8UlHk8YDccDxUgMuWxO9vPEiqp1WahHA8HXr47rsvcDyVaBCKoltwPAqfKHkxsnA8mLhFxoR2cTxuF7A+a5RvPCCOXtrrM3A8qt0H4yrFbzyrVBnLkThvPFzLDOLmbG08RDbg4fuNcDy01Jq3ew1wPCRt8fGRVHA8dbtsFLl0bjzhLkPLgYdvPPs9GKbgHnA8tWmfXQY8cDx04DxF3V5wPF4bUMpIFHA8FQVDyc9EcDxrXqHfIkhvPNuo4MegpW08sZbTWPHubDz3m3UyljJtPC2u6yTNRWw8R+S91tk6bjwJcdIFkc9vPFw1sgVXBnA8Xl0pCzshbjxqezeFsUhuPOF1FrX5EWw8g//eOMIlbDxyezWXwsVuPDEgAtIhQ248K8HKiV/wbTz8k9K8hANvPM5vMftd02885Qo6fIAncDxeWBbT2R9tPDveYj0XUnA8q17j9n0rcDwWqq3aDRBuPGmW+5DdW248AwJwVx4wcDyFUFVjZfZuPL+jO7c6+G88mN9lO+AHbjz7Z+YltQNuPE8ccFNFG3A8rmcyV0qHbTyw3fqjUWRtPLXP4TKrVG88LzGTR7OncDwLetZY9URwPJ07t1pyoW88I8KIaStIcDzDp1ybkjpvPBG9GPu4vmw8LTg+WHezbDxwhMFpwnJsPBeyYwwNA208U4ssWEKPbjz9NbuBsoZuPPU29VQByG08jkiM8K0ucDyupevvWGNwPCxhKZ5axnA86rSSRGDmbjxYIyg67JJvPAorkNK6XHA80pnZXPSsbzwXVp3EYhFvPNrOVjMrCG48AZF+vSStbzyrpwSXC9FsPPVq7jUuLm88/sHpXPZ6bjzI5KWgvQVuPPo/DUnmFXA8elqmNK5fbjzDRU08JN9tPLxdpj7Kj3A8JhPr/CbPbzx326Rs4NFvPBOYgYCk1248EOD/tFPsbjwNm3BabqhtPMZwJAQ/q288cPX2gWssbzwkN3vQMjZuPCIUw0TFV2s8oj5+apP9ajyayLfNSNRtPGIMuhUJlW4800HVH44TbzxcVkrd1bhtPJSmrsj/hG08jK5L+SAWbzywTkYWiIptPI0+nbyBzG08370RLDdBbjwpMEjOaqptPEXtW0QYXWw8bQXGKXmpbDxczo1abg9rPCXYQsez0Ws8K7lbDPynbTxfFbCNgwRuPD126ZtvG288h16chtUxbzw4JNVidCRuPFSqWNWy9208meOxe6uGazwiX9avKoRsPCJBuDRWTG48I9eFSWzmbjz7yVea2OduPJy7SZYgm288/FUMGa34bzzzhb9uWWNtPJ2gz7Eeam480AuwzhoBbTzgF3UGIvBqPIIa4piR12w8QBu6+wORbDykIdIOLmtsPPtQm1Rgym48Sh3VpMFDbzwaKKC+tRVuPDkIcZiN3m08zO7H/eHEbjzJqDzVQghuPOFgfgx6tW08qP+WrDZrbzxOgFJWgJVuPLKPbwtVaGs846y2TtGKbDyERS/lTLRuPChSdx3atm48h8JX69lZbjwqa8KfpyBuPAwe+SCOjmw89MNsBzp3bDwiYmEHKexsPMbMDIWyVWw8kZcm76uSbDxGTneJJfJqPHUP/4B2gWw8v6VzehohbDx2HAlfwkFsPBb9v4Y6OG48Ty8N0mTfbjzGqF3gE7duPG+GyfZ8bGw8wVFyE4gpbzw4UhnyQN1qPKF1oGgCZms8bQZq1fPebDz0Ju+3bDttPAh0MTZIK248o1tKaj/vbTw41YAUoTtuPLhkdVGPEG08QXWnLtKXazwlbmyQsDVtPGBRDNM/7W085T1ZmCrkbjwQvKJdBspvPNdpYRXL1Ww8o3Ve7XDQbDw1zCgm9MltPH5IZZ2SM208YEyvqi+PbDyvi2PCMcxtPIdNsZ9Tnmw8O7E3v2+sbDyVG+HmZwNtPIo1zXYsAm48MdBdKzLHbjwqyk/hDXhtPLitYnwF+m48wH6OOlVkbzxH4UB3AEpvPBPPgCI9A248z9NfN7rYazyY4MLTYPlrPCer7V/D32s8kV3pCGFqbDxhoXzynjVrPC6/hH9fa2w8rR1lIN7QajyMjpc15WxtPK6w3oN9wmw8yCwMM4xjbDx/zmVjZ+9oPIm3ZzdtIms8STfBbi52bDyIDzyx/fBsPEkGKKmcMmw8NGIiEjREbDwlWE41id5pPG5fdRqz4Go8DauRbb9JbDzfhyhArztrPFdQkaouv2g80zFPTYblajzqeXS9FL9qPMB4v9OoEGo8ThzxxjaaazxKdLaitUxsPJzgn7ukiGw8eyDlZ2MUazwIJ6zIpIJtPHb41v1Jxmw8sYoxMXkHbDydEMnADbVrPGftYXMOw208ynQIOY84ajx7EcdJ7ORsPIOHjTm9v2s8LO0m8m6IbDxhNE8dIUxsPNE/FAMYgGo8AzwauhgBazxzIHdZvmpoPKmXA87tn2s8iJFKrkE5aTwQeapyt3ZrPGp/I6bNUGs8WkjklfzYbTyfbhkoRbVtPPW35FZ7nWs8TST4h3xWazwAPqbUhsNnPBG5obxReGw812S+E1HlazyRdYoTS91pPFLiBdm8Smw8NX/vNcuDaTwr8qzxzKlqPOQF0qtxaGs8FuWBVS0ybTwq7g1R8K1rPKcJuNEtyWk84DOX+UJiaTwoJvXT50RrPCGnWwZ4wGo83AOWPgYGaTysDnBcZiFpPCAlN8Ktdmo8ZemkQKfxajwhS+u/OONqPM2zvZxpFWo8UP8HA/dDbDy65yn+v+FsPCmxLz4s9Gs8bIkSniJEazybptLLnxRqPMTAJhOd8Wg8v40w+dhaazz2XF1ERjFsPKkKbjcOSGs8HyZA8KIDbDywfjGH4M1sPNO3IMBYCWs8yftXDwgRbTyjcR69j9hsPCjWoHsY6Gk80LP7rbiyaTwSve2z85NqPCmeCg4QQGo8UyToAsDjajyE2JOKDudrPMKcplyhUGs8AcqfiG7JajxjxTAQwS5rPMXP1iGrp2o80PZeB+kbajy8wwcMN0ltPMBfmZ0r0W08LGk9wxruazx/a12xC+1qPJ1+R1l5mms8a4nhH0qmajzJ7chmUyJpPNOplFMMAWs8Yt0s4RUfazw9xG3a2+ZqPE0002nHoGk8zHSU73yTajzLo1B8yG5pPGNLXWbyn2k80LBuos/wZTzH+Qufb+5pPL0m9GmW2Wo8DqwDM/HbajwdQe7oLWxqPC25D5DWHWw8HROETFpzajxf16Ev62FqPEpvr9uuO2w8/r3m0DtIbDwcP/+ab+tqPEi24QA/5Gk8dR8VUYW8ajwx/4QwLFtqPJ5M2A1ejGg8ll6/ZXEoaTxXDVRkL9NpPJBCTfvHsWo8cb80IdJ+ajzbpa1ptI5oPN3DT4+w5mk8w0VVk2hoaTz4sNGu/2RoPNdPHxRwdmg8vwZYciazajwk3l9OOm5qPOrXQiECKmw8x7n3meuxajzkEhrnB+lrPLQ9BBi5tms8RQ1MREfmbDwDt5j3GdxrPMXzJzK47Wg8gvZqveT1ajxU+a81wYlrPJ/Avr+qHms8707WjHbCajyQw2Cym0drPMnVVAC/hWo8okiSoj8vaTztBHEGcPVoPJxSFJXaTWc8tVN+tTP2aDxHdOQ6qktpPIH1wh1c0mo8O9FKG1CBajwZvEfJztJpPBmPuGZbz2g8W352khBNazzcdEClUi1rPACXuNfUims8k/PFn7iAbDy0EGiGfn9sPOtGTXF742w8s+Kms/RKbTwWB3dbZ9BrPJ2zJvK6X2w8Zbw391eMazx3R6wUCm1rPBJMYUdokWw84Dur/FJuazzSGM/XK5ppPJr8l/pg3Wk8Um8JQdv+aTyvVNXp0jdqPNUjCkWrAWk8U0952nUpaTwnH3WorOVpPHKufpCytWk8pDil1dZjaDxFdNs8QzFpPHdlOo+Yr2c8nxa0iw3YZzxeV39zHSZlPFCZEEAOfWg8YSD29czfaTxG08RxfoZqPJK0AQZQF2o8G+FQeWH5ajxqEajfVvxrPO3YIVIMI2s85Z4JSoAOajzo4oWk9C5qPPchiL9DaGk8l9ga37GkaTyL5cWiN4BoPIoA3U5Lf2k8JTxH9kjjaTzp4ezeTmJpPIRQhAp5T2U8o3Jf9yHAZDy1JGcK405pPEGiMBCGa2o8ARsNV5dwajzuXKl//zlqPPg4MwTmgGk8tcXsXhgraTya29QI20ZoPEjNXZOvSmo8kJ1weqACajy4hKimZPtpPFR/mGUsXWk84b0kK86tZjwhrNsKF0JnPNFFow0bOmc806iEK6giZzzngLiyGlNoPMNBRoFiPGg87D5/9k8PajxFPgkN3kJpPMMgsq4QnWg8kBUlvlwSaDzT+IcEY/5nPAgbCL1o+mg8rQJCjbVsZzxNhbMPQXtoPHB3rNitImk8vztop5oFazwXhg5u+6ZqPL7cjT5NHmo8IzfYXfvdaDxeYmWl3qhoPBMcsRRUWmo8TdXp5OjJaDxbcUXvFSJoPKUyTTgtr2k8N6p9ylMiajwKCZMOeEFpPJHtoVvYQ2o8Z5CBil9VajzXWBme+EdnPIRBzSVJwmY81mQhMAM2aDwIWmr/WmdnPL43s4dRRmg802scRr4iZzyUhr1Q4nZmPFr3TrNuRGk8AYWvMoviZzz2GA3L0IdoPAwXUFGI8mc8AKti+HmBaDyHKP82Z0lpPCToCLhl3Wk8Uu8hrOOoaTzna7kRe3poPNB0O1imRmc8w0zzFbT1aTwsAA0YRahoPMj6I4svYGc8yYSuHNDEZzw5Iq23BA1pPLHI51OiE2g8H1n+Dwh2aDwO04ndu9tnPDfOOHvpWWg8JomN3cckZjzCEev0UINnPHg1CDc26mc80gLhN/KaZzybbk36uAdnPKF7cIwoiGU8VOl2KR5aZzyVl+jG7txnPDWMALJosWc8rtOMYBIQaDzXirsCc4BoPPdbFieaVWk8Eyec5LXJZzziXmSPDn9oPBFu1N3CXGc8mSYLuh78ZjyAT9uCmTFmPH8+O/kwq2c8hUI2mHL3ZjxU8SFv0ZxjPA2705aGNmc8fShelHoZaDze8NH/dd9lPBAOUUQDXGc88ku6NtRVaTwewKF4dbZpPOXNWGCtd2g8KUnPyVqkaDwRAGPqtG1mPPL1Hnx06Wg8C8qEZ2l5aDzRM4ONr0xpPHalAGLZYWc8TMJQlCY7aTyOWPrcAe9pPG+hAuEpJmo81DMWmvsOajx0SyPBbeNnPOumdA++pmk8ygIFWoXyZzzFK6VEL39mPLmQafUedmc80Kqa+r9JaDyXaQn9pEVpPC3H2J227mg8Smg0ko9waDwg2Q0GW1pnPDvA17jsXWY89Q9A5xPdZDwW7vwt4PBmPGO6h4cVOGg8CWYm0xyIZzx8nKofV6poPNil/i9SDmg8Ve+OejxqZjz1UO10qTdoPPaw4LWfmWg8lVxxD4KEZzz1FcwreopnPIdbLxoZrGc8A10jZb7naDyM4JF3n3ZnPCzwxfVxF2c83KxPfF28ZTyono6efr5lPLRltxT3pWc8+G8GqZTEaDzV6RT0OZtoPFm2V/Dsy2g8LShPlvpAajw5qLFAAjJqPCc22hXFq2c8q7p5fi2vZDxPiEjYgtxoPJAv85U3EGo8G6V4UOJPaTzHhV0791BpPLGn+D0vh2c8NBwoXt+iaDzYrA3jNJppPCKa9KjKSWk8inU9yT30ZzzpZSlNMSlnPFWMS/bIumc8mS8BeSnuaTyTXxYwHntoPOnLR00DQ2g8bkzpgi6NZzxbl4P1NJ9oPOae1HXuTmc8FVrf17lTZjwJe7c5sdVmPMRXQRPFpmc8scC4JC8fZjz+hWUu451kPHRGu7eajGc8B19+YcQgZjzAYBTMjlhmPG4/nkxTk2Y8Ql+2RG6iaDzeCTzcRXRpPB8GuIG/2Gg8yEGoa22YaDxnkYwPFRxoPIyPGctzeGY8rkmGIJYFZjyMz1EWK6hlPHBcrWf9IGU8PF+JosyUZjxqkRVvQAFoPD3H9YwHZ2c8gBFm+RRuZjyoyEh5gmhnPKZUmAF0jmU8t6Ph/fPoZTzYJBAflY1mPA4cASm2fGg8IXaIJSmnZzzY1BM85sZmPDprcmqR+mY8aa4ycUjUZTyOThSDNcpoPB/ZlN5xJGg86DUOjXbyZjzZORFbKC9mPBcagtqP0Gc8yy7J7pyAZzzCTvHuBH5lPKPtPrYOaWY83EKFrJ+VZDz9U41m5E5mPDicLUnYuGI8kBPVe9FJZjxlnkOVvnxmPGAeF+bBEmc8kI9vzj9IaDz7zmmtKWRnPFEvGuXVj2Y8NzbQFtqiZTxv5kSesgFnPEpukA1DbmY8BtGZkecYaDyvNc70/BFoPNmz5SbQhGg876W+jYm3ZzwdYo21rHVnPIxNa8xz32Y8w+2izJfxZjxRI44nx7tnPD/OH68mP2c8GMQR9wwcZjzczaB3JKZlPJl+zSHt02Q8nUQKbc97ZDzTglpSz6plPGJv5fCW62U80Ln7Zz3/ZDzYQsKqNtNmPCfODQjdEmc827FXu1NUZjzqK4wStxpjPAi50TgizWU8gBozz6ixZjzi4hBdn2RkPMbykqLwaGc8tRlI9N0EaDxMJiWW7q1nPNyiRNtdE2g8fZb2DfoGaDxu0h3lJX9mPAmkoazMLWY8TeHPXlFFZzz3Uzpknf1nPL2WOXpLS2Y8t5XLAeEEaDzKqd41cp1nPAsQXwAUbGc8tjeo7klYZjy57sn+1TBlPLq7gzyoaWc8PetydynoZzzF/LNvP2plPNIre7SJKmc8wc6y8UkoaDyPDfW3e+JnPML4R1tdWGY8Z92aFQZ9Zzyhx4/rP51nPFUKyND51Wc8xcOI2e7/ZzzcmUz6qZBnPM36HuGTR2Y8OdiNKCuHZTwbFksBI0xkPEkuKIb4dWQ8eCzeRGkCZjzwsTQfzp5mPMmba5AAy2Y8s5+wB51LZjyPHj8IStBkPDDKI2kAY2Q8SaxiJwO0ZTz5IByP/2lmPLbW437ULmY8W7lM3/iSZTy3MZkm0YRkPEswwqn4mmM8nBF2y+FdZDy17hh15+FkPHF3hzzGSWU8RLHLTVZpZTweHfubFpxlPMRWUqmDj2U8nCHyoA2LZTzsElvR1rhkPFyem7o4E2U81MycoL1MZDyKViIs7UllPNnZau2zWWQ8P1UyMy6yZjzk54cPxZ5mPORBST8qNWY8B4WIcBI4ZjzrmzN3J3plPE47BAOaT2Y8b/qsQ6nkZTx0uWIoSJ5mPASXnolge2Y8qt8zTQcSZjzKvWZcJJJmPJC7ndIb8mY8rMYiBejeZTw+E7qmPCBmPF70kKuqj2Q8JHOTF4BoYzyU288Yot9lPJ/CMgKBomU85tNspuStZDyiMBYh8GBkPGCuo+PZDWY8GpetXJfyZDxgTe36tABlPGmEBS2SFGQ8l/SN4mdAYzzUuU3qqfhjPJccK5S+fmQ8TQJHWxGlZTyBtrhzW8JjPHRNhG17WmQ8Buit+6P4ZDx8Mnlw85xkPOU26nG4f2M8BEzr3sKiYzzSYtnQyMVjPGIdULkJF2M82lk6lA7IZDw2TWK/KXVlPJlbZt/KUWY8FI14tsNtZDzjKpjQVYFkPPlyRcMqx2U8QnKq+z2vZTwkiZnsu1lkPPlLMHZvh2M8aaEb+cbCZDy3oxhYGu1kPK/VK23PImU89r2MYKJUZTzs0a9fnT9kPIDz4peAUmU8+yhEHyepZTwbYEWrb35kPKW5kKYjSWY8JJc27JMsZjyhG3dwm1NkPAHs7s8WD2Y8Bdy28tB9ZDySsn0ova1kPEYiFgNamWU8yhtUxNukZTx/euGncl5mPGPSHjPG6WQ8mImYII9CZDwnl2rhm4BkPG4FyNEKymI8RH4N/aCRZDzzFy8GeVxlPIHgf3zARGU8/NYKfVVZZTwptAvPh35kPKcuyy6MFWM8dB/yw8OTYzwd0MjpOFBkPPXeE2T0DmU8PosoBt9NZTyWTaRq+WdkPPX60Sz7LmM8a3R5BH05ZDzmbIziLmRjPH5bso0KWWQ8/HY3+ilnZDznmzZgMMRjPI16+wUZWGQ8EO5h0YTuYjzu0KOBVutkPF1p2opTzGM82PY4KCy6ZDzJgxnMX7NkPBq7hLuYs2Q8vk9NVB3sYzz/Hd+CYRRgPGl9jIkTYGM8vXTZymgsZDys3HQDhJ1jPHhs83K3NGQ8GWfeeqe+YjyaEtJ1F25jPGOdrvNSrWQ86qr6qZC1ZDxm7AEaYzVlPK1LqsId7mQ8YN/z0SEaZDzbcFIQgOliPKQkwDyfJWI89UpiOdQcYjyxjg2I+uBjPJqF/w9p9WQ8vG2NB+XzZDyggKI7F1RlPJGzgEjrl2U8sYgLe/lRZjzOmxHJ/+hlPEIcGzSIw2U8Yf7pMX5FZjzBOwKVvURlPA0KR/oirGU8AYMfP9nOZDyEbP6riBtjPATJWe/e1WM8b6z8kpySZDzwS0A7IGtjPE2MVXtxjmM8EnMqT54qYzyREubuk2hjPOUoBJn4qWM8uX9oL1IlZTxYAkU9OeNkPHaJ9B3Qu2M8WkHl9lGNYzwuCKRTtylkPDE/eUy2t2M8cMEQA/a0ZDySG07jCfxkPBPt9dKBMGQ8lIJthKFjYzx2wYrudcZjPIdPk7oBzmQ8000Mo2xXZTw9prKf+4llPKCqKtwNrGQ8M9uSkiegZDzx/3rYeTpkPDxaX3jQg2I8CfFJXFuOYzyfKXnwnqdjPPaPSQDizmQ85XqTH7P/ZDxyBpnrSglkPGcyNGxay2Q84Ibv1cuZZTzhguitT5ljPHg+OZMNCWQ8IORV60llYjxlCBRABVxkPPYL/2B0B2M8SbNaUEn7Yjwd79nDrPFiPOcoc8ikMmI8TY6XF0aoYTxzqG4WwmxjPJW++LNa6WQ8YrYjBDoPZDz+WTxV+qZkPEplKb7CLmU8YeHK5F9eZTzXhUHSr/9iPJAPxIWvX2M8AupeLyJgZDy+xfqf94hkPGXCBxjTPGQ8hFvJyYzTZDzEPbewbvJiPCIG5+Pvg2M89/dVD9dYYzyIK5nMcORkPLdzosnZ9WI8zWdkEz04ZDxMMzwjG6djPDMAvZDD6GM8fipBw4hhYzy1GHyOdqBhPOmJkHgnumI8OkoqRszSYjx8e11Us2hkPJ2BBcLff2Q8MXYYQKQCYzzSmITAmMpjPDEo80S5h2I8sWiDaEkGYjwRLJF6WyxhPOHHXug552M8+JR9qbR+YzxBGGXiS4RkPDVABLEcqWM8A45qPCFqYzzHbZOerRxjPEfFgMLUsmI80DFRJLSOYzym0Zu/7dpiPATtaXKd12I8yABfRzvlYzwVFs2vYEhkPK36MOVTL2M8w7E86UypYzy3je/V2OBjPDj4w6dnIGM8Vt3xZ1+FYjy1oxxpH0pjPDa/qDKiEmM8InjSBNFeYzwIjw1MBrdjPII54CPM/2I87dF91sZZYzyyM/NXQxViPI+TVHcKT2A8G18eYJPnYjx2tj5wJbJjPCaU9ipzD2Q8sHQyJbh2Yzy5IT+NLsFiPKxvTUk/jWM8Z3XIz+o+YjzplN4UQXZiPIZZhcnMqGI8Iht853teYjzn5kErsvliPCoj4ZpcwGI8j759243wYjxudYnSIVxiPDqHc2fYJWE8qJV4hu9VYTyWLYIMmMBiPATaMzcQyGE8wAfwFUu4YjxltKOtYZJiPHRQBEK+r2I8gR+mIHzXYzyx6beS7IpjPCxuBtNKgGE8oj+RoQATYzzdmjCBujRkPD5F6YSkXWM8xGvCQQqqZDxIAKPaYNNiPKCx+Q6oCWM8gVluJ5cOYzyGSxNmO7FjPBb/r6vkvmM8r0bFYbXiYjzBP3QmE4xiPGBevWt+E2M8fmzUR1dfYzzgW87pyNljPNltclppd2M8UiYIxr2VYTzMJPp37+JgPEzVlKI7G2M8Ufb8F7z8YzzX83L9gH1jPK+GE8lkiGM8dQ+i3l6mYzwEpfi/ReRiPKdiWskJNGA8ZakW5UEHYjzCvBs5lwpjPAoWGZ7uwWI88Dfr7IiiYTwEOvxTJ+ViPPlDolXGwGM8DksE5addYzwFjC6k1ntiPOL/D2s6xWI8h71PhfToYjyyspoLbatiPLMurOB7cGI8A6C3jygwYzxHDEFyc4RiPKuIw6ekJWE8xiMz4wf8YDwM1BsbPyZiPNf8i2TmA2E8fHyeOO0eYzyPwHC5yURjPLFafY97qWM8Se08gIPVYzzSVIgQHU1iPDWa3ZPNEGM8hkqQO2x/Yjw1NB+Mu/RjPJSQQTRnQGM807JuWRLEYzyWwBiFAVRjPFvU8GFYyGI894UhWv1MYjw8eWt6VXdhPE1UlYNzMmM8PghVcsZVYjyFMPdcFWljPOM/T6BWzGI8eZ3pqaVVYzwB6r6SBAFjPBY/Qgv832E8DMa7zppmYzxPMmGuwOZjPKunlqCl2WI8Jx1VZ2iLYjyCCzv52WViPEph8dcBhmI8DZTGnt4xYjz3bMbZD8FhPIJuNQKUvmI8CmVrDUsbYjzmnnAB32VgPFOKNFWGR2I88hS4AiaSYjyvEIWi4d1hPCH8l0wQl2E8+hgjZO+GXzx7CwabjJhePBq3AxcdOmE8Z29a/8EVYjzde5/S0GBfPBQMrqgzR2I8PZhYFmN8Yjx1t4UKmFhhPDZOBUEn+WA8jfT9W/NHYTzfSzQC4TliPLR89cwNKWI8oIZeqIYKYjxdzQiwa4VhPE9gpvpdWWI8YFxwUCc4YTze2bZhCcFiPDBfWOJnb2M8PIcdgDUWZDySDyzjR/ViPMjxX+3HcWQ8OzgW8tizZDzYEn9RtihkPOInq/L07mM8eLXyl5++YzwcI4Kn3kBjPBjQpJzzRGQ8G45mz/RyYzxNrz2nsXliPPu46MDF6GI8XF10wDSDYjxhBn6yYFJiPCV/fBdzsGI8qhSgAzb7YTwwRljgC1JiPPfe831YvGE8RNwRd5eZYDzLh7c5r+FgPEPPJ0hILWA8kBCzVGdQYTx2Cm2W+1NhPFlIz1HLQGE8Ymzs7Ym7YjwIRIKLq+9hPGANzXlFE2I8dXZBSg4SYjzFPciC6wNiPIHSIXISuGI8vBBv0bslYjxply/oNDpiPMuWbakJsGE8BSyx6CKAYDyLgauThiJhPK8aeSnxc2I8Ik4fVQEGYjwtttjWTalhPGTvATG6FGA84trSU2kmYDxGS/xN/FRhPD8EPgvF9GE8oLQ1QlB+YjzZjS4Q9xRiPDYy4pK+vGE8AlzGgwv5YTwQcJnNK5hhPMVXJjX+LWE8kia70FZVYjxGX3OUlrBiPDKvXItQKGI8JuPnsqitYTwHWjB1WkNiPHeCHtGqwmI8HuIC6L9yYjzghdGB4OBePHMVEMa8umA8AGbdQ0pgYjxOLPewmxZjPFPCIr1ZSWM8rh4MZojVYjySYjmTV2VhPGCy/EbCxmE8eWirimLHYTxvHIxux7hgPBpdnrZ0+WE8rewPPvlXYTzZ2W0DOwpgPPR2SJO9kmE8QtNpH2hQYTzmSdkKMeNgPH5yhDPWNmE8gx0VTC57YDzgu3yqnuVePGLcsU+ZemA8BJeoEE0dYDwWoRj3DNxfPFjvAr9CvWA8SYww7Z2gYDx2ZlbvZMJfPB2N+qVMZF88mPo/IIsmYDwCw0RvFl1gPP0t/UXqBGE8grDhb+GmYDww8uD3mJhePFDVwtnAGGE8bVeyD3wwYTwR/uArcgdhPPDcoM1LEWA8/KvRuxLDYTyZAGZVzE5hPHUDxK6lBGA8ZmFj5EP6YDyvIsyspq9hPD10B+CGd2I89iGjGw1gYjx8yW/nya9gPFhIF/n6cGA8Nq/7wo2ZYDwoqbZxrf1gPKCngwaiPGI8bCPsib9xYjw7u89OK+hhPKM8hoySXWE8ty7GuTgCYjzwnv1l3FdhPNQxqkt3pGA89hfRyS96YDwTppGLdWNhPA7sNfxiHWI8asS9QpgPYTyRvs6lzgdhPPaB3n5QAWI8wbp4jeZ5YTyWVq7L9EZiPFjnH07qE2E8qQ1+7R8vYjzbdZrfrMNhPPSP4sq0DGE8xGQbLKsFXjwo9NrB/DhgPJeHWkXL6WA8oo8p3vb8YTzHMUT4gaJiPOkkcixX22E8Io07qtuIYDyPTYG7gv9hPNIMR6OYs2E8J5Mz6yHmYTwG0f96t8pfPIxQL1EGw2A8edDZFi5XYDysG77aRBZfPJC56swyL2E8HqK23pTMYDwOzHaBOblfPNXgGZe752A83iQ59e9wYTz6/KP9T1dfPGwREj/QtmE8WFmedCZXYjzx2eQIyldhPASCTHDriWI8v+WE87hJYTxL4aXxj0VhPMWTFQT8gF88/vdeX5QPYjw6YBqMyoxgPGgA1iCSrGE8xZdGMgRkYjxGE2JFq4FhPIcJVPJkCV88vuqGtY6MYTxf7quZXMNhPMZjBGAau2A88tr7/0IeYTxZgErHC0BhPE7QWjL9UGA8PKeJH48jXzzfbhSJNX5ePElanK0GZWA8AbUefbWeXTyptZw5aXBgPHtoMabLI2E8UNnfUNSqYDysPAouo1xgPLwjQC1b42A8mL0Yrt8YXzwR/g6Kwo9gPFA47g+lIGE8CWiVqRggYTx1dvmNi2RgPL8wZnZvul08xapCDpVPYDx2k3OgX6xgPGZB98MZqV88j1Bo2PZvYTwNyb1hVJNgPHwP5hVIFWA8SlPJVPW1YDxHayL/PAFgPHLbs7LCV1s8Onu0hSJAYDyKITdRTAtfPJUPBCeZFF48pgflKIvFYDyYEhsXpuNgPEK2T6rBMF88k8D72MWkYDzAN/h4Y9VgPJ877eDC6GE8cWHpaBLwYTzAaO/qebVgPLZIIM5cj2E8CfAMVsDwYDzvglhrnPZgPDEZtJuv3GA89Hk5UTUuXzwx8Wz9KhRgPO8HvVdY2148CDMVwXxSXjzRxDiKtshfPG2xLoiXqmA8EG3lTP/TXzyAf2BnQKtfPLpEO+l/cV88kxz91bucYDxld8MH2b5gPBM2lB8a1WA8NEWiLaQWXzxSg+npEwRhPM3wAFcrYmA8sHdXWb+EXzy0F3Tdv69fPITnyl98G188mZMBHeXkXTyKc/yC6kJePFAlO1GLFmA8OGs6KZA5YDx9oLIsbVZgPLjY1FNKhV48kEzjCcreXTzX9dDcan1ePIv8uXkZQ1w87CS6mdioWzzeSlb7KNVdPEQBdx1NCWA8TDb3bnjtXzz3pHfYgYlgPJ0Wwh6CRGA8B5O0Lz2eXDwqUGp5Yn9dPGbcCaurHmA8QMS6acTNXzwTRZmTklBfPFIfZSjZB1886FgwqWvWXTyxtJAd7KZgPO5iJtkJJWA8ZkA0pneNYDwtPQZOm3ZfPKKfLj/wHGA8qW4+0A0TXTy5+RPdoMNfPHQByvX0zF48imYt9NdcXDxb+U2m7cNcPLlzbJqKFl089Xg0kvzbXDxKtcWRwiBePBPGn7OiDF48t8VsvKmsXjzjgZVQr0ZdPEMrlZr0Y1489qb6wFvtXTwbMTPq+MNfPBNyC2/Dhl88koE8UZiHXzzVYeBcIKVfPCjkWGr67ls81pF2I1UiXDw4IkQxvNldPCwr/JjhRV08OGdKxML0XzwGjJSV0tlePK759SzstV88RiQ4KtkmXzzs+1dE4ihfPDboiA8BlF88sS6VEVbTYDzldXlhYQlgPAzTuUY2xV48QNjotRZwXjzEy+9xyKJfPHrptKWJuF48nGo+U11JXzyl0SKZneZdPCltAXMLCl48yz+fM21NYDye4nJ1qjxfPMl9bJYInl088Qmo2AeQYDyB/v06peBgPAt38UiOnmA8vDqleP8gXjyM+tbvvHtfPM/sqFkIFmA8C/DQUzQZXzwO2NWSqKhfPJKQTh+5D2A8qhgb5J8VYDzyqUMz0HhePAzjy6kJoF88vIIoecgYXjyEsoBhxJlePEHDAY5pYF88FyEP5vG8XjwFB8aX4XNdPF92cq6yulk8zI2FAQlIXTxbR74G6WFePFUxsZ5SOl08RPIhbCvPXDx5FW2es7NePMNLKZzZTl088OMc1YocYDxhLuSeExRgPI5nNsVii1088q80E0uYXzzBVniuFKxdPOC39/tqol48Ve/NfjusXjwG0MjqEAJdPBQJ6tyPQF08hXfgpf96XDydPioVaMNdPM2xj/Cs5F08LvOZY3bbXTyxJhis5YJdPHw84iB8IF88hS+jJJoTXTwFkAfwr0ldPGSESDA3llw86PZ/eIUWXjymocSteitgPMJ2hg8uXl88JWG+KKBQYDwDISPnf69gPCOJ9LqFTF88MRLYBCINXzwuINL3hZBdPC66juFDWV48pv0pN3F/YDzLWnZvE41gPKPALP9YTmA881xC355EXzxDh/xPv1ZePI/b/p2fv1w8q7ihpuTzXTwQWXbcSfhfPCa4sETgJ1882gUWAC8RXjwxuDH2G+pdPF8TjdT/kF08e/0Edd5tXTxr2StHrbpfPLVdV0QLdV08tzchNfM0WzxZc3pA/qNfPJZFpP/Ct148jI5EPYQoXzx74M63nFRdPNX4MY+ARmA8O4m2Gy9sYDylc089cJZgPOY7ruBXcF88R4K6UcDZXjxUP/9DOAdePA7JjDs0d188jrnlj9kmYDxHJrIrCkdfPID6BApKlV48z5DPXJmTXDzN1J852h1fPKGo5oX5b108xwRw2okAXjxOoFzFrHlbPAaOIlQ8RFw81z8RNKKfXjwjRmYWnx9fPNqajlDy1148B0/x6u27XDwmUkEUQY1bPNV/qnOePF88/+5oTCYgXjwylHdnn8dfPCpvt3RAtl083hRm90lSXzzl33r4R3JePB8N4Z2jPF88oj9Q5MrhXTz0pOXalvRcPDPo4Lqlglw8cLMkq7XgWjyYJK0r5bBaPGt205VnhF08SawXfP1YXDzbU6JLE8tdPDheVrrvcF08qkgq4UPCXDwE+926f25dPFbXomRSYVw8fooP1eZ0XjzBiz72oyVfPItf8qRzzFw8Zh2bY9SmXDwscv0ZdftcPKpGYwA0D108uljO4qvKXDwJQlEfInhfPAU6JXamZV889MU5HroOXTz9v/jByAVdPMX7YRrV/ls8HatrblN6XDw0r5EEH0BePMXECB++vV08XH+zaTxeXDxQErkhZopaPKb4Jdcpz1w8hxjEsFtZXDxoScgkMaRbPBsJYJ6E1Fk8zA7cyHC9WzxqJuPi3r9cPJ6mZUJhuls8JLtmQjfeWjzFIOWr/yJZPKKUf3ezyV08elZv5e1dXjzIG1SVzhZfPLqGcFrStV483ovlwKPWXjy5Qoqd7ZpcPByuT7lwlF48CyfQCn4HXTwm/GSrvDJdPH8wwbLMOls8Qh3tv84vXTyX5DdBid5ePG24igub0l48s7W0n2UMXjzmtM1vmMRcPIk8BLMpKl08qExfs/drWzywO52Hz69dPNZ1aZjkqV08zAwg8KddXjw3BfEtzmVdPHK6CvaGsV08UgEeJxDPXjwmfMaoRdNbPImETjE0LV0845k2LZjVXTzcelfFEk5cPP1cnl9L01w8Ogb7HNFpXDyCrZc6O1VbPA0hXsovPV48J1ngPDTYXjyBoCWmTadePPAqR2s3i108sUNiVytIXzzelENbGcNePBkGPBJV1l08aP3Z9wH8Wjz71xLQ/9laPFtTNkG1dV08R5P3Oua/XTzB5nU3Vb1ePErQ9vDc9l08u6mxtZ6zXTxMaGrlsqlePGNpynx8Al08yznoOOP7WTzt0/i/NoRYPBVX09ke7Vs88miCXkbsWzweyl1KLxlbPPVxXgOaKV08bBp10XeVXDxs74XDCNFdPF9jXJPy5F48haXMjrmxXjzNgIkrK11dPG+LOo1ErF08P5JtEEWeWzz4DLPHw7JePGgh3Ulsil88JI0UMTG9XjwCdCKt2M9cPC07dyvnQFw8fGGP1ik+XDzjoBQpHVFbPJJFQ5J0tlo8Vw7pEVcBWzzLXudlizJbPMizDQA2E1s8SwT4tNKCWTxnWVaUWO9cPHlfcIo5D1o8vl1JsV6kXDxIMfMiTThdPHU2QsxULFs87h8iCTHtWjw1AzwUJbtaPJV0fwdATFo8qL6uda3YVzwR+Jop8jhaPAbnP0CjVFw8U6JVOOj7WTxHI6sowN9ZPLFRSUM1+1s8zbUotBchWzxQZJo2TXZZPII8EeRdRVs8nKrqs3jlXDxou+hAebFcPO3RO75oo1s8SJ9Cru1mXDzz5kiz9vhbPInHqG1VP1o8iCXw2aTTWzwlYjWAxmJcPAEap1/bOVw8FFfZMiukXDyRAINKGNNbPN2/IfhKtFo8Xi1+bzctWTyFsWOAFOhZPBVyg68D21s86dmOqqCGXDzZNPiW4tdaPKKtianmxVs8Znfz2HabWjyDRATTu15bPJaK8v0ieFw8xkfmQhsCXDz9RzY9zvNaPN/xrfWdP1o8MUMEMkLfWTwugAwC2M9YPGo5elucNlw89YbhRmouWzzZDIXOzb5bPE9l245ZLFs8NFUKvBAdXDzGHjnm04ZcPHfDYtiGeVs8gG28TpJ3WDwaJvSnJxxcPO8rACtLQV083IE6xzw7XDyOYx3M/dBaPLkvUOAlh1o8X5aDm+cwXDxfm6YXuxZdPL5jwUodrVs8Ya6bQToQWTxCZIgpfINaPK1t764bRVw8ecvRDMYTWjxVzEJdUnBaPCxx36mccVs8f+U71LeOWTy5FLg1KMhaPMgpNv9sV1w8cSxnwmDkWzytyG1YFZ5bPOZvyvzxiVo8EXTwSA/fXDzgnoGOIGNcPJvnHo1EA1w8eq8hrzyhWzxlk77oKFRcPDmDFvFiwlo85JAYxlInXDwAeuqYaotbPNZE7G17NF08WkvJkxdYXDzuvGaB4dpbPAQk79Ksq1o8K0KiKRbbXDx9GEJyp69cPGvCVgOD/Fs8JHapZJxYWjxPoH5aK0ZaPGAvZkwPtls8/1J/irfUWjwe+XbHYgBaPPI75fWsplg84Gxccvj4VzzgIti7ZtZWPGQaUUuNYVk8poGndbx/WTwo+azfRV5ZPBy2UXjX9Vc8X0wsPr+eWTwEJ39cirxZPHIIgWlgg1o8dvfP/n4mWjwIrKi0fIVYPP57351Q5FQ88aEBVqBHWTwvM+SHYylaPIHxGgxYW1o8AouLWYx6WjwWqEs3+vBaPDIUDx0KF1s8pwXcHo8sWjwSJnZsZFtbPMhYX7lauls8bmbYSdTNWzytcktcazxbPLlP3vlFv1o82ONF97FOWTyR2BUUxhZYPFJ6knvDqlg8AgcNR92uWTzid78wX6haPC4ayh5WMVg84uaAjLLpWjxCh3FklkBbPKc+tpvjWFw8+88tgZS8Wjyk8xUBsSlaPCtWxj7bYVs8uMgIV3T9XDzq7vpaVjZdPAt/bPJqNlw8nA8kazsWXDzbWANtZBFdPBwrc5W4+1k87D62TGi/WjzKg7Nm0HNaPPlbquCYuFo89YxM5gn6WzztmQIbPjFcPJHbOHilCFs8EYRGPHazWjxkh/rOWMZZPDYwXjELXVo8tJa/jChyXDzNkjs8egZdPLCeXL3h1lw8RJoJuQ2pWzxFhefWzlpaPF1YICpW71k8dFTvyEhKWjz2G0bldOhYPBmMwgFGFFk8rOhcPNlOWDyEah0AywlZPE1saiQA1lk8z9CMBvz5WjwiyzdDr9BaPCxxt1e0+1k80jloaxipWTzXmC92KCNZPA3+38kM/Vg8QozGPX6xWDyQCLP0oaVXPGwLyZTC4lQ8gYXvYdXZWDytkrmuJydZPCsnWqQXAlo8DjOtH/gwWjxafsQbnLdaPD6FJM81mlo81SYXTi8lWTwh4isCLSdaPAWdu5ve5Vk8IfrKBALTWDwdk459e2taPA2Vx62jRFk8ihbNOUpGWDyKzdbXZy5YPK5kJOnqHFo8KRCCaohaWTxE9Q9VQe5ZPKeRUzXkbFk8bNuVQudEWTzvrc4LQE5aPCLlOvhxD1k8kC6ptwdqVzwNSmgTSYxZPNTcIb8P9Fg8+y3Y4uGfWDxFqesCMENaPFgfxACbGlo8eoh4Te0dWTxWTAogECRYPE+/Y+B3D1k8FriR9vU0WTz7Cyj6NWlZPCuzOEdsdFo8fGo+hGEnWjwK77pHcZ1aPLXpfABR1Vg8OZDQZzY0WTyQD8D0MbJYPDkWhQ6aGVU8RcfsSlN9WDzM9LlmeD1ZPM0dpHUvpVk8E9SFj7QcWjyvugzmE/RZPIt9UE9DZlo80aIKMjxfWzyclKBoBoNbPBdYaMqqOFk8uSXT6jLWWDz9FMthv95YPFgpoTuSZ1o8pLDhp/8zWzwCXRZHyXpbPO7szc+HBlo8ctrdLR3BWTzEazKZbtpZPLC9I/pkZlg8q6MIXf6NVjwMLCfxHYNXPBDv9d8P21g81jBER4dcWTzs0HtlO+JaPDXt7yJwCVs8vkh8s3vHWTwybj8O971XPP6nS8xorFk8QMMCERzSWjzxS+RFuNtaPCqGuLt1+1k8qr8e4QXdVzxoDm/rT3pYPGpNIQhFJVo8IktQUrLYWDyy8O6cBSZYPNj+9/HOQVk8l0/CdDB9WTyTuGx+jipbPDZ0mFGka1o82Ohi4IQqWTx84x1UqhhYPPA7a6fbY1g8lshdZfIUVjxPMqTBJJ5YPPg2FJBRwVg8Z9KuLN6FVjzRjF05BIxXPLXaHosUaFk8sOA30t5qWTzvDVN6OtJZPDGsdzyc41g8kZvbR+YgVTyHG+9JEgZYPIViRnbM21c8nBRX/5yzVjz6f20MhxRYPM5C08T5P1g8BpSAM46HWDwRxNSLD41ZPPU39bxh0Fk8HtS3VbAeWDyrpzA5PB1WPLzIYlJuPVk8JRbawxwxWDz4vbFcBNBYPLZs+o6xI1g8bMNzjmsOWjwGXCHHQfxYPOPR663FHVo8Fvzx6e0NWTw3k6KyeJRXPIp/FItlG1g8FNrsXULpWDxLOdUcYclXPN+cvGd+mFY8jw6+Cz/UVzxBWyTwsRJXPFSheIAabVc8iZdWuqpUVjxf+iDCSvtXPGPW6QPjxFg8pXFK2TqIWDxVsRZZLX9XPHlL6leyXVc8T6/fHhTLWDyf5KjY9W9XPAjOQ25jNlk8oSmNkGvhWDxAIlikeytXPNHV3jRkEVY8nE+cZVlQVzwtnEENUqdYPAh6G3iHTlg8I3B+lma2WDyJh5AMLipZPCoCCvoLEFk8Tx5KL8BqWDwptfTnf2hXPIG2+QB+hFc8N5+wOkEiVjyuBZOcmHJVPJFQ9UxtslY8V4CYbYjjVzzOSJ1ubm5XPNK7FSzM3Vc8AEmK2xbhVzxX/z6nbW9YPH9RPqyLXlk8H5Egz30zWTzxXTHGURVZPDRLdb/Xk1c8yC7RUCt7Vzxz0uazIHFYPPf1jYmIslg8hr2ElVoTWDyLnWcC07RZPLpQAUX8E1o8C5D9X8oFWTw03+Qy+tpWPA1qSwJ8Ulk8lKDvDaOVWTwe7roZaMtZPB+XcrKqCVo8VLasFGBMWjxO4CVOKqNYPH6pISCePFg8PjMVJ/J4WjzZ0foHXLBaPBHcq+B2slk89bmE1wMpWTzX9BoQqtlZPEkfyFl5slc8wvYCtjwGWDyJIdXj/LhXPIoQjeOZjlk8g1Mt1x/fVzx8REpwFJdYPB+++nXw21g8KGBEZsHiVzwr/wGvd/1WPLH1jt3rc1Y8Kl4+iXNCVzy79e5ce4VXPN4SfVYyeVc8AVc+99xEVzw/k+wR9VFYPLGhGbJ42Fg8dgbrkJFHVjztuoNhZYpXPDjCShSYZFk8Y4tzVVaMWDxC8ce9nIxZPGzNOOejKVk8cA7v0DdxVzwa5t+1XXBWPH4iGzpAElU8gACwtyz/VjwCZ7531nJXPHbUvVgvZFc8m32GyRNQWTwvu1bRF8xZPE2/aW4g3Fk8hk3PpHBcWjxldY17r+ZZPHWblcC7IFg8mUbW1RcwVzymJBWGkCVXPM030W3VRVk8fPzSyiDxWDwpoU3sIjJWPMS0/D9+9lU8uYc6ZyO0VzwJFfa3HHpYPAH8H5cVrVk82V2djn2DWDw+BxvFg31YPAbo9T6vc1k8AQSANUOjWDwA3bN/QEhXPIV3MXcMo1U80jgpWbj4VzzABxI41hNXPI8RRur4zVc8TerEqu+jVjyVy1F/HPVVPGQJNuUmHlY8BY6yxyWgVTxaZSqVPhJTPEoJ1pG/LVY8emHJXy7/VTyuv5EQubVVPL6zooQUr1U8ePbkvWM6WDzNt/V4rIBYPIj1e5+9ZFg8jIh1rHHOVjxPOPJXNxdWPMghxzGWKVg8Gt+bX78/WDxrQ0CXSgpYPHIPSrborlc8rdHccWW8Vjw811nLDSZVPJxwGNPxwlQ8RqgwLR0zVjzNjFl7TzNWPK+1gCibylY8n5fDyDc2VDwlttQZtY1WPDpF6qHQ5FY8Uj0BA8b9VjyUsD4FxbpXPODTejFqo1Y87sSq8vBAWDwzk/6ld/JXPPjuQeAK2lc8WhVMKKh3VzxmU7Xq6NhWPG1Qg8JJv1U8qxLHOSXJVDzAGG/yJ81VPH5mQnoFi1Q8CYmuEE7mVTzCjEOtb8dWPIqwjQa8+1Y8XhrkTyFyVjw4A23HQgtXPA33JQIlsVc8IuCSLqihVjwdcaUfZK5VPLwAGIhDfFc8cFlazvmaVzytBljhviFXPKscsMycf1g8sf4Yd9VVVzyobQwBrG5XPBFy+NFMlFc8zK0JcajiVzyljXRZpYdWPGxJGpCeeVc8tDeor2PCVTzFuYsSga9WPMrCy4aW61c8r4Kjoo9WVzzJuDyy14pXPMKRgbn3x1c8QituePPHVjz8e1vqpphUPH9C9DJNplU8knb2fkH4VjwGLB5CIKpWPCrfC6MCTFc8Jx7N8lzmVTy47WSvFAFWPP2ZRoPEr1Y8owp2xyV0VTyzsoWyQiNUPPR3F6mOoFQ8+O25+baYVjydcLN7+qpVPF7fdo4EHVY8T+3F8wHGVDywfa4ExLxUPBO5L8trslI8LgsoibxwVDzSfZCVS/9VPLYXjbbCDVY8AhNQywvNVjxv2XGbnv1WPLwHzY4Q6lY8+pCTnsJqVjxKZSasPlRXPCPbqWptlFc8CxTsQtLBVTwwUaA4UpxVPNMMfLRK1lY8TLjRd3TFVzwW0LRPPINXPOo49R/bQ1U85MQ/Wn22VTz0KAxZ0C5VPGWisO9wOlQ8BDKwXlVrVjypKNWu7vxWPGYzSfHXW1c86wPsyEkkVjy189yNr9hVPGQVsak56lY8ri8LidK1VjxbXskBP8ZVPKrKUbpMmlY8Bwe1+uRSVTz2fyXdk69WPD2OUVYnOVc8QuNspAmHVzwf5BEBb9ZWPJxZR0rxNVU8+TbESQwVVDxZ5t6D3LVUPOHzGuNkTFY8YWfhVUORVTwKi8OenElVPCpDco59clY81A9a+/yaVjxBiStScglXPIqJ/ORIQVc8cIWdmhY7VzxQTVGsOzJXPLoCrhckfFU8pkmIY8HuVjzfI7rHYkNVPPjPm8pmPVQ8hLtClxUAUzxKcf7FsjdVPIRNsc9UYlQ8PBI8+e2gUjxtx8et85lUPIYKxByqUlI8CAHC3bOhVDyo+umubVpVPKIVet0eOlY8lb1n0qdcVjzP2MdrcvtVPEeOMtlf2lQ8+bO8sWcPVjydtL9R4qFWPAWCplCm2lU87X9sQbSAVDz58R8SbLVUPAYcOiuh51Y8tweBjsinVjxGyjVreWFWPH2SwZ5fKFU8DK/02QTqVjySRrrRnLlWPNM3EctasVQ8S+oPKjBkVTxPI3G4hRNXPGcuQDOhilY81CP7GYHpVjxJuf9/eTpXPERuIM1VdVY8mwMtsv4wVTxod7aWhapVPNI82djnTlQ8IoYjPRs7UzyO71brWaVVPFfFBh2RlVQ8jUWnZcpyVjyQqaSt/8FWPGDxCgI8qVU8NEst/3dAVjxk5YR8LL5VPGNhrQddY1U8K4KK9JcRVTwf3i8g+x9UPKwt/P/YzlI8B5kbu8c7VDx9wW8fY7pUPA2ilO39WlU8vPE6xrmuVDy/AcM0m81VPLn6sTHgGVY8kc/HPKY/VjxtwqoxwflVPHUFMdyiV1Y8FpI24YxhVDyEeQghDOJVPM5as0NYxFY8sJcxYZ1rVjxLKz40Bv1WPKJPX+Ie4lU8i1q3QiuTVTwfYQVX37FVPFOf41PlslY8JMJyCgENVzwlyr1MkHBVPNGYzWyJeFY8LnJWaKBRVTxytqv5+JxWPJIlC5XZC1c83SM1i4qxVTx5n64ArMVUPK42y0jwUFY85r57FddIVDwDORLcTUtVPHv3ARUrT1U8/45oGosWUzzK/MnvH7dUPGb+c6QZsFU8j/NJDtsAVjwf2Uhd0ItUPNUFRon9t1U8QJU2nKs5Vjzu0wb2pMlWPMUNiGnbdFc80eSyTxV9VzwcUFloO5ZWPBjg/jEQ+lU8V8L7Q5gNVzx+OcCJ4w1WPHEe7nET9FQ8aZJAEtCwVjzHL4SMpRBWPOGv6i5t+lU89fF9OIlYVDxjqgMyLV1UPK6gIDFVi1Q8LVWlxODyVDzgoHatxLBUPGzEXrRx8lU8eR3cftWNVDyrl+2sBJdUPLKYuErEDVQ8oT5fSHNFVTwThvbZiMZUPKUyp4U0PVU8VZBvhuX7VDxHyGnL8FtVPLBsHdf0LlQ8CBGgEmAcVTy/V1gX76xVPBNKQeY571U8D1YsNwVlVTyNTRXrfApUPOVQsEMa1FQ8Bdc0jhKPUzzvPPpo9QtVPDMSXzSueVU8WID1TgTDVDyWRavfOElUPHQyHqpdulM8b+VX/dnkVDys7aOhw9JVPAnhY8JLUlQ8TqRqES1WVTws7HrGrfJTPGmy7KTd/FU8aGXrTwPqVDxIw0/Aa3hVPGoFblbtvFQ8zOriUrzSUzybHMxwnQNUPDcPiezx21I8c/FA4XHnUDw/ojSGTGpTPKiBV4UCyFQ8ngzD7lDHVDzVvf9i6lVVPME1O9mwJFQ8Kd3yqtE7VTzobuH/VIVTPLXD2TfyHVQ8Mbat9bqNUzw8k/hUUktUPEg3X/2bIlU8/1mF9jkUVDwbvcLOmAlUPJ/yil4PYVQ8f3kc2DlZUzyU97LDxTRVPIcuv05b71I8TcbGusZPVDxvF3s4WftUPHmiTe9hw1U8JVsTR1zNVTzEe7ct7cRVPA5SKWPAG1M89yfajEwKVDxOxPDTARxTPJ72oaj93FM8U6+cHk+HVDxWEnC+LlVTPIWBzJQQ8VQ8039msCHdVTxblgu0F3VVPO8zKDziOVU8olrnrAQjUzwdOCP/8f9TPIuSP8HHS1Q8kG1AXLLoVDwsEXP765pUPFmZ6ygww1I8EcLzl4HAVTzAT1Xx9H1TPG/+fT2s+VQ8IkQjTeP+VDzJu05lykxVPC7zaffXrVU88zhk5FHTVDwvDY/3kBxTPK9B30Ti1FQ8p8ucNYLcVDxjMgeAfDRTPCBIDKnA4lM8qU92xBYOUjyP+SDHhaZTPAhzaEkeWlQ8d3xtvdZQVTy19OBnSKNVPERXzpHN7FQ8fj8jEedaVDyCMGNVqMJUPDLDKtueB1M8To3HfjLUUzxneAUqzUpSPIe8ISvT7FI8EuHQaeX7UjzU8JEp8ZFUPLBXEXos+VQ8vu/ctEcgVTy+xn2W1zBVPC0ac94E2VU8spzsM8+1VTwZtCO3O7dVPAaXgiZyVFU8xbzmJnHiUzzvgCSfvAVVPM9rex4WBVU8P7gvgHSgVDx0K3mhCcRUPPBqFToxg1Q8V18Rm+H7UzyKdlxXQHRTPJsrKUkTC1M8thuVMqw2Ujz4T9bVZClRPDbD98aQwlI8gBMlVk1EUzzsmR4vUKFTPAOa62drw1I8NzFdp+yxUjz4qGmnqURSPO9evlsxiFI8GMP59hz8Ujw+pWy8CdZTPNIiRkuAHVM828rt3Ak5VDzz3YGpWTNUPNw3UPGSClM8RlrMOxTAUzzUQg5518NTPAfeJpRwdVI8Jm5mIRRvUTwK3217kshTPKt+GHszIlQ8/ZSRWOarUzzLHHZumEpUPFAtTx2EH1Q8JluBIGaYUjyAN8cGJ/9SPGUYaEVkxVM8LVu1M86eVDw2roEsVcNUPFMv6yFM7VM8WJJamUE3VDzF5ZrOg6JSPCSP21khg1I8UXYKVM5cUzw+xtq+0NBTPJ1RvIWDD1M8efB0RTU8UzwopOYPtkJSPGMWBRIU9VE8Yl6MI2OFUDzWFwIZQQdTPMsjtp1UflE8cypqfzkyUjwUTjyOtLVTPGlpyOFw4lM8f2cfoOO6UzzUtNFKNOhSPHgAQ6witFM8UPQx6mBFUzzSdnFTSv1RPPmTFYMo1FA8DphwIkcaUjyT1vfOFvxSPE21Er2+9FM8EYMwFNnpUzyQLJdtgzNTPP32iWMH91A8uv+njv9LUzxb9MrJbR5TPBT5bNVRb1Q8YCXpKbfeUzzn5obVZAJTPK+/rmYP4VI8SHU0wHesUzzLcVsgOsNUPM5IHiBvhVQ8kmd1ZCTJUzwXt48GDJtSPIGprAVQ6lE8VhJPWti5UTwF2QU/K2tSPNmdjocgcFM8k+FxiTRAUzwv4KZM7d9RPKW6DyoCaFM8VsVYAooOVDxjegzv7xlTPJjWKX6Zu1E8YVswEx1cUzxvQm5q73FTPPPLhOTVN1E8eQP2HO/QUjzXRMkh4+FSPIq0XDeCyVI8SJLokQqWUzyT6LqmPUlTPAPJAqsz9VI8fyEnPYBpVDwE9/mezFtUPMBoYRzdi1M8WBvNL8XtUjzTr7w5fdRSPGk2FPxtz1M8aSPqLrCUUzyctGkGl1FTPBolFcpa8VI8uXrfR6IiUzxnBQlDGypRPI/EegSvd1I8xp39nmyjUjxghrr3PaJRPJEZZVqiL1E8kuzUkIDXUjzgpAzbHDxTPDwlKu2VMlM8Jk/+BXiSUTzxYWoQL91SPDjc1gekL1E8ZqcNR90vUTw2jhbX37pSPIMISZKnRVI8wxT8vSaaUzxDay7G5hBUPAQwkAWVcFQ8HGeVkTWtVDzamecSkG1UPET9xH7ZfFM8W1YjwkdVUzy522JvmoBUPAOtrNUs/VM8gpgdZT2OUzxBzPxau8RTPEkfgu2WRFI8avvt5LnfUTxdle96Z/pSPCFg5is42VI8SlkYyJeKUzwYRLFOen1SPP+UF1Ci8FI8kzRhcA4eVDxKv0P/GHNSPJWFgdvdCVQ8zRL6euFaVDzN/siDgCBUPA4McFz3ZVM8eC/4ecGDUzxQMNKAXGVSPL5hLO8wq1I8bsOuVxFhUjw5Nnjz/5BRPIcKD9fNlVA8oxNJjiMUUjzXdML+aLRSPN7WWBC4IFM8on6LXrwgUzzhEL7GjGBTPEZiabbplVI8pXeBTmLIUjwpzX/KkTdSPENIXLBX+lE87MqgERwIUjxIQU90/MZSPNg0koo5fFI8Bb8Om2jPUTzPA9HQEBlRPClxDlRgPlA8bLgTSOqlTzwUkj7m+vpRPJ2/LCBFq1E8PayYihcSUjw6ju4xCQdTPItLq4Ec6FI8d33h8n54UjyiJgfYSndTPGS3JfffTVI8NpVC/mtSUzydya0jd4lTPHhNwIEq+lE8MpwnHYG1Ujx9Rwzru4ZTPLFHpKkDV1I8MBI1rL84UjyD8JY+gFhTPFygh+ZYu1I8Laam7baYUzwzOIrAy7RRPEsVJX5s21E8ug6W7xsVUzzN2UsnYlZSPEGzy0AjVlM8F1UxXn2DUzyLs+VpbLhRPDQYbZElwVE8DWEmCj6SUTwfuAyNasFSPMw4Y3Shp1M8NyD4P8DwUjzogMB4e/lRPNKEi3UjrVM8We8RVDhEVDxtzcqrp85TPGi9OTjxNFQ8KaRcUSX9Ujwz762BVxlSPMGr0YS1UFI8qg+kDDdPUTydxZfBz8pRPBjWS1AGY1I87O0gK0pYUjzSf7IhB0NSPK9pAdK/41I8V0BR4bXQUjwDzeygjItSPJ+10bZwGFM8FBE/CUtgUzzqa+1qiYlSPJGsbrXXtVI8JTX3LiLoUjwqj5ONUhJSPP/v2KKyYlM8AACHVtQzUzyNOLIIjwhSPBJ0q9xp3lE8FKKsXlHRUDxujjIAE5VRPMqQmf/HIFI8LKxDmce3UjxrI38LPYFQPLSLLhLh7lE80hKvpJcuUjzEbVxq7r5RPCfMQLhRDVI8B1989h8rUDw0irnbfQJRPL6dt7nfkVE8xq7twQxNUTyaaUOzTbpSPDGGyZbYSFI8sIqMpeu3UjwWfx9Wf6lRPHeKzoicj1I8eMpnbQL1UjxZri1I+IhSPHAey6I5w1E8Noj1d5uNUjzrrBQvOa9RPP4jhuYpZFE8unKMZgNkUTzKPOu3UPlRPCy2oQvjB1E86DVWK2+XUDy9opXGywBQPAep8vwHuFA8K+TpRelTUTwp8I3Pdt9QPAdktUb6dlE8kAzVfNcJUjwd711Yxb5SPDZ1MDjPkVI8evTAmVdnUjyQICFdwKdRPIEWLgO55FI8ieiXnJkfUzyq37GDT9JSPErhGXz5ulE8yXGqV+nTUDzWEmqYd2tSPJTgxztZt1I8RJxHU7ncUTyhQO9O3fZRPMlSwZAUp1I8wDlQW9tyUjy552rguNNRPDvr/q/s1FA8jvmNiJWDUDwhNJm9A7VRPOO/zPocXVE8aiYC3O1NUjzhZRbD3o1SPHCpvGWXT1I8mgRTcF7EUTzjmaV9Y15RPKDDyqAGPVE8I9ZdKTFWUDwSFocnuWhQPDTVWFsVrFA8CEslDVMlTjw3KsuQ8xlQPMruO+mQ4lA8dOJVKEMYUTwaDkcKyK1RPD5fYo5KbVE810AZkVz0UDyzjiMHNI9RPFDu2ObuUlI8RcFDPUo2UjzhyuS4E2lRPAgi0xNd0FA8zLugutqTUDzpLLnDi4lRPNg11V3RmlE8A9bA/GUQUTz38P5IGY1SPPC8G9vpr1E8z7doM6znUDzX/m27cG1SPBZDi8JUvFI80huW/if9UTzsQg3N7PdRPEKvw3yl+1A8wT25m19SUTwrmIbvFoJSPA6Z/d4ttlI8xt4R8FVaUjxg+32iB9VSPEy/jMYGyFI8pENcvspKUjxJYPdOwfJRPFLNhi1v9FA8gqdH4nSRTzx4ovOP2q9RPAHRfXOgCFI8ChdnFzGSUTwgqrg2tJdRPPKk4lqUklA87F+JA8N7UDybP3BZdMxPPPlQSCDmU1A87UJCRFq5TzxbGmE9AHhQPJmFVQocJ1E8Zp4hzlJ8UTyoYOZTQIRRPAx+Pd2nmVE8o5rqvzGHUTy8AsJINExQPEpgX/zwElE8/iZpAzMJUTyKy8628qBPPDGzP1KdK1A80aKGHrS6UDxcymCndmxRPJOKijE8E1E8LGFQKlEUUjyp6YOW9NVRPFMj/TZqXlI84+1I3UH/UTzlPALYUXRRPH3mBnoy11E8nQbejMLcUDwRfd64oWBQPG+EVTxaEU48d4i/fea/TTx2VA7lZehQPLMcHTjKj1A8LTR7ffovUDyYz4BshAFMPL6sSxvAgFA89RLJFvoMUDzXa1hdk4FQPPnb0asrVVE8Fa1MiRBoUDyjOzVT+RZRPHW4BW3ztVA8usRoAw07UTxF69pVILBRPE1M1oAg5FA8xGRbXJyoUTxE/+YUTfRQPEX/z9A5ME8812yU71bvUDxLd+N7Qe1RPMZiRGtaA1I8r94ia7rJUTwajEL1lOVQPBaWac6y61A83h5li38XUjwiReBq1j9SPAG5FIHZeVE81WBoEi/PUDxAjGur8ZhPPHGgqD8YWFA8lY0nTGAcTzyO805hbpZQPAlzDvoUHlA86QxN7HEvUDyPakqElNNQPIznnDAWwE88yloKV6LdUDy1CY/FuClRPJ0XPK4WtVE8nMZJMwERUjxZw0kJYsVQPCQZu+S91FA8UWNrCYmjUTwhh7HSVK5RPN1vIAOPYFE8B3E9BIWuUDxv82cDvApPPMKl7X2E0088lXhkBeVLUDyqbo4kG7pOPEt/AsCHg048sWIVqm5GUDxZG5slyOFQPNS0WR8wcFE8f5d3svnRUTw0gia/8sNRPLbWxevsvVE8UiZUN5kxUDwXIy7R8JBPPDJX0sZvHlA8vZTPQd8QUTzVnWHmax5RPDu9IX/YpE88kEx1FyVBTzy/PcCLSRhRPOht+daQk1E8okwOW0GLUTyqb6aTVaxQPLcW+grD/088oUQkEujvUDzsHz5SpWNQPDFOJHHhI0082YJpJAVuUDzP8n8pAd9QPC7GBWGWIlE8o+JqwyZLUDyXvX7XPgpQPMikpBrEMks8wHSL2I+kTzzyUI7oXdFQPFEhL+0RA1A8Zld0NAMCUDzLzfE0+9VPPLYy8Pho7E485FDEq8BuTzxJ7qgf7A1QPBVa042DwE88Nf4Mk7CSUDzf7KUrKBRRPHnK39arn1A8nTckVcxAUTxx9s6cZLlRPHn6tAyUpVA8wocGizPWUTzDZAUc7ztRPMOUCyLAGlA8iXXGYnTuUDyAPNcppYRQPIw5rDd8z0886n6lzVhkTDzWQSd7p6FOPL7vIPOboFA8VdNF39zbUDwKmAfczHRQPLXVE4sJWlE8AZ0Xf/4OUTxJSdw53LNRPG47eP/BllE84Z+etISaUDw1cEKqQjNQPB7TjTEoDFA8O19vRBYhUTzjw+7+bsVPPEjaXMiit008oSWnPXhSTjw55RhV8IhQPINor15K9FA8do3Fo6Q9UTzDOzw6HhFQPAxEi5LaqFA8O+Rz+PuwTTz8h9oBxSFPPB+wA3U3ElA8v8BWF7T9SzwPPjMAE01PPKLQn2gSoE88CnD8sNjPUDz4YGX//PBQPFIha84vcE88rHK5kQwAUTzqGbDfQnZRPC8HNkCAdlE8/0ZX/TM6UTxV9tVqiatQPHShX7TvUVA8oSK7qCs/UTzf8Y/D3jdRPFpdw26+CFA8e5R9VIYIUDxS931Cff1QPC2iwAsLp1E8PEJwk3BfUTx3ONSd571PPP1gn79iF1E87gd3aXkLUDy2QzCfDXNRPPmq7gKJyFE8gV12uT1ZUTxCerhSlqxQPHziNi7OLk88xIusLaXmTjwpzhr+jB9OPBqr1xe06VA8tI6Tbs3gUDyYsqwjBxdQPAGGAvCy7U48/qyeVAsQUDyXLLfwziNOPHnv/29gAVA89Fdbl/aPTjzYPquM+thKPI2uB4iPzEw82H1PWiprTjzqxujLisxKPNZfk/mh1Ew889IfJaaETzzEQMTFceZOPBDPEtLEoU48gaUtS5NlTjz1lf3EqxFQPI6s+x4A9U88pKZslgDyTTzcZXAmZ+FNPKMdrPiNw048RLQef6QCUDzuHkwlB5lOPHSv5dBQHFA882T20WovUDzZWW2swSZOPE2tG1m8hFA8XsyqNMuGUDwE4ARrYcxOPIeqiiNi5U88bP14PUHhTzwiLKgZod1PPOJzU+urw1A8yRp2R3NkUTzmTgr0ApVRPIMK5u51OlE8EsDTRWVWUDyQeBPc0gpNPAktthgoZk48hkyoc0rWTzyqqYDcGndPPLwKhoGQ11A8NeqAsDP2UDxybwQcZShPPNO56xjG0048sKp9MQw5TjxTe7h7+w1QPOuZhswsPFA81f0JQD/PTTygFwOdiZxPPP+H5tr1c1A8QXoFcgCTTjynidbCtYpPPLfsgwTtQ0w8fSfBU8u0TjwX9NqEIL9OPEl/VGO2cE08qpRVLTkOSzwzLVTuV9FMPM9OsfLBdk88soHm8itHUDzG8tRB/Q5QPNXZ2pHH/E884TPH/t9FTzwxXCPyw+VOPNliNwpgyk089UUuXa8eSzxZCXgPKNJMPNQ2xWUPRk48vJByxpWNTjwW7XlwiphPPC1rYKSMHU88AGYQggxGTzwgIs9xLe1PPDEmUTNTWU48PAMChOOpTzw9OEy9mX5PPJaF8dbt2U08bk1QtRjfSzyywl8KQIxNPN5tfyR3EE48crmFYXRnTjzxPlE1h7ZMPDFYtPeoiEw8zq3fDGAtTjw7u2lieKFOPHnL/N7ATU48g4+XC3HZTTwhpqzKeHtOPDdZrPUqPVA8cpW0/d6IUDxKOa/v0IlQPCIklh/GrlA8zm6oJHXvTjwKDu9C6RhQPJOTYVPtXk48baI6WFbNTjy1xZ5UstFOPPTTS0zv/Es8B9X16XXlTDweXaYl3MtKPCM38mJDKk48lAnmYu3TTzzOMUml7UhQPLQ23esXXFA8M06DlM8+UDyNZ2ZVJiBQPONgZ1czbk48M17CnORDTTxZWNvrlPZMPHKes8hiBU48yYUe2xf4TzwZiSjCDHxPPK5+/iclRkw8oTFcU4oOTjzzJzkWfhVQPK/ju3bwT1A8URVCS0ATUDzEGLCIkwlQPLhOsmX+bFA8r8jmqNGQUDzWGpRQqm1QPJQP/svgE1A8qBJdsKZOTzyUtytH9XdNPKbc7t3+Yk48r6KGc+oDTzwHNRmSZ6NOPNlYwB9zDk48FybrwrnzTDwIU7VIrZVNPLF5qNvNckw8q/uZ/q5fSTymejCuubNLPM/37CtJCE082ehH9/jXTTz5EiD04nZOPFvYigYHxU4839oHM5iYTTxn15i3RN5OPA6BtG0uwk88s2L7hDr5TzxrMX2XJHZPPPwEm6G6g00811TWGf2CTTxz2+pIBTFOPN4b2Zlx1k489jjwDnHcTTzxckEJz+lMPCFMe+w+M048Jmhz9S1DTDwXX/KO681NPEn1i8qiIE48KweMQREoTzwBBq2zU+BOPAMWTwVKrk48IGqdI07ETTwPwG4yQYVNPDopv5Kq3Us83EMtkMs8SjwoOFw8XVhMPKcJy6Zplk08FJI+EQBOTDzfejXmw+VKPKmg2hmsT0w8GeXfxFWuTTxDBnzFbb5KPKcTYcamZE08GOnXq57LSzzYHkdPfB5NPBMbkTn4EEo8tYEAsllYTDxQ/mbvFqBNPCmiZOaKZ0w8Wcg/ZvMmSzyVfOtDNatMPNhxfye5P048+TAL++wuTzxEzBBohOdNPKBZrQBoi0082CIKuNmoTTyX3CX79cFMPHzoxuAlSEw8zilBW5B4SzyAfBdJoLlKPPChIKzANk08pldUwDLQTDxxxDtZnFFNPNMP4MoxAE48dJhizqWTTTxy7TlwhBRMPExyGr1xi048k4QVhZxuTzwgP0FBpAZQPIg1rrZI6088mBFDF7+1Tjx6IcHIdwZQPL/P4AeZ/0886SKU0ULGTjxunTCd+LFNPOTjne23xUw8+nBjgx5dTTwZ3nGOuVtOPEylsGsw3k08PPBsEsXlTDxETkJweZpMPKtwMgrkMEw8xagr3HD6TTxozy/UrIROPDnLumSMC048Oc8CZKqiTTzsArctPPdKPD6Zcjvp0ko8W1SeFH1pTDzG/1W/lWJNPOhd43MTYEs8too8v2sOTDzKcdmtlcJMPEZJoej+X048PXv+abYpTzyauel6e1VOPFU788KMFE08qJo5ULd8Tzycl0BLxhpQPBwMRtqxAU88jpYdbTB9TTyfDgXR/LdPPA683LPHOE88+gI4sxk4TjznlsmbHuxLPDJFKUotlE087bYod0lwTTyYqFimS6RPPIOc1DZa6E88ZuUbf90WUDxtAkx+O4hPPITVUqimdVA8CtW7h/KeUDwb+FvKJ15QPFeYV50wAE88F6KskhwaTzy+5tBcYQBNPMEmdCzRh008D4SwPlqJTjzVTrX+viFMPG6AYVkM9E080uwyDfTrTDxOTIN/6S5KPInNbhOMV0w8lV0fOIQiTDyibeF0syBLPMfev7okCk084FIoFdihTTwG3kfbdzBOPO0BvKwaYk48kM8F9wupTjwIUu455c5OPE0G+z9lU0885skasym7TjxCU7e4b21OPA39Nn6YnEw8Gvt8gqzgSjzGTs0Gh2dMPE9ZpxIdO008Kg2qsL9JTTza+u4Drn5OPKB2Dtx9hE480zoBmX5FTTwEMW1F9jtLPNWf4PseaU08yTy/o9M2TDyEokOdEVlLPNeagHoJZkw8IxByszkVSzyNnaaafVdMPKa97W+7zks80IozieSgSzzEP5dpCfxMPEUflfg66kw8yr41zXYITDwX9pTemplMPEQwRC9+G0w807gXIh1+Szy5j65PZ81JPES1rgwAs0c8CStqnuLpSTzCLMqo8d9KPF9cCA0vv0s82HZBBMO9Szx3oPKvDGhMPDZ0Zw+NAk08R7CbGvlkTDw8egGk18lMPCBRQ1RQSU08wm7fU+txTTy+9ROZbWRMPIMJ38Px/kw8VBZrf2q1TTy9dvH9+ORNPCgQpsJgQE48edp5WDAaTjy9WbL9KZFNPPyH12iMeE08mnD4tIoRTTz6pk69dgBMPErrVabZ80g8pyvDuJycSTx1FP++DbVIPM/RxlUagUo8dFLJtqNzSzxAL24YonxMPBvSXUFdLU08eAISqv2nTDww0idU0pFKPNVyBG56oEs8OLIcV6k6SzyIxdbGIZBKPKY3/mple0o88ec9+KG7SjzvseLBIphGPNqlsGDTVUo8+EGPtac2SzzYxqXGWU1LPN4jYVy3m0s855wh/V8JTDwH7Z61UnJNPIWNTpmcJ008ew0fUHUJTTzt6mYZVFNNPN0GSODCzEw8oMAmFG9QTDzobhhW2p1MPOQcdFXFXkw8E90RsVwUSzxrS+p3IqJMPLISzjtqUEs8cUaN9ouVSjyRaImi2EtMPNb7Tdj2tks83iDqYohfSTwnlg0Rm81MPNqLpMzG1k08U1kAhWP0SzydQM1zW/pLPKtK80E8z0s87YLhLhHtTDwTohmZA65MPBgxPbA0ZEk8zyypdBuHSzx+eNwLEtRLPAYBbtMdiUw8BIwNa2JuSjxbGdGf3cpKPO4ffVikAk08WbBri52oTTyOiS9IHGJOPIIQ4uYeNk4897MCoI78Szxd5FsTRwhNPM3vkYSOo0s8YBDB/6BQTDyyYfNIfedJPHGRk/PvKUs8RUCN1cz5STxYdRI/kXFIPM1eTe3tFUo8Mp++2mONSTxntrvlkVVLPKRZKlesLEs8QOqlb0sUTDygpAPgqBhMPHx2o8AKtUw8/xEg3Ig7SjyjuQU+8vhIPPjMc7YIiUw8Y3D7x2VLTTxR9ABUP0tOPLIdvmY8AU48Q1R9DRMmTTwx8bKGpLFKPImLFrpjYEs8Ka1WiR9iSzxARhxpOkhLPP80azYOxkk8AovDmLvrSzxIbwSZIF9NPPUgnnFwik08fp1AxedLTDwukcW/0r5JPDcYzauUnEs8ParA4hkcSzxSVunRYFZNPEUqGMQudk08bfwwxcs5TDxrduJhEsRKPO72o+pnfUw8vy1l/+RVTTxwj/LSMvhLPF3+0UBk9kk8qMF5a+GLSzw6LFLHKoZMPMRIMxhIqUs86VPpXp1MSjxIda/Qn6RKPOTb+i18KE08Ovxu1IfYTTwWH8i5XHNNPAVuqnciqkw8mz8Jc/ajTDy75q4f/PNLPMgsyXKGUUs8IjudpTA7SzwEfYhJrXtJPGv9WC5ur0k8h8PB6EhgSjzXAWDqgo9HPHZH/Qyss0k8NPWEoB6GSzwDF2gbOrpLPIeN1gfraks8+9uGu+yHSDy7hUlx7rNJPAdInZwe/Ug8htli0B3KSTwdAEyy0mxLPI3d1KDIHEw8kDeeD/vNSzxRFHwUYSJLPK5Pd7YEa0o8DsUkMsFoTDydp63w8YFMPOm12dd2A0s8Blu23yHqTDzCregGbatLPERcg96Rjko8DtTwzeIHSjx9A9SFb3lLPAjGNDoTVUk8peeJISk4Szwtj5haw4dMPJeMmt/y5ks8SrHKHBGMTDwfA1Uy0oNKPCBEMt/RrEk8sRIUxX8rSzxMEaLxEwhMPGznV6zZ+Ew8Sbnzdo5PSzz3PJWF1CJKPNFLKHeitkw8i8PtTguXTDw71uPvAPZLPOTpat/mxEo8i/tbuDaTTDzB/7uZpohLPIKxiPgyqEs8ei7wKmHNSTzFqCU1Z/9JPEp/Ap1v+Ek8veiMYj99RzwDvIHDpvFJPDT23az+8ko8FiSzGwcXSzy6YLDsNa9LPOptRNs1+ko8OXtiuo8xSTwObNFykhdKPOHkEThufkk8ORWPqOWgSTyCqzENV5VKPOfc+FNiOUs8JsHN3AXLSTzpgdUznXZJPLPNQIcwhUc8ZHVtzbWWSjxcRJ+6Bj9LPHVwa9l6XEs8w+LZ6PozTDxaqv1dU6tLPLUZrNelUUk8l5Vh+lbDSzwJ7JfLVZlJPDTwhPyx0Us8DGHfVToVTDyVOzrvBAxMPIJZ3zdjx0k8QuUp637eSDxmE/4eKBpKPPmWrcyUZ0g8SEDZYKyxSjzEcTiVyoBKPCyVycojREs8G9HbjQu8SzzL2zK1DadKPH2hd05bE0w86S7bR5+/SzzPCazYAdNJPP+ET5CU3Eo8FSZ6VvV5TDzTfR3z07xMPMooBmQrHkw8hl8EDNvOSzynnL0CupBKPGPG9kWsGEs8H05cQWqvSjy3pyK30dJJPFPT8LJozEc8CE7pkib/STxx/UpPKflKPD2Ze0HLKEo8JE95itr3STxSpjaiDyJJPEncJJ9dJkk82MGm+XtVSjyXPNn41EpJPEUX0tD5aEo8/AWMAROhSTwkPnUC7LhJPBVB2s5WMUo8lOM8HrNRSTx9nVjcXjBJPBTBpTXLSUc8yaLZ7VURRjzCxKCO695HPKUOFCK/MEc8VAQoHb4ISDzODQolK/hGPOprIrM0aEc8soKQhmTCSDxreuPMQN9IPONC86iyD0c8yfgzABVuSDw4df1FcaNGPLg4INQwQUk8fgO1yEmRSTwwGgIXJE1JPO1NpC/oYEg8clWtJAoURTyaFysfx41IPO19epw/R0k8APsLJKFLRzxCjRgAIeJJPDQev0SWGEo8GF/WK2gvSjyGR4AfwTZJPDuuxFTBZUg8maylVy2NRjwRd5LaUFRIPAZNn5d5A0k8tARBhyPiSTyzxp2VIclJPEIkyr3Vs0o8NX84SnXESjxV+SrjhBhLPM3018KjdEo8TaxQ7vDSSjx5z8BcVzhKPPWgxtK+EUo8BzKKnUQwSjy877IczspJPId1XlffWUk84mc7f5BYSDxsOqg9vztHPDqFKiMUgkc8z3PZbF2iRzy54pnVI5pIPBKSwfimYUk84Fu4Vio5SjyX12m5gFtKPMvjrG80L0o8YKF09T1RSjxzqFg6L/NJPCkCI2gZUEg8N7hucCVmRzy3VnOZxspHPEsomkF6E0g8JKPkoGS7Rjwr2SB36jBIPCp9lP0J1Ec8jM2QYnW2RjzwTZIhM9tGPLGNJeDHwUc8a/QuMoiPRzwqRm9YcNJIPOeOvKH2Z0k8UpZwt5u2STwfrZ/bCe1JPPpLaWK6cko84lP31HKwSjxbTaqen9lKPADHlgGB2Eo89K+pnaxjSTynaZWCTuFHPKCnsfBeYUo8ec7NtqJxSjxaLoyeH1pLPOTWr4w6gEs81pUIQwF6SzzkNmUXkLhKPAowHMS7nUg84jiP1Zz+SDwLNYJKW3FKPCM0S72KM0s829d5K5JUSjxooRZyvwhJPDfNFkQRvkk8BloZ/STkSDycg0LHB9JKPOk5puJwAEo84W4TIFHbSTx65XPZDthKPK5OCe+yVEo83S2N8yE7SjytGiT/7tlIPFmr2EaLkko8+iew9SKxSjwZW2IWxXZJPAGmnFMUOko8zt+Qef/hSTxnkauINzlJPKgsg4l090g8ogiBKig5SDzPFc8oNWpGPLEMYTr9fUQ83CE/rI6bRzyv1XDmx+BHPPS6Xu6Xwkg8UuoHyuUmSTwt++5PYAdJPEVKao1Or0c8yXws2TigSTwx0buZu+RIPM//YSYFrEg88lV/j2BHSTzIWx3x1kBIPHgUnx+6xEY8r+HXSZS8Rzz27Th7i5FIPJGgcOhA8kc8F6YDNt6oSDyoQGLZvwRKPMtG8Nukmko8d/Xs+GK3SjxO7JaJAExKPPcaDqfWZUo8OQA++bftSjw8cJUzNdBKPKaid92W+0k8w2B/xPiISTy5wFSOthVGPFBUUctpskc8rPMN+aBBSTxbxcMOd/tHPEAV0QXhO0o8YY+GkGpESjx8ezwnpSpJPEomV9SUr0k8LTOdSBMtSTySi+kpa8JGPI3Vchlc+Eg837ahjQozSTyRQTCRzxRJPLT28yCRjkc8m8vo9OlsSDyO+TD2nQlIPInSuBH+TEc8B/nzoQzqRjzRGSABxQdFPG4ElBDyE0Y8bgoP3g0iRzwxuM2g5v1GPMw1BbqFfkQ8VqtH2GgVRzyFQQgE8DlIPOdLWt3usUg8juDG7k/+Rzy+3pY7NstIPPdKNdnZLkk8BLj4SG45SDxjGWHCRBNIPHr4HF4ZMUc8BGOzg3uPRjxdfRsmQGNHPCfxPApToEc8Zxl+Ve4QRzxgfdyxMU5IPHZlLIV3PUk8l6+50cwpSTzatqkO0F9IPDsIxxjOoUY8V0AuDEG3RzwUsnfY/4ZIPGB3pbHVdkg87WDhcOARRzwxCtfbFdRHPCp9oyJQ20Y8Fq82HJK5RTzRzzpkAWlHPKNBbpB6y0c8Ygispr11RzyUcDXKGPlFPBEzdCwDHUY8rrbokwaDRzxl+A3pNyRIPOqN1h6w1Ec8WUtbKbTJRjwYDdlrVFNIPNC3LCqhsUc8a+tHwdRNRjz0zhfROvdHPF1GTJDAaEg86Smjknh4RjyqeM51fshGPMMFoA31dkg8xA228LQrSDwERtEzZDdIPD9cpn4hh0c8wA7hXeDMRzzsaIX+ozRJPECrDWcQvEg8c+urebauRzz/Qd+7r0tHPFXn5C7H10Y8c7u3LeQISDxXj4MD3i1IPG139xFfK0Y8aZrzKP67RzylMoo+XHdHPAnzNTEczUc86olBI3L2RjyeADNPdmRHPOxKT6AQV0c8hNyeEzewRjwz5dkltiRGPP+VDKBaMkg8smSmyNLuSDyJzuCKGU9IPD088i1Gh0g85HxAGwwkSDwaE+B6GKJJPMcH1jEu5kg8BgkndSyaSTxX1BLtSDFIPEtO3c9mXUg8SPH6nt9KRjxptxEqrDhFPJd5aZgXDUc8NglKg349Rzy5w4AkcRNGPG+x/XMlh0c81ORu2eZHSDxytsqeeeFIPJMX+UgM9Ug8Qb2Q7OrvRzzZ81aTBk9IPKG2/xwF0kY8ukkFLopoRjzWoZAwveVHPDcRjY5L9kU8awXKxc9BRzzgNVJ7qn5IPN/CsQemu0c8GW7zisYkSDxbrUl472tGPIU3H4LLVEY8tVsKYOczRDyPhQVUi/JFPO+elRUmOUc8Flmp+/MZSDyYgqi8fZRGPMYx15hbvEY8BKvDzdRQSDwkAqcWBP5IPGCKw8XHlEk8Po0kCOW/STxGHH+znGZJPJcZ9EWCJ0k823F56Kf2RzyoLpe3DxNIPFBsAbLOOkc8+V+knz1YRjzo5oGAM45GPErG/LfX60U8lAaZe9hlRTyyNQNsVutGPFlJDJjBn0U8iH/DyKzpRjzrliNFQAdHPDbA4z6gkkg8JJDoa4B+SDyIEWNzKVpHPKkUxwhXXUc8d/Uleq3oSDxHC3MArblIPIQ1ZXjYTEk8wWes3qzESDzW98OXmJVHPDzHV/2yKEc8eSsGDQuCRjxhkiBq3GdIPKlyvmBGwEc8LMvoKM+VSDwQPkmPwXFJPA94VAhr1kg89Br/Tx1oSDw1BkawY5pGPMnwvl3ax0c8lexWNpRkRzwYM2KRtONHPFveVCCxEUg8akwz8jJWRTzL62acgIZHPII5RNW1y0g8ogL46a88STwgRfVu86JIPMwgy5YueEc8Xhl150snRzxPJ5JJugFGPAtp+PFzJUg8ysuA1/LESDwYnL7CZiBHPCuGZ59HQ0c8S7CGBh72SDwO01tFS7pIPPoA7oVqpEc8US6Sx9LBRTxf+FkaDkJEPJcVRlveDEc8rvMWo4+URzzFUvNuKG5GPM+PfNUbPkg83PLPMkm4RzwRhIPY4cJIPEXANeBekkg8vID0Zpi/STz9rdBX3+xIPJHZvUcUekg885I2s2e8Rzw9iWZ/0f5GPDhsqIZxKkg8dHBLfA4BSDz5g2ir+WhHPLyiHGYn3UY8UzJVESqlRjwVWCbZ995GPKHCDPZwyUY80xTHNCZERTxM/C/x4BFHPL2GQL8+tUY8VCFij7gKRjxe+fbTFcNFPOxOmGY1S0U8o439wIyIRjyMLjQmcpNFPPuX+zEYC0Y8sY85pA7lRDweB+zLh5dGPCCqTZ2RZEc86Kd2+vhVRzzEO8FQhZlFPDg9toyEUEc8SndKwYGLRzxeKshOHfFGPEc8BeDhIkY8PvYJG3NJRjyZGsLw19RFPOdbqPcY+Uc81Nx+aG91SDy5dFEH74dIPJ/fb4t14Uc8dLs7dYzlRjwvoF504XdGPMMiygRhZkU8j+OZmy+ERTyDxWPjoKxFPBYWi/IGQkY8JmJboGjXRTwXsBwM8spGPM5DOlw3Vkc84miWIrw+Rzz+WpYwWgNFPG1qiGd6tUY8lt0DNF7kRTym7RW57clEPKMc/By7aUY8VMmI8DLZRjxLSOMUsnlFPCnaKCrsPUU8+FOaNFwNRzyzRz1iMYFGPGvLsB2NU0Y8ITGLdpg5RjyI6b7C1lpGPF4LWYadOEU8qeTDBnDIRTyl7m8P2nlGPPIg152mPUU8klv5DuzvRTwyuVpOryNGPNKMdFS/Z0Q8M4CmBmLwRTwkdL15Y5hFPEM5XjQ4Ekc8mHftqfb+RTyzCmHQGfhFPHAQfTZUVUM8K26tE2n2RTzS1ZCD6rRGPIGCoAtM4EY8G/Q/DLgNRjwshn7sBbxFPJynRj8YWUU8yqefS+5cRjyFPDgleMBGPAMAneusPUY8U3wzuK0pRjy5+f+QPP1EPEYtTq8N+EQ8XUIhX7YvRjwTYXoTTMFEPMdz0bgZBEU8vvGB1on4RDyaVOhgILtEPIXL0/5pm0M8BB+bRFE4RTw8iglFh+xFPCTw7Li1PEY8S0sX1k4hRTwIqL781/lFPBAibLVT5UU8fl1RCHziRDxC7w8cfBtEPKhQlb/MqEU8dPd/Rn+4QzxDQ4aba01FPCDeOUVi10M8hcbJRzxuRDxK0MIJH2pDPAt1eG/RwUQ8DvOJkXtmRTynNhp8XzhFPMM6GoS1S0I8NLUSHU4+QzweecWHeTdFPJXYJOpmc0U8ipqRw+PdRDyON3qAWK5FPHoGdC2V2UQ83shGcoxMRDwgaZmMWqVFPK6hyPLmJUY8VpyPsFiRRjy3SdIjiOxGPBlka4DgLkc8VKFDrN/FRTxWk74z1ARGPL7dmiFQAEc8Svh43l2KRjzdsXaJd+lEPF36mVu6dUY8Z0JyvMrwRjyaC6pXP+lGPLSe5hUxU0c8i0Srg5r+RjwGdYs3guZFPDcNwgETgEM8jZxAj1rwRTxbMeM/Mj1GPMOQDLysekU85cOYBplzRTx2vhe6APVDPP5jXdN65EM8lZeO9HFSRDwG3vP/2XJEPB0CTx1FGkQ82a+r7YMIRTzCgYQh4xtFPCTXjF1Ag0U8jfFUEfhfRTz+j3eEYtFFPHnhBO59aEY8E71a7cR2RjzsDcx1cO9EPI30WB6LDEY81avJttsHRTwjzXCmovxFPLvtLgp790Q8tm+SHOkjRzxS6T21lZBGPOKVb+9A10Y81si4CjlnRzxUJDa8l/xGPE1ct2yiZ0U82jROY1ljRzzRoaJCRFpHPIVU2f0E70Y8ntEZw0h1Rjy9bkemvi5FPGYwAuiy30Q8p4xKQXDoQzwHg4Ch+GZFPBrc+bAtskU8BIxDiWFDRDzX9W0zaaNFPEWqlp8XOkY8uYsrl6TQRjwUh7m5mpZGPEbQ6ziY0kY8OTY+0JNRRjzodR8N4JJFPOSGjGfu0kU8xt9j2pMNRTwuOX2ZVbRCPAn/y9Dtu0M8zGs1YN1aRTwH1+VplO1FPDjI9CY8F0Y8W9/CtPi+RTxLVIZXUSxGPKGdN1IqrEQ8vvktfZ/GRTzd3YkKw+hFPMGj7GtKwUQ8MxGldvl6QzxCTfUKzr9EPBChDdOZDkU8vLpcLnMkQzw4ji4+/cdCPO8AK52kq0Q8U9tEnfaNQzxLnD7hJ1hEPM6Ay0LAzEQ8j0Brh1JNRTxlsCBV3OZFPPaiHeoAnEU87QgT4VZWRDxVGWgq37xDPDkoQocWYUU8mZlCelqmRTxi1z6vBWVFPCv+Yj25WEM8JHdgxW1oRTy8u21jSCBGPGwdcQTapUQ84wX0NmtXRjzc2Id/iy9GPA/4CfuMl0Q85UwBFGooRTybp0zkOEJGPLsH78jYh0U8Be9f8Qg0RjwDm8pP27lEPP4arwSoKkU8dQWlNOvVRDxlhx7T5tFDPBZROAAMOkQ8Pde6gFiwRTypBZGZCPhFPLJ2kcn5IUU8ui5F1m+8RTzqMKiPbEVEPIdsn1vNPUY8vmq6+ayxRTwQ9vtnGUZFPIcdvXkf+EQ8CdmbOxOhRDzXPzTQd6VFPOlfM/AB/EY8H/8O65b0RjxfyZx/RfVGPGijaexnpkY8dX+f7NtYRTx0V/rEJaREPN9EYv8LUkU8/wNYoCFGRjwNEoc9x0RGPAoPjFvlfkU8vW5VsGSsQzw6oiDXuWZDPMKJp3vMUUU8U/taNw3GRTxEpuvBgn9FPDLzDOwhv0Q89wT5im1KRDweW4H4irdEPMy69hB60kM8PGkr2U9oRTzUTZRUa31FPEMd8NCtMEQ8O6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\",\"dtype\":\"float32\",\"shape\":[9385]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"shape\":[7392]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float32\",\"shape\":[7392]}},\"selected\":{\"id\":\"7530\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"7529\",\"type\":\"UnionRenderers\"}},\"id\":\"7502\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"7555\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"7556\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"7557\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"7559\",\"type\":\"CDSView\"}},\"id\":\"7558\",\"type\":\"GlyphRenderer\"}],\"root_ids\":[\"7470\"]},\"title\":\"Bokeh 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- " var render_items = [{\"docid\":\"e28c854c-650d-4035-a590-6d1a1abd15d1\",\"roots\":{\"7470\":\"e8c143b9-892b-4c62-b485-659d1a0fcaad\"}}];\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",
- " embed_document(root);\n",
- " clearInterval(timer);\n",
- " }\n",
- " attempts++;\n",
- " if (attempts > 100) {\n",
- " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
- " clearInterval(timer);\n",
- " }\n",
- " }, 10, root)\n",
- " }\n",
- "})(window);"
- ],
- "application/vnd.bokehjs_exec.v0+json": ""
- },
- "metadata": {
- "application/vnd.bokehjs_exec.v0+json": {
- "id": "7470"
- }
- },
- "output_type": "display_data"
- },
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border_fill_alpha = {'value': 1.0},
border_fill_color = {'value': '#ffffff'},
center = [Grid(id='7485', ...), Grid(id='7490', ...), Legend(id='7513', ...)],
js_property_callbacks = {},
left = [LogAxis(id='7486', ...)],
min_border_bottom = None,
outline_line_alpha = {'value': 1.0},
outline_line_cap = 'butt',
outline_line_color = {'value': '#e5e5e5'},
outline_line_dash_offset = 0,
outline_line_join = 'bevel',
outline_line_width = {'value': 1},
output_backend = 'canvas',
renderers = [GlyphRenderer(id='7505', ...), GlyphRenderer(id='7521', ...), GlyphRenderer(id='7535', ...), GlyphRenderer(id='7540', ...), GlyphRenderer(id='7558', ...), GlyphRenderer(id='7578', ...)],
reset_policy = 'standard',
title = Title(id='7471', ...),
title_location = 'above',
toolbar = Toolbar(id='7496', ...),
toolbar_location = 'right',
x_range = Range1d(id='7597', ...),
x_scale = LogScale(id='7477', ...),
y_range = Range1d(id='7598', ...),
y_scale = LogScale(id='7479', ...))
