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"# Advanced usage of MOCs to explore complex regions of interest\n",
"\n",
"Stefania Amodea¹, Matthieu Baumann¹, Thomas Boch¹, Caroline Bot¹, Katarina A. Lutz¹.\n",
"\n",
"1. Université de Strasbourg, CNRS, Observatoire Astronomique de Strasbourg, UMR 7550, F-67000, Strasbourg, France\n",
"\n",
"Thomas Boch and Caroline Bot wrote the original version of this tutorial, available on the [EURO-VO tutorials page](http://www.euro-vo.org/?q=science/scientific-tutorials). It was presented at the workshop \"[Detecting the unexpected, Discovery in the Era of Astronomically Big Data](https://www.lsstcorporation.org/node/107)\". The version here is an adaptation to jupyter notebooks by the Strasbourg astronomical Data Center ([CDS](https://cdsweb.u-strasbg.fr/)) team.\n",
"\n",
"*** \n",
"\n",
"## Introduction\n",
"\n",
"I have a set of images. I would like to select regions in my observations that are above a given threshold in another survey (e.g. at low extinction), retrieve objects from very large catalogs (e.g. Gaia + 2MASS) in these non-trivial shapes and not-necessarily-connected regions, and combine them to visualize some quantities (e.g. color color diagram)."
]
},
{
"cell_type": "code",
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"source": [
"# Standard Library\n",
"from pathlib import Path\n",
"\n",
"# Astronomy tools\n",
"import astropy.units as u\n",
"from astropy.coordinates import Angle, SkyCoord, match_coordinates_sky\n",
"from astropy.io import fits\n",
"\n",
"# Access astronomical databases\n",
"import pyvo\n",
"from astroquery.vizier import Vizier\n",
"\n",
"# Moc and HEALPix tools\n",
"import cdshealpix\n",
"import mocpy\n",
"\n",
"# For plots\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Data handling\n",
"import numpy as np"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 1: Finding the images\n",
"\n",
"We want to find all Short-Red images in the Macquarie/AAO/Strasbourg Hα Planetary Galactic catalog ([MASH](https://vizier.cfa.harvard.edu/vizier/MASH/index.htx)) using the VizieR associated data service.\n",
"\n",
"[](https://vizier.cds.unistra.fr/viz-bin/VizieR \"https://vizier.cds.unistra.fr/viz-bin/VizieR\")\n",
"\n",
"The [VizieR](https://vizier.cds.unistra.fr/) service at CDS inventories astronomical catalogs published in the literature. Some of these catalogs contain data associated with publications and the tables therein. This data can be browsed and explored through the VizieR-associated data service, linked to the traditional VizieR table service. Here we look for images associated with the MASH catalog of planetary nebulae ([Parker *et. al.* 2006-2008](https://ui.adsabs.harvard.edu/abs/2006yCat.5127....0P/abstract)). The MASH fits files are cut-outs extracted from a larger Hα and Short Red survey to constitute a set of regions of interest around planetary nebulae. \n",
"\n",
"To find VizieR-associated data, we use the Table Access Protocol (TAP) with the VizieR endpoint. Through the VizieR TAP endpoint, we can search for tables, their content, and information on associated data. \n",
"\n",
"First, we search for the MASH catalog:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"scrolled": true,
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"text/html": [
"
Table length=5\n",
"
\n",
"
schema_name
table_name
table_type
description
utype
nrows
\n",
"
object
object
object
object
object
object
\n",
"
J_MNRAS
J/MNRAS/412/223/table4
table
The nine MASH PNe detected and possibly detected in the PMN survey ( Bojicic I.S., Parker Q.A., Filipovic M.D., Frew D.J.)
9
\n",
"
J_MNRAS
J/MNRAS/412/223/table1
table
MASH PNe detected in the NVSS ( Bojicic I.S., Parker Q.A., Filipovic M.D., Frew D.J.)
201
\n",
"
V_combined
V/127A/mash2
table
The MASH-II Supplement (from paper II) ( Parker Q.A., Acker A., Frew D.J., Hartley M., Peyaud A.E.J., Phillipps S., Russeil D., Beaulieu S.F., Cohen M., Koppen J., Marcout J., Miszalski B., Morgan D.H., Morris R.A.H., Ochsenbein F., Pierce M.J.,)
335
\n",
"
V_combined
V/127A/mash1
table
The MASH Catalog of Planetary Nebulae (paper I) ( Parker Q.A., Acker A., Frew D.J., Hartley M., Peyaud A.E.J., Phillipps S., Russeil D., Beaulieu S.F., Cohen M., Koppen J., Marcout J., Miszalski B., Morgan D.H., Morris R.A.H., Ochsenbein F., Pierce M.J.,)
903
\n",
"
J_MNRAS
J/MNRAS/412/223/mpgs2
table
MASH PNe detected in the MPGS-2 (Cat. VIII/82) ( Bojicic I.S., Parker Q.A., Filipovic M.D., Frew D.J.)
81
\n",
"
"
],
"text/plain": [
"
\n",
"schema_name table_name table_type ... utype nrows \n",
" object object object ... object object\n",
"----------- ---------------------- ---------- ... ------ ------\n",
" J_MNRAS J/MNRAS/412/223/table4 table ... 9\n",
" J_MNRAS J/MNRAS/412/223/table1 table ... 201\n",
" V_combined V/127A/mash2 table ... 335\n",
" V_combined V/127A/mash1 table ... 903\n",
" J_MNRAS J/MNRAS/412/223/mpgs2 table ... 81"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# give the address of the service, you can also directly visit the website\n",
"tap_vizier = pyvo.dal.TAPService(\"https://tapvizier.cds.unistra.fr/TAPVizieR/tap\")\n",
"\n",
"# a query that searches for all tables with the words MASH and Parker in their description\n",
"query = \"\"\"\n",
" SELECT * FROM tables \n",
" WHERE description LIKE '%MASH%Parker%'\n",
" \"\"\"\n",
"\n",
"mash_catalogues = tap_vizier.search(query).to_table()\n",
"mash_catalogues"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"In this tutorial, we are interested in the tables belonging to the catalogs `V/127A`. This includes tables `V/127A/mash1` and `V/127A/mash2`. To have a look at the content of these tables, we look at their first lines like this:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": true,
"tags": [
"output_scroll"
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{
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"text/html": [
"
Table length=5\n",
"
\n",
"
recno
n_PNG
PNG
Name
RAJ2000
DEJ2000
GLon
GLat
MajDiam
MinDiam
CS
Morph
Tel
ObsDate
HaExp
HaFld
Comments
img
ImageHa
ImageSr
AssocData
\n",
"
deg
deg
deg
deg
arcsec
arcsec
'Y:M:D'
\n",
"
int32
str1
object
object
float64
float64
float64
float64
float64
float64
object
object
object
float64
object
object
object
object
object
object
object
\n",
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29
L
G234.7-02.2
PHR0724-2021
111.05458333333331
-20.36361111111111
234.7045
-2.2774
134.5
54.0
A
SA
2452672.0
HA18201
HA842
Large, very faint diffuse arcuate nebula; has [NII]~2xH-alpha, nothing in blue
1029
img_ha
img_sr
fits
\n",
"
2
P
G227.3-12.0
PHR0633-1808
98.35374999999999
-18.13972222222222
227.3207
-12.0289
17.0
15.0
Ea
SA
2452672.0
HA18191
HA926
Very faint, partial arcuate nebula also observed M1 060100; [NII]~0.8xH-alpha, strong [SII], only weak H-beta in blue - inconclusive
1002
img_ha
img_sr
fits
\n",
"
16
T
G227.2-03.4
PHR0705-1419
106.41041666666665
-14.318055555555553
227.2852
-3.4029
15.0
15.0
E
SA
2452668.0
HA18244
HA1017
Small, circular PN around a faint central star; also observed M1 040100; [NII]~0.7 H-alpha, [OIII]>>H-beta
1016
img_ha
img_sr
fits
\n",
"
5
L
G223.6-06.8
PHR0646-1235
101.60583333333332
-12.598888888888887
223.6338
-6.8035
40.0
37.0
E
SA
2453788.0
HA18194
HA1016
Slightly oval very faint PN candidate - has [OIII] and H-alpha
1005
img_ha
img_sr
fits
\n",
"
10
P
G224.3-05.5
PHR0652-1240
103.08458333333331
-12.67611111111111
224.3504
-5.5463
187.0
180.0
I
SA
2452670.0
HA18244
HA1017
Faint, extended S-shaped emission nebula, possible evolved PN, also observed M1 080100; has [NII]~0.8Ha, [OIII], strong [SII], [OIII]>H-beta
1010
img_ha
img_sr
fits
\n",
"
"
],
"text/plain": [
"
\n",
"recno n_PNG PNG Name ... img ImageHa ImageSr AssocData\n",
" ... \n",
"int32 str1 object object ... object object object object \n",
"----- ----- ----------- ------------ ... ------ ------- ------- ---------\n",
" 29 L G234.7-02.2 PHR0724-2021 ... 1029 img_ha img_sr fits\n",
" 2 P G227.3-12.0 PHR0633-1808 ... 1002 img_ha img_sr fits\n",
" 16 T G227.2-03.4 PHR0705-1419 ... 1016 img_ha img_sr fits\n",
" 5 L G223.6-06.8 PHR0646-1235 ... 1005 img_ha img_sr fits\n",
" 10 P G224.3-05.5 PHR0652-1240 ... 1010 img_ha img_sr fits"
]
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"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"query = \"\"\"\n",
" SELECT TOP 5 * FROM \\\"V/127A/mash1\\\" \n",
" \"\"\"\n",
"mash1_head = tap_vizier.search(query).to_table()\n",
"mash1_head"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As you can see, the last column of this table is called `AssocData` and contains the entry `fits`. If you look at this table on the VizieR web interface, you can download the associated fits file. Within this notebook, we query the `obscore` database to get the URLs to the fits file. Using the `astropy.io.fits` module, we can open the fits files from their URLs."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": true,
"tags": [
"output_scroll"
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{
"data": {
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\n",
"access_estsize access_format ... t_min t_resolution\n",
" kbyte ... \n",
" int64 object ... float64 float64 \n",
"-------------- ---------------- ... ------- ------------\n",
" 610560 application/fits ... 51226.0 --\n",
" 740160 application/fits ... 52338.0 --\n",
" 596160 application/fits ... 50871.0 --\n",
" 731520 application/fits ... 51163.0 --\n",
" 590400 application/fits ... 51156.0 --"
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"source": [
"obs_tap_vizier = pyvo.dal.TAPService(\n",
" \"https://cdsarc.cds.unistra.fr/saadavizier.tap/tap\",\n",
")\n",
"query = \"\"\"\n",
" SELECT TOP 5 * FROM obscore \n",
" WHERE obs_collection='V/127A' \n",
" \"\"\"\n",
"mash_fits = obs_tap_vizier.search(query).to_table()\n",
"mash_fits"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"As you can see, the result from this query provides information on the fits files associated with the MASH catalogs. In particular, the column `access_url` provides the location of the data. To get the first image we can do:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# download the first image\n",
"hdul_list = fits.open(mash_fits[\"access_url\"][0])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot it in a quick preview\n",
"plt.imshow(hdul_list[0].data, cmap=\"gray\", origin=\"lower\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This should be done for every image in the list. However, downloading all the data takes quite some time. For this tutorial, **we prepared a subsample of 335 of these Short Red images that will run promptly** but we encourage you to try accessing the full Short Red sample on your own later. The subsample is available in the Data Folder of this repository."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 2: Create a MOC of the MASH images\n",
"\n",
"The multi-order coverage (MOC) map of a set of images represents their sky coverage. MOCs can describe arbitrary zones in the sky which do not need to be connected. You'll see that the union or intersection of two MOCs requires few time and computational effort. Catalogs can also be filtered by MOCs. \n",
"\n",
"Here we want to use the fits files just downloaded to create a MOC map corresponding to the coverage of the MASH images.\n",
"\n",
"### Organising data"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# Where to find fits images downloaded from the archive above\n",
"datadir = Path(\"Data/MASH_Sample/\")\n",
"datadir.mkdir(parents=True, exist_ok=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In most cases, we could ignore the next cell. However, some possible deprecated keywords in the fits header would hamper the MOC creation and would cause errors in the underlying `astropy.wcs.WCS` module. This is why we rewrite the headers of the fits files so that they only contain the useful keywords needed to define the coordinate frame correctly before using `mocpy`. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Create the MOC\n",
"\n",
"Here we can create the MOC of the MASH images with the `MOCPy` module. This can take a few seconds."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING: FITSFixedWarning: RADECSYS= 'FK5 ' \n",
"the RADECSYS keyword is deprecated, use RADESYSa. [astropy.wcs.wcs]\n"
]
}
],
"source": [
"# Get a list of the fits files and create the MOC\n",
"mash_file_list = datadir.glob(\n",
" \"*_sr_modified.fits\",\n",
") # glob allows to find all paths that end with _sr_modified.fits in datadir\n",
"moc_mash = mocpy.MOC.from_fits_images(mash_file_list, max_norder=15)\n",
"# this takes a bit of time because a lot of files are opened and processed to extract the moc"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plot the MOC\n",
"\n",
"We can chose between two of the MOCpy methods to plot the MOC"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# A one-liner for a very fast visualization\n",
"moc_mash.display_preview()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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xRVHY2dlhamqK0tJSent75aaYYbFYDJvNxs7ODna7HZPJRFVVFVVVVRdipTQSifDTn/6U3/zN38zaRoHfFIlE2NvbY3t7O7XbdBwQSvWqzEokEiwtLbG0tERjYyNtbW0nWsY4Go2merfs7+8TCAQoKipKBR6FhYVZs1snRDaQQEOIcyoQCDA5OYnb7aanp+eTc5nFx1MUJdXNend3l9zc3FRwcdEOH5/FQONlx+dndnZ2cLlclJSUUF1dTUVFxZn895wXR0dHjI2NkUgkGBgYwGKxnMr39fv92O127HZ76nxHSUlJKvCQQFRcdBJoCHHOKIrC6uoqc3NzVFVV0dXVlRWHbi8ij8fD1tYW29vbKIpCdXU11dXVF3rVMxwO82d/9mf8+T//5898A71AIMDOzg5bW1sEAgEqKyupqamhuLj4wv5+MymRSLC8vMzi4iI1NTV0dHSc6rUvkUhweHiYCjyOjo4wm82p3i1SzUpcRBJoCHGOuN1uJiYmiEaj9PX1yVmMDAiFQmxvb7O1tYXf76eiooLq6mpKSkpQq9WZHl7GnadA45iiKBwdHaWCSo1GQ3V1NTU1NZhMpkwP78Lx+XxMTU3hcrno6Oigvr4+IxP8UCiU6lRvt9vR6/WUlZVRXl4unerFhSGBhhDnQCQSYW5ujq2tLZqammhtbZWb2CmKx+Ps7e2xtbWFw+HAarVSU1NDRUWFnIn5hlAoxM9+9jN+9KMfncvAK5FIYLfb2drawmazUVBQQE1NDdXV1bKzeIoURWF/f5+pqSl0Oh09PT1YrdaMjScej+N0OlNNI1/uVF9WVnauKssJ8TIJNIQ4wxRFYXNzk9nZWcxmMz09PRcu5z9TjlexNzY22N7exmAwUFtbS3V1tVQleotgMMjPf/5zfuu3fuvcp5Eclyze2trC7XZTVlZGbW0tpaWl5zLIykbxeJyVlRUWFxepqKigq6sr45P613WqN5vNqf4tUkpZnCcSaAhxRrndbiYnJwmFQvT09FBeXn7uJ27ZIBKJsL29zcbGBn6/n6qqKurq6rBYLPLzfw8XKdB4mc/nY2tri83NTQBqa2upra2VSeUpCQaDzMzMsL+/T2trK01NTVkT7IVCoVT/FofDgclkSnWqN5lMF+p9Is4fCTSEOGO+mSbV0tIi1W5O2HHVqM3NTfb29jCbzdTW1lJVVSU/+w90UQONY4qiYLfb2djYYH9/n6KiIurq6qioqJB0x1NwcHDA5OQkiqLQ09NDaWlppof0img0mupUb7fbMRgMqaDDbDZfyPeMONsk0BDijFAUhY2NDebm5iRN6pQEAgE2NzfZ3NwkkUhQU1NDbW2tHPD9BIFAgF/84hf8+Mc/zvRQMi4UCrG1tcXGxgaRSISamhrq6urk/nnCEokE6+vrzM/PY7Va6e7uzsqdpVgsht1uZ29vD5vNhk6no7KykqqqKgk6xJkhgYYQZ8Dh4SGTk5NEo1G6u7slTeoEHa84r6+vs7+/T2lpKXV1dZSVlWVNqsVZJoHGtymKwuHhIRsbG+zu7lJQUEBdXZ3smJ2wcDjM3Nwc29vbWb87HI/HOTg4YGdnh729PfR6faoXj5TNFdlMAg0hslgoFGJ2dpbd3V1aWlpobm6W9IoTEg6H2djYYGNjg3g8Tn19PXV1dXKwO838fj+/+tWv+K3f+q1MDyUrRaPRV84A1dTU0NDQILtoJ8jlcjE1NUUoFKKrq4vKysqsnrjH43Hsdjs7OzvYbDaMRiPV1dUXsgGoyH4SaAiRhRKJBKurqywsLFBaWkpXVxe5ubmZHta5oygKTqeT9fV19vb2sFqt1NfXU15eLrsXJ8Tn83H37l1+9KMfZXooWU1RFFwuF2tra+zu7lJUVER9fT0VFRXy2jwBiqKwtbXF7OwsJpOJnp6eMzGPicVi7O/vs729jd1ux2QyUVVVJdXvRNaQQEOILGO325mamkKlUtHT0yNN905ANBplc3OT9fV1wuEwtbW11NfXy2rgKZBA48OFw+HU61V2205WNBplYWGBtbU16uvraW9vPzO9cKLRKHt7e+zs7LzSz6eysjJrU8LE+SeBhhBZIhAIMD09jcPhoL29nYaGBlm5TDOPx8Pq6irb29sUFBTQ0NBAZWWlpKOdIq/Xy/379/nzf/7PZ3ooZ87x+aG1tTXsdjvl5eXU19dTUlKS1ak+Z5HH42F6epqjoyM6Ozupra09Uz/jUCjE9vY2W1tb+P1+KioqqKmpkdeKOHUSaAiRYfF4nKWlJZaXl6mqqqKzs5OcnJxMD+