\n",
- "\n"
- ],
- "text/plain": [
- "Figure(id='7470', ...)"
- ]
- },
- "execution_count": 52,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# Initialize the object\n",
- "gl = SED('Gl 752B', method_list=['find_2MASS'])\n",
- "\n",
- "# Specify paramaters\n",
- "gl.radius = 0.102*q.R_sun, 0.005*q.R_sun\n",
- "gl.age = 1.0*q.Gyr, 0.1*q.Gyr\n",
- "\n",
- "# Grab spectrum files\n",
- "nir_spec = resource_filename('sedkit', 'data/Gl752B_NIR.fits')\n",
- "opt_spec = resource_filename('sedkit', 'data/Gl752B_OPT.txt')\n",
- "\n",
- "# Add the spectra\n",
- "gl.add_spectrum_file(opt_spec, snr=10, wave_units=q.AA, flux_units=q.erg/q.s/q.cm**2/q.AA)\n",
- "gl.add_spectrum_file(nir_spec, wave_units=q.um, flux_units=q.erg/q.s/q.cm**2/q.AA)\n",
- "\n",
- "# Fit \n",
- "gl.fit_spectral_type()\n",
- "gl.fit_modelgrid(BTSettl())\n",
- "\n",
- "# Infer fundamental parameters\n",
- "gl.teff_from_age()\n",
- "gl.logg_from_age()\n",
- "gl.mass_from_age(mass_units=q.Mjup)\n",
- "\n",
- "# Plot it\n",
- "gl.plot(integral=True)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "And just as a double check, our derived Teff of 2691K agrees with Linsky et al. (1995)."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {
- "collapsed": true
- },
- "source": [
- "# Catalog of M Dwarfs\n",
- "Initialize a `Catalog` object and add the Trappist-1 and Gl 752B SEDs."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 53,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Successfully added SED 'Trappist-1'\n",
- "Successfully added SED 'Gl 752B'\n"
- ]
- },
- {
- "data": {
- "text/html": [
- "Table masked=True length=2\n",
- "\n",
- "name | age | age_unc | distance | distance_unc | parallax | parallax_unc | radius | radius_unc | spectral_type | spectral_type_unc | SpT | SpT_fit | membership | reddening | fbol | fbol_unc | mbol | mbol_unc | Lbol | Lbol_unc | Lbol_sun | Lbol_sun_unc | Mbol | Mbol_unc | logg | logg_unc | mass | mass_unc | Teff | Teff_unc | Teff_evo | Teff_evo_unc | Teff_bb | SED | Johnson.V | Johnson.V_unc | M_Johnson.V | M_Johnson.V_unc | Cousins.R | Cousins.R_unc | M_Cousins.R | M_Cousins.R_unc | Cousins.I | Cousins.I_unc | M_Cousins.I | M_Cousins.I_unc | 2MASS.J | 2MASS.J_unc | M_2MASS.J | M_2MASS.J_unc | 2MASS.H | 2MASS.H_unc | M_2MASS.H | M_2MASS.H_unc | 2MASS.Ks | 2MASS.Ks_unc | M_2MASS.Ks | M_2MASS.Ks_unc | WISE.W1 | WISE.W1_unc | M_WISE.W1 | M_WISE.W1_unc | WISE.W2 | WISE.W2_unc | M_WISE.W2 | M_WISE.W2_unc | WISE.W3 | WISE.W3_unc | M_WISE.W3 | M_WISE.W3_unc | WISE.W4 | WISE.W4_unc | M_WISE.W4 | M_WISE.W4_unc |
\n",
- " | Gyr | Gyr | pc | pc | mas | mas | solRad | solRad | | | | | | | erg / (cm2 s) | erg / (cm2 s) | | | erg / s | erg / s | | | | | | | solMass | solMass | K | K | K | K | K | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
\n",
- "object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 |
\n",
- "Trappist-1 | 7.6 | 2.2 | 12.43 | 0.02 | 80.4512 | 0.1211 | 0.12250477577816277 | 0.0015348931895269313 | 68.0 | 0.5 | M8V | Opt:M8V | None | 0.0010283516021445394 | 1.1587359896461991e-10 | 6.626838504032113e-13 | 13.358 | 0.006 | 2.1420899707212794e+30 | 1.405689152659424e+28 | -3.252 | 0.003 | 12.886 | 0.006 | 5.285607017543859 | 0.0012421052631577112 | 0.09109824561403508 | 0.00031052631578951106 | 2536.0 | 16.0 | 2640.4 | 5.300000000000182 | None | <sedkit.sed.SED object at 0x132dcfe48> | 18.8 | 0.082 | 18.34 | 0.082 | 16.47 | 0.065 | 16.0 | 0.065 | 14.02 | 0.115 | 13.55 | 0.115 | 11.35 | 0.022 | 10.875 | 0.022 | 10.72 | 0.021 | 10.25 | 0.021 | 10.3 | 0.023 | 9.83 | 0.023 | 10.07 | 0.023 | 9.59 | 0.023 | 9.805 | 0.02 | 9.33 | 0.02 | 9.51 | 0.044 | 9.03 | 0.044 | 8.56 | nan | 8.09 | nan |
\n",
- "Gl 752B | 1.0 | 0.1 | 5.92 | 0.0 | 168.962 | 0.1298999935388565 | 0.102 | 0.005 | 68.0 | 0.5 | M8V | Opt:M7V | None | 0.0002411319874227047 | 4.4901623109765133e-10 | 2.7433476323814696e-12 | 11.887 | 0.007 | 1.8828529716609967e+30 | 1.150363814087884e+28 | -3.308 | 0.003 | 13.025 | 0.007 | 5.2899072543617995 | 0.03390092847668491 | 0.08863269054178145 | 0.0037715539230690764 | 2691.0 | 66.0 | 2590.7257116620754 | 27.706978879706185 | None | <sedkit.sed.SED object at 0x1215c8c50> | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | 9.91 | 0.025 | 11.05 | 0.025 | 9.23 | 0.026 | 10.37 | 0.026 | 8.766 | 0.022 | 9.91 | 0.022 | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- | -- |
\n",
- "
"
- ],
- "text/plain": [
- "\n",
- " name age age_unc distance ... WISE.W4_unc M_WISE.W4 M_WISE.W4_unc\n",
- " Gyr Gyr pc ... \n",
- " object object object object ... float16 float16 float16 \n",
- "---------- ------ ------- -------- ... ----------- --------- -------------\n",
- "Trappist-1 7.6 2.2 12.43 ... nan 8.09 nan\n",
- " Gl 752B 1.0 0.1 5.92 ... -- -- --"
- ]
- },
- "execution_count": 53,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "from sedkit import Catalog\n",
- "cat = Catalog('M Dwarfs')\n",
- "cat.add_SED(trap1)\n",
- "cat.add_SED(gl)\n",
- "cat.results"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Plot the two stars, normlized to H band."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 59,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
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- "\n",
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- "\n",
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- "output_type": "display_data"
- },
- {
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g/tS14P3Q/eD81UXg/9WJ4P7V0eD90hng/NJh4P/SpeD+zu3g/cs14PzHfeD/w8Hg/rwJ5P20UeT8sJnk/6zd5P6pJeT9nW3k/Jm15P+R+eT+ikHk/YKJ5Px60eT/bxXk/mdd5P1bpeT8T+3k/0Qx6P44eej9KMHo/B0J6P8RTej+BZXo/PXd6P/qIej+2mno/c6x6Py6+ej/qz3o/puF6P2Lzej8dBXs/2RZ7P5Qoez9QOns/Ckx7P8Zdez+Bb3s/PIF7P/aSez+xpHs/bLZ7PybIez/g2Xs/mut7P1X9ez8PD3w/yCB8P4IyfD88RHw/9lV8P65nfD9oeXw/IYt8P9ucfD+Trnw/TMB8PwXSfD++43w/dvV8Py8HfT/nGH0/oCp9P1c8fT8QTn0/yF99P4BxfT83g30/75R9P6emfT9euH0/Fcp9P8zbfT+E7X0/O/99P/EQfj+oIn4/XzR+PxZGfj/MV34/g2l+Pzl7fj/wjH4/pZ5+P1uwfj8Rwn4/x9N+P3zlfj8y934/6Ah/P54afz9SLH8/CD5/P71Pfz9yYX8/JnN/P9yEfz+Qln8/Rah/P/m5fz+uy38/Yt1/Pxfvfz9mAIA/QAmAPxkSgD/zGoA/zSOAP6csgD+BNYA/Wz6APzRHgD8OUIA/51iAP8FhgD+aaoA/dHOAP018gD8nhYA/AI6AP9qWgD+yn4A/i6iAP2SxgD8+uoA/F8OAP/DLgD/J1IA/ot2AP3rmgD9T74A/LPiAPwUBgT/dCYE/thKBP48bgT9nJIE/Py2BPxg2gT/wPoE/yUeBP6FQgT95WYE/UmKBPyprgT8BdIE/2XyBP7KFgT+KjoE/YpeBPzqggT8SqYE/6rGBP8C6gT+Yw4E/cMyBP0jVgT8g3oE/9+aBP8/vgT+m+IE/fQGCP1UKgj8sE4I/AxyCP9skgj+yLYI/iTaCP2E/gj83SII/DlGCP+VZgj+8YoI/k2uCP2p0gj9BfYI/GIaCP+6Ogj/Fl4I/m6CCP3Kpgj9JsoI/ILuCP/bDgj/NzII/otWCP3negj9P54I/JvCCP/z4gj/SAYM/qQqDP38Tgz9UHIM/KiWDPwAugz/XNoM/rT+DP4NIgz9ZUYM/L1qDPwNjgz/Za4M/r3SDP4V9gz9bhoM/MI+DPwaYgz/coIM/sKmDP4aygz9bu4M/McSDPwbNgz/c1YM/sd6DP4bngz9b8IM/MPmDPwUChD/aCoQ/rxOEP4QchD9ZJYQ/Li6EPwI3hD/XP4Q/rEiEP4FRhD9WWoQ/K2OEPwBshD/UdIQ/qH2EP32GhD9Rj4Q/JpiEP/qghD/PqYQ/o7KEP3i7hD9LxIQ/IM2EP/TVhD/I3oQ/nOeEP3HwhD9F+YQ/GQKFP+wKhT/AE4U/lByFP2glhT88LoU/EDeFP+Q/hT+4SIU/i1GFP19ahT8zY4U/BmyFP9p0hT+ufYU/gYaFP1WPhT8omIU/+6CFP8+phT+isoU/druFP0nEhT8czYU/8NWFP8LehT+V54U/afCFPzz5hT8PAoY/4gqGP7UThj+IHIY/WyWGPy0uhj8AN4Y/0z+GP6ZIhj95UYY/TFqGPx9jhj/ya4Y/xHSGP5Z9hj9phoY/PI+GPw6Yhj/hoIY/tKmGP4ayhj9Yu4Y/KsSGP/3Mhj/P1YY/ot6GP3Tnhj9G8IY/GfmGP+oBhz+8Coc/jxOHP2Echz8zJYc/BS6HP9c2hz+pP4c/ekiHP01Rhz8fWoc/8WKHP8Jrhz+UdIc/Zn2HPziGhz8Jj4c/25eHP62ghz9+qYc/ULKHPyK7hz/0w4c/xcyHP5bVhz9n3oc/OeeHPwvwhz/c+Ic/rgGIP38KiD9RE4g/IRyIP/IkiD/ELYg/lTaIP2Y/iD84SIg/CVGIP9pZiD+qYog/fGuIP010iD8efYg/74WIP8COiD+Rl4g/YqCIPzKpiD8Dsog/1LqIP6XDiD92zIg/R9WIPxjeiD/p5og/uO+IP4n4iD9aAYk/KwqJP/sSiT/MG4k/nSSJP20tiT89Nok/Dj+JP95HiT+vUIk/f1mJP1BiiT8ga4k/8XOJP8B8iT+RhYk/YY6JPzGXiT8CoIk/0qiJP6KxiT9zuok/QsOJPxLMiT/j1Ik/s92JP4PmiT9T74k/I/iJP/MAij/CCYo/kxKKP2Mbij8zJIo/Ay2KP9M1ij+jPoo/c0eKP0FQij8RWYo/4WGKP7Fqij+Bc4o/UXyKPyGFij/wjYo/v5aKP4+fij9fqIo/LrGKP/65ij/Owoo/nsuKP23Uij883Yo/C+aKP9vuij+r94o/egCLP0oJiz8ZEos/6RqLP7gjiz+HLIs/VjWLPyY+iz/1Ros/xE+LP5RYiz9jYYs/MmqLPwFziz/Qe4s/n4SLP2+Niz8+los/DZ+LP9yniz+ssIs/ermLP0nCiz8Yy4s/59OLP7bciz+F5Ys/Ve6LPyT3iz/y/4s/wQiMP5ARjD9fGow/LiOMP/0rjD/MNIw/mz2MP2lGjD84T4w/B1iMP9VgjD+kaYw/c3KMP0J7jD8RhIw/34yMP66VjD98now/S6eMPxqwjD/puIw/t8GMP4bKjD9U04w/I9yMP/HkjD/A7Yw/j/aMP13/jD8sCI0/+xCNP8gZjT+XIo0/ZSuNPzQ0jT8DPY0/0UWNP6BOjT9uV40/PGCNPwppjT/ZcY0/p3qNP3aDjT9EjI0/E5WNP+GdjT+upo0/fa+NP0u4jT8awY0/6MmNP7bSjT+F240/U+SNPyHtjT/v9Y0/vf6NP4wHjj9aEI4/KBmOP/Yhjj/FKo4/kjOOP2A8jj8uRY4//U2OP8tWjj+ZX44/Z2iOPzZxjj8Deo4/0YKOP5+Ljj9tlI4/PJ2OPwqmjj/Yro4/preOP3PAjj9ByY4/D9KOP93ajj+s444/euyOP0j1jj8W/o4/4waPP7EPjz9/GI8/TSGPPxsqjz/pMo8/rjiPP1tDjz8HTo8/tFiPP2Fjjz8Obo8/u3iPP2iDjz8Vjo8/wJiPP22jjz8Zro8/xriPP3LDjz8ezo8/ytiPP3Xjjz8h7o8/zfiPP3kDkD8lDpA/0RiQP3sjkD8nLpA/0jiQP31DkD8pTpA/1FiQP39jkD8pbpA/1HiQP3+DkD8pjpA/1JiQP3+jkD8prpA/07iQP33DkD8nzpA/0diQP3zjkD8m7pA/z/iQP3gDkT8iDpE/zBiRP3YjkT8fLpE/yTiRP3FDkT8aTpE/xFiRP21jkT8WbpE/v3iRP2iDkT8QjpE/uJiRP2GjkT8KrpE/sriRP1vDkT8CzpE/q9iRP1PjkT/77ZE/o/iRP0sDkj/zDZI/mhiSP0Ijkj/pLZI/kTiSPzhDkj/gTZI/h1iSPy5jkj/VbZI/fHiSPyODkj/KjZI/cZiSPxejkj++rZI/ZbiSPwvDkj+yzZI/WNiSP//ikj+k7ZI/SviSP/ACkz+XDZM/PRiTP+Mikz+JLZM/LTiTP9NCkz95TZM/HliTP8Rikz9pbZM/DniTP7OCkz9YjZM//peTP6Oikz9IrZM/7beTP5HCkz81zZM/2teTP3/ikz8j7ZM/yPeTP2wClD8QDZQ/tBeUP1gilD/9LJQ/oTeUP0VClD/oTJQ/jFeUPy9ilD/TbJQ/d3eUPxqClD++jJQ/YJeUPwSilD+nrJQ/S7eUP+7BlD+RzJQ/NNeUP9bhlD957JQ/HPeUP74BlT9hDJU/BBeVP6UhlT9ILJU/6jaVP41BlT8vTJU/0VaVP3NhlT8VbJU/t3aVP1mBlT/7i5U/nJaVPz6hlT/gq5U/gbaVPyLBlT/Ey5U/ZdaVPwbhlT+o65U/SPaVP+kAlj+KC5Y/KxaWP8wglj9tK5Y/DjaWP65Alj9PS5Y/71WWP5Bglj8wa5Y/0XWWP3GAlj8Ri5Y/sZWWP1Gglj/xqpY/kbWWPzHAlj/RypY/cNWWPxDglj+w6pY/T/WWP+//lj+PCpc/LRWXP80flz9sKpc/CzWXP6s/lz9KSpc/6VSXP4dflz8mapc/xXSXP2R/lz8Dipc/oZSXP0Cflz/eqZc/fLSXPxu/lz+5yZc/WNSXP/belz+T6Zc/MvSXP9D+lz9uCZg/DBSYP6oemD9IKZg/5TOYP4I+mD8gSZg/vlOYP1temD/5aJg/l3OYPzN+mD/QiJg/bpOYPwuemD+oqJg/RbOYP+G9mD9+yJg/G9OYP7jdmD9V6Jg/8vKYP4/9mD8qCJk/xxKZP2QdmT8AKJk/nTKZPzk9mT/VR5k/cVKZPw1dmT+pZ5k/RXKZP+F8mT99h5k/GJKZP7ScmT9Qp5k/7LGZP4i8mT8jx5k/v9GZP1ncmT/15pk/kPGZPyz8mT/HBpo/YhGaP/4bmj+YJpo/MzGaP847mj9pRpo/BFGaP59bmj86Zpo/1HCaP257mj8Jhpo/pJCaPz6bmj/ZpZo/crCaPw27mj+nxZo/QtCaP9zamj925Zo/EPCaP6n6mj9DBZs/3Q+bP3camz8RJZs/qy+bP0U6mz/eRJs/eE+bPxFamz+rZJs/RG+bP955mz92hJs/EI+bP6mZmz9CpJs/3K6bP3W5mz8OxJs/ps6bPz/Zmz/Y45s/ce6bPwr5mz+jA5w/PA6cP9MYnD9sI5w/BS6cP504nD82Q5w/z02cP2ZYnD/+Ypw/l22cPy94nD/Hgpw/YI2cP/iXnD+Popw/J62cP7+3nD9Xwpw/78ycP4fXnD8f4pw/tuycP033nD/lAZ0/fQydPxQXnT+sIZ0/RCydP9o2nT9xQZ0/CUydP6BWnT84YZ0/z2udP2V2nT/8gJ0/k4udPyqWnT/BoJ0/WKudP++1nT+FwJ0/HMudP7PVnT9K4J0/4OqdP3f1nT8OAJ4/owqePzoVnj/QH54/ZyqeP/00nj+UP54/KUqeP79Unj9VX54/7GmeP4J0nj8Yf54/romeP0OUnj/Znp4/b6mePwW0nj+bvp4/McmeP8bTnj9b3p4/8eieP4fznj8c/p4/sgifP0cTnz/dHZ8/cSifPwcznz+cPZ8/MUifP8dSnz9cXZ8/8GefP4Vynz8afZ8/sIefP0WSnz/anJ8/b6efPwOynz+XvJ8/LMefP8HRnz9W3J8/6+afP3/xnz8T/J8/qAagPzwRoD/RG6A/ZSagP/owoD+NO6A/IkagP7ZQoD9KW6A/32WgP3NwoD8He6A/moWgPy+QoD/DmqA/V6WgP+uvoD9/uqA/E8WgP6bPoD862qA/zuSgP2HvoD/1+aA/iQShPx0PoT+vGaE/QyShP9cuoT9qOaE//kOhP5FOoT8kWaE/t2OhP0tuoT/eeKE/cYOhPwWOoT+YmKE/KqOhP72toT9QuKE/5MKhP3fNoT8K2KE/neKhPy/toT/C96E/VQKiP+gMoj97F6I/DSKiP58soj8yN6I/xUGiP1dMoj/qVqI/fWGiPw9soj+hdqI/NIGiP8aLoj9ZlqI/66CiP32roj8QtqI/ocCiPzTLoj/G1aI/WOCiP+rqoj999aI/DwCjP6AKoz8yFaM/xB+jP1Yqoz/oNKM/ej+jPwtKoz+dVKM/L1+jP8Fpoz9TdKM/5X6jP3eJoz8IlKM/mZ6jPyupoz+9s6M/Tr6jP+DIoz9y06M/At6jP5Tooz8l86M/t/2jP0gIpD/aEqQ/ah2kP/wnpD+NMqQ/Hj2kP7BHpD9BUqQ/0lykP2NnpD/0caQ/hXykPxaHpD+nkaQ/OJykP8qmpD9asaQ/67ukP3zGpD8N0aQ/ntukPy/mpD+/8KQ/T/ukP+AFpT9xEKU/AhulP5MlpT8kMKU/szqlP0RFpT/VT6U/ZVqlP/ZkpT+Hb6U/F3qlP6eEpT83j6U/yJmlP1ikpT/prqU/ebmlPwrEpT+ZzqU/KtmlP7rjpT9L7qU/2/ilP2sDpj/6DaY/iximPxsjpj+rLaY/OzimP8xCpj9cTaY/61emP3tipj8LbaY/m3emPyuCpj+7jKY/TJemP9uhpj9rrKY/+7amP4rBpj8azKY/qtamPzrhpj/J66Y/WfamP+kApz95C6c/CBanP5ggpz8nK6c/tzWnP0ZApz/WSqc/ZlWnP/Zfpz+Faqc/FHWnP6N/pz8ziqc/w5SnP1Kfpz/iqac/cbSnPwC/pz+Pyac/H9SnP67epz8+6ac/zfOnP13+pz/rCKg/ehOoPwoeqD+ZKKg/KTOoP7g9qD9GSKg/1lKoP2VdqD/0Z6g/g3KoPxN9qD+ih6g/MJKoP7+cqD9Op6g/3rGoP228qD/8xqg/i9GoPxncqD+o5qg/N/GoP8b7qD9VBqk/5BCpP3IbqT8CJqk/kTCpPyA7qT+vRak/PVCpP8xaqT9aZak/6W+pP3h6qT8Hhak/lo+pPyWaqT+0pKk/Qq+pP9G5qT9fxKk/7s6pP33ZqT8M5Kk/m+6pPyj5qT+3A6o/Rg6qP9UYqj9jI6o/8i2qP4A4qj8PQ6o/nU2qPyxYqj+7Yqo/SW2qP9h3qj9mgqo/9IyqP4OXqj8Soqo/oKyqPy+3qj++wao/S8yqP9rWqj9o4ao/9+uqP4b2qj8UAas/owurPzAWqz+/IKs/TSurP9w1qz9qQKs/+UqrP4ZVqz8VYKs/o2qrPzJ1qz/Af6s/T4qrP92Uqz9rn6s/+amrP4i0qz8Wv6s/pMmrPzPUqz/B3qs/T+mrP93zqz9s/qs/+gisP4gTrD8XHqw/pCisPzMzrD/BPaw/T0isP95SrD9sXaw/+mesP4hyrD8Wfaw/pYesPzOSrD/BnKw/UKesP96xrD9rvKw/+sasP4jRrD8W3Kw/peasPzPxrD/B+6w/TwatP90QrT9rG60/+iWtP4gwrT8WO60/o0WtPzJQrT/AWq0/TmWtP91vrT9req0/+YStP4ePrT8Vmq0/o6StPzKvrT/Aua0/TsStP9zOrT9q2a0/+OOtP4burT8V+a0/owOuPzEOrj/AGK4/TSOuP9strj9qOK4/+EKuP4ZNrj8VWK4/omKuPzBtrj++d64/TYKuP9uMrj9pl64/+KGuP4Wsrj8Tt64/osGuPzDMrj++1q4/TeGuP9vrrj9p9q4/9wCvP4ULrz8UFq8/oiCvPzArrz+/Na8/TECvP9pKrz9pVa8/91+vP4Zqrz8Uda8/oX+vPzCKrz++lK8/TZ+vP9uprz9qtK8/+L6vP4XJrz8U1K8/ot6vPzHprz+/868/Tv6vP9wIsD9qE7A/+B2wP4cosD8VM7A/pD2wPzJIsD/AUrA/Tl2wP91nsD9rcrA/+nywP4mHsD8XkrA/pZywPzOnsD/CsbA/ULywP9/GsD9u0bA//NuwP4rmsD8Z8bA/p/uwPzYGsT/FELE/UxuxP+IlsT9wMLE//jqxP41FsT8cULE/q1qxPzllsT/Hb7E/VnqxP+WEsT9zj7E/ApqxP5GksT8gr7E/rrmxPzzEsT/LzrE/WtmxP+njsT947rE/B/mxP5UDsj8kDrI/sxiyP0Ijsj/RLbI/YDiyP+5Csj98TbI/C1iyP5tisj8qbbI/uXeyP0iCsj/WjLI/ZZeyP/Shsj+DrLI/EreyP6HBsj8wzLI/v9ayP07hsj/d67I/bPayP/sAsz+LC7M/GhazP6ggsz9IIbM/nS6zP/I7sz9GSbM/mlazP+5jsz9CcbM/ln6zP+qLsz8+mbM/kKazP+Szsz83wbM/i86zP97bsz8y6bM/hPazP9cDtD8qEbQ/fR60P88rtD8hObQ/dEa0P8ZTtD8ZYbQ/a260P7x7tD8OibQ/YJa0P7KjtD8EsbQ/Vr60P6fLtD/42LQ/Sua0P5vztD/sALU/PQ61P44btT/fKLU/MDa1P4FDtT/QULU/IV61P3JrtT/CeLU/Eoa1P2OTtT+yoLU/Aq61P1K7tT+iyLU/8tW1P0HjtT+Q8LU/4P21Py8Ltj9/GLY/zSW2Pxwztj9rQLY/uk22Pwlbtj9YaLY/pnW2P/SCtj9DkLY/kp22P+Cqtj8tuLY/fMW2P8rStj8Y4LY/Zu22P7P6tj8ACLc/ThW3P5witz/pL7c/Nz23P4NKtz/QV7c/HmW3P2tytz+4f7c/BI23P1Catz+dp7c/6rS3PzbCtz+Dz7c/zty3Pxvqtz9n97c/swS4P/8RuD9KH7g/liy4P+I5uD8uR7g/eVS4P8RhuD8Pb7g/W3y4P6aJuD/xlrg/PKS4P4axuD/Rvrg/HMy4P2fZuD+y5rg//PO4P0YBuT+RDrk/2xu5PyUpuT9vNrk/uUO5PwNRuT9NXrk/l2u5P+B4uT8phrk/c5O5P72guT8Grrk/T7u5P5jIuT/h1bk/KuO5P3PwuT+8/bk/BAu6P00Yuj+WJbo/3zK6PydAuj9wTbo/t1q6PwBouj9Idbo/kIK6P9iPuj8fnbo/Z6q6P6+3uj/3xLo/P9K6P4bfuj/N7Lo/Ffq6P1wHuz+kFLs/6yG7PzEvuz94PLs/v0m7PwZXuz9NZLs/k3G7P9p+uz8hjLs/Z5m7P66muz/zs7s/OsG7P4DOuz/G27s/DOm7P1L2uz+XA7w/3RC8PyMevD9pK7w/rzi8P/NFvD85U7w/fmC8P8RtvD8Je7w/TYi8P5OVvD/Yorw/HbC8P2K9vD+nyrw/6te8Py/lvD908rw/uP+8P/0MvT9AGr0/hSe9P8k0vT8NQr0/Uk+9P5VcvT/Zab0/HXe9P2GEvT+kkb0/6J69PyusvT9uub0/ssa9P/XTvT854b0/e+69P777vT8CCb4/RRa+P4gjvj/LML4/DT6+P09Lvj+SWL4/1WW+Pxhzvj9ZgL4/nI2+P96avj8gqL4/Y7W+P6TCvj/mz74/KN2+P2rqvj+s974/7gS/Py8Svz9xH78/siy/P/Q5vz81R78/dlS/P7dhvz/5br8/Ony/P3uJvz+7lr8//KO/Pz2xvz9+vr8/v8u/PwDZvz9A5r8/gfO/P8EAwD8CDsA/QhvAP4IowD/CNcA/AkPAP0NQwD+DXcA/wmrAPwJ4wD9ChcA/gpLAP8KfwD8BrcA/QLrAP4DHwD+/1MA//+HAPz7vwD99/MA/vAnBP/wWwT87JME/ejHBP7g+wT/3S8E/NlnBP3VmwT+0c8E/84DBPzCOwT9vm8E/rqjBP+y1wT8rw8E/aNDBP6fdwT/l6sE/I/jBP2EFwj+fEsI/3R/CPxstwj9ZOsI/lkfCP9RUwj8RYsI/T2/CP4x8wj/KicI/CJfCP0Skwj+BscI/v77CP/zLwj852cI/d+bCP7Pzwj/wAMM/LQ7DP2obwz+nKMM/4zXDPx9Dwz9cUMM/mV3DP9Vqwz8ReMM/ToXDP4qSwz/Gn8M/A63DPz+6wz96x8M/ttTDP/Phwz8v78M/a/zDP6YJxD/iFsQ/HSTEP1kxxD+VPsQ/0UvEPwtZxD9HZsQ/gnPEP76AxD/5jcQ/NJvEP2+oxD+qtcQ/5cLEPyHQxD9b3cQ/lurEP9H3xD8MBcU/RxLFP4EfxT+7LMU/9jnFPzFHxT9rVMU/pmHFP99uxT8afMU/VInFP4+WxT/Jo8U/ArHFPzy+xT93y8U/sdjFP+vlxT8l88U/XgDGP5gNxj/SGsY/DCjGP0U1xj9+QsY/uE/GP/Fcxj8rasY/ZHfGP52Exj/WkcY/EJ/GP0msxj+CucY/vMbGP/TTxj8t4cY/Zu7GP5/7xj/YCMc/EBbHP0kjxz+CMMc/uz3HP/NKxz8sWMc/ZGXHP5xyxz/Vf8c/Do3HP0aaxz9+p8c/trTHP+7Bxz8nz8c/X9zHP5bpxz/O9sc/BgTIPz8RyD93Hsg/ryvIP+Y4yD8dRsg/VVPIP41gyD/Fbcg//HrIPzOIyD9rlcg/o6LIP9qvyD8Rvcg/SMrIP4DXyD+35Mg/7vHIPyb/yD9cDMk/kxnJP8omyT8BNMk/OUHJP29OyT+mW8k/3WjJPxN2yT9Kg8k/gZDJP7edyT/uqsk/JbjJP1vFyT+S0sk/x9/JP/7syT81+sk/awfKP6EUyj/XIco/DS/KP0Q8yj96Sco/sFbKP+Zjyj8ccco/Un7KP4iLyj++mMo/9KXKPymzyj9fwMo/lc3KP8vayj8A6Mo/NfXKP2sCyz+hD8s/1hzLPwwqyz9CN8s/dkTLP6xRyz/hXss/F2zLP0x5yz+Ahss/tpPLP+ugyz8grss/VrvLP4vIyz+/1cs/9OLLPynwyz9e/cs/kwrMP8cXzD/8JMw/MTLMP2Y/zD+bTMw/z1nMPwRnzD85dMw/bYHMP6KOzD/Xm8w/CqnMPz+2zD9zw8w/qNDMP9zdzD8Q68w/RPjMP3kFzT+tEs0/4R/NPxUtzT9JOs0/fUfNP7JUzT/mYc0/Gm/NP018zT+Bic0/tZbNP+mjzT8dsc0/UL7NP4TLzT+42M0/7OXNPyDzzT9UAM4/hg3OP7oazj/uJ84/IjXOP1VCzj+IT84/u1zOP+9pzj8jd84/VoTOP4mRzj+8ns4/8KvOPyO5zj9Wxs4/itPOP7zgzj/v7c4/I/vOP1YIzz+JFc8/uyLPP+4vzz8iPc8/VUrPP4hXzz+7ZM8/7XHPPyB/zz9TjM8/hpnPP7mmzz/rs88/HsHPP1DOzz+D288/tujPP+j1zz8bA9A/TRDQP4Ad0D+zKtA/5TfQPxdF0D9KUtA/fF/QP69s0D/hedA/E4fQP0WU0D94odA/qq7QP9270D8OydA/QdbQP3Pj0D+l8NA/2P3QPwoL0T87GNE/bSXRP6Ay0T/SP9E/BE3RPzVa0T9nZ9E/mXTRP8yB0T/+jtE/MJzRP2Gp0T+TttE/xcPRP/fQ0T8p3tE/WuvRP4z40T+9BdI/7xLSPyEg0j9SLdI/hDrSP7ZH0j/oVNI/GWLSP0tv0j98fNI/rYnSP9+W0j8RpNI/QrHSP3O+0j+ly9I/1tjSPwjm0j8689I/agDTP5wN0z/NGtM//yfTPzA10z9iQtM/kk/TP8Nc0z/1adM/JnfTP1iE0z+IkdM/uZ7TP+ur0z8cudM/TcbTP3/T0z+v4NM/4O3TPxL70z9DCNQ/dBXUP6Qi1D/VL9Q/Bz3UPzhK1D9pV9Q/mWTUP8px1D/7ftQ/LIzUP12Z1D+PptQ/v7PUP/DA1D8hztQ/UtvUP4Po1D+z9dQ/5ALVPxUQ1T9GHdU/dyrVP6g31T/XRNU/CFLVPzlf1T9qbNU/m3nVP8uG1T/8k9U/LaHVP12u1T+Ou9U/vsjVP+/V1T8g49U/UfDVP4H91T+yCtY/4hfWPxMl1j9DMtY/dD/WP6VM1j/VWdY/BWfWPzZ01j9ngdY/l47WP8eb1j/4qNY/KLbWP1nD1j+K0NY/ut3WP+rq1j8b+NY/SwXXP3wS1z+sH9c/3CzXPw061z89R9c/blTXP55h1z/Pbtc//nvXPy+J1z9gltc/kKPXP8Gw1z/wvdc/IcvXP1HY1z+C5dc/svLXP+L/1z8SDdg/QxrYP3Mn2D+kNNg/1EHYPwRP2D80XNg/ZWnYP5V22D/Gg9g/9ZDYPyae2D9Wq9g/h7jYP7fF2D/n0tg/F+DYP0ft2D94+tg/qAfZP9kU2T8IItk/OS/ZP2k82T+ZSdk/ylbZP/lj2T8qcdk/Wn7ZP4uL2T+7mNk/7KXZPxuz2T9LwNk/fM3ZP6za2T/d59k/DPXZPz0C2j9tD9o/nRzaP84p2j/+Nto/LkTaP15R2j+PXto/v2vaP/B42j8fhto/T5PaP4Cg2j+wrdo/4braPxDI2j9B1do/ceLaP6Lv2j/S/No/AwrbPzIX2z9jJNs/kzHbP8Q+2z/0S9s/JFnbP1Rm2z+Fc9s/tYDbP+aN2z8Vm9s/RqjbP3a12z+nwts/18/bPwjd2z836ts/aPfbP5gE3D/JEdw/+h7cPyks3D9aOdw/ikbcP7tT3D/sYNw/HG7cP0x73D98iNw/rZXcP96i3D8OsNw/Pr3cP2/K3D+f19w/0OTcPwHy3D8w/9w/YQzdP5IZ3T/CJt0/8zPdPyRB3T9UTt0/hFvdP7Vo3T/mdd0/F4PdP0eQ3T93nd0/qKrdP9m33T8Kxd0/O9LdP2rf3T+b7N0/zPndP/0G3j8uFN4/XiHeP48u3j/AO94/8UjePyJW3j9SY94/g3DeP7R93j/kit4/FpjeP0el3j93st4/qL/eP9nM3j8K2t4/O+feP2v03j+cAd8/zQ7fP/4b3z8vKd8/YDbfP5FD3z/CUN8/813fPyRr3z9WeN8/hoXfP7eS3z/on98/Gq3fP0u63z97x98/rdTfP97h3z8P798/QfzfP3IJ4D+jFuA/1CPgPwUx4D83PuA/aEvgP5lY4D/KZeA//HLgPy2A4D9fjeA/kJrgP8Gn4D/ztOA/JMLgP1bP4D+I3OA/uOngP+r24D8cBOE/ThHhP38e4T+wK+E/4jjhPxRG4T9GU+E/d2DhP6lt4T/aeuE/DIjhPz6V4T9wouE/oq/hP9O84T8FyuE/N9fhP2nk4T+b8eE/zP7hP/4L4j8xGeI/YybiP5Uz4j/HQOI/+E3iPytb4j9daOI/j3XiP8GC4j/zj+I/JZ3iP1eq4j+Kt+I/vMTiP+7R4j8g3+I/U+ziP4X54j+4BuM/6hPjPxwh4z9OLuM/gTvjP7RI4z/mVeM/GGPjP0tw4z9+feM/sIrjP+OX4z8WpeM/SLLjP3u/4z+uzOM/4dnjPxTn4z9G9OM/eQHkP6wO5D/fG+Q/EinkP0Q25D93Q+Q/qlDkP91d5D8Qa+Q/RHjkP3aF5D+pkuQ/3Z/kPxCt5D9DuuQ/dsfkP6nU5D/d4eQ/EO/kP0T85D92CeU/qhblP90j5T8RMeU/RT7lP3hL5T+rWOU/32XlPxNz5T9GgOU/eo3lP62a5T/hp+U/FbXlP0nC5T99z+U/sdzlP+Tp5T8Y9+U/TATmP4AR5j+0HuY/6CvmPxw55j9QRuY/hFPmP7lg5j/sbeY/IXvmP1WI5j+JleY/vqLmP/Kv5j8mveY/W8rmP4/X5j/E5OY/+fHmPyz/5j9hDOc/lhnnP8sm5z//M+c/NEHnP2hO5z+dW+c/0mjnP3nx7j89A+8/ABXvP8Um7z+IOO8/TErvPw9c7z/Tbe8/ln/vP1qR7z8co+8/37TvP6LG7z9l2O8/J+rvP+n77z+sDfA/bh/wPy8x8D/yQvA/tFTwP3Zm8D82ePA/+InwP7qb8D97rfA/PL/wP/3Q8D++4vA/f/TwPz8G8T8AGPE/wCnxP4E78T9ATfE/AF/xP8Fw8T+BgvE/QJTxP/+l8T+/t/E/f8nxPz3b8T/97PE/vP7xP3sQ8j85IvI/+DPyP7dF8j92V/I/M2nyP/J68j+wjPI/bp7yPyuw8j/pwfI/p9PyP2Xl8j8i9/I/3wjzP50a8z9aLPM/Fj7zP9NP8z+QYfM/TXPzPwmF8z/GlvM/gqjzPz+68z/6y/M/tt3zP3Lv8z8uAfQ/6RL0P6Uk9D9hNvQ/HEj0P9dZ9D+Sa/Q/TX30PwiP9D/CoPQ/fbL0PzjE9D/z1fQ/rOf0P2f59D8hC/U/3Bz1P5Uu9T9PQPU/CVL1P8Nj9T97dfU/NYf1P+6Y9T+oqvU/YLz1PxnO9T/S3/U/i/H1P0MD9j/8FPY/tSb2P2049j8lSvY/3Vv2P5Vt9j9Of/Y/BZH2P72i9j90tPY/LMb2P+PX9j+a6fY/Uvv2PwkN9z+/Hvc/djD3Py1C9z/kU/c/mmX3P1F39z8Iifc/vpr3P3Os9z8qvvc/4M/3P5bh9z9L8/c/AQX4P7cW+D9sKPg/ITr4P9dL+D+MXfg/QW/4P/WA+D+rkvg/YKT4PxS2+D/Ix/g/fdn4PzLr+D/m/Pg/mg75P04g+T8CMvk/tkP5P2lV+T8dZ/k/0Xj5P4WK+T83nPk/6635P56/+T9S0fk/BOP5P7f0+T9qBvo/HRj6P88p+j+CO/o/NE36P+de+j+YcPo/S4L6P/2T+j+vpfo/YLf6PxPJ+j/E2vo/duz6Pyf++j/ZD/s/iiH7Pzwz+z/sRPs/nVb7P05o+z8Aevs/r4v7P2Cd+z8Rr/s/wsD7P3LS+z8i5Ps/0/X7P4MH/D8yGfw/4ir8P5I8/D9CTvw/8V/8P6Fx/D9Rg/w/AJX8P6+m/D9euPw/Dsr8P73b/D9r7fw/Gv/8P8kQ/T94Iv0/JjT9P9VF/T+DV/0/Mmn9P996/T+OjP0/PJ79P+qv/T+Xwf0/RdP9P/Pk/T+h9v0/Tgj+P/wZ/j+pK/4/Vz3+PwNP/j+xYP4/XnL+PwuE/j+3lf4/ZKf+PxG5/j++yv4/atz+Pxbu/j/D//4/bxH/Pxsj/z/HNP8/c0b/PyBY/z/Laf8/d3v/PyON/z/Onv8/ebD/PyXC/z/Q0/8/fOX/Pyb3/z9pBABAPg0AQBQWAEDpHgBAvycAQJQwAEBqOQBAP0IAQBRLAEDpUwBAvlwAQJNlAEBobgBAPXcAQBKAAEDoiABAvZEAQJGaAEBmowBAOqwAQA+1AEDkvQBAucYAQI7PAEBi2ABANuEAQAvqAEDf8gBAtPsAQIgEAUBdDQFAMRYBQAYfAUDZJwFArTABQII5AUBWQgFAKksBQP5TAUDSXAFAp2UBQHpuAUBOdwFAIoABQPaIAUDJkQFAnZoBQHGjAUBFrAFAGbUBQOy9AUC/xgFAk88BQGbYAUA64QFADuoBQOHyAUC1+wFAhwQCQFoNAkAuFgJAAR8CQNQnAkCoMAJAezkCQE5CAkAgSwJA81MCQMZcAkCZZQJAbW4CQD93AkASgAJA5YgCQLeRAkCKmgJAXaMCQDCsAkACtQJA1b0CQKjGAkB6zwJATNgCQB7hAkDx6QJAw/ICQJb7AkBoBANAOw0DQA0WA0DeHgNAsScDQIMwA0BVOQNAJ0IDQPpKA0DMUwNAnlwDQG9lA0BBbgNAE3cDQOV/A0C3iANAiZEDQFuaA0AsowNA/asDQM+0A0ChvQNAcsYDQETPA0AW2ANA5+ADQLnpA0CJ8gNAW/sDQCwEBED+DARAzxUEQKEeBEByJwRAQzAEQBQ5BEDlQQRAtkoEQIdTBEBYXARAKmUEQPttBEDMdgRAnH8EQG2IBEA+kQRAD5oEQOCiBECxqwRAgbQEQFK9BEAixgRA884EQMTXBECU4ARAZekEQDbyBEAG+wRA1wMFQKcMBUB3FQVASB4FQBgnBUDpLwVAuTgFQIlBBUBaSgVAKVMFQPlbBUDKZAVAmm0FQGp2BUA6fwVAC4gFQNuQBUCqmQVAeqIFQEqrBUAatAVA6rwFQLrFBUCKzgVAWtcFQCngBUD56AVAyPEFQJj6BUBoAwZAOAwGQAgVBkDXHQZApiYGQHYvBkBFOAZAFUEGQOVJBkC0UgZAhFsGQFNkBkAibQZA8XUGQMB+BkCQhwZAX5AGQC+ZBkD+oQZAzaoGQJyzBkBrvAZAOsUGQAnOBkDY1gZAp98GQHfoBkBG8QZAFfoGQOMCB0CyCwdAgRQHQFAdB0AfJgdA7i4HQL03B0CMQAdAWUkHQChSB0D3WgdAxmMHQJVsB0BjdQdAMn4HQAGHB0DOjwdAnZgHQGyhB0A6qgdACbMHQNe7B0CmxAdAdc0HQELWB0AQ3wdA3+cHQK3wB0B8+QdASgIIQBkLCEDnEwhAtBwIQIIlCEBRLghAHzcIQO0/CEC7SAhAilEIQFhaCEAlYwhA82sIQMF0CECPfQhAXYYIQCuPCED5lwhAx6AIQJSpCEBisghAMLsIQP7DCEDMzAhAmtUIQGjeCEA25whAAvAIQND4CECeAQlAbAoJQDkTCUAHHAlA1SQJQKMtCUBvNglAPT8JQApICUDYUAlAplkJQHNiCUBBawlADnQJQNt8CUCohQlAdo4JQEOXCUARoAlA3qgJQKuxCUB5uglARcMJQBPMCUDg1AlArd0JQHvmCUBI7wlAFfgJQOIACkCvCQpAfBIKQEkbCkAWJApA4ywKQLA1CkB9PgpAS0cKQBdQCkDkWApAsWEKQH5qCkBLcwpAGHwKQOWECkCyjQpAfpYKQEufCkAYqApA5bAKQLG5CkB+wgpAS8sKQBjUCkDl3ApAseUKQH7uCkBK9wpAFwALQOQIC0CxEQtAfRoLQEojC0AWLAtA4jQLQK89C0B8RgtASE8LQBVYC0DiYAtArmkLQHpyC0BGewtAE4QLQN+MC0CslQtAeZ4LQEWnC0ASsAtA3bgLQKnBC0B2ygtAQtMLQA/cC0Db5AtAqO0LQHT2C0A//wtADAgMQNgQDECkGQxAcSIMQD0rDEAJNAxA1jwMQKFFDEBtTgxAOVcMQAZgDEDSaAxAnnEMQGp6DEA2gwxAAowMQM6UDECanQxAZqYMQDKvDED+twxAy8AMQJfJDEBi0gxALtsMQPrjDEDG7AxAkvUMQF7+DEAqBw1A9g8NQMEYDUCNIQ1AWSoNQCUzDUDxOw1AvUQNQIlNDUBVVg1AIF8NQOxnDUC4cA1AhHkNQFCCDUAbiw1A55MNQLOcDUB+pQ1ASq4NQBa3DUDivw1ArcgNQHnRDUBF2g1AEeMNQNzrDUCn9A1Ac/0NQD8GDkALDw5A1hcOQKIgDkBuKQ5AOTIOQAQ7DkDQQw5AnEwOQGhVDkAzXg5A/2YOQMtvDkCVeA5AYYEOQC2KDkD4kg5AxJsOQJCkDkBbrQ5AJ7YOQPK+DkC9xw5AidAOQFTZDkAg4g5A7OoOQLfzDkCD/A5ATgUPQBkOD0DkFg9AsB8PQHwoD0BHMQ9AEzoPQN5CD0CqSw9AdFQPQEBdD0ALZg9A124PQKJ3D0BugA9AOYkPQAWSD0DPmg9Am6MPQGasD0AytQ9A/b0PQMnGD0CUzw9AYNgPQCrhD0D26Q9AwfIPQI37D0BYBBBAJA0QQO8VEEC6HhBAhScQQFAwEEAcORBA50EQQLNKEEB+UxBASVwQQBVlEEDfbRBAq3YQQHZ/EEBCiBBADZEQQNiZEECkohBAb6sQQDq0EEAFvRBA0MUQQJzOEEBn1xBAM+AQQP7oEEDJ8RBAlPoQQF8DEUArDBFA9hQRQMEdEUCNJhFAWC8RQCQ4EUDuQBFAuUkRQIVSEUBQWxFAHGQRQOdsEUCydRFAfn4RQEiHEUAUkBFA35gRQKqhEUB2qhFAQbMRQA28EUDYxBFAos0RQG7WEUA53xFABegRQNDwEUCb+RFAZwISQDILEkD9ExJAyBwSQJQlEkBfLhJAKjcSQPY/EkDBSBJAjVESQFhaEkAjYxJA7msSQLl0EkCFfRJAUIYSQByPEkDnlxJAs6ASQH2pEkBJshJAFLsSQN/DEkCrzBJAdtUSQELeEkAN5xJA2O8SQKP4EkBvARNAOgoTQAYTE0DRGxNAnSQTQGgtE0AzNhNA/j4TQMpHE0CVUBNAYVkTQC1iE0D4ahNAxHMTQI58E0BahRNAJY4TQPGWE0C8nxNAiKgTQFSxE0AfuhNA6sITQLXLE0CB1BNATd0TQBjmE0Dk7hNAsPcTQHsAFEBGCRRAEhIUQN0aFECpIxRAdSwUQEA1FEAMPhRA2EYUQKJPFEBuWBRAOmEUQAVqFEDRchRAnXsUQGmEFEA0jRRA/5UUQMueFECXpxRAYrAUQC65FED6wRRAxsoUQJLTFEBd3BRAKOUUQPTtFEDA9hRAjP8UQFgIFUAkERVA8BkVQLoiFUCGKxVAUjQVQB49FUDqRRVAtk4VQIJXFUBOYBVAGWkVQOVxFUCxehVAfYMVQEmMFUAVlRVA4Z0VQK2mFUB4rxVARLgVQBDBFUDcyRVAqNIVQHTbFUBA5BVADe0VQNn1FUCk/hVAcAcWQDwQFkAIGRZA1SEWQKEqFkBtMxZAOTwWQARFFkDRTRZAnVYWQGlfFkA2aBZAAnEWQM55FkCaghZAZosWQDKUFkD+nBZAy6UWQJeuFkBktxZAMMAWQPzIFkDI0RZAlNoWQGHjFkAt7BZA+vQWQMb9FkCTBhdAXw8XQCsYF0D3IBdAxCkXQJAyF0BdOxdAKkQXQPZMF0DDVRdAj14XQFtnF0AocBdA9XgXQMGBF0COihdAW5MXQCicF0DzpBdAwK0XQI22F0BavxdAJsgXQPPQF0DA2RdAjeIXQFnrF0Am9BdA8/wXQMAFGECNDhhAWhcYQCcgGED0KBhAwDEYQI06GEBaQxhAJ0wYQPRUGEDBXRhAjmYYQFtvGEAneBhA9IAYQMKJGECPkhhAXJsYQCmkGED3rBhAxLUYQJC+GEBdxxhAK9AYQEvTGECR2xhA1+MYQB3sGEBj9BhAqfwYQO4EGUAzDRlAeRUZQL8dGUAFJhlASi4ZQJA2GUDVPhlAG0cZQF9PGUClVxlA6l8ZQDBoGUB1cBlAungZQP+AGUBFiRlAipEZQM6ZGUATohlAWKoZQJ2yGUDiuhlAJ8MZQGvLGUCw0xlA9NsZQDnkGUB97BlAwvQZQAf9GUBLBRpAkA0aQNQVGkAZHhpAXCYaQKAuGkDlNhpAKT8aQG1HGkCxTxpA9VcaQDpgGkB9aBpAwXAaQAV5GkBJgRpAjYkaQNCRGkAUmhpAWKIaQJyqGkDeshpAIrsaQGbDGkCpyxpA7dMaQDDcGkB05BpAt+waQPr0GkA9/RpAgAUbQMQNG0AHFhtASh4bQI0mG0DQLhtAFDcbQFY/G0CZRxtA3E8bQB5YG0BhYBtApGgbQOdwG0AqeRtAbYEbQK6JG0DxkRtANJobQHaiG0C5qhtA+7IbQD67G0CAwxtAwssbQATUG0BG3BtAieQbQMvsG0AN9RtAT/0bQJEFHEDUDRxAFRYcQFceHECZJhxA2y4cQB03HEBfPxxAoEccQOJPHEAjWBxAZWAcQKdoHEDocBxAKnkcQGuBHECtiRxA75EcQDCaHEBxohxAsqocQPOyHEA1uxxAdsMcQLfLHED50xxAOtwcQHvkHEC77BxA/PQcQD39HEB/BR1AwA0dQAEWHUBCHh1AgiYdQMIuHUADNx1ARD8dQIVHHUDGTx1ABlgdQEdgHUCIaB1AyHAdQAh5HUBIgR1AiYkdQMmRHUAKmh1ASqIdQIuqHUDLsh1AC7sdQEvDHUCLyx1Ay9MdQAvcHUBL5B1AjOwdQMz0HUAM/R1ASwUeQIsNHkDLFR5ACx4eQEsmHkCKLh5AyjYeQAo/HkBKRx5AiU8eQMhXHkAIYB5ASGgeQIdwHkDHeB5ABoEeQEaJHkCEkR5AxJkeQAOiHkBDqh5AgrIeQMG6HkABwx5AQMseQH/THkC+2x5A/eMeQDzsHkB79B5AuvweQPkEH0A4DR9AdxUfQLYdH0D0JR9AMy4fQHI2H0CxPh9A8EYfQC9PH0BtVx9ArF8fQOpnH0AocB9AZ3gfQKaAH0DkiB9AI5EfQGKZH0CgoR9A36kfQByyH0Bauh9AmcIfQNfKH0AW0x9AVNsfQJLjH0DQ6x9ADvQfQEz8H0CKBCBAyAwgQAYVIEBEHSBAgyUgQMEtIED/NSBAPD4gQHpGIEC4TiBA9VYgQDNfIEBxZyBAr28gQO13IEArgCBAZ4ggQKWQIEDjmCBAIKEgQF6pIECcsSBA2bkgQBfCIEBTyiBAkdIgQM/aIEAM4yBASesgQIfzIEDE+yBAAgQhQD8MIUB7FCFAuRwhQPYkIUAzLSFAcDUhQK09IUDrRSFAKE4hQGVWIUChXiFA3mYhQBtvIUBYdyFAlX8hQNKHIUAPkCFATJghQIigIUDFqCFAArEhQD65IUB7wSFAuMkhQPXRIUAy2iFAbuIhQKrqIUDn8iFAI/shQGADIkCcCyJA2RMiQBYcIkBSJCJAjiwiQMo0IkAHPSJAQ0UiQH9NIkC8VSJA+F0iQDRmIkBxbiJArHYiQOh+IkAlhyJAYY8iQJ2XIkDZnyJAFagiQFKwIkCOuCJAycAiQAXJIkBB0SJAfdkiQLnhIkD16SJAMfIiQG36IkCoAiNA5AojQCATI0BcGyNAmCMjQNMrI0APNCNASzwjQIdEI0DGSyNAT1UjQNdeI0BgaCNA6HEjQHF7I0D5hCNAgY4jQAiYI0CQoSNAGKsjQKC0I0AnviNAr8cjQDbRI0C92iNAROQjQMvtI0BS9yNA2QAkQGAKJEDnEyRAbR0kQPQmJEB7MCRAATokQIhDJEAOTSRAlFYkQBpgJECgaSRAJnMkQKt8JEAxhiRAt48kQD2ZJEDCoiRAR6wkQMy1JEBSvyRA18gkQFzSJEDh2yRAZuUkQOvuJEBv+CRA9AElQHkLJUD9FCVAgh4lQAYoJUCLMSVADjslQJJEJUAWTiVAmlclQB5hJUCiaiVAJnQlQKl9JUAshyVAsJAlQDOaJUC2oyVAOq0lQL22JUBAwCVAwsklQEXTJUDI3CVAS+YlQM3vJUBQ+SVA0wImQFUMJkDXFSZAWR8mQNsoJkBdMiZA3zsmQGFFJkDjTiZAZFgmQOZhJkBoayZA6XQmQGt+JkDshyZAbpEmQO+aJkBvpCZA8K0mQHG3JkDywCZAc8omQPTTJkB13SZA9eYmQHXwJkD2+SZAdgMnQPYMJ0B3FidA9x8nQHcpJ0D2MidAdjwnQPZFJ0B2TydA9lgnQHViJ0D1aydAc3UnQPN+J0ByiCdA8pEnQHGbJ0DwpCdAb64nQO63J0BswSdA68onQGrUJ0Do3SdAZ+cnQOXwJ0Bk+idA4QMoQGANKEDeFihAXCAoQNopKEBYMyhA1jwoQFNGKEDRTyhAT1koQMxiKEBKbChAyHUoQEV/KEDCiChAP5IoQLybKEA5pShAtq4oQDO4KECwwShALcsoQKnUKEAm3ihAoucoQB/xKECc+ihAGAQpQJQNKUARFylAjCApQAgqKUCEMylAAD0pQHxGKUD4TylAdFkpQO9iKUBqbClA5nUpQGJ/KUDdiClAWZIpQNSbKUBPpSlAya4pQES4KUDAwSlAO8spQLbUKUAw3ilAq+cpQCXxKUCg+ilAGgQqQJUNKkAPFypAiiAqQAQqKkB+MypA9zwqQHFGKkDsTypAZlkqQN9iKkBZbCpA03UqQEx/KkDGiCpAP5IqQLmbKkAypSpArK4qQCW4KkCewSpAFssqQJDUKkAJ3ipAgucqQPvwKkBz+ipA7AMrQGQNK0DdFitAVSArQM4pK0BGMytAvzwrQDdGK0CwTytAJ1krQJ9iK0AXbCtAj3UrQAd/K0B/iCtA95ErQG6bK0DmpCtAXa4rQNW3K0BMwStAxMorQDvUK0Cz3StAKecrQKDwK0AY+itAjwMsQAYNLEB9FixA9B8sQGopLEDgMixAVzwsQM5FLEBFTyxAu1gsQDJiLECoayxAHnUsQJR+LEAKiCxAgJEsQPeaLEBtpCxA460sQFi3LEDOwCxARMosQLnTLEAv3SxApeYsQBvwLECQ+SxABQMtQHoMLUDwFS1AZR8tQNooLUBPMi1AxTstQDlFLUCuTi1AI1gtQJhhLUANay1AgnQtQPZ9LUBrhy1A35AtQFOaLUDIoy1APK0tQLG2LUAlwC1AmsktQA3TLUCB3C1A9eUtQGnvLUDe+C1AUgIuQMYLLkA5FS5ArB4uQCAoLkCUMS5ACDsuQHtELkDvTS5AYlcuQNVgLkBIai5AvHMuQC99LkCihi5AFZAuQIiZLkD8oi5AbqwuQOG1LkBUvy5AxsguQDnSLkCs2y5AH+UuQJHuLkAD+C5AdgEvQOgKL0BbFC9AzR0vQEAnL0CyMC9AIzovQJVDL0AITS9AelYvQOxfL0BeaS9A0HIvQEJ8L0CzhS9AJI8vQJaYL0AIoi9AeqsvQOu0L0Bdvi9AzccvQD/RL0Cw2i9AIuQvQJPtL0AE9y9AdQAwQOcJMEBXEzBAyBwwQDkmMECqLzBAGzkwQIxCMED9SzBAbFUwQN1eMEBOaDBAv3EwQC97MECghDBAEI4wQIGXMEDwoDBAYaowQNGzMEBBvTBAssYwQCLQMECS2TBAAeMwQHHsMEDh9TBAUf8wQMEIMUAxEjFAoRsxQBElMUB/LjFA7zcxQF9BMUDOSjFAPlQxQK1dMUAdZzFAi3AxQPt5MUBqgzFA2YwxQEmWMUC4nzFAJ6kxQJayMUAEvDFAc8UxQOLOMUBR2DFAwOExQC/rMUCe9DFADP4xQHsHMkDpEDJAWBoyQMcjMkA1LTJApDYyQBJAMkCASTJA7lIyQF1cMkDLZTJAOW8yQKh4MkAWgjJAg4syQPGUMkBfnjJAzacyQDuxMkCpujJAF8QyQIXNMkDy1jJAYOAyQM7pMkA88zJAqfwyQBcGM0CFDzNA8RgzQF8iM0DMKzNAOjUzQKc+M0AVSDNAglEzQO9aM0BcZDNAyW0zQDZ3M0CjgDNAEYozQH6TM0DrnDNAV6YzQMSvM0AxuTNAnsIzQAvMM0B41TNA5N4zQFHoM0C98TNAKvszQJYENEADDjRAcBc0QNwgNEBJKjRAtTM0QCE9NECNRjRA+k80QGZZNEDSYjRAP2w0QKt1NEAWfzRAgog0QO+RNEBbmzRAx6Q0QDOuNECftzRAC8E0QHbKNEDi0zRATt00QLrmNEAl8DRAkfk0QP0CNUBoDDVA0xU1QD8fNUCrKDVAFjI1QII7NUDuRDVAWU41QMRXNUAvYTVAmmo1QAZ0NUBxfTVA3YY1QEiQNUCymTVAHaM1QImsNUD0tTVAX781QMrINUA10jVAoNs1QArlNUB17jVA4Pc1QEsBNkC2CjZAIRQ2QIwdNkD2JjZAYTA2QMs5NkA2QzZAoUw2QAxWNkB2XzZA4Wg2QEtyNkC1ezZAIIU2QIqONkD1lzZAX6E2QMqqNkAztDZAnb02QAjHNkBy0DZA3dk2QEfjNkCx7DZAG/Y2QIX/NkDvCDdAWRI3QMMbN0AtJTdAly43QAE4N0BrQTdA1Eo3QD5UN0CoXTdAEmc3QHxwN0DmeTdAUIM3QLmMN0AjljdAjJ83QPaoN0BgsjdAyrs3QDPFN0CdzjdABtg3QG/hN0DZ6jdAQ/Q3QKz9N0AWBzhAfxA4QOgZOEBRIzhAuyw4QCQ2OECNPzhA90g4QGBSOEDKWzhAMmU4QJtuOEAEeDhAboE4QNeKOEBAlDhAqZ04QBKnOEB7sDhA5Lk4QE3DOEC2zDhAH9Y4QIjfOEDx6DhAWfI4QML7OEArBTlAlA45QP0XOUBmITlAzyo5QDc0OUCgPTlACUc5QHFQOUDaWTlAQ2M5QKxsOUAVdjlAfH85QOWIOUBOkjlAtps5QB+lOUCIrjlA8Lc5QFjBOUDByjlAKdQ5QJLdOUD65jlAY/A5QMv5OUA0AzpAmww6QAQWOkBsHzpA1Sg6QD0yOkCmOzpADkU6QHZOOkDeVzpARmE6QK5qOkAXdDpAf306QOeGOkBQkDpAt5k6QB+jOkCHrDpA8LU6QFi/OkDAyDpAKNI6QJDbOkD45DpAYO46QMj3OkAwATtAmAo7QAAUO0BoHTtAzyY7QDcwO0CfOTtAB0M7QG9MO0DXVTtAP187QKdoO0AOcjtAdns7QN6EO0BGjjtArpc7QBahO0B+qjtA5bM7QE29O0C1xjtAHNA7QITZO0Ds4jtAVOw7QLz1O0Aj/ztAigg8QPIRPEBaGzxAwiQ8QCouPECRNzxA+EA8QGBKPEDIUzxAL108QJdmPED/bzxAZnk8QM6CPEA1jDxAnJU8QASfPEBsqDxA07E8QDu7PECjxDxACs48QHHXPEDZ4DxAQOo8QKjzPEAP/TxAdwY9QN8PPUBFGT1ArSI9QBQsPUB8NT1A4z49QEtIPUCzUT1AGls9QIFkPUDobT1AUHc9QLeAPUAfij1AhpM9QO6cPUBUpj1AvK89QCO5PUCLwj1A8ss9QFrVPUDB3j1AKeg9QI/xPUD3+j1AXgQ+QMUNPkAtFz5AlCA+QPwpPkBiMz5Ayjw+QDFGPkCZTz5AAFk+QGdiPkDPaz5ANnU+QJ1+PkDXhT5A95A+QBecPkA3pz5AV7I+QHa9PkCVyD5AtNM+QNTePkDz6T5AEvU+QDEAP0BPCz9AbhY/QIwhP0CrLD9AyTc/QOdCP0AETj9AIlk/QEBkP0Bebz9AfHo/QJqFP0C3kD9A05s/QPGmP0AOsj9AK70/QEjIP0Bk0z9AgN4/QJ3pP0C59D9A1v8/QPIKQEAOFkBAKiFAQEUsQEBhN0BAfEJAQJhNQECzWEBAz2NAQOluQEAEekBAH4VAQDqQQEBVm0BAcKZAQImxQECkvEBAvsdAQNnSQEDz3UBADelAQCf0QEBA/0BAWQpBQHMVQUCNIEFApitBQL82QUDXQUFA8UxBQApYQUAiY0FAO25BQFR5QUBthEFAhI9BQJyaQUC1pUFAzbBBQOW7QUD9xkFAFNJBQCzdQUBD6EFAW/NBQHL+QUCKCUJAoBRCQLcfQkDOKkJA5TVCQPxAQkASTEJAKVdCQD9iQkBVbUJAa3hCQIKDQkCYjkJArplCQMOkQkDZr0JA7rpCQATGQkAZ0UJAL9xCQETnQkBY8kJAbv1CQIMIQ0CYE0NArB5DQMEpQ0DVNENA6T9DQP5KQ0ASVkNAJmFDQDtsQ0BOd0NAYoJDQHaNQ0CJmENAnaNDQLGuQ0DEuUNA1sRDQOrPQ0D92kNAEOZDQCPxQ0A2/ENASAdEQFsSREBtHURAgChEQJIzREClPkRAt0lEQMhUREDaX0RA7GpEQP51REAQgURAIoxEQDKXREBEokRAVa1EQGe4REB4w0RAic5EQJrZRECq5ERAu+9EQMz6REDcBUVA7RBFQP4bRUANJ0VAHTJFQC49RUA+SEVATlNFQF5eRUBtaUVAfXRFQIx/RUCcikVArJVFQLugRUDLq0VA2bZFQOjBRUD3zEVABthFQBXjRUAk7kVAMvlFQEEERkBPD0ZAXhpGQGwlRkB7MEZAiTtGQJZGRkCkUUZAslxGQMBnRkDOckZA3H1GQOiIRkD2k0ZABJ9GQBGqRkAetUZALMBGQDjLRkBF1kZAUuFGQF/sRkBs90ZAeAJHQIUNR0CRGEdAnSNHQKouR0C2OUdAwkRHQM9PR0DaWkdA5mVHQPJwR0D+e0dACodHQBWSR0AhnUdALKhHQDezR0BCvkdATslHQFnUR0Bk30dAbupHQHn1R0CEAEhAjwtIQJoWSEClIUhAryxIQLk3SEDDQkhAzk1IQNhYSEDiY0hA7W5IQPZ5SEAAhUhACpBIQBSbSEAdpkhAJ7FIQDG8SEA5x0hAQ9JIQEzdSEBW6EhAX/NIQGj+SEBwCUlAehRJQIMfSUCMKklAlDVJQJ1ASUClS0lArlZJQLZhSUC/bElAx3dJQM+CSUDYjUlA35hJQOejSUDvrklA97lJQP/ESUAH0ElADttJQBXmSUAd8UlAJfxJQCwHSkA0EkpAOx1KQEEoSkBJM0pAUD5KQFdJSkBeVEpAZV9KQGtqSkBydUpAeYBKQH+LSkCGlkpAjKFKQJOsSkCYt0pAn8JKQKXNSkCr2EpAsuNKQLjuSkC9+UpAwwRLQMkPS0DPGktA1CVLQNowS0DfO0tA5EZLQOpRS0DvXEtA9WdLQPpyS0D/fUtABIlLQAmUS0AOn0tAE6pLQBi1S0AdwEtAIctLQCbWS0Aq4UtAL+xLQDT3S0A4AkxAPQ1MQEAYTEBEI0xASS5MQE05TEBRRExAVU9MQFhaTEBcZUxAYHBMQGR7TEBohkxAbJFMQHCcTEByp0xAdrJMQHm9TEB9yExAgNNMQITeTECG6UxAifRMQI3/TECQCk1AkxVNQJYgTUCZK01AmzZNQJ5BTUChTE1Ao1dNQKZiTUCpbU1AqnhNQK2DTUCvjk1AsplNQLSkTUC3r01AubpNQLrFTUC80E1AvttNQMDmTUDC8U1AxPxNQMUHTkDHEk5AyR1OQMsoTkDNM05Azj5OQM9JTkDQVE5A0l9OQNNqTkDVdU5A1oBOQNeLTkDYlk5A2aFOQNqsTkDbt05A3MJOQN3NTkDd2E5A3uNOQN/uTkDg+U5A4QRPQOEPT0DiGk9A4iVPQOIwT0DjO09A40ZPQORRT0DkXE9A42dPQORyT0DkfU9A5IhPQOSTT0Dlnk9A5alPQOS0T0Dkv09A5MpPQOPVT0Dj4E9A4+tPQOL2T0DiAVBA4QxQQOEXUEDhIlBA4C1QQOA4UEDeQ1BA3k5QQN1ZUEDcZFBA3G9QQNt6UEDZhVBA2JBQQNebUEDWplBA1bFQQNS8UEDTx1BA0dJQQNDdUEDP6FBAzvNQQM3+UEDLCVFAyRRRQMgfUUDGKlFAxTVRQMRAUUDCS1FAwFZRQL5hUUC8bFFAu3dRQLmCUUC3jVFAtphRQLOjUUCxrlFAr7lRQK3EUUCrz1FAqdpRQKblUUCk8FFAovtRQKAGUkCeEVJAnBxSQJknUkCWMlJAlD1SQJJIUkCPU1JAjV5SQIppUkCHdFJAhH9SQIKKUkB/lVJAfaBSQHqrUkB4tlJAdMFSQHHMUkBu11JAbOJSQGntUkBm+FJAYgNTQF8OU0BcGVNAWSRTQFYvU0BTOlNAUEVTQExQU0BJW1NARmZTQENxU0BAfFNAPIdTQDiSU0A1nVNAMahTQC6zU0ArvlNAJ8lTQCTUU0Ag31NAHOpTQBn1U0AVAFRAEQtUQA4WVEAJIVRABixUQAI3VED+QVRA+0xUQPdXVEDzYlRA7m1UQOp4VEDng1RA445UQN+ZVEDbpFRA1q9UQNK6VEDOxVRAytBUQMbbVEDC5lRAvfFUQLn8VEC1B1VAsRJVQKwdVUCoKFVApDNVQJ8+VUCbSVVAllRVQJJfVUCOalVAiXVVQISAVUCAi1VAe5ZVQHehVUByrFVAbrdVQGrCVUBkzVVAYNhVQFvjVUBX7lVAUvlVQE0EVkBID1ZAQxpWQD8lVkA6MFZANTtWQDFGVkAsUVZAJlxWQCFnVkAdclZAGH1WQBOIVkAOk1ZACZ5WQASpVkD/s1ZA+r5WQPXJVkDw1FZA699WQOXqVkDg9VZA3ABXQNcLV0DSFldAzSFXQMcsV0DCN1dAvUJXQLhNV0CyWFdArWNXQKhuV0CieVdAnYRXQJiPV0CTmldAjqVXQImwV0CDu1dAfcZXQHjRV0Bz3FdAbudXQGnyV0Bj/VdAXQhYQFgTWEBTHlhATSlYQEg0WEBDP1hAPUpYQDdVWEAyYFhALWtYQCd2WEAigVhAHYxYQBaXWEARolhADK1YQAa4WEABw1hA/M1YQPXYWEDw41hA6+5YQOX5WEDgBFlA2g9ZQNUaWUDPJVlAyTBZQMQ7WUC+RllAuVFZQLNcWUCtZ1lAqHJZQKJ9WUCdiFlAl5NZQJKeWUCLqVlAhrRZQIC/WUB7yllAdtVZQHDgWUBr61lAZPZZQF8BWkBZDFpAVBdaQE4iWkBJLVpAQjhaQD1DWkA3TlpAMllaQCxkWkAnb1pAIXpaQBuFWkAWkFpAEJtaQAumWkAFsVpAALxaQPnGWkD00VpA7txaQOnnWkDj8lpA3v1aQNkIW0DSE1tAzR5bQMcpW0DCNFtAvD9bQLdKW0CxVVtAq2BbQKZrW0CgdltAm4FbQJaMW0CQl1tAiqJbQIStW0B/uFtAesNbQHTOW0Bv2VtAaeRbQGPvW0Be+ltAWQVcQFMQXEBOG1xASSZcQEIxXEA9PFxAOEdcQDNSXEAtXVxAKGhcQCJzXEAdflxAF4lcQBKUXEANn1xACKpcQAO1XED8v1xA98pcQPLVXEDt4FxA6OtcQOP2XEDdAV1A2AxdQNMXXUDNIl1AyC1dQMM4XUC+Q11AuE5dQLNZXUCuZF1AqW9dQKR6XUCfhV1AmZBdQJWbXUCQpl1Ai7FdQIa8XUCBx11Ae9JdQHbdXUBy6F1AbfNdQGj+XUBjCV5AXhReQFkfXkBUKl5ATzVeQEtAXkBGS15AQVZeQDxhXkA3bF5AMndeQC6CXkApjV5AJZheQCCjXkAbrl5AFrleQBLEXkANz15ACdpeQATlXkD/715A+/peQPYFX0DyEF9A7htfQOkmX0DlMV9A4DxfQNxHX0DXUl9A011fQM9oX0DLc19Axn5fQMKJX0C9lF9AuZ9fQLWqX0CxtV9ArcBfQKjLX0Ck1l9AoeFfQJ3sX0CZ919AlQJgQJANYECMGGBAiSNgQIUuYECBOWBAfURgQHpPYEB1WmBAcWVgQG5wYEBqe2BAZ4ZgQGORYEBfnGBAW6dgQFiyYEBUvWBAUchgQE7TYEBK3mBARulgQEP0YEBA/2BAPAphQDkVYUA2IGFAMithQC82YUAsQWFAKUxhQCZXYUAjYmFAIG1hQBx4YUAZg2FAFo5hQBOZYUARpGFADq9hQAq6YUAHxWFABdBhQALbYUD/5WFA/fBhQPn7YUD3BmJA9BFiQPIcYkDwJ2JA7TJiQOs9YkDoSGJA5VNiQONeYkDhaWJA33RiQN1/YkDZimJA15ViQNWgYkDTq2JA0bZiQNDBYkDOzGJAy9diQMniYkDH7WJAxfhiQMQDY0DCDmNAwBljQL4kY0C8L2NAuzpjQLlFY0C4UGNAt1tjQLRmY0CzcWNAsnxjQLCHY0CvkmNArp1jQKyoY0Crs2NAqr5jQKnJY0Co1GNAp99jQKbqY0Ck9WNAowBkQKMLZECiFmRAoSFkQKEsZECfN2RAnkJkQJ5NZECdWGRAnWNkQJ1uZECceWRAm4RkQJuPZECbmmRAWaBkQLOtZEANu2RAZshkQMDVZEAa42RAc/BkQMz9ZEAlC2VAfhhlQNclZUAvM2VAiEBlQOBNZUA4W2VAkGhlQOh1ZUBAg2VAmJBlQO6dZUBGq2VAnbhlQPTFZUBL02VAoeBlQPftZUBO+2VApAhmQPsVZkBRI2ZApjBmQPs9ZkBRS2ZAp1hmQPxlZkBQc2ZApYBmQPqNZkBPm2ZApKhmQPe1ZkBLw2ZAoNBmQPTdZkBI62ZAm/hmQO4FZ0BCE2dAlSBnQOgtZ0A7O2dAjUhnQOBVZ0AzY2dAhXBnQNh9Z0Api2dAe5hnQM2lZ0Afs2dAcMBnQMLNZ0AS22dAZOhnQLX1Z0AGA2hAVxBoQKcdaED3KmhASDhoQJhFaEDoUmhAN2BoQIdtaEDXemhAJ4hoQHaVaEDGomhAFLBoQGO9aECyymhAAdhoQFDlaECd8mhA7P9oQDoNaUCIGmlA1idpQCM1aUBxQmlAv09pQAxdaUBaamlAp3dpQPOEaUBAkmlAjZ9pQNqsaUAnumlAcsdpQL/UaUAL4mlAV+9pQKP8aUDuCWpAOhdqQIYkakDRMWpAHT9qQGhMakCyWWpA/WZqQEh0akCTgWpA3Y5qQCecakBxqWpAvLZqQAbEakBQ0WpAmd5qQOPrakAs+WpAdgZrQMATa0AJIWtAUS5rQJo7a0DjSGtALFZrQHVja0C8cGtABX5rQE2La0CWmGtA3qVrQCWza0BtwGtAtc1rQPzaa0BE6GtAi/VrQNICbEAZEGxAYB1sQKcqbEDuN2xANEVsQHpSbEDBX2xAB21sQE56bECTh2xA2ZRsQB+ibEBlr2xAq7xsQPDJbEA112xAeuRsQL/xbEAF/2xASgxtQI4ZbUDTJm1AFzRtQFxBbUChTm1A5FttQChpbUBtdm1AsYNtQPWQbUA5nm1Ae6ttQL+4bUADxm1ARtNtQIrgbUDM7W1AD/ttQFIIbkCVFW5A2CJuQBswbkBcPW5An0puQOFXbkAkZW5AZnJuQKd/bkDpjG5AK5puQG2nbkCvtG5A78FuQDHPbkBy3G5AtOluQPX2bkA2BG9AdhFvQLceb0D4K29AODlvQHlGb0C5U29A+WBvQDlub0B6e29AuohvQPmVb0A5o29AebBvQLi9b0D4ym9AONhvQHblb0C28m9A9f9vQDQNcEBzGnBAsSdwQPA0cEAvQnBAbk9wQKxccEDqaXBAKHdwQGeEcEClkXBA455wQCGscEBeuXBAnMZwQNrTcEAY4XBAVe5wQJL7cEDPCHFADRZxQEojcUCHMHFAxD1xQABLcUA9WHFAemVxQLdycUD0f3FAL41xQGyacUCop3FA5bRxQCHCcUBcz3FAmNxxQNTpcUAQ93FATARyQIgRckDCHnJA/ityQDk5ckB1RnJAsFNyQOpgckAlbnJAYXtyQJyIckDXlXJAEKNyQEuwckCGvXJAwMpyQPvXckA15XJAb/JyQKn/ckDjDHNAHRpzQFgnc0CRNHNAykFzQARPc0A+XHNAeGlzQLB2c0Dqg3NAI5FzQF2ec0CWq3NAz7hzQAfGc0BA03NAeeBzQLLtc0Dr+nNAIwh0QFwVdECUInRAzS90QAU9dEA+SnRAdVd0QK1kdEDmcXRAHn90QFaMdECNmXRAxaZ0QP2zdEA1wXRAbM50QKPbdEDa6HRAEvZ0QEkDdUCBEHVAuB11QO4qdUAmOHVAXUV1QJRSdUDLX3VAAW11QDh6dUBuh3VApZR1QNyhdUARr3VASLx1QH7JdUC11nVA6+N1QCHxdUBX/nVAjQt2QMMYdkD5JXZALzN2QGRAdkCaTXZAz1p2QAVodkA7dXZAcIJ2QKWPdkDanHZAEKp2QEW3dkB6xHZAr9F2QOTedkAZ7HZATvl2QIMGd0C3E3dA7CB3QCEud0BWO3dAikh3QL9Vd0DzYndAJ3B3QFx9d0CQindAxZd3QPikd0AssndAYb93QJXMd0DJ2XdA/OZ3QDD0d0BkAXhAmA54QMwbeEAAKXhAMzZ4QGZDeECaUHhAzl14QAFreEA0eHhAZ4V4QJuSeEDOn3hAAa14QDW6eEBnx3hAmtR4QM3heEAA73hAM/x4QGUJeUCYFnlAyyN5QP4weUAxPnlAY0t5QJZYeUDIZXlA+3J5QC2AeUBgjXlAkpp5QMSneUD2tHlAKcJ5QFvPeUCM3HlAv+l5QPH2eUAjBHpAVRF6QIceekC4K3pA6jh6QBxGekBOU3pAgGB6QLFtekDjenpAFYh6QEaVekB4onpAqa96QNq8ekAMynpAPtd6QG/kekCh8XpA0f56QAIMe0A0GXtAZSZ7QJYze0DHQHtA+E17QClbe0BaaHtAi3V7QLyCe0Dtj3tAHp17QE+qe0CAt3tAscR7QODRe0AR33tAQux7QHP5e0CkBnxA1BN8QAQhfEA1LnxAZjt8QJZIfEDHVXxA9mJ8QCdwfEBXfXxAiIp8QLiXfEDopHxAGLJ8QEm/fEB5zHxAqdl8QNnmfEAJ9HxAOQF9QGkOfUCaG31Ayih9QPk1fUApQ31AWVB9QIldfUC5an1A6Hd9QBiFfUBIkn1AeJ99QKisfUDYuX1AB8d9QDfUfUBn4X1Al+59QMb7fUD1CH5AJRZ+QFUjfkCEMH5AtD1+QONKfkATWH5AQmV+QHJyfkChf35A0Yx+QACafkAvp35AX7R+QI7BfkC+zn5A7Nt+QBzpfkBL9n5AewN/QKoQf0DZHX9ACCt/QDg4f0BnRX9AllJ/QMZff0D0bH9AI3p/QFOHf0CClH9AsaF/QOCuf0APvH9APsl/QG7Wf0Cd439AzPB/QPv9f0CVBYBALAyAQMMSgEBbGYBA8x+AQIomgEAiLYBAuTOAQFE6gEDpQIBAgEeAQBhOgECuVIBARluAQN1hgEB1aIBADW+AQKR1gEA8fIBA04KAQGuJgEACkIBAmpaAQDCdgEDIo4BAYKqAQPewgECPt4BAJr6AQL7EgEBVy4BA7dGAQITYgEAc34BAsuWAQErsgEDh8oBAefmAQBAAgUCoBoFAQA2BQNcTgUBvGoFABiGBQJ0ngUA0LoFAzDSBQGM7gUD7QYFAkkiBQCpPgUDCVYFAWVyBQPFigUCIaYFAH3CBQLZ2gUBOfYFA5oOBQH2KgUAVkYFArJeBQESegUDbpIFAc6uBQAuygUChuIFAOb+BQNHFgUBozIFAANOBQJfZgUAv4IFAx+aBQF7tgUD284FAjvqBQCQBgkC8B4JAVA6CQOsUgkCDG4JAGyKCQLIogkBKL4JA4jWCQHo8gkARQ4JAqEmCQEBQgkDXVoJAb12CQAdkgkCfaoJAN3GCQM53gkBmfoJA/oSCQJWLgkAtkoJAxJiCQFyfgkD0pYJAjKyCQCSzgkC8uYJAVMCCQOzGgkCDzYJAGtSCQLLagkBK4YJA4ueCQHrugkAS9YJAqvuCQEICg0DaCINAcg+DQAoWg0ChHINAOSODQNEpg0BpMINAATeDQJo9g0AyRINAykqDQGJRg0D6V4NAkl6DQCllg0DCa4NAWnKDQPJ4g0CKf4NAI4aDQLuMg0BTk4NA65mDQISgg0Abp4NAs62DQEy0g0DkuoNAfMGDQBXIg0CtzoNARtWDQN7bg0B34oNAD+mDQKbvg0A/9oNA2PyDQHADhEAJCoRAoRCEQDoXhEDSHYRAaySEQAQrhECcMYRANDiEQM0+hEBlRYRA/kuEQJdShEAwWYRAyF+EQGFmhED6bIRAk3OEQCx6hEDEgIRAXIeEQPWNhECOlIRA\",\"dtype\":\"float32\",\"shape\":[7392]},\"y\":{\"__ndarray__\":\"IR6GPFvtfzzTknw8OTuEPKJmijxxp5E8Oz2SPLY5jDzFoYQ8D/tzPNRwXTyd4HM8384uPG7CBzxONjs8silUPHcjMjw2cUM8m5tSPG+Zhjwwg2E8voI8PA6/NjzLxl88faEjPKwOhzzjI5E8Jk6JPIzSiDydqY08u46CPFbDiDzAw488M2CAPLpPZjxVtnw8COApPCkSZDw/OZU8aIuXPK81jDzm/X48Uod8PISbkjxHmKY8MfyWPAMFlTx8coA81TKOPLN8ijxa0nQ8E/yFPFh1ojzNTrg8Sdq0PK8HrTzC17g8gfuqPBqSkDzrmIo8s4GzPDJVpjxv+ao8ogrPPHROvDz/xr88/wTHPMi5zTxS/rg84z+vPONeyzwjy8g8kjvVPARXzDz8h+Q8spjePNQAxDx/PeM84H/ZPMQMzDyNn+08D+/VPDZ4tTwJOqY8KGu0PCXJrjwY5bI8ZC6wPJUWqDz7obM8/DiuPH0NpDwu95o8BaSCPK/wlDx0L488nR+FPPAsmTyEPYc8Nv2FPL53czwmBoI86KA7PCSzZTwrT2M81KJaPB4HTjwsum089wVVPElyWDy7MV48fbNEPLHiGTzXNgI8JmkwPJU2MjxK5Uc81Xo9PIIkKTwelTQ83sdEPEPPPTywPkk8clQyPAI9GDwM5So8hBEWPMH1NDz22T08KegpPPt9NTzWmVc8rExaPOoTRzyjr0Q8NYM1PF8xRjwBzHs8VoFsPLFIRjx3/208cECGPCrkazy1lHA8XUeAPPQucjz6FYs8RgOXPHOCijx9WpE8/SSRPOQgvjxvU+M81izbPJbkxjxX0tI8hGbrPK7l6jxp2uM8XYLlPIV78jzKr/88v6L/PDHT+TwIYwc9KVEJPWQTGD3Mfxo9TS8aPfwIGj09sAg9EdIRPXgcEj3mBxI9exMSPY3pFj00XhQ9PVISPR9bDD1R4QA94NQEPZufDj0N1Ao9jpcXPYhcEj1SIB49HR0hPY3lFz24lho98jwUPTJ1GT2aGhw95fAZPY4+Ej3skxg9kB8YPXVIFj1ykA497LIWPQcZHD150xw9QdokPQUHIj0Rlxg9sbElPUPnKD26pBY9euYePQeKMD2YpyY9NpklPTRSKz329i49hccsPfUxJz0dfis9uNYsPS9mOj1+Gz49f9JJPZS0RT1PzWk8ZsNMPGLjYD2bD4M9qIN7PQdxkj1XR5s9WFWbPcUeqD0iC7A9s9K5PVEtwD0Sxss9UGHuPTK42D0YmaU9nP+ePYHqoj1VVK094S27PbtFwT1vQKU9xqaSPQ/5hj2+FXM9fLhyPTGmbD1UVWw9bu57PctueD0DZ2U9lb5xPUr4cT1SzWY9ULZnPb3bbD1X1oE9hJaEPdEgej2loms9hRVdPXuIZz3FE1890ZlfPaXgYT1tmk49Vd9VPW/uVj1nEV09wnxQPXH/Nz0FUDY9aCY1PftYOD25HTU9Xck8PRm/Uz34w0o9/UNNPT3CWz0PUD09WscoPaYcKT1b7To9rgQxPZaXNz2uBD89P+0+PZEEQz36DkU9D+JQPWJ1QT2pdUE92BczPZO6Ij3Tvhk9E6ghPaeYLD0Zx0A9Az1APepzPj1JXEk9aFxJPT2bRD1h2Ek9KOFBPVVYPT3oMkY99hVIPabuXD1bsWI9yEBnPVBDXz3mKHM91S9wPf85Tz02F0w9MzY8PT4XOj12TE09f+BJPWxiTz2e8WA92/F6PZyBcD2P12Y9/nxoPT0EVD3WX1o9SIJePUl+Zz2U/HU9DS92PRnXcT2YAnw9jCCEPY0ThD2BhoU9so17PRiGcj2OoG49qulpPa3VcD07F3A9JMtePUEuTj3BDUY9KEdaPcqQhz1S4pA9nEaIPYnCfz2dWXU9KJh6PQiMfz0Cqnk9apZ5Pf3Oej1Aiow9+bqZPaFMnT0D+Z89TlaWPf6ykj3+25Y9hvKhPYVvrD2lybs9xhi+PfLyvj1nT8w9Mg7bPQ+F5T0SEOc9G0/jPdDB2j2xcNo9oUDjPar48D2ivP09AFv5PdL09z1zcQQ+OgwGPlGKCT4Mcwo+TgcHPsRmBT6vO/49otICPnpaBj4Q2wY+DiMLPheIED7/IBU+UcsZPs5OGT7jaRw+UzkfPmcDIz4UBy0+INkxPklVOD4s2T4+8+RDPuXQQz5UkUM+HJtAPi+nMT58yA4+azbDPW4Pkj3rao89P4GTPTaLnT2NM6s9VtizPUHjrD1XO689klGzPSfmqz2/fpI97OV0PSMncz3NQng9IvhzPRVCdj12kIQ9F+eVPRNKnj2Agpc9dMybPbJWoT0bx5g94lKAPeInUT1QCks9l71JPT/ZUT0Rz2c9XUhoPT8Acj1BcHc9HJmBPR1dgz3jC4I98gVzPft0cj0AO3Q97Q97PYatgT2x/Ik9ggOJPSqsjj11EZY9WWCYPVDFoj1aUJ49V9CXPcDDjD0534Q9XByPPZCNkz37L589hWGpPdTjuD0X27g9OwW7PdIcwT1FRcg9r0jMPTp8yz03ydQ9kcHYPbnr4D13yfM9EGgAPgthBT7SVQo+jvMNPqlwEz4nnB0+GdAhPiWjID6coho+VI4ZPs/VHT4yfSU+RG8wPsw2Mz6ZazU+lpRDPkC1Tj48sFk+Z39cPqTaaj7Lbng+XtB3PopUgD6hSIU+hSKLPvEeiz4zXJI+C0SVPjEglj4iFZk+KaigPhLbqD5O8aY+C6mgPjOSnj5hbJ0+l3CgPuk0nT7gZqM+4s6uPqLUtD6uGrY+TFS2Pm0EuD7lMbE+xh2zPt9ftz4oxbg+srO7PoOeuz6FmLY+XzCwPopCsj5R9bQ+cOqtPghdrj7Asbc+tv23Pv+DsT77vqs+AJqtPlY5tz7Dkrc+d2+0Pqcwrz7htqc+bTGsPhg2qD5HG6U+L0KpPnr+qz7+nao+P+WrPu9NrD6a6q4+lUGzPqZRsD43BrM+7GWwPhwKsD5ZdLk+Q7m+Pnm3wj7qe8Q+aB2+Plq/uj6gYcE+EmDFPjSwxT4G0Mg+eHHLPnnTzj5FkMo+877LPqiJzD7/4cs+tq/KPkmmzj7nNNY+PEzYPqIZ4T5m4OY+R5/kPj5V5D7j3+g+MWnrPpSO7D7iMu4+AEHrPv1k5T7vUd8+cwDnPvDH7z5Ng/A+o/fuPvE97D5/k9Q+vnmoPmP4cT6KUyo+QNv2PXEpvD1PaZ89HX6cPcNYxT0IZQE+qGotPie7Uz7PDVs+TpY4PnboCz7Q9t097/TQPVxp1D3Y7eE9NiDnPXdU8D0rjfg9fJf3PToO8j1UlNw9bLfIPRmbpz2MIos9O+uIPY5GmD2eW7c9df3SPSdm6T3Ytfk9ZS//PT/l/D0n5vI9h3nhPbn4xT0A36c9baSyPcty3D2ck/o9s4wKPlKGHj5K0Cw+Z88wPnF0OT7vDkk+KlBXPqJeYT5tsWY+CoFsPulcbz5rz2c+nM1SPlPIRT5x+z0+ep88PhEhPz6AJEU+zPBQPn3aUj5BgVg+Ph1hPmhzYj6zYmc+JyhjPvZvXD7VOlU+8UhWPsVaZD6JsGc+/P1jPj/0Yj5lCHo+LSKOPmqPkz7fdpQ+TLuVPsyikz5Q+o0+MFWHPlW8gz5pU4A+ySZ4Ploafz7sd4U+3C+IPjxljD5+a5I+PCmRPpeIij54fos+WdmQPlsujj4jQ4o+MJeJPiFfiT68/Yw+L6KRPu86mj5/aZ8+ZLmjPvhhpD4It6M+gT+jPgHumz5Of5E+MOGPPpzGkT4zLo0+A4iKPtaFhz644IU++XCFPgyUjD79Z5M+AQCVPoQmmj5N9Z8+FdqfPvatlD4ZAYo+IGuQPll9kT5DzZU++sKlPr8TqT5WQqM+18SaPg2LoD5iIq4+z1SzPlUbqj6AKqI+mDygPicenD6EbZU+GkicPvLVoD4wqaY+Z2OoPt+NrT7DpLU+9+e6PiURwz4wssc+jXLOPizf1T48I9k+Y3DePsLU5T7kgOs+J3/pPjqv6z5sGPA+wM/1Pp87/T4MgAE/pFMKP+KCET80PBQ/plQUP2wIFj9xIxY/eAcWP1LPFz/b5Rw/m5IiP1J0KD+nQSw/sm8jP1eZKD/QXCg/FlAoP+8uKT/XHyo//YIpP9XkKT+SVC0/rBA2Py9pNj+08jg/q5o7P2TnQT+gbkg/589IP6A0Sj8zrUY/yalGPyBzSj84RUk/7xdEP3vpQz+JZEQ/l5xFP9d9ST8srkg/9lVDP3kTSj8o7FE/oiBTP+zUTj+7c0A/rVMzP+xBGT/uVQg/JZsaP1BQIj/f6Q0/2wj9Pi29Ej9nFiw/sMIzP5SRLD9TVjA/EFM0Pxm6Mz+5Bjc/jo85PybZOz8MWkA/YP1KP9adSz9mDFM/4V9ZP3tAWD/mXFc/mVVTPxqHST8d5EA/+y1CP9zUSj/8JFI/8TxQP3U/ST+OvEA/0NI9P+i4QT+sRD8/sy04P4DsMD9AUik/z5onP9uMKD+twic/HQMhPyB7Hj9VmyM/xeIpP+iBLj/8lTA/RSk1P7rXOT+v7jo/zIoyP9RpMj+sCjU/2SgsPxq7Lj+w8TE/dpItP4xZLD8g7zM/TLI0P1mVNT9/YDw/YvQ7Pw+jNj/fBz0/2qhAP2E1Mz8d8ys/PRUvPxrxMT9vES4/LH0lP927KT/tyDA/tf8zP+RQOT/CfT8/JW1BP9o1Qj8hakA/3Ew/P7GeQT9PvDU/XL4wP07tLj8bNio/jpcjPyMjCj/3hf0+ZY8IP8oC7j6pQtQ+DnTWPro1xT7RX6s+RpuuPlMwuD6Jxr0+D9a2PnN0uj5Bxb8+OwrBPmK/0T51v9I+o+fXPrqz3D587eM+FO3nPlts3T7i6c8+cWDYPq/D2D6M88o+sa/QPu8P2D7fU84+SVvIPoDHyT6Evtc+FqfjPpU95z6/fes+BUzvPr287T4rb/A+SAT4PltLAj8qMQc/mzELPwoKDD/KTwc/CuQGP2OHDD+1Lw8/47YIP9ZxBj8+vgs/zGgOP4GJCT8UzQw/J3YQPwKEET+iORA/dToXP1ldGz8ZiRs/Tl4dPxW1HD+FfBk/H24TP4CFDz8RkBA/uxYQP3ODCj/E7gs/rH0NP3uzEj9BvxQ/AT4VP/AbFz8P0BY/01cTPzVdGD9hUxw/4z0bP1maFj8rFBg/7r0eP4aQHz+Rth8/t94jP+dQKD+jrCg/zSQjP0NkID+2tRY/C1UPP5O3CD8opww/QeMOP7LGET9DlhU/9AAQPyOBDz8/lRE/ZqoTP4n0Gj+sjR8/d/QnPyBRKD+PxiA/BGYgPxNZIT/KzSk/ShEzPx+sLT+mGyw/TaU0P9yIOT+w4kA/fg9CP4vyOT8Syzw/chJMP6dyVz+mc1c/OyBFP/VaRz/We08/4gVNP3kcUz/w0FY/kAheP1QSVz8IBEY/8whKP+yxUT+INmY/iRByP2IGcj+rlGo/dpxVPzSPUz91eV4/xNFsP1F5bj9DEnU/nrJ4P/eZdD+eKGY/w4BgP42edj/CJXg/uMNTP1aFMT+3pCo/jDk7P+XDJj/dIhc/dJ0gPy4aND8mBzo/lhY0PwWPND/guEA/kXg/P3QiNj9DIjg/cddKP7LDUz8xNlE/EzJKP/xpSz+vQ1U/Wf9dP+VSXj94flg/TJlYP9ZVYj/Rhm0/R3RdPxz4Qj8FzT4/2/k8P++CSD+mi0c/k3hJP15oWT8A+lo/lnFVPwXDUz8nr1Q/hQhcP8fdYT/d5Go/vPFfPyt0XT8kv2Y/yxpePzU6Xj+Prmg/TI9mP0hFYj+aCnU/Htd/P8xcdT9csHU/5X9xPyL6ZD84fV4/YoVXP4lSWT8do2U/ArlzP4fCgj8MroY/s66FP6zmgz/0xIY/zD6GP8ZQeD/Tb3M/LS9uP6mWbT8SJ28/Hd9nP3QsaD+aenQ/6ux8PyL3gz8sB4Q/cBWAP3SDfj+C6X8/JUyDP/olhT9/RIY/mA+IPzxohT8AqIY/qCCRP5eulD+ISY4/dteOP8C9jz+Kp4w/UXOJP/hriz8d7I4/XBKNP8lliD95F40/w9uUP+thkT8rXY0/wsuWPy/PnT9pvZk/MemTP8oQlz9XIpg/dT2UP6YqkT+KM5Y/15acP3iYnT/l45w/57ykPzwipj8raJ8/9I6jP+BBoj/imZ4/wBmYPz1xjj8MFZI/zs6VP8Malz8FqJI/k1CPPySRkD+AX4w/R9WEPyBJhT9QyIU/HCSLPxObjj+I0Io/DieLP78bjj8YA5U/t8SWP0NjkT9Z8JE/6/eTP7oCkD9X7Ik/y0WCP/dMgT/y2YU/WA6KP64whT+Zt4A/N+h3P3ZydD+wAmk/x85oP0NUaD8JmGw/0wh4P6pHbz9dv18/wtdgPxkXYD8W018/LKpiP0Xuij+F/4o/NOSJP1P5jD+7+Y8/QQOLP2Nwjz8QkJM/zMuMP0rnij9cqIo/eDSQP23Clz8mzpM/tf6QP7uAij9pq4g/2x+MP2iJjT+9KY0/LkiOP33yjz/x2JI/ECaUP8XMkz9a5Yw/Ok+PP36rkD9S45U/qlScP2cwnD8Jx5c/rOuQP8yHkD/TsJQ/1IWVP+Egkj/IuJg/TIqeP9dMnj8m65g/wTyTP4XIkT/uZJQ/C+uWPwULmT8Lk5Y/qFWXP4TdlD8ZT5s/7DabP+vHnD9LhZ4/vDmfP1mJoj/UKaQ/deelP6WQqT9XgKg/Rv2pPz7Tqj8lfqM/2C+nP0MfqD9hLas/6XSnPwvRqD9ePak/b0qkP7/soT83nKA/pc6kP/XLrD/Gx68/O/CtP8E1qz91E6Q/MFOlP9U+oz+oSaM/ZnymP+sXpz8P8ac/M96pP9h1rz99qLI/CTqtP+V7qj9uDbA/5bKzP1QLrz+vfKg/aSimPwVVqT+rcKo/kjylP5qDmz8vw58/HNuiP1UrmT80qpY/ZuChP3aipz9iBak/8NKnPxTXoj/71aQ/CYSuPyqyrj8Vb60/T9WtP1fzqT8UZ6Q/VjGbP65GiD8rmZA/8SegP6xgoD9fjaE/lXShP+4boz/eCqo/EG+vP6JcsT+rAq8/rvCtP0b8rD96d6g/9i2cP5VGoz9Viq8/OkmqP0rRoj8ARqM/7c2sP6xmsj8MtrM/a9uzPxd2rz8Ji6E/5aKmPyJGtj9TLrw/M+i9PwzXuD/ugbM/oyKzP7WEqj8+CKA/sASqP4GIrD+jxK0/UzepP2Jvnz8FU6I/3UqoP9NlrD/9zq8/AfixP1XPsT8B768/XmO1PzYitD/5a6k/m2muP5G3tT99KbQ/gE+qPxKpoD97m6I/P3aoP8lLtz/6/bo/KcS6P5pzuz/br7o/nX23P45luD9GX70/TB20P5SysD+E7LQ/laCzPy2ytT//fLY/NfyzPx/wsz8c7rA/TDq0PwGDtz9aLrY/vr+5P3CPtj9+nbE/L8W2P+qMuj8qjLk/5gq6P+3xuz+WGLQ/pnezP388vz+Sy78/PPS1P28KuD/jA8M/LtHBP6F3vD+BsLU/EumjP8Sojz/cW4o//O57P4ecWj9tM1o/gn5kP8XrUj9OD1A/x8BqP15MZj/LBFc/YUFuPxUShj+2c4A//TSBP7cvlD9UCZg/Dx+UPyBBlj+ZPZ4/lp2kP5J7pD/71Jg/b5aVP53gnz9/pq8/GsKdP7glhj93JYQ/uTOQP2dMmT9K3po/I7WPPxCDjz/Luo0/AUONP8u7kD9COZA/MyOgPw7yqT+E0ag/uBCbP4CPkz/uLZ4/0VqqP260pT9ZPaM/646qPyswpT+Re6M/hg+dPyczlD88L5g/tWWnP2efrz+hVq0/x2OcP7y4hz+XZoA/W/6KP/3Blj/TBpM/EGWZPxJXqj+9S6U/onGjP/LErj/g/LA/Cu2xP2sytj/p/bA/tsqiP7r9nT/xiqk/jpK5P/3UyD8S/8U/4dK9P7sPtT8N7Kc/9YSkPzX7nj8RUKY/qxa9P9NGxT84174/Aj++P7/UtD/qW5s/GjiXP98TpD/vJq4/kVukP/YmqD8TZLg/M5mwP7jqoT+sAKQ/lmGqP4HFrj8EmbM/BJ2nP/cjsz/6usM/PpyxP01bqT+VTaI/NRmiP3ZHrz+Z4rM/pOexP6bfsz9SorA/dCGzP+4luD+2xrc/0oSvPxEeoz9zGps/fqOXP9xMnj8Ylq0/OIuvP8Rmqj/VI6g/ta+zPyF7tz/qDL8/XNW8PzQdsj+7Ca4/AGqiPxcbpj+uT6g/UtOVP4WakD/pBJs/vauwPzYBtT+OZ6w/o2GiP+quoT+jMpo/4yuWP+ierD8Zz7Q/J4SqP1Wkqz96KKk/riKlP6FOpz/hPbY/2YGxP2Rqrz9z2LY/HuOsP9Mbpj+Tmqc/30qfP7vBrz9KB8I/vTbGP9lSsT8jS6I/4uGlPyOboT/2m6M/QO2sPy8kpj/Plqs/L/qwP5AUvD+7Z8E/nPi/P6EWwj+dWsw/IxHSP3Ynxj+N0K8/jZyjP2qbrz9jSLw/JP+2P0UNsz8wnK4/cFSwP8m7tj8OSME/xTLEP3Urxz8cuLo/rDOuP59Buz+iX84//B/CP54MtT/lzaM/SaamP4rVwj8Es80/+RnJP8VQyj8+28g/cS7HP2k/yT8kLNs/ee3lP+dx4z9JkM8/KBe+P4BauT+sG7M/UBqsP7qQsT8C8bU/TsqyP24Msz9jo78/4S3BP0jcvz/7acM/3i/CP8Bdsj/aI7c/FV++P1xvvD9NSLo/2cu1P3KfqT+yt6w/JXutP+EHrj8GB7Y/hvzCP/s4wD8vHLk/gQe/Pz54vj+sU7g/iDi/P8H5sz/jwaw/YBu6P4spuz/Wrq8/jGGoP9igpD+816Y/e2ysPxTIqz+dpbI/fYy3P/YGtj+tjLc/E9O1P+BHrT9Kaqo/r8CqPzWgsD+J97U//KCwP8kOrz/dsKk/VECkP4pWpz+R7rA/mEu2PwGusj+9UKw/60yxP7pMvD+5ycQ/aN6+P5yevD+RicA/syLGP+5bxT95q8M/hO/EP5tlxT8NS7o/mcKyP6misj8WSa4/LwqmP1KRqj+N0qg/J92sP1Afuz8BhsA/UBjDP2mn0T/Fvtc/TV7SP0m+zz96nMk/EEq6P3YKvT/Ly7k/QUC8P0Jbxz9htsE/laHBP4c5yj86hMc/0BvIP9bivz8x9bs/tJ3GP9lcyT/r6L0/OFPAP44tyD9cps4/IR3NPyb3zz+PVco/e+DBPwpDwz/lpc8/bxjPP8DLzD8ezMs/9gnQPyW6zT8Nicg/OWzFPwkqyz+35co/m9PMPyFowz/Dbb4/Rl65PzehvT//1cM/PC3HPz9ryT9wlM0/10XPP4sxzz+dONA/IwTYP11g1D+7ps0/xbjIP04ayj/ms88/LObWP8kX1D+OBdM/J+vRP8AM0D/ocMc/W7/NP3TNzj/pDMs/4SHTP7lP3D8KYN4/jIPXPwC11z/pN90/mx3WP7f/0T+90dc/m13SP12h0z+L99Q/75zSPynl0j/P1dE/ZOfbP5WB4D8IE+A/qvHaPyhazz/jKss/kjHRPxvy2j/nJ9w/h8fZP7pQ2T+CuNo/XAnZPyrq1j+IeNU/LTfVP9jZ2z9N+tI/5sXKP4rG1T/PwOA/rmzkP+/03j+PP+I/AJ7jPx1T4T892dc/ap3KP9BIzz9LUtU/zsfcPyNj2z9XcNY/P7HTP8T+1D+sF9k/aPrdP1cS3T+eX9o/RPLUPw610j/2yNc/A9HYP0kU4D/gBdw/ny7RP5V4yT9X7cg/IKPXP0Vi3D/ouM8/C8+/P65LxD97GM0/97jLPwRwzz+VEdM/NtbHP0uVuz9aS70/5CPDP2m1wj/78MY/pLjDP9QsvD9FhcE/8QrFPzfUxT8ai8k/s+3RP5or1D+k4dA/QXTPP+QU1D8NQNg/RszTP6fjxz8l6b4/K9/DP0MpwD+1o70/uEu/PxXdwz/pK8I/807EP/fEzD8a6dI/LkTSP2e5zz/DW8Y/dqvKP1ci0j+ZMNg/LL/PP88wzj8rzdI/7jXSP629zD/4y8k/xTvJP/cSzT/GFMQ/Bj28P7tyvT+QGL8/wETFP7sR0D902dM/OG/OP+nWyz8Mucg/CAvFP+s/wz91/Mo/s67RP42yyT8QDss/9g3CPz/gvT8hR8Q/91HWP1QX1z+2xcI/WAbIP5gB0T+cjNQ/GXLYP52lxT8I7s4/cjbYP6iP0T8euNE/KsLUPwz00T/+9NA/G3DNP+S+zz8Dl9A/wT7TP8VPzz+VKcw/9tvPP4Gh2T9MqNM/Kq/KP6hVxz/3hMw/8ZXQP6jB0z8dANI/KWjSP+A/0T9ubc4/cKzJP/RrwD/Glrg/NtC/P/YIxz905s4/TJbJP6h8uj9pR8Y//w7JP2LSwT/tnbs/hv+zPw/wrT8mOJM/NrR3P5skkz8mFa0/b76zP/rqqz+woaI/IlSFPy3EVj80pIM/30ShP9jkuj80a8I/gEnHP+0oyD+2t8s/vovIP6XPyD/4G8Y/PbzKPxAbzD/kcMs/DrTNP05Cyz8zGsk/XWHNP27fzj+wy9M/9BfNP/fvzz/PSdU/0bDVPzidzz+DI9M/ylvbP/DB0j+OGdQ/qlrXPzbM0j8cCNU/lAjZP1nM2D9+GdM/+kzUP9dBzD+slMk/NrDPPzJczT9h1cw/H4/TP1/t2D+899M/P+DNP3yk0D/G4tI/yQHZPzZl1T9yNNk/msLWP8xx0T/GgtE/ox/TP8M/1j9MF9Q/TMPQP8oezD9cBME/HXDAP8dDxz+hOc8/PznLP5r7wj9DYtA/24TYP6mR0T930s8/JEHVP5QB3D9xxds/sx3QP345xT9/w8o/NobUP5c71T8IBdA/nanKP37I0T9D9tg/3pXXP/kD1D+TFdE/5fbMPxyNyj/Xu8U/33q4P8mrmz9PY2c/FhSDPxkxqz8jPsE/5dvLP78kzz/TZc0/KefPPz5QzD/ri8o/zvHLPyFPzj/C/dE/UknOPwJayj+VQM0/hLvRP8MW1D98MNE/eM7NP9l9zz9OQsg/I8W9P9/lsT//3o0/xdZCPzG0Qz8esoo/Sj6oP7cfuD9n9MA/acvEP+bDxD+t1sU/lMPKP/jrzT8L5ck/9pnGP+b2wz8gvcU/mOzJPzMsyD9g7MA/jITAP5gTwz+6w70/PAPCPzuhzD8MNcg/B1bCP0GBwz9SLMg/IPfIP1NczD8+Bco/q4XEPzJDxj8+G8o/FC/GP9UVtD/6R6g/6hK8PwPNxz9QScw/em3NPy87yT9+OcQ/qefDP1EkyT9jZMk/QCDIP6Ubyj/9+MY/Vm/HP8NLyj+Ef8g/x5a+P3KNuj/hgbw/bgu1PxqJrj/Zb7k/jsC/PxjbuD91PLU/pSa1P2ogsj9M158/eSqZP9bvpD90Zas/dOu2P4sRsT9liqc/YkypPw03rj9I+Kg/P+GtP5KItD8r+q8/mXuyP0SAsj/VQrE/V+KyP46Kqj9E9Kw/tfO4P8Qlvz8bE8E/eyi9P7ZEtz+Ibb4/0gnCPyOTxT/f/8U/bYfDPxWvuz9Rnr4/8ofHP99GzD9h7ck/RVvHP9Gawj/rabM/N6O3P6vHxj/ANcw/0Ua/P+cPsD9O9Ko/m86vPyjFtD8IZrk/AkrDP4mCyD+jcbw/FsqyP43ivT+MT80/VM7PP1M/yT+7ksc/xJDLP86uxz+XMsI//W7EPyFOxj+qK8k/1tzMP55kyj/oQ8c/MxnNP4Gf0D/8QMw/Ut7IP7MP0D9GKc0/3v/HPyTiyz9AX80/SbTIPxPLvz9SGL0/j1y/P84Svz8be8E/8PLIP1f71T8uPdQ/UiTSP6xMzz86P88/E7TSPynm0j9P/tE/L2vLPxCgzT/iZdM/dZzWP9vU0D+GP8k/YovSP/E21T9C0s8/+vjNP8RFzT8BEMc/f5/DP7Mfxj8AgdA/gmLTPydEzT+5jco/nwnNP7ePxz9Kn8c/Ps3IP4aqyT+KgsI/tf/GP+ceyz/H/cg/IE7BP23qxj8448w/NZXLPzr/xD9lw8g/pT/LPx1xzj8Hjc0/6WfDP1Z2wz+PWcw/eRHLPwMawD/YJ68/9aivP4cJtz8lQLg/V2q3PyJisj9b4Lk/7V7AP7AwuD+2Y7A/ouqvP6dnrT9dqqE/ZhODP+u5gT9HjZ4/+zasP8H3tT+bb70/3HnCPym5wj/edsA/nrO4PzvXuj/FUcI/QJDGP+Lwwj//br8//PC+PwAuvz/aW8A/sgjEPybMvT/U6L8/S8W+PwsGwT+OvL0/bz+6PxOztD8Lla4/gLuYP4L6aj+Ignw/OD6mP47uuj/wBMA/7y/EP66SyD/qZMI/BwfGP66Bxj+Yss0/unPPPye3zj/RIss/3JrGPxdJyT/ncck/9p/GP/i2zj9qGNM/AaXLPyyXwj/LAsA/0qPEP3qbyj/4E8s/mtXNP3go1D9IKNY/oIbRPwHuyD9kd8k/oVTPP0d8yz/9u8o/e7rLP/H3xD/yWsM/2ZbCP615xz/cpM0/X5DLP/RQyj8QZ8k/LZTLPyItyz+I788/SKvPP+oryj+mAcI/JIXCPwlnzj8SatI/0ZLPP6cMyj8AXMg/r77IP2msyj+sec8/15LRP77W0D9Kd88/6ynQP0zwzz+0uc8/aM7OPxNxyz/FDMY/l1LEPxx9yz/1XtQ/NdfPP9DQzT/BOtU/pffWP3cl0j8uCNA/RX7VP8MO1T+b288/+yHMP+r/yD8x+cs/StDQP0dz1D/ta9c/CezUP0yA0T8d4cw/ifnNP6OMzT+q0Ms/OTjKP6Y1yT8BZ8w/FD7RP+8BzT+Q6s4/O4rQP7c0zj9fq9A/1evNP4rT0D86/so/7YfEPwLXxT9iesc/+u3MP+Wv0z9yKM8/CRjFP1JewT9acMM/15jHP7eKzz9ontA/IF7PP9oXwj86BMI/RPHHP0phxz9zKss/TkzHP31WyD9W6tA/FtfMP7Lsxz+pe8Y/iy3LPwQHzj8GBcw/NPjLP9g20j9uRdI/y0fKPyiIxD8PesY/0aDLP7Qfyz/zbso/7fzKPxP+yD++gso/5OHMP91X0j9uMNA/O8zPP11Mzz/wqsY/g8nFP7Pkxz9hB8Q/KPjGP+80zT9dPcg/lLHDP/MIyT8PNcs/LrfKP6FcyT8H4sk/FXPGP+joxj+2hMo/o07OPxwW0D9UD8o/YNHHP8GczD9kfcw/IjjMP4ymzD91Hsc/PeLEP+vvyj/fFs4/E0DOP+suzD/XnsU/Nd/FP7mlxz/ql8Q/giLEP/URxT/LQsg/zo3DPxZ4tT/UH6w/rke4PxSgxT8LDso/sCXLP6uQyD+UIMM/oALDP6kVuT+F5bo/o6PEP538yj97nc4/38/JP7Mqxj/O9cU/AyPDP9HVxz/ptNA/pJTWP4+T0T8R/Mw/Y3PKPyIJwz8Tx8I/A8TFP8scwj9O6sk/qJvPP+NrzD/E9Ms/1tjTPysCyz+jZMI/igG/P05Qwj+Kn88/tIrQPxK/xD9+9b4/zZ3CP/ThyD+Amsc/arHHPyajwT9pIr8/OXDGP3XtxD+xw8E/5zPGP9a+wj8sYLs/w3O1P+vnrj8mqLQ/Gxe6P1rTvD96J7o/J4S1Pye/sT8Xn6A/Dq6YP6KYqj/HzbU/fMWwPzIssj9tjag/I+2dP50hjj+RdYU/HgGPP7WCkT+xYJM/GFCbP4qslT++RJI/ZRqHP/qgjD9zMJQ/K5iXP5mxmj97Sp8/sHGWP4iQlz84caE/CquaP2YCmD+CpJg/7umZP97umT8e1Y4/uBKHP9RTij9VP4k/yPWCPxNaij/BuJM/mBySP4utiz+f7Xk/DEyJP5ktlT+wWpI/Eq6eP006lz+EOYI/tIyGP/61jz/wmIY/1M+FP9G4iD+mq44/VBSNPyzhkz/sGp0/YH+YP6B3iD+sQ3o/vPeJP8gzkz+Nr4Y/ja5/Pyoqdj+y5W0/XQp5P/ccgj+JMI0/2c2FP9+jfj/nRmw/NLN1P2Ugfz+zaIc/0bdzP8H/gD8EGIs/25mMP23+hT8ZjpA/zlSGP1eShj98uIE/Op97P1BzgD83G30/DRJrPwrRgz/DCIs/0BOSP1jeej85qnk/v8p6P+u1XD9prnA/gVKCP85NjD8bfYM/nUWDP6xYjj9IEIw/ZIJwP93Daz+j1XA/XuhvP2SJmD/eJZY/kKGOPy7ygj+v0Xs/Hm+MP5e9Zz/MEWo/IAaAP65QiT9kqI4/h+SQP2EYiT/jQ3U/6NqLP4rdjT96yXk/1MyIPyaWhj8IyH8/SMB6P5QGkT9U9o0/zSqHP2H9iT8yJIM/L9pjP3kKXD+8UEk/5rd3P9dygT9IO3k//xd5P1swhD9VKYA/J/9vP5KRij+VHpA/hT2LP/fUhj9+LWY/j3KNPwCUkD8FmY4/ZcuLP8TZij+BZ4s/2rOAP/9ujT/PWoc/T1yBP3zCgz9btpE/Gn55PwqTmj8dnZQ/nxeEP6/slj9XxZU/80qPPwZ7aj+dz5c/yguPP6T0fj/O63s/OIqIPwzmij94p40/aLiVP9JRaD9zWZI/8yyOP+HCiT9agpU/C7iWP72ueT9TTYI/cDOAP+5YbD/aw4E/6ymDPzQ/cD+lD2I/h2NOP8qogz9nGIU/MKGBPwcucT9J528/pB19P2zUgj9tUGQ/anxhP03Dgj8tEpc/9jOCPzuJkz/JKYc/DVWDP0qbiD+6WYA/q9doP80adD+ZBnI/o1h3P2L/bD8nOXE/VbVrP00RVz8s9Xk/COFcPxUqhj8Vuoc/Ed92P2z4Yj+SbXY/DRd8P4rfYD9ka0g/ARdmPzTggT+/SIU/UOyGP5KQiD9OVFs/uYmBP/JoiT/vHYE/JMx1P6+dZD948Ec/D0mCP6/IgD86G28/4ZpoPxaoaT+b8Gk/S0FWP5xxbT9rNYE/YBN7P3vBeT/XnF8/C7pKP6lyYz88PHM/+i99P8gVcz8wYGk/WmpeP0osWT+OlVQ/sahjPydeZT+iL0k/TfVvP9p0gD9RIHU/lTR5PzfegT9XAnQ/DjVuP7CHcj/yc3M/QkdsP/txWT9AG1o/0IRyPxRbcz+RNmU/GZRQP+rWXT/UvF8/IvFiP1NdXj+5cWc/oMBjP3e5Uz8u6ks/15JUP4yBYz8MLnY/r/mDPwgcgj898WU/+zBZPxVjTD9Pl1Q/+CRqPx8+bT8XLmI/V9FPP47RZj88n3A/wSFqP2YRaD9XGlw/VGZqP59GZz8kb1o/Re9YP79DZj/I53I/hKh8P34SWz8rTVg/g2NzPxJXfD+Mrmg/+otXP/zjbT90K3Q/29pwP2uZfz95eYU/THGBP303bz/3uW8/HGluP5LAUz94JHs/DuiBPxapcj9fZl8/izRfP2KTXT9h4Ws/kHJ2P7REej8a83w/aX9uP8QoWD8I5E0/JvdiP3nyez9lS30/G+J4P8FHcj+auXQ/1NtrP2RnZT+Mems/dWt8PxGcfz8l/nM/LV9mPy39ZT/h4WU/gT5rP+b0bT9XLHw/sauBP1mEfz/yEng/2zF6P1qfbz8HnG0/KnRxP/sUbD/2Hm8/7W5sP44Waz8PImE/GBxfP2OmZz+RBmg/oHVzPz0lbT/vS2c/E51/Pzy4eT/azXI/5CaAPyMmeD94qF8/jg1eP8c2Yj+JE2I/PGxZP4lOZD/+9HA/65VgP06WaD+jeHE/WbdwP+11Zz/r/Hs//K+BP/+VcD+or2g//CxqP5t4aT/d0G4/Z+hnP4YqZT/d8nE/UcFhP2dJZD92hm0/66RiP0M3cj+iuHo/dhZ1P4ngbT/EI14/zVVPPzxIZT/sdm0/7fZkP6EwVD+84Vw/nndtP4VGaj9sXW8/4Yd6P2HUbD9aMWc/TyVnP8Jmbj8nQG0/I4lmP9Eubz+oYHA/PMRpP3QRbD/9nmk/E+BhP3NTaj+XLG4/9VJwP4DIbj/eLmo/icNwP/8Cdj8kynE/+/9vP0h3aT9HeXU/oKJ4P/oTbj+gn2o/A0hxP5bIbT9Px20/BXtvP0CRbT+0YXY/0zR4PxjBbz9LMnQ/YYd2Pwzdez8ImHY/JQRxP17mdT8YK3Q/7sVrPzxsbD/Hg2w/3hpmPxTKaj8PG3k/sDWAP+pDeT+Sb3o/To5/P9fgez9tZnY//aZ1PxpJcj/dQnQ/N9F9P7nYez9z5HI/s1VzP7/wcz8/tn4/XLKFP0b8fj/5/3E/whJzPxLkcz+1BHQ/LRx3P9lzgD/fc4A/nTB7P2JFcj+Ppmw/9W97Pxfbgj8vF4A/PuuBP6b4gz/eBXQ/h6xaP5mxUz8PPlM/gddePz83eT9Z0H8/+Td8P9xwfD/KV3w/Sxt9P1rjgT8MhYQ/Ov6DPypqgD8IS4E/1h98PzKMgD8yf4U/RpqDPwAAgD8aYXo/GE17P6KJgD+imXg/JTJwP+kRej/WcH4/GQd9Py4yej9B738/LMKBPwtVgT/9CYE/DJmDP1eGgz9KYIQ/7R2DP9XVgT///ns/DmJzP9ZGdz+G2n8/KWaEP+oZhD8d6IE/0mx+P7uhfz9dwn4/uhWBP9mngz9k34I/ZHuDPyqngD99G38/7UeBPwWphD/W0IY/QQmCP49bgj+6t38/M2J4PxdDfD+jaII/hJ6CPxkUfD+yvX8/v2iDPwSTgD/JM34/AhaBP0WGgj/fO4Q/LK6FP7ijhz/POIY/6GWCP0AegD/eKH8/Iu+CP48Xhj8BPYQ/nqaEP70Zhz++JYU/RAd9PzzueD8bCoI/p9GFPyLshz8GOYg/IOGEP+0shD/xeoI/4mODP8OigD/RSYA/MUqFP74rgz+k/YM/TheFP51Egz+E44E/XU6BPzq6gD+axoA/4zKEP0Kmhz9MIYg/T0qDPwqHgz8swIY/JWaGP36QhD/zY4U/WcOFP0dsgz+L+YQ/RTOIP0Sxiz8NC4g/b1yCP8gUfT+XvHY/vVOBPwmRhz/4n4c/d8yHP3LhiD+YBYo/Q7aHP46dgj/4SoI/fV2BP6cAgz9wxIQ/QmSDP0n2hD88tIU/jPSBP3dzhD/SAYg/RdqIP8leij+KFYw/Ev+JP3Haij+/No0/Ns6IP+Xphj96nIY/AsWIP8SZiD8R8YU/xBGGP7aGiD8NhIo/GQKIP5bFhT+7nIQ/vceFP66Piz++XIk/7HyHP0Tfij8xjIY/0yx9P9TBeT+4rH8/3+aBPz0uhD+YDoU/uxeDP1jXhD+4N4g/3YqHPxPShz90coY/6EyDPwYZiT8/y44/4HuMPwznhj9DaYQ/75uIP757jT9ltYw/elqEP7g7fD8peIE/ilGHP0bqhD99Wog/gEKJP5tWhj9GVX8/36mBP7D/iT9S+I0/Yj2LPwidgz+P+oQ/u4aLPyp1iz+Ft4g/DDyEP013hD+QB4c//bqLP1c+jj8VBYw/bICJPx6rhz8pOoQ/Gy+IP0CiiT9qRoY/COeKP/JhjD/6e4g/I4KGP/ythD9npYI/e4+DP2rkhz+13oc/mkOEPx1lgz8/Ios/igWRP2PQkD/Qh4s/KEOHP9Zlhz9lw4Y/RPOCP1XsgD/1/oA/33qFPwShhz8shoA/GX+CP6qNhj8CsoU/aM6EP8Q2hD8AWIA/0o2BP505hz+nBYc/wC2EP/ZUij+CWY4/t4+IP+65gj8EAIU/rr2FPyXWgz9GMoY/P5SFP3WJfz+oIoU/USaMP7jNiz9xbYg/KxaHP/ypiD8cx4g/L/OKP5qjiD8HN3o/au5wP2vzaT8QMXg/28J+Pw1Rgz8JQYU/kBSCP/sihz/bq4Y/ql6APzBffj/94YQ/7GKBP/Zpfz8+ToE//S6FP99EiT8UFIk/DW6JP/+TiT+RpYk/6H2IPwjeiz+NCo0/gLuHP04ugj+lkIQ/ToCEPyeAhj9NqYU/eRiIPyV+hj8Uf4c/ng2HP7FXhT8VsoQ/LYCBP6lAgz/SvII//VWAP2ZHgj87K4s/7J2QP1nriz9BUIc/JzyJP8FLiT8ddIQ/zYCGP9i2jD80hY8/XXeOPy27iT9h6YY/5ZuGP5a/hj/524o/RuKOPxR/hz/EWoA/7xKCP/UWiz9CGI0/GYKLP69SiT8qF4Q/ZT+EP2VBiT8V7I0/PpiKP0AijD+H54s/04aCPxSYdD/rVHQ/AlqIP3qdjT9aCI8/I3eRP7+Cjz8ulYc/NiyHP42ciT/5G4g/AvSIPxM7hz/ryYM/Sb6BPxnveD9QxYE/Oq6HP150hj8vfIk/4TSOP3tCiT+MCYc/V8OJP2qpjz/CUo8/uk2NP1XyjT+rNos/qgKHPx+ggz+1c4A/yoZ4Pxq/eT8RG4M/RI2IP3mPij9v8oQ/L/SBP4fNiz/ygZA/BsWOP4moiz8x8IQ/kU2DP4fPhD+lyIY/JyqFP2VTgT/zmYM/nNWLP/66iT8h14c/TWSEPyCLgz9a7YM/2BuGPxbChz8/s4c/k1+HPxEBij8fPIw/JQCJP6EXiD/I3o4/7VqLP2uIgj/pQoE/5t+JPzTBjD/5hYs/KM6NPyuNkD9lg4w/X0iAPzhogD/1+4Q/r4uLP7VfjD+9TIQ/KcKCP9UziD8BGYY/7S+DP0K1gj/MJoE/hPl8Pz6zgT/44oU/LL+KP6dZjD93jY0/61CLP/k5hD9PdoM/yMeIP5QSiT/B6II/eLd/P2rFgT+WZIY/thKEP/a1hj9Q/oc/18qCP1Fcfj+SW4E/2MiGPzbHhz+U4IQ/VzuHPzLJhj/blYc/P72GP4hNgD+LjXE/Y0J7P22uhT+Rvog/IVGJPyMciT92ToQ/keZ/P0o3gj8e9YY/IJuEP3ejgT/GOIY/K8CGP63qgz+ZHXs/NWl0PwKbfD+bwXU/ssR7P+47hD83BYQ/Me+FP80fiD8VsYI/CJd9P+fnfz+0x3s/88R4P0+Tgz+Da4Q/6XN9P0vXcj/nkm4/5zp0P9g1gD/KXYE/S+h5P39HgT/q3II/Ys56P1d1bj/ZU28/5TRmP/V0ZD9ujGI/ZnZvP4sOez9ll4E/QaOAPyOOdT/5J3s/F16BP0pueD9Qi3U/nZxzPxjQaz/MdHc/yPh9P1aQcz+MJHQ/+aBzP2xIaz9ZqGY/PSNjP0e6bj+MZnw/Nmx4P3b9dT/1P3Y/A1lsP3seZD8NGW8/PTeAP6MJfT9iPmo/US5bP6V1WD96JHE/L8F6P4Tfdz+V9XE/oPZsPxcnZj+mW2g/ko9mP1KnYz8ECWg/9Q5sP5MdaD8bkG0/SPlvP3jyYz/mt20/P5RxP1qkaz/ZSWM/RTZbP3IHTT/oXFA/B+teP1msbj85MXA/VJFiPwDmZj/V1mY/1JNaP7GWXz8s/2o/cQtnP/0oaT8ZTGo/MA1xP0whYz80l1c/1GFYP6XOXT+UzlU/eaJjP6pcaD+2xF0/GhNmP86QWT9LNkA/RuRKP3C3Wz9u0VQ/otVXP6T6Zz8s7mY/sD9YPz+TUj+9Ik0/zzBNPy6ZWj/nOlo/Mv5MPzOwRj+lUEQ/eg9MP335Wz9nplQ/rM5PPyf/ST/rj0s/VhJXP0h6XD9rclw/7P5IP7nCRT8e2Fg/fxNXP8YNST88HkY/s5VJP782WT9GQVo/8xFBP17CRD98dE8/ymRJP4xpXT8M2mQ/LQlUP6b2RD/0w0I/fBc7PzYhOD856D0/YRlJP4MSUD81eU4/MYZHP+iCRz8LdUI/wEVCP12aRT+Bkzc/BF02Pz4bQj/28U4/yoRPP3HjQT/+oTo/jGg5P5HiQT/QWUM/Zwg4P5CHOz+9L0Y/NEs6P5trOT/C1jY/I144P8pNPD+f2TY/L11FP34CUD8AZj0/a9wrP14sNz8yZUE/xcc9Px3jOz8kRUs/WTBMPwpcRz9QLzY/S446P/lyOj92Ky8/f4gzP+yNOT/xUi0/PNskP6TbLT8c6zU/L6QwP8MSND97BD4/teVFP8vAOz9Hri0/9GIzP/0oLj9iPS4/ISMxPxO4Mz/LIDc/i2UtP5zFKT+lVTA/xzwvP7bIJz+dyTc/0R9AP5IEJj8G0x0/KFs4P8soPz853jg/ytM9Pw5gRD8I3zo/tXUnPynWJD+qKys/JOYoP6DJGz9rSiE/KfElP1HjJz8foCQ/HX0pPyuOKj8x7TM/dzQ8PwsEOD/TGDE/sAozPwuxIz/xgS0/co87P2SzKD/4Ths/AADAfwAAwH/+NwY/kAYVP6RXJD//Qhk/c10IP+OMID97aww/qWoTPz95Lz/nqiM/aaMPP9c39z6I1is/SicfP5GeBz/tPyA/zoQnPxLJCD9xTyU/DHQdP+qJDz9/wgg/1lsKP3j7FT9aIQ8/takKPyYjGz/0JyM/TyImP0GvKj+S5xE/JXobP21MGD+KgAU/JIUUP8GAEz9Z+xc/qxcpPwrHJT/uaRk/ImMQP7EfCj9BjQI/GwYlPyXWGT+GiQE/drcBP+IUEj8SZgk/j4gSP/XoDD8l9RI/ItwbP3eQGD/AsCI/wzEjP03TCz+cxQ0/5vAFP6uiED/XUxs/AgUmP2ndID/tXxw//I0nPzoSCT+FcB8/5TQcP1VxFz8v9xU/A4sPP9YeCT+zIRg/kCQnP4JgKD8DoCQ/HKwaP7I1Hj+FPSE/9cEZPyeoFD9Yjg8/PIoSPzBJGj+fLRw/63MXP/K5Ej+3FiI/n6AkP5zcKj+03ww/uAUXP5vuHT+/Pxw/+jIbPzP/IT8dWSo/XKQKP7JKGT8J8Sc/69IjP7YWHD+CuBo/ycEhP2AcFz/nag4/ggsfP7l4HT9LYRo/pNoXP1lNAz8puyM/RKAhPy/aGD+4SSM/SY0YP58DBz9+O+w+2y3OPuCN7j6m4wo/FlAVP9XvFT/+Nwo/goYeP5nRIT95tSA/u94UPzpzGT+j6iE//2YSPy6CDj/XMAY/Tx7/PtlLEj9mfxA/v/AHPw1TEj9hoBw/uGgcP33bET/mVw4/zSkQP7RKAj+DqfU+sorbPsuh+T6ahgk/W7cOP9YUCj/jPQo/QnYLP71ZDz8Q3A0/doL9Piv37D6J4f8+knYLP2R8BT/CXQw/vloXP7zIHD+XRRg/Q/EGPxjiAj/Fcgk/t64SP/h4GT/dWRs/WzwZP+TcGj/gZBU/ztENP7T3Bz+/qg8/yAkRP+fqFz/xHhc/vSoMP+J5Dj+TLAs/d9ELP9FdDz+3GhQ/r7oTP6NADD949wc/MRMOP8rxDz95kRk/ZdUiPxiJGD8Gews/h0IMP4vUEj/VOBQ/JPsIP0E6Bz88zww/IYcPP1DPAj9BnvA+YYv4PjmA/D4v4+E+ZlLDPtOT2j4AFPg+PZf9Popj/T7UdwM/doQHPxH9Bz+IPAM/9U8FP0xPCj9q/Ac/Ea4IP9MGBj+14AE/rK7wPla44T4z9Po+2c8DP4oGBz/Nsgo/5uMDP31g+j7hFPo+fjcDP4++AD/XzPU+0GMCP5bBCD8+two/jBgJP/86Bz8k0AQ/TesMP1YnET+wyQs/7ar+PhDuAj/NqQg/m88JPxHeCT9JGwk/dkcHPxhfBz8cKwQ/8CYBP5yzCz90ew4/S5kOPzETEz99+go/yOwGP24XAj/T7QE/fiwKP8IIED/C5AM/fJ/4Pl/RAj+C+QU/s0wBPzuz+z5i3wI/yVcEP+UJBD9kRwU/D1gAP4b0BT+5yws/xycMPy5aCD9UqAI/PTICPyA6Bz+nSQw/06YJP61HAz/CSfY+TNXwPq02Aj+msxA/wiMPP8/UCj+QPwo/3cYIPxGKDT+Ovg0/DukKP70OAz/0nf0+xon8Pr3S/j4llgM/9i8JPznPAj8N3Ps+gGAHP+zSBD/olgA/q+8KP2i5Ej+LlQ4/6ZIJP3+wBz+fPwY/vWMGP+0lAT9yX/c+TN8EP0naDT/CIww/EnoMP1U5Bz/7jgI/g80AP0CyBD/RfQM/Cx8BP60UBj/SHwo/pn8RPxOHDT8SRQE/6sj6PmFv+j5/egE/zPUDP7YICT+tDgo/qkENP4XSCT9vNQE/D237PnOy/D4XawU/C2wNPxtaCz/2YAc/edkIP1eTDD/ctAc/w5T3Psl89z4ulQg/BfIFP8SlBD/1Bgs/2u8LP7TrDD+I9Q8/PXcNPxLdCj/Atgs/fXsFP8haAD+sQgc/b60IPxaqCD+FkQY/1Er+PkZbAD9fRwc/g0IIP2YYBT9huAw/KBkOP8YOBz/Hjg0/QxALPzD+BD8OIQg/E3gSP6/TEj+qJgk/t5cCP+YeBz/agAY/gYkCPwgcBj+Pygk/R7MHP6r0Cj/zbQk/YVgFP0SnCT8Skgk/BpIKP3GaCT8pEQk/EHUKP3PaCj9dvAg/GBsFP6O9CT/9RQk//vAIPxYSCT+uygg/sLoIP6wIBz9O1wo/bPoMP6VmBj/ntwg/gisLPxVYCj+5Ggk/N3kFP5vhBj/fzw8/X2wSP42TCz+bMA4/HDwVP4k0Dj8eBwg/xzEHPxUzCD+X9Ao/ChcIP32aBz/4Jgk/UH4KP0GDDD+UxQ0/vJQKPxY5CD+dlgs/IvQQP/IGED90/Qk//nULP/DWDD/I4g0/v3oPPzqVDD/iegc/6+YLP87mED+kixE/WfkNP3L3Cj8gQgY/0T0IP32mDT9O7g8/6YQSP7VYED/CvQg/0j4HP7n2Cj/Vnw8/fYgRPy74ET/yoRE/GpAPP8OZED/dcQ8/+58JP7k4CD/cwws/4ewOPylXDj/sag4/lTsOPy53Dj/gXQ8/xcEPP6LNED9UJhI/JmoOP9MmDz8qtBM/414VP14AED99Ow4/T4sPP0drDT/MAAo/IlELP/kUCz8hoA0/LGEPP3FdED+gRhA/htcSP9OsED/aSQ8/sd4RP0ekEj9W9g4/GfUPPyrdEz9QBRQ/Kk0SP5XEED8c6Q8/DJsPPwPMDD/rsA4/mmYSP0pqDj8GLww/RPkNP3wWED/ALQ0/ZdAMP3Q3ET/3Oxc/LU0XP4v+Fj/v7RU/GYQVP5uJFT/NmxU/1Y8TP8A2ET9exBA/1lUPPycCDT9EtQs/FX0RP/AzFD90ORI/K3AQPwTXDT8gvg8/xBgTPz2+Ez/7FRQ/AtQSP6ZVET+IQBM/NBYVPxq7FD84phQ/hH0UP9vEEj9W1xE/Ip4RP2TAFT99cxY/acERP7UrEj/zwhE/pb0TP9AOFT8l8hQ/llATPzrqEj+J9xM/YJ8UP+o1FT8cjBY/VLQXP4/lFz9Wixc/P8ATP4H4ED+S/RE/RnMSP4ZvEj+QlhE/41kTP50bEz992xM/MH8VP32/Ej8fzg8/yCUQP577ET/D4BE/PZkQP28qDz80VhA/z60RP4cwEj+CSBM/vawVP4zuEz+JgxA/LR0QP3N+ET+wMxI/38USP+oAEz9rahI/ehcQP6X2ET9fpBE/w30SPxEPFD/46BM/ggwSP8XyDz/yWxE/hQ0UP9fYEj8fpBE/ISgPP0ybDj9dJxA/RwUSP9BlFD+LXRQ/S7ISPwRFFD/w7xI/VTMSP+eMEz9b+BI/0qYSP1O2Ez8dhxM/MhwUPxjvEz/RdxE/apkQP1SADz9q5Qw/5XMOP3zqDT9uswo/9D4EP21L9T5iv/4+K10JPwkUDD+E9QU/AsP+Pt5xBj/r0g0/xGwOP47DDj8LRBE/zYYUP/r7Ez9W4BE/WYYSP0SKFD8V5BM/UbASP2wIEj+ALhE/wsMPP+umDz9VBRQ/Os8VP6gSET/6PA4/zIQOPxkkDz9mKg4/56gPP/uVEz9AVRQ/sAESP0RtEj+1LRY/ts8XP6TNFz8NcxU/t3YRP4eGET9Rrw8/r/8PPyrwDj/9ABA/GAsRP19HEj+EZBU/macTPyoCEz/FIhI/75sPP6JcDz8y6BA/+0YPP8avDT+qjQw/3fMNP8JwEj9FPxQ/XpATP1o8ET9U3A8/ORcSP5KBFD8WJxU/WIYUPzrIET+/TRA/g5MPP+zUDj9Baw4/4XMPP7PADz+4VxQ/OU0VP77UET81axA/VdYQPwBdED9AaBI/UUYTPyTPDj+Fiww/o4oQP9GkEz8e4RA/SQARPw/tED94aBE/o6IQP5FoDj8eGw4/59cQP6PeED8XVBI/lRUSP8ubDD/ekA0/TkISP6K1ET/K1BA/EEEPP+avDj9zaQ4/dkwNP5CfDT/PQAs/II0LP32yCz91OAo/jD0MP48LDT//Wgw/G44NP8jWDz8dEBA/q4APPzObDT8dIg8/o3wLP9a+Cz9w2Q4/uz0OP2GsCT8MXws/BdEMPwODDD//yAo/oFAMPzjIED9Apw4/1QkNPxGGDz8ZgA8/B3ENPxPCCj9YIQo/j+ULP7+BCD92IAc/V3kMP17TDz9bsg0/42YMPwlaCj9bkQo/Q/gIP6cfDD92PA0/TLYNPwCmDT96iQ0/AeIOP9wjED8oyww/Q7oLPxKrDj9hKRA/Xn8PP5diCz9xTwc/fqgIP7Km/T7h39I+A0nNPiv52D6yL94+OvHmPvJn6D5d9ew+88LyPhTj7z6C//A+7hX4Pk+Q+j5OtPk+boX0PjRe8j55pvk+R18AP0uP+j5TuvU+r0D7PvTtAD8C0vk+4Ln0Pg9M+j6Fdvw+Sv/7PqW0+D4bVwA/AK3/Pj0q+D6GHPQ+WsT3PgGU+T4HnfA+i4j4Phbo+D62sv8+l+f4PgpY8z5cAvA+pxbyPkGt/j4tO/Q+ulb2PrEy9z65nO8+u4b9Prpx/D79zPo+fWoAP/p48T4h9PM+IMz2PnUC5T5KD8o+0Jq+PjxvyT4qSNc+5b3XPquJ1j4mMdg+hOTbPt4r4j7g6uY+3UjcPluW1j6Nb+I+RyXoPrHz2T7S5NU+A/nePnRV4j4JSuw+KCHtPq525j59VuI+U3vhPjxT3j6s+9o+ZDzlPrPe4z5ZkOA+GlrgPmVB3T7iONk+PUXZPjsU3j6Tytw+kV3gPtPi2T6rkeU+AfDuPpqy5z7XieA+PyrbPqxv1z5L7dU+9b3pPt+w8D6fZ+g+pufqPgLP7D61ZvA+z6/yPoDq4T5vD+E+tH3hPk0H1T6s09U+XAPMPombtj5hxr4+i1LCPkgvwz5Mi88+hNDOPrOCyT6Pvc0+t1PXPiYW1T7p1c4+fR7KPhjbyz6fzNU+P6bVPl6N0D7JdMw+r/HQPg0V1T5BTdA+3RPUPm+62j4jENo+dlHXPi7y1z7AhNg+SUfTPv4TyD46CcU+S8vRPuEV1z7a6tw+QjnRPqv+zD5dGNQ+QYPaPtQW5D6vp9w+tu7XPhzH2D6LYNY+Y/3XPs491T6fstM+W9/PPtyX0D48Ht8+FAfTPic5yz5nb80+bGbPPtzM2D6YGtE+wkXJPk+o0j4qssw+S7u7PjdPtD6RjLo+kUrDPkZxzj7FtsY+OCS8PrX9uD5Qybc+B/G5PhbSuj4Sgr8+2+XEPin2yD6g6c8+DkbSPiv5zT4A7cY+hMvCPvehwD70ssM+BNHLPipVzz6LYc4+VubJPk9Vxz6WjMY+kiHEPjY3wz6ccMI+kAjCPiANxD6Rrcc+yEnJPgphyD4xRcQ+y7zAPoMxvz4fZr4+2JG+PpRhwT5KUcQ+28bDPnlswz4UEME+ygPAPsOtwD6kiL8+QJO8PsUtuz4wqrg+erm2Plyqtz7RtrY+VvK4Pm+Wuz5M/Lw+RnC/Pl2ovj7v9ro+sN22PnwRsT5dea8+q+eyPvWbtj6m17U+WTyzPvZfsD4z4a0+8eiwPjWOtT5KALQ+hKyxPikxrz6P+7I+t6OzPjA0tj4JqrI+lYiwPiT7qz6wlq8+JEOzPmTutj4rmrU+5ne2PhEEsD7NNaw+h5+sPimurT7qq6w+16KtPgOKsT7jaLI+jPqyPho0tT5t1K0+9XurPq/zrT7xc7A+5vWwPgVarT5Q46k++FSiPr0RpD52Eqg+rNKnPk8woz7Ccp8+/0CdPrszoT7b16g+2fmwPlvRsz4tpbE+Sg2uPgEzqz4kw6g+QwylPsMTpD6CnaI+pFWiPmDonT6Jq58+6/6ePu3unz5+nqU+7kKpPshmoT4PLaA+VWKePvA0nj7ePqA+DcKiPlgOqD5xAKk+xAqjPtEuoD667po+LiqZPigOlz5QM5Q+CXOQPhomkj5FBpY+6vubPhV8oT6M5qY+ii2oPssvqD5AGKg+MdCmPr1SoD7jdJw+/DCUPrzdjD42BYk+NvmJPu3ViT7Myo8+7g6ZPnc1nT6BSaE+/E6iPmetoD7uD5w+7ROZPgzylz7wkpQ+WqeQPvNWkD5ltZE+rNOVPlh6mD6eVJk+mRWXPtfClj46RZY+YuyUPqpBlD6G7I0++nSNPj2Miz6NlIg+9ciFPpuYij7yZI4+dEqVPp6+mT59xJs+pNWXPiUfkD6FmIw+74+MPmBojT7bsYw+rDyKPmxEhT5uMIU++vWGPoxDij6/aYw+ZD+UPllrnT6L3aA+qkidPj+Kmj6JP5Y+aDaQPm6viD5Tm4Y+IgCGPkBwhT7OZ4M+F/SCPq3/gD4ztn8+1leBPgkBhj6bios+5GSMPjMRjD4faos+CnuNPh4Alj7iy5I+plqRPhlGkT6dqYk+l46EPrKefz50eHw+3weAPjGNgz4DLIU+EPaHPtlTij6ovYs+VK6KPpNRhz4ht4E+3jR5PjjSdT5yPnw+Up92PkDdaD5RSW8+ID12PoWggD6uJYY+yvOIPqiMiz5ixY4+JwGRPuDhjT7B0Ik+c+SDPo/ofD6bZno+ydF8PtUFfz61woM+rPqCPgb2fj6Zhnk+SyZ1PniNaT4naXc+NyCGPkuiiT60foc+G7yAPvDgdj63DHI+4zx5Pobygj6TLIU+TtqDPv6Hgz7OGYM+nqV2Pm9jdj5/jXc+BChyPi4Ycz4gdnA+o5x2Pis5cT6cC3U+w41tPgAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwF0Oz5dL0w+y58/PvFoRz5rKUE+pvU5PuHBMj65ZD4+Ld08Pv1aOj5StzE+ToMtPuSTOT4ghS0+FOwrPjgjPz4iDDs+C/U2PqK4MD5CCVE+rbc6PoJkLz65ozU+vLI3PqN0Lz5vGTw+AADAfwAAwH8AAMB/AADAf5OOJD6ovBo+e3YsPgJ/PT58iD0+NaxCPtzCWT41mUs+OhslPgbtSz6jGDo+NFxHPidpPj49rUI+f+9OPnNwOT4QbDQ+udItPsubIz5thDo+/uQuPmhcLz6uyDU+L5Q6Pr97Oj7ApzU+U1ErPjJuKz4Viys+bT8NPl8fIT5DtiA+2BExPhTIMz7/Xjk+8EhBPkOzOj4o10Q+x/k8PqYCLT7JpDo+ais5Pn/zOT473DA+PWQ6PhrnQz7VnTs+N6ovPpZtMD5Ddjs+B345PtEKJz4FkSo+rmIqPkUTLj6kcDE+45JJPlzYMT7kPh8+flQrPkZhGz6ZvRw+8KodPveCJT50ZjU+QhwrPtjlQT6VbkQ+pDhCPrCiOz5kJzo+ElQyPhJNND49kDg+QU42Ppm7ND4nsik+VZMhPnYmLD6NBCs+iyU8PoBpRT7JnjM+bf8rPtI/Nj5q+ys+RrQ9PqdNMT5gRzQ+Ts0zPnnzIz6bXRg+vGIdPkWJFD4Azgw+2/kcPg34Iz5X+DA+Iv0zPu4wOj6fNTg+iC8xPtATMT59gCU+k/YvPnAxJz7NgiY+crYqPm91KD5apC4+Zw4qPueRKz5EEiY+JuAfPn0jFD7iSic+ErwYPpasKT5fviw+KxpGPqy5ID5RNyI+cEErPrDaIz7i2Rs+l64aPhZQGz5LZhI+ulMdPkhHHz5R3SE+qNcpPgLWLT4jdzA+bmsoPkctMD6gmTQ+smstPhfALD5Nsy8+0ZUoPjCkJD6MsSM+GfIsPheVLj5k3zA+HY8rPmsFGj7W9hc+Dr8bPquBFz6DFxs+xZIcPqm7Hz49QCE+p0QiPtH3JD4XjiY+kd4oPnGYIz7Hkho+GuUYPqIHGz4YsRo+aSQlPldIKj4IkSo+08cqPqeoIT64tRc+FVAkPm71GT4iGCs+sfwkPviTHD6Wzx8+GBQlPh+XIj49YSw+HyAqPp7ZIj5S/iI+GrEiPp/XGT715iA+Kp0ZPgPbHT4R9yE+8XoRPv0qHj5ZoSM+qPYlPiUwHj57mxY+YFcVPtYJDz722hQ+DpwePmawGz5zbTI+kHA3Pm+AMD4AdBo++PgePo6RKT5/iiw+nxEWPuuCHj74tyY+hYkhPrZnMj7iEDw+wAM3PoHcJj7LXiI+EhMnPiySIz55DyI+l/cePkV3HD5Othw+r9cdPnpzHz4VvRk+/2kdPnonHj5LGRE+AV0TPtMRDj7CVwo+goMNPrRUGD41hB0+UVcePrdWJD5S7yU+P4MnPvHOKz5K7Cg+8EgnPmP9Hz6IaiQ+KBgkPt3qJD7goSQ+pCciPnCDIj71FyE+408bPj/rGD40BBk+s7QePpucGT5foxQ+LdcTPiH9Ez5VkBM+Vm4TPrr9Cj5xPQ8+bFgOPpUuFD6OCA8+bb8UPl3yHj7+nSE+CbInPtF1LD7h/C0+EXYmPggLLD6d/SM+rtgnPmTUMj44FSM+lGIjPvluIT6h6SE+lSsgPu1RGD65WCE+Y4ccPqOjFj5gvhA+LLYVPg+cFj73Cxs+mMkUPls1Fj6LdhA+p2YSPly8Ez4gmxE+VZMVPkYNHD52tCY+YwskPh6MHj7VABU+m9QIPkgLIj53NRU+xNMTPgbtGj7MKhk+GUIYPon2Gz42UyI+NtsWPiZwEz52FhM+KaEOPsmbDz4azRA+vEcUPoRwFD4vIhA+PbgTPlYPED7HFQ4+nE8OPsnQDj4qjw4+gcIUPmp9Gj70ExQ+S60dPhq3NT61nSw+INAgPll5Jj7Xnh4+1/cdPuy3Gz4sYBs+RRodPsyXJD4n8x8+qvYcPsSBID7KVhI+oT0VPs7cEj5vkQ8+zeAYPokDGj7JPxw+uT4UPjRWCj4UIRQ+NGANPuF4ED7GFgo++58MPmbSCD6yMhM+q3gVPgfmFz6gEhs+FT8dPki5ID6cICA+Zs8kPr37Hj6LmSg+/RIuPuiZHz4qXBk+23IWPvJ4Gj7QVBU+k+cfPk4+Hz4rLiA+fCAdPhMoET4HnRQ+KesWPmaPFz7QqRI+LfwQPtIwEj6oYwc+UDkRPnrpFz6K/hI+slUbPipjFD7KqxY+HXcXPi5PDj60mRE+s9EcPgGtHj6iSSQ+7wwjPo0EIT6yHh0+1N8dPmvdHj7KkxI+Hf0SPmp4Fz6R0h4+dScYPpU0Fz561RI+eboXPkB1ID6J5hw+YMgXPoplGz6R3yA+maAQPphhFD4FHg0+SV8WPpYZGj5yehw+e8caPqHiFz4dyRA+pGgTPivRFT7T0hY+GlUZPouBFj6pvBg+BLcfPjatGD4w4x0+xygbPpJKEj4oihw+dP0fPq0JFj4FnxE+/goLPo/ZDT6MlxA+rqAQPgd+DD5QexA+J08TPi2DED7/1xU+EtQWPkYPHT6LFxs+rEgWPo1CFD5TFBA+YOsSPpQUHT4JGh4+qt8XPrX0GD6OsRU+h98OPqhLFT6jkhU+AkYXPqKlGD5VDxw+dHcXPhAJFD4J1BU+F3QWPh7VGz7SGho+4LkbPq4sFz7FBBQ+GaUQPpJ1ET7lnQ8+yd8LPhsFDj7fwA4+Vk0OPhRPFD6KQBQ+dPUWPlV6FD7wixg+mN4aPm6fHT4agx8+fEQcPl/hFz4WsRU+Fe4RPuaIED6LXBE+R6kUPqYbET7FuhY+zr0WPo22FD4RthM+lh8SPs+kEz5LrxI+T4oWPo6eFT4LtxI+2S4TPi5xDT70PBE+5zQQPmPODD5O+RA+6o8QPiUgFT5rLhQ+os4bPh7nGj69jB4+q50YPgACGz7AYRQ+xoIVPnteGD6YPR0+/uYYPhUBFj6Wmw0+fVwOPrMOET7lkRQ+LSQXPsMpGD5hkRY+YsMTPnrsFD4maRA+xHoVPqwTEz4cVw8+JhECPlgqDj5nDxY+7yASPuyuCj4g8Ao+8msQPntkGD4VARM+jHMZPmYaFT4gIQw+aSQePiyeEj5jSio+PtYXPkB1Kz7+sCA+DzooPidWGj7cyBA+5swpPlI4Ij4FGys+y9MgPgtkHT5tmCA+IDcqPpL6Fj4ycQw+jVkRPhe6DT48fhE+bmgOPjTwDD491Rg+EvghPlMgIj7IiBA+XSAWPhh3Gz7Avh4+3O0jPsQ7Gj7pkxk+EeITPs3NGD58ygM+tKAZPiOlKz5upS4+OXEdPrsTHj6CQRk+5yAXPjD+FT6Jfxk+sT8WPkQXFD4bPxc++kQVPuZ4DT77MAg+f20VPoQEEj60bBI++qUVPjSYDD7GnAw+HRAUPkGUET5myQw+j00PPmfJEj77/xs+ozwIPujXEj6kkhI+foYfPrePHD6MSR0+GUcVPpKFGj6mxhg+QucUPlDHGT7nVR0+4vkbPghlGj6HoBk+8w4dPhrJDj7ygxE+pqgjPmVaHT7ZCBo+JsQUPmiQDj6xAxw+1M4ZPi34FT6cyxY+ic8TPvJ9HT5YaA4+WtAOPm13BT7/Thc+vF8RPl/kIz5SySY+6SchPgspHT6aGhg+8j0SPluLDz7NLw8+ISUQPkRSDD4hlg4+AjMMPs7mCD4Npw8+S9ITPkGFEj7d/A8+BycYPqEAGT6WIhQ+WZQWPiV2Fj7QERQ+F2oTPnZzDT6z7A8+4TIUPnQXFD5lhhI+frsUPi+zFD5ewBI+JLgOPmZ0Dz4AAA4+SAASPjQPFD5tQBg+yBYXPobeHT40qB0+2iQNPqYZHz7q8h4+4gIYPmhOEz555A8+afgUPsCqET4bXxM+Vj8VPtOyGT7tHRU+KMoUPtqxDD7QIgs+p2MMPjy+Dj4AhxY+XSUHPl8PHz5ighQ+7lghPgAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH8AAMB/AADAfwAAwH+nnRY+MeMZPjtsGT7izxE+nNkPPmQyHT6M4xM+awkaPph1Fz6kMxc+0SIZPpFEGj7H7wo+JhQjPjCtID4HChk+l+8cPjvBGT4qrxk+5VkaPhM8Ez6fQhg+NUIXPtDlFD5K4hM+7GoOPpAUET7bIQ0+vYYNPgnBDD5wDA8+NKgOPovtET6EOhQ+oV4OPovtET4Mog0+i14QPnVfFT6MkAs+Vw0PPpiGGj4bpxo+bA8UPrQ4ET7cTRU+WI0RPikoGj7CUBg+EVkSPmReEz4oYA8+lUEQPhUGBz74gw0+agMLPneIDD4/QxY+6rsWPkVIET5anhY+R2IQPjkpDz5UPw4+yN0JPhl2FD6vqBc+kqwZPgxgFT4+7xc+d54NPuN3FT7qNxQ+yQEXPg1wFD6WFQ8+NKoUPiZ9ET4wnhc+2soXPms7Fj6aDxU+Mj0SPuIXFT4jkgo+0ncQPhKECj4eqg8+gasXPl9QET5fGQw+5wYRPgBWDj5tWRA+P84TPmrKCj4/ZRA+I3QMPrrkET4tfw8+uGcUPrxIFD4U6RU+hYUSPvUNED7KtBQ+pQocPpfKGj46ygU+7jINPj9WCz4tkwg+qMILPtOAEz5F/hA+SdgSPh6CFT7jOw8+lMgPPmX5ED4/wQ8+se4MPvpyEj4xRg0+n64UPofhFT7L/Bo++pwSPn0aEz7TIho+mkoZPsrwFz5IQxI+1dIMPvRaFT69zhA+FZMQPj0NEj4ozQ8+UC4PPlj/CD6Mlgc+nwwFPnpSDD5cuwk+G9ALPpkvEj4gNAo+lH4NPoC9DT4bqhI+tWUSPvZ6ET4AVRQ+/+ISPlqIED7+pww+ZdkRPgg2GD5qdBM+N30TPi3aET61TBI+rwUSPkScDj5MYBY+XAMWPvzkET7u9w4+qAQQPt2ZDD6D7Ak+UL8MPlSgDT7W3BA+aNUOPpeAFz7PJw8+PIsRPkVAFD7MrxE+q+gSPhP9Cj62IAw+efcJPp0aCj6uaQw+O5AJPvW2ED7StA4+wh4OPsrcED7JdRU+CSYWPrfiHD4YbRE+IO0LPs2bFT6KcQI+hCwNPtztDj4NYww+GQMNPiOoDD6rPwo+1tYGPs4LBT4GWwc+I5kHPruCDT7KORA+nawQPr30Cz7liw0+NKANPtoBDz78nAw+We8PPqsjDD68uBY+1/4RPiqUFD4BuRc+uO8SPtvpDD7KKA4+qN4OPi4yDT7CMw0+W/IHPotzDz6iTAg+yL8IPof5DD5TlhU+MMsQPkjeDT6FZhE+bm0SPnjdCD7KlQ0+NXsEPmdRDz5/Ywc+LmcOPs/MCj7BOgo+FZEMPi2BBz6NTAk+ULsKPiZUED7Hrw8+JQ8MPvs6BT7ASQQ++VAKPhWeBD72YwM+cksGPk1wCT4OKw0+hW4MPgrcCz4emws+HQsHPh2DBD5VmwU+e0sCPvLOCD7Wzwk+LIUOPvAYFT6jVRM+ZCkTPjiKDz5G/Q4+HP0PPpliED4+8hE+sHkNPm5vDj7Bbgw++uELPt+ICj4NOww+yhkEPsS6CT5yLBI+bk8MPvalDD4KVQs+skcMPqkGDT7QDgw+e4oIPtTrBz5yXgs+rM8EPpH3Bj4M8gs+8LsJPlsACj4Ecwk+CsYMPpaOBz6Jxwk+/48IPnQ8DT4TZgU+23gFPnTjBT5IeQQ++TAKPkwpED6WhhA+cY4MPqSfDj4+lw8+hxUSPtjxCz4XEAc+AQUKPu3mBD4TtQA+kuYFPrDeAT6KmgQ+k8UKPj6mCD6nHws+k58HPsgHDD7lBQk+U2wGPuviAz5QoQY+LXgDPki5Bj742hA+Dm0PPoNrDz5Psw4+a+oSPjTmCT4jCg0+lMgAPpBdCT57pwc+qFAKPpzfCD7LKA0+KTMRPmI4Bz47lgI+QE0CPra7BD5+QQo+EXgGPiltCz7LZwg+5TkMPjR8CT6Zgwo+93YDPvWACD6WWwM+SpYRPg9NDz4F4wc+YxIFPuI1Bj5qRQE+E8kAPsEODj5qaAY+Xm8IPl2TCz7rkwY+5f0GPkeSBz6IJQU+KUYGPqlXBz7A7Ag+R10IPlrqBz7NdAg+3KwIPqF4Az5z1wk+rxYIPjCWBz5olAU+1zIHPohlCz53ZQ0+AHgJPvJaBz6TuAo+FLQKPlBJBj5XIg0+Uc0GPsMnBT67ngY+uL8BPobqAz60IQg+T0AIPjgKBj5SvgU+5vcBPim7+z2JZgI+zgQFPm+FBj58TQw+I+wMPqecCz5X8gs+OzAKPvXNCD71vQs+qv8DPnKoCD4cRQQ+L2kFPu3WBD6JogE+4iACPiNyBT5YZQQ+resDPk21Bj6jWQg+WCcFPmYgBj5y1wM+OygEPoRFAT4tdQI+hf0EPmXGCD7gOgk+PVQJPg4OCj5hdQg+a6wIPswLCD7eQAg+UkUCPs81Bj7qqAI+H1ACPktI/z2aIgE+IpT+PWyZBT4EOQM+TrgCPks/AT5+igQ+2TIGPjdDBz5lqAk+SQsFPiXRBj4p8gM+AGoEPkgBBT6MigU+RIQBPiZEAj5dcgI+LtMBPt+uAT5mvwE+2GEEPqI8Aj51egQ+s18CPgsa/j2YKQI+RwMCPnZLBT5oZQA+Qrz/PfDq/z1OHPs91lL+PZ80Bj6A4QU+rtoHPiF0Az7VSgU+A3IHPlKXBz6g7Qg+r0EAPk2UAj4mqvU9nAMAPpoLAz7bTwE+MasEPv5qAD6z/gI+F4/4PeewAz4ZkgI+M3gAPu2YAj4uwwA+yDoAPpgcAz5GuwU+ttsIPpd4Aj5uUwM+yHACPnVCAT7pFwE+3EX+PbY/AD7bPf89OZX9PaFmAT4nuwM+f3cCPme5AD6nogI+3iwCPrPzAD5RCQA+/b4APlhEBT7hbwU+KqMEPlw1Bz4FMAI+fi4DPhqLAT6sFvs9PX76PSLz/D06WQQ+rRAEPtnTAj59/wI+cUsEPiKrBD7ic/w9caX1PV49AD6xtv89DhoCPtn+/D3ZMQA+f0cCPkvmAD4kewI+9uP8PQG7AT6NTAM+HIIAPpkpBT7guQA+WIIAPk/UBj4/BgQ+tjIEPixf+T1p+/o9ICn5PQ7E+D2J7/k9Aeb7PfN7/j2Qpfc9vgD2PfEzAT4Xn/s9i7MAPrXA/T0tG/49I238PV+D/D3z1fY9wfX6PTUE/T1hAvg9Npv+PVp+AD4TvQQ+gJwBPrhiAz55FgM+wgMDPvQk/T1TlQQ+Lyn9PYSa/j0CGAE+7wT7PQUXAT5dBgY+vqYGPtkvAj6VH/c9V1UAPtVY+j1ZC/g9kh34PShR/T1skQE+e3n6PUxE/j03NP49cCIAPohCAj6QEPk9THz/PTtD/j0TuPI9lL/5PZNb/D2qsP89ghMCPlJeAz4ZLAA+z1T+PUTd/T3j7fo9Z7v9Pb7R+j0TFAA+2B0APhO5/T1Ozfw9AjH6PXpZ9T3CPvU9/BP9Pecl+D3W+Po9/Zn9PYKS+T3/f/89nocAPos6+z3jsfs9ORD5PUYy/j0Jo/Q9E8T5Pc5i/D33++896RLzPU16+D3rEv89TegBPq3O9T3VcQA+Pr/xPR+Y9D0HOfE9vkDxPegG9T2sePc9+k/0PfjF9z2sSfU9CND8PWrXAT4aSPg9xjD6PQ3//z0+tvw9FCv6PdBh+T3Xz/09YvL5PRbN+D1wjvc9kebyPQPh9D22TfU9EUXsPTjO8z15YPc98y3tPaE58j3sxPQ9YuzwPXGE8z3bwfE9fPj0PS+5+T0zQPk9Gj/zPfMh8T2VBf89Oyf5PeEh+j2Cgfw9ab3vPaAV9j0H5vk9DcPzPXbr9D2JaPo9e8/5PRox9z3V4PU903TxPfx87z0+5PQ95FrvPbYi8T2HIPQ9Lev0PYmF8T2QF+o97kDyPWgS8D2vTfY9oWX3Pa4H+D3z6P09MxX2PVhy+D0iyfs9zEn4Pfv1/j3y//g9zJzvPTeq8T2wO/U9z6/vPfS18T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- "source": [
- "show(cat.plot_SEDs(['Trappist-1', 'Gl 752B'], normalize=[(1.4, 1.8)], best_fit=False))"
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- "cell_type": "markdown",
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- "source": [
- "## Catalog from a list\n",
- "Now let's add another 23 M dwarf SEDs."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 60,
- "metadata": {},
- "outputs": [
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- "name": "stdout",
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- "text": [
- "Generating SEDs for 23 sources from /Users/jfilippazzo/Documents/Modules/sedkit/sedkit/data/sources.txt\n",
- "Successfully added SED 'LHS 102'\n",
- "Successfully added SED 'LP 704-43'\n",
- "Successfully added SED 'LHS 1'\n",
- "Successfully added SED 'LHS 2'\n",
- "Successfully added SED 'LHS 1047AB'\n",
- "Successfully added SED 'LHS 3'\n",
- "Successfully added SED 'LP 944-20'\n",
- "Successfully added SED 'LHS 2065'\n",
- "Successfully added SED 'LHS 1070 ABC'\n",
- "Successfully added SED 'LHS 1075'\n",
- "Successfully added SED 'LP 465-27'\n",
- "Successfully added SED 'LHS 114 AB'\n",
- "Successfully added SED 'LHS 115'\n",
- "Successfully added SED 'LP 405-39'\n",
- "Successfully added SED 'LP 406-29'\n",
- "Successfully added SED 'LHS 131'\n",
- "Successfully added SED 'LHS 1179'\n",
- "Successfully added SED 'LHS 132'\n",
- "Successfully added SED 'LHS 1183'\n",
- "Successfully added SED 'LHS 134'\n",
- "Successfully added SED 'LHS 1208'\n",
- "Successfully added SED 'LP 467-16'\n",
- "Successfully added SED 'LHS 138'\n"
- ]
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- "source": [
- "# Add the sources from file\n",
- "cat.from_file(resource_filename('sedkit', 'data/sources.txt'))"
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- },
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- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "And here are some plots!"
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- },
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- "cell_type": "code",
- "execution_count": 64,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Successfully added SED 'Trappist-1'\n"
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- " root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
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- " }\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",
- " embed_document(root);\n",
- " clearInterval(timer);\n",
- " }\n",
- " attempts++;\n",
- " if (attempts > 100) {\n",
- " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
- " clearInterval(timer);\n",
- " }\n",
- " }, 10, root)\n",
- " }\n",
- "})(window);"
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- "application/vnd.bokehjs_exec.v0+json": ""
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- "application/vnd.bokehjs_exec.v0+json": {
- "id": "12363"
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- "output_type": "display_data"
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- "source": [
- "col_mag = cat.plot('spectral_type', 'Lbol_sun', legend='M dwarfs', order=2, identify=['Trappist-1'])\n",
- "show(col_mag)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 65,
- "metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Successfully added SED 'Trappist-1'\n"
- ]
- },
- {
- "data": {
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- " var render_items = [{\"docid\":\"df31743c-9720-4b92-bc35-cf831817043a\",\"roots\":{\"13067\":\"de3d4aab-d51c-4a9b-b642-918fb30c4f84\"}}];\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",
- " embed_document(root);\n",
- " clearInterval(timer);\n",
- " }\n",
- " attempts++;\n",
- " if (attempts > 100) {\n",
- " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
- " clearInterval(timer);\n",
- " }\n",
- " }, 10, root)\n",
- " }\n",
- "})(window);"
- ],
- "application/vnd.bokehjs_exec.v0+json": ""
- },
- "metadata": {
- "application/vnd.bokehjs_exec.v0+json": {
- "id": "13067"
- }
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "BC_J = cat.plot('2MASS.J-2MASS.H', 'M_2MASS.J', legend='M dwarfs', identify=['Trappist-1'])\n",
- "show(BC_J)"
+ "trap1.best_fit"
]
},
{
"cell_type": "code",
"execution_count": null,
- "metadata": {
- "collapsed": true
- },
+ "metadata": {},
"outputs": [],
"source": []
}
@@ -1521,9 +1138,9 @@
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
- "display_name": "Astroconda",
+ "display_name": "sedkit-3.7",
"language": "python",
- "name": "astroconda_kernel"
+ "name": "sedkit-3.7"
},
"language_info": {
"codemirror_mode": {
@@ -1535,7 +1152,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.5.2"
+ "version": "3.9.2"
}
},
"nbformat": 4,
diff --git a/sedkit/notebooks/create_catalog.ipynb b/sedkit/notebooks/create_catalog.ipynb
index d5551a39..2c82464d 100644
--- a/sedkit/notebooks/create_catalog.ipynb
+++ b/sedkit/notebooks/create_catalog.ipynb
@@ -11,7 +11,7 @@
},
{
"cell_type": "code",
- "execution_count": 92,
+ "execution_count": 1,
"metadata": {},
"outputs": [
{
@@ -19,8 +19,8 @@
"text/html": [
"\n",
" \n",
- "
\n",
- "
Loading BokehJS ...\n",
+ "
\n",
+ "
Loading BokehJS ...\n",
"
"
]
},
@@ -98,7 +98,7 @@
" 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",
+ " if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
" return\n",
" }\n",
"\n",
@@ -115,6 +115,7 @@
" 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",
@@ -189,7 +190,7 @@
" \"\"}};\n",
"\n",
" function display_loaded() {\n",
- " var el = document.getElementById(\"5227\");\n",
+ " var el = document.getElementById(\"1002\");\n",
" if (el != null) {\n",
" el.textContent = \"BokehJS is loading...\";\n",
" }\n",
@@ -239,15 +240,15 @@
" }\n",
" }\n",
"\n",
- " function on_error() {\n",
+ " function on_error(url) {\n",
" console.error(\"failed to load \" + url);\n",
" }\n",
"\n",
- " for (var i = 0; i < css_urls.length; i++) {\n",
- " var url = css_urls[i];\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;\n",
+ " element.onerror = on_error.bind(null, url);\n",
" element.rel = \"stylesheet\";\n",
" element.type = \"text/css\";\n",
" element.href = url;\n",
@@ -255,21 +256,23 @@
" document.body.appendChild(element);\n",
" }\n",
"\n",
- " for (var i = 0; i < js_urls.length; i++) {\n",
- " var url = js_urls[i];\n",
- " var element = document.createElement('script');\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;\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",
- " };var element = document.getElementById(\"5227\");\n",
- " if (element == null) {\n",
- " console.error(\"Bokeh: ERROR: autoload.js configured with elementid '5227' but no matching script tag was found. \")\n",
- " return false;\n",
- " }\n",
+ " };\n",
"\n",
" function inject_raw_css(css) {\n",
" const element = document.createElement(\"style\");\n",
@@ -277,26 +280,29 @@
" document.body.appendChild(element);\n",
" }\n",
"\n",
- " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.3.4.min.js\"];\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",
- " \n",
" function(Bokeh) {\n",
- " \n",
- " },\n",
- " function(Bokeh) {} // ensure no trailing comma for IE\n",
+ " \n",
+ " \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",
+ " 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",
@@ -304,7 +310,7 @@
" 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(\"5227\")).parents('.cell').data().cell;\n",
+ " var cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n",
" cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
" }\n",
"\n",
@@ -321,7 +327,7 @@
" }\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(\"5227\");\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() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\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 (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\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 };var element = document.getElementById(\"5227\");\n if (element == null) {\n console.error(\"Bokeh: ERROR: autoload.js configured with elementid '5227' but no matching script tag was found. \")\n return false;\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 var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.3.4.min.js\"];\n var css_urls = [];\n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n \n function(Bokeh) {\n \n },\n function(Bokeh) {} // ensure no trailing comma for IE\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(\"5227\")).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));"
},
"metadata": {},
"output_type": "display_data"
@@ -346,10 +352,8 @@
},
{
"cell_type": "code",
- "execution_count": 93,
- "metadata": {
- "collapsed": true
- },
+ "execution_count": 35,
+ "metadata": {},
"outputs": [],
"source": [
"# Make an SED catalog\n",
@@ -365,53 +369,33 @@
},
{
"cell_type": "code",
- "execution_count": 94,
+ "execution_count": 36,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "Setting radius to (, )\n",
- "Setting parallax to (, ) and distance to (, , ).\n",
- "Setting age to (, )\n",
- "Successfully added SED '2MASS J00361617+1821104 0'\n",
- "Setting radius to (, )\n",
- "Setting parallax to (, ) and distance to (, , ).\n",
- "Setting age to (, )\n",
- "Successfully added SED '2MASS J00361617+1821104 1'\n",
- "Setting radius to (, )\n",
- "Setting parallax to (, ) and distance to (, , ).\n",
- "Setting age to (, )\n",
- "Successfully added SED '2MASS J00361617+1821104 2'\n",
- "Setting radius to (, )\n",
- "Setting parallax to (, ) and distance to (, , ).\n",
- "Setting age to (, )\n",
- "Successfully added SED '2MASS J00361617+1821104 3'\n",
- "Setting radius to (, )\n",
- "Setting parallax to (, ) and distance to (, , ).\n",
- "Setting age to (, )\n",
- "Successfully added SED '2MASS J00361617+1821104 4'\n",
- "Setting radius to (, )\n",
- "Setting parallax to (, ) and distance to (, , ).\n",
- "Setting age to (, )\n",
- "Successfully added SED '2MASS J00361617+1821104 5'\n",
- "Setting radius to (, )\n",
- "Setting parallax to (, ) and distance to (, , ).\n",
- "Setting age to (, )\n",
- "Successfully added SED '2MASS J00361617+1821104 6'\n",
- "Setting radius to (, )\n",
- "Setting parallax to (, ) and distance to (, , ).\n",
- "Setting age to (, )\n",
- "Successfully added SED '2MASS J00361617+1821104 7'\n",
- "Setting radius to (, )\n",
- "Setting parallax to (, ) and distance to (, , ).\n",
- "Setting age to (, )\n",
- "Successfully added SED '2MASS J00361617+1821104 8'\n",
- "Setting radius to (, )\n",
- "Setting parallax to (, ) and distance to (, , ).\n",
- "Setting age to (, )\n",
- "Successfully added SED '2MASS J00361617+1821104 9'\n"
+ "(, , ): mass value is not in valid range [0.0 solMass, 226.0 solMass].\n",
+ "[sedkit] Successfully added SED '2MASS J00361617+1821104 0'\n",
+ "(, , ): mass value is not in valid range [0.0 solMass, 226.0 solMass].\n",
+ "[sedkit] Successfully added SED '2MASS J00361617+1821104 1'\n",
+ "(, , ): mass value is not in valid range [0.0 solMass, 226.0 solMass].\n",
+ "[sedkit] Successfully added SED '2MASS J00361617+1821104 2'\n",
+ "(, , ): mass value is not in valid range [0.0 solMass, 226.0 solMass].\n",
+ "[sedkit] Successfully added SED '2MASS J00361617+1821104 3'\n",
+ "(, , ): mass value is not in valid range [0.0 solMass, 226.0 solMass].\n",
+ "[sedkit] Successfully added SED '2MASS J00361617+1821104 4'\n",
+ "(, , ): mass value is not in valid range [0.0 solMass, 226.0 solMass].\n",
+ "[sedkit] Successfully added SED '2MASS J00361617+1821104 5'\n",
+ "(, , ): mass value is not in valid range [0.0 solMass, 226.0 solMass].\n",
+ "[sedkit] Successfully added SED '2MASS J00361617+1821104 6'\n",
+ "(, , ): mass value is not in valid range [0.0 solMass, 226.0 solMass].\n",
+ "[sedkit] Successfully added SED '2MASS J00361617+1821104 7'\n",
+ "(, , ): mass value is not in valid range [0.0 solMass, 226.0 solMass].\n",
+ "[sedkit] Successfully added SED '2MASS J00361617+1821104 8'\n",
+ "(, , ): mass value is not in valid range [0.0 solMass, 226.0 solMass].\n",
+ "[sedkit] Successfully added SED '2MASS J00361617+1821104 9'\n"
]
}
],
@@ -419,102 +403,12 @@
"# Make 10 SEDs with different parallaxes\n",
"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))\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.logg = np.random.normal(loc=4, scale=1), 0.1\n",
" cat.add_SED(s)"
]
},
- {
- "cell_type": "code",
- "execution_count": 95,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "\n",
- "\n",
- "\n",
- "\n",
- " \n"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "application/javascript": [
- "(function(root) {\n",
- " function embed_document(root) {\n",
- " \n",
- " var docs_json = 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@@ -524,66 +418,66 @@
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- "Table length=10\n",
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- "name | distance | distance_unc | Lbol_sun | Lbol_sun_unc | Teff | Teff_unc |
\n",
- " | pc | pc | | | K | K |
\n",
- "object | object | object | object | object | object | object |
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- "2MASS J00361617+1821104 0 | 9.32 | 0.01 | -4.192 | 0.013 | 1631.0 | 26.0 |
\n",
- "2MASS J00361617+1821104 1 | 7.83 | 0.01 | -4.343 | 0.013 | 1495.0 | 24.0 |
\n",
- "2MASS J00361617+1821104 2 | 9.82 | 0.01 | -4.146 | 0.013 | 1675.0 | 27.0 |
\n",
- "2MASS J00361617+1821104 3 | 7.93 | 0.0 | -4.332 | 0.013 | 1505.0 | 24.0 |
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- "2MASS J00361617+1821104 4 | 8.55 | 0.01 | -4.267 | 0.013 | 1563.0 | 25.0 |
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- "2MASS J00361617+1821104 5 | 9.5 | 0.01 | -4.175 | 0.013 | 1647.0 | 27.0 |
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- "2MASS J00361617+1821104 6 | 8.09 | 0.01 | -4.315 | 0.013 | 1520.0 | 25.0 |
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- "2MASS J00361617+1821104 7 | 9.12 | 0.02 | -4.211 | 0.014 | 1614.0 | 26.0 |
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- "2MASS J00361617+1821104 8 | 7.4 | 0.0 | -4.392 | 0.013 | 1454.0 | 23.0 |
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- "2MASS J00361617+1821104 9 | 8.98 | 0.03 | -4.224 | 0.014 | 1601.0 | 26.0 |
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\n",
+ "object | float64 | float64 | object | object | object | float64 | float64 |
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+ "2MASS J00361617+1821104 0 | 9.65 | 0.02 | 2.856391307885212 | -3.979 | 0.006 | 2065.0 | 7.0 |
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+ "2MASS J00361617+1821104 1 | 9.73 | 0.03 | 4.232968950966258 | -3.972 | 0.006 | 2074.0 | 7.0 |
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+ "2MASS J00361617+1821104 2 | 8.71 | 0.01 | 3.1630500787947624 | -4.068 | 0.006 | 1962.0 | 6.0 |
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+ "2MASS J00361617+1821104 3 | 7.31 | 0.01 | 3.678575759282893 | -4.22 | 0.006 | 1797.0 | 6.0 |
\n",
+ "2MASS J00361617+1821104 4 | 8.34 | 0.01 | 3.5627109772294623 | -4.106 | 0.006 | 1920.0 | 6.0 |
\n",
+ "2MASS J00361617+1821104 5 | 8.64 | 0.01 | 3.1614956637846587 | -4.075 | 0.006 | 1954.0 | 6.0 |
\n",
+ "2MASS J00361617+1821104 6 | 8.22 | 0.01 | 5.447847995329169 | -4.118 | 0.006 | 1906.0 | 6.0 |
\n",
+ "2MASS J00361617+1821104 7 | 7.62 | 0.0 | 4.131989433045737 | -4.184 | 0.006 | 1835.0 | 6.0 |
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+ "2MASS J00361617+1821104 8 | 9.83 | 0.0 | 3.2008754981678447 | -3.963 | 0.006 | 2084.0 | 6.0 |
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+ "2MASS J00361617+1821104 9 | 8.66 | 0.0 | 4.514016750703281 | -4.073 | 0.006 | 1956.0 | 6.0 |
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- "\n",
- " name distance distance_unc ... Lbol_sun_unc Teff Teff_unc\n",
- " pc pc ... K K \n",
- " object object object ... object object object \n",
- "------------------------- -------- ------------ ... ------------ ------ --------\n",
- "2MASS J00361617+1821104 0 9.32 0.01 ... 0.013 1631.0 26.0\n",
- "2MASS J00361617+1821104 1 7.83 0.01 ... 0.013 1495.0 24.0\n",
- "2MASS J00361617+1821104 2 9.82 0.01 ... 0.013 1675.0 27.0\n",
- "2MASS J00361617+1821104 3 7.93 0.0 ... 0.013 1505.0 24.0\n",
- "2MASS J00361617+1821104 4 8.55 0.01 ... 0.013 1563.0 25.0\n",
- "2MASS J00361617+1821104 5 9.5 0.01 ... 0.013 1647.0 27.0\n",
- "2MASS J00361617+1821104 6 8.09 0.01 ... 0.013 1520.0 25.0\n",
- "2MASS J00361617+1821104 7 9.12 0.02 ... 0.014 1614.0 26.0\n",
- "2MASS J00361617+1821104 8 7.4 0.0 ... 0.013 1454.0 23.0\n",
- "2MASS J00361617+1821104 9 8.98 0.03 ... 0.014 1601.0 26.0"
+ "\n",
+ " name distance distance_unc ... Teff Teff_unc\n",
+ " pc pc ... K K \n",
+ " object float64 float64 ... float64 float64 \n",
+ "------------------------- -------- ------------ ... ------- --------\n",
+ "2MASS J00361617+1821104 0 9.65 0.02 ... 2065.0 7.0\n",
+ "2MASS J00361617+1821104 1 9.73 0.03 ... 2074.0 7.0\n",
+ "2MASS J00361617+1821104 2 8.71 0.01 ... 1962.0 6.0\n",
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+ "2MASS J00361617+1821104 9 8.66 0.0 ... 1956.0 6.0"
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+ "execution_count": 38,
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- "cat.results[['name','distance','distance_unc','Lbol_sun','Lbol_sun_unc','Teff','Teff_unc']]"
+ "cat.results[['name','distance','distance_unc','logg','Lbol_sun','Lbol_sun_unc','Teff','Teff_unc']]"
]
},
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- "We can also plot the results by passing the `plot` method two column names."