vcUBQFm83G6uoqh4eHVFdX09jYSGFhYaaHdiF5PB4ePHgggcYnCgQCrK+vs7GxgV6vp7GxkZqaGlm5TiNFUdjb22N6epqcnBx6e3uxWCyZHtYHOzo6Ymtri+3tbVQqVapTvczTxGmQQEOIDDm+ic3MzKDX6+np6aGoqCjTwzo3jtOjVldXSSQSNDQ0UFdXJ0Fchnk8Hh4+fMhv/uZvZnoo50I8HmdnZ4fV1VUCgQB1dXU0NDTIma40isViLC8vn/nFoEQigcPhYGtri729PQoKCqitraW6uvrMpIeJs0cCDSEywOv1MjU1dWa35bOZ1+tlbW2Nzc1NCgsLaWxslAO0WeTo6IhHjx7xwx/+MNNDOVeOS+SurKywv79PeXk5jY2NFBUVybUlTc5Tems0GmVnZ4eNjQ28Xi+VlZXU19djsVjk9SLSSgINIU7RWT5omM2OO3evrKxwcHBAZWUljY2NZzLN4bxzu908fvxYAo0TFAgEWF1dZWNjg7y8PJqamqiqqjqzk+Jsc94KdhwdHbGxscHW1hZGo5G6ujqqq6vP5K6NyD4SaAhxCs5q6cRsl0gk2N7eZnl5mXA4TENDA/X19RgMhkwPTbyB2+3myZMn/OAHP8j0UM69WCyWSh+MxWKp94dMID/deSxBHo/H2d3dZWNjA5fLRUVFBbW1tXKAXHwSCTSEOGFut5vJyUmCwSDd3d1Z3wzqLIhGo6yvr7O6uopWq6WpqYmamhqpHnUGuFwunj17xve///1MD+XCOK5Wtby8jMvlora2lqamJvLy8jI9tDPvvDZV9Xq9bG5usrm5iU6no6GhgZqaGvR6faaHJs4YCTSEOCHhcJi5uTm2t7dpamqipaVFKsJ8ouOUkPX1dcxmM01NTZSXl0vgdoYcHh7y/PlzCTQyxO12s7y8zN7eHhUVFTQ3N2M2mzM9rDPv8PCQyclJotEo3d3d5+a6FI/H2dvbY21tjaOjI6qrq2loaJCqfeK9SaAhRJolEgnW19eZn5/HarXS3d0tK4efyO12s7Kywu7uLuXl5TQ1NUmFrjPq8PCQFy9e8Bu/8RuZHsqFFggEWFlZYWNjA4vFQktLi6TIfCJFUdjY2GBubg6z2UxPT8+5agJ6dHTE2toa29vbFBYWpvoQydkf8TYSaAiRRk6nk8nJSeLxOD09PZSVlWV6SGeWoigcHBywuLgo6R7niNPpZGRkhO9973uZHooAIpEIa2trrK6uYjAYaG5uloPjnygSiTA3N8fW1haNjY20traeq93sSCTC1tYWa2trxGIx6urqqK+vl0714rUk0BAiDYLBIDMzM9hsNlpbW2lqajoXebqZcNxgb2lpCZ/PR2NjI42NjZIbfE4cHBwwNjbGn/tzfy7TQxEvicfjbG1tsby8TCKRoLm5mbq6OrmOfYLzfj7vuNrf6uoqDoeDyspKmpubJa1KvEICDSE+QTweT1UeKS8vp6urS1Z1PlIikWB3d5fFxUUikQjNzc3U19efq5VAkQw0xsfH+e53v5vpoYjXOG4kuri4SCgUoqmpifr6einD/ZEuSsVBn8/HysoKW1tbWCwWmpqaKCsrO1eBlfg4EmgI8ZH29/eZmppCo9HQ09NDcXFxpod0Jr28kqooCi0tLVJB6hxzOBxMTExIoJHljitVLSwsyM5iGkSjUebn51lfX6ehoYG2trZzGbxFIpFURUCdTkdTUxPV1dWyYHSBSaAhxAfy+/1MT0/jdDppb2+nvr5e8pk/QiwWY2Njg+XlZXQ6HS0tLZIbfgEcNzv7zne+k+mhiPfwzbNSDQ0NNDc3Sy+Oj+TxeJicnMTn89HV1UV1dfW5XPWPx+Ps7OywsrJCKBSivr6exsZGed1cQBJoCPGeYrEYS0tLrKysUF1dTUdHh1w0P0IsFmNtbY3l5WWMRiOtra1UVFScy5ut+DYJNM6uw8NDFhcXOTg4oK6ujubmZkkV/QiKorC7u8v09DS5ubn09vae23MNx4Hq8vIyTqeT2tpampubz3xzQ/H+JNAQ4h2ObwozMzMYDAZ6e3ul7vxHeDnAyMvLo62tjdLSUgkwLpj9/X1mZmb48ssvMz0U8ZHcbjdLS0vYbDZqa2tpbW2VgOMjxGIxFhYWWF1dpb6+nvb29nOZTnXs6OiIpaUl9vb2qKqqoqWlBZPJlOlhiRMmgYYQb+HxeJiamsLr9dLZ2UlNTY1MjD/QywFGbm4u7e3tEmBcYDabjbm5Ob744otMD0V8Io/Hw8LCAjabjbq6OlpaWiTg+Aher5fJyUm8Xi89PT3nrjrVN/l8PpaXl9na2qKsrIyWlhYsFkumhyVOiAQaQrzGRTm4d5JisRjr6+ssLS1JgCFS9vb2WFhY4M6dO5keikgTj8fD/Pw8drs9FXAYDIZMD+tMURSF7e1tZmZmKCgooLe391w1+3udYDDIysoK6+vrFBUV0draKkVVziEJNIR4iaIobG5uMjs7S2FhIT09PbK1+4GOA4zjMxhtbW1S5lCkSKBxfh0dHTE/P4/D4aC+vp6WlhY5x/aBotEos7OzbG1t0dzcTEtLy7mvwBcOh1lbW2NlZQWz2UxbW5sEHOeIBBpC/Gsej4eJiYlUcyU5oPxhEokE6+vrLC4uSoAh3mh3d5elpSVu376d6aGIE+J2u5mfn+fg4ECqVH0kl8vFxMQEsViM3t5eSktLMz2kExeNRllZWUkFHO3t7Vit1kwPS3wiCTTEhRePx1MH8o7TpKTm9/s7bki1sLCARqOho6OD8vJyCTDEax2XvLx161amhyJOmMvlYn5+nsPDQ5qammhqapIU1A+gKApra2vMzc1RVlZGd3f3hUhJi0QirKyssLq6isViob29naKiokwPS3wkCTTEhWa325mYmCAnJ4e+vr5zW2LwJCiKkjrYG4/HaW9vP7c14UX67OzssLq6ys2bNzM9FHFKnE4ns7Oz+Hw+Wltbqa+vP/fpQOkUDAaZmZlhf3+fjo4OGhoaLsR1NhKJsLy8zOrqKlarlfb2djk0fgZJoCEupFAoxMzMDDabjc7OTurr6y/EhTtdHA4Hs7OzBIPB1MRBGu2J97G9vc3a2poEGhfMcafx2dlZotEo7e3tUsXvA9ntdiYnJ9FqtfT19V2YSXc4HGZ5eZm1tTVKSkro7OyUs5NniAQa4kJRFIWNjQ1mZ2cpKSmhu7tbyjF+AJfLxezsLEdHRzQ3N9PY2ChpZuKDbG1tsbGxweeff57poYgMOK6uND8/L6mWHyEej7O0tMTy8nKq98ZFuQaHQiEWFxfZ2NigpqaGtrY2uX+fARJoiIyLxWJEIhHC4fArH2OxWOoRj8dT/51IJFAUJfWA5M1LrVanHhqNBrVajVarRa/Xo9PpSCQS7O7uEo1G6ejooKamRlbh35PP52N2dha73U5jYyPNzc3o9fpMD0ucQZubm2xtbXHjxo1MD0Vk0MvFI3Jzc+ns7JRKQx/A6/UyPj5OMBikr6+PsrKyTA/p1Ph8Pubn57HZbDQ0NNDS0iL3oywmgYY4UdFolGAwSCAQIBgMfusRDoeJx+MA5OTkoNfrUx+1Wm3qodFoUh81Gg0qlSq1Anb834lEIvWIx+MkEglisRihUAin04nX6yUnJweVSkU4HEZRFAwGA7m5uZhMptSjoKDgQhy4ex/hcJjFxUXW19epqamhvb1dfjbik0igIV4Wi8VYWVlheXkZq9VKZ2enzB/ek6IorK+vMzs7S3l5Od3d3Requpfb7WZmZoajoyNaW1tpaGiQsz9ZSAIN8clisRh+vx+/34/P53vlYzgcRqvVYjQaX/swGAzk5OSg0+lOZOv84OCA8fFxdDod/f39qcPeiqIQCoUIBoP4/X68Xm/q4ff7MRgMFBUVYbFYKCoqwmw2X6jdj3g8zurqKouLi3LzF2m1sbHBzs4O169fz/RQRBaJRCIsLCywvr5ObW0tbW1tsqjxnoLBIFNTUzidTrq6ui7c2Zfjsz/hcJjOzk4pSpJlJNAQ7y2RSOD3+/F4PKnH8cRcq9WSl5dHfn7+tz5mYkszGo0yMzPD9vY2HR0dNDY2vveFJxaL4Xa7OTw8xOVy4XQ6ASgpKaG0tJSysrJzewM8zp+em5tDr9fT1dVFSUlJpoclzpH19XX29va4du1apocistBxmqbD4aClpYWmpiZZpX5Pu7u7TE5OUlBQQF9fH3l5eZke0qk5vnfNzs5iNBrp7u6WkrhZQgIN8VrxeJyjoyPcbjdut5ujoyN8Ph8qlSqVXnT8saCgIJWSlA1sNhsTExOYTCb6+/vJzc39pOdTFAW3243dbmd/fx+3243VaqWqqorKyspzkxvqcDiYmZkhEonQ0dEhq0LiRKyuruJwOPjss88yPRSRxQ4ODpiZmSEUCskq9Qd4ubN4e3s7jY2NF2o3PhaLsby8zPLyMhUVFXR2dsqB8QyTQEOQSCS+FVR4PB50Oh1msxmz2UxhYSEFBQXk5eVl7cU+HA4zNTWF3W6nu7v7xLaPQ6EQOzs77OzscHR0REVFBQ0NDRQVFWXtz+ZtfD4f09PTOJ1OWltbaWxslBVEcWJWVlZwOp1cuXIl00MRWU5RFHZ2dpidnUWv19Pd3S0Hxt+T0+lkfHwcjUZDf38/ZrP5W58Tj8dfOT8ZCoWIRCJEo1EikQiRSIR4PJ56HJ9/PPbNs5LHZyi/ebZSp9N96wymXq/HYDCg1+tP5L4ZDAaZnZ1lb28vtTN2UapzZRsJNC6gSCSSSgk6PDzE7XajVqtTQcXxw2g0nomJ8/GW6fT0NFarld7e3lNLbfL5fKyvr7O5uYnRaKS5uZmqqqozsYIUjUZZWFhgbW2N2tpa2tvbL9RBQpEZy8vLuFwuLl++nOmhiDMiHo+zsrLC0tISxcXFdHV1kZ+fn+lhZb14PM7i4mJqdd9iseDz+fB6vfh8PsLhMGq1GqPRSG5u7itBwPHjOHg4ruSoVqtRqVSvVHw8/nhcHfLlKpHxeDwVtHyzumQsFkOtVmMwGL51fjMvL4+8vDxyc3M/aR5yeHjI1NRU6vxGVVXVmZjXnCcSaFwAwWAQh8PB4eEhh4eHeL1e8vLyKCoqSj1MJtOZfPMFg0EmJiZwu9309vZSWVmZkXHEYjG2t7dZWlpCpVLR1taWtQGHoihsbm4yOztLQUEBPT098n4Vr5VIJL41SYhGo9+aSMRisVdKTr+p7LRarcbj8RCNRqmtrUWn06HT6V5Z9czJyZEdNfFa4XCY+fl5tra2aGxspLW1VVapX8Pv96cWEo/v+SqVCrVaTUVFBSUlJeTn56eCi0zd+4+rQr6uIqXf7ycQCKBSqcjNzX3l3Odx2rZOp3uv73O8GDkzM4PJZKK3t1ca/p0iCTTOoeNyrg6Hg4ODAwKBAGaz+ZXA4qwfZn65rF9lZSVdXV1ZcVYikUiwtbXF4uIiGo2Gnp6erDpM7XQ6mZqaIhqN0tXVRUVFxZkMMEV6RCIRfD5fKn3idWkUABqN5pXVzpfLTR9/PF7pfDmVAr5e6TwuPe10OolEIhQWFhKNRl95HH8/nU6HwWBIPXJzc8nNzU2tcBoMBnndXmBut5upqSn8fj9dXV0X/vxGPB7H6XSyv7/P/v4+gUAgVTHxuHqiXq9neXmZxcVF6uvr6ejoyPqAPpFIEAgEvlXR0uv1EgqFMBgMqXOix4/8/Pw3/rui0Sjz8/NsbGxIoHqKJNA4B6LRKAcHBxwcHOBwOPB6vRQWFlJcXExxcTFWq/W9I/+zwOfzvdKoqLS0NNND+pZEIsHq6ioLCwupDuSfeij9UwQCAWZnZ7HZbLS2tkollwtEURQCgQAejwefz/fKIxKJkJOTQ15e3mvLTx8HF+l8rczPzxMMBhkYGPjW3x3voIRCIUKhEOFwOBUAHU84QqEQarWavLy8VwpTmEwm8vLysnIXUaTf8fmNmZkZjEYjPT09WCyWTA/r1CiKgsPhYGdnh729PbRaLWVlZZSWllJcXPzGe77X62VsbIxIJMLAwABWq/WUR54ekUjkleqXx/8dj8cpKCjAbDZjsVgwm82YTKZXrgtHR0dMTEwQCoXo6emRzvQnTAKNM0hRFLxeL/v7+9jtdpxOJ7m5uZSUlFBSUoLVaj2XufaKorC6usrc3Bx1dXV0dHRk/WpEKBRKHUjr7u6mtrb2VC9o8XicpaUllpeXqayspKOjQypwnGOJRAKv18vR0dErj3g8jslkIj8//1uP016EmJ2dJRqN0tfX91Fff3yA9bjU9ss9cADy8/MpLCx8pZCFBNXnVywWY2lpiZWVFaqqqujs7DyX979joVCIjY0N1tfXURSFqqoqqqqqsFgs731vURSFlZUV5ufnz8y99H0cL6ocF7Y5fiQSCQoLC7FYLKmdHqPRmEohtlgs9PT0XKhywKdJAo0zIhqN4nA4UsFFNBpN9XUoLS09928Qv9/P2NhYaiX0rFUe2d/fZ3x8nIKCAgYHB0/lRmiz2ZiamkKv19PT0yM1xc+hcDicysM+LuygUqkoLCxMPV63opdJMzMzxONxent70/q8iqKkmm++PMmIRqOvrHBardasrp4nPo7f72dmZgaHw0F7ezsNDQ1Z85pPB7fbzdLSEjabjeLiYhoaGigtLf2kf6PP52NsbIxQKHQm76vvQ1EUfD4fbrcbl8uFy+Xi6OgIg8GA1WqloKAAl8uF3W6nra2Npqamc/W6yQYSaGSxSCTC1tYWNpsNp9NJXl5eamvUarVeiFW647MYMzMz1NTU0NXVdWZXXiKRCJOTkzidToaGhk5syzoQCKS6xHZ2dlJXVyeTqnPC7/dzcHCQOujp9/sxmUyv5GLn5+dn9e97enoagO7u7hP/Xt9c4TyeaOh0OqxWK1arleLi4jNbDEN8m8PhYHJyErVaTW9v75lNDTrmcrlYWFjg4OCA2tpampqa0rqw+HKmwFm/x76vWCyWqrzpdDpxuVypv7NYLNy4cSODozt/JNDIUjs7OwwPD5OXl0djYyPl5eUZzfHPhEAgwNjYGH6/n4GBgaw6VP2xFEVhbW2N2dnZD+5Y/i7HJSAXFxcvRArBRRAOh1NnrxwOB8FgEIvFQnFx8SuHPM+SyclJNBoNXV1dGfn+8Xgct9v9SsCmVquxWq0XZof4vEskEqysrLCwsHBmr4XHOzR2u52GhgaamppOtIjLWc8a+BTHvcQODg5QFAWdTkd1dfW5OtuaSRJoZJlIJMLU1BQ2m41YLMb169fPxQT7QyiKwsbGBjMzM1RVVdHV1XXu3vCHh4c8f/6ciooKenp6Pnmr1m63pyZwfX19kiZ1RiUSCVwuFzabDbvdjsfjoaCg4JXzV2d9tXFiYgKdTkdnZ2emhwJ8Pck4DuaOz7wdBx3FxcVn/md+Ub28u9vV1XXqZ+Q+RjQaZXFxkbW1Naqrq2lvbz+1KpEvL4TV1dXR2dl5ITInXqYoCo8fP8ZisWTNNeqsk0AjizgcDkZHRykoKEjd/H74wx9melinKhgMMj4+jsfjYWBgICsrSqVLIBDg6dOn5OXlcenSpY+azASDQaanp7Hb7ecyL/kiiEQi2O32VGlKlUqVSpEsKSk5cyux7zI2NobRaKS9vT3TQ3mtaDSK0+nEbrdjt9sJBAIUFxdTUVFBeXm5FFM4g2w2G5OTkxgMBvr6+igsLMz0kF7LbrczPj5Obm4u3d3dr+3mfRp8Ph+jo6NEo1EGBwcvVDUvSKarPXr0iO985zvyfk8DCTSyQDweZ3Z2lo2NjdSqy5/+6Z9SV1f30ZVZzhpFUdja2mJqaiq1yn/edjFeJxKJ8OLFC+LxONeuXfugBkRra2vMzc1RXl5OV1fXme+NcpEEg0H29vbY3d3l8PAQk8lEWVkZ5eXlH1Q95iwaHR0lLy+Ptra2TA/lvfj9fmw2G3t7exweHlJYWEh5eTkVFRVytuMMicViLC4usrq6Sl1dHe3t7Vlzj4lGo0xPT7O7u0tXV1dWnKtLJBKpvhvNzc20trZeqEWsFy9eoNPp6O/vz/RQzjwJNDLM4/EwPDyMRqPh0qVL5Ofns76+zsTEBD/4wQ/OXP71xwiFQkxMTOByuejv76e8vDzTQzpV8XicFy9eEA6HuX79+jtvfh6Ph/HxccLhcNb2ERHfFgwG2d3dZXd3F5fLhdVqTa2SX6TzVyMjI5hMJlpbWzM9lA8WDofZ399PpbYZDAYqKyupqqqioKAg45ND8W5er5fJyUl8Ph+9vb1UVFRkdDxut5sXL16Ql5dHf39/1l0Ljo6OGBkZQa1WMzg4eGHmdj6fj7t373L79u0L828+KRJoZIiiKGxubjI1NUVjYyPt7e2p1YJf//rXKIrCd77znQyP8uTZbDbGxsYoLi6mr6/vQgRWr/M+wUY8HmdhYYHV1VXpanpGhEIhdnZ22NnZwe12Y7VaqayspKKi4sLuQL148QKLxUJzc3Omh/JJ4vE4drudnZ0dbDYbRqMx1dPAZDJlenjiLY530KenpykpKaGnp+fU348vV1RsbW2lpaUlawPVeDzO/Pw8a2trtLe309TUlLVjTaeJiQnC4TBXrlzJ9FDONAk0MiAajTIxMcHBwQGDg4OvrEjHYjH+9E//lO7ubpqamjI4ypMVi8WYnp5mZ2eH3t5eqqurL8SF622Og41IJML169dfCSIcDkfqEG1/f3/W5hiL5Gt7b2+Pra0tDg4OsFqtVFVVUVFRce7OW3yM58+fY7Vaz9X1LRaLsb+/z87ODvv7++Tn51NdXU11dbXkeGexcDjM1NQUdrv9VA+LJxIJxsfHsdvtDA0NnZkKT06nk9HRUYxGI4ODg1m3+5JuwWCQX/7yl7Kr8Ykk0Dhlbreb4eFhcnNzGRwc/NYqysLCAvPz8/zoRz86t/mQh4eHjI6OYjAYLsTF6kPE43GePHmCTqfj8uXLqYBsd3c37eVwRfooioLD4WBra4u9vT1yc3OpqamRieZrPHv2jJKSEhobGzM9lBMRjUbZ29tje3ubg4MDSkpKqK2tpby8/MJV8Dkrjg+L5+bm0t/fT35+/ol9r0gkwvPnz4nFYly9evXM7WzGYjFmZmbY3t6mu7v7TFTy+hQTExNEIhEuX76c6aGcWRJonJKXy8a9bZv0F7/4BTqdjjt37pz+IE9YIpFgYWGBlZWVC7X9+qEikQgPHz7EYDDg8XiwWCz09vZKQJaFAoEAGxsbbG5uoigK1dXV1NTUSL7+Wzx58oSKigrq6+szPZQTFwwG2draYnNzk0gkQlVVFbW1tZjNZnl9ZJloNMr8/DwbGxu0trbS3Nyc9sU+v9/PkydPKCgoYHBw8Eynvu7v7zM+Po7ZbKa/v//c7tYGAgF+9atfya7GJ5BA4xTEYjHGx8ff2RE6Eonw05/+lMHBQWpqak55lCfL6/UyOjpKPB7n0qVLkvrzFqFQiLGxMex2O5WVlQwNDcmkJIskEglsNhvr6+scHBxQVlZGXV0dZWVl8nt6D48fP6aqqoq6urpMD+XUKIrC4eEhW1tb7OzsYDQaqauro6am5sKeS8tWh4eHjI+Po1Kp6O/vT1tpV4/Hk3rtd3d3n4trRSQSYXx8nMPDw2+lgZ8nExMTRKNRhoaGMj2UM+l9Y4OzG3ZnmM/nS5VJu3379lu3SRcXF1GpVFRVVZ3iCE/Wywfe6uvr6ejokPSBN1AUhe3tbaampigtLeX69es8e/YMm82W8cooIvle3tjYYGtrC41GQ11dHQMDA5Ia9YEURTkXk6wPoVKpsFqtWK1Wuru72dvbY319nbm5Oaqqqqivr79wvQqyVVFREXfu3GFpaYlHjx7R2NhIW1vbJ9233G43T548oaGhgba2tnPz+tfr9Vy+fJnNzU2eP39+bpv8tbS08Ktf/Qqfz3eiaXUXnQQaH8FmszEyMpJ6871rG3Zvb4/CwsJzczbjeGXe6/Xy2WefXbgO5x8iGAwyOTmZKvFbWVkJwMDAAKOjo9y8eVN2CTNAURT29/dZXV3F6XRSXl7O4OAgJSUl52aycNoSicS5ucZ9DK1WS01NDTU1NRwdHbG+vs6jR4/Iz8+noaGBqqqqM51Scx6o1Wra2tooLy9nbGwMm83G4ODgRzXQc7lcPHnyJJWOdd6oVCrq6uqwWq2MjIzw4MEDLl26dK7uV7m5uVRWVrK6ukpvb2+mh3NuSerUB1AUhYWFBZaXlxkYGHivHYrjalN9fX3nInf5uGxtaWkpvb29WdMYKdu8XGaxrKyMnp6eb6VSzM3NsbOzw61btyTN4pREo1E2NzdZW1sjFovR0NBAXV3dmTu4mY0ePHhAU1PTudq5/VTRaJTt7W3W19cJBALU1tbS2NhIXl5epod24SUSCZaWllhaWqKpqYm2trb3DpQ9Hg9fffUVbW1t56rK2pu8fA6zs7OThoaGc7Mg43a7+eqrr/je974n9+EPJKlTaRaNRhkdHcXr9XLr1q33Drg2NjYAqK2tPcnhnbh4PM7MzAxbW1v09vaeu7Mm6RQMBpmYmMDtdjMwMPDG9Kj29naOjo4YGxvjypUr5+bCnY28Xi+rq6tsbW1RWFhIe3s7lZWVF3oFPt0SiYS8hr9Bp9PR0NBAfX09LpeL1dVVfv3rX1NWVkZTUxNFRUXyM8uQ1+1uDAwMvHN3w+fz8fjxY5qami5EkAHJn1VHRwclJSWMjo6yv7/PwMDAuVigMZvNWCwW1tfXz2Sz0bNAdjTeQyAQ4NmzZ+Tk5HD58uUPWsW/e/cu8Xic7373uyc4wpPl9XoZHh5GrVanupyLb3v5LEZ5eTnd3d3vXCGJRCLcu3fvQt20TouiKBwcHLC0tITT6aSqqoqGhgbJmT8hd+/epaOjg/Ly8kwPJasFg0FWV1dZX18nPz+fpqYmCXozLJFIsLi4yPLyMs3NzbS2tr729xEMBnn48CGVlZV0dXVdyCDxuF+Yw+FgYGDgXLzfbTYb4+PjfO9735P34QeQHY00OTw85Pnz51RUVNDT0/NBL8JEIoHX66WlpeUER3hyFEVhY2OD6elpGhoa6OjokDfhG0QikVSzxrftYnyTXq9naGiIx48fU1RUJJPgNEgkEuzt7bG0tEQgEKCxsfG1vW1Eel3Ew+Afw2g00tXVRVtbG5ubm8zPzzMzM0NjYyN1dXWSvpEBarWa9vb21O7G3t7et84jRKNRnj59SklJyYUNMiC5Szc0NMTW1hYjIyNUV1fT3d19pg+Kl5WVodVq2d3dpbq6OtPDOXck0HiLra0tJiYm6Ozs/KgmVAcHByiKQkNDwwmM7mS9XN7uypUr57a8XTrY7XZGR0exWCx8+eWXH1x3vKioiNbWVoaHh7lz546ce/lIsViMzc1NVlZWUBSF5uZmamtr5QDuKZHUqQ+j1WppbGykoaEBm83G8vIyi4uL1NfX09TUJIFxBpjNZm7fvs38/DwPHjxINVNVFIXh4WFycnLo6+uT1zlQU1NDUVERIyMj3L9/n6GhoTOb8aJSqaivr2d9fV0CjRMgd+DXUBSF+fl5VldXP2mSvbm5iU6nO3M3DKfTycjICAUFBXzxxRfntmHPp4rFYszOzrK1tfXJnVRbWlo4ODhgYmKCS5cuyY3sA0QiEdbW1lhdXcVoNNLR0SGpKBmgKIr8zD+CSqWioqKCiooKnE4nS0tL/PKXv6S2tpbm5mZp6HnK1Go1nZ2dlJWVMTo6is1mw2AwEAwGuXnzprzGX5KXl8fnn3+eCsx6enrObEfxmpoa5ubmpNTtCZBA4xsSiQRjY2McHh5y69YtTCbTRz+X0+k8Uw3sXs5TPW+VJdLN5XIxMjJCTk4Od+7c+eQqMiqVisHBQe7evcvOzs6FXlUJOAN4d7xocjRo9MmHElcwWo3ojDpU6uRrMhwOs7KywtraGmazmUuXLkl52gyS1KlPd9yT4+joiKWlJX71q19RVVVFS0vLJ92LxIezWq3cuXOHx48fs729TU9Pj+w2v8ZxYFZcXMzo6CgOh4O+vr4z97PKycmhoqKCjY0Nurq6Mj2cc0UCjZdEo1FevHhBJBLh5s2bn7QTkUgkCIVCtLW1pXGEJycQCDAyMpL6t5+lAOk0vRyMtbW10dzcnLbJlcFgoK+vj/HxcaxW64VsGBePxhn/H8bZebaDSq1CrVWj0qhQa9SodWrUWjU6sw6lUSFaFqWoqIirV69itVozPfQLT1Kn0qewsJChoSF8Ph9LS0vcu3eP8vJy2trazmx6ylnkdrvxer10dHQwPz+Py+WSsu5vUFpayp07dxgdHeXevXsMDQ2duTOHdXV1DA8P097efqbPnGQb2QP810KhEI8ePQLgxo0bn5zutLOzA3AmVqb39va4d+8eJpOJ27dvS5DxBoFAgEePHrG7u8vNmzdpaWlJ+8SqsrKSsrIyxsfHeY+CcOfOys9X2H6yTUFNAZZGCzmFORxtHOFadaHOUxNrjhEYCBCKh+ip7+H69esSZGQJSZ1Kv/z8fAYGBvjud79LTk4O9+/fZ3h4GK/Xm+mhnXvBYJDh4WF6enpobW3liy++IBKJcPfuXQ4ODjI9vKxkMBi4du0a9fX1PHr0iOXl5TN1HysuLkar1bK/v5/poZwrclcgWRf74cOHmEwmrl69mpbVit3dXfR6fVYfRE0kEkxPTzM6OkpfXx/9/f1ZPd5M2tnZ4e7duxQUFHDr1q0TDcZ6e3vxeDypHiwXhXPJyfy/nMdgMZBjykGtU+OYcaAyqCj5yyXEPo+hLlQT/WWUjuoO6rrrMj1k8ZKL3hn8JBmNRnp7e/nud7+LTqfj3r17jIyM4PP5Mj20cykej6eqTdbVJa8zRqORq1ev0tzczNOnT5mbmyORSGR4pNlHpVLR0tLC9evXWV1d5dmzZ4TD4UwP672oVCqqq6vZ3t7O9FDOlQt/V3C73am62IODg2m7Ubrd7qze4g4EAjx8+JCDgwNu374t3XzfIBaLMTY2xsTEBAMDA/T19Z14MKbT6RgYGGB6ehq/33+i3ytb+B1+Rv6bEVyrLhLRBN5dLxuPNzBcNVD47xWCCXIXcgn8cYCa9hqav9ec6SGLb5BA4+QZjUb6+vr48ssvUavV3L17l7GxsQtznTgtU1NTAPT09Lzy5yqVisbGRm7dusXu7i6PHj0iEAhkYohZr6ioiC+++CL1OnU4HJke0nuprq5mf3+faDSa6aGcGxf6ruB0Onn06BEtLS1pr4sdDoeztiTscaqU2Wzm5s2bUmHhDY6Ojrh//z5+v58vvviCysrKU/vepaWl1NTUMDY2dqa2nj+Goigs/OECjjkHSkLBveXGl+fD/DfN5DTnEP11FN8f+XA8cpBbkksimmDhXy0w9y/nmPonU9in7RxtHRH2hFES5/tnla0URZFA4xTl5eUxMDDAF198QSKR4Ne//jUTExOEQqFMD+3M29jYYG9vjytXrrwxT7+goIDbt29jMpm4d+8eu7u7pzzKs0Gn03H58mXa2tp49uwZ8/PzWX8/M5lM5Ofns7e3l+mhnBsXNk/G4XDw7Nkzurq60t7nwuVyoShK1u0SJBIJZmZm2NzcpL+/P+vGly0URWF1dZW5uTlaWlpobW3NyCHXrq4u7t69y/r6+pnsxfK+7FN2Nh5uYKo2oWnWEKuJEffFMW4Y6ftBH1wG+7Sd9bvrOBedBF1Btp5uEQ1E0eg1zP/RPNocLVqDFk2OhvyyfApqC8grziPsDVMxUEF+eT56k14OK5+Q48mDBBqnKz8/n0uXLtHa2srs7Cy//OUvaW5uprm5WdJgP4LP52NqaoorV668sxiHVqulv7+fkpISxsbGcDgcZ75x3UlQqVQ0NDRQVFTE8PAwTqeTS5cuZXXZ/+rqanZ2dqitrc30UM6FC3klstlsDA8P09vbeyIvpN3dXdRqdVbVP/f7/QwPD6MoCrdv35ZdjDeIRCKMjo7i8Xi4du1aRg8aa7Va+vr6ePHiBeXl5eeyClXYE2byf5kkXhxH+5mWhCpBYiJBzlEO1//+dUwVJqKBKPN/OE/IHaLudh0qlYq90T1iwRiGQgNFzUVEg1H2RpIrUIGDALZxGxFfBK1Ry8K/WkCfp8dgNmBuMNP2ozYKqrM3rfEsOs5Vl0AjM0wmE5999hlOp5PZ2VnW19dpa2ujrq5OfifvKZFIMDIyQn19/QdlI1RVVWE2mxkZGeHBgwcMDQ1JKeLXKCws5NatW0xMTKSqUhUXF2d6WK9VWVnJ3Nwc0WhUKoylwYULNHZ3dxkdHWVwcPDEUmEODw+zKlrf3d1lfHyc6upqurq6ZMXlDQ4PDxkeHsZsNnPnzh30en2mh0RpaSnl5eWpVbZsFQ1E8dl8KAmFRDyBElfQ5eow15tTnxNwBvDuelGpVanH2B+M4anxoC3WwgoklhPEvDEG/tcDmCpMybSqP15gf2Ifa5sVlUpF8DBI2JM8XFjcnrxR7Y8nq4SYG8yY68wk4gk2H24SC8WwNFqIh+McbR7hXHJS0lkigUaaSaCRHaxWK59//jk2m43Z2VlWVlbo7OykoqJCdvPeYWFhgXg8TkdHxwd/7cuN6+7fv09PT0/qELn4mk6n49KlS6yvr/P06VNaW1tPpHrjp8rLyyM/Px+73S6ZH2lwoQKNnZ0dxsbGGBoaory8/MS+j9/vz4r60fF4nNnZWTY3NxkYGDjVMwZnycupUh0dHTQ2NmbVha+7u5tf/epX7O3tUVFRkenhfIuiKMz+/iwrv1hBiSsoioKSUDBVmPjyv/gSfZ6eRDzBxD+eYPvJNqhAlatC06dB1aoiOhrF+4deiCSfz9JkYeafz7D4J4soikLIHSIaiuJadqHWqfHuJkt75pXm4bf7iQaiJOLJia65zgzA5sNNAKytVnJMOSh5Ct5dL3U366i5XnPqP6PzTgKN7HHcabysrIzNzU0mJydZXl6mp6cnK+5L2ejw8JCVlRVu3rz50QtxLzeuGxkZwel00tvbKyls33CcSmWxWHjx4gWHh4cMDg5mxcLey8rLy7HZbBJopMGFuSvs7u4yNjbG5cuXTzTIgGT6TaYv6IFAgK+++gqn08mdO3ckyHiD4yaNKysrXL9+naampqwKMiDZsbS7u5vJycmsrIRxMHfA6q9W0efrKawrpLC2kFgoRllvGbrc5Lbz1uMtdp7uYKo1kX87H92PdMTCMTz/o4cCTwHFjV9voUd8ERKxBH67H+eCk4KqAgb/3UGaf9BMYW0hBnNyt9Bv9+OYdeDZ8ZBTmIPBYsA+Y2f93nrquY4/17XqorC2kJ5/sweNTnb00u34jEa2vXcuMrVaTX19Pd/97ncpLS3l0aNHjI6OyoHxb4hGo4yMjNDe3p6WsuXHjev8fj8PHz6UEsRvYDabuX37NiqVinv37nF4eJjpIb2ivLwcu92e9YfXz4ILEWjYbDZGR0e5dOkSZWVlJ/q9QqEQiqKc+Pd5m/39/VeqSuXl5WVsLNnM7XZz7949EokEd+7coaioKNNDeqOamhry8/OZm5vL9FBeEQvHmP39WaLBKPll+WhztHh3vVgaLbT/djsqlYqAM8DsH8yiadYQuRohXhjH83se/D/1U95WTq419+uJqlpFSUcJpgoTsXCM8oFybvzvbtD5lzpp+602YuEYepOe2pu1lPeXo9apKW4vpv232xn4dwdo+E4Dpd1f51fvPN9h/d46iXgCg8WAb8+Hz+YjHo1n6kd2LsXjcVQqlQQaWUir1dLe3s6XX35JIpHgl7/8JYuLi8Tj8h4AmJ6eJjc3l6amprQ9p9Fo5MaNG5SUlHD//n2pSvUGer2eK1eu0NjYyOPHj1lZWcmaif3xYnG2BUBn0bnf07Pb7QwPDzM4OHgqaSfHHSUzcRhMURTm5+dZWVmhv7//THQlzwRFUVhfX2dmZiZrc0S/SaVS0dfXx71796iurs6aoGjxTxbZG91LpTGFjkIkogmqrlQR8UeI+CKM/9E4wfYgGrMG7ZIW34iP+EEcXZ4OtVZNLBzDueAEoOZGMq3J7/CjNWjp/qvd6PP0KIlketbR+hEl3SWoNWpQQW5xLt2/203tjWRRh/k/nGf1F6tUDlUS8UfwbHmI+CL49nzEI3Hs03b0+Xr0+XpKOkqwNFowVZmSOyWF2XOu6qyR0rbZLzc3l6GhIZxOJ1NTU2xsbNDV1XWhz2/s7u6yt7fHF198kfafgVqtpru7m6KiIsbGxnA6nXR1dcn75BtUKhXNzc1YLJZUVaqBgYGMH8JWqVSUlJTgcDgyWhTmPDjXgYbD4eD58+f09/efWuqQy+VCq9We+sUkHA4zMjJCMBjk1q1bWd0sMJNisRgTExM4HA6uXr2atVUvXic/P5/W1lbGx8e5c+dOxm9YPpuP1V+sEnKHCLm/TsfIr8hn+afLLP9yGbpAXa9Gs6JBeaEQiUXQ5ekozC1M9sxYd6MkFFQaFUpcSZ2t0Bq0VA5VcjB/wNHmETvPdziYPyAWieHf96PL0+Fec9P0G03UXEsGJ84lJwt/vECuNTcVTBzMHQBQMVhBTkEOEV+E3eHk6qJ/38/qr1dRa9QUtxVz+x/cTgYw4oMpipLx16N4P1arldu3b6fOb6ytrdHT03Ph7hnBYJDx8XH6+vpOtKJfZWUlBQUFDA8P89VXX3H58uVzWUHwU1mtVu7cucPo6Cj379/n8uXLaUll+xTFxcXs7OxkdAznwbkNNFwuF8+fP6e3t/dUV/b9fv+pH2o6PDzkxYsXFBUVcfny5YyvBGQrv9/Pixcv0Gq13LlzJ6sqg72v5uZmdnZ2WFpaoq2tLWPjUBSF+T+ax7XmoqC6AJVGxdHGUfLv4go5l3KI1keJ2+JUeCvo+utdyWZ6CsRCMeKROGqtmsBBgMn/eTIZPOTqiIfjJOIJYqEYtnEbjjkHEV8EjU5DxJc8Le5cTO5+lPaU0vWXu1CpVcQjcab+yRQ+m4+SjhIS8URql8RYZCSnIAcgFWQcBx6JWAL7tJ2CmgJU6jevaCbiCQlC3kJ2NM4WlUpFXV0dlZWVLCws8ODBAxobG2ltbb0Qh5cVRWFsbIzy8vJTOeybn5/PzZs3mZqa4t69e1y6dClrG/pmUk5ODlevXmVxcZGHDx/S3d1NXV1dxnbcrFYrU1NTxONxqdb5Cc7lFcXn8/H06VPa29tPveFKMBg8tdUKRVFYW1tjdnY2K6slZZPjFLrq6mq6u7vP7KRIrVbT39/Po0ePqKyszFi9dvu0nc2vNiluL8ZoMRINRjnaOEJTpsH4YyMxbYz40zh56jz6/vd95JhyvvUciqKw8XADz5aH2pu1qDVq3Btu3Gtu9Hl6Kocqk59zf4N4OE71tWoS0QTeXS+JeILqq9XkFid71ai1avS5egprCpOVqIJRov4oqECfr8dv9+NedwOQa81NBR6Hy4dY26zJgOUN752gK8iz/9szTFUmynrKsLZZMVpkRfJlEmicTTqdju7ubmpqapiYmGB7e5uenp6srG6XTqurq/j9fi5fvnxq31Oj0dDf34/FYuH58+e0t7dnZfGRTFOpVLS1tVFUVMTIyAgul4ve3t6MTPTz8/PR6XS4XK4zlf2Qbc5doBEKhXjy5Am1tbVpPdz1viKRyKnk88ViMcbHx3E6nRlvLJfNFEVhaWmJxcVF+vr6qKk5+6VNLRYLdXV1TExMcOPGjVO/UcUjceb/5TzxcByjxYiiKOyM7mC8Y8TQa0Czp0G9pCa8F6blb7Ukz2GEYqh16ld2BQ7mDlj79RqmKhNqjZpEPIF7zQ1AxVByomOfsgNgqjKhzdGi6BRioRh1t+vo/t3u1HOp1Cqu/yfXiQaiBA4CBJwB1n69hj5Xj9fmxb/vR2vUJv/eGWD93joqlYqCmgJ6/lpPqjrVNykJhZnfm8E2bsM+bWfl5ysYLUaMViPN32+mtLuUXGv2NObMFAk0zrbCwkJu3rzJ5uYmY2NjbG5u0tPTk1VNZ9PF4/EwNzfHtWvXMrL7X1dXR0FBAc+fP8ftdtPf338hdpE+VElJCbdv3+bFixeplLPTfj2qVCqKi4txOp0SaHyCc/XqjkajPHnyBKvVSmdnZ0bGEIvFTjzX1ev18vz5cwwGA7dv3z6TKUCnIRqNMjY2htvt5vPPP8dsNmd6SGnT3t7O3bt32dzcPPXGUMP/zTC2cRvBwyB+ux9do47Cv14IPoj8JELEG0GJK+hNemZ+b4bZfz4LQPW1avr/nf7U82w93iLkChH1J5v9BV1BILk74VpxgQqCh8k/yy/LJxaK4dv3kVeWR9df7nptKpMuV0dhbbLEbsXA16uyY//fMWb/xewrn6ugoMnRsPSnS7hWXZjrzZT2lL5S/nbzq03W765jbjBjKDSkGgECOGYd5JXmUdZTRs31GiqHLm4JaQk0zr7jdKry8nJmZ2f59a9/TWtrK83NzefmdxuPxxkZGaGxsTGji3MWi4Xbt28zPDzMw4cPuXLlilSHfI3j6l3T09Pcv3+foaEhSkpKTnUMFosFh8Nxqt/zvDk3gUY8Hk9Nvvv7+zOyHZlIJFAU5UTTWXZ2dhgfH6ehoYH29vZzcwNIt+NgzGg0Zk2X73TS6XT09vYyOjpKWVnZqQWbIXeIw6VDgodBtBYtxttG1OVqDDsG+u70of1ci2PGwcIfL5CIJpLN+mIJjraOqP+i/pXnavlhC0UtRcTDceKROH5HMr0pvzyfsCdM0BnEUGggHo0TPAwSj8RRqVW0/dU2TJXJ95htwkYimsBoNabOYnzzve+YdbDxYANznZm80uTNfP3eOiiQiCawz9rZGd4hx5TDtb93jfK+ZJ8dx5yD6X86jSZHk6pI5ZhJ3nByrbkUdxYTPAyy/NNljjaOKB8ov7DnOCTQOD9ycnIYGBigrq6O8fFxdnZ2Uik/Z938/DwqlYr29vZMDwWDwcD169dfmUTLuY1v02g09PX1YTabefbsGW1tbTQ3N5/aHM9sNrO0tISiKJLm9pHORaChKArj4+PEYjFu3LiRsRvecSOkk1iZSCQSzMzMsLW1dWqles+q/f19hoeHqa+vp7Oz89xeHMrLyykpKWF6epqhoaFT+Z6rv1zlaPuI8t8pJ1wdRmVXEf9VnMt/7zLF7cXEo3Hm/mCOWDhGaWfypuladVHcWkzz95tfeS5TpSkVMLyJklCIBqJEfMlSuWFvmNKu5PP69n2M/qNRvHtedEYdWqMWQ6GBwb81SHFrcps7Gogy/c+miQQiFNYlK5g45r4OFsz1ZgAO5g/Ir8jH0pCcTMWjcSb+8QTORSeJWAKfzUd+eX5qh6W0JzkGbY4WfYGe5h82X9ggAyTQOI+Kioq4c+cOS0tLPHr0iPr6etrb289smo/D4WBtbY3bt29nzWtVrVbT29tLYWGhnNt4h+OUsxcvXqRSzk4j9a2wsJBwOEwoFJJqYR8pO95tn2hpaYmDgwM+++yzjF4E/X4/QNpfjKFQiEePHnFwcMDt27clyHgDRVFYWVnhxYsX9PX10dX15gO+50VPTw92uz3Vv+UkeXe9LD9axvhbRqLlUXJXcgn8LEDd1Tqsbck0hK3HW+xP7qcm7NFglGgwStuP2z6qT4VKrUKfrye/PJ+i5iIqBirQ6DXJqlf/ch7vjpeSzhJMlSbikTieHQ8RTyT19b59H95dL0pcwTHjwDHnwL+ffJ+WdCe34APOAGqtmu6/2p06JL726zWcC07U2uQlMh6O49n2oNFryK/IJ+JPdi93rbmou1VH/Z36N/4bwp4wjjlHsurWOSWBxvmkVqtpa2vj1q1bHB4ecvfu3TOZRhKJRBgdHaWrqytjBTTepq6ujhs3brCyssLo6Kg0U3yD45SzSCTCw4cP8Xq9J/49tVotJpMJt9t94t/rvDqbSxMv2d3dZWlpic8//zzjZxWOA4103nAPDw95/vw5JSUl9PX1ndnVpJOWSCSYnJzEZrNx48aNc7HN/z4MBgOdnZ1MTEzw5ZdfntjrQ1EUxh6MkbiRIL4YJz4RJxANkF+eT+tvtqJSqZIVoh5sEI/Ek2csSJa6rbhUkWrEly62cRsbDzcorCtErVGjMqqIeCM0fNlAxeDXgbi53sz1v3cd766Xo62j5NkSZ5BELMHG/Q0AtEYtXX+li/KBZMrU0dYR8/9yHoPZQFlvGQCuNRfaHC35FfnEgjE8Ox7CR2GKO4rp+Ws9b9zNUBIKM/98ho0HG5R0ltDwRQPl/eVo9OerVGIikTj3Qf1FVlBQwM2bN1lbW+PZs2dUV1fT1dV1JkqpK4rC5OQkhYWF1NfXZ3o4b3Q8iX7+/DmPHj3iypUrGZ/TZKOcnByuXbvG3NwcDx48OJUMj8LCQo6OjmSR9yOd6Vmr2+1mdHSUS5cuZbyxCyRL26YryHi5e3VnZycNDQ1yI3+DcDjMixcviMVi3L59+8Jtb9bV1bG9vc38/Dzd3d3v/oIP5PV6GRsbI1gQpMpbRV5rHuouNWqtmrzSPPLL84HkYdKef6OH+tv1QPI1DMnJ/ssHrD9VLBRj7l/MEfaEMVWaSMSTJW/zSvPo+J2OV/phqFQqituLKW4vxr3uZvOrTYxFRhLRROrweXFbcfLrVCqiwSgv/l8v8O56U4FHNJAsldv1V7to/WEriViCw5VD7NN2ipqLMBa9+fW2+WiT1V+ukmPKYW9kj73RPYqaihj89wdTuz7nQSKRkDrz55xKpaKxsZHy8nImJib41a9+xcDAAGVlZZke2lttb2/jcDhOpPt3uhkMBm7cuMH4+DgPHjzgs88+y4q5TbZRq9V0dXVhNpsZHR2lsbGR9vb2E/v9mkwmPB7PiTz3RXBmA41QKJQ6GJQtUWY0Gk1LoBGPx5mcnGR/f//Mda8+bR6Ph2fPnmE2m7l69eqF3PFRqVT09fVx//59qqqq0raboygKy8vLLCwsUF9fT8eNjndOJouaiihqKkrL938TtVaN1qDFVGnCv5/smaHEFUq6Stif3Me750Wj11DcVpzaOUjEEsz+/izBwyCl3aWoVCpCRyH8+366/kpXKq1r7ddrOBedhD1hNu5voNFrSMQTNH2viabvNqW+f3FbMcVtb39ferY9zPzTGTQ6Teo8it/ux7nkxLfvO3eBRrZP4kR65ObmcvXqVTY3NxkeHqaqqiprdzcCgQCTk5NcunTpzOwOaDQaBgcHU03rLl26lDVznGxTVVWFyWRKlQq+dOnSiRR+yc/PZ3d3N+3Pe1GcyVlZIpFgeHgYq9VKc3Pzu7/glMRisU++2QYCAV68eIFKpbqQq/MfwmazMTIyQlNTE21tbRd6omMymWhpaWF8fDwthx2PdzEikQjXr1+nqOhkg4cPodaqufn3bxL1RwkeBhn970bZHd7FPmXnYO4ASJa51Zv0mOvMWBot2Kft2GfsFNYUJtO8EgrudTeN32mk+mo1kDzPsfzTZVRqFbpcHdFAlHgkjtFqJOQOsfV4i+KOYvJK897rtTb9v0zjWnelUrkSsQS+PR+N32uk6vLJdyM+TYqiyBmNC+S4FG5JSQljY2Pcu3ePgYGBrFoUUxSF0dFRqqurKS8vz/RwPshx0zqTycTIyMipV1o6SwoKCrh9+zajo6Pcv3+fK1eupH0XKD8/H5/PJ5WnPtKZDDTm5uaIRCJcvXo1q37p8Xj8k262DoeD4eFhKisr6e7ullSENzg+9D0/P8/AwABVVedr0vaxWlpa2NnZYWVlhZaWlo96jpdT9urr6+noePcuRrp497xoc7To8nRo9Jq3vrdVquQh8ZA7hG/PR0FVQaqC1fq9dQCKmouwTdhY+9UamhwNYU+YgCOQeo7ijmI6/mIy1UpJKMz9izm8O15Ke0pRqVWE3KHUmQ7Xqotn/49nGMwG8kryaPlhC6U9pW/tEG5uMGNaNGGftmMwG4gGohS1FtH9u93nrkLVp177xNmUm5vL9evXWV1d5enTp6d+zXibpaUlQqEQV69ezfRQPlplZSW5ubk8e/YMr9dLX19fVvxss41Op+PKlSupXaB0N+fNy8sjHo9L5amPdOYCjZ2dHdbX17l9+3bWpcl87I7GyxPnnp6eU2/AdpYoisLU1BS7u7sX6tD3+1Cr1fT39/P48WMqKys/uMxyKBRifHyco6MjPvvss1NtjOTZ9vDo//yIiD+CRq9BZ9ShUqswWo1YGizkFOaQU5BDeV85+vzk1riiKMz/0TyBg0Cq3Kx73Q2A0WKkoDrZOHN9Z51YOIalyYLf5ifij2AwG7A0WDBVJIOT6X86zcbDDUxVpmTgoSjYxm1AstGgNifZVXzn+Q6uFReHy4cYrUYqBito/o3mVJncl3X+pU7qbtWx9WSL9bvraPQaev9XvW8NTs4q2dG4uFQqFU1NTZSWlqZ2NwYHBzN6bXa73SwuLnLjxo2smyd8KLPZzO3bt3n27BlPnjzhypUr564vVDoc7wKZzWZGRkZwuVx0d3en5bqk0WgwGo0EAgEJND7CmXoHer1exsfHGRwcJD8/P9PD+ZaPKfEYi8UYHx/H6XTKxPkdYrEYIyMj+P1+bt26RW5ubqaHlHWKioqoqalhfHyc69evv3fga7PZGBsbo7i4mC+++OJUb2SKorD00yWOto4orC0kEU1gG7OhKAoanYbdgl1QJQOpS3/7Eo3faQTgaOOInec7yYaAm0focnWpQKO09+seHgBGq5HCmkIKawpxzDko6Sjhs7/zGQARX4SdFzv49nz49nyvjC2/PB9tTvIyufN8B4CKwQp0eToCjgBzfzBHTkFOKtBIxBKoNKrUzz2vNI/2H7fT+N1G3GtuSrs/rCFXIp5ApVZl1c7t60h5W2Eymfj8889ZXl7m0aNHtLa20tLScuqv3eP7REtLy7m5nx4fEh8ZGeHhw4dcu3ZN7n9vUFZW9kr1rsuXL6flfI7BYCAYDKZhhBfPmbkzxOPxVBO2bD0Y9aEXVJ/Px4MHDwiHw9y5c+fcXBRPwnEvkVgsxs2bN+Ui+xadnZ34fD62trbe+bmxWIyJiQlGRkbo7u5maGjo1FfLXCsuth5tUVBdgNFiJLc4N1WxquZGDWU9ZeRaczGYDZR0fr3LUlBTQOdf6qT5B83kl+WTiCYoqC7AYDbgmHZwsHDA0eYRQGqCH3QF0eg0tP+F9lQAsfqLVY42jihuL0ZrSP6ZLleX6s3hXndzsPD12Y+cghzUGjXxaBxLo4W6W1/vQM7/4TzP/u/P2BvbIxFLpP5cn6f/4CADYOGPFpj4xxOpRoHZSgINAcnFgNbWVm7cuMHm5iaPHz8+9cnZ7Owser3+o9NHs5VWq+XKlSuUlJTw4MED6evwFnl5eal5wr179zg8PPzk5zQajammzOLDnJkdjdnZWdRqNR0dHZkeylsdT5DexWazMTo6Sm1tLZ2dnXKTfguv18vTp08pKiqiv79fclTfQafT0dvby9jYGGVlZeTk5Lz289xuN8PDwxgMBr744ouMBG9KQmH+D+cJe8Opzt22iWTKkrU12QQwEU8QsAfo+Td6UqlOAGqNmrYftSWfR1GI+CI4Zh0ocQXvrhfXqgt3kZuIN4JjxoGiKCRiCVp+0JLqj+HZ9rD00yVyi3PJL88nvzw/lRbV8TsdBBwBdl7s4N3xosnRkFuSSzQYBSB8FGbg3xugoCqZouVccrL0kyUCzgDbT7Ypai6i4csGam/WflR5X9uEjYV/tUDQFcQ2bqP9t9upvVGbaiKYTaS8rXjZcU+Iqakp7t27R39//6ksEO7v77O1tcWdO3fO5T1VpVLR09NDbm4uX331FUNDQ2fuoPtp0Wq1DA4Osra2xuPHj+nq6qK+vv6jd9hkR+PjnYlAw2azsbm5mfUXj/d5ASuKwuLiIktLS/T391NdXX0KIzu7Dg4OeP78OQ0NDSdaJ/u8qaioYGtri+npaS5duvTK3ymKwtraGrOzs7S0tNDa2pqxn+vu8G7qwPVxA71j0WAUz7aHiD9CQU0BDd9teOPzqFQqckw5VH/26vspGozi3/fj2fbg2fLgXnfT9uO2VIPB+T+cf6VnRsQfIR6NJ89X3EzuVLT/hXZ2nu9gn7bjXHRytHlE0BmkfKCc2uu1AMQjcWZ+b4awJ0x5fzmxYCz1uaYq0ztL4X5TwBlg8n+eJBaKUdZbxtHGES/+ny/Yeb7D9f/4/VPiTksikcjK8qYic3Q6HYODg2xvb6eqP51kkZNwOMzY2Bg9PT0ffD7tLFGpVDQ3N2M0GhkeHqa7uzurGxFm0nHvl8LCQl68eIHL5froA/UGg0F2kT5S1gcaoVCIsbExent7s/7icTx5eZNoNMro6Cher5ebN29KI5532N7eZnx8XA7If6Senh5+/etfs7+/n2qqFY1GGRsbw+Vyce3aNaxWa8bGpygKW4+38O560eUly8miJKtB5Vpz0eXqCBwE0Og1NH2/KXWIev3BOt7tZIO+3OJccotzySvLe+2ugc6ow1xvfu1hbZVKhVqXbDromHWgUquIR+LU3qil5trXFUvUGjU112qouVZDPBpn7g/mWPrJEq5VF/f+wT1qbtTgmHNgG7dR1FyESqVCa9SiJBSsbdbXfu+3ScQSTP2TKVzLLkq6S1Br1JgbzNin7YTcIRLRRNZ1FpfUKfEm1dXVWCwWRkZGuH//PkNDQxQUFKT1eyiKwvj4eOqM2kVQVVWFwWDg2bNnBAIBOjo6sm4BIltYrVZu377N8PAwDx8+5MqVKx+8g6/T6YhGoyc0wvMtqwMNRVEYGxujtLT0TFw8NBoNiUTitX/n8Xh4/vw5+fn53Lp1S6pGvMNxo7grV65QWvrhue0imVPa1dXFxMQEX375JR6Ph5GREUwmE3fu3HljStVpOZg/YHdkl7K+MgyFBpSEwv7UPk3fbaLjLyZTJBVFIRaKpdKFIr4IC3+0gHPBmTxPoUqem+j6K120/mbrB4/h0t+6RPuP2zlcOeRg/oDDpUM6fqfjjelJSkLBueAkGoxS1FyEf9/PyD8awVBoIOgM4gg5KOsrI3gYJKcgh66/0pU6C/K+4pE4zkVn8t8ejKHP1+Pd8WK0GOn7t/uyLsgACTTE2+Xl5fH555+zsLDAgwcP0l5+dHNzE5fLxZdffnmhJttWq5WbN2/y9OlTgsEgAwMD8j58A6PRyI0bN1LpfENDQx80t9DpdMRisRMc4fmV1YHG5uYmHo+HL7/8MtNDeS86ne61gcbu7i5jY2M0NjZK+s87KIrC7Owsm5ub3LhxA7PZnOkhnWl1dXVsbW3x9OlT3G437e3tNDU1Zfw1qCgKKz9fIRqIprpye/e8mCpM1N35evdKpVKhM36dkrPxcAP3upvy/nLUWjXRQBTXqiv1HB9KpVKlzmbU3qglHo2/9TzF+v119qf2KWoqQpujpaCmANeqC7/dDyRTr7Yeb6HP19PxFzqwtnz4jpEuV8e1/+gac38wx+6LZMWtRDxB/9/o/+AUrNMigYZ4l+MzlkVFRYyOjuJ0Ounp6fnkVCqfz8fU1NSFLftqMplSwcbTp0+5cuXKmS/pe1LUajV9fX1YLBaeP3/+QZXRZEfj42XtnSEYDDI9PU1/f/+Zyf3V6/WvBBrHk+axsTEGBwdla/MdEokE4+Pj7OzscPPmTQky0iAWi6FWq1M39WzpLuu3+7FP20nEEtin7DhmHAQcARq/00iuNbmlHXQFiQaiqXTEsDfMys9XyDHlpHYcjraOKOksoepKepo2vi3IiAajLP7xIkpMQaVJ/gz3RvcAsDRaqL9TT3l/8qyHoijsjuwy+/uz+PZ9b3zON7E0Wrj6H13lyn94hYLqAupu1dH8veaP+BedjkQikRWvK5H9ysrKuHPnDh6Ph4cPH+Lzffj741gikWBkZIS6uroLvfN9XP5WURQeP35MJBLJ9JCyWm1tLZ9//jnr6+u8ePHivQIIrVYrgcZHysqw9zjfsrKyMpVbfhbo9frUpCgSiTA8PEwwGOTWrVuYTKZ3fPXFdly+2O/3c/PmTWmKkwYvp+u1tLSwurpKTU1NVqw855Xm0f/X+wm5QkQDUcLeMNFANLWbEQvFePIPnxA4CKA36ckvyyfsCXO4fEhucS5BVzDZWC+u0PyD5k9KJ4oGozhmHFjbrOSY3pxOpjVoqbtVx8b9DZyLThKxBBFv8oZeWJs8bxU6+rr8YTwSZ+r/N8XKz1fo/bd6U4fL32T5z5YxWo1UXqpEpVah1qip/byW0p5SlISSldWmjsmOhvgQRqORzz//nJmZGe7fv8/AwACVlZUf/DwLCwskEgk6OztPYJRni06n4+rVq4yMjPDVV19x7do1uY++hdls5s6dOwwPD/PgwQOuXLny1nmaVqslHo+f4gjPj6wMNI5TpoaGhjI9lA+Sk5ODoigcHR3x/PlzCgoKuHXr1pnZkcmUaDTKs2fPSCQSfP755xdy+zvdjg/SNzc309bWlux0bbOxvLxMa+uHn2VIN5VKRe2N2jf+/c6LHQ4WDpJBxWGQo40jErEEJZ0lxMNxwt4wsWCMks4SKoc+fILyss2vNpn8nybR5eoo7SmluL2YguqCb6UpqVQquv5yFy0/aGF/cp+FP17AZ/PhtyerWuWV5uFecwNQOVSJSqUitziXg/kDIv63rzAerhwy+/uzRPwRaq7X0P7b7RTWJIOXj00Le514JA6qt+/cfAwJNMSHUqvV9PT0YLVaGRsb4/Dw8INKvR8cHLCyssKtW7ektPK/ptFoGBoaYmJigocPH3L9+vWsbG6cLfR6PdeuXWNubo4HDx68NeB9V7Ef8WZZF2iEw2FmZmYYHBw8cxP04zf0w4cPM1429KwIhUI8ffqUnJwcrl69KrmlnyiRSDAzM8PW1haXL19O7QiqVCr6+/t5/Pgx5eXlaa/6kk7xaJzVX66i1qrJL0u+p1yrLvLK87jzn91Bm6Ml5A4ROAigNWg/adIc8UVY/rNllIQCKli/t87Kz1fILc6ltLOUiqEKSrtLU+lcAPp8PTXXa6i+Vs3B3AH2aTsbDzdwzDqA5O7G8fveteairLeM+tv1b/73RuLM/LMZgq4ghbWFrN1dY39yn/bfbv+oA+5v4t3z8uQfPiG/Ip/BvzmIwZy+AEb6aIiPVVlZSUFBAc+fP+fo6IihoaF3Fqo4ruDY2dmZ1deyTFCr1fT39zM7O5vqIi5pyG+mUqno7OzEbDYzNjaG2+2WNPc0y7pZ3czMDFar9cw1oUkkEmxubgLQ0dFBU1NThkeU/QKBAI8fP8ZisUi1jDQIhUK8ePGCWCzG7du3v1UOuqioiIaGBsbHx7l582bWXkhtYzacC85UA79ELEHEH6Hnuz2pg+HGIiPGog9LCwg4AzgXnFiaLOSV5qFSqVh/sI57zU1xRzEanQZDoYHtp9uEj8JEfBE2H29iLDKSV5JH24/bKOspQ5ebHINKpaKks4SSzhKaf9DM0p8usTu8i2fbg2PWgS5Ph1qrpuN3Ol450P5Nq79aZW90j6LmInRGHWU9ZdjGbGw/3ablh+93UPFdooEo4//9OIcrhxyuHBI+CnPpb19KNRv8VLKjIT7FcTXG0dFR7t+/z2efffbG8u+KojAxMYHJZKKh4c29dS4ylUpFV1cXer2eR48e8dlnn1FcnJ2FJLJFZWUlJpOJ58+f43a7uXTp0isBr+xofLysCjScTie7u7tnpsrUsZcneICs7L0Hn8/Ho0ePqKiooKenJ2snvWeFy+Xi2bNnlJSU0NfX98adofb2du7evcvKygrNzdl3uFhJKMz9wRy+fR8+29eHREu7S1/pbfExNu5vMP3PptHn6SmoLsBcb2ZvdA+9SZ/aFdl+ug1AxaUKckw5xCNxth5vcbh8yOHSIfkV+VRfq6bxO43klX4dyOWYcuj+3W46/1Intgkbq79YZX9yn8K6wrfuHLg33Mz/4TyBgwDFHcmJQMgVIqcgh46/8PWqWiKWIB6NvzVgeRMloTD9T6fZebFDcVsxKrUK+4ydJ//XJ1z69y9R3P7pE5B4PC7XPfFJtFotly9fZmlpiYcPH76xoe329jYOh4MvvvhC7hvv0NLSgl6v5+nTp9JF/D2YTCZu3brF2NgY9+/f5/Lly1gsFkACjU+RNUtQiUSCiYkJ2traPriRSiY5nU7u3btHbm4uN2/eRKPRfFIVjYvA4/Hw1VdfUV1dLUFGGmxvb/Po0SNaWloYHBx8a/qZRqNhYGCA+fn5rHydOpeceLY98NL1XJerw2g1vvWg9ruE3CHWfr2GLleH3qTHve5m6n+ZIhFPEAvG2J/a53D5MPX5x9/LNmYDoLSrlKKWIiL+CJP/02QqIPkmtVZN5aVKGr7TkKw8NbzL/f/8PiP/aATXmuuVz1USCgv/agHXSvLPNx9uJruJbx1R/0V9qlt5LBTj4f/pIff+s3vYJmwffLNb+/UaKz9fwVRpSqaa6TWY68y419wczB980HO9iexoiHRQqVS0tramzhnMzMy88nr3+/1MTk4yMDCAwZC+1L/zrK6ujsHBQYaHh9nd3c30cLKeTqfj8uXLNDQ08OjRIzY2NgC5xn2KrNnRWFtbAzgzKUeKorC6usrc3BxdXV3U19cnOwJrtfj9/kwPL2sdHR3x+PFjGhoaaGtrkyDjEyiKwtzcHGtra6+cx3gXq9VKXV0dY2NjfP7551n1O9j8apNoMEr9nXoAfPs+lLjClf/gyic978ZXG3h3vZR0JTtt63J1RINR2n/cTl5ZHo45BzvPdlAUhfBRGPe6G4PZQDSYLGeYW5xc/NAatOSX51PW9+afdSwUY/GPF0GBmus1BJ1BZn5vhu0n21RdraLtR22YKkzsjuyy9XiL0p5SYqEYB3MHeHe9lPaU0vTnvu51svyzZWwTNtRaNU/+4ROaf9BM22+1oc97tWjC9tNtdl7svHKQHKCopQhLk4WD2QP0+XrUWjXuNTf1X9bT8pstn/RzPRaPx+UmLNKmvLycW7du8fz581RhGI1Gw8jICDU1NbIy/4EqKytRq9UMDw+TSCReu1MkvqZSqWhpacFsNjM8PIzL5aK2tlZ2bT9SVgQakUiEhYUFhoaGzsTNKhaLMT4+jtPp5Pr16xQVFaX+zmg0SqDxBi6XiydPntDS0kJLS3omOBfV8WFIr9f7UeWTOzo6uHv3Lqurq1kT3Pv2fWw/3U6lJCmKgn/fT+uPWskryXvHV79Z2Btm7ZdryTMTmuT1xbPloaipiPo79WgNWioGKuj6y11sP93Gb/Oz/Xwb744XVICSbMSny9Xh3fXS/uN2zHXmN36/9QfrOGYdFLUUoVKpMFqNJKIJXKsugq4geyN71F6vxTaR3C0xFBqgMHlzc8w5cK26GP6vh+n+3W70Jj2Lf7JIrjUXU6UJv8PP7D+fxbfn49rfvZb6np4dD5P/0ySuNReHS4f0/Tt9VF5KVk8x15m59nevMfrfjrLzdAdFpVDcX0zDbzfgdDmJRCKvPOLxOPF4nFgshnffi6JW0JteXwlOpVKh0WiIRCLMz89jMBjQaDRotVpycnLQ6/WvfMzJyZGbtXgvx2ksIyMjPHjwgJKSEqLRKF1dXZke2plUXl7OlStXeP78OYlEgtraN1f9E0klJSXcvn2bFy9eMDY2llWLcmdJVgQai4uLWCyWM9Fwx+fz8fz5c3Jycrh9+/a3tm/z8/PZ39/P0Oiyl9Pp5OnTp3R0dNDY2Jjp4ZxpgUCAZ8+eodfruXXr1keVA9ZqtQwMDPD06VPKysqyogTi/uQ+PpsPnUFH1B8FVbLCU+3nn3ZDVKlUqHVqlLjC/uQ+KrWKRCxB3e06tIavL4EanSbV66LlN1u4+3+4i3fXC5Ds0E1yd6Dpe28OzMKeMIt/vEjgIIBGr6GopQj7tB0Ac72ZwrpCfHs+pv/ZNAazITmWeAKVOhlkAJT1lHG4csjj/8tj8svz8e35qLhUAYDRYsS768Vg+fq6E4/GmfonU3j3vFRcqsC14uLZf/2M+h/VY+4xEwqFCAQCKFcV8prziKvj+NV+hqeGXwkEXn5oNBqcc048TzyQgIbbDVQMVnzr36soCvF4nMPDQwoLC9FqtcRiMWKxGIFAgHA4TCQSSX2EZBlwo9FIbm7uKw+TyYTRaJSbuUjR6XR89tlnDA8Ps7a2xsDAgASqn6C0tJTPPvssVU6+vr4+00PKerm5uXz++ec8f/4cu92O3W4/E3PVbJLxQMPn87G2tsbt27czPZR32tvbY3R0lPr6ejo6Ol67+2I2m9nZ2cnA6LKXw+Hg2bNndHd3y4XtEx0eHvLs2TMqKyvp6en5pB3A4uJiamtrGR8f58aNGxmf4FUMVND/1/sJOoP49n0EDgIU1hRS1Fz07i9+C32+ni//j1/iXnfjWnWx8WAD94abpT9dSqZT/evKUS/3q9if3Odo64iqz6pAAfuUnUQiganChKnyzbtHa/fWUr00vLveVKACyUADIKcgB71JT2lPKf79ZIf0aCCKSq3CVJE8R1HSUULgIMDuSDLA2Rvdo2KwAteai6LGItp/ux1I7q5O/2wa25GNvN/II5AfQNenQ9EpbAY38a55KSgqID8/n5KSEgwdBow5RvJMeW997Ww92WLv9/fQG/UoCYX1f7qOJddCwxffrvKjKAqjo6M0NDS89XydoiiEw2ECgQDBYJBAIEAgEGB/fx+fz0cgEECtVmMymVKPgoICzGbzO8udivMrGo3icrmoqKhgcnIStVotqT+foKSkhGvXrvH06VPi8XjW7GhnM41GQ11dHV6vl+fPn9Pa2kpLS3oqAl4EGQ805ubmqKmpyepa2IlEgvn5+dSKyts6mBYXF6duqHJzBLvdzvPnz+nr66Om5tOqBl10u7u7jI6OprV8cmdnJ3fv3mVtbS3jO025xbl0/sWvO/wqCYV4NJ6Wi7nWoKW4vZii5iK2n26TiCSIhWMs/9kyyz9dpv52PVf+w+Q5kEQswcovVlCpVKkqT4X1hSSiCS79rUvJsSkKSz9ZIuKPUHujloKqAoKHQVZ/vkpeWR4Vlypwr7s52jhKjcG94U4ewl53U3m5kuv/8fXUDsjqL1c52jrC0mR55edRdbmK7afbRP1RNr7awNRhwvpDK7Ors7jdbnw+H+qoGlWZCsKgD+tJHCbwLnoZ+OsDNH/54ZXFDuYPmPgfJwAwVZhSY5/4xxPocnVUf/bqJO/4sO67gl6VSoXBYHjjId54PI7f78fr9eL1enG73WxsbOD3+zEajZjN5tTDYrGcuT5L4sMpisL4+DgFBQVcvnwZu93O8PAwPp9Pzvh9AqvVyvXr13ny5AmJREJSmd9DJBIhPz+fjo4OXrx4gdvtZmBgQK5D7yGjgYbb7WZ/f5/vfve7mRzGW4XDYYaHhwmFQu+VC3/89/v7+xc+B/I4yHhTmULx/lZXV5mdneXSpUtUVHw7heVjabVa+vv7efbsGaWlpVmRQnVMpVahzUnvJWp/ah/nYrKXhi5Xh6nShH3S/souxezvz+KYceCz+SioLkCXp8Nn89H+43YKqpMLIu51N7O/P0vwMMjKz1aoulKFf9+PZ8dDaXcpKpUKU6Xp1UBjzY17zU1hbSHtP25HrVFjtBixNFmI/UmMykuVr0ycFLWCUqJQ/rvlhDQhKAJVQoVf8VOaV0pVVRVmsxl1XM3UP5li9RerJAoSBJwB6m/X0/jlxwWOEX+EeDTZQfxYIpogpyDnlcaFx+LxOPDpZb01Gg0FBQXfWnSKRqO43e7UY2Njg0AgQGFhIVarNfWQhZ3zZ319HZfLxZ07d1CpVJSVlXHz5k2ePn2K3++nv79fUqk+ksViSQUbgAQb73C8eGyxWLh9+zYjIyPcv3+fK1euZPVCeTbIaKCxsLBAfX191papOzw8ZHh4GIvFwpUrV94rclWr1eh0OhwOx4UONBwOR2onQ4KMj6coSqrT9zcLD6RLSUkJdXV1jI6O8vnnn5+JggwfQ1EUNu5vkIgnUk33Ao4ARquRmhs1qc9xrbnw7SdL/+4OJ1OXLI0WGr78Om1o/e464aMw5f3lBJ1B5v5gDn2enpArhGPWQWlX6dc9OQYr0Jv0OGYchI5CFNYWYm2zAsnO5At/tIBap0aXryOWGyNWkHzEc+OoIiq0fi3hqTDhtTD4gFoo/4vllH6vFLU2+bsa+HcHKKguYPafz2KqNNH1V7pSf/ehKi9VMvA3Bhj5RyMcbR2hUqtQaVT0/43+16axJRIJ4N07Gh9Lp9NRUlJCSUlJ6s9CoRBOp5ODgwPm5+fxer2YTCZKSkooLS2luLhYJqBn3NHRETMzM1y9evWVILKgoIBbt27x7Nkznj59+t73ZvFtZrOZa9eu8fjxY9RqtaRRvcXLWSo5OTlcu3aNhYUFHjx4QE9PD7W1tbLD9gYZm1G43W4cDkd2Ng1TFJaXl3n8+DGNjY0MDQ190IUsLy8Pt9t9cgPMcgcHBzx79oze3l5Jl/oE8XicFy9eYLPZuHXr1okEGcc6OjqIRqMsLy+f2PfINCWhEHAGkmcupu14tj34bD6qr1aTX57cyXGtuDiYO6C8r5yqz6rQ5+tRaZK7E4W1yZKxnm0PW4+3yC/PR6VSkVucSzwcJ3gYBCDoDLLxYCPVCySnIAeVSkVeaR6FtYVc+luXUjekxV8s4lbcGL5jwNvjJdAUIGFIoD/QY5oxUTBbgHZWS3A0SMKVoOZ6DSq1ivH/fpwX/+8XRPzJA9ZqjZryvnI0ORp8Nh9LP1lKleb9GLWf19L7b/USC8UIe8J0/243VZerXvu5xzsapxmgGgwGqqqq6Ovr48svv+T73/8+7e3tqX5MP/nJT3jy5Amrq6tZ2S9GvF00GuXFixe0tLS8tqO1wWDgxo0bqNVqvvrqK4LBYAZGeT4cBxsLCwusrq5mejhZKxKJfKtTeHt7O1euXGF2dpaxsbFU02bxqoztaMzPz2flbkYkEmF0dBSPx/PRK8hFRUWpJi8XzXF1qeMIX3ycSCTCs2fPALh58+aJp4VotVoGBwd59OgRpaWlmM3mE/1+maDWqLn2d69xMH/AwdwBtgkbGr2G2ptfv043v9ok7AtjbjCjUqmwtlrx2/10/7Xu1Ofsje/h2fFgbbGm+m4AaHO0VF+rxrvrxbnoTH3+wfwB1jYr3j0v7b/djr5Ez8rKCjvbO7hULjStGvBD7kEumoAGFa+uih1XvKq8XJlKyQoeBIlH4qmqWYl4gpl/PoN/309BTQFLP1ki6Aoy+DcHMRYZP+rn1fidRjQ6DdFAlObfePOC0HEjq0yu5uXk5FBZWUllZSWKouD1erHb7dhsNmZmZsjLy6OyspKKigoKCgpk5TGLKYrC5OQkRqOR1tbWN36eVqvls88+Y3x8nIcPH3Lt2rUPLvMtkiwWS2pnQ6VS0dDw7aIPF10wGHxtr6rS0lLu3LmTKsN8+fJleR1+Q0YCDbfbzcHBAf39/Zn49m90nCpVWFjInTt3PqpsKCTrVa+urhKJRD76Oc6i4yCju7uburq6TA/nzAqFQjx+/Ji8vLxUo6rTYLFYaG5uZnR0lNu3b5/L1BOjxUjNtRpqrtUQC8dwr7mxtibTmMLeMFtPtlBr1MlJfI4Wz46H8v5ySjq+Ttup6K+g+Tea2Rvbw7PtSe1kpErQWl+d2PtsPgL+AIU3CnFVufjFL36B1Wqluqaa9up2lv9wOXngOy+a3DV5aWPg5apVh8uHlPeV47f7MRQZ6PidjlRfkO0n22w/2cbcYCbHlIPWoGXjwQaJaILr/8l1NLoP/12qVCrqb9e/8/OyrWOuSqVKnfVobm4mGo1it9vZ3d1leXkZg8GQCkoKCwsl6MgyW1tb2O12vvjii3f+btRqNQMDA8zNzfHVV1/x2WefnejO73l2HGw8efIk+d6XCpGv8Pv95OW9vp+T0Wjk+vXrzM/Pc//+fSl+8w0ZCTRWVlaora3Nmt2M41SphYWFVJ+HT7n5WK3JicvOzs6FWRk4PDzk6dOndHZ2ygXqE/j9fh4/fozVaqW/v//UJ3Ctra3s7+8zPz9/7htjaXOSlaiO6fP1NP9GM5sPN3GtukjEEqhUKupu1qFSf309KKgu4LO/8xnuNTfLP19m8+Em3h0vtgkbFQMV7A3vAVB+uRx1rZqAMQBFoPFpaGxppLy8/JUdquK/U8xa3xoL/3IB+7Q9FSwoivLKzkjIFWL93jo5BTn0/Js9WBqSFaqiwSjLf7ZMxB/5ulu4kqy0VXm58qOCjA8Rj8ezOijV6XRUVVVRVVVFLBbDbrezt7fHV199hdFopKamhpqaGozGj9v5Eenj9XqZnJzkypUr7z0/UKlUdHZ2YjAYePz4MUNDQ9I5/CMVFRVx9epVnj59mrz2yYIhkCwjHg6H31q+W61W09nZidVqZWRkBKfTSU9PT1ZfG0/LqQcawWCQ3d1dvvzyy9P+1q8VDocZHR3F5/Nx48YNLBbLu7/oHdRqNQaDgb29vQsRaBwdHaWa8V2Ef+9JOTo64smTJ1RXV9PV1ZWRlVa1Ws3g4CD379+nrKzstfnR55VKpaLjdzpo+WELjjkHc/9iDteai/k/nCfkCVF1uSrVoVylUmFptFDaVcrqz5N5zVF/lM1Hm+jqdRg6DYSbw2hCGjSbGhKjCW79/VsUVH27Oolaq6bpu02UdpUy83szbD/eJpATIB5Jnn3Ir8inuK2Y/Yl9gq4gBdUFVA59XWJbZ9TR/bvdRPwR7NN2ituLOVw5pOpKFfV36k/855ZtOxpvo9VqU7sZsVgMm83G1tYW8/PzWK1WampqqKiokMPFGXB8Jq2xsfGjGqI1NjaSk5PD8PCwVDr8BFarlc8++4ynT5+iVqtlZZ5kk1yNRvNeKcxlZWXcuXOH4eFh7t+/z9DQ0IWvSnXqd4eVlRXKysreuAV1mhwOB/fu3UOj0XDnzp20BBnHLBbLhTgQ7vP5ePLkCc3NzRnvw3CWHR4e8ujRIxobGzMWZBwzmUx0dnYyNjZGNPrxB4rPKq1BmzxYrdcQC8bw2/2M/bdj/Oo//RWrv/z6sGQinmD93jqaHA21f64W629ZKfybheR+J5e4O07oD0PkzeXhf+andqj2tUHGy0wVJq78B1e4/L+5TE5hTiol6zi1q7AueRj9cPmQkf/PCAfzB6mvLe0u5drfvUZpdyl7o3sYLUa6/krXie9mQPbvaLyJVqulurqaa9eu8b3vfY+ysjJWVlb42c9+xsTEBEdHR+9+EpEWiqIwMTGBTqejvb39o5+nqqqKy5cvMz4+fmHPSaZDcXExV65cYWJigr29vUwPJ+OO06be97583E28oqKCBw8esLq6muo3dBGdaqARjUbZ2NjIeKWpeDzOzMwMz549o7W1lcuXL6d9Bau6uppoNHquqxAEAgEeP35MTU3NWw/tibez2+08fvyYjo4OWltbsyJn/LjL8/T0dKaHkhHOJSfORSfmBnNy56K7FJ/Nl5r8AzhmHThdTnK+m4O304u6WE3g1wGO/rsjQo9ChLZDbH61iaHA8N47C2qNmrpbdVz/e9epvFxJbnEu3h0viqJgG7cBUD5QjnvNzeN/+JjVX62iJJI3sMKaQi797UsUtRSRU5iT9h4kb3KWdjTexGAw0NzczBdffMGNGzdIJBI8fPiQBw8esLW1laqsJU7GxsYGdrudoaGhT34tlZWVcfXqVaanp1lZWUnTCC+e0tJSBgcHGRkZweFwZHo4GeXxeD74gLdaraajo4Nr166xvLzMs2fPCIfDJzTC7Haqd4etrS3y8/MzeljL4/Hw4MEDHA4Ht2/fpqGh4UQmdsc5otvb22l/7mxwfGC5rKyMzs7Od3+BeC2bzZZqaphNaWcqlYrBwUH29vbY3d3N9HBO3c7zHaKBKDmm5FZ52BvGWGSkciiZcrO6usrw0jDqy2riB3FyJ3OJ3Y8R24hhqjRRf6c+dYYCYOvxFoGDwGu/18ZXGzz8Lx5in7Gn/sxcb+aL//wLBv69gdTXA+hNenRGHcUdxYTcIRb/eJGg6+vgZ3dkF++OF9eaiyf/1RNca660/2y+KR6Pn/lA42UWi4WBgQF+4zd+g6qqKhYXF/nZz37G7OwsoVAo08M7d1wuF9PT0wwNDaXtnExxcTHXr19nYWGBxcXFtDznRVRZWUlvby/Pnz/H5Tr5a0m28ng8FBYWftTXWq1W7ty5g0aj4e7du9jt9nd/0TlzancHRVHY2NjI2EFhRVFYWVnhwYMHlJWVvVeX70+hVqsxGo1sbW2d2PfIlGg0ypMnT7BYLPT29mbFCvxZtLu7y/DwMIODg1mZT2w0Gunv72d8fJxA4PWT5PMq6AyiUqs4mD8g7Anj2/VR1F3EXmiPn//852xubtLZ3UlHQQdGm5HDyUNcq8kbcVFTciGloLqA2pu1aI1aZv/FLPf+wT1m/8XsKwFHNBhl4Y8W2Hi4weP/8jHTvzdNNJBMV1Nr1LR8v4Ub/9sblPWWoTVqUw3zlLiCEleo/6I+1a3bu+dl+SfLGIuMlHaV4l518/S/eopj7mRXIxOJxJlMnXoXnU5HU1MTX375JVeuXMHr9fKLX/wiVf5cfLpIJMKLFy9oa2tL+3kwi8XCjRs3WF1dZXZ29kKnrnyK2tpa2tvbefLkyYV93R8dHX3SOQu9Xs/Q0BAdHR08f/6cqampc53t8k2ndhjc5XIRCASoqnp906eTFAwGGRsbw+fzce3atVRVqJNWXl5+7vJEY7EYT58+JTc3l4GBAQkyPtLu7i6jo6NcunSJioqKTA/njSorK7Hb7YyOjnLjxo0L8/se+JsDVAxWsPFgg4PdA9RX1Rw1HmHwGrhy5QpWqzX5s2iFhtsNrP56lcU/XsS7632lQpVKpSK/LJ+8kjwOlw8Z/x/G2Xq8Rd+/3UdZbxm7w7u4191UDFYQdAWZ/ifT7L7YpfU3W1PpVtZWKzf/05tM/9Np1u+tEw1EiQVjmOvNNHyR3AVTFIWFP1rAt++jrLcs2QOkzcr+5D77E/uvlOdNt/OQOvU2KpWK4uJiiouL8Xq9rKyscP/+faxWK83NzZSUlFyY90U6KYrCyMjI/5+9/45vLN/v++D3Qe8AAbD33nsZcjh1Z3dvsWxLdiRdSbFkyy/LLUWPEztxHNtPnsR+JbEUJ7ZlKdYjS34cNcuxFMvy1d27OzuVM+y9906CJECi9/P8gUvszs7MzgyHJAgS7/9mCJzzxcHB+f2+7fPFaDSeWTm10Wiku7ubnp4eIpEIdXV1qe/qBJSWlsYDjDdu3LgQPbbnRTgcxuPxnDijccyxipfFYmFoaIgHDx7Q0tJyJeSYz211WF1dJS8vD5ns/ISujrMo9+/fR6VScffu3XNzMiCmghGNRi9NyjEajdLX14dEIjmVWtqrysbGBkNDQ7S1tV1oJ+OYuro6AoHAlSpBUOqVmBpNqD9WI/+mnIzqDG7duMW1a9ewWq0vbFYUOgX6LD2BowCZDS8PdAIQJAKePQ9BVxDHkoOef9TD4L8YZPb/mUUikyBVSNFlxqaTbw9uM/5b4yx+f5FoJAqAxqKh7S+30fBTsWndQXeQsm+XoTTESrsiwQjhQBhBEAi6YtPCnRtOzKVmSr9RepaXKmmbwU+CXq+nqamJjz/+GLPZzODgII8fP2Z3dzcVMX9H5ubm8Hg8tLS0nOnmX6/Xc+PGDba3t5mcnEx9TyeksrKSnJwcenp6rlQJ4dHREUql8tTGMeh0Om7evElRURE9PT1MTk5e+h6wc9n1h0IhNjc3uXnz5nmcDoipBIyMjOB2u2lra3vlRMezRqfTIZPJWFxcpK2t7dzPf5qIosjw8DDBYJDu7u4rs7E4bdbX1xkdHaWjo+NEEo6JQCaT0draypMnT0hPT7/0EZjDw0NmZ2fZ29ujoKCADz/68Gtrx0VRZO3JGsBrG7DFqEg0FHMashqz8Nl9TP+7aWQqGYGjAJZyCwjgP4wt4NFwlKFfHcK+YKfuO3Wo09RIZBKqfrgKQ76Bw5VDCm98oXEvU8po/blWZCoZS99fQm1RE/KGaPqZJtRpZzsf4rJnNF6FUqmkqqqKsrIylpeXGRoaQqPRUFlZSWZmZipq/gZsNhvz8/PcvHnzXKSEtVot3d3dPHnyBCDhyn7JiCAI1NXVvZDZuAoy0Ha7/VQVSSF2LcvKysjIyGB4eDie3Tjt81wUzsXR2NnZQavVvnfq6W0QRZGlpSWmp6fJz8+no6MjoT8Gi8VyKRQbpqamsNvt57YwXEaOnYxr166Rnn52pSxngclkorq6msHBQe7cuXMp7wGn08n09DR7e3sUFRXR2Nj4VlGso7Ujdsd30WXrXvua4/6NtNLYQqJKUxEJRIgEYpGs1UerKPSxYXvGAiPGAiMBZ4CF7y4gVUhp+Yst8WPltOaQ05rDV5Gr5TT/bDNytZzZP5wlrTiNghsFb38BTshVymh8FZlMRnl5OcXFxaysrDAyMoJKpaK6upqMjIzUZvYVeL1eBgcHaWhoOJc9wTHHzsbTp0/jQ/5S38+7IQgCTU1N9Pb20tfXR1dX16UPMtjt9jOrhDEYDNy8eZOFhQWePn1KYWEhVVVVl259PZc7ZHNz81x6Mw4PD3n8+DFLS0tcu3aNxsbGhH9h5eXlBINBXC5XQu14HxYXF1lbW6Orq+vCTHNPNra2tuKZjGRzMo4pKSlBp9MxOjp6qcoPjjc+Dx8+RKPR8NFHH1FXV/fW97pt3EYkGMG7/8WQva/i3Ig1UToWYxPHj/+tz9VjKjYBxEuejv8tSAXkGvkrnYrXIZVLKbxdiMqkIugOYl+wv/V7T8pVzGh8FZlMRllZGR9++CH5+fkMDQ3x9OlT7Pazv/7JxPFQvuzsbAoKzt4J/io6nY7u7m42NjaYnp6+VM+x80IikdDe3k4oFGJ4ePhSX0NRFDk4ODjTknuJREJFRQW3b9/G6XRy//59tra2LtV1PfPVIRgMYrPZzlRVJxgMMjo6Gi/tuHv37oXZzFksFmQyGbOzs4k25URsbm4yPT3NtWvX0OleH7FN8Xp2dnbiPRnJUi71KgRBoLm5mf39/UuhphYIBBgfH+ezzz5DEATu3btHfX39W01//TKl3yil/a+2Y8gzsD+7z9HaUby3AiDoDr7w+rUnazgWf6BQVWbGVGjCUvnFQrb6cJWwP4xzw4m12kpG/dvfM6IosvjJIr4DH94DL/2/1P+CbO4Lr42ezkJ22eRt3weZTEZpaSkffvghFouFnp4e+vr6kjrQdFqIosjIyAiCIFBfX58wO3Q6HdevX2dtbY2ZmZmE2ZHMyGQyOjs7sdvtTE1NJdqcM8PlchGNRs8l86bX67l+/To1NTWMjo7S29uLx+M58/OeB2e+OmxtbWEymdBoNKd+7ONm788++wyv18udO3eorq4+14bztyE9PZ3d3d1Em/HO7O/vMzw8TFtb26Wvyz8r9vb24hK2x7NVkhmVSkVzczNjY2NJu3mKRCLMz8/z6aef4vF4uH37Ni0tLSd+RknlUgpuFHDn79+h+S82I9fI2ZvYw73jRhRFdkdjv/3ca7mk18QCIFJFrNToeLN/MHsAEO+n2Hi+QSQQofiDYiTSt39MOxYdrD9dR5+rx1plxbPvof+X+ln444X4a0RRpP+X+3nwPzyI94S8D5dV3vZ9kMvlVFdX8+GHH6JUKnnw4AGjo6NXdmAXwNLSEvv7+3R0dCT8ftHr9XR3d7O6usr8/HxCbUlWVCoVXV1drK2tXdrBiPv7+6SlpZ1bIEUQBPLz87l37x4qlYrPP/+cqakpQqHQuZz/rDjzHflZlE2Josje3l78C2hqaiIrK+vC1ltWVlayvb2Nw+FImmYfp9NJX18f9fX1l2KDnAgODg7o7e2lsbGRnJy3L3+56GRmZlJcXMzAwAA3b968cI796xBFkd3dXSYmJpBKpadexibXyKn4dgV51/JY/P4iy58ux8qqQrFyKrlajlwtJxKMIFVKkcgk2CZsGHK/0GfPbMzE5/CxO7qL0qiEd0g6iKLI/Hfn8R/6MRYaEQQBbYYW27gNBDCXmzGXmtkd3WXtyRpBd5ChXxui4693IFOd/DuMRqMJL1G9qKhUKhobGyktLWVycpLPPvuMyspKiouLr1QWaG9vj+npaa5fv35hym/1ej1dXV08efIEuVyesBlfyYxOp+PatWv09PSgVqsv1ToHMdGCRAgJKRQKmpqaKCwsjD83qqqqKCwsvLD73K/jTJ90oVCIg4ODU92oOhwOenp6GBgYIC8vjw8++IDs7OwLffGNRiMKhYLp6elEm/JW+P1+nj9/TklJCYWFhW9+Q4qXcDgcPH/+nLq6OvLz8xNtzqlznDkcHx9PtClvhcvl4tmzZwwPD1NaWsrt27fPrLxSY9FQ/516bv+926TXpKMyxTZWxyVUPoeP/K587vz9O5R9syw+wO+4REpljL3+cPmQoV8bYubfzxANR184hxgVWX++zuHK4Qv/b8wzIlPJ8NhiKXfbeKxsyr3tZuCXB3AsOZj5f2LHs1ZaWX+6zvhvjb9Q6vWuXOVm8LfleEPW1tbGysoKDx48uBQiIW+Dx+Ohv7+fhoaGC5cZNxqNdHZ2MjExwcbGRqLNSUrMZjNtbW0MDQ1xcHCQaHNOjUgkwv7+fkLLnY+HTjY0NLCwsMDnn3/O9vZ20vVvnGkocm9vD61WeyrDXQ4PD5mbm8Nms1FSUpJwNal3JT8/n6WlpQvfOBkOh+nt7cVqtVJZWZloc5ISt9vN8+fPqaysvLRRsuNZKg8ePGB9ff3COlPhcJjZ2VmWlpYoKiqira0NhUJxLuc2FhgpuFHA9vA2AFsDW0gVUjRWDdkt2ajNalr/UiuCRGBnZAfXpgu5Ro5zPdYobqmISd6O/esxtge2afurbeiz9QDsz+zT/0v9qM1q2v5KG+nVsaFxlT9ciSiKTP6bSbx7MQdGoVOQXpvO3uQeff+sj8OVQywVFmQqGcYCIwt/vICxwEjJhyUn+pwX/Zl2kcjIyODu3bssLy/T19dHeno69fX1XyufnMyEw2H6+vrIz89PSPP322CxWGhvb6e/vx+5XJ6QCHayk5WVRV1dHX19fdy8efNS9HMeHBygUCjQ6/UJtUMQBHJycsjMzGRlZYXR0VFmZ2eprKy80JU8X+ZMV4ednZ33ymYcl0j19PTw5MkT1Go19+7do6amJqmcDICqqipEUWRhYeHNL04QoigyNDSEVCqlsbExKW7gi4bf7+fZs2cUFBSc2bTbi4JaraalpYXR0VGcTmeizXmJ3d1dPv/8cw4ODrh9+zb19fXn5mRA7Pe0NbCFyqgityNWPhoJRtCka9Ckx/pBBIlA619q5dbfuUVuRy72eTuurVjviy5bhz5bjyAIbPZv8vx/fx7PVKw9WSPkCeHecdP3T/vYGdmJHU8QqPrhKmp/rBZBGvv9ZjVnIZFKMJeZOVw5JOQNxaeXR4IRFDoFaSUnL+lMZTTeDYlEQmlpKffu3UMqlXL//n2WlpaSLkr5Jo5nLykUCmpraxNtzteSmZlJc3Mz/f39lyoqf54UFRWRn59Pb28vwWDwzW+44Ozu7l6omThSqZTS0lI++ugj8vPzGR0d5eHDh6yvrxONnjwjfR6cmaMhiuKJ69vC4TCrq6s8fPiQ/v5+zGYzH330UVJHfmQyGWlpaSwvLyfalNcyNTWF0+m8EM16ycjxICOLxUJNTU2izTkXMjMzKSkpYWBggHA4nGhzgJizNzAwwMDAAGVlZdy8eRODwfDmN54yri0X9kU7mnQNco2cwtuxMsT9mX2e/i9P2Rr4QsJQn6On8+c7qfihCgz5P7D1B/tOj81D2BfGPmen5xd7WHu6xmbfJrpsHdYqKz6Hj75f6mN7KJY5ESQxZ8NaZUVj1RA4CsTtMRYayW7JZn9mn0gognvbTdHdovdyNFIZjZOhUqlobW2lvb2dpaUlHj9+zNHRUaLNOjXm5uY4PDykra0tKe6P3Nxc6uvref78+aX6Hs6T2tpatFot/f39F37z+3WIosj29vaF7E89djg+/PBDCgoKmJ2d5fvf/z5zc3MXVmzizH79TqeTcDj81jWZx3rFo6OjfO9732N5eZmioiI+/vhjqqqq3lly8iJSXV2N3++/kA+x1dVVVldXuXbt2rlGfS8LkUiEvr4+VCoVTU1NFyYKch5UVVWhUCgYGxtLqB3HKnT3799HFEXu3btHcXFxwr6Lvak9/If++PmPS5nUaWpcWy6e/eNnjPzGCAFnbHGQqWQ0/YUmWv9SKxl1GdgmbfiPYqpQUoWU9Np0HIsOxn9zHOeGE41VgyAIGPIMBN1BJLIvHueCROD237tN5Z+uxLnpxLPnIRwIU/XDVXT85x2klaSxPbiNLkdH+bfKgdj1c227XuoH+SreAy+rj1cJeWNKKCl52/fjuJzKarXy+PFjpqamiERePY8lWdja2mJ+fp6Ojo6kWrsLCwspKyvj+fPn+Hy+RJuTdAiCQGtrK8FgkLGxsaTN0jkcDsLh8IUZk/AqZDIZJSUl3Lt3j8bGRvb29vje975Hb28v29vbF8rRO7PV4XjIydctQJFIhL29PcbHx/nkk0/o7e1FFEWuX7/O7du3KSoqShpFm7chPT39QmzIvsrxd9De3p7wesRk5LjkLBwO097efuU2XRKJhNbWVnZ3d1ldXU2IDT6fj97eXqanp2lpaaG9vT3h6jaZDZmUflSKe9fN/uw+e1Ox5l9zmRlLhQWFVsHK5yu4d93x9wiCQOGtQq7/zetk1GawP70fO1ZjJhKZBEuFBde2C7VZjWszVmLl2nJhKbfEpXOPkUgl1H2njrJvlHG0doSlwkJeZx76bD0tf6kFa5WV8m+Xo7HGyrgWvrfA53/vc1Yfvf479B/5GfiVAfr+aR9bA1tASt72NJBKpdTU1HDr1i329vZ48OABDocj0WadiMPDQ4aGhmhtbT3Xyd+nRUVFBZmZmTx//jzpZUUTgVwup7Ozk52dnaSVvd3a2iI7Ozsp1nJBEMjKyqK7u5t79+5hNBqZmJjgj//4jxkcHGRzczPh9/GZ7eK/Ok1RFEW8Xi9Op5OjoyMODg6w2+0oFAoyMjJobm7GarUmxRf7PpSWljI9PU0wGLwQmQO3201/fz/19fUX2nu/yExMTHB0dJRUUq+njVqtprW1lb6+Pkwm07ltMERRZGNjg/HxcTIzM/nggw8uxO8KQJepo+2vtJHTlsPU/z1F4ChAyBuKZx4ioQjaTC1pxS+XLZkKTXT9V108/geP2ezbjA3vq7Ti2fOgz9FTcq+EmT+YwbHkIBKIUHS36IWMxjFSuZTGn25EbVFjrbIiU8buT2ullY9/4eP4ezZ6N5j47Qm8e15WH61SeLvwpfkdQU+QoV8dYmtgC4lUwuqjVQpuFLxX6VQ0EmX2D2eJBqPU/GjNlcoEvgqDwcDNmzeZn5/n6dOnlJWVUVFRkTTr4rHDX1lZSXZ2dqLNORGCINDQ0EBvby/9/f10dnYmzfW/KKjVaq5du8bTp0/RarVJdS+Iosjm5ibNzc2JNuWd0Wq1VFVVUVlZicPhYGdnh9nZWQYHBzEajZjNZsxmM3q9Hq1We24BolPfFdlsNlZWVtjd3cXn87G7u4vf74+nIfV6PQaDgZycHBobG9FqtVdqcSkrK2N2dpbx8XFaW1sTaksoFKK3t5fCwsKUjO0JWV5eZmNjg1u3biVVicBZkJGRQXl5Of39/dy6devMN/yBQIDR0VHsdjtNTU0XUsNdkAjkduRiqbTw7BefcbhyyP7MPuYyMwFngPJvlr/SQQCIhqL4HLHnpnvbTeAogEwlo/rPVFP1I1Vo0jWM/PoI2kwtOW2v/+wylYyaP/tyz9Dxefdn9hn59RHEiEh6TToH8wcczB2QXv1F4CEcCDPy6yOs96xjqbAQDUfZn9nnYP7gxKVT0XCUid+dYOb3Z1DoFeR15WHMT74I+GkjkUjiijJDQ0Ps7OzQ0tKSkD6jd+FYsTAjIyPphTCOVfWePn3KyMgIzc3NV2qfchqkpaXR0tLC4OAgt27duvD37zF2u51IJILVak20KSdGEIS4U1FTU4PX68Vut2O325mfn8ftdhOJRFCr1SgUChQKBTKZDFEUUSgUp+5knbqjoVKp0Gq1iKJIXl4ecrkctVqNSqVCrVZf+RS7RCIhLy+P9fV1mpubExYpOS73UavVV6Zx+bSx2WxMTk7S1dV1KhLOl4GKigocDgdDQ0Ncu3btzBbnvb09BgcHMZvN3L1798I7eSqjijv/wx12R3cZ/+1xbJM2ZEoZ1prXL2a2CRt+u5+CGwUxlSlvCFWaiuzW2Nwga6UVhV4BIq91Vt6Ec9PJ0K8O4bP7sFZbEQQBz66H8d8a54P/8QMg5hA8+p8esTu6i6XCglwtJxqJ4j/yszO8QyQt8s6ZvEgowvhvjTP3H+bQZetwbjjZHtxOORpfwmg0cuvWLWZnZ3n06BE1NTUJ7Tn6OkRRZHBwEJlMdmkUC+VyOdeuXePx48fMzs5SVVWVaJOSjpycnPjw3/MIPp0Gq6ur5OXlXaoslkajQaPRkJeXB8R+r36/H4/HQzAYJBQKEQ6HEQThTBRdT/1KGgwGDAYDJpOJkpIS8vPzsVqt6HS6K+9kHFNfX48oiszMzCTMhtnZWVwuF21tbZdiUThvnE4n/f39NDY2vlAieNU5bgZ0u93Mzs6e+vGj0ShTU1P09vZSVVVFe3v7hXcyjhEEgaymLG7+7ZtU/FAFWc1ZWMpffe+Ioshm/yYSmQSJTELh7UIEaazx21RkIhKMMPqvRzlaPcK9444P5vs6toe2mf/u/AsNmofLhzhWHKSVpiEIAhvPNoiGo3hsHnx2H2JUZPL3JrFN2Ag4Y6VfYlRkf3ofa7WVghsFJ8poTPz2BHN/OIc+W4/GokFlUrH2eI1w4GIol10Ujns3urq6mJ+fp6+v70JKh05NTeFyuejo6LhUGzS1Wk1nZyeLi4upgX4npLKyEr1ez+Dg4IVvDg+FQmxtbV36Cg9BEFCr1VitVnJycigsLKS0tDS+Zz9tzuSJcHR0lJRNYOeFTCYjKyuLxcXFhCgDbG1tsbi4SEdHR1JEGC4agUCA3t7eM/tRJjtyuZyOjg4WFhbY2dk5teN6PB6ePHnC7u4ut27doqioKCmdZJVJRfPPNtP9t7qRqV6dCQg4A9gX7KjSYg3tR6uxZu6Ov96BXC1n7j/Msd6zjrk8puq3/mz9hUV86f4Sz//35wQ9sU3pwfwBg/9ikInfnsCx9EWTcVZTFoZcAx6bB9ukLb7R9+552RrYYvY/zDL7B7PxQYF7U3vszexhzDfS8dc6MOQZTtQMLlFIEKNi/PMpDUpc2y72Jq/GtOx3xWKxcPfuXYD4bJiLwmVXLDQYDLS1tTEyMpK0DfqJRBAEWlpa8Hq9TE1NJdqcr2VzcxOdTpfav54yZ+ZomEymszj0paG5uZloNHruWQ2n08nw8DDNzc1JUzN5kTiWsTWZTKlU+tdgMBhoampiaGgIt9v95je8ga2tLR48eIDJZEqqet/XIQjC1zpJSoMSc6kZn8OH/8hPyBei9sdqMRYY2RnZYfbfz6JN16LQKpBr5BzMHcRlcvem9pj4rQlWH62yM7KDd9/L0P93CO+Bl4ArwGbfZvw8Cp2CghsFODeccfndwtuFyDVyFr63wOTvTqJKU6HN+KI0UJuupe2vtmEqMiGK4okG9uW256LQKQg4AwRcAZzrTvI687BUprKDr0OhUNDR0UF5eTnPnj1jdnY24RHi/f39K6FYmJmZSVVVFX19ffj9/kSbk3QcB59WVlbY3Nx88xsSxNra2qXPZiSCU3c0RFFMZTTeAoVCce5ZjWAwSG9vL6WlpReycTYZGB8fJxqN0tLSkpTR9PMkLy+PgoIC+vv7TzzMLxqNMjk5GXeOGxoarkQJpiAI5HXlIUZEDlcOKb5bTNHtIsKBMBO/M0HIF0KXpSPgChD0BCn/djkqowrPnofh3xgm4AogkUtY/nSZoV8bwj5nx1oZG+C39niNgOuLwU66bF3ckSi4WYAgCLHn+NoRgaMAuixdfEOrtqgxFhixVMQcguNn17t+J2klaVirrDiWHByuHFL6cSmtP9eKQnv5IuKniSAIlJSUcOPGDdbX1xM6hfm49v6qKBaWlpZitVrp6+tL+jkniUCv19Pa2srw8PCFnCV2eHiI0+kkNzc30aZcOk7d0fD5fITD4Usd3TgtjrMaZ1HL/lVEUWRgYACDwUBlZeWZn+8ysrKywvb2dmpy+jtQU1ODXC5ndHT0naOvgUCAZ8+esbOzw61bt66cc5zVmIU2Q4upyETtj9ciSARkShmGPANiVCQajuJYclB0u4iyb5QRDoQZ/VejOOYdWCos6LP1HMwfsPZ4DXOFGYlMgnPdiWvLxdTvxUoYgu4ga4/XcO/Esk4SqQSPzQMiL8jhrj6Mzdbw2X3IVLL4d3m84XrX34MgCBTcKEBtVlP+7XKaf7b5tWVkKV7GZDJx+/ZtAB49eoTT6TzX8/t8Pp4/f05JScmViQALgkBTUxOiKJ7oeZYCsrKyKC8vp6+v78JNsV5aWiI/P/9Slv8lmlN3NNxuNxqNJrURewuOsxoLCwtnntWYmZnB6/WmIvEnxG63MzExQXt7O2q1OtHmJA3HMpH7+/vvNLzJ4XDw8OFDFAoFt2/fvpKBi6P1I8L+MHKNHHXaF/dcXmcegiCwN7WHtcpK/U/VI5FJmP796XjfhkQqwXvgRaqUEglGkKvl2BfthP1h/Id+nJvOmGTtvxphq38LMRLbNB2tHeHZ81D9Z6qp/4l6ZGoZKw9WgNh08sz6THZHd3FuxDa2J3U0APK68rj9d2/T+NONSBWx92/0bjD9f0+/cTp5ii9UkfLy8nj06NG5NSuHQiGeP39Oenr6lQtaSaVSOjo62NvbS9phdImmoqICo9F4oZrD/X4/m5ublJSUJNqUS8mpOxoejycl9fkONDc3I4oiIyMjZ3aO3d3dePP3WUiXXXb8fj/9/f1UV1cntbZ2olCpVHR0dDAzM4PN9mZ1pPX1dZ4+fUpJSQltbW1XcghiwBVg/LfGcW+78dg8ePY88b9l1GWgy9KhNqtp+pmmuBMSCcQ2/XKNPJ6VyKzPRGVS4dpy4VyPOQfZLdkczB7w+B8+Zvn+MqYSE7kdsXIB776Xij9RQdWPVGGtsqLP+cLBy7+ejyotdqzx3xqPnfMHilMnCV5I5VLSStKQyqWIosjSZ0sM/PIAk/92kr3pVFP42yAIAlVVVbS1tTE6Osrk5OSZbt6i0Sj9/f2oVKpLI2P7rqjVatrb25mZmblQTfnJgiAINDc34/V6z6Wa421YWVnBarVeyYDWeZByNBKMQqGguLiY9fX1M0kler1eBgcHaWxsTPoG2kQQjUYZGBjAarWmoh3vQVpaGo2NjQwMDOByuV75GlEUmZ6eZmxsjI6ODsrKyq7kRkYURab/3TR7U3tkNmXis/vYGf5Cvcvn8BGNRFFb1C80T+ddy0OukePecePedVP1w1W0/uVWdFk6DuZiG6K8rjyUBiXuHTf70/voc/Qo9UrC/lgPjbnMTN136pBIJQgSgczGTFRpKvK7Y+pq20PbhP1hnOtOgp7giRrBX/V55/5ojuF/OYwgEYgEI2z1b73XMa8aWVlZ3L59m+3tbfr6+k7cE/V1HAfEgsEgbW1tl0rG9l05HoTW39+fag4/AXK5nPb2dhYWFt4q+HSWRCIRlpeXKS0tTagdl5mUo3EBqK2tRSqVMjAwcKrHPY4+5eTkpGRYT8jk5CShUOjKRu9Ok/z8fAoLC1/ZwBqJRBgYGGBjY4ObN2+SkZGRICsTz/bgNkvfX8KQZ0CqkCJGRPZn9oHYhO6xfz0Wm5+x7eZw+TD+PkuFBXO5mcOVQwpvFVL5pyuRq+Wo0lTIVDIyGzKRKWVsDWzFZ2UIgkDIF2JnJObIuHfdL8jfVv3pKoz5Rjy7HnbHdgm6Yt+be8cdG9Z3wqngx0QjUR78vx8w9q/HUOgUGAuMaNO1bPRuxKeip3g7dDodt27dIhwO8+TJE3y+071+MzMz7O/v09nZmcqMA8XFxVit1gtVApRMGI1GGhoaGBwcPPV79V1YXV1FpVJdCUGDRHHqjobX60Wj0Zz2YS81EomEmpoa9vf3T1WNYWJiAlEUqa+vP7VjXiW2t7dZW1ujo6PjSpbvnAU1NTXodDoGBwfjfUl+v58nT57g9/svhXTt++Bz+Jj4nQmikSgaiwb3thu1RU3ZN8sAmP+jeTZ6N0ivSSfoDrLZ/4VUpCARqPgTFZR9u4ymn2lCKo9lGlp/rhV9jh5RFLEv2gm6v3Dydsd22eyNHSOjPoOwP8z6s/X434/lb4/Wj/DZY5uBwtuFSGQSVh+tEgm/+1TwY46ng9smbHh2PajNsRIwtVmNZ9fzQhYnxduhUCjo6urCaDTy6NEjDg8PT+W4KysrLC8v09XVhUqlOpVjJjvHzeF+v5/p6elEm5OUFBQUkJWVRX9/f0JmikUiEebn56msrEwFEs+QU3c0AoFA0kzqvUiUlJSgUqno6+s7leNtbGywsbFBe3t7qjH/BHi9XoaHh2lqakpl6E6R48nhPp+Pqakp3G43jx8/RqfTcf369dSzQ4z1Z6iMKkLeEN4DL5V/uhJLhYXdsd34/Ay5Ro5UKWV7cPuFxumcthw6/4tOVKYvNoP6HD3ZLdnsz+zH+zQKb72oFJRWmobGokGukbPZu4l9wR7/W0ZdRrxXo/BWIYIgoDQqsS/YOdo6imc0/Id+5r87j3ff+8aPGfaHGfn1EWb+YAalPvad703uEQlG2J/Zx1JpwVRsOtk1vOJIJBKampooKSnhyZMn7z00c3t7m4mJCa5du5aqYf8KMpmM9vZ2lpaWTnU46VWioaGBSCSSkGF+a2tryOVysrOzz/3cV4lTdTREUSQQCKQiHieko6MDr9fL0tLSex3H5XIxOjpKc3NzapN8Ao77MnJyclKa2mfAsVrOysoKDx48ICcnh5aWlpRDTCyan9OWg2fPg33BTm5HLuXfLCfgDDD2m2OEfCG0mVr8h34Qofzb5UhkX/8YFwQBa5U1njHI68pDkAgo9ArUltj/GfONBN1BnOtOnJtOtoe34++3VlvJqMtAY9UgSAT8h368+14KbxWisqiQSqX4D/30//N+Bn5lgJXPV77WHp/dx8P/8SGzfziLscCIqcgExKah703vkVGXQefPd5JWnHbyC3nFEQSB8vJympubGRgYYG1t7UTH2d/fZ3BwkNbWViyW1DDFV/Hl4aSJLAFKVqRSKe3t7ayurrK1dX69WdFolPn5eSoqKlLZjDPmVB2N47rrKx+VPCFpaWlkZGQwOTl54ma+41r3oqKilJd+QmZmZgiHw6mSszPE44mpKEWjUbKyslIP+i+Rdy0PqVyKNlNL/U/WI1VIkSpjvRpytZxoOMrh6iHF94pfyky8imgkyt70XrxkSqaU4dpyoU5Tk16TjsqsIhwIszUQW+SlcimbfZuEA7FnkCAIFN8tRiKT4N51c7R+RMWfqKD+p+qJilEEUaDvl/rY7N9EaVCy+nj1hfKsL+M/8jP4q4PsDO8QdAVRGVVxm2QqGdZKK50/34k+OxU5Pw1yc3Pp6OhgfHychYWFd3rv4eEhvb291NfXp9aSN5CXl0d2djZDQ0Opfo0ToNPpaG5uZnh4OL42nDVra2tIpdJUMPEcOFVHw+/3I5PJUpHJ96C9vT0+XO8kTE1NIZFIqK6uPmXLrgY2m42lpaVUydkZsrGxQV9fH42NjdTX19Pf34/X++Zym6uCtdpK6cel1P9kPcZ8IxDbiBfcKsB/5Odg7oCM2gzqfrwOQfJmB23+u/OsPV4j5AkB4LF58B/5qf3xWhp/uhGFVsHGs9gMBmuVFWu1laOVI3ZHd+PHyKiPlU+5Nl2UfaOMhv+0Aalcit/lx7XhYmtgC2uVFWOBEdeWi+2h7Zfs8B546ftnfWw83yDkjdkSCUY4WjsiHAgjSAUsFZZ45iXF6ZCRkcH169eZn59/a/lbt9vNs2fPqKysvDID+d6X+vp6fD4f8/PziTYlKcnJySEvL++F/r2zIhwOMzMzQ3V1dSrIdQ6cqqMRDodTahTviUwmo6amht3d3XfW6N7Z2WFtbe3KSw+elEAgwNDQEPX19ala5DNidXWVkZER2tvbyc/Pp7i4mJycHJ4/f04oFEq0eRcCqVxK8882U3jzxQ1eTmsO6jQ1KqOKxp9uRGl4c+Z4a2CLqd+bQpWmIqM+puTl3HBS/u1yyr9VjrnUHO+/MBYa0WXpiAQjePY9TP/+dHxT6rP7QIj1chxnWQAO1w8J2ANYyi3IlDIkUgnhQJiNvo0XNrTuHTe9/0cv2wPbWKusZDVlAbDesx5XuVLoFBzMHxAJRd7zCqb4Kmlpady8eZPNzc03TrX2+Xz09PRQWFhIWVnZOVqZ3MhkMlpbW5mbm8PhcLz5DSleoq6uLu4EnCWLi4toNJpUpu6cONXd6GloqqeAsrIytFotvb29b+3Z+3w+hoeHaWhoSPVlnABRFBkdHcVisVBQUJBocy4ly8vLTExM0NnZSWZmZvz/6+vr0Wg09PX1JUR5JFnQ5+ip+dEaGv98I5aKN9fLH64cMvIbI0TDUfTZemSqmDqUtcpK3Xdi2ZDlz5fjDeLadC0hX4jtwW0QwbXpwrHkwHvgZeCXB7Av2nFvu+MzOQB0OTpkchn+Qz9iVGRvZo+04jQqf+hFFRfnppODuQNMJSZkStkLzeoABTcKMBWZOFw5ZH96/zQuV4qvoNPpuHnzJvv7+wwPD7/S2QgGg/T09JCRkZHKip+AtLQ0KioqGBwcPJNZJpcdqVRKW1sbS0tL7O2dzdDOQCDAwsICNTU1qWzGOXHqGY2UDOjpcP36dUKh0FtNDBdFkaGhITIzM1PzMk7I+vo6drudhoaG1MPnDFhcXGRqaoqurq6XpqsLgkBbWxuhUOiN0darxNbgFpsDX5KvFQTKv1VO4Y23K2XZGdnhaO0Ic6mZaDgaH4LnPfDi3feyPbTN+G+Of3G+ga241G16bUw+d+G7C/T/8352R3fJqMkgGomy+mg1/h0JcgFdhg7vnpf96X0MOQY6/rMOrFUvfseZ9ZkYC41492IlckdrR+hz9RjyDGS3ZCORSZCr5YR9YTb7NklxNqjVarq7u3E4HC/1E4TDYZ49e4Zer0/NDXoPysvLUalUjI+Pv/nFKV7CYDBQW1vL0NDQmQwxnpubw2KxvLQOpTg7UhmNC4pGo6GiooL19fU3pmHn5+fx+Xyp5uUT4vV6GR8fp6mpKSVkcAYsLCwwOzvL9evXMZvNr3yNTCbj2rVr2Gy2VI0zsY340K8OMfrrowScJ1tsc9py0Fg1+Bw+1p7EVIfSStPw2X2M/+Y4w782TNgfxlz+4ndiLjOjTdciU8WG+609WcNSZUGqkKI0KNkZ2Yn3YEQiEfSZelRpKgwFBjr+8454tuXLJVBShZTCW4UEXUHsC3ZEUaTpLzRhLjfj3nHHZ3yoTLHjpDg7jp2Nw8NDhoaGiEajRCIR+vr64uU/KSfj5BxLeG9vb6ckb09IUVERJpOJkZGRUw08OZ1OVlZWqKmpObVjpngzKUfjAlNdXY1Go+H58+evLSmx2+3Mzc3R1taW6o85AaIoMjw8TE5ODllZWYk259KxuLjI3Nwc169fJy3t6+VK1Wo1nZ2dzM/Ps7l5daPakVCEid+dwL3rxr3rjk/tflf0uXqymrKwTdiAmHSuMd9INBTFNmHDseKIOxkSuQSNVYNUIcWQZyDkC+HacnG4ckgkEEGmlBFwBXAsOmLN3oNfOBqaNA3X/strdP6XnZhLY8fbGd3h+3/z+yx88oXSUU5rDpr02KyOtr/SRumHpRTeKiQcCLM/s49Cq6Dtr7RR9nGqL+CsUalU3Lhxg6OjIwYHB+nr6yMcDtPR0ZFaw08BtVpNXV0dIyMjcTXOFG+PIAg0NzdzeHjIysrKqRxTFEXGx8cpLi6+0kNhE0GqY/iCc/36dYLB4CtLqEKhEIODg1RVVWEymc7dtsvA8vIyXq+Xurq6RJty6VhdXWVmZoaurq63vj+NRiNtbW0MDw+/sxjCZWH5/jKbfZtYyi1IZBLWnqydKKonCDEVJ21GrGcrsyGTgCtA0B3kaO2IkCeEIAgcrR5hKjRhrbai1CuJBCPxEqpjfHZf3LlQGpXsju7iP/ITicQmg2c1ZmEsiClkbfZv0v9L/ezP7LP82TKRYIRIKMLi9xfxH/nRZmjJu5YHQHZLNvpsPfpsPdf+i2vkdea9z6VL8Q4olUq6urqw2Ww4HA46OztTwapTJD8/H6PRyMTERKJNSUoUCgWtra1MTk7idDrf+3hbW1u4XC4qKytPwboU78KpOhqCIKTqq08ZrVZLdXU16+vr2Gy2F/42MTGBRqOhtLQ0QdYlNx6Ph6mpKZqbm1ML7CmzsbHB+Pg4165de2Mm46tkZmZSW1tLX18fbrf7jCy8mDg3nPFp2XJN7J4MuoOE/SdrLC2+V4whz4Ahz0AkFIk7C18+XzQSpfFnGmn4qQZkahnrPesAWCosZDXHsny7YzGp24z6DKyVVlw7MUnbSCTygsLd2tM1Bn5lgJA3RFZTFocrh2z2bTL8L4eZ+YMZJFIJHpsHz15MK19lVHHjv71B99/qJr0m/USfMcXJEEWRqakplEolMpmMubm51Pp9igiCQFNTE9vb2+zu7r75DSlewmq1UlJS8t6St+FwmImJCWpra1NrfQI49YxG6kF1+lRUVGA0GuPpbYh559vb27S0tKTqaU/AscpUfn5+qinslNnZ2YlL2J702hYXF5Ofn8/z58/PpCHwIhKNRJn43Qk8ux4M+Qa8B14kcgk1P1qDXH2yxVEql1L2zTJC3hDrT79wIKzVse8l4AxQ++O1FNwowFJhQZ8bk7o1FZnQ5+hRaBVIZBKkCinpteloLBqikSi+Ax/z/3GeSPiLctnd8V1Gfn2EaChKWmkaMpWMsD/MzB/MsPi9RUyFJsxlZrz73vhwQABDniEusZvifDh+/jkcDm7cuMH169fZ2Nhgbm4u0aZdKr5cQpWS7z4ZVVVVCILwXpK3s7OzaLVa8vJSGdNEcOoZjRRnw/Xr1xFFkadPn+L3+xkdHaWhoQG1OjXc6iRsbGzgdDpTTWGnzP7+PgMDA7S0tLwgYXsSamtrMRqNPH/+/EpIRQoSATEqIpFJECMizg0nJfdK4jMnTkpuey7azFj5lC5Thz5Hj1wjR2VSYa2yUvHtCgRBQJAIlH5cisaqQZeti08Uz2zMRJ+rRyKVEAlG4sP9nBtOfEe+uKOhz9EjSAXkGjmCIBDyhQj7wzg3nGisGpQGJYJEIBKMsPjJYnxoX4rz5bhWfW9vj+7ublQqFTqdjuvXr7O4uMji4mKiTbxUFBQUYDAYUiVUJ0QikdDS0sLS0hJ2u/2d3394eMjy8nJKUTKBnKqjIZFIUjr4Z4RCoaC9vZ3Dw0OePHlCenp6yjs/IYFAgImJCRoaGlJp1FPE5XLR19dHXV0dOTk57308QRBoaWlBJpMxMDBw6Z8tgiBQcKMAURTZn93HUmGh6keq3ntxVJlUaNO1SBVSLFUWwv4wjiUHJR+VcOvv3nphunhBdwGmYhPODSd7U3uYS810/Y0usluyOVo7ipdVmcvMiFHxBUdDY9GQ35WPx+Yh6A5in7NTcq+EtNI0/Id+APan9wm6g7i33eyOf1FOcrhyyMqjldSwvjPmuFxqe3ub7u7uFwJVBoOBrq4upqen2dra+pqjpHgXBEGgsbGRzc1N9vdTM2JOgsFgoKqqiqGhoXcKOkWjUYaHhykrK0s1gCeQU3U0ZDLZlYg8JoqsrCzS0tLweDwUFRUl2pykZWJiArPZfCqb4RQx/H4/z549o7i4+FTvTalUSkdHBz6f79SlDi8iWY1Z6HP0yJQyan+sFpVR9eY3vQVNf6EJfY4e34GPg9kDctpyaPqZJqTyFxWGZCoZRXeK8B/6MRWZaP/r7RhyDeS05cQH/qWVpsXKnbL1BP1B3Jtf9NHkd+cj18qxL9gpultE+19vp+KHKgBYf7aOezf22kjgi36RndEdnv1vzxj8lUH2pr4Y0uVz+DhaP7r03/l5Mjs7y/r6Ot3d3Wg0mpf+npaWRltbG0NDQyeKHqd4NRqNhqqqKkZHRy99wOSsKC0tRaVSMTk5+dbvOZZKr6ioOCuzUrwFp+poyOXyVB3iGeL1enG5XCiVSnp7e1NO3Qmw2Wzs7OzQ0NCQaFMuDeFwmOfPn2OxWKiqqjr148vlcjo7O9nf32d6evrUj3+RkGvk1P5YLXXfqSO7JfvUjmsqMpHZmMn+zD7mCjOtf6kVhU7xytfmX8+n/ifraf+r7ZgKTURCEXZGdgj5Ys92Y74RMSqyO7ZLVIyy/ng9/l5zmZmiO0VU/qlKWn+uFYVWQVZTFrosHZFALFtReLsQfa6e7aFtJn5ngt5/0otnz0M4EI6rXR2uHtLzCz08/gePcW25Tu06XGVmZmZYXl7m+vXr6HS6174uKyuLmpoaent7r5wYw1lSUlKCRCJhYWHhzS9O8RLHkrcbGxsvCeO8CqfTyfz8PE1NTS8IVqQ4f1KORpIgiiIjIyPk5ORw9+5dotEoT548SbRZSUU0GmVsbIzq6upUb8spIYoiAwMDyOVympubz6wGVq1W09XVxerqKktLS2dyjotCQXcBFT9UcarXUhAESj8qpfiDYlp/rjUuefsq1Glq6n+iHnNZbKL4+G+Os/TpEoGjWFN+0BNk9dFq7MVSCNgD8dIoQRBo+YstNP9sczwDIlfLMRWZkKllFN4uRBAEVCYVri0Xs384ixgVsVRY0GXq2BrYYumzJZ794jP2Z/bx2DzxOSLhQJjx3x5n5Dcuf2brNBFFkZmZGVZWVuju7n6rEpKSkpIrJ8Zw1kgkEhoaGpibm8Pj8STanKREq9VSV1fH8PDw184nOS6ZKi4ufmfVwxSnz5mUTqUWgdNndXUVl8tFXV0dSqWSa9eucXR0xPj4eKJNSxqWlpaQSqWpsrNTZGpqCo/HQ0dHx5lHjfR6PdeuXWNqaupKD/Q7KRl1Gdz8727Gh+q9iWgkysTvTDD3H+Yw5MXKpwC2+mP1+9p0LTK1DK/Ny0bvxtceq+4n6uKlW2F/mLUna4S8IVybLvTZegRBQG1R49p2Mf6b43j2PGTUZqDQKVh/uo5nz0P/P+9n8ncnWf58maPVo/e7GFeELzsZ169ff6c69draWgwGA/39/alyn1PCYrGQm5ubWrffg4KCAoxG49dew9nZWSKRyJlk2FO8O6e6M1AoYqn41CTM08Xr9TI5OfnCvIeMjAzKy8tZWlpie3v7DUdI4ff7mZ2dpb6+PpVGPSU2NjZYWVnh2rVr59ZUbzab4wP99vb23vyGFCdm8ZNFZv/9LPocPeo0NTK1LP43bbqW9Np0RImIIAqsPl59oZE75AvF+iuisaCTPltPTmsO9iU7G89jTok6LZZVtE3YiEaiHMweoM/R4951Yym3IEgEtJlaDlcOefI/P2H10SrmcjMBZ4CdsZNNS79KiKLI9PQ0q6urb53J+DLHYgyhUCilmHSK1NbWYrfbU7M1TsjxfJLd3d1X7n0ODg5YXFykra0tNeX+gnDqGQ25XI7P5zvNw15pjkumcnNzycjIeOFvNTU1mM1m+vv7U7W0b2BqaoqMjIzUzIxT4vDwkJGREdra2r623vssyMrKor6+nr6+PhwOx7me+yqhy9IhSAVkKhliVGTt8Vr8b6IoIiKCJNawX3CjAIkstpwEXAEGfmWAh/+fhy80d2sztKgMseb29Np0Mhtj8scBZ4C9yT2MBUbqf7IefbYenz22hgSOAkQjUXZHd0mvSUehVaDUK9l8vkk08uoouyiKePY8VzqzfuxkrK2t0d3djV5/sjklMpmMjo4ONjY2WFtbe/MbUrwRhUJBVVUVExMTqUzRCVGpVNTV1TE6OvpCuX4oFGJwcJDq6uqUytQF4tRDu2q1OuVonCKrq6u43W5qa2tf+ffu7m4UCgWPHj1KNYe/BrvdztbW1muvYYp3IxAI0NfXR0VFxXvPyjgphYWFVFVV8fz5c5xOZ0JsuOxk1mdiKbdwtHYU78nQZcWcSu++l6O1IxCg7sfqKPtGGYIg4D3w0vdP+1h9tIrH5mHtaWxzal+0s/ZkDe++F4hlRADUllimxFxmpuu/6qLodhFZTVm4d9wczB8QDoSxVllRmVTwA79BbVFzuHqIff5lVaSwP8z4b45z/7+/H8+cXDWOJWzf18k4RqvV0tbWxtjYWMqxPyWOy3dXVlYSakcyk5+fj9FojGfbjodQ6vV6SkpKEmxdii9zJo6G3+8/7cNeSY5Lppqaml5bmiKRSLhz5w6RSISHDx+mIiRf4Xg4VXl5+SvlHFO8G8fN32lpaZSXlyfUltLSUoqLi+np6Uk1V54BEpmEortFhAOxAIYuU4e1yoouO+ZsCLJYs3rx7WIEQcC17aL3/+hls38Ta6UVQ56Brf4tFv54gef/+DnOTSfRcOz5FAlFYk6HCNkt2XT+fCf67NiGOPdaLoJUQJ2m5tp/fo0b/80NdNm6+HyOw5VD0orTkGtffCZ69730/bM+pn9/GteWC9v4m5VpLhvHTsbGxgY3btx4byfjmIyMDKqqqujr60s1h58CEomEuro6ZmZmUqXmJ+R4PsnW1hY2m421tTX29vbOVJQkxck4E0fD6/We9mGvHF9XMvVVVCoVN27cwO1209/ff04WJgdbW1v4/X7KysoSbcqlYG5uDp/PR1NT04V4mFdWVpKbm0tPT08qk3oGZNRlYMgzIFVIsVZbEUUR97YbiVyCLi/mcBzXQc//0TzbQ9uk16QjU8nQWDU4N51M/t4k3gMv6TXpZDbEMmDrT9fxHnip/rPV3Pn7d9DnfLEhzmzIpO0vt3H9v75OTlsOco2cvGt5uHfcHK4cUnSniOv/9XWM+cb4ezx7Hp794jPWn65jLjWjz9GzM7pzpaaPHwdVNjY26O7uPvWSxtLSUsxmM0NDQ1e6LO20yMzMJC0tjdnZ2USbkrRoNBpqamoYGhpibGyM1tZWVKrTmT2U4vQ4dUdDq9WmoounwMbGBk6n863LfdLS0mhubmZnZ+fSzxp4W6LRKNPT01RVVaWawk6B/f195ufnaW9vvzAT1QVBoK6uDovFwrNnz1LRwVNGm66l5KMSFFoFYlRk9WGshCoaiuJ3+hEEIS6ukNOWg0KnIBqKxl8b9oVxLDow5hvjsrYAxkIjTX+hifqfrEeq+MrQQKWM4g+KMRWZgNgGOuAMoM/RU/JhCe1/tT1+nGMUOgUBdwC1VY1cI0dj0eDd93Iwd3DGV+hiIIoiw8PD7O7ucvPmzTPpmzpuwnW73SwuLp768a8itbW1rKyspHos34Pc3FxCoRAGg+GNQdkUieHUHQ2dTofLlRqw9D4EAgEmJiZoaGh4pw1dQUEBJSUlzM3Nsbq6eoYWJgcrKytIJBLy8/MTbUrSEwgEGBwcpLa2FqPR+OY3nCPHGyCdTsezZ89Ss3xOmfyufDTpmnifhlKvpOBmAR67B0H8IquVUZeBpcLC4cph/LXHTsT28DbhQDj+/xKZhMz6zDdmxcL+MGP/1xirj1djalSVlpccE4jN6shuzsbviJXtSuQSfAc+pn//8gddotEoAwMDOBwObty4caYlonK5nNbWVmZmZlL9GqeAwWAgLy8vldU4IccOdlpaGi6Xi4ODqxFYSDZO3dHQ6/V4PJ5Ur8B7MDExgdlsJicn553fW19fT1ZWFiMjI281PfOyEg6HmZubo7q6OiVn+558+WF+UWeQSCQSWltbkcvl9Pb2EolE3vymFG+FNl2LNlOLRC5BaVSS3ZqNRCpBopAgBkUiwdi1lsgk5HXmxf+tz9WTfz3m5EdDUTaexZqzDfkG/HY/WwNbX3tex5KDnl/oYeb3Z9Cma5Gr5Wz1b722bCejLgNBEAi4Aqw+XCUajsZUq8KXdy2KRCL09fXh8Xi4cePGuQwiNZvNVFZWMjAwkHLqT4HKykq2trY4OkrNhnlXFhYWcDqddHR0UFVVxfDwcOrZfwE59R2YRqNBEIRU+dQJsdls7Ozs0NDQcOJjXLt2DZPJxPPnz6/sw2txcRGtVktWVlaiTUl6VlZWcDqdF77JTiqV0tHRgSiK9Pf3pxacU6Txpxsx5Bri5UxH60dI1BJkChkS+RfLSHZrNvpcPWqzGku5BQBdtg5BErtv0mvTMZeaURqVrD5ajTeaf5X9mX16/0kvKw9XSCtJQ21Wo83Qsj+zj3v71WUm1ioraoua7cGYtr46TY334AfqWJeQcDjM8+fPCYVCdHd3o1Qqz+3cZWVl6HQ6xsbGzu2clxWNRkNRUREzMzOJNiWp2N3dZXZ2lra2NhQKBaWlpcjl8lR26AJy6o6GIAjo9fqU5OQJCIfDjI6OUlNT896RqZs3b6JWq3n06NGVa84PBoMsLCxQXV19oTfGyYDH43mj8tlFQiaT0dnZSSAQYGBgIJVZPQGiKBIMBvF4PBweHrK3t0dIH8J03YRH4uEwdEg0I0rWh1nI1DIcDgdOp5NAIIA2Q0vx3WIQY8fx7nuJBCPktOcgU8visrYIcLR6xMzvz7x07uXPl+n5xR72pvaIhqI4N2JridKoxL3rZvYPX72RUBqUqC2x52ZWUxYZDRmEPCEO5i9fOUUwGKSnpweArq6uc/9tvmloWop3o6Kigr29Pez2lyWbU7yMy+ViYGCApqYm0tLSgC/uyaWlpdT+84Ihe/NL3h2TycTh4SG5ublncfhLy8zMDCqV6lTKUyQSCXfv3uX73/8+Dx484MMPP4xPbr/sLC0tYTKZUsP53pPjkqn8/PykarKTy+V0dXXR09PDwMAAbW1tqfK5rxAKhXC5XLhcLtxuN16vF5/Ph8/ni8uTC4KAXC5HLpcjlUoJ54eRyqQggC5dh1vujs9UCYfD8QySXC1H9SMqDp2HiBqRvNt5pGWlcbR7RMgb4nD1EM+uB4RYedQxYlRk/LfGmf+P80iVUvK68lh9uIp7xx2Tyv1BqZV9wY4oiq8MIpR9o4yD2QOUBiWCICBVStkd3aXsG5dHdS4QCPDs2TPUanVCpx+r1Wrq6+sZHR3FYrFcmfXlLFAqlZSWljI9PU13d3eizbnQBINBnj9/TklJCXl5eS/8zWg0UlxczOjoKDdu3EgFGi8IZ+JopKWlsbFxNYclnRSHw8HKygq3b98+tR+HTCbj7t27fPbZZ3z22Wfcu3fv0i8GoVCIpaUlOjo6Em1K0rO0tITP56OzszPRprwzCoWC69ev8/TpU4aGhmhpabmyzkY4HObw8BCHw4Hdbufw8BC/349SqUSv16PT6TCZTGRnZ6NWq1Gr1SgUCqRS6QvPomgkyvwfzaPL0pHbkcvq6mpcShVi/QKBQAC/30//r/Xj8/uwNFmQWCRsejaR/7Act9eNkCugsqnQSrXY1+y4tlzoc/QIEgH/oZ9wIIylIlZ2JVVKiQQicSdDY9Hg3fPiXHdiLDDiP/Sz8XyDnLYcNFYNlgoLSoMS/5EflUmFIAgcrh7ic/hQp519/8JZ4/F4ePbsGSaT6ULc03l5eWxtbTE2NkZbW1tCbUl2SktLWVxcxG63YzabE23OhSQajdLX14fRaKSqquqVr6msrOT+/fusrq5e2J7Cq8aZZTTGx8dfG3VK8SLRaJSRkRHKy8tPbcDSMSqVirt373L//n3u37/Phx9+iEx2Jl/7hWBpaQmDwYDFYkm0KUmN2+1menqarq6upL1fvuxsDA8P09LSciWeR9FoFIfDgc1mY29vD4fDgUqlIi0tDYvFQmlpKXq9/p1r+iVSCZV/qjL+70gk8sK9IZVKUSlULP3hEq5BFwq9gta/3Io2Q0s0HOXBP3jAztIOgknA2GAkoo0gtog86X9CbnEu6enpZLVlsfpolUgwgkQuQW1WEzgKEPKGyG7NRqFTYBu3sTuxSzgQZuQ3RrBN2Gj6801U/0g12kwtpiITe1N7uLZdqIwqqn6kCpUx+bX1j46OePbsGTk5OdTX11+Ie/l4aNr9+/fZ2to6kYBJihgKhYLi4mLm5uaSMrhz1oiiyNjYGOFwmM7Oztfe/zKZjIaGBoaGhsjKykrN1bgAnEk45HiznJK5fTsWFxcRRfHMJi1rNBru3LlDKBTi/v37l7ZuPRQKsbi4SGVl5YVYhJOV4wd6fn5+0jtsSqWS69evc3h4yPDw8KUdNBYOh9nc3KS/v5/vfve79Pf34/V6KSoq4qOPPuIb3/gGHR0dlJWVYbVaT6VxOBKJvFC2E/KFGP6Xw0z93hRqsxrfgY+N3g2C7iCDvzqIbcRGcDWIsCKgWdegm9YR/L0gwpyAGBWZnJxkdG8U5TeVuFQu9lf3Y7K1rdmo0lQo9bFyKJlaxsr9FXr+UQ8HcwcotAq2BrYQo7HAVlZzFmF/GHOpmev/9XVKPyyNN6MnK/v7+zx58oSSkpIL42Qco1KpqK+vZ2xsLKVC9Z6Ulpayv79/ZUVcvo65uTl2d3e5du3aG4NfWVlZpKenMzk5eU7Wpfg6ziRUKZFISEtL4+DgAIPBcBanuDR4vV5mZ2fp6uo60zS4Tqfjzp07PHjwIF5Glei0+2mzurqKTqdL9Wa8J1tbWzidTtrb2xNtyqmgUqno7u7myZMnjI6O0tjYeKE2aiclEomws7PDxsYGNpsNrVZLTk4O5eXlGI3GM/+MX3Y0gu4gA//nAOtP1zEWGlEZVYS8IZY+XWKrb4vdiV3SitPYdmzjP/ITDUc5mDtAbVJT1VFFYWMhgiDgdrvp/3f92NPtKOoVGDQGzGozB8sHhAPhmKKhzYMYicnqZtRnEHQFcW44OVo/wlRooqC7AKlCSm5H7qUol9re3mZwcJD6+noKCwsTbc4rycvLY21tjZmZGerr6xNtTtKiUqkoKChgbm7u0jx/T4PV1VUWFhbiIjdvQ11dHffv38dmsyVVj+Fl5Mx2mlarlf39/bM6/KVhfHyc3Nzcc4kc6/V6bt26hc/nu3SZjWg0yuLiImVlZZdiE5koQqEQ4+Pj1NbWJoXK1Nty7Gzs7e0xNjaW1JkNp9PJ+Pg4n3zyCdPT05hMJu7cucMHH3xAVVUVJpPpXH4D4XA4HlmUyCV4bB7kGnm8TEmmkuHacrH+fB1rpRWlQYkuKzaxeqN3A2ORka6/0UXR7aK4vf4NP4HhAIoRBS1FLRSUFeCIOFD8WQWuHBcHjgPyuvIw5BmQa+QIgoBCryDoCnIwG1OXUpvVlH2j7FI4GaurqwwODtLa2nphnQyIlVA1NDSwurrK4eFhos1JasrLy9nZ2UlNC/8BOzs7jI+Pc+3atXcKXKvVaqqrqxkbG0tJnSeYM3M00tPT2d/fT+oF/azZ3t7m4OCAmpqaczun0Wjk5s2beL1ePvvsM8LhV+vYJxtbW1tIpVKys7MTbUpSMzMzg16vf0nN4zKgVqvp7u7GZrMxOjqaVM8mURTZ2triyZMnPHr0iGAwSHt7O/fu3aOysvLUe7vehi9nNGRKGUV3iwh5Q0QjUZybTvyHfqxVVuRqOVJl7HWadA0KnYKc1hy6/2Y31qpY9lGMiix+f5GeX+jBtenCu+cluBektLSUO3fvkOfLQ/SIqD9WE70ZRX9LTygYQhTF2DlD0UslYyuKIrOzs0xMTNDZ2ZkUzzW9Xk9paWnSO/KJRq1Wk5OTw+LiYqJNSTgOh4OBgQGam5tPVKlQXFyMXC5nbm7uDKxL8bacmaNhMpmIRqOpWsPXEA6H45Hj8xy0BDFVsNu3b+P3+y+FsyGKIgsLC5SUlKSyGe+B0+lkZWWFhoaGS3sdNRoNN27cYH9/Pyl6NsLhMEtLS3z66aeMj4+TmZnJxx9/TGtrK1arNaHfUzgcfqFHI78zH12Wjt2RXaKhKI0/00jbX25DY9XgO/BxtH6Ex+ah5j+p4fbfux2fqRH0BPn873/O0K8OIUZFrNVWZGoZ68/WEaOx76fuT9Zx40/e4Fs/9C0qqyrxqXwof1TJkfqIw61Dij4oou7H68718x9PQD9tRFFkfHyc5eVlbty4kVSloOXl5QQCAdbW1hJtSlJTWlrK+vo6wWAw0aYkDKfTyfPnz6murj7xqITj2RqLi4up2RoJ5MwcDYlEgtVqZW9v76xOkdTMzs6iVqspKChIyPmNRiN37twhGAzy6aefJvUDbX9/H6/Xm7BreVmYnJykuLg4IdHx8+Q4s+FwOBgaGrqQJYSRSITFxUU+/fRT1tbWqK6u5qOPPqK8vPzCSFR/VXVKZVJReLsQY6GR9r/eTvm3yjHkGchuzY5lG0Ro/ovNNP50I3JNrCzPuenk2f/2jO2hbTw2D4Y8A4IgoMvU4Vh0cLhyCIBSrySjNgOZXEZ+fj63P7iNekENZlD9qArtB1okuvPpORNFkfVn63z6337K+rP1Uz12OBymr6+Pvb09bt68idFoPNXjnzUymYyamhqmp6eTPoCVSEwmEyaTidXV1USbkhDcbjc9PT0UFRVRWlr6XscyGo0UFRUlXRb7MnGmT+bMzEx2d3fP8hRJidPpZHl5OeFNqXq9nrt37xIOh/nss8+S1tlYWlqiqKgoaWVYLwI2mw2Hw0FFRUWiTTkXjp2No6MjBgcHL4yzEY1GWVlZiTsYjY2N3L59m7y8vAsn3vBV1SmA2h+r5cP/5UNy27+IQJZ8WELJvRI6f76Tso/LECRCrBRsYIun/8tTdoZ34tmN42F8e9N7uHfdjPyrkVeeWyqTcv1nrnPj9g1u3bmFz+/j008/ZWZm5kyVjyKhCNP/9zT9v9SPbcIWn1p+Gvj9fp4+fUooFOLmzZtotdpTO/Z5kpOTg0ajYWFhIdGmJDUlJSUsLS1dmGfTeeH1eunp6SEvL++1szLelaqqKnw+XyrTliDOdOXKysrCbrcTCATO8jRJhSiKjI6OUlxcfCEUuXQ6HR988AHRaJTvf//7eDyeRJv0Tvh8PnZ3d1ODed4DUYxJi1ZUVFyYaPl5cNwg7na7GRgYSPiCvre3x4MHD1hYWKC+vp47d+6QnZ19YcvYvlo6BbFSBYX2xXvIWmml+291k9mQCUA0HKX/l/rp/Se92BfsZNRlYCyMRe5dWy5WH64S9oWJBCKEfWGi4dj3IooiQfcXwRB9jh5rpRWTycS1a9e4fv06e3t7fPrppywvL59J9HLitycY/+1xFHoF6jQ13n3vqRzX5XLx+PFjdDodXV1dSf07FASBuro6FhYW4lPmU7w72dnZSCQStre3E23KueH3++np6SEzM5Pa2tpTHV7c0NDA5ORkaj+aAM7U0VCpVJhMJnZ2ds7yNEnF2toaPp+PysrKN7/4nNBoNHz44YdIpVLu37+Pw+FItElvzerqKpmZmWg0mkSbkrSsra0RDocpLi5OtCnnjlKppLu7G6/XS19fX0LUSY7P3dfXR0FBAR988AE5OTkX1sE45qulU2+D/9DPwK8MsPz5MkdrR4S8IQSJ8NJn1WZqyWnPwbnpxL5oJ+wPM/lvJvn+f/N9tga3Xnlss9nMjRs34jXZDx8+jD/LjtaOePq/PmX18fuVokTD0Xhpl1QpxWt7f0djf3+fx48fk5ubS0tLy0vOWzJiNpvJzMxkZmYm0aYkLYIgUFRUxMrKSqJNORcCgQA9PT2YzeYz6RPMysrCYrGkZmskgDPPxWdnZ6ccjR8QCASYmpqivr7+wpX5KJVKPvzwQ9RqNY8fP8ZmsyXapDdyXGaSymacnGg0ytzcHFVVVZdig3MSFAoF3d3dBINB+vr6zq22XBRFFhcXuX//PnK5nA8//JCysrILVyL1Ol6V0fg67It2en6hh6XPljAVmeL/HwlGcG25UJvVmMvNaNI1pFeno9AqCPvCLH5vkWf/+BmTvzvJ0eoRu2OvL8cVBIHs7Gzu3r1LdnY2T58+5ckfP+HxLz5m8fuLrD99v54KtUUNP0iUyFQyvAfeeMP6SdjY2OD58+fU1tZSU1Nz4Z3Ld6Gqqor19fWky5JfJAoKCrDb7Zde6va4bFCv19PU1HRmv4P6+nq2trZSoxfOmTNf0bKysrDZbKmJocDU1BRms/nCShXKZDI++OADjEYjz549u/D1jDs7O0il0tQwnvdgfX0dQRBOrOpxWZDL5XR1dRGJRHj+/PmZP6+OS2WWl5fp7Oykubn53NXn3pd3zWhs9m6yM7JDek06Sr2SzMZYKdV6zzrRcJSmn20irzMvvnEXRZGAM8D20DabvZuYy83osnXsDO8Q9ocJeUOM/eYYA78yQDTyYtmbVCqlKKcI1YiKvZU9wp1hTO0mjtaOCPtjjuRJHASVUYX4A09DIpcQ8oVeKOd6W0RRZG5ujtHRUTo6Oi70jIyTotfrycnJSUmLvgdKpZKsrKxL3RR+7GQYjUZaW1vPNNCi0WioqqpidHQ04aWyV4kzdzT0ej0Gg4GtrVenu68KBwcHbG5uXvipqRKJhNu3b5OVlcXw8PCFXiRWV1cpLCy8VFHA8+Q4m1FZWZk0UfSzRC6X09nZiVQq5enTp2dSyyuKIktLSzx8+BCz2cydO3eSSr70y7yqGfzryGnLQZWmIuyLbfSjodhCn1GfQdff6KLyhyrJactBKpcScAXYm9zDVGxCIpOgz9UjV8vRWDR4bB6WPl2i5xd6mPo3U6z3rL/UlH0wf0DPP+pht2eXo985Qr2vRmwVCZYEOdw45HD1kMf/8DGT//bdyiiUBiWCIOBz+HBtuTAWGOEdHz+RSISRkZG4fO1lDpRUVlaysbGRymq8B4WFhayvr1/KjbHP5+PJkyekpaXR0tJyLuvQsQx+Sqzg/DiX3UVeXh7r66crA5hMRKNRRkdHqaysTJpegmvXrlFcXMz09DQDAwOJNuclfD4fe3t75OfnJ9qUpGV9fR2JRHIph/OdFJlMxrVr19BqtTx58gSfz3dqxz4uzZqfn6ezs5O6uroLV0L5Lryro2EuM2OttOLadrEzssPeVEz6PBKMoM+JSSpbq6zoc/Xsz+yTXpPOjf/mBtYqK76D2PcgkUvwHniZ/cNZdkZ3sFZbCXqCOJZivRiRUITef9LL0//1KXvTe4S8scyUYl+BblYHRng2+Iwn/+wJq49X2R7YfqemcaVRiVQpxb3lpvxb5XT9v7pQ6t8+E3Vch+50Orl161bSyde+KzqdLpXVeE/S09ORSqWXrgTd6/Xy5MkTrFYrzc3N5xYwlEgkNDY2Mjc3l3KAz4lzczTsdjte7+kodCQbxxM+31cP+rxpaGigvr6ezc1NHjx4cKEiKpubm1itVtRqdaJNSUpEUWR+fp7y8vJURugrSCQS2trasFgsPH78+FTqox0OB59//jkAd+/eTdosxjHRaJRoNPpOjpIgEcjryiPsD+M/jKkR5XXm4dv3sTMa20TJlDJqf7SWxj/XSPff6sZcZiarOYtIKIL3wMva47XYFPDZg9hcDZUMQSKwP7OPZ89D/z/vZ+XhCvZ5O+k16eiydQAEjgKILhHX77kILYUIXwtjumHCZ/cR8rx9mZw2Q0tuey5NP9tE819sRqF7e3Uop9PJw4cP42pnV+XZVVFRwcbGxqk67VcJQRAoKCi4VMFaj8fDkydPyMjISIjMv8ViITc3l/Hx8dRsjXPgXBwNpVJJRkbGpfqhvC1er5fZ2VkaGxuTsjylpKSErq4unE4nn3zyyYWQKxRFkbW1tVQ24z3Y2dkhEomkshmvQRAEGhsbyc3N5cmTJxwdHZ34WGtrazx9+pTS0lI6OjqSWrr0mGN1rncVEMiozUCfrY8p6twpQqaSIVFI2Hi2EV/w8zrzqPtOXXwTn16djtKgxDYeE6iQyqUggHs35gCq09TYJmw8+h8fsfJgJZ79EAQBQ25MQtw2aWN/Zp+sxiy8D71o17REa6KEK8K4bW7cO276fqnvtYpWxyj1Sjp/vpPyb5UjkX7xPHdtuRj8PwexL9pf+b6dnR0eP35MYWEhbW1tSZ3Jelf0ej0ZGRksLy8n2pSkJTc3F5vNlrSzrr7M0dERjx8/Jicn50zUpd6W2tpaHA7HlZIPThTntvMtKChgdXX1SnmPoigyPj5Obm4uFosl0eacmIyMjBdmbSRa/tbpdOL1ei9sU30ysLi4SElJSVI6v+eFIAjU1NRQUlLC06dPsdtfvYl8HdFolImJCSYmJujo6KCsrOzSZI+OlbnedcOsy9KR352PKk0V/z+5Wo590c7R6svOXMgXYuXRCpFAzLHJ68oj91ougkTAseQg6AlyMHeAY9HB7tguGXUZcQdAjIrIVDH7tBlaqv9MNZV/qhKFToHsUIZuRgdW6Ovv4/E/eszMH8ywPfjypmNveo+J35kg4Hx1z87OyA5P/9FTZv9wFvv8i/fIceZwYGCApqYmKisrL8098C6UlpaysrKSmhZ+QnQ63aXodd3f3+fJkyeUlpae6pyMk6BQKKipqWF8fDx1X54x57bLyMrKQhTFKzUpfHt7G7vdTm1tbaJNeW90Oh0ff/wxarWaR48eJVSRan19nezs7CsVFTxNHA4Hh4eHl1Lp5rQRBIGKigqqq6vp6el5a9nnSCRCf38/u7u73Lp169I1/EYiESQSyYk2Crntucg1cvxHfg7mDoiEIpR+XIouS/fC6w5XDuMN3yqTKpYBUcqQyCSIURExIrLVH9t4HStJSaQS9Hmxfo+9qT3WnsSeU2klaTT8pw2YCk3INfLY/A6fgPvfuvEf+gk0BNAV6eJZEoBoJMr8H8/T8ws9zPw/M6+cAr746SLP/4/nuHfcSBXS+HDB42s0PDzM0tISN27cuNLKbhaLBa1We+GVDC8yeXl5bGxsJNqME7O1tcXz58+pq6u7MCW7BQUFaDQaZmdnE23KpebcHA2JREJRUdGVSZ+GQiHGxsaoq6u7FKUS8IX8bWZmJsPDwwwPD5+7DaIosrW1daUX7fdlaWmJgoKCS3NfngfFxcU0NTXR19f3xhLQUCjEs2fPCAaD3Lx5E51O97WvT0betRH8y5jLzJjLzexN7aHL1NH5853U/lhtPPsAsVKkZ//4GTvDO1gqLGgztC8eRARBGtuoZLe+mNk8Lpc6ntot18iBmNOozdAi18px77ixTdpIL0/n8N8coggrkH4oxeP1IEZFIqEIQ786xMi/HAEgGowS8r3cy3Ewe0DQFcRSYUGQCHFH43jCscvl4tatW5hMphNdq8uCIAiUlpaytLR0paoaTpPc3Nyk7XVdXV1laGiI1tbWCxXgOi6RXVpaeq/y2BRfz7nWTRQWFrK/v3/ph89AbGaGXq+/dDXwEomEzs5OqqurWVtb4/PPPz/XtOPR0RGhUIj09PRzO+dlIhgMsrW1lRpyeALy8vLo6OhgbGyM+fn5V26Y/H4/T548QSaT0dXVdWmduXcd1vdlBIlA9Y9UU/edOm787RvktL48BV1j1SAIAmqz+gUH5BhrlRVEMBWZUOqVyJSx1/iP/Kz3fOEI5nfnYyo24bF5CHqCSBXS2CDAQJiyb5SRdy0PdZoa9boayZaEUHOI/Z19xIjIzsgOSqMSY35MwvZYlvfLSOVSBGlssrkoikTDUex2Ow8fPkSj0XDjxo0r0/T9JrKzswmFQhwcHCTalKREpVJhsViSqqdAFEVmZ2eZmJigs7PzQpY7GwwGSkpKGBsbSznBZ8S5OhoqlYrs7OxLn9Ww2+2sr68nRE3hvKioqOD69eu43W6+973v4XS+XFZwFmxtbZGZmXllp1i/L+vr65hMJgwGQ6JNSUoyMjLo7u5mcXHxJcWSY+lSg8FAR0fHpS7te9dhfV8lsyGT5r/Q/HKm4gdIFVIyGzPj6lRfRZuhRRRFDlcOATAUxO7nneEXJUCl8phjEfKEsC/YGf6Xw7i2XKTXpNPyl1owFhpjk75FUG4pic5F6Rvqw+VzIVVIX3h+vyqjIVVI4UtifIcc0tPTQ1lZGS0tLann1JeQSqXk5+ezsrKSaFOSluzs7KSRuY1GowwPD7O6usqNGzcutNJeZWUlPp/vUg9GTCTn3glaWlrK6urqpVBPeBXRaJSRkREqKiouZcnEl0lPT+ejjz5CLpfz4MGDM6+/PS6bysnJOdPzXFZEUYwPOUxxckwmEzdv3sRmszEwMEAkEiEYDNLT04Ner6e5ufnSN9m/T0bjbUmvjmUtvzr1G2JZETEqggDRcJSAM4DaHMsc5LTnxBwAYve8TC0j6Aky+v8bZe6P5gi6g2jTtUikElRGFVK5lKAriGPRgWpPRWFWIT09PUgzpERCkS8+8ysyGhK5BFEUY9ejQ8qB9IDOzk5KS0svbZDpfSgsLGR7e/tMhmFeBbKzszk4OLjw+6fj52GyzIuRyWQ0NDQwOTl5IZQ1LxvnvhqmpaWRlpZ2abMax9Mmy8rKEmzJ+aBSqfjwww9JT09neHiYgYGBM5u34XK58Pv9l66x9rxwOBz4fL6Uo3YKaLVabt68ic/n4+nTpzx9+hStVktra+uldzLg/TMab4O53IzKpHptVuO4XMo2bsNYYMRaZUWXqUOhVaDNjGVK3DtuVh+uEjgKsD20TXpNOmqzOt70rTKpkKlk2Bft5LTl0P03u6lrizWr+qv9RJVRgu4gkVDklRkNiUxCWAjjKnKhzFfSXtt+oSO3iUav15OWlpbUTc2JRK1WYzQaL3RWw+128+jRI+RyOTdu3EClUr35TReArKwsMjMzGRsbS7Qpl46ErIjl5eUsLS1dOkkxj8fD3NwcTU1NV2KzcYxEIqGrq4u6ujo2Nzf59NNPz6RhbXd3l/T09EtdknKWbGxskJOTk7p+p4RSqaSzsxOPx4PH46G2tvbK/O7fpxn8bVGb1aSVpsXnYrxw/lCEsD+M0qAkoz6Dm//dTfK68oiEYxkIXWYsm3wwG+sHEKMiiLFSKplKhu/AR8gbYu3pGnKNnMJbhXT9jS4MebESrPLycjQ+DUK3wKHtkJIPSyj96OWBqwFZAM2f1aDVaPngmx+QVZF1Vpfj0pCfn59yNN6DrKysC9uncXBwwOPHj8nKykrK8tH6+nr29/eTXkb4opGQVTE9PR21Wn2p6uFEUWR0dJT8/HzMZnOizUkIpaWl3Llzh3A4zKeffsrm5uapHt9ms6WyGSfkuOzssokTJBJRFJmamor3nr3vYL9k4jwcDUEQyGrMIuwPv9AL49x0sv50Pf6asm+WoU5To8vSIQgC0UgUz54HpVEJxPpBvoxMJSPsD/Pof3rE5O9O4rF5KL5b/ELTuSAIWLEiHAoY/qyB5p9rjpdmQey7X1paYkuxRb41n3s/eg+t+dX9JileJDs7m6OjIzweT6JNSUqysrLY29s7s8qBk7K6usqzZ8+oqqqirq4uKUsHlUol9fX1jI2NEQq9nMFMcTIS4mgca9MvLCzEJ8wmOxsbGzidTmpqahJtSkIxGo1885vfxGKxMDAwwODg4Kk8EMPhMAcHBylH44Ts7+8DpMo6TpGFhQV2d3fp7OykpaWFoqIinjx5ciVmBYXD4XOJVprLzcjUMsK+MGJUZHtom8PlQwDSa9IRpALunVgZlC5Lh1wrj6lF6ZVk1GWgzdTGlKvUMVtFUcS77yXgDLDZv4mp2BT7PP6Xs+v1P1bP7T95G51Fx9j4F4o0oVCIgYEB5ufnuX79Oq0ftsamlad4KxQKBRkZGamsxgkxGAzIZLJ3HiB6VkSjUUZHR5mamqKzs5Pi4uJEm/Re5OXlYTAYmJycTLQpl4aE5fmzs7NRKpWXolfD5/MxPj5OY2Mjcrk80eYkHIlEQnd3N7W1tWxsbJxKKdX+/j4ajQatNhU1PAmbm5vk5LwsI5riZNhsNmZnZ7l27RpqtRpBEKisrKSxsZH+/v5L8Vz7Os4jowEx+Vpdho6j9SNsEzYM+QYM+QaymrLQZmiRqWQ4lhxArFwqrTiNojtF3Pw7N8luyY43kqtMsTrxrYEtZGoZmnQNaSVpKLQx+eHXKUqlFaXR3t6O3W5nfn6eo6MjHj58SCgU4s6dO1gslrf+LGF/mM2+TTw2z5WX0czLyzv1jPdVQRAE0tPT33p46Fni9/t5+vQpDoeD27dvX4pAliAINDU1sbGxEQ/QpXg/EuZoCIJAdXU18/PzSZ2iOi6ZyszMvJAa0YmkrKzshVKqpaWlEx9rd3c3lc04IaIosr29nWoCPyV8Ph+Dg4PU19e/NIgtLy+Prq4uZmZmmJiYuLQbyvPKaEjlUjKbMhGjIoW3C7n1399CnaYm6I6p7ih0Cg5XDwkHwkgVUm793Vt0/ped6LP1qM1qBGKOte/Ah1wjJ70mnRv/7Q3kanmsb+P487xCUeoYpVJJe1s7s7OzPHr0KP4dK5XKt/4c3gMvff+sj55f7OHTv/0pT/7nJyz88QKOZccrVbUuO5mZmXg8nisxU+ssSE9PZ29vL6E2OByOF+bFaDSahNpzmmg0GqqrqxkZGbl0vcSJIKGdixkZGeh0uvfagCaatbU1Dg8Pqa+vT7QpF5LjUqrMzEzGx8d5/PjxiX64+/v7qSF9J8ThcCCK4pXtHTpNotEoAwMDZGVlvVYm2GKxcOvWLXZ3d+nr67uUC9V5ZTQAqn64ipv/3U06/rMO9Nl6zOVmAs5ATFbWHybsD8fLpyRSCRJZbFlTp8V6KlYerBAJRlAalFT/SDXmUjMKnYJoKLbBF0XxlRmNYzwODwOfDBANRiECWo+WkPftg2MH8wf0/KMe1p6uYcw3ItfIsY3bGPwXgzz4+w/4/O9+/rXnv4zI5XIsFsuVKDM8CzIyMjg8PEyYzO3q6ipPnz6ltLSUlpaWpGv6fhtKSkpQqVSpEqpTIKGOxnFWY2FhISl1tX0+HxMTEzQ1NV3aCcCngUQi4dq1a7S1tXF4eMgf//Efv1PaNxAI4Ha736lMIcUXHGeDrooi0llynIF9U2DhWP42HA7z5MkTfL6XlZOSmfN0NFRGFVmNWUiksfs3rTiNSCiCbcKGTCmj+s9Uo8/Wv/Q+QSrEezNUJhXRcDT+b6VeSSQYwbHkQKqQxudufJWNyQ3uf+8+riMX0e9FCa2GGOgd4JO/+Ql9v9TH2G+OcbR+9NrMlSiKjPzGCFsDW2gsGqRKKRqLBkuFhbSSNHwOH1KFNO70XCUyMzNTjsYJUalU6PX6cy/tCYfDDA0NMTU1RUdHB2VlZZe2HFcQBJqbm9nY2LgQZWrJTMLdUKvVitVqZWZmhsbGxkSb89aIosjw8DA5OTlkZaUkDd+G3Nxc0tPTefr0Kc+ePSM/P/+tpIAPDg7Q6/UpZ+6E7O7uUlr6sjRninfj8PCQ+fl5bty48VYRPIVCQVdXFyMjIzx69IjOzs4LP7jqbTmPgX2vQ5+rR2PVYC41U/edOkxFple/LluPVCHFXG7GkGvANmGLl0gp9Ao8Ng/WKiu1P15LQXfBC++NRqL0/G4PB8oD/BN+dE4d2hwtolPEVekimhtl6vemUBqULH+2TFppGjltOVirrBjzjQiS2OZLEARq/pMaTIUmdkZ2sM/bEaMicq2ckCdE6celNP50I0rD25dhXRYyMzOZnJwkFAqlehtPgNlsxm63n1tJrMvlor+/H4VCwZ07d1Cr1W9+U5Kj1Wqpq6tjeHiYu3fvpvYgJyThjgZAbW0tn3/+OUVFRUmzEC8tLeF2u2lvb0+0KUmFQqHg7t27zM3NMT09HVftSUtLe+17Dg4OUtmME+L3+zk6Okr1t7wn0WiU4eFhysrKXurL+DokEgnNzc3Mz8/z+PFjmpubyc3NPTtDz4nzGNj3OjLqMrj9926jy9S9NhMBINfKkcqlCNIvIq7HJUqZjZmE/WFqfrQGQ67hhfe59930fL8Hr9SL+z+4CS+H8eFjjz0QwOQyQRsIPQIBZwBTkYm9yT22B7dR6BWYCk2UfauM/K58ALKbs8luziboDrI/u49t3MbO6A7l3y6n+keqv/YzXGZ0Oh0ajYb9/f1Uf+MJMJvNrKysnMu51tfXGR0dpaSkhKqqqiuVHS8oKGB7e5uxsTHa2toSbU5SciEcDZ1OR0lJCRMTE1y/fv3Cp+IODw+Znp7m+vXrqUjMCamoqCAnJ4dnz57x6NEjCgoKaGxsfOUD7ODg4MpMWj9tDg4OMBgM79S4muJlFhcXgdh9+64cy3kbDAYGBwdxOp1UVVVd+Ofc15HIjIYgCBjz3xyQkillSOQSIoEfSKgLXzR953flxx2BLzP12RQLtgVC9hDadS2mQhOhjBD2BXtscKAIrlEXaqsazV0Nhm0DCp0CtVmNKIocLh+yM7KDscj40vEVOgU5rTnktObEm9eT+R44DdLT0zk4OEg5GifAbDYzOjp6pmWMkUiE8fFxtra2aGtru5LVG8cqVJ9//jlra2sUFBS8+U0pXuDCuKUVFRW4XK4LO/HymHA4zMDAAOXl5anm2vdEp9Px0UcfUV5eztraGt/73vdwOBwvvCYSieB0OlPX+oSkskHvj8/nY3Z2loaGhveK5GVlZXHz5k02Nzfp6+tLarW9RGY03hZBIqDQKYiEInj3vUTD0VfOywAIB8I8/YOnzB/O4xny4Po9FzvPd1h5sIJ330tGbQbmMjMaq4bc9lzyTfkoi5R4ZV5s4zbsi3YcizEFqbqfqKPhpxq+1jaZUnblnQyICSccHBwk2oykRKvVIpfLOTw8PJPjO51OHj58iNPp5M6dO1fSyThGpVLR0tLC2NgYLpcr0eYkHRfG0ZDL5VRXVzMxMXGhVVrGxsZQq9UnimymeDU1NTXcu3cPmUzGo0ePGBkZiQ/5Ozo6Qi6XX4l60LMg5Wi8P5OTk2RnZ5/KdTQYDNy6dYtIJMLjx4+Tdjryecnbvi8qgwrXpgv/kZ+aP1tD2Tdfzowe7hzyyb/7BJvLhtArkKnKxJD3RTmVY9HB6qNVAMq+Wcad/+EO137uGnUtdWjvaGn8842YikyozWra/1o7dd+pQ6a8+NfmImCxWDg6OrrQa/5FRRAE0tLSXgrOvS+iKLK4uMijR4/Izs6+dNK1JyUzM5OSkhL6+/tT9+s7cqGehgUFBayvrzMzM0NdXV2izXmJ1dVVdnd3uXPnTioadcocZzempqaYn59ne3ubzs5ODg8PMZlMqet9AkKhEE6nM+VovAcOh4OdnR3u3bt3asdUKBR0dnYyOTnJw4cPaW9vTzrp5mRxNIyFRrKas6j7Th1ZTVkvPUd2dnYYGhwi7AgTfBhEggSpVYqp2IS5zMzR2lF8IKBry8XakzXcu27yruVhrbWyrFhGUang7g/dJeAMxAcDpng71Go1KpUKu92e6iM7ASaTiaOjo1M7nt/vZ3h4GJfLRVdXV2rt+ApVVVUcHBwwPj5Oc3Nzos1JGi7USiEIAo2NjTx8+JC8vLx3aro8a+x2O+Pj4/FJwCnOhpqaGgoKCuK9GyqVivz8l2upU7wZh8OBRqNBpUptfk7K9PQ0xcXFp/6bl0gk1NfXYzAY6O3tpaamhuLi4qRxqJPF0aj7iTqq/0w1MtWLtobDYSYnJ9nY2KChoQHLNQt7dXtsD21jm7SxN7UX68n4AVnNWSgNSgJHgXjjtypNhbJCybRnmsy0TLRp2vP+eJcCs9mMw+FIORonwGg0ntqE9e3tbUZGRsjIyODu3bup/tNXIJFIaGtr48GDB6yurr52llKKF7kwpVPH6PV6ysrKXiifSTR+v5++vj6qq6uTLvKYjBxnN2pra/H7/SwuLrK+vp5os5IOp9OZNCpuF5H9/X0cDgfl5eVndo7CwkKuX7/O3NwcQ0NDSZGSj0QiiKJ4IR0Nx5KD/l/ux75gB2LBq686GXa7nQcPHuByubhz5w75+florBoKbxXS+fOd3Po7t0ivSUdj/aJcZGd4B9eWC6VRiSHfgM/uw7HoYOe7OwRtQe7/6n1GfmME24SNSChyrp852TEajacalb9KGI1G3G43kcjJ77lwOMzo6ChDQ0PU1dXR2tqacjK+BrVaTXt7O+Pj4+c+xyRZuXCOBkB5eTmRSORCTAyPRCL09fWRnp5OSUlJos25UpSUlCCRSDAYDAwNDfHgwQP8fn+izUoajo6OUo7GezA3N0dpaemZa6ebzWbu3LmD1+vl8ePHuN3uMz3f+3K8qUmU6tSrCPvDzPz7GR7/w8fM/eEcB3MvNxgHPAEmxifo6emhqKiI7u5utNoXsxD2RTtDvzbE3sQe+lw96TVfBJbs83ZWH66y2RuLIOuydRTdKUJ7qCVaGGXuj+Z49A8e8f2/9X3m/mguPq08xddjNBpxOp2JNiMpUalUyGSyE1+/vb09Pv/8c1wuF3fv3k1VD7wlVquVuro6+vv78Xq9iTbnwnMhHQ2pVEpTUxMzMzMJfQCJosjg4CAATU1NSVPWcFk4/gHfvHmTa9eu4fF4+OSTT5iamkqwZcnB0dERBoPhzS9M8RJOp5ODgwOKi4vP5XwqlYru7m7S09N5+PDhhVbfO866XCRHY/BfDDL6r0YRJAIyzcuZlrWxNT75w09YGl0i25ONKWxCjL48zXtvco+D2QNERMSIiCZdQ9GdIgpvFSJIBTRWDRn1GWjSNUTDUbz7XmQuGZKohHB2GPe2m53hHYZ/bZjP/s5n9P7TXrYGtl6rdpUi5mh4PJ6kVmFLFIIgnMhRO85i9Pb2UlpaSnd3d6rh+x0pKioiNzeX58+fp+7dN3Dxct8/wGKxUFxczNDQELdu3Tr3ATGiKDIxMYHT6eTmzZsXalG9KrhcLnQ6HRKJhKysLL71rW8xMjLC/Pw8q6urtLa2pup6X0MkEsHtdqcyGidkcXGRvLy8c50/IpFIqKurIy0tjcHBQUpKSqiurr5wAY7j/oyLZJfP4UOhU6DP0eOzf9Fb4Xf6Gfx0kH1xn/BCGNmKjAXHAiv/fgVToYm8rjyyGrMwFsR+JyUflaDL0rHxfIOd0R1c4y7kWjlhX5i0kjRqfrSGwhuF7E3tsd6zzs7oDs5RJ1FbFFW7CmFVILs5G1EU8R34WH20yuqjVYrvFtP+11LDXV+FUqlEqVSmhCtOiE6ne6cs6P7+PsPDw6jVau7evftSVi/F21NXV0dfXx+9vb10dXWl9omv4cI6GhDr8LfZbMzNzVFVVXWu556fn2dzc5ObN2+mhp0lCJfLhV6vj/9bIpHQ0tJCRUUFfX19PHv2jLS0NDo6OlINz1/B6/UiCEJKuOAEBINBNjY2uH37dkLOn5ubi16vp7+/n8PDQ1pbWy/UMyhZGsE3pzZjilJiGPd/dJNmSkOXp8OYZyToCXK0fsTOyA7WKisf/8LHCBIBuVpObkcuuR25uLZdbA9vs/5kHUEq0PjTjVjKYxvhnLYcctpycG272BrYYunBEgFdAFmuDJ/dhypNhcqkwmPzoDQosVSlNtBfh16vx+PxpByNE6DT6d6qVyAcDjM1NcXa2hrV1dWUlJRcqGBBMnLcHP7s2TMGBgZob2+/UlPT35YLvVpIpVJaWlp4/PgxmZmZpKWlnct55+fnWVhYeGUNb4rz46uOxjE6nY4PPviA9fV1xsbG+N73vkdxcTF1dXWpH/kP8Hq9aDSa1EJyAjY3NzEajQktOzuetzEyMsLDhw9pa2u7MEMrL7qjEY1EWVxeJOALEFoP4b7vhjDs7+yzP7OPTCnDUmkh7AtjyDdQ+o3SVx5Hn61Hn62n7OMyIsEIcs0XDbLRcJSQL4Q+W0/ln6yk7Btl9D/u56j7CN+nPg7mDhCjIum16bT95TasVdbz+vhJiUajSdqZMolGp9Oxurr6ta/Z3d1ldHQUjUbDnTt30Ol052Td5Ucmk9HZ2cmTJ08YGhqipaUltQ/5Chf+ahiNRioqKhgcHDyXOrj5+Xnm5+fp7u5OlZ0kGJ/P97V1o/n5+XzrW9+iuLiY5eVlvvvd756a1F+y4/F4Uk7yCVlfX78QTZFyuZy2tjZKSkro6elhfn4eUXy5r+C8uciOhsfvQfFtBX69H99/9GFymSi6UUTBzQJ02bHNVTgQ5nDlkKzmLG7+7ZuUfaMMQfJ6h1wik7zgZPjsPvp/uZ/7f+c+U783hXPTiVQhpaa9hqAhSOWfqcRSYUGulSNGRPZn93HvphrDvw6NRpNqqj0hWq0Wj8fzymeD3++nv7+fgYEBKioq6O7uTjkZZ4BcLqerqwuXy8XAwMCFUUy9KFx4RwNiKlQajYbR0dEzW2hFUWR6epr5+XmuX7+ecjIuAMdR+a9DIpHQ0NDAxx9/jE6nY2BggM8+++zKyyV6vd6Uo3EC3G43R0dH5ObmJtoUINbsWVZWRnd3NysrKzx//pxAIJBQmy6ioyEKIsG8IKH2EHq5noJwAWmmNByLDmyTNvwOP6YiE5oMDaZiE1nNWVz/r65jKjK903l2x3d5/D8/Zvn+MgFXgPHfGufzv/c5A78ygHfJiywiY7Z3Fs+eB2ullYArwMhvjHD/79xn8F8M4j9Kqea9iuPNcop3R6PRxHqCfF/0JomiyMrKCp999hmCIHDv3j2KiopSGe4z5FjQw+v10tfX916Sw5eNi7VavAZBEGhpaYkPSSkqKjrV40ejUUZGRtjf3+fmzZuvLNdJcb5Eo9E3ZjS+jFqt5vbt29hsNoaHh3nw4AEWi4W2trYr2b/h9XovTKlNMrG9vU16evqZS9q+K2lpady5c4eRkREePHhAa2srVmtiynEumqPhcDjwVnvRhDTU5NVQ0hGrPQ/7w9gmbLHG7pEdXNsuMmozqPuJOtKr320eUiQY4dn/9oz9mX2O1o/I78pHIpMgFsSavue/O8/G8w2i5VHIADNmJDIJpkIT0bwoO8M7bDzfoPiDYlTGt3sehf2xzIu53IxEmhQxwROj0Whe2CineHskEgkqlSq+XjqdTkZHR/H5fLS1tZGZmZloE68MCoWC7u5unj9/ztOnT1P9oz/g4qwWb0ClUtHa2kpvby9ms/nU6qf9fn+8LOvWrVupm+KC4PP5EAThnb+PjIwMvvGNb7CyssLExATf+973yM/Pp6mp6UrVTQaDwQvVQJws7O7uXphsxlc5LqU6zmyUl5dTUVFx7lHKSCRyIdRVwuEws7OzLC8vU1ZfRnFeMUrdF/e8TCWLN227d90czB6Q3ZqNQvtuTqRr28XY/zXGxvMN/IexjMTakzUM+QbSStKIhqNI5VJMxSZUWSp203bZe7KHXClHY9VwtHqEucxMw59rIK307foMPTZPfACgqdhE4a1CsluyUaddTnEHhUJBIBBAFMVU1P0EqFQqPB4Pu7u7LC0tUVxcTGVl5YUKCFwV5HI5169fZ3h4mEePHtHZ2XnlZeaT6i5MT0+nrKyM/v5+bt269d7TK+12O/39/VgsFq5du5b6UV4gfD4farX6xItOUVERBQUFTE5Osry8zObmJpWVlVRUVJyypReTQCBw4aLyF51gMIjdbqe1tTXRprwWQRAoLi7GbDbT39/P/v4+ra2t5xoguQgZje3tbcbHx1Gr1dy6deuNC7kuU4cu891r03fHdxn61SGONo6wVFiQqWTsTe3h3ffiXHfiXHdiLDRS/5P1VPxQBRK5hE++9wlFP1vE9ve2Y05GuZn6n6wnqzHrrc5pm7Qx8usj2BftGPON2Bfs2CZsaDO05Hfl0/DnGi7dZlypVCKKIuFwODWV+h0RRRFRFBkfH8dgMHDz5s1U6XeCkUqltLa2Mjc3x6NHj6ivr6egoODS/W7flqTbWVdWVmK32xkaGqKjo+NEX1w0Go03fadk3i4mp7FRlkgk1NfXU1lZyfDwMNPT0ywsLFBTU3Pq5XcXjWAwmHI03pH9/X10Ol1SSAIbjUbu3LnD6Ogon3/+OU1NTWRnZ5/LuRPpaPh8PsbGxjg4OKC2tvbMF2+PzYPPEcuuhgNhZGoZGXUZBN1Bdsd2sVZbqf2xWgq6C+LvsaZbcW27CDgD+Bw+9qb26P+lfvK78ym6XYSx0PhamzcHNhn45QGCriAZdRlIpBLUZjVBTxDbuA2FVkEkGEGmTMz1F0URMSqeeinX8VyWYDCYcjTegaOjI8bHx3G5XFgsFjo7O1N7mQuCIAhUVlaSlpbG0NAQe3t7NDY2Xsn7O+kcDUEQaGtr49GjR8zOzr7zfI2joyOGh4eJRqPcuHEDk8l0NoameC9Os/RHoVDEJ4sPDg4yOjrKzMwM9fX1F7ZM5n0QRTFVOnUC7HZ7Uun4y2QyWltb2djYYGhoiNzcXOrq6s7cCQiHw+fujEWjUZaWlpiZmSEnJ4d79+6d6P6ORqLYJmxYK63IVG++TsUfFGPINbD4/UW2BrZwbjhR6BSEvCHK/0Q5DT/VgMb6RR9ZOBDGNebCITqQClIKbxWCCJ49DzN/MMPqw1U6/osOspte7RRKJBJkShn+Qz+HK4cYcg2EvCGcG06K7hTR9Oeb4k5G2B9m6t9OEQlFyG3PxVplRSI7u/JQURRZ/nyZhe8uYC4zk1aShjHfiKnI9FbX8usQBCFePpUSsXgzwWCQmZkZVldXKSkpIT09HafTmXIyLiAZGRncuXOHoaEhPvvsMxoaGsjOzr5S31XSORoQ2zh2dHTw+PFjjEbjW0XyAoEAMzMzrK2tUVpaSmVl5YWoM07xas6i9Eer1XLr1i2Ojo4YGhpiYGCAyclJGhoayMp6u7KGZOBY7SLR5S3Jht1up7i4ONFmvDN5eXmYzWaGhobijeJnOXPovDMadrud0dFRotEonZ2dJ26Cd227mPzdSbYGtjDkGSj/djm513K/NjsgCALWKiuWSgv2BTtLny6xN7lH3XfqKP2o9KWNvRgV8c54EToFROGL6P+xPK42U/u1fRbZLdnc+4f32OzfZPn+Mo4lB4JEoPJPVVL747XI1bHjeGwehn99mM3eTRBg8ZNF0orTyL+RT35X/qn3coiiyPL9ZUb/1SiRUISj1SMWP1lEppRR+2O1VP3w+w/UlclkKaWeNxCNRlldXWVmZgaTycSdO3fQ6/Wsrq5ycHCQaPNSvAaVSkVXVxcbGxuMjo6ytrZGbW3tlREeStqdiMFgoLm5maGhIW7evPnaGt1gMMjy8jILCwtYrVbu3r2b0pFOAs4yIm80Grl79y4Oh4OhoSF6e3vRarU0NzcnVUT7dRxreF+l5vf3JRqNcnh4eG5DQU8bjUZDd3c3CwsLPH36lPLycsrLy8/kHjgvR8Pv9zM9Pc3m5uZ7fZ5oOMr4b42z2buJa9uFId+Ac8NJ7z/txfqJlbJvlZHbnotU8frAkyAIWMotmMvM+A/9r93Iy9Vybv/N29x/ch+JVcLexB5SlZRoOErJvRLqf6r+jU6AyqSi9KNSim4XsTu2S8gbouBGQXzWx3EPh2PRgbnCjFwtJ+QNcTB3wP7MPhKphLJvlL3zdXodX3YyJDIJaSVpiKLIwewBSqMSc9npqNtJJJLU/IHXIIoiu7u7TE5OIooiTU1NZGVlxaPicrn8XOaMpTg5giCQn59PZmYm09PTPHjwgNzcXKqqqt5aXTNZSVpHAyAnJ4ejoyP6+vq4efPmCxtTj8fD8vIyKysrpKWl0dHRQXr6u0kapkgcgUDgzMva0tLSuHfvHjabjdHRUZ48eYJOp6OxsTFh0qGnQcrReHfcbjcSiSSpyzYEQaC8vJz09HQGBwex2Wy0tLSc+mc6a9WpaDTK8vIyMzMzpKen88EHH5x4IXZuOpn8N5Os96zj3fNiLjOjTlOjTlMTDoSxL9h5/o+fU/OjNdT9eN0bjycIwhsdBa1VizndTMafyyCyEGHt0RrF94pfmQH5OqQKKTltOS/8XzgQZuBXBtif3iezMTOe4Qi6g4iiSOHtQnI7TrccdPnzL5wMY4Ex5mTMHaBKU9H+19rJqMs4lfOkHI1Xc3h4yOTkJE6nk8rKSoqKil56tqccjeRBoVDQ2NhIWVkZMzMzfPbZZ2RlZVFSUoLZbL6UJVVJ7WgAVFVV4Xa76e3tpb29HZvNxvr6Og6Hg6ysLLq7u5M2SnmVCYVC59bMnJGRwUcffcT29jYTExM8ffoUjUZDY2MjGRmns4ieJ8eL9WV8YJ0VbrcbnU53Ka6ZyWTi9u3bTE1N8eDBA2prayksLDy1z3aWGQ2bzcb4+DiCILxXcCgSirD8+TIzvz+De9cd35jZF+zYF+xkNmYiSAQigQimIhOWitPNZBoMBvwRP/V/qp6yb5SdWvO2TCmj6oerWDGuYF+0cxQ6QiKXIJFKqP+Jeir/dCVS+ek6gXuTe4QDYaKeKKGZEGJERG1R0/5X28msP70ZDSlH40V8Ph/T09NsbW1RXFxMR0fHaxuJ5XI5wWDwnC1M8T5otVpaW1upqqpieXmZ58+fo9FoyM3NJTc3N6mDXl8lqR0NURRxOBwYDAZsNhuffPIJRqOR/Px82tvbU82wSUwitPqzs7PJzs7GZrMxNjbGs2fPUKvV1NfXn5uiz2lwrEV/GTbN54XL5bpU9bIymSzeezQyMsLW1hZNTU2nkqI/C0fD4/EwMTHBwcEBVVVVr4zavgvubTeTyUVt7gAAWKVJREFUvzOJZ9dDVnNWbLheVGRnZIeAM8Du6C7aTC0lH5dQ+6O1LzR0vw9iVGT18SquAxf8wEc6bYWoknslFN0uYm9qj/WedQ7mDqj9sVpyr+WeyW+++S80U3y3mKO1Iw7mDnBuOGn4TxvIbDjdQXApRyNGKBRifn6epaUlsrKy3iqjp1AoCIVCqTkkSYhWq6Wuro6qqiq2t7fZ3NxkZmYGg8GA1WrFarVisViSWq0qqR0NgKGhIfR6PRUVFSwvL5Oenk5paWmizUrxnkQikYSV/mRkZPDhhx9ycHDA6OgofX19qFQqampqyM/PT4hN74IgCHFt9dSi83a8yxT6ZCIjI4O7d+8yOTnJ559/firZjdN0NEKhEHNzcywvL5Ofn39iNamvosvSUfudWub/wzy2SRv6HD0aq4a00jQciw6MhUZyO3Jp+KmGeO/D++I/9DPxuxOsfL5CND2K8pqS2aNZim4XodSfbtBLIpOQ2ZBJZkMmIW8o3mx+Fih0CjLqMsioy6D82+VEQpFTz5pALBN7lcs9w+EwS0tLLCwsYDQa36ka4/j3GIlEUiIgSYpMJiM/P5/8/HyCwSA2m439/X0mJibIzMykvr4+0SaemKS+IwVB4N69e/FFMzs7m8ePH6PRaJJSPSbFF1yEB6bFYuGDDz7A4XAwMjLC0NAQ4+PjlJWVUVZWdmEXxeNMUMrReHv8fv+lnd4ql8tpamoiJyfnVLIbp+FoRCIRVlZWmJ2dxWg0nrrUuFQhpezjMnJac5j/j/Ms319mZ3gHhU5B+bfLqflPak4tiwGxBu2xfz3G/uw+piIT0nQpXpWXkX85wsrnKzT+TCNZDWejbHeWTsarOAsnA66uoxGJRFhdXWVubg6NRkN7e/s7lwweP+dFUTwLE1OcMwqFgry8PPLy8gCSPtOX1I4GvFiHrtPpuHbtGj09PSiVSnJycr7mnSkuMhdp0UlLS+P/396fBsedrXee3zf3fcGWSCAT+54EQIB7kSwWWaWr5UqyRnNHcrfGre47UnT32J6x3zj8YmY6HBOe8AvbMzER7m67u6O38cjq2+qWeiRd3avaWAtXcMe+74kdidz3/PsFhFSxiiyCZIKZCTyfigywSBA4SOby/51znufcuHGDcDjM06dPGR8fZ3JykoaGhndybsHrOrjfirkqVG6SyeQ7PV27GAqxuqEoyltNAiiKgt/vZ2xsLH8OiMvlOrJAbK4yc/pvnabhvQZm/nKG+jP1eC54CraKcWDmL2ZYe7hGVXcVRodx/8JABxqjhshahNhWrKDf711JhpPM/uUsFpeFitYKbHW2gt93B75vu2wqmkJn1h2riZNcLsfy8jKTk5NotVpOnz79XCep13HwOl/uF6Tixcr9fby0rpAKoLKyknPnzvHgwQO0Wm1ZFvOK4tRovIrNZuPq1askk0mGh4dZWlpicXGR2tpa+vv7S2brjbzpvL6jOLelFH17dWN5eZmBgYFD16dkMhngzc5o2d7eZnR0lEQiQXd395Gf6v1Nle2VXGi/cGRf3/dbPjR6DSv3VohuRjG7918LLHUW+n6rD8/F8jsYNLIe4eE/fcjaozXUGjV6qx6r20rz9Wbaf7lw7XMPvGxyKbQSYugfDWGqNOF9z4v7tBu9tXyfq7lcjtXVVaamplAUBZ/Ph8fzdvU18povStmxCxoAbrebgYEB7t+/z3vvvXcszkY4aUp524/BYODcuXPkcjnGxsZYWFjg448/xul00tvbW/THm1qtRqVSkclkpCHCIeVyuZILtkfJ5XLx4YcfMjExwRdffEF7ezsdHR2vvA8Ogsbr3FfBYJDx8XF2dnbo6OigtbW15FYB35azycmF/+ICje83MvwHw+zN72FQDAz+/UHcHeV3GOjO1A4P/+lDdmd3qe6uRqPTEPaH2Xi2gbXWeiRBI5PJfOdxFVmPcP8f3mdncge1Ts3KvRWstVbO/efncJ0qr0nEgxWM6elpFEWhs7OThoaGgsxWHzT/kKAhStHxerX/Bq/XSyaT4e7du1y5cuXIz2QQhXVQ0FzK1Go1vb29+Hw+FhYWmJ6e5uuvv8ZgMNDW1kZbW1tRljxVKhV6vZ5kMnmsWuQdpVLaqveuaLVaent78Xq9PHnyhJWVFQYGBr73DJmD7XiHua9CoRCTk5NsbGzQ3NzM4ODgsQ6+yVCStUdrhFfDxLZj6NN6Rv5ohNwv5qgbrDuyLUeFpCgKs385y8SfTBDbieE65UKtURPbjhEPxOn89U5O/+7pI/m+3z6kNboVzYeMGl8Naq2awHyAZDhJLl0+F9TZbDYfMFQqFZ2dnXi93oK/3kjQEKXq2AYNgObmZtLpNHfu3OHq1avHqn2lKB1qtZrW1lZaW1sJBAIMDw8zNjbGxMQEdXV19Pb2vvP9/waDQfqqv4aTGDQOOJ1Orl27lu/l7vF4OHXq1Au3kh2mEDwSiTA5OYnf76exsZGPPvoIk+n7D7krd9sT2zz+F4/ZmdrB0eigqrOKoCZIYC7Anf/nHZzNTs78/hkqWkv3TKdsOsvU/zLF+J+ME1oOAbCtbKPRa1ByCr7f8uH7ke9IisEPDps7eMzFd+MM/aMhNkc28yEjtBJCySkM/HgA90DprxIdFHlPT0+j0+no6el56y1S36eUdwGIk+1YBw2Ajo4OMpkMt27d4sqVKxI2ykQ5rGi8SEVFBdeuXSOVSjEyMsLq6iqrq6s4HA58Pt87qxk6WNEQh1Ouj7dCUavVtLW1UVdXx7Nnz/j000/x+XzfqaP4vqARi8WYnJxkZWUFr9fLRx99VDJ1S0dta3yLnckdDHYDRsdfTyrEt+PkAjkiGxEi6xGab+zXN1hqSmulMbYT4+m/fsrS10vP//5WDKPTiKvXhd1jJxFIYK4xF/yCNplMotFo8o+tjeENNoc30eg0ZFNZYtsx0rE0/b/bT8uN0u4omU6nWVhYYHZ2FoPBkD+H6ShDwEE785M6WSJK27EPGrB/eriiKBI2xDuj1+s5c+YMAwMD+VmtO3fuoNPp8Hq9dHd3H2nxsdFoJJFIHNnXP240Gk2+/uAkM5vNXLx4kbW1NUZGRlhYWKC/vz/fz/9FQSMcDjM9Pc3q6ir19fXcuHEDq9VajOEXTcevdKA1apn60yk2RzbJZXKY+k2ggLXOSlVnFbHtGBP/foKVuyuc/9+dx+UrjRqDrbEtnvzLJ+xM71DZXoneoicRTLD+eB3YPx9ke3KbrfEtTBUmzvz+GbyXvAUdQyKReG7bVP3Zes79/XMsfrnI7swuAL1/s5f2X2ov2Vn7eDzO7Owsi4uL2O12BgYGqK2tfe3xJsNJUMBgP/w2w4NJEgkaohSdiKChUqno6elBpVJJ2CgTx2W/qVqtpqWlhZaWFsLhMKOjoywsLDA/P4/D4aC7uxu3u/DbAMxmM7FYebbULAatVks2my32MEqCSqWivr6e2tpapqenuXXrFh6PB5/P91zQCAaDTE1Nsb6+jtfrPZEB44DWqKXjVzqoG6xj4k8mWLy9iEqjorq9GrN1f1VHb9GDav/08FIRXApy53+4Q3ApSG1/LXqLnsB8gOBiEICqzips9TYyyQw7kzvobXqMFYXfBhqLxZ5b/dJb9bT+QivNN5rZmdwhshGh+XpzSYaMYDDIzMwMfr+f2tpa3nvvPSorK9/oa2WSGR79s0dsT2xT46uhtm//UMZXnflyEDRK8f4R4kQEDdh/AnZ3d+fDxuXLl4/tAV3HwXG88LPZbFy6dIlcLsf8/Dyzs7Pcu3cPrVaLx+Ohp6enYMWyZrOZ3d3dgnytk0Cr1cqKxrdoNBq6u7tpaGhgZGSETz75BJfLRTab5e7du2xvb+drME7KFqlXsbqtnP17ZzF5TcxkZggvhMk49x9XiWAC7yUvvX+zF0eDA/ircyp+PktFawXuAfc7Lxg3VZpouNyAzqwjtBwithPLF1p7LnjQmXUkggn2FvaoO1PHmd87g62+8JN00Wj0hY0r1Bo1Nb4aanyvd4DdUVMUha2tLWZmZtjd3aWhoeGtg7aSUxj9yShLXy1hqjKxfGuZ+U/n6fpfdXHm98987989mJSTFQ1Rik5M0IC/DhtAPmw4HI4ij0q8yHG+8DvYD9/W1kYkEmF0dDR/JofFYsmvgLzNm4bFYpEVjdcgW81ezmKxcP78eR4+fIjf78//3kko8n4TKpUKz1UPi7cX6f7b3Uz/dJpcJsfA3xmg7Qdt+8XVisLmyCYj/78Rtsa20Jq01J+tp+NXO6jurn5nM9N6q57BHw+SSWTYndll9i9nCS4HiW3H2J3ZRa1Tg7K/NazvP+3bX5U5ArFYrCwm/jKZDCsrK8zNzZFMJmlpaeHs2bMFmSCa/XiWqT+bwu61Y6o0EcwG0dv0eC68+gyWg0k5CRqiFJ2ooHGgu7sbtVrNrVu3uHTp0hsvc4qjc1L2zB+cZp/L5VhZWWF2dpaRkRFGR0epqKigq6vrjQrID4JGKR58WIpMJhPxeLzYwyg5iUSCZ8+esb6+jqIomM1mNBoNW1tbPHr0iN7eXpmseYFkMonBYKDroy7qz9aTSWaoaNmvc0lFU0z+6SQzfzFDJpGh5lQNmUSGlbsrbDzboOdHPXT/Rvc7Ha/WqMXV68LV6yKXzbG3sMfO5A5rj9dwD7hp/+V21Jqju4iNRCLU1dUd2dd/W9FolPn5eZaWljCZTLS1teHxeAp2HszaozVG/nAEg82AqdJEbDtGJpFh8PcGqe2vfeXfT6fTaDQaea0XJelEBg2Azs5OdDodt2/f5vz589TWvvrJLN6d47h16vuo1WoaGxtpbGwkk8kwNTXF0tISd+7cQavV4na76erqOvTSvNFoRKfTEQqF8oW84uWMRiORSKTYwygZgUCAZ8+esbe3h0ajobm5GZ/Px8TEBIqi0N3dzdTUFF9++WV+25+sbvy1SCSSf65+e6vRk3/xhJmfzWD32vPh46BuQ61VF/3Ua7VGTWVbJZVtlbT/ytEXX+dyOcLhcMkF1oPtUfPz82xubuJ2u7l48SKVlZUFvU+SoSRP/uUTYpsxXP0ukuEk4bUwvt/y0fLh4TpsHabttBDFcqIfmS0tLeh0OoaGhhgcHMTjefUSpXg3jvPWqVfRarX4fD58Ph+RSITx8XHW1tZYWVlBr9fnQ8f37YtXqVQ4HA4JGodktVpZX18v9jCKKpfLMTs7y9zcXL4LUF9fH83NzfktGel0GpPJhE6n49SpU7S0tDA2Nsann35Ka2srHR0d6HS6Iv8kxfeymgMAV5+L7YltQqshVBoVSk4huhGltr+Wvt/po6qz6h2P9uXexRauSCSCSqUqmcNFU6kUKysrzM/Pk0qlaG5upr+//8iCtN6qp/Z0LUpOITAXIJvM0voLrfh+5Dv0/Z9Op+V5J0rWiQ4asH+C+EHYSKfTNDc3F3tIgv32sHLg3P4F8Pnz5wHY2dlhamqKlZUVlpaWMBgM1NXV0dHR8cLQYbfbCYVC73rIZclutxMOh0/koVeRSISRkRE2NzdRFIWKigrOnj37whPCvz1zajabOXfuHIFAgNHRUT7++GM6OjpoaWk50TOskUiE+vr6F/5Z8wfNuE65mPrzKRZuLgD7rVs7f7UTnblwF4upSIpUNIW1trQ7gYVCIWw2W1Gfd4qisLu7y8LCAn6/H6fTSUdHBx6P58i3I6nUKs783hnS8TS707sE5gK0fNjyWgcjStAQpezkvhN8w0FLunv37pFIJOjq6jpxFxulxmAwEA6Hiz2MklJVVcV7770HwObmJjMzMywtLbGwsJAPHe3t7fmZQYfDweLiYjGHXDYsFguKohCNRk9Ei9ZcLsfi4iIzMzPEYjG0Wi3Nzc2vPN/lZVs0KioquHLlCltbW4yPjzM7O0tHRwfNzc0nbt+4oigEg8F845EXMVebGfjbAzRcbiCXyVHTU9iuStsT2wz/wTBhfxhXnwvvRS+uPteRFXO/jb29PZxOZ1G+dzKZZHl5mcXFRZLJJA0NDXzwwQdFKUzXmXTU9tceqibj2yRoiFImQeOvVFVVcfXqVe7evUs0GmVwcFA6OBSRwWBge3u72MMoWS6XK18kvr6+zuzsbD506HQ6qqurqaurY29vj1wuJ4/lV1Cr1dhsNvb29o510NjZ2WFiYoKdnR0URcFut3PhwoVDF+J+3wWNSqXC5XJRU1PDxsYG4+PjzMzM0NnZSVNT04l5DEajUTKZzKFqDqo6CrtNKpPMMP3n00z92RTJcBJLjYXlW8ssfb2E3WvnF/5vv4DWWFpv+7u7u7S0vLvTvhVFYXt7m8XFRdbW1qioqKCzs5P6+vqyDcWJRAKjsfDnmwhRCKX1ilNkdruda9eucffuXe7cucOFCxdklqBIZOvU4bnd7vyhfzs7O8zOzrK9vc3a2hoAX3zxBR0dHdTX15+Yi703UVVVxc7ODl5vYU89LrZEIpGv80mn0+j1elpaWujq6nrt0+kPU3SqUqlwu93U1tbi9/uZmJhgenqajo4OGhsby/Zi7rACgQAOh+Od/5y7M7uM/mSUtYdrmKpN+2dPKPtdrrKJLJVtpdddMZvNsre398LOj0pOIbIewVpnLcgOg1AoxMrKCsvLyyiKQkNDA9evXz8Wh/dK0BClTILGtxiNRq5evcqDBw/46quvuHTpkhxGVQQGg0HONXgDVVVVVFXtz5JGo1Fu375NLBbj4cOHPHz4EIvFQm1tLa2trSVTfFkqqqurGRsbK/YwCiKVSjE9Pc3q6irxeBy1Wk1NTQ09PT1v1d3ndbZoqFQqPB4P9fX1rK6uMj09zeTkJG1tbTQ3Nx/bSZzd3d132oAhm84y98kcE388we7sLqYKE1a3lXQsTWA2gLXOyqkfn6Lx/cYjbVF7GIqisD2+TUVrBVqjlkAggF6v/857bCaRYeQPR1i+vYx7wE3zjeY3Ol8kmUzmw0U4HKauro6BgQFqampKctIlMB9Ao9Ngq7e91uGNiUSi5Lp2CXFAgsYLaLVaLly4wPDwMF9++SUXL16Uzj3vmNFoJJlMyraft2CxWGhra2N9fZ1z586xtLTE6uoqCwsLzM3NodVqcTqdeL1eGhoaTvz9XFVVRSQSKdvZwW+HC5VKhdPpxOfzFWyV5k3aaKpUKrxeLx6Ph42NDaamppienqalpYXW1taCHHZWKhRFYWNjg9OnT7+T77e3uMfIH47gH/KT2EugZBVi2zEWv1jEWGGk8UojvX+zF7vn6GoOwmthVu6sUHu6lorWipeGgXQ8zehPRpn/bB6Ly0LLRy0k3Umqqqqe+zvxQJzH//wxy7eWMVWamP9snuXby9gb7Jz67VPU9td+b2DKZDJsbGywvLzM5uYmlZWVtLS0UF9fX9Lhdmtsi6F/NEQqksLisuDqd9H6YeuhTmIv19cscTJI0HgJtVpNf38/FouFW7ducfr0aRoaGoo9rBPDaDSiUqmIx+My8/4WampqGB0dRaPR0N7eTnt7O7C/vWN+fp6trS2ePHnCkydPMBqNVFZW4vV6qa2tPXHBQ6/X43Q62djYoKmpqdjDOZRIJMLc3Bzr6+vPhYuenh48Hk9B/w0VRXmrfv3f3FJ10EHt448/pqGhgdbW1mOxhSUcDpNKpV7YsauQsqkss5/MMvkfJoltx6hsq0Rn1pGOpfE/9FPZVomrz8W5v3/utboXvQ5FUVi+vczovxklMB/AVGnCfdpN0wdN1J2pey48hNfCPPmXT/AP+bG6rUQ3ozz6J48w/aaJvvf68p+3t7jHo3/6iM3RTao6qtCZdcS2Y4RWQoRWQ+wt7OE65aLjhx3UnfnruqJsNsvGxgZ+v5/19XWMRiMNDQ309/e/1Y4EJaewt7iHs8n5WisM376f4PtbBe9M7TD0j4aIbkWx1dv2D0yc2sHqskrQEGVPgsb3UKlUtLe3Y7PZePjwIaFQCJ/v8L2txZtTq9WYTCZisZgEjbdgtVrR6/Xs7Ow8d8J4RUVFfpUuk8mwsrKC3+9na2sLv98PcCKDR11dHWtrayUbNHK5HBsbGywsLLC7u0smk0GtVh9ZuPimg3Nt3nZWWKVSUV1dTXV1NXt7e8zNzXHz5k2qq6tpbW3F5XKV7WvsxsYG1dXVR16fMf7vxhn5yQg6sw5X7/7zOrgcJLmXpO0X2+j9G704m5xH9v2ToSSj/3aUuU/mUGvV1A3WkQgmmP6LaQJzAWp6avKtetcer/H0Xz8luBikqrMKrVGLsqGQSqdQbAo1Nfsdt7bGt3jwjx8QWg1R46tBrVXn2/8CNF5tJBVJsXBzASWn4DrtYnNzE7/fz9raGkajkfr6et5//33sdvtbP4ZymRxj/26M2b+cxdnkzAcog+3wK3CKojD9F9NsjW5RN1hHdU/1/raob4wtMBfYDxmbUaq7q0nH0+QyOVp/0ErTB69+HcrlciSTSQkaomRJ0DiE2tparl27xr179wiFQpw7d66kl2CPC7PZTCwWK/YwytrBLPL6+vpzQeObDlqbHpwhk8lkWF5e/k7wMBgMOBwOXC4XHo/nWL6x1dfXMzk5WVLtIoPBIIuLi2xtbRGNRlEUBYPBgNvtprW19Z1t6zwIGoU8H8PpdHLmzBl8Ph8LCws8fvwYnU5Ha2srDQ0NZXMWRzKUZO3xGivZFVrbWo/8+1X3VOM65WJ3Zhf/Qz+ZeIbK9koGf3+Q1l9oPbJVDIDtyW2e/uunbI1t4Wh0YKowkY6nCa2EqOqswvdbvnxnq7XHa9z7H++RiqbygWhnegeVWkXzj5qJOWJYHftd3iLrEeK7cQCSwSSbI5sAaA1aPJc8ZBIZgitBXL/oQn9Rz89+9jP0ej0ej4erV6/icDgKFlCzqSzP/udnTP/5NMYKI1vjW6w/Wcf7npcr/6crh/oaiqIw9edTjPzBCNlUlpU7KxgcBjp+pYNTv30K2F/BGfqHQ/vhqqeGTCLD7swuzdebGfzPBtEaXv34j8ViqNXqY/l6LI6H8ngVLwFWq5Vr167x8OFDvvjiCy5evHgslvpLmdlsJh6PF3sYZa+uro7Hjx/T19d3qDdirVZLS0tLvuXkQfDY2NggGAyyubnJyMgIarUai8VCZWUlbrcbl8tV9qseVqsVi8XC+vp60bZKhkIhlpaW2NzcJBKJoCgKGo0Gm81GV1cXLS0tr90tqhDS6TQajeZIVhuMRiPd3d10dHSwurrK3Nwco6OjeL1empqacDqdJbnKkUlmWL69zNSfTRHaC6H/NT2m5NGcIP1N7gE31d3VPPh/P2BrbItkKImpwoTRYSSXzh1p0Fi5t8LGsw0MdgN6q57IRoToRpT6c/X0/61+HA1/XZRsdBqx1lkJzAbYmd4hm8xi99jp/1v9+FV+3FZ3/nObP2jG4rIw9/Ec/od+VBoVWoMW93tuYvoYyZokxktG1GY19mo7Pad7ChouDqTjaZ7+q6fMfjyL3WvH6DQSWg6h1qjzYelVFEVh8j9MMvJvRjDYDdjqbIRWQ6QiKfT2v37ujv+7cdafrWOrt5HYSxBcDtL0fhNnfv8MOtPhJjoOTqEvxeeHEAAq5WAD4fcIhUI4HA6CwWBRDrIpJYqiMD4+zvz8PIODgy89/VW8vcnJSSKRCGfPni32UMpaLpfjL/7iL7h8+XJBZr9zuRyBQAC/38/29jbRaJRsNgvshxSTyYTT6aSmpoba2tqiXBS/jZmZGTY2Nrhy5XAzl28jk8nk95Xv7e2RSCRQFAW1Wo3VaqW2tpampqaS2D64u7vL0NAQv/RLv/ROvt/e3h4LCwusrKxgtVppamrC6/WWxEqTklNYe7zG1J9OsTmyic6sQ39BTzKbRDuixfdbPtp/sf3Ivn9wOcjoT0ZZvbeK1qjF6DQSWY+Qy+bwXPBw9f989Y2+bnQrys7kDu4BN3rri5+38UCc5dvLzH82z97CHnqrnq5f66Lz1ztfeEZHJpnB/8DP3MdzqNQqBn48gKXOws9+9jOuXbv2nWuKXC7H5GeTLE4ukjAloAKUHYUKcwWnf3AaZ/XRhc5UJMWjf/aIxS8XcTY70dv0BOYCqLVqTv/uaZqvN7/yeys5hYk/nmD0347uBy23ldBqiHQsTd/v9NHxw47819ga38L/wM/Gsw2im1FqfDWc/9+ef63tWQftzC9evPhWP7sQr+uw2UBWNF6TSqXC5/PhdDp5/Pgxu7u7+Hy+sp/JLUUWi4WNjY1iD6PsqdVq3G43fr+/IEFDrVY/10YX9i+YNzc32dzcZG9vj/X1dZaXl/OfbzAYMJvNOBwOqqqqqK6uLtkA0tDQwPj4OJFIpKCH98XjcTY2Ntje3iYYDBKPx/MBTa/XY7PZaG5uxuv1lmRL7bcpBH8TTqeTgYEBent7893SRkdHqaurw+v1FrVF6fi/H2fs342h5BQq2yvRGDWEa8NonmiIrEVYf7R+JEEjk8ww+/EsU//LFLHtGBWtFeitepLhJLlMDovLgntgf5Ugl82xfHuZVDhFzakaHA2OlxY0Z5IZFm4uMPWnU4TXwjgaHDTfaKbhcgOWmudDrqnCROevdtJyo4XVoVWMTiO1/bUvvQDXGrQ0XmnEc8FDLp1DZ9axurqKyWTK7wpIp9Nsb2/nX0MSiQQ1Z2uwqWyEH4dx1jvp/NXOI2/Pu/ZkjaVbS6h1ajR6DTtTO+ites783hm8lw7XuW3mZzP7KxkOA1a3leBykGwyy+nfPU3bL7Y9dz/V9NRQ01NDLpsjtBLCVGF6rZABf72iIUSpkqDxhurr67Hb7QwNDXHr1i3OnTuHyXT0S+Ynic1mIxwOoyiKLAu/Ja/Xy5MnT46smYFWq6W+vv65Fb5cLsfu7m4+fESj0XzxL+yHdr1ej8FgwGKxYLPZcDgcVFZWFnW/scFgoK6ujsXFRU6dOvVafzeXyxEMBtnZ2SEYDBIOh0kkEqRSqXz3GZ1Oh8VioaGhgdra2rLZclasuhWtVktTUxNNTU0Eg0FWVlZ48uQJuVwOj8eD1+ulouLlbVWPgrnGjM6kIxVNodaqiaqjZJNZtDtaBn88SMsvHM1J18HFION/NE5kPYKrz4XWqGV3dpdcOkfTtSZ8/4kPu9dOcDnI2B+NsXp3lWwqi96ux9m8X9Dc+uFf15AoisLm8Cbjfzye3w5V3VVNeC3Mw3/ykIWbC/zSf/9LL7xvdWYdzR80H3rsGp0mv6VrdXWVyspKpqen2dzcZHd3F4vFgsvlor+/n6qqqnyoVS68umtTobj73Zz+26dZ/GKR3dldLC4LZ//uWdyn3a/+y39FY9RgrjYT246xvrWOwW7g9N85TetHrS/9GdQa9RsX70ej0fyBrUKUIgkab8FqtfL+++/z7Nkzbt68yblz5/IdNMTbs1qtZDIZEomEhLi3VFNTg6IobG1tvbQovNDUanW+u9A3HVyMb21tEQgEiMVi7O7usrGxQS6Xy3+eRqNBq9Xmw4jRaMRsNmO1WrFarZhMJvR6/ZFcpDc1NTE0NERXV1f+gieZTBKLxYhGo0SjUSKRCPF4PB8kstlsfvwqlQqtVpvv3OV0OnG73WW99fRdr2i8iMPhwOFw4PP52NnZYWVlhTt37qDX66mvr6euru6dhI7mD5oxV5t5+q+esv50HfNvmqlUV3L2/3IWq7twq2Df5mhyMPDjAeY/nWdnaodMIoOzxYnvRz6873nJpXNM/tkk0382TXQzSkVrBTqLjsBsAP+QH41Okw8a6Xiap//6KUtfLZFNZanq2O8IlQwnSQaT2OptNL3fBArwlnenoihEIpH8qsX6+joajYaamhq8Xi9nzpx56SreuwyQBruBrl/rou0X2lh/uo7RaaSqs4qVeysoWYXa07XoLd+/Etv6YSveC162xrfYHN7E2eI81JarNxWJRGRFQ5Q0qdEokMXFRYaHh+no6KCzs1Nm4Avkk08+ob+//51dHB9no6OjJBKJkq55yeVyRKNRAoEAwWCQWCyWv5BPp9PPXcx/k0qlQq1WP3dTqVT54uUXFTF/86Xv4Ose3LLZLOl0GpVKxYteIg+CxEEIMpvNWCyW/NawUt0W9jZmZmbY3d3lwoULxR7Kc7LZbL7N6cbGBmq1mrq6Ourq6qiurj7S1aLYToyxT8ZYN6/zi7/0i+/s3z2XybE5sklgLkDz9WZMlSZ2Z3cZ/p+HWX+6jqnChM1jI5vMsju7i96ip/UHrXT9ehcG+/7WnEQwwWf/9WfsLexhcVmw1