+ "We can also plot the results by passing the `plot` method two column names. A polynomial can be fit to the data given an integer polynomial order via the `order` argument."
]
},
{
"cell_type": "code",
- "execution_count": 97,
+ "execution_count": 51,
"metadata": {},
"outputs": [
{
@@ -595,7 +489,7 @@
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+ " \n"
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1 fit [972.30998613 113.3738235 ]\"},\"renderers\":[{\"id\":\"8713\"}]},\"id\":\"8734\",\"type\":\"LegendItem\"}],\"root_ids\":[\"8658\"]},\"title\":\"Bokeh Application\",\"version\":\"2.3.0\"}};\n",
+ " var render_items = [{\"docid\":\"25299142-7803-498a-889e-62e27975aace\",\"root_ids\":[\"8658\"],\"roots\":{\"8658\":\"13d1c916-84d4-4f10-ae63-d343b6e7f152\"}}];\n",
" root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
"\n",
" }\n",
@@ -618,13 +512,14 @@
" var attempts = 0;\n",
" var timer = setInterval(function(root) {\n",
" if (root.Bokeh !== undefined) {\n",
- " embed_document(root);\n",
- " clearInterval(timer);\n",
- " }\n",
- " attempts++;\n",
- " if (attempts > 100) {\n",
- " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\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",
@@ -634,14 +529,14 @@
},
"metadata": {
"application/vnd.bokehjs_exec.v0+json": {
- "id": "5847"
+ "id": "8658"
}
},
"output_type": "display_data"
}
],
"source": [
- "show(cat.plot('distance', 'Teff'))"
+ "DvT = cat.plot('distance', 'Teff', order=1)"
]
},
{
@@ -653,7 +548,7 @@
},
{
"cell_type": "code",
- "execution_count": 98,
+ "execution_count": 40,
"metadata": {},
"outputs": [
{
@@ -665,7 +560,7 @@
"\n",
"\n",
"\n",
- " \n"
+ " \n"
]
},
"metadata": {},
@@ -677,8 +572,8 @@
"(function(root) {\n",
" function embed_document(root) {\n",
" \n",
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Application\",\"version\":\"2.3.0\"}};\n",
+ " var render_items = [{\"docid\":\"8069301f-201a-4699-b015-74c519e33413\",\"root_ids\":[\"7323\"],\"roots\":{\"7323\":\"8181d7ff-d33d-45a5-b31c-ae9c0b7ef1b5\"}}];\n",
" root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
"\n",
" }\n",
@@ -688,13 +583,14 @@
" var attempts = 0;\n",
" var timer = setInterval(function(root) {\n",
" if (root.Bokeh !== undefined) {\n",
- " embed_document(root);\n",
- " clearInterval(timer);\n",
- " }\n",
- " attempts++;\n",
- " if (attempts > 100) {\n",
- " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\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",
@@ -704,14 +600,14 @@
},
"metadata": {
"application/vnd.bokehjs_exec.v0+json": {
- "id": "6158"
+ "id": "7323"
}
},
"output_type": "display_data"
}
],
"source": [
- "show(cat.plot('2MASS.J-2MASS.Ks', 'M_2MASS.J'))"
+ "cmd = cat.plot('M_2MASS.J-M_2MASS.Ks', 'Mbol')"
]
},
{
@@ -723,7 +619,7 @@
},
{
"cell_type": "code",
- "execution_count": 99,
+ "execution_count": 41,
"metadata": {},
"outputs": [
{
@@ -735,7 +631,7 @@
"\n",
"\n",
"\n",
- " \n"
+ " \n"
]
},
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@@ -747,8 +643,8 @@
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" function embed_document(root) {\n",
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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]}},\"selected\":{\"id\":\"7785\"},\"selection_policy\":{\"id\":\"7786\"}},\"id\":\"7769\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"7757\",\"type\":\"AllLabels\"},{\"attributes\":{\"callback\":null,\"mode\":\"vline\",\"names\":[\"photometry\",\"nondetection\"],\"tooltips\":[[\"Band\",\"@desc\"],[\"Wave\",\"@x\"],[\"Flux\",\"@y\"],[\"Unc\",\"@z\"]]},\"id\":\"7744\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"7736\",\"type\":\"SaveTool\"},{\"attributes\":{\"label\":{\"value\":\"Photometry\"},\"renderers\":[{\"id\":\"7750\"},{\"id\":\"7797\"}]},\"id\":\"7763\",\"type\":\"LegendItem\"},{\"attributes\":{\"num_minor_ticks\":10},\"id\":\"7729\",\"type\":\"LogTicker\"},{\"attributes\":{\"num_minor_ticks\":10},\"id\":\"7725\",\"type\":\"LogTicker\"},{\"attributes\":{\"data_source\":{\"id\":\"7764\"},\"glyph\":{\"id\":\"7765\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"7766\"},\"view\":{\"id\":\"7768\"}},\"id\":\"7767\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"7770\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"desc\":[\"SDSS.u\",\"SDSS.g\",\"SDSS.r\",\"SDSS.i\",\"SDSS.z\",\"2MASS.J\",\"2MASS.H\",\"2MASS.Ks\"],\"x\":{\"__ndarray__\":\"AAAAAAAA1z8AAAAAALTdPwAAAAAAmOM/AAAAAADQ5z8AAAAAAHjsPwAAAAAAxPM/AAAAAACY+j8AAAAAAEQBQA==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[8]},\"y\":{\"__ndarray__\":\"E+bmGecBEzzTgzIJ6URKPPeJWphVpHQ8x4W472iZnTxBmz3lNse6PMMnSn6yD988qGjwHyrY2Dw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K\"},\"renderers\":[{\"id\":\"7823\"}]},\"id\":\"7845\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"7841\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"7843\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"data\":{\"desc\":[\"SDSS.u\",\"SDSS.g\",\"SDSS.r\",\"SDSS.i\",\"SDSS.z\",\"2MASS.J\",\"2MASS.H\",\"2MASS.Ks\"],\"x\":{\"__ndarray__\":\"AAAAAAAA1z8AAAAAALTdPwAAAAAAmOM/AAAAAADQ5z8AAAAAAHjsPwAAAAAAxPM/AAAAAACY+j8AAAAAAEQBQA==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[8]},\"y\":{\"__ndarray__\":\"JOopfKaoIDwHDBZi8wVXPPtVAfJgF4I8ufPRDDmSqTxjSWCxE03HPE6GWPEuB+s8GEP08k6e5TwY53S2/zbbPA==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[8]},\"z\":{\"__ndarray__\":\"2vdZOYxOJTwqQ2hyDjwnPBKC1t5FQiQ87evyICUnLjxQ+Gk+33lLPCgGgCaigJU8DEI9IjIdkzzbg4kDUdeAPA==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[8]}},\"selected\":{\"id\":\"7759\"},\"selection_policy\":{\"id\":\"7760\"}},\"id\":\"7746\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"line_alpha\":0.1,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"7771\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"7746\"}},\"id\":\"7751\",\"type\":\"CDSView\"},{\"attributes\":{\"ticker\":null},\"id\":\"7758\",\"type\":\"LogTickFormatter\"},{\"attributes\":{\"axis\":{\"id\":\"7728\"},\"dimension\":1,\"ticker\":null},\"id\":\"7731\",\"type\":\"Grid\"},{\"attributes\":{\"axis\":{\"id\":\"7724\"},\"ticker\":null},\"id\":\"7727\",\"type\":\"Grid\"},{\"attributes\":{\"end\":21.599999999999998,\"start\":0.24},\"id\":\"7846\",\"type\":\"Range1d\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.7},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"value\":8},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"7748\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"7784\",\"type\":\"UnionRenderers\"}],\"root_ids\":[\"7713\"]},\"title\":\"Bokeh 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+ " 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",
@@ -758,13 +654,14 @@
" var attempts = 0;\n",
" var timer = setInterval(function(root) {\n",
" if (root.Bokeh !== undefined) {\n",
- " embed_document(root);\n",
- " clearInterval(timer);\n",
- " }\n",
- " attempts++;\n",
- " if (attempts > 100) {\n",
- " console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\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",
@@ -774,7 +671,7 @@
},
"metadata": {
"application/vnd.bokehjs_exec.v0+json": {
- "id": "6478"
+ "id": "7713"
}
},
"output_type": "display_data"
@@ -784,6 +681,58 @@
"show(cat.plot_SEDs(['2MASS J00361617+1821104 0', '2MASS J00361617+1821104 3'], app=False))"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "QTable length=10\n",
+ "\n",
+ "name | ra | dec | age | age_unc | distance | distance_unc | parallax | parallax_unc | radius | radius_unc | spectral_type | spectral_type_unc | SpT | membership | reddening | fbol | fbol_unc | mbol | mbol_unc | Lbol | Lbol_unc | Lbol_sun | Lbol_sun_unc | Mbol | Mbol_unc | logg | logg_unc | mass | mass_unc | Teff | Teff_unc | SED | SDSS.u | SDSS.u_unc | M_SDSS.u | M_SDSS.u_unc | SDSS.g | SDSS.g_unc | M_SDSS.g | M_SDSS.g_unc | SDSS.r | SDSS.r_unc | M_SDSS.r | M_SDSS.r_unc | SDSS.i | SDSS.i_unc | M_SDSS.i | M_SDSS.i_unc | SDSS.z | SDSS.z_unc | M_SDSS.z | M_SDSS.z_unc | 2MASS.J | 2MASS.J_unc | M_2MASS.J | M_2MASS.J_unc | 2MASS.H | 2MASS.H_unc | M_2MASS.H | M_2MASS.H_unc | 2MASS.Ks | 2MASS.Ks_unc | M_2MASS.Ks | M_2MASS.Ks_unc |
\n",
+ " | | | Gyr | Gyr | pc | pc | mas | mas | solRad | solRad | | | | | | erg / (cm2 s) | erg / (cm2 s) | | | erg / s | erg / s | | | | | | | solMass | solMass | K | K | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
\n",
+ "object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 |
\n",
+ "2MASS J00361617+1821104 0 | None | None | None | None | 9.65 | 0.02 | 103.58211411912683 | 0.16495799656373358 | 0.08 | 0.0 | 73.5 | 0.5 | L3.5V | None | 0 | 3.606241925902236e-11 | 4.777644009490312e-13 | 14.625 | 0.014 | 4.018097208690082e+29 | 5.577751880114995e+27 | -3.979 | 0.006 | 14.702 | 0.014 | 2.856391307885212 | 0.1 | None | None | 2065.0 | 7.0 | <sedkit.sed.SED object at 0x1a06b4160> | 24.69 | 1.389 | 24.77 | 1.389 | 22.53 | 0.137 | 22.61 | 0.137 | 19.69 | 0.019 | 19.77 | 0.019 | 17.17 | 0.005 | 17.25 | 0.005 | 15.22 | 0.005 | 15.3 | 0.005 | 12.47 | 0.027 | 12.55 | 0.027 | 11.586 | 0.03 | 11.664 | 0.03 | 11.055 | 0.021 | 11.13 | 0.021 |
\n",
+ "2MASS J00361617+1821104 1 | None | None | None | None | 9.73 | 0.03 | 102.73253347606163 | 0.2760926781801442 | 0.08 | 0.0 | 73.5 | 0.5 | L3.5V | None | 0 | 3.606241925902236e-11 | 4.777644009490312e-13 | 14.625 | 0.014 | 4.08499466002948e+29 | 5.969435663119675e+27 | -3.972 | 0.006 | 14.684 | 0.014 | 4.232968950966258 | 0.1 | None | None | 2074.0 | 7.0 | <sedkit.sed.SED object at 0x1a05d80d0> | 24.69 | 1.389 | 24.75 | 1.389 | 22.53 | 0.137 | 22.6 | 0.137 | 19.69 | 0.019 | 19.75 | 0.019 | 17.17 | 0.005 | 17.23 | 0.006 | 15.22 | 0.005 | 15.28 | 0.006 | 12.47 | 0.027 | 12.53 | 0.027 | 11.586 | 0.03 | 11.64 | 0.03 | 11.055 | 0.021 | 11.11 | 0.021 |
\n",
+ "2MASS J00361617+1821104 2 | None | None | None | None | 8.71 | 0.01 | 114.76844696474718 | 0.09402800792935317 | 0.08 | 0.0 | 73.5 | 0.5 | L3.5V | None | 0 | 3.606241925902236e-11 | 4.777644009490312e-13 | 14.625 | 0.014 | 3.2734229477278346e+29 | 4.401373072686537e+27 | -4.068 | 0.006 | 14.925 | 0.014 | 3.1630500787947624 | 0.1 | None | None | 1962.0 | 6.0 | <sedkit.sed.SED object at 0x1a051e9d0> | 24.69 | 1.389 | 24.98 | 1.389 | 22.53 | 0.137 | 22.83 | 0.137 | 19.69 | 0.019 | 19.98 | 0.019 | 17.17 | 0.005 | 17.47 | 0.005 | 15.22 | 0.005 | 15.516 | 0.005 | 12.47 | 0.027 | 12.766 | 0.027 | 11.586 | 0.03 | 11.89 | 0.03 | 11.055 | 0.021 | 11.36 | 0.021 |
\n",
+ "2MASS J00361617+1821104 3 | None | None | None | None | 7.31 | 0.01 | 136.87260708604327 | 0.13206523863991793 | 0.08 | 0.0 | 73.5 | 0.5 | L3.5V | None | 0 | 3.606241925902236e-11 | 4.777644009490312e-13 | 14.625 | 0.014 | 2.3056881446834444e+29 | 3.1190944819920306e+27 | -4.22 | 0.006 | 15.305 | 0.014 | 3.678575759282893 | 0.1 | None | None | 1797.0 | 6.0 | <sedkit.sed.SED object at 0x1a08be430> | 24.69 | 1.389 | 25.38 | 1.389 | 22.53 | 0.137 | 23.22 | 0.137 | 19.69 | 0.019 | 20.38 | 0.019 | 17.17 | 0.005 | 17.84 | 0.005 | 15.22 | 0.005 | 15.9 | 0.005 | 12.47 | 0.027 | 13.15 | 0.027 | 11.586 | 0.03 | 12.266 | 0.03 | 11.055 | 0.021 | 11.734 | 0.021 |
\n",
+ "2MASS J00361617+1821104 4 | None | None | None | None | 8.34 | 0.01 | 119.9617004628953 | 0.2005549323437738 | 0.08 | 0.0 | 73.5 | 0.5 | L3.5V | None | 0 | 3.606241925902236e-11 | 4.777644009490312e-13 | 14.625 | 0.014 | 3.0012205665522703e+29 | 4.040709194327996e+27 | -4.106 | 0.006 | 15.019 | 0.014 | 3.5627109772294623 | 0.1 | None | None | 1920.0 | 6.0 | <sedkit.sed.SED object at 0x1a06bea60> | 24.69 | 1.389 | 25.08 | 1.389 | 22.53 | 0.137 | 22.92 | 0.137 | 19.69 | 0.019 | 20.08 | 0.019 | 17.17 | 0.005 | 17.56 | 0.005 | 15.22 | 0.005 | 15.61 | 0.005 | 12.47 | 0.027 | 12.86 | 0.027 | 11.586 | 0.03 | 11.984 | 0.03 | 11.055 | 0.021 | 11.45 | 0.021 |
\n",
+ "2MASS J00361617+1821104 5 | None | None | None | None | 8.64 | 0.01 | 115.7005436113456 | 0.0765495800315095 | 0.08 | 0.0 | 73.5 | 0.5 | L3.5V | None | 0 | 3.606241925902236e-11 | 4.777644009490312e-13 | 14.625 | 0.014 | 3.2210190812084206e+29 | 4.331939329590231e+27 | -4.075 | 0.006 | 14.942 | 0.014 | 3.1614956637846587 | 0.1 | None | None | 1954.0 | 6.0 | <sedkit.sed.SED object at 0x1a07df130> | 24.69 | 1.389 | 24.98 | 1.389 | 22.53 | 0.137 | 22.84 | 0.137 | 19.69 | 0.019 | 20.0 | 0.019 | 17.17 | 0.005 | 17.48 | 0.005 | 15.22 | 0.005 | 15.53 | 0.005 | 12.47 | 0.027 | 12.78 | 0.027 | 11.586 | 0.03 | 11.91 | 0.03 | 11.055 | 0.021 | 11.375 | 0.021 |
\n",
+ "2MASS J00361617+1821104 6 | None | None | None | None | 8.22 | 0.01 | 121.6952228850138 | 0.16834632683469714 | 0.08 | 0.0 | 73.5 | 0.5 | L3.5V | None | 0 | 3.606241925902236e-11 | 4.777644009490312e-13 | 14.625 | 0.014 | 2.9154758456404727e+29 | 3.9270971499680895e+27 | -4.118 | 0.006 | 15.051 | 0.014 | 5.447847995329169 | 0.1 | None | None | 1906.0 | 6.0 | <sedkit.sed.SED object at 0x19f99c190> | 24.69 | 1.389 | 25.11 | 1.389 | 22.53 | 0.137 | 22.95 | 0.137 | 19.69 | 0.019 | 20.11 | 0.019 | 17.17 | 0.005 | 17.6 | 0.005 | 15.22 | 0.005 | 15.64 | 0.005 | 12.47 | 0.027 | 12.89 | 0.027 | 11.586 | 0.03 | 12.016 | 0.03 | 11.055 | 0.021 | 11.484 | 0.021 |
\n",
+ "2MASS J00361617+1821104 7 | None | None | None | None | 7.62 | 0.0 | 131.18731609691787 | 0.06333300742060449 | 0.08 | 0.0 | 73.5 | 0.5 | L3.5V | None | 0 | 3.606241925902236e-11 | 4.777644009490312e-13 | 14.625 | 0.014 | 2.5053923978014373e+29 | 3.319209644478828e+27 | -4.184 | 0.006 | 15.215 | 0.014 | 4.131989433045737 | 0.1 | None | None | 1835.0 | 6.0 | <sedkit.sed.SED object at 0x1a0a0beb0> | 24.69 | 1.389 | 25.28 | 1.389 | 22.53 | 0.137 | 23.12 | 0.137 | 19.69 | 0.019 | 20.28 | 0.019 | 17.17 | 0.005 | 17.77 | 0.005 | 15.22 | 0.005 | 15.81 | 0.005 | 12.47 | 0.027 | 13.06 | 0.027 | 11.586 | 0.03 | 12.17 | 0.03 | 11.055 | 0.021 | 11.64 | 0.021 |
\n",
+ "2MASS J00361617+1821104 8 | None | None | None | None | 9.83 | 0.0 | 101.74362871073913 | 0.006676743229473342 | 0.08 | 0.0 | 73.5 | 0.5 | L3.5V | None | 0 | 3.606241925902236e-11 | 4.777644009490312e-13 | 14.625 | 0.014 | 4.1693931474003925e+29 | 5.52372153704129e+27 | -3.963 | 0.006 | 14.662 | 0.014 | 3.2008754981678447 | 0.1 | None | None | 2084.0 | 6.0 | <sedkit.sed.SED object at 0x19f9bf070> | 24.69 | 1.389 | 24.72 | 1.389 | 22.53 | 0.137 | 22.56 | 0.137 | 19.69 | 0.019 | 19.72 | 0.019 | 17.17 | 0.005 | 17.22 | 0.005 | 15.22 | 0.005 | 15.26 | 0.005 | 12.47 | 0.027 | 12.51 | 0.027 | 11.586 | 0.03 | 11.625 | 0.03 | 11.055 | 0.021 | 11.09 | 0.021 |
\n",
+ "2MASS J00361617+1821104 9 | None | None | None | None | 8.66 | 0.0 | 115.4762928868392 | 0.021971004023799062 | 0.08 | 0.0 | 73.5 | 0.5 | L3.5V | None | 0 | 3.606241925902236e-11 | 4.777644009490312e-13 | 14.625 | 0.014 | 3.235948465988755e+29 | 4.287069509260001e+27 | -4.073 | 0.006 | 14.937 | 0.014 | 4.514016750703281 | 0.1 | None | None | 1956.0 | 6.0 | <sedkit.sed.SED object at 0x19f94fcd0> | 24.69 | 1.389 | 24.98 | 1.389 | 22.53 | 0.137 | 22.84 | 0.137 | 19.69 | 0.019 | 20.0 | 0.019 | 17.17 | 0.005 | 17.48 | 0.005 | 15.22 | 0.005 | 15.53 | 0.005 | 12.47 | 0.027 | 12.78 | 0.027 | 11.586 | 0.03 | 11.9 | 0.03 | 11.055 | 0.021 | 11.37 | 0.021 |
\n",
+ "
"
+ ],
+ "text/plain": [
+ "\n",
+ " name ra dec ... M_2MASS.Ks M_2MASS.Ks_unc\n",
+ " ... \n",
+ " object object object ... float16 float16 \n",
+ "------------------------- ------ ------ ... ---------- --------------\n",
+ "2MASS J00361617+1821104 0 None None ... 11.13 0.021\n",
+ "2MASS J00361617+1821104 1 None None ... 11.11 0.021\n",
+ "2MASS J00361617+1821104 2 None None ... 11.36 0.021\n",
+ "2MASS J00361617+1821104 3 None None ... 11.734 0.021\n",
+ "2MASS J00361617+1821104 4 None None ... 11.45 0.021\n",
+ "2MASS J00361617+1821104 5 None None ... 11.375 0.021\n",
+ "2MASS J00361617+1821104 6 None None ... 11.484 0.021\n",
+ "2MASS J00361617+1821104 7 None None ... 11.64 0.021\n",
+ "2MASS J00361617+1821104 8 None None ... 11.09 0.021\n",
+ "2MASS J00361617+1821104 9 None None ... 11.37 0.021"
+ ]
+ },
+ "execution_count": 42,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "cat.results"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -793,30 +742,30 @@
},
{
"cell_type": "code",
- "execution_count": 100,
+ "execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
- "Table length=1\n",
- "\n",
- "name | age | age_unc | distance | distance_unc | parallax | parallax_unc | radius | radius_unc | spectral_type | spectral_type_unc | SpT | SpT_fit | membership | reddening | fbol | fbol_unc | mbol | mbol_unc | Lbol | Lbol_unc | Lbol_sun | Lbol_sun_unc | Mbol | Mbol_unc | logg | logg_unc | mass | mass_unc | Teff | Teff_unc | Teff_evo | Teff_evo_unc | Teff_bb | SED | SDSS.u | SDSS.u_unc | M_SDSS.u | M_SDSS.u_unc | SDSS.g | SDSS.g_unc | M_SDSS.g | M_SDSS.g_unc | SDSS.r | SDSS.r_unc | M_SDSS.r | M_SDSS.r_unc | SDSS.i | SDSS.i_unc | M_SDSS.i | M_SDSS.i_unc | SDSS.z | SDSS.z_unc | M_SDSS.z | M_SDSS.z_unc | 2MASS.J | 2MASS.J_unc | M_2MASS.J | M_2MASS.J_unc | 2MASS.H | 2MASS.H_unc | M_2MASS.H | M_2MASS.H_unc | 2MASS.Ks | 2MASS.Ks_unc | M_2MASS.Ks | M_2MASS.Ks_unc |
\n",
- " | Gyr | Gyr | pc | pc | mas | mas | solRad | solRad | | | | | | | erg / (cm2 s) | erg / (cm2 s) | | | erg / s | erg / s | | | | | | | solMass | solMass | K | K | K | K | K | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
\n",
- "object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 |
\n",
- "2MASS J00361617+1821104 3 | 6.0 | 4.0 | 7.93 | 0.0 | 126.04753735633585 | 0.018520874279711774 | 0.10032806078572953 | 0.002913190765115729 | 73.5 | 0.5 | L3.5V | None | None | 0 | 2.368954218310041e-11 | 7.309640169463857e-13 | 15.082 | 0.034 | 1.782436212570785e+29 | 5.49988144059998e+27 | -4.332 | 0.013 | 15.586 | 0.034 | 5.4041159420289855 | 0.06870807453416106 | 0.07061384863123994 | 0.006009443294225869 | 1505.0 | 24.0 | 1622.9887278582933 | 53.44967793880778 | None | <sedkit.sed.SED object at 0x1302da160> | 24.69 | 1.389 | 25.19 | 1.389 | 22.53 | 0.137 | 23.03 | 0.137 | 19.69 | 0.019 | 20.19 | 0.019 | 17.17 | 0.005 | 17.66 | 0.005 | 15.22 | 0.005 | 15.72 | 0.005 | 12.47 | 0.027 | 12.97 | 0.027 | 11.586 | 0.03 | 12.09 | 0.03 | 11.055 | 0.021 | 11.56 | 0.021 |
\n",
+ "QTable length=1\n",
+ "\n",
+ "name | ra | dec | age | age_unc | distance | distance_unc | parallax | parallax_unc | radius | radius_unc | spectral_type | spectral_type_unc | SpT | membership | reddening | fbol | fbol_unc | mbol | mbol_unc | Lbol | Lbol_unc | Lbol_sun | Lbol_sun_unc | Mbol | Mbol_unc | logg | logg_unc | mass | mass_unc | Teff | Teff_unc | SED | SDSS.u | SDSS.u_unc | M_SDSS.u | M_SDSS.u_unc | SDSS.g | SDSS.g_unc | M_SDSS.g | M_SDSS.g_unc | SDSS.r | SDSS.r_unc | M_SDSS.r | M_SDSS.r_unc | SDSS.i | SDSS.i_unc | M_SDSS.i | M_SDSS.i_unc | SDSS.z | SDSS.z_unc | M_SDSS.z | M_SDSS.z_unc | 2MASS.J | 2MASS.J_unc | M_2MASS.J | M_2MASS.J_unc | 2MASS.H | 2MASS.H_unc | M_2MASS.H | M_2MASS.H_unc | 2MASS.Ks | 2MASS.Ks_unc | M_2MASS.Ks | M_2MASS.Ks_unc |
\n",
+ " | | | Gyr | Gyr | pc | pc | mas | mas | solRad | solRad | | | | | | erg / (cm2 s) | erg / (cm2 s) | | | erg / s | erg / s | | | | | | | solMass | solMass | K | K | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
\n",
+ "object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 |
\n",
+ "2MASS J00361617+1821104 3 | None | None | None | None | 7.31 | 0.01 | 136.87260708604327 | 0.13206523863991793 | 0.08 | 0.0 | 73.5 | 0.5 | L3.5V | None | 0 | 3.606241925902236e-11 | 4.777644009490312e-13 | 14.625 | 0.014 | 2.3056881446834444e+29 | 3.1190944819920306e+27 | -4.22 | 0.006 | 15.305 | 0.014 | 3.678575759282893 | 0.1 | None | None | 1797.0 | 6.0 | <sedkit.sed.SED object at 0x1a08be430> | 24.69 | 1.389 | 25.38 | 1.389 | 22.53 | 0.137 | 23.22 | 0.137 | 19.69 | 0.019 | 20.38 | 0.019 | 17.17 | 0.005 | 17.84 | 0.005 | 15.22 | 0.005 | 15.9 | 0.005 | 12.47 | 0.027 | 13.15 | 0.027 | 11.586 | 0.03 | 12.266 | 0.03 | 11.055 | 0.021 | 11.734 | 0.021 |
\n",
"
"
],
"text/plain": [
- "\n",
- " name age age_unc ... M_2MASS.Ks M_2MASS.Ks_unc\n",
- " Gyr Gyr ... \n",
- " object object object ... float16 float16 \n",
- "------------------------- ------ ------- ... ---------- --------------\n",
- "2MASS J00361617+1821104 3 6.0 4.0 ... 11.56 0.021"
+ "\n",
+ " name ra dec ... M_2MASS.Ks M_2MASS.Ks_unc\n",
+ " ... \n",
+ " object object object ... float16 float16 \n",
+ "------------------------- ------ ------ ... ---------- --------------\n",
+ "2MASS J00361617+1821104 3 None None ... 11.734 0.021"
]
},
- "execution_count": 100,
+ "execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
@@ -834,48 +783,48 @@
},
{
"cell_type": "code",
- "execution_count": 101,
+ "execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
- "Table length=10\n",
- "\n",
- "name | age | age_unc | distance | distance_unc | parallax | parallax_unc | radius | radius_unc | spectral_type | spectral_type_unc | SpT | SpT_fit | membership | reddening | fbol | fbol_unc | mbol | mbol_unc | Lbol | Lbol_unc | Lbol_sun | Lbol_sun_unc | Mbol | Mbol_unc | logg | logg_unc | mass | mass_unc | Teff | Teff_unc | Teff_evo | Teff_evo_unc | Teff_bb | SED | SDSS.u | SDSS.u_unc | M_SDSS.u | M_SDSS.u_unc | SDSS.g | SDSS.g_unc | M_SDSS.g | M_SDSS.g_unc | SDSS.r | SDSS.r_unc | M_SDSS.r | M_SDSS.r_unc | SDSS.i | SDSS.i_unc | M_SDSS.i | M_SDSS.i_unc | SDSS.z | SDSS.z_unc | M_SDSS.z | M_SDSS.z_unc | 2MASS.J | 2MASS.J_unc | M_2MASS.J | M_2MASS.J_unc | 2MASS.H | 2MASS.H_unc | M_2MASS.H | M_2MASS.H_unc | 2MASS.Ks | 2MASS.Ks_unc | M_2MASS.Ks | M_2MASS.Ks_unc |
\n",
- " | Gyr | Gyr | pc | pc | mas | mas | solRad | solRad | | | | | | | erg / (cm2 s) | erg / (cm2 s) | | | erg / s | erg / s | | | | | | | solMass | solMass | K | K | K | K | K | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
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- "object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 |
\n",
- "2MASS J00361617+1821104 0 | 6.0 | 4.0 | 9.32 | 0.01 | 107.34332062965338 | 0.09581874623346878 | 0.10032806078572953 | 0.002913190765115729 | 73.5 | 0.5 | L3.5V | None | None | 0 | 2.368954218310041e-11 | 7.309640169463857e-13 | 15.082 | 0.034 | 2.462064617591959e+29 | 7.61529133904295e+27 | -4.192 | 0.013 | 15.235 | 0.034 | 5.400057971014493 | 0.04319675010979296 | 0.071943961352657 | 0.004300380617771937 | 1631.0 | 26.0 | 1742.6425120772947 | 39.18485580442166 | None | <sedkit.sed.SED object at 0x133aacdd8> | 24.69 | 1.389 | 24.84 | 1.389 | 22.53 | 0.137 | 22.69 | 0.137 | 19.69 | 0.019 | 19.84 | 0.019 | 17.17 | 0.005 | 17.33 | 0.005 | 15.22 | 0.005 | 15.375 | 0.005 | 12.47 | 0.027 | 12.625 | 0.027 | 11.586 | 0.03 | 11.734 | 0.03 | 11.055 | 0.021 | 11.2 | 0.021 |
\n",
- "2MASS J00361617+1821104 1 | 6.0 | 4.0 | 7.83 | 0.01 | 127.69245945701087 | 0.09189424876944857 | 0.10032806078572953 | 0.002913190765115729 | 73.5 | 0.5 | L3.5V | None | None | 0 | 2.368954218310041e-11 | 7.309640169463857e-13 | 15.082 | 0.034 | 1.7377654017559228e+29 | 5.380385991758782e+27 | -4.343 | 0.013 | 15.613 | 0.034 | 5.404434782608696 | 0.07039337474120089 | 0.07050933977455717 | 0.006135081665516434 | 1495.0 | 24.0 | 1613.5873590982287 | 54.345088566827144 | None | <sedkit.sed.SED object at 0x130098cf8> | 24.69 | 1.389 | 25.22 | 1.389 | 22.53 | 0.137 | 23.06 | 0.137 | 19.69 | 0.019 | 20.22 | 0.019 | 17.17 | 0.005 | 17.7 | 0.005 | 15.22 | 0.005 | 15.75 | 0.005 | 12.47 | 0.027 | 13.0 | 0.027 | 11.586 | 0.03 | 12.12 | 0.03 | 11.055 | 0.021 | 11.586 | 0.021 |
\n",
- "2MASS J00361617+1821104 2 | 6.0 | 4.0 | 9.82 | 0.01 | 101.88118259782007 | 0.05816042114856801 | 0.10032806078572953 | 0.002913190765115729 | 73.5 | 0.5 | L3.5V | None | None | 0 | 2.368954218310041e-11 | 7.309640169463857e-13 | 15.082 | 0.034 | 2.733320746715205e+29 | 8.452280876917256e+27 | -4.146 | 0.013 | 15.121 | 0.034 | 5.396955365622032 | 0.03736061469394869 | 0.07245669515669516 | 0.003994392644392664 | 1675.0 | 27.0 | 1785.564292497626 | 39.255158421825854 | None | <sedkit.sed.SED object at 0x130283ac8> | 24.69 | 1.389 | 24.72 | 1.389 | 22.53 | 0.137 | 22.56 | 0.137 | 19.69 | 0.019 | 19.72 | 0.019 | 17.17 | 0.005 | 17.22 | 0.005 | 15.22 | 0.005 | 15.26 | 0.005 | 12.47 | 0.027 | 12.51 | 0.027 | 11.586 | 0.03 | 11.625 | 0.03 | 11.055 | 0.021 | 11.09 | 0.021 |
\n",
- "2MASS J00361617+1821104 3 | 6.0 | 4.0 | 7.93 | 0.0 | 126.04753735633585 | 0.018520874279711774 | 0.10032806078572953 | 0.002913190765115729 | 73.5 | 0.5 | L3.5V | None | None | 0 | 2.368954218310041e-11 | 7.309640169463857e-13 | 15.082 | 0.034 | 1.782436212570785e+29 | 5.49988144059998e+27 | -4.332 | 0.013 | 15.586 | 0.034 | 5.4041159420289855 | 0.06870807453416106 | 0.07061384863123994 | 0.006009443294225869 | 1505.0 | 24.0 | 1622.9887278582933 | 53.44967793880778 | None | <sedkit.sed.SED object at 0x1302da160> | 24.69 | 1.389 | 25.19 | 1.389 | 22.53 | 0.137 | 23.03 | 0.137 | 19.69 | 0.019 | 20.19 | 0.019 | 17.17 | 0.005 | 17.66 | 0.005 | 15.22 | 0.005 | 15.72 | 0.005 | 12.47 | 0.027 | 12.97 | 0.027 | 11.586 | 0.03 | 12.09 | 0.03 | 11.055 | 0.021 | 11.56 | 0.021 |
\n",
- "2MASS J00361617+1821104 4 | 6.0 | 4.0 | 8.55 | 0.01 | 116.9383203634533 | 0.1279691904583493 | 0.10032806078572953 | 0.002913190765115729 | 73.5 | 0.5 | L3.5V | None | None | 0 | 2.368954218310041e-11 | 7.309640169463857e-13 | 15.082 | 0.034 | 2.072048190097398e+29 | 6.411853308572519e+27 | -4.267 | 0.013 | 15.422 | 0.034 | 5.402231884057971 | 0.056771460423636455 | 0.07123140096618358 | 0.005212089681654902 | 1563.0 | 25.0 | 1678.5422705314008 | 46.927845906106995 | None | <sedkit.sed.SED object at 0x133401240> | 24.69 | 1.389 | 25.03 | 1.389 | 22.53 | 0.137 | 22.88 | 0.137 | 19.69 | 0.019 | 20.03 | 0.019 | 17.17 | 0.005 | 17.52 | 0.005 | 15.22 | 0.005 | 15.56 | 0.005 | 12.47 | 0.027 | 12.81 | 0.027 | 11.586 | 0.03 | 11.92 | 0.03 | 11.055 | 0.021 | 11.39 | 0.021 |
\n",
- "2MASS J00361617+1821104 5 | 6.0 | 4.0 | 9.5 | 0.01 | 105.27308359387688 | 0.11878543367139202 | 0.10032806078572953 | 0.002913190765115729 | 73.5 | 0.5 | L3.5V | None | None | 0 | 2.368954218310041e-11 | 7.309640169463857e-13 | 15.082 | 0.034 | 2.5580841853054292e+29 | 7.911569945792221e+27 | -4.175 | 0.013 | 15.193 | 0.034 | 5.399131054131054 | 0.040484330484330755 | 0.07213034188034188 | 0.004186609686609721 | 1647.0 | 27.0 | 1758.3048433048436 | 39.38005698005736 | None | <sedkit.sed.SED object at 0x1331a8390> | 24.69 | 1.389 | 24.8 | 1.389 | 22.53 | 0.137 | 22.64 | 0.137 | 19.69 | 0.019 | 19.8 | 0.019 | 17.17 | 0.005 | 17.28 | 0.005 | 15.22 | 0.005 | 15.33 | 0.005 | 12.47 | 0.027 | 12.58 | 0.027 | 11.586 | 0.03 | 11.7 | 0.03 | 11.055 | 0.021 | 11.17 | 0.021 |
\n",
- "2MASS J00361617+1821104 6 | 6.0 | 4.0 | 8.09 | 0.01 | 123.54186206836438 | 0.09829702661558004 | 0.10032806078572953 | 0.002913190765115729 | 73.5 | 0.5 | L3.5V | None | None | 0 | 2.368954218310041e-11 | 7.309640169463857e-13 | 15.082 | 0.034 | 1.85508863787577e+29 | 5.742400300593334e+27 | -4.315 | 0.013 | 15.542 | 0.034 | 5.403623188405798 | 0.06570791527313524 | 0.07077536231884059 | 0.005804285891242433 | 1520.0 | 25.0 | 1637.5181159420288 | 51.819707667533294 | None | <sedkit.sed.SED object at 0x13374d080> | 24.69 | 1.389 | 25.16 | 1.389 | 22.53 | 0.137 | 23.02 | 0.137 | 19.69 | 0.019 | 20.16 | 0.019 | 17.17 | 0.005 | 17.62 | 0.005 | 15.22 | 0.005 | 15.68 | 0.005 | 12.47 | 0.027 | 12.93 | 0.027 | 11.586 | 0.03 | 12.05 | 0.03 | 11.055 | 0.021 | 11.516 | 0.021 |
\n",
- "2MASS J00361617+1821104 7 | 6.0 | 4.0 | 9.12 | 0.02 | 109.6658637185524 | 0.2078931037228717 | 0.10032806078572953 | 0.002913190765115729 | 73.5 | 0.5 | L3.5V | None | None | 0 | 2.368954218310041e-11 | 7.309640169463857e-13 | 15.082 | 0.034 | 2.3575303851774833e+29 | 7.347511628634282e+27 | -4.211 | 0.014 | 15.282 | 0.034 | 5.400608695652174 | 0.04647380156075798 | 0.07176344605475041 | 0.00455253313514184 | 1614.0 | 26.0 | 1726.4037842190016 | 43.031927412363984 | None | <sedkit.sed.SED object at 0x1337225c0> | 24.69 | 1.389 | 24.89 | 1.389 | 22.53 | 0.137 | 22.73 | 0.137 | 19.69 | 0.019 | 19.89 | 0.019 | 17.17 | 0.005 | 17.38 | 0.006 | 15.22 | 0.005 | 15.42 | 0.006 | 12.47 | 0.027 | 12.67 | 0.027 | 11.586 | 0.03 | 11.78 | 0.03 | 11.055 | 0.021 | 11.25 | 0.021 |
\n",
- "2MASS J00361617+1821104 8 | 6.0 | 4.0 | 7.4 | 0.0 | 135.18159227618196 | 0.01800204522386431 | 0.10032806078572953 | 0.002913190765115729 | 73.5 | 0.5 | L3.5V | None | None | 0 | 2.368954218310041e-11 | 7.309640169463857e-13 | 15.082 | 0.034 | 1.552140609277843e+29 | 4.7892818098980044e+27 | -4.392 | 0.013 | 15.736 | 0.034 | 5.405384484228475 | 0.08026826817683741 | 0.07000545609548167 | 0.006887662891243457 | 1454.0 | 23.0 | 1573.468883205456 | 49.476982097186465 | None | <sedkit.sed.SED object at 0x1337a75f8> | 24.69 | 1.389 | 25.34 | 1.389 | 22.53 | 0.137 | 23.19 | 0.137 | 19.69 | 0.019 | 20.34 | 0.019 | 17.17 | 0.005 | 17.83 | 0.005 | 15.22 | 0.005 | 15.875 | 0.005 | 12.47 | 0.027 | 13.125 | 0.027 | 11.586 | 0.03 | 12.234 | 0.03 | 11.055 | 0.021 | 11.7 | 0.021 |
\n",
- "2MASS J00361617+1821104 9 | 6.0 | 4.0 | 8.98 | 0.03 | 111.31772156698146 | 0.33445996326716504 | 0.10032806078572953 | 0.002913190765115729 | 73.5 | 0.5 | L3.5V | None | None | 0 | 2.368954218310041e-11 | 7.309640169463857e-13 | 15.082 | 0.034 | 2.2857056170271908e+29 | 7.216223056724804e+27 | -4.224 | 0.014 | 15.316 | 0.034 | 5.400985507246378 | 0.04889409141583201 | 0.07163993558776167 | 0.004712919608571786 | 1601.0 | 26.0 | 1715.2930756843803 | 44.356806639416845 | None | <sedkit.sed.SED object at 0x13320ed30> | 24.69 | 1.389 | 24.92 | 1.389 | 22.53 | 0.137 | 22.77 | 0.137 | 19.69 | 0.019 | 19.92 | 0.019 | 17.17 | 0.005 | 17.4 | 0.006 | 15.22 | 0.005 | 15.45 | 0.006 | 12.47 | 0.027 | 12.7 | 0.027 | 11.586 | 0.03 | 11.82 | 0.03 | 11.055 | 0.021 | 11.29 | 0.021 |
\n",
+ "QTable length=10\n",
+ "\n",
+ "name | ra | dec | age | age_unc | distance | distance_unc | parallax | parallax_unc | radius | radius_unc | spectral_type | spectral_type_unc | SpT | membership | reddening | fbol | fbol_unc | mbol | mbol_unc | Lbol | Lbol_unc | Lbol_sun | Lbol_sun_unc | Mbol | Mbol_unc | logg | logg_unc | mass | mass_unc | Teff | Teff_unc | SED | SDSS.u | SDSS.u_unc | M_SDSS.u | M_SDSS.u_unc | SDSS.g | SDSS.g_unc | M_SDSS.g | M_SDSS.g_unc | SDSS.r | SDSS.r_unc | M_SDSS.r | M_SDSS.r_unc | SDSS.i | SDSS.i_unc | M_SDSS.i | M_SDSS.i_unc | SDSS.z | SDSS.z_unc | M_SDSS.z | M_SDSS.z_unc | 2MASS.J | 2MASS.J_unc | M_2MASS.J | M_2MASS.J_unc | 2MASS.H | 2MASS.H_unc | M_2MASS.H | M_2MASS.H_unc | 2MASS.Ks | 2MASS.Ks_unc | M_2MASS.Ks | M_2MASS.Ks_unc |
\n",
+ " | | | Gyr | Gyr | pc | pc | mas | mas | solRad | solRad | | | | | | erg / (cm2 s) | erg / (cm2 s) | | | erg / s | erg / s | | | | | | | solMass | solMass | K | K | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
\n",
+ "object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 |
\n",
+ "2MASS J00361617+1821104 0 | None | None | None | None | 9.65 | 0.02 | 103.58211411912683 | 0.16495799656373358 | 0.08 | 0.0 | 73.5 | 0.5 | L3.5V | None | 0 | 3.606241925902236e-11 | 4.777644009490312e-13 | 14.625 | 0.014 | 4.018097208690082e+29 | 5.577751880114995e+27 | -3.979 | 0.006 | 14.702 | 0.014 | 2.856391307885212 | 0.1 | None | None | 2065.0 | 7.0 | <sedkit.sed.SED object at 0x1a06b4160> | 24.69 | 1.389 | 24.77 | 1.389 | 22.53 | 0.137 | 22.61 | 0.137 | 19.69 | 0.019 | 19.77 | 0.019 | 17.17 | 0.005 | 17.25 | 0.005 | 15.22 | 0.005 | 15.3 | 0.005 | 12.47 | 0.027 | 12.55 | 0.027 | 11.586 | 0.03 | 11.664 | 0.03 | 11.055 | 0.021 | 11.13 | 0.021 |
\n",
+ "2MASS J00361617+1821104 1 | None | None | None | None | 9.73 | 0.03 | 102.73253347606163 | 0.2760926781801442 | 0.08 | 0.0 | 73.5 | 0.5 | L3.5V | None | 0 | 3.606241925902236e-11 | 4.777644009490312e-13 | 14.625 | 0.014 | 4.08499466002948e+29 | 5.969435663119675e+27 | -3.972 | 0.006 | 14.684 | 0.014 | 4.232968950966258 | 0.1 | None | None | 2074.0 | 7.0 | <sedkit.sed.SED object at 0x1a05d80d0> | 24.69 | 1.389 | 24.75 | 1.389 | 22.53 | 0.137 | 22.6 | 0.137 | 19.69 | 0.019 | 19.75 | 0.019 | 17.17 | 0.005 | 17.23 | 0.006 | 15.22 | 0.005 | 15.28 | 0.006 | 12.47 | 0.027 | 12.53 | 0.027 | 11.586 | 0.03 | 11.64 | 0.03 | 11.055 | 0.021 | 11.11 | 0.021 |
\n",
+ "2MASS J00361617+1821104 2 | None | None | None | None | 8.71 | 0.01 | 114.76844696474718 | 0.09402800792935317 | 0.08 | 0.0 | 73.5 | 0.5 | L3.5V | None | 0 | 3.606241925902236e-11 | 4.777644009490312e-13 | 14.625 | 0.014 | 3.2734229477278346e+29 | 4.401373072686537e+27 | -4.068 | 0.006 | 14.925 | 0.014 | 3.1630500787947624 | 0.1 | None | None | 1962.0 | 6.0 | <sedkit.sed.SED object at 0x1a051e9d0> | 24.69 | 1.389 | 24.98 | 1.389 | 22.53 | 0.137 | 22.83 | 0.137 | 19.69 | 0.019 | 19.98 | 0.019 | 17.17 | 0.005 | 17.47 | 0.005 | 15.22 | 0.005 | 15.516 | 0.005 | 12.47 | 0.027 | 12.766 | 0.027 | 11.586 | 0.03 | 11.89 | 0.03 | 11.055 | 0.021 | 11.36 | 0.021 |
\n",
+ "2MASS J00361617+1821104 3 | None | None | None | None | 7.31 | 0.01 | 136.87260708604327 | 0.13206523863991793 | 0.08 | 0.0 | 73.5 | 0.5 | L3.5V | None | 0 | 3.606241925902236e-11 | 4.777644009490312e-13 | 14.625 | 0.014 | 2.3056881446834444e+29 | 3.1190944819920306e+27 | -4.22 | 0.006 | 15.305 | 0.014 | 3.678575759282893 | 0.1 | None | None | 1797.0 | 6.0 | <sedkit.sed.SED object at 0x1a08be430> | 24.69 | 1.389 | 25.38 | 1.389 | 22.53 | 0.137 | 23.22 | 0.137 | 19.69 | 0.019 | 20.38 | 0.019 | 17.17 | 0.005 | 17.84 | 0.005 | 15.22 | 0.005 | 15.9 | 0.005 | 12.47 | 0.027 | 13.15 | 0.027 | 11.586 | 0.03 | 12.266 | 0.03 | 11.055 | 0.021 | 11.734 | 0.021 |
\n",
+ "2MASS J00361617+1821104 4 | None | None | None | None | 8.34 | 0.01 | 119.9617004628953 | 0.2005549323437738 | 0.08 | 0.0 | 73.5 | 0.5 | L3.5V | None | 0 | 3.606241925902236e-11 | 4.777644009490312e-13 | 14.625 | 0.014 | 3.0012205665522703e+29 | 4.040709194327996e+27 | -4.106 | 0.006 | 15.019 | 0.014 | 3.5627109772294623 | 0.1 | None | None | 1920.0 | 6.0 | <sedkit.sed.SED object at 0x1a06bea60> | 24.69 | 1.389 | 25.08 | 1.389 | 22.53 | 0.137 | 22.92 | 0.137 | 19.69 | 0.019 | 20.08 | 0.019 | 17.17 | 0.005 | 17.56 | 0.005 | 15.22 | 0.005 | 15.61 | 0.005 | 12.47 | 0.027 | 12.86 | 0.027 | 11.586 | 0.03 | 11.984 | 0.03 | 11.055 | 0.021 | 11.45 | 0.021 |
\n",
+ "2MASS J00361617+1821104 5 | None | None | None | None | 8.64 | 0.01 | 115.7005436113456 | 0.0765495800315095 | 0.08 | 0.0 | 73.5 | 0.5 | L3.5V | None | 0 | 3.606241925902236e-11 | 4.777644009490312e-13 | 14.625 | 0.014 | 3.2210190812084206e+29 | 4.331939329590231e+27 | -4.075 | 0.006 | 14.942 | 0.014 | 3.1614956637846587 | 0.1 | None | None | 1954.0 | 6.0 | <sedkit.sed.SED object at 0x1a07df130> | 24.69 | 1.389 | 24.98 | 1.389 | 22.53 | 0.137 | 22.84 | 0.137 | 19.69 | 0.019 | 20.0 | 0.019 | 17.17 | 0.005 | 17.48 | 0.005 | 15.22 | 0.005 | 15.53 | 0.005 | 12.47 | 0.027 | 12.78 | 0.027 | 11.586 | 0.03 | 11.91 | 0.03 | 11.055 | 0.021 | 11.375 | 0.021 |
\n",
+ "2MASS J00361617+1821104 6 | None | None | None | None | 8.22 | 0.01 | 121.6952228850138 | 0.16834632683469714 | 0.08 | 0.0 | 73.5 | 0.5 | L3.5V | None | 0 | 3.606241925902236e-11 | 4.777644009490312e-13 | 14.625 | 0.014 | 2.9154758456404727e+29 | 3.9270971499680895e+27 | -4.118 | 0.006 | 15.051 | 0.014 | 5.447847995329169 | 0.1 | None | None | 1906.0 | 6.0 | <sedkit.sed.SED object at 0x19f99c190> | 24.69 | 1.389 | 25.11 | 1.389 | 22.53 | 0.137 | 22.95 | 0.137 | 19.69 | 0.019 | 20.11 | 0.019 | 17.17 | 0.005 | 17.6 | 0.005 | 15.22 | 0.005 | 15.64 | 0.005 | 12.47 | 0.027 | 12.89 | 0.027 | 11.586 | 0.03 | 12.016 | 0.03 | 11.055 | 0.021 | 11.484 | 0.021 |
\n",
+ "2MASS J00361617+1821104 7 | None | None | None | None | 7.62 | 0.0 | 131.18731609691787 | 0.06333300742060449 | 0.08 | 0.0 | 73.5 | 0.5 | L3.5V | None | 0 | 3.606241925902236e-11 | 4.777644009490312e-13 | 14.625 | 0.014 | 2.5053923978014373e+29 | 3.319209644478828e+27 | -4.184 | 0.006 | 15.215 | 0.014 | 4.131989433045737 | 0.1 | None | None | 1835.0 | 6.0 | <sedkit.sed.SED object at 0x1a0a0beb0> | 24.69 | 1.389 | 25.28 | 1.389 | 22.53 | 0.137 | 23.12 | 0.137 | 19.69 | 0.019 | 20.28 | 0.019 | 17.17 | 0.005 | 17.77 | 0.005 | 15.22 | 0.005 | 15.81 | 0.005 | 12.47 | 0.027 | 13.06 | 0.027 | 11.586 | 0.03 | 12.17 | 0.03 | 11.055 | 0.021 | 11.64 | 0.021 |
\n",
+ "2MASS J00361617+1821104 8 | None | None | None | None | 9.83 | 0.0 | 101.74362871073913 | 0.006676743229473342 | 0.08 | 0.0 | 73.5 | 0.5 | L3.5V | None | 0 | 3.606241925902236e-11 | 4.777644009490312e-13 | 14.625 | 0.014 | 4.1693931474003925e+29 | 5.52372153704129e+27 | -3.963 | 0.006 | 14.662 | 0.014 | 3.2008754981678447 | 0.1 | None | None | 2084.0 | 6.0 | <sedkit.sed.SED object at 0x19f9bf070> | 24.69 | 1.389 | 24.72 | 1.389 | 22.53 | 0.137 | 22.56 | 0.137 | 19.69 | 0.019 | 19.72 | 0.019 | 17.17 | 0.005 | 17.22 | 0.005 | 15.22 | 0.005 | 15.26 | 0.005 | 12.47 | 0.027 | 12.51 | 0.027 | 11.586 | 0.03 | 11.625 | 0.03 | 11.055 | 0.021 | 11.09 | 0.021 |
\n",
+ "2MASS J00361617+1821104 9 | None | None | None | None | 8.66 | 0.0 | 115.4762928868392 | 0.021971004023799062 | 0.08 | 0.0 | 73.5 | 0.5 | L3.5V | None | 0 | 3.606241925902236e-11 | 4.777644009490312e-13 | 14.625 | 0.014 | 3.235948465988755e+29 | 4.287069509260001e+27 | -4.073 | 0.006 | 14.937 | 0.014 | 4.514016750703281 | 0.1 | None | None | 1956.0 | 6.0 | <sedkit.sed.SED object at 0x19f94fcd0> | 24.69 | 1.389 | 24.98 | 1.389 | 22.53 | 0.137 | 22.84 | 0.137 | 19.69 | 0.019 | 20.0 | 0.019 | 17.17 | 0.005 | 17.48 | 0.005 | 15.22 | 0.005 | 15.53 | 0.005 | 12.47 | 0.027 | 12.78 | 0.027 | 11.586 | 0.03 | 11.9 | 0.03 | 11.055 | 0.021 | 11.37 | 0.021 |
\n",
"
"
],
"text/plain": [
- "\n",
- " name age age_unc ... M_2MASS.Ks M_2MASS.Ks_unc\n",
- " Gyr Gyr ... \n",
- " object object object ... float16 float16 \n",
- "------------------------- ------ ------- ... ---------- --------------\n",
- "2MASS J00361617+1821104 0 6.0 4.0 ... 11.2 0.021\n",
- "2MASS J00361617+1821104 1 6.0 4.0 ... 11.586 0.021\n",
- "2MASS J00361617+1821104 2 6.0 4.0 ... 11.09 0.021\n",
- "2MASS J00361617+1821104 3 6.0 4.0 ... 11.56 0.021\n",
- "2MASS J00361617+1821104 4 6.0 4.0 ... 11.39 0.021\n",
- "2MASS J00361617+1821104 5 6.0 4.0 ... 11.17 0.021\n",
- "2MASS J00361617+1821104 6 6.0 4.0 ... 11.516 0.021\n",
- "2MASS J00361617+1821104 7 6.0 4.0 ... 11.25 0.021\n",
- "2MASS J00361617+1821104 8 6.0 4.0 ... 11.7 0.021\n",
- "2MASS J00361617+1821104 9 6.0 4.0 ... 11.29 0.021"
+ "\n",
+ " name ra dec ... M_2MASS.Ks M_2MASS.Ks_unc\n",
+ " ... \n",
+ " object object object ... float16 float16 \n",
+ "------------------------- ------ ------ ... ---------- --------------\n",
+ "2MASS J00361617+1821104 0 None None ... 11.13 0.021\n",
+ "2MASS J00361617+1821104 1 None None ... 11.11 0.021\n",
+ "2MASS J00361617+1821104 2 None None ... 11.36 0.021\n",
+ "2MASS J00361617+1821104 3 None None ... 11.734 0.021\n",
+ "2MASS J00361617+1821104 4 None None ... 11.45 0.021\n",
+ "2MASS J00361617+1821104 5 None None ... 11.375 0.021\n",
+ "2MASS J00361617+1821104 6 None None ... 11.484 0.021\n",
+ "2MASS J00361617+1821104 7 None None ... 11.64 0.021\n",
+ "2MASS J00361617+1821104 8 None None ... 11.09 0.021\n",
+ "2MASS J00361617+1821104 9 None None ... 11.37 0.021"
]
},
- "execution_count": 101,
+ "execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
@@ -893,44 +842,38 @@
},
{
"cell_type": "code",
- "execution_count": 102,
+ "execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
- "Table length=5\n",
- "\n",
- "name | age | age_unc | distance | distance_unc | parallax | parallax_unc | radius | radius_unc | spectral_type | spectral_type_unc | SpT | SpT_fit | membership | reddening | fbol | fbol_unc | mbol | mbol_unc | Lbol | Lbol_unc | Lbol_sun | Lbol_sun_unc | Mbol | Mbol_unc | logg | logg_unc | mass | mass_unc | Teff | Teff_unc | Teff_evo | Teff_evo_unc | Teff_bb | SED | SDSS.u | SDSS.u_unc | M_SDSS.u | M_SDSS.u_unc | SDSS.g | SDSS.g_unc | M_SDSS.g | M_SDSS.g_unc | SDSS.r | SDSS.r_unc | M_SDSS.r | M_SDSS.r_unc | SDSS.i | SDSS.i_unc | M_SDSS.i | M_SDSS.i_unc | SDSS.z | SDSS.z_unc | M_SDSS.z | M_SDSS.z_unc | 2MASS.J | 2MASS.J_unc | M_2MASS.J | M_2MASS.J_unc | 2MASS.H | 2MASS.H_unc | M_2MASS.H | M_2MASS.H_unc | 2MASS.Ks | 2MASS.Ks_unc | M_2MASS.Ks | M_2MASS.Ks_unc |
\n",
- " | Gyr | Gyr | pc | pc | mas | mas | solRad | solRad | | | | | | | erg / (cm2 s) | erg / (cm2 s) | | | erg / s | erg / s | | | | | | | solMass | solMass | K | K | K | K | K | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
\n",
- "object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 |
\n",
- "2MASS J00361617+1821104 1 | 6.0 | 4.0 | 7.83 | 0.01 | 127.69245945701087 | 0.09189424876944857 | 0.10032806078572953 | 0.002913190765115729 | 73.5 | 0.5 | L3.5V | None | None | 0 | 2.368954218310041e-11 | 7.309640169463857e-13 | 15.082 | 0.034 | 1.7377654017559228e+29 | 5.380385991758782e+27 | -4.343 | 0.013 | 15.613 | 0.034 | 5.404434782608696 | 0.07039337474120089 | 0.07050933977455717 | 0.006135081665516434 | 1495.0 | 24.0 | 1613.5873590982287 | 54.345088566827144 | None | <sedkit.sed.SED object at 0x130098cf8> | 24.69 | 1.389 | 25.22 | 1.389 | 22.53 | 0.137 | 23.06 | 0.137 | 19.69 | 0.019 | 20.22 | 0.019 | 17.17 | 0.005 | 17.7 | 0.005 | 15.22 | 0.005 | 15.75 | 0.005 | 12.47 | 0.027 | 13.0 | 0.027 | 11.586 | 0.03 | 12.12 | 0.03 | 11.055 | 0.021 | 11.586 | 0.021 |
\n",
- "2MASS J00361617+1821104 3 | 6.0 | 4.0 | 7.93 | 0.0 | 126.04753735633585 | 0.018520874279711774 | 0.10032806078572953 | 0.002913190765115729 | 73.5 | 0.5 | L3.5V | None | None | 0 | 2.368954218310041e-11 | 7.309640169463857e-13 | 15.082 | 0.034 | 1.782436212570785e+29 | 5.49988144059998e+27 | -4.332 | 0.013 | 15.586 | 0.034 | 5.4041159420289855 | 0.06870807453416106 | 0.07061384863123994 | 0.006009443294225869 | 1505.0 | 24.0 | 1622.9887278582933 | 53.44967793880778 | None | <sedkit.sed.SED object at 0x1302da160> | 24.69 | 1.389 | 25.19 | 1.389 | 22.53 | 0.137 | 23.03 | 0.137 | 19.69 | 0.019 | 20.19 | 0.019 | 17.17 | 0.005 | 17.66 | 0.005 | 15.22 | 0.005 | 15.72 | 0.005 | 12.47 | 0.027 | 12.97 | 0.027 | 11.586 | 0.03 | 12.09 | 0.03 | 11.055 | 0.021 | 11.56 | 0.021 |
\n",
- "2MASS J00361617+1821104 4 | 6.0 | 4.0 | 8.55 | 0.01 | 116.9383203634533 | 0.1279691904583493 | 0.10032806078572953 | 0.002913190765115729 | 73.5 | 0.5 | L3.5V | None | None | 0 | 2.368954218310041e-11 | 7.309640169463857e-13 | 15.082 | 0.034 | 2.072048190097398e+29 | 6.411853308572519e+27 | -4.267 | 0.013 | 15.422 | 0.034 | 5.402231884057971 | 0.056771460423636455 | 0.07123140096618358 | 0.005212089681654902 | 1563.0 | 25.0 | 1678.5422705314008 | 46.927845906106995 | None | <sedkit.sed.SED object at 0x133401240> | 24.69 | 1.389 | 25.03 | 1.389 | 22.53 | 0.137 | 22.88 | 0.137 | 19.69 | 0.019 | 20.03 | 0.019 | 17.17 | 0.005 | 17.52 | 0.005 | 15.22 | 0.005 | 15.56 | 0.005 | 12.47 | 0.027 | 12.81 | 0.027 | 11.586 | 0.03 | 11.92 | 0.03 | 11.055 | 0.021 | 11.39 | 0.021 |
\n",
- "2MASS J00361617+1821104 6 | 6.0 | 4.0 | 8.09 | 0.01 | 123.54186206836438 | 0.09829702661558004 | 0.10032806078572953 | 0.002913190765115729 | 73.5 | 0.5 | L3.5V | None | None | 0 | 2.368954218310041e-11 | 7.309640169463857e-13 | 15.082 | 0.034 | 1.85508863787577e+29 | 5.742400300593334e+27 | -4.315 | 0.013 | 15.542 | 0.034 | 5.403623188405798 | 0.06570791527313524 | 0.07077536231884059 | 0.005804285891242433 | 1520.0 | 25.0 | 1637.5181159420288 | 51.819707667533294 | None | <sedkit.sed.SED object at 0x13374d080> | 24.69 | 1.389 | 25.16 | 1.389 | 22.53 | 0.137 | 23.02 | 0.137 | 19.69 | 0.019 | 20.16 | 0.019 | 17.17 | 0.005 | 17.62 | 0.005 | 15.22 | 0.005 | 15.68 | 0.005 | 12.47 | 0.027 | 12.93 | 0.027 | 11.586 | 0.03 | 12.05 | 0.03 | 11.055 | 0.021 | 11.516 | 0.021 |
\n",
- "2MASS J00361617+1821104 8 | 6.0 | 4.0 | 7.4 | 0.0 | 135.18159227618196 | 0.01800204522386431 | 0.10032806078572953 | 0.002913190765115729 | 73.5 | 0.5 | L3.5V | None | None | 0 | 2.368954218310041e-11 | 7.309640169463857e-13 | 15.082 | 0.034 | 1.552140609277843e+29 | 4.7892818098980044e+27 | -4.392 | 0.013 | 15.736 | 0.034 | 5.405384484228475 | 0.08026826817683741 | 0.07000545609548167 | 0.006887662891243457 | 1454.0 | 23.0 | 1573.468883205456 | 49.476982097186465 | None | <sedkit.sed.SED object at 0x1337a75f8> | 24.69 | 1.389 | 25.34 | 1.389 | 22.53 | 0.137 | 23.19 | 0.137 | 19.69 | 0.019 | 20.34 | 0.019 | 17.17 | 0.005 | 17.83 | 0.005 | 15.22 | 0.005 | 15.875 | 0.005 | 12.47 | 0.027 | 13.125 | 0.027 | 11.586 | 0.03 | 12.234 | 0.03 | 11.055 | 0.021 | 11.7 | 0.021 |
\n",
+ "QTable length=2\n",
+ "\n",
+ "name | ra | dec | age | age_unc | distance | distance_unc | parallax | parallax_unc | radius | radius_unc | spectral_type | spectral_type_unc | SpT | membership | reddening | fbol | fbol_unc | mbol | mbol_unc | Lbol | Lbol_unc | Lbol_sun | Lbol_sun_unc | Mbol | Mbol_unc | logg | logg_unc | mass | mass_unc | Teff | Teff_unc | SED | SDSS.u | SDSS.u_unc | M_SDSS.u | M_SDSS.u_unc | SDSS.g | SDSS.g_unc | M_SDSS.g | M_SDSS.g_unc | SDSS.r | SDSS.r_unc | M_SDSS.r | M_SDSS.r_unc | SDSS.i | SDSS.i_unc | M_SDSS.i | M_SDSS.i_unc | SDSS.z | SDSS.z_unc | M_SDSS.z | M_SDSS.z_unc | 2MASS.J | 2MASS.J_unc | M_2MASS.J | M_2MASS.J_unc | 2MASS.H | 2MASS.H_unc | M_2MASS.H | M_2MASS.H_unc | 2MASS.Ks | 2MASS.Ks_unc | M_2MASS.Ks | M_2MASS.Ks_unc |
\n",
+ " | | | Gyr | Gyr | pc | pc | mas | mas | solRad | solRad | | | | | | erg / (cm2 s) | erg / (cm2 s) | | | erg / s | erg / s | | | | | | | solMass | solMass | K | K | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
\n",
+ "object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 |
\n",
+ "2MASS J00361617+1821104 6 | None | None | None | None | 8.22 | 0.01 | 121.6952228850138 | 0.16834632683469714 | 0.08 | 0.0 | 73.5 | 0.5 | L3.5V | None | 0 | 3.606241925902236e-11 | 4.777644009490312e-13 | 14.625 | 0.014 | 2.9154758456404727e+29 | 3.9270971499680895e+27 | -4.118 | 0.006 | 15.051 | 0.014 | 5.447847995329169 | 0.1 | None | None | 1906.0 | 6.0 | <sedkit.sed.SED object at 0x19f99c190> | 24.69 | 1.389 | 25.11 | 1.389 | 22.53 | 0.137 | 22.95 | 0.137 | 19.69 | 0.019 | 20.11 | 0.019 | 17.17 | 0.005 | 17.6 | 0.005 | 15.22 | 0.005 | 15.64 | 0.005 | 12.47 | 0.027 | 12.89 | 0.027 | 11.586 | 0.03 | 12.016 | 0.03 | 11.055 | 0.021 | 11.484 | 0.021 |
\n",
+ "2MASS J00361617+1821104 9 | None | None | None | None | 8.66 | 0.0 | 115.4762928868392 | 0.021971004023799062 | 0.08 | 0.0 | 73.5 | 0.5 | L3.5V | None | 0 | 3.606241925902236e-11 | 4.777644009490312e-13 | 14.625 | 0.014 | 3.235948465988755e+29 | 4.287069509260001e+27 | -4.073 | 0.006 | 14.937 | 0.014 | 4.514016750703281 | 0.1 | None | None | 1956.0 | 6.0 | <sedkit.sed.SED object at 0x19f94fcd0> | 24.69 | 1.389 | 24.98 | 1.389 | 22.53 | 0.137 | 22.84 | 0.137 | 19.69 | 0.019 | 20.0 | 0.019 | 17.17 | 0.005 | 17.48 | 0.005 | 15.22 | 0.005 | 15.53 | 0.005 | 12.47 | 0.027 | 12.78 | 0.027 | 11.586 | 0.03 | 11.9 | 0.03 | 11.055 | 0.021 | 11.37 | 0.021 |
\n",
"
"
],
"text/plain": [
- "\n",
- " name age age_unc ... M_2MASS.Ks M_2MASS.Ks_unc\n",
- " Gyr Gyr ... \n",
- " object object object ... float16 float16 \n",
- "------------------------- ------ ------- ... ---------- --------------\n",
- "2MASS J00361617+1821104 1 6.0 4.0 ... 11.586 0.021\n",
- "2MASS J00361617+1821104 3 6.0 4.0 ... 11.56 0.021\n",
- "2MASS J00361617+1821104 4 6.0 4.0 ... 11.39 0.021\n",
- "2MASS J00361617+1821104 6 6.0 4.0 ... 11.516 0.021\n",
- "2MASS J00361617+1821104 8 6.0 4.0 ... 11.7 0.021"
+ "\n",
+ " name ra dec ... M_2MASS.Ks M_2MASS.Ks_unc\n",
+ " ... \n",
+ " object object object ... float16 float16 \n",
+ "------------------------- ------ ------ ... ---------- --------------\n",
+ "2MASS J00361617+1821104 6 None None ... 11.484 0.021\n",
+ "2MASS J00361617+1821104 9 None None ... 11.37 0.021"
]
},
- "execution_count": 102,
+ "execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "cat.filter('logg', '>=5.401').results"
+ "cat.filter('logg', '>=4.401').results"
]
},
{
@@ -944,34 +887,28 @@
},
{
"cell_type": "code",
- "execution_count": 103,
+ "execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
- "Table length=3\n",
- "\n",
- "name | age | age_unc | distance | distance_unc | parallax | parallax_unc | radius | radius_unc | spectral_type | spectral_type_unc | SpT | SpT_fit | membership | reddening | fbol | fbol_unc | mbol | mbol_unc | Lbol | Lbol_unc | Lbol_sun | Lbol_sun_unc | Mbol | Mbol_unc | logg | logg_unc | mass | mass_unc | Teff | Teff_unc | Teff_evo | Teff_evo_unc | Teff_bb | SED | SDSS.u | SDSS.u_unc | M_SDSS.u | M_SDSS.u_unc | SDSS.g | SDSS.g_unc | M_SDSS.g | M_SDSS.g_unc | SDSS.r | SDSS.r_unc | M_SDSS.r | M_SDSS.r_unc | SDSS.i | SDSS.i_unc | M_SDSS.i | M_SDSS.i_unc | SDSS.z | SDSS.z_unc | M_SDSS.z | M_SDSS.z_unc | 2MASS.J | 2MASS.J_unc | M_2MASS.J | M_2MASS.J_unc | 2MASS.H | 2MASS.H_unc | M_2MASS.H | M_2MASS.H_unc | 2MASS.Ks | 2MASS.Ks_unc | M_2MASS.Ks | M_2MASS.Ks_unc |
\n",
- " | Gyr | Gyr | pc | pc | mas | mas | solRad | solRad | | | | | | | erg / (cm2 s) | erg / (cm2 s) | | | erg / s | erg / s | | | | | | | solMass | solMass | K | K | K | K | K | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
\n",
- "object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 |
\n",
- "2MASS J00361617+1821104 1 | 6.0 | 4.0 | 7.83 | 0.01 | 127.69245945701087 | 0.09189424876944857 | 0.10032806078572953 | 0.002913190765115729 | 73.5 | 0.5 | L3.5V | None | None | 0 | 2.368954218310041e-11 | 7.309640169463857e-13 | 15.082 | 0.034 | 1.7377654017559228e+29 | 5.380385991758782e+27 | -4.343 | 0.013 | 15.613 | 0.034 | 5.404434782608696 | 0.07039337474120089 | 0.07050933977455717 | 0.006135081665516434 | 1495.0 | 24.0 | 1613.5873590982287 | 54.345088566827144 | None | <sedkit.sed.SED object at 0x130098cf8> | 24.69 | 1.389 | 25.22 | 1.389 | 22.53 | 0.137 | 23.06 | 0.137 | 19.69 | 0.019 | 20.22 | 0.019 | 17.17 | 0.005 | 17.7 | 0.005 | 15.22 | 0.005 | 15.75 | 0.005 | 12.47 | 0.027 | 13.0 | 0.027 | 11.586 | 0.03 | 12.12 | 0.03 | 11.055 | 0.021 | 11.586 | 0.021 |
\n",
- "2MASS J00361617+1821104 3 | 6.0 | 4.0 | 7.93 | 0.0 | 126.04753735633585 | 0.018520874279711774 | 0.10032806078572953 | 0.002913190765115729 | 73.5 | 0.5 | L3.5V | None | None | 0 | 2.368954218310041e-11 | 7.309640169463857e-13 | 15.082 | 0.034 | 1.782436212570785e+29 | 5.49988144059998e+27 | -4.332 | 0.013 | 15.586 | 0.034 | 5.4041159420289855 | 0.06870807453416106 | 0.07061384863123994 | 0.006009443294225869 | 1505.0 | 24.0 | 1622.9887278582933 | 53.44967793880778 | None | <sedkit.sed.SED object at 0x1302da160> | 24.69 | 1.389 | 25.19 | 1.389 | 22.53 | 0.137 | 23.03 | 0.137 | 19.69 | 0.019 | 20.19 | 0.019 | 17.17 | 0.005 | 17.66 | 0.005 | 15.22 | 0.005 | 15.72 | 0.005 | 12.47 | 0.027 | 12.97 | 0.027 | 11.586 | 0.03 | 12.09 | 0.03 | 11.055 | 0.021 | 11.56 | 0.021 |
\n",
- "2MASS J00361617+1821104 6 | 6.0 | 4.0 | 8.09 | 0.01 | 123.54186206836438 | 0.09829702661558004 | 0.10032806078572953 | 0.002913190765115729 | 73.5 | 0.5 | L3.5V | None | None | 0 | 2.368954218310041e-11 | 7.309640169463857e-13 | 15.082 | 0.034 | 1.85508863787577e+29 | 5.742400300593334e+27 | -4.315 | 0.013 | 15.542 | 0.034 | 5.403623188405798 | 0.06570791527313524 | 0.07077536231884059 | 0.005804285891242433 | 1520.0 | 25.0 | 1637.5181159420288 | 51.819707667533294 | None | <sedkit.sed.SED object at 0x13374d080> | 24.69 | 1.389 | 25.16 | 1.389 | 22.53 | 0.137 | 23.02 | 0.137 | 19.69 | 0.019 | 20.16 | 0.019 | 17.17 | 0.005 | 17.62 | 0.005 | 15.22 | 0.005 | 15.68 | 0.005 | 12.47 | 0.027 | 12.93 | 0.027 | 11.586 | 0.03 | 12.05 | 0.03 | 11.055 | 0.021 | 11.516 | 0.021 |
\n",
+ "QTable length=0\n",
+ "\n",
+ "name | ra | dec | age | age_unc | distance | distance_unc | parallax | parallax_unc | radius | radius_unc | spectral_type | spectral_type_unc | SpT | membership | reddening | fbol | fbol_unc | mbol | mbol_unc | Lbol | Lbol_unc | Lbol_sun | Lbol_sun_unc | Mbol | Mbol_unc | logg | logg_unc | mass | mass_unc | Teff | Teff_unc | SED | SDSS.u | SDSS.u_unc | M_SDSS.u | M_SDSS.u_unc | SDSS.g | SDSS.g_unc | M_SDSS.g | M_SDSS.g_unc | SDSS.r | SDSS.r_unc | M_SDSS.r | M_SDSS.r_unc | SDSS.i | SDSS.i_unc | M_SDSS.i | M_SDSS.i_unc | SDSS.z | SDSS.z_unc | M_SDSS.z | M_SDSS.z_unc | 2MASS.J | 2MASS.J_unc | M_2MASS.J | M_2MASS.J_unc | 2MASS.H | 2MASS.H_unc | M_2MASS.H | M_2MASS.H_unc | 2MASS.Ks | 2MASS.Ks_unc | M_2MASS.Ks | M_2MASS.Ks_unc |
\n",
+ " | | | Gyr | Gyr | pc | pc | mas | mas | solRad | solRad | | | | | | erg / (cm2 s) | erg / (cm2 s) | | | erg / s | erg / s | | | | | | | solMass | solMass | K | K | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
\n",
+ "object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | object | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 | float16 |
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"
"
],
"text/plain": [
- "\n",
- " name age age_unc ... M_2MASS.Ks M_2MASS.Ks_unc\n",
- " Gyr Gyr ... \n",
- " object object object ... float16 float16 \n",
- "------------------------- ------ ------- ... ---------- --------------\n",
- "2MASS J00361617+1821104 1 6.0 4.0 ... 11.586 0.021\n",
- "2MASS J00361617+1821104 3 6.0 4.0 ... 11.56 0.021\n",
- "2MASS J00361617+1821104 6 6.0 4.0 ... 11.516 0.021"
+ "\n",
+ " name ra dec age ... 2MASS.Ks 2MASS.Ks_unc M_2MASS.Ks M_2MASS.Ks_unc\n",
+ " Gyr ... \n",
+ "object object object object ... float16 float16 float16 float16 \n",
+ "------ ------ ------ ------ ... -------- ------------ ---------- --------------"
]
},
- "execution_count": 103,
+ "execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
@@ -993,9 +930,9 @@
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
- "display_name": "Astroconda",
+ "display_name": "sedkit-3.7",
"language": "python",
- "name": "astroconda_kernel"
+ "name": "sedkit-3.7"
},
"language_info": {
"codemirror_mode": {
@@ -1007,7 +944,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.5.2"
+ "version": "3.9.2"
}
},
"nbformat": 4,
diff --git a/sedkit/notebooks/create_sed.ipynb b/sedkit/notebooks/create_sed.ipynb
index d102d39e..e0cc60fa 100644
--- a/sedkit/notebooks/create_sed.ipynb
+++ b/sedkit/notebooks/create_sed.ipynb
@@ -25,8 +25,8 @@
"text/html": [
"\n",
" \n",
- "
\n",
- "
Loading BokehJS ...\n",
+ "
\n",
+ "
Loading BokehJS ...\n",
"
"
]
},
@@ -104,7 +104,7 @@
" 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",
+ " if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
" return\n",
" }\n",
"\n",
@@ -121,6 +121,7 @@
" 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",
@@ -195,7 +196,7 @@
" \"\"}};\n",
"\n",
" function display_loaded() {\n",
- " var el = document.getElementById(\"1001\");\n",
+ " var el = document.getElementById(\"1002\");\n",
" if (el != null) {\n",
" el.textContent = \"BokehJS is loading...\";\n",
" }\n",
@@ -245,15 +246,15 @@
" }\n",
" }\n",
"\n",
- " function on_error() {\n",
+ " function on_error(url) {\n",
" console.error(\"failed to load \" + url);\n",
" }\n",
"\n",
- " for (var i = 0; i < css_urls.length; i++) {\n",
- " var url = css_urls[i];\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;\n",
+ " element.onerror = on_error.bind(null, url);\n",
" element.rel = \"stylesheet\";\n",
" element.type = \"text/css\";\n",
" element.href = url;\n",
@@ -261,21 +262,23 @@
" document.body.appendChild(element);\n",
" }\n",
"\n",
- " for (var i = 0; i < js_urls.length; i++) {\n",
- " var url = js_urls[i];\n",
- " var element = document.createElement('script');\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;\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",
- " };var element = document.getElementById(\"1001\");\n",
- " if (element == null) {\n",
- " console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n",
- " return false;\n",
- " }\n",
+ " };\n",
"\n",
" function inject_raw_css(css) {\n",
" const element = document.createElement(\"style\");\n",
@@ -283,26 +286,29 @@
" document.body.appendChild(element);\n",
" }\n",
"\n",
- " var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.3.4.min.js\"];\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",
- " \n",
" function(Bokeh) {\n",
- " \n",
- " },\n",
- " function(Bokeh) {} // ensure no trailing comma for IE\n",
+ " \n",
+ " \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",
+ " 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",
@@ -310,7 +316,7 @@
" 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",
+ " var cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n",
" cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
" }\n",
"\n",
@@ -327,7 +333,7 @@
" }\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) {\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() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\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 (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\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 };var element = document.getElementById(\"1001\");\n if (element == null) {\n console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n return false;\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 var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.3.4.min.js\"];\n var css_urls = [];\n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n \n function(Bokeh) {\n \n },\n function(Bokeh) {} // ensure no trailing comma for IE\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.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));"
},
"metadata": {},
"output_type": "display_data"
@@ -360,17 +366,22 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Setting parallax to (, ) and distance to (, , ).\n",
- "Setting radius to (, )\n",
- "1 record for 2MASSW J0036159+182110 found in Simbad.\n",
- "Setting name to 2MASSW J0036159+182110 and sky_coords to \n",
- "Setting age to (, )\n",
+ "[sedkit] SED initialized\n",
+ "[sedkit] Setting name to 2MASSW J0036159+182110\n",
+ "[sedkit] 1 record for 2MASSW J0036159+182110 found in Simbad.\n",
+ "[sedkit] Setting sky_coords to \n",
+ "[sedkit] There was a problem determining the interstellar reddening. Setting to 0. You can manually set this with the 'reddening' attribute.\n",
+ "[sedkit] Setting parallax to (, ) with reference '2018yCat.1345....0G'\n",
+ "[sedkit] Setting distance to (, , ) with reference '2018yCat.1345....0G'\n",
+ "[sedkit] Setting interstellar reddening to 0.0 with reference '2018JOSS....3..695M'\n",
+ "[sedkit] Setting radius to (, , ) with reference '2013ApJS..208....9P'\n",
+ "[sedkit] Setting spectral_type to (73.5, 0.5, 'V', None, None) with reference '2000AJ....119..369R'\n",
"\n",
- " ['2MASSW J0036162+182110', '2MUCD 20029', 'WISEA J003616.79+182111.6', 'LSPM J0036+1821', '2MASS J00361617+1821104', 'USNO-B1.0 1083-00010105', 'Gaia DR2 2794735086363871360', '2MASSW J0036159+182110', '[B2006] J003616.1+182110'] \n",
+ " ['USNO-B1.0 1083-00010105', '[B2006] J003616.1+182110', 'TIC 426959594', '2MASS J00361617+1821104', '2MASSW J0036162+182110', '** BNA 1A', 'WISEA J003616.79+182111.6', 'LSPM J0036+1821', 'Gaia DR2 2794735086363871360', 'WDS J00363+1821A', '2MUCD 20029', '2MASSW J0036159+182110'] \n",
"\n",
" \n"
+ " (0.60447553, 18.35285861)>\n"
]
}
],
@@ -399,12 +410,16 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Setting parallax to (, ) and distance to (, , ).\n",
- "1 record for found in Simbad.\n",
- "Setting name to 2MASSW J0036159+182110 and sky_coords to \n",
- "['2MASSW J0036162+182110', '2MUCD 20029', 'WISEA J003616.79+182111.6', 'LSPM J0036+1821', '2MASS J00361617+1821104', 'USNO-B1.0 1083-00010105', 'Gaia DR2 2794735086363871360', '2MASSW J0036159+182110', '[B2006] J003616.1+182110'] \n",
+ "[sedkit] Setting interstellar reddening to 0.0 with reference '2018JOSS....3..695M'\n",
+ "[sedkit] 1 record for found in Simbad.\n",
+ "[sedkit] Setting parallax to (, ) with reference '2018yCat.1345....0G'\n",
+ "[sedkit] Setting distance to (, , ) with reference '2018yCat.1345....0G'\n",
+ "[sedkit] Setting interstellar reddening to 0.0 with reference '2018JOSS....3..695M'\n",
+ "[sedkit] Setting spectral_type to (73.5, 0.5, 'V', None, None) with reference '2000AJ....119..369R'\n",
+ "['USNO-B1.0 1083-00010105', '[B2006] J003616.1+182110', 'TIC 426959594', '2MASS J00361617+1821104', '2MASSW J0036162+182110', '** BNA 1A', 'WISEA J003616.79+182111.6', 'LSPM J0036+1821', 'Gaia DR2 2794735086363871360', 'WDS J00363+1821A', '2MUCD 20029', '2MASSW J0036159+182110'] \n",
"\n",
" \n"
@@ -428,53 +443,47 @@
"source": [
"## Adding a radius and spectral type\n",
"\n",
- "Both `radius` and `spectral_type` can be explicitly set upon initialization of the SED or by setting the attributes."
+ "Both `radius` and `spectral_type` can be explicitly set upon initialization of the SED or by setting the attributes. If a `spectral_type` is given and `radius` is not, the radius will be estimated from the spectral type according to calculated radius-spectral type relations."
]
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "Setting radius to (, )\n"
+ "[sedkit] Setting radius to (, , ) with reference '2013ApJS..208....9P'\n",
+ "[sedkit] Setting spectral_type to (73.5, 0.5, 'V', None, None) with reference 'None'\n"
]
}
],
"source": [
- "# Set the radius\n",
- "s.radius = 0.1*q.R_sun, 0.01*q.R_sun"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Alternatively, if a `spectral_type` is given and `radius` is not, the radius will be estimated from the spectral type according to calculated radius-spectral type relations."
+ "# Clear the radius\n",
+ "s.radius = None\n",
+ "\n",
+ "# Set the spectral type\n",
+ "s.spectral_type = 'L3.5'"
]
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "Setting radius to (, )\n"
+ "[sedkit] Setting radius to (, ) with reference 'None'\n"
]
}
],
"source": [
- "# Clear the radius\n",
- "s.radius = None\n",
- "\n",
- "# Set the spectral type\n",
- "s.spectral_type = 'L3.5'"
+ "# Set the radius\n",
+ "s.radius = 0.1*q.R_sun, 0.01*q.R_sun"
]
},
{
@@ -489,23 +498,37 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- " band app_magnitude app_magnitude_unc\n",
- "-------- ------------- -----------------\n",
- " SDSS.u 24.69 1.389\n",
- " SDSS.g 22.52 0.137\n",
- " SDSS.r 19.69 0.019\n",
- " SDSS.i 17.17 0.005\n",
- " SDSS.z 15.22 0.005\n",
- " 2MASS.J 12.47 0.027\n",
- " 2MASS.H 11.586 0.03\n",
- "2MASS.Ks 11.055 0.021\n"
+ "[sedkit] Setting 2MASS.H photometry to 11.588 (0.030) with reference 'None'\n",
+ "[sedkit] Setting 2MASS.J photometry to 12.466 (0.027) with reference 'None'\n",
+ "[sedkit] Setting 2MASS.Ks photometry to 11.058 (0.021) with reference 'None'\n",
+ "[sedkit] Setting SDSS.u photometry to 24.688 (1.389) with reference 'None'\n",
+ "[sedkit] Setting SDSS.g photometry to 22.524 (0.137) with reference 'None'\n",
+ "[sedkit] Setting SDSS.r photometry to 19.690 (0.019) with reference 'None'\n",
+ "[sedkit] Setting SDSS.i photometry to 17.179 (0.005) with reference 'None'\n",
+ "[sedkit] Setting SDSS.z photometry to 15.217 (0.005) with reference 'None'\n",
+ " band app_magnitude app_magnitude_unc\n",
+ "--------- ------------- -----------------\n",
+ " SDSS.u 24.69 1.389\n",
+ " SDSS.g 22.53 0.137\n",
+ "Johnson.V 21.44 0.024\n",
+ " SDSS.r 19.69 0.019\n",
+ " SDSS.i 17.17 0.005\n",
+ "Cousins.I 20.34 nan\n",
+ " SDSS.z 15.22 0.005\n",
+ " 2MASS.J 12.47 0.027\n",
+ " 2MASS.H 11.586 0.03\n",
+ " 2MASS.Ks 11.055 0.021\n",
+ " WISE.W1 10.54 0.024\n",
+ " WISE.W2 10.24 0.019\n",
+ " WISE.W3 9.85 0.054\n",
+ " WISE.W4 8.17 nan\n"
]
}
],
@@ -524,24 +547,30 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
+ "[sedkit] Setting Johnson.V photometry to 21.430 (0.024) with reference 'None'\n",
" band app_magnitude app_magnitude_unc\n",
"--------- ------------- -----------------\n",
" SDSS.u 24.69 1.389\n",
- " SDSS.g 22.52 0.137\n",
+ " SDSS.g 22.53 0.137\n",
"Johnson.V 21.44 0.024\n",
" SDSS.r 19.69 0.019\n",
" SDSS.i 17.17 0.005\n",
+ "Cousins.I 20.34 nan\n",
" SDSS.z 15.22 0.005\n",
" 2MASS.J 12.47 0.027\n",
" 2MASS.H 11.586 0.03\n",
- " 2MASS.Ks 11.055 0.021\n"
+ " 2MASS.Ks 11.055 0.021\n",
+ " WISE.W1 10.54 0.024\n",
+ " WISE.W2 10.24 0.019\n",
+ " WISE.W3 9.85 0.054\n",
+ " WISE.W4 8.17 nan\n"
]
}
],
@@ -560,17 +589,18 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
+ "[sedkit] Setting Cousins.I photometry to 20.350 (nan) with reference 'None'\n",
" band app_magnitude app_magnitude_unc\n",
"--------- ------------- -----------------\n",
" SDSS.u 24.69 1.389\n",
- " SDSS.g 22.52 0.137\n",
+ " SDSS.g 22.53 0.137\n",
"Johnson.V 21.44 0.024\n",
" SDSS.r 19.69 0.019\n",
" SDSS.i 17.17 0.005\n",
@@ -578,7 +608,11 @@
" SDSS.z 15.22 0.005\n",
" 2MASS.J 12.47 0.027\n",
" 2MASS.H 11.586 0.03\n",
- " 2MASS.Ks 11.055 0.021\n"
+ " 2MASS.Ks 11.055 0.021\n",
+ " WISE.W1 10.54 0.024\n",
+ " WISE.W2 10.24 0.019\n",
+ " WISE.W3 9.85 0.054\n",
+ " WISE.W4 8.17 nan\n"
]
}
],
@@ -597,18 +631,22 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "1 record found in WISE.\n",
+ "[sedkit] 1 record found in II/328/allwise using target name '2MASSW J0036159+182110'\n",
+ "[sedkit] Setting WISE.W1 photometry to 10.536 (0.024) with reference 'II/328/allwise'\n",
+ "[sedkit] Setting WISE.W2 photometry to 10.245 (0.019) with reference 'II/328/allwise'\n",
+ "[sedkit] Setting WISE.W3 photometry to 9.851 (0.054) with reference 'II/328/allwise'\n",
+ "[sedkit] Setting WISE.W4 photometry to 8.169 (nan) with reference 'II/328/allwise'\n",
" band app_magnitude app_magnitude_unc\n",
"--------- ------------- -----------------\n",
" SDSS.u 24.69 1.389\n",
- " SDSS.g 22.52 0.137\n",
+ " SDSS.g 22.53 0.137\n",
"Johnson.V 21.44 0.024\n",
" SDSS.r 19.69 0.019\n",
" SDSS.i 17.17 0.005\n",
@@ -640,15 +678,17 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "Setting parallax to (, ) and distance to (, , ).\n",
- "(