FgILgVRFAXvRS89/3EPjsY3O236m8FiZ2eH7e1t0uk0lZWVqNVqEokEH3zwQcH+bVKRFDqLruDvu0pOYeqnU4z9ZIx0LI3VbaXhSgMdv9KB0Vn8Lk/pdJqf/vSn/PIv//KxOvhSlAep0XjHDjqjDA0NsbW1xdmzZ2UWvgAOtk9J0Hh7DQ0NfPnllyXVuvXb1Go1NpvtlR3dcrkc8Xg8H0QSiQTJZJJUKkUmk8kHh4OPmUyGXC73wguRg5Ci1+vRaDT5lZREIkEgEMDn8+WDhMlkKvqsfrFkMpmSfNxoNJp8sMjlcmxvb7O2tsbjx4/JZDJUV1fjcrlwuVwFn/k1V5nJNmdptjS/03Cp1qpxD7jz9RgA2+PbbI1vkcvkUGvVhFfDxANxavtrOfXbp6jpeX613egw8sE/+IDlr5eZ+3SO3ZldKtoq6PnNHjwXPK91QF0mk2Fvb4/d3V0CgQCBQCAfLKqrq2lpacHpdKJWq7l58yZtbW0FCRmKorD2cI2RPxyhorWC1h+0UtleWZDAkUlmGPnDEaZ/Oo3RacTeYGdrbIupP53Cdcp1ZEEjm8qSSWbQW/Wv/DnC4TAGg0FChihpJ/Md84g4HA6uX7/O8PAwn3/+OQMDA9KV6i1ZrVYikUixh3Es2O12HA4HS0tLtLW1FXs4b+Wgte5RbhlQFIWbN2+iKIrsgaY0tk69ilqtzoeK/v7+fDtmv9/P8PAwZrMZl8tFdXV1QWqBdnd32draYmBgoDA/wFto/UErNo+NtYdr+B/4UWvVDPx4gLZfaHthNygAS42F7t/spvnDZjaHN6k9XfvKYuSD1YpvBotQKITBYKCiooKqqira29txOp3fObjwYKtkId4Xs+ksU386xcSfTJBNZgnMB1i5t0LztWYGf2/wrb52MpTk8b94zOKXi9g9dowVRvbm9zDYDPh+23foNrevKxVN8fifP2ZzZBNztZnKtkqquqpovNL4ws8PhUKyy0SUvNJ+1yhDWq2WwcFBXC4Xjx8/ZnNzk97e3pJ/gy5Vdrud+fn5Yg/j2GhtbWVsbIzW1pcXJop9KpWK7u5unj59SlNT04l/DqfT6bJapVWpVDidTpxOJ52dnWQymXyNwOTkJKFQCIvFku+gVllZ+drnEUxMTNDa2loSM8pag5a6wTrqBuvw/ZaPdDSNrf5wZz0ZHUYar373YjabzRIKhQgGg/lbKBQC9l+bKysr6ejooLKy8lCPjbm5uYIcxBjfjfP0f9qvLzFXm6lorSC2HSO0EiIRTLzd1w7Euf//us/6o3Uq2irQmXVsT2xjdBoZ+DsDeC95j+S1Mx6I8/CfPGTl7grWWivBpSArd1fwnPfQ8F7DC1eYJGiIcnCy3zmPkMfjoaKiIn/A37lz53A43my/60nmcDgIhULkcrmy6MxT6urq6hgZGWFjY0Nm6Q/B7XYzNTXF7OwsXV1dxR5OUZXDisb30Wq1uN3u/OM+lUqxu7vLzs4Oi4uLPH36FI1Gg8PhwOl05gvPrVbrCy8sD5oZnDt37l3/KK9kdBgxOg6/WpPJZIhEIkQiEcLh8HMftVpt/j5pbW3FbrdjtVpf+/U4Ho/j9/u5cePG6/44z9mZ2uHxv3jM9sQ2lW2V+8XucwFymRy+3/Lh+5Hvrb5+NpUlsh4B9f5p5el4GmezkzO/f+Y7288KJbIR4cE/fsD603WqOqtQa9REN/cPQTz7986+dBtbKBSisfHFqx1ClIryfdcoA2azmStXrjA1NcVXX31FZ2cn7e3tcsH8Gg726kciEZm5KQC1Wk1zczOzs7MSNA5BpVLR19fH7du3aWhoKMnzLd6VUq7teRN6vf654JHNZgmHw+zt7REMBpmdnSUUCqFSqbBardhstvxHs9nMs2fP6O7uLovCf0VRSKfTRKNR4vE40WiUWCxGLBYjEokQi8XQarX5+iin00lDQwMOhwOj0ViQGfy5uTlcLtdbn02zfHuZjacbWOusqHVqNkc2sdZa6ftP+2i43PDWY7XWWrnx395g7dEaS18tgQrO/t39bmLpePrQJ3a/zPqTddKxNHavHWudlbA/zIN//IDtqW1qempQcgpb41vU9tdy7u+fw1b34lUpRVFkRUOUBQkaR0ytVtPd3Z3fSrW+vs7g4OAri13FPpVKhcPhYG9vT15QC6SlpYXp6Wl2d3eprKws9nBKXmVlJfX19YyOjnL+/PliD6doyn1F41U0Gk1+q9WBXC733Ox+JBJhbW2NUCiEoihMTU2xsrKCyWTCbDZjMpkwGAz5bmQHH49icklRFDKZDJlMhnQ6TSqVyjdF+GaDhEQiQTweJ5PJoNfrMZvN+Zvb7c6HJ4PBcGTbKdPpNIuLiwXpWNb5a51oTVrmP51ne3yb2tO1DP54EGez8+0H+lfMVWbaftBGy4ctZBIZUODRP3vE1ugW9efrcZ92U9VVhdZw+OeDklOY+csZRv9wlGQ4id6ix2A3oOQUtie2UWvVBJeDpCIpvBe9nP27ZzFVvnw7WiwWI5PJyLWEKHnH912jxFRWVnL9+nXGx8f54osv6OnpkX3yh3TQPk0Uhl6vp6WlhampKS5dulTs4ZQFn8/Hp59+yubm5ontgHbcg8aLqNVq7Hb7c5Mc8Xiczz77jMHBQUwmU777WTweZ3t7m1Qqle+Alk6ngb8+E0ar1T7364M2zAfvAwe/VhTluXbL37yl02nS6TSZTCbfevnb580YDAasVivV1dUYDIZ8ECrGipSiKDz9+ikmvYmqqqq3/nrmajO9/+temj9oZu3RGo3vN772adqHpdaoSewlePzPH7P2aA2j08jEH08w/dNp+n6nj65fP9x2ymwqy+hPRpn6syn0Vj2uUy4Wv1z8zuck9hLUn63nwv/+Anrr96+UHUy+fbvgXohSc7LeNYpMo9HQ29uL2+3m8ePHrK2tMTg4KIftvILT6WRxcfHVnygOra2tjU8++YS9vb3nZnDFixmNRk6dOsWTJ0+4cePGsdpCdFjHbevUm1AUhSdPnuB2u/OdkyoqKl76+blcjlQqlT/Q8aD18sHHbDaLoij5wPDNX2s0mu+cDaNWq9HpdM/dtFptyU5YRTejjP7xKP4KP6rHKsYD47T9Ulv+LI+3YXVb6fhhRwFG+XLrT9Z58q+eEFwKUt1dDcr++SP2ejuV7YdbDU6Gkzz5l09YuLmArd6G0Wl8LmQ0fdBEZD1CfDeO57yHs3/v7CtDBux38Pq+x54QpUKCRhFUV1dz48YNRkdHuXnzJj09PbS0tJTsm0WxOZ1Onj17hqIoch8ViNFopKmpicnJSS5evFjs4ZSFpqYm/H4/IyMjDA6+XfvMcnQSVzS+bWlpiVAodOiCZrVajdFofOs2uuUml8mx8MUCk38ySbQyit6kh114+j89Ze3JGh/9dx8Ve4jfK5fNMfuXs4z+ZJRMIoPrlItkKMne4h6e8x4G/7PBQ50AH9mI8PCfPGTt0RqVbZWoter9ug/AWGGktr+Wvfk9FEXh9O+epuOHHag1h9tmFwgEaGpqequfU4h3QaqSi0Sr1XL69GkuXLjA7OwsX331Vb5toHjeQfGgnKdRWB0dHWxtbbGzs1PsoZQFlUrFwMBA/gTqk+SgHuAkr2jEYrF8yCyHAvBi2Zna4c7/cIeH/5+HJOIJdP06DKsGErsJTJWmIzuDopC2J7YZ/oNhYlsxHA0Owv4w4bUwXb/exaX/46VDhQyAsD/M3vwearWawGyAlbsrwP5qjKvXxfbENlqTlvP/+Xk6f63z0CEjl8uxt7cnKxqiLJzs6akSUFNTw40bN5icnOTLL7+kvb2djo4O2Xf5DWq1GofDQSAQkMK3AjIajbS3tzM2NsbVq1dltegQzGYzfX19PHr0iOvXr5fVuRJvI5PJAJzYFY1cLseDBw/wer0ntkbnVVKRFLM/n2X6Z9ME5gLU9tWi+BRSeyn2Huy99ITyUuRscuL7kY/l28sEl4PoTDoGfjxA+y+2v9aJ6bV9tXzwDz4guBwkuBRk7dEaqUiKVDjF5sgmFa0Vb9Q2NxQKoVar37qDlxDvwsl81ygxWq2WU6dO4fF4ePLkCX6/n4GBAekI9A1Op5O9vT3pGV5gbW1tLCwssL6+Tl1dXbGHUxYaGxvZ2dnhwYMHXLly5US0qz7pQWN0dJRcLkdvb2+xh1Jyctkcq/dXmfiTCXand4nvxgHYnN/EftWO+o6agb8zQNsPXn5CeanRW/V0/0fddPxqBztT+yu+rlOvHzDVWjXOZme+I1bf7/SRiqSIrEeIrEWoaKvA7nn9booH9RkyOSTKQXk8608Ip9PJtWvXmJ2dzfft7+npkWV69u+bubm5Yg/j2NHpdHR1dTE6OorL5ZKVtEPq6+vjq6++Ynx8nFOnThV7OEcunU6XdNHxUVpdXWVpaYnr16/L8+NbAnMBxv94HP+QH5VaRXVPNSqVivXH6xg/MqIL6LjyX17B2eQs9lDfiEaneaOA8TIqlQqDzYDBZqCq4807cEkhuCgnx38qrsyo1Wo6Ojq4fv06sViMTz/9lKWlpXwnkpOqoqIif0K4KKympiY0Gg2zs7PFHkrZ0Gq1nD9/noWFBVZWVoo9nCN3UgvBQ6EQT5484cyZM9Id8FuWbi3x5X/3Jcu3lrF77VR2VBLfibM1ukXFpQp0TTqu/43rZRsySlkgEJBugaJsSNAoUVarlUuXLnH69GkmJib4+uuvT/RZEhaLBbVaLQXzR0CtVnP69GmmpqaIxWLFHk7ZsFqtnDt3jidPnhz7gvpUKnXiCsHj8Th3796lvb1dthW+gMagQaPbX+FJx9NsDm+Sy+To/Z1edJd0dPu6sdieD2eKohDblteYt5FOp4lEIrKiIcqGBI0SplKpqK+v58MPP6SqqoqvvvqK4eHh/CFQJ4lKpaKiooJAIFDsoRxLlZWVeDwehoeHiz2UslJbW8upU6e4f/8+0Wi02MM5Mul0+kRt4cxkMty7d4/q6mo6OzuLPZyS5Dnn4f3/6n0arjSQjqZputbEtf/6Gtp+LRqthra2tuc+P7IR4dE/fcTn/+BzRn4yQjKUPPT3SoaTRDak6yDsH9RnMplOXMtkUb5O3lp4GdJqtfh8PhoaGnj27Bmffvopp06dwuv1nqg90wcF4eJoHJx+7ff784eRiVdraWkhGo1y584drl69eiwvAE7SYX0HHaZ0Oh0DAwMn6jX2dTkaHFz6P1xid3aXqo4qorEo0zenuXz5cr5JQiaRYf7zeab+bIqwP4zRaWTkD0ZYub1C/fl6ev9G70vbuiqKgv+Bn7E/GiMZTNL6USvNHzZjrjK/yx+zpEh9hig3EjTKiM1m4/Lly/lDw+bn5+nt7T0x3amcTieTk5PFHsaxZTAY6Ovr49mzZ1RVVWEwvP3pvSfFqVOnSCaT3LlzhytXrhy72f+DYvDjTlEUHj16RDwePzEdxd6WWqumuqsaRVF4+vQpDQ0NVFZWoigKG083GP/342yObmJ0GKntqyW0EiKxl2D9yTphf5jIWoTu/6j7OydtRzejjP/7cRa/XERRFPRWPU//v09Z/HqRG//tDYyO4xfoDyMQCFBV9eaF5EK8a/IqWmZUKhUej4ePPvoIl8vF7du3efDgwYnYW39QEH7QalMUntfrpaKiQrZQvSaVSsXg4CAWi4U7d+4cu+2NJ2FFQ1EUHj9+TDAY5PLly8cuLB61+fl5YrEYPp8PgNF/M8qt//stdqZ2qOqswlRpYvHLRQJz+9tfK9srsXvtzP58lvv/8H7+6+QyOeY+nePL/+uXzPx8BovLQmV7JZl4Bp1JR0VrRb425KRRFEVWNETZkaBRprRaLd3d3Xz00UeoVCo+++wzxsfHj/VFuNFoxGAwnOii+KOmUqk4ffo0m5ub+P3+Yg+nrKjVas6ePYter+fu3bvHKmwc9xoNRVF49uwZu7u7XLlyRVbzXlM4HGZsbIzBwcF8IFXr1KjUqv1zNu6t4n+w/3pisBloutaERq8hMB+g5lQN3b/RDcDW+Baf/Tef8eAfPyARTFDbV0sum2NzZBNLrYWL/+VFLv4XF9GZnw+9uWzuRNRwxONxUqkUDoej2EMR4tCO/1r4MWcymTh79iyBQICRkREWFxfp6emhsbHx2O0t/mZBuCwdHx2j0Uh/fz9Pnz6loqLixJx+XQgajYbz588zNDTErVu3eO+9947FRWs6ncZuf/2DxcpBLpfjyZMn7O7ucvny5WNZY3OUcrkcjx49orm5merq6vzv9/zHPShZhcUvF4lt7a+4ey54UBSFzdFNDHYDvv/ER8cPO1CpVQz/4TBzH8+xt7CHklVQB9WkY2l0Jh3dv9FN1290Yar47mtRcDnI2B+NsT2+jXvATeP7jdT4al5a91HOAoEAdrv9RGxjFMeHPFqPiYqKCq5evYrf72dsbIy5uTl8Ph8ul+tYBQ4pCH83vF4vm5ubPHr0iMuXLx+rx9BR02q1XLx4kYcPH+bDRrmHteNao5HNZvNbT49rIf9Rm5ycJJvN0tPTk/+98FqY6Z9OPxcyAFbvr2KuMeO96KX7N7upaKlg+fYyE/9hgsBcAKvbinvAzdrDNXQmHc4mJ6f/9mlcvd99H8skMsx+PMvUn00R24phrjEz8/MZlm8vc/bvnqXpWtM7uw/eFdk2JcrR8XvnOMEO6jfcbjfz8/M8fPgQu92Oz+c7NgXjFRUVLC8vF3sYJ0J/fz83b95kamqKrq6uYg+nrKjV6vwZG19//TWXLl3CZrMVe1hv7DjWaKTTae7fv082mz2WBfzvwubmJrOzs1y7dg2NRkMimGD+k3lmfj5DbCuGzWvD0ejA/8BPJp5BrVVjcVlw9bvIprLc/n/cZu3RGhrD/gncyXCSvbk9qnuq8V7y0v0b3Ridz4c/RVHYGtti7N+OsTG8ganChKvXRWglhEanobqnGmezszh3yBELBAI0NR2/ACWONwkax5BGo6G9vZ2mpiZmZma4ffs2NTU19PT0lP32B6fTSTQaJZVKyYXBEdNqtZw7d46vv/6a6upq2a72mlQqFQMDA4yPj/PVV19x/vx5ampqij2sN3LcajSi0Sh3797FbDZz8eLFY7lac9Ti8TgPHz6kv78fu91OcDnI3f/+LnsLe5hrzLj6XGxPbrM5vJn/O64+F2F/mMf/7DGmKhPB5SCuUy7UGjU7Uzto9BrafrmN7t/oxuq2fud7ZtNZRv5whLlP5sjEM1R1VpFNZtkc3sRaZ8X32z5aP2xFoz9+xeK5XI5gMCgrGqLsyKvrMabT6ejp6aGlpYWpqSm++OILvF4vXV1dmM3l2Ydcr9djNpvZ29vD5XIVezjHntPp5NSpUwwNDfHBBx+U/Ragd02lUuHz+bBYLNy7d4++vr6ynJE8TisaOzs73L9/H6/Xy6lTp6SF7RvI5XI8fPiQ2tpaGhsb87+v/NV/qWiKxS8X879f3VON0Wlkb2EPlUqF67QLtVZNLp1jd3oXtVaNq89Fz2/24Op7+XZfJaew9nCNRCCxH1SWgig5hZaPWuj5UQ+2uvJdNXyVgwNBrdbvBjAhSpkEjRPgoLi3ra2NiYkJPv30U5qbm+no6CjLPckHBeESNN6N5uZmAoEAQ0NDXLlyBY3m+M0WHrWmpiYsFgv3798nFAqV1QWuoijHJmgsLi4yPDxMb28vzc3NxR5O2RodHSWVSnHp0qX87zkaHFz7r64x8m9G8iHDVm+joq2C0HKI3a1dqrqq6Pr1LurP16PWqNmd3WX6z6ep6q6i+YNmtIbvvyTRGrRc+2+usXx7mYXPFlBpVfh+5MNzwYNKfbzryEKhEDabTerlRNlRKYqivOqTQqEQDoeDYDBY9ltvBASDQSYmJtja2qK5uZn29vayChwzMzPs7Oxw8eLFYg/lxMhms3z99dc4HA5Onz4tb3ZvKBqNMjQ0hFqt5vz582WxQpROp/npT3/KD3/4w7ING5lMhmfPnrGxscG5c+fKdgtbKVhcXGRsbIxr165hsVi+8+dKTmH4D4bxP/Czt7iHChX2RjsdP+yg6VoTOlNhHkOpaAolq2Cwl39Xt8MYHx8nkUgwODhY7KEIARw+G8iKxgnkcDi4ePEie3t7TE5O8sknn5RV4HA6nczMzBR7GCeKRqPhwoULfPHFF9jtdlpbW4s9pLJksVh4//33GR4e5ubNm5w5c4ba2tpiD+t7HZwHUq51DOFwmKGhIfR6PdevXy+LcFeqdnZ2GB4e5tKlSy8MGQAqtYr+/00/7b/SzsQfT6C362n7QdsLW9O+Db3l+NQMHUYoFHqufbAQ5aI83zlEQTidzrIMHA6Hg2QyeWy2c5QLk8nE+fPnuXPnDmazGbfbXewhlSWNRsPAwACVlZUMDQ3R3NxMT09PyW5JO3ieldsqlqIoLC4uMjIyQmtrK93d3WWzXa0UxWIx7t+/z6lTpw51wWuuMnPm98+8g5GdDJFIRLb7ibIkr7oiHziuXr1KNBrlk08+YWRkhEQiUeyhvZBOp0Or1RKPx4s9lBOnqqqKwcFBHjx4IOeZvKXGxkY++OADdnd3uXnzJoFAoNhDeqFyDPTxeJy7d+8yOTnJhQsX8Pl8EjLeQiqV4s6dO3g8HlpaWoo9nBNHURRisVjZNnERJ5u88oq8bweOjz/+mCdPnhCJRIo9tO8wmUzEYrFXf6IoOI/HQ1dXF3fv3pV/g7dks9m4evUqDQ0N3Lp1i/HxcbLZbLGH9ZxyChqKorC8vMznn3+OwWDgww8/lKYRbymTyXD37l1sNht9fX3FHs6JlEwmyeVysu1PlCXZOiW+4yBwhEIhpqen+fzzz6mrq6O9vR2n01ns4QH7QUNWNIqnvb2dWCzG3bt3uXLlCgbDySjIPApqtZrOzk5qa2t5/Pgxq6ur9Pf3l8wFcrkEjXA4zPDwMKFQiMHBQerq6oo9pLJ30MZWrVZz9uzZsts+d1wkEon8Sr4Q5UZWNMRL2e12zp49y0cffYRer+frr7/mzp07bG9vc4hmZUdKr9fni1TFu6dSqejr68NqtXLnzh35tygAh8PBtWvXaGlpYWhoiAcPHpTE9sVSDxqZTIaxsTG++OILrFYrH330kYSMAlAUhWfPnhGNRrlw4ULJ1hCdBJlMpqSfg0J8Hwka4pXMZjP9/f384Ac/wOl0cv/+fb766ivW1taKFjjUanXJbTE5aQ5mOQ0GA/fu3SOTyRR7SGVPrVbT1tbGhx9+CMCnn37K5ORkUe/bUg0aB9ukPvvsM7a3t7l69Sr9/f0lOdZyoygKw8PDbG1t8d577x2rU+HLUak+B4U4DFmHE4dmMBjo6emhvb2dxcVFnj17xujoKK2trTQ2Nr7TZV2NRkMul3tn30+8mEaj4fz589y9e5ehoSGZ+SwQk8nEuXPn2N7eZnR0lPn5ebq7u2lsbHznRc2ldpGjKAqbm5uMjY2RTqfp7u6moaFBtvUUiKIojI2Nsba2xvvvvy91AUKItyJBQ7w2nU5He3s7ra2t+P1+ZmdnGR8fp7m5mdbW1nfyxpTL5Urq4uck02q1XLx4kdu3bzM0NMT58+clbBRIdXU1165dY21tjbGxMWZnZ+ns7MTj8byzwJFOp196ZsK7trOzw8TEBMFgkM7OTlpaWuSxVmCTk5MsLy9z9epV6XJUItRqtUysibIlQUO8MbVajdfrxePxsLu7y+zsLJ988gl1dXW0trZSWVl5ZN87nU5jtVqP7OuL16PT6bh8+TK3b9/m/v37srJRQCqVivr6etxuN0tLS0xMTDA5OUl7ezsNDQ1Hfj8Xe0VDURQ2NjaYnp4mFArR2trKhQsXZKKhwBRFYWJigoWFBa5cuSKvryVEo9HI1lRRtiRoiLemUqmoqqqiqqqKaDTK3Nwcd+7cwWaz0dbWRl1dXcFnXxOJhHQ6KjEHYePu3bvcu3ePCxcuSJeUAlKr1TQ3N9PY2Mjq6irT09NMTEzQ0tJCU1PTkR2yWaygkclkWF1dZW5ujmQySVtbG5cuXZKAcQQURWF0dJSVlRWuXr2KzWYr9pDEN5jNZhKJBLlcTs6DEWVHrgJEQVksFvr6+uju7mZpaYnx8XGGh4dpamqiubm5INuqFEUhFArJm2EJ0ul0XLp0iXv37uXDhlwYFpZaraahoQGv18vGxgbz8/NMTU1RV1dHc3MzVVVVBa1XeNdBIxwOs7CwwNLSEmazmZaWlneycnNSHXSX2tjY4OrVq7KSUYKMRiMqlYpoNCrve6LsSNAQR0Kn09HW1kZrayubm5ssLCzw8ccf43a7aWlpobq6+o0vhkKhEIqiyAtuiToIG/fv3+fWrVu89957svp0BFQqFW63G7fbTSQSYWFhgfv376PT6fB6vXi93oI8R95F0EgkEqyurrKyskIoFKK+vp733nuPiooKKfI+QrlcjidPnrC7uys1GSVMrVZTUVHBzs6OvO+JsiNBQxwplUpFbW0ttbW1xGIxFhYWePDgAXq9Pr8N5HUvYjY2NqipqZEZzhKm1Wq5dOkSjx494quvvuK9994rmYLi48hqtdLb24vP52NjY4OVlRVu3ryJzWajtrYWt9uN0+l8o4v2VCp1JEEjEomwsbHB+vo6Ozs7VFVV0dzcTF1dnbRTfQcymQxDQ0MkEgmuXr16ZFvvRGG4XC7W19dpbm4u9lCEeC0SNMQ7Yzab8fl8dHV1sba2xvz8POPj43g8Hpqamg41e5nL5VhYWKC3t/cdjVq8qYNzNkZGRvJhw+FwFHtYx5paraauro66ujrS6TTr6+tsbGxw+/ZtNBoNLpcrX09lsVgO9XzLZrMFufBPJBLs7u6ys7PD5uYm0WiU6upq3G43Z86ckTaq71AikeDu3bvodDquXr0q2xvLQENDAxMTE8TjcXmuiLIiQUO8cxqNJr+1IxgMsrCwwJ07dzCZTDQ1NeH1el+61WZ5eRmVSiUn/5YJlUpFb28vBoOBr7/+mnPnzlFbW1vsYZ0IOp2OhoYGGhoayOVy7OzssLW1xdLSEs+ePUOn01FZWYndbs/fvh0+UqkUwGsFDUVRiMfjhMNhQqEQoVCIQCBANBrFbrdTWVlJT08PNTU1coFbBJFIhDt37lBRUcHg4KCsDJcJk8lEfX09ExMTDA4OFns4QhyaSjnE0c6hUAiHw0EwGMRut7+LcYkTJpPJsLa2xuLiIoFAALfbTVNTEzU1NfkLn0QiwWeffcbg4KAEjTK0srLCkydP8Pl8tLa2Fns4J1o2myUQCLC3t5cPA+FwGEVRMBqNmM3m/Kzp6uoqPp8PjUbzXAjJZrOk02kymQypVIp4PE4ikSAej5PNZrFardhsNux2OxUVFVRUVMiWqCLb3t5maGiIxsZGfD6f1L+UmWg0yueff87Fixepqakp9nDECXfYbCBBQ5ScSCTC0tISS0tLqNVqGhsb8Xg8PH78GIvFwtmzZ4s9RPGGdnd3uXfvHh6Ph97eXmnVWEJyuRzxePy5WzAYZGNjg9raWrLZLN98u9BoNOh0OrRaLTqdDpPJhMlkwmg0YrFYZKa8xCwuLjI8PExvb6/s8y9jCwsLTExMcO3aNSneF0UlQUOUvVwux8bGBgsLC2xubqLVajl16hQej0e2XJSxaDTKvXv3MJlMnDt3Tv4tS5jf72dqaorr168XeyjiDeVyufwZGefPn6e6urrYQxJvQVEUhoeH2djY4PLly9JkQxTNYbOBTCeKkqVWq3E4HCQSCaqqqujo6GBhYYGf//znPHjwgI2NDXK5XLGHKV6TxWLh/fffR6VS8cUXXxAKhYo9JPES6XRatjuVsVQqxd27d9na2uLatWsSMo4BlUpFX18fbrebL774go2NjWIPSYjvJcXgoqRpNBrcbjddXV2o1Wo6OzsJhUIsLy/z5MkTFEXB6/XS0NCA3W6XPcdlQqfTcfHiRSYnJ/nyyy8ZGBjA6/UWe1jiW1KplASNMhUIBBgaGsLhcPD+++/LyuExchA2nE4n6+vr0mBDlDTZOiXKlqIobG1tsby8zNraGmazGa/Xi8fjkeXkMrK+vs6jR4/yBapSt1E6RkdHyWQynD59uthDEYekKAoLCwuMjo7S1dVFe3u7TMAIIQrusNlAVjRE2VKpVLhcLlwuV75r1crKChMTEzgcDrxeL/X19dJzvMS53W6uXbvG0NAQt27d4uzZs1LkWCJSqZQc5FZGMpkMT58+ZWtri0uXLslWKSFE0UnQEMeCVqvNnxmQSqXw+/2srq4yOjpKZWUl9fX11NfXy0VTibJarbz//vuMjIxw8+ZNBgYGqK+vL/awTrxUKiWr2GUiFArx4MEDDAYD169fl9c6IURJkKAhjh29Xk9zczPNzc0kEgn8fj9+v5+RkRGqqqrweDzU1dW99FBAURxarZaBgQFqamp4/Pgx29vbnDp1StqkFpEUg5c+RVGYn59nbGyM1tZWuru7ZfuhEKJkSNAQx5rRaKS1tZXW1lbi8Th+vz9/MnJVVRV1dXXU1dXJ9qoS4vF4cDqdPHz4kC+//JKzZ8/KrHqRSDF4aUskEjx+/JhwOCxbpYQQJUmChjgxTCYTbW1ttLW1EY/HWVtbY21tjZGRERwOB3V1ddTX12O1Wos91BPPYrFw9epVJiYm+PLLL6WotUhSqZR0KypRa2trPHnyBJfLxY0bN+TfSQhRkiRoiBPJZDLlVzqSySTr6+usra0xOTmJxWLJr3Q4HA65uC0StVqNz+fD7Xbz6NEj1tfXGRwclCD4jiiKIisaJSidTjM6Osrq6iqnT5+WttBCiJImQUOceAaDgaamJpqamkin02xubuL3+/n666/R6XS43W5qa2upqamReoEiqKys5Pr164yPj3Pz5k18Ph8tLS0SAI9YNptFURQJGiVkY2ODp0+fYrFYuHHjhnRnE0KUPAkaQnyDTqfD4/Hg8XjIZrPs7Oywvr7O8PAwyWSS6urqfPCQuo53R6vV5k/Dffz4MWtra5w+fVpWN45QKpUCkC05JSCVSjE8PMz6+jq9vb00NjZK0BZClAUJGkK8hEajyZ/ToSgK4XCYjY0NVlZWePbsGTabLR86Kioq5I3/HaipqeHGjRv51Y3Ozk7a29uly84RONg2JY/r4vL7/Tx79gyn08mHH34oExxCiLIiQUOIQ1CpVNjtdux2Ox0dHaRSKTY3N1lfX+fu3bvPHR5YU1MjPeyPkE6no7+/H6/Xy5MnT1hZWWFgYIDKyspiD+1YkULw4orH4wwPD7Ozs0Nvby9er1dCnxCi7EjQEOIN6PV6vF4vXq+XXC7H7u4uW1tbzM3N8ejRI+x2ez50VFVVSW3HETio3ZiZmeH27ds0NDTg8/nk4rhA5AyN4sjlcszOzjI5OUldXR0ffvihnPkjhChbKkVRlFd9UigUwuFwEAwGpZ+9EK+QTCbZ3t5mc3OTzc1NUqkU1dXV1NTU4HK5sNlsMjNZYJFIhKdPnxIOh/H5fDQ0NMh9/Jbm5+fZ2Njg0qVLxR7KibG9vc3Tp09RqVT09/fLuRhCiJJ12GwgKxpCFJjBYMgXlCuKQiQSyYeOiYkJdDodNTU1VFdXU11dLZ1jCsBqtXL58mX8fj+jo6MsLCzQ19dHRUVFsYdWtqS17buTSCQYHR1lbW2N7u5uWltbpe5ICHEsyIqGEO9QNpvNb7Pa3t5mb28Pk8mUDx3V1dVS7PmWMpkMMzMzzMzM4PF46OnpkZqZNzA8PIxKpaK3t7fYQzm2stkss7OzTE9P43K56O3tlee/EKIsHDYbSNAQoogymUw+eOzs7LC3t4fZbKa6upqqqioJHm8hGo0yOjrK1tYWXV1dtLS0SK3Ma3jw4AEOh4OOjo5iD+XYURSF1dVVxsbG0Ov19Pb2yjYpIURZka1TQpQBrVab71YF+wW4u7u7bG9v5wvLLRYLVVVVVFZWUlVVhcVikfqDQ7BYLFy4cIGtrS1GRkaYn5+np6cHj8cj998hJJNJKUI+Aru7u4yMjBCPx/H5fNJNSghxrEnQEKKE6HQ6amtrqa2tBfaDx87ODru7uywtLfHs2TO0Wm0+dFRWVuJwOGSm/nvU1NRw/fp1lpeXGR0dZWZmhlOnTlFTU1PsoZU0CRqFFYlEGB8fZ2Njg46ODtra2tBq5S1YCHG8yaucECVMp9Phdrtxu93A/p7uYDDIzs4OOzs7TE9Pk8lkcDqd+eBRWVkpRbzfolKpaGxsxOPxMDc3x/3796msrMTn8+FwOIo9vJIkQaMw4vE4k5OTLC8v09DQwEcffSTbIYUQJ4YEDSHKiEajyYcJIN/Vand3N78lIxqNYrFYqKiowOl0UlFRIasef0Wj0dDR0UFTUxNTU1N89dVX1NXV0dnZic1mK/bwSkYulyOVSknQeAvJZJKpqSkWFxdxu93cuHEDq9Va7GEJIcQ7JUFDiDKmUqmw2WzYbDaampqA/Qucvb099vb22NraYmpqinQ6jd1up6KiIh9ATvJ5HgcFuK2trUxNTXHz5k08Hg+dnZ1yMch+a1tAVsbeQDqdZmZmhtnZWaqrq3n//fdl1UwIcWJJ0BDimDEYDM/VeSiKQjweJxAIEAgEWFxc5NmzZ6hUKpxOJ06nE4fDgcPhwGq1nqjwYTabGRgYoKOjg6mpKT7//HO8Xi+dnZ1YLJZiD69okskkOp1OVsFeQzqdZm5ujtnZWRwOB5cvX86vPAohxEklQUOIY06lUmE2mzGbzXg8HmB/a0w4HGZvb49AIMDs7CyhUAiVSpUPHQc3m8127C84LRYLg4ODdHR0MDk5yWeffUZDQwOdnZ0n8kDFZDIpqxmHlEqlmJubY25uDpvNxrlz56ipqTlRgV0IIV5GztEQQgD74SMSiRAMBtnb2yMYDBIMBslms9hstnzwONh2dZwvRMPhMJOTk6ytreH1emlvbz9RNRzLy8ssLi5y9erVYg+lZCWTSWZnZ5mfn8fpdNLV1SVnYQghTgw5R0MI8VrUajV2ux273U5DQwOwv+0qFovlQ8fW1hYzMzMkEgmMRiN2ux2bzZb/aLPZjkXLzoOZ6UgkwvT0NDdv3sTtdtPR0YHT6Sz28I6crGi8XCKRYGZmhoWFBaqrq3nvvfdki5QQQryErGgIIV5bKpUiHA4TCoUIhUL5X6fTaSwWy3Phw263Y7FYynr7VSwWY3Z2lsXFRaqqqujs7KSqqqrYwzoyo6OjZDIZTp8+XeyhlIxYLMb09DRLS0u4XC66urpOROgUQogXkRUNIcSR0ev1VFVVPXexrSgKyWTyueCxublJOBwmm81iNpux2WxYrdbnbgaDoeT3s5vNZvr6+ujs7GR2dpa7d+/icDjo7Ow8lvvxU6mUnPXwV0KhENPT0/j9furq6rh27Zp0kRJCiEOSoCGEKAiVSoXRaMRoNOJyufK/rygKiUSCcDhMJBIhEong9/uJRCLE43G0Wm0+dBwEEYvFgsViKbltWAaDAZ/PR0dHB/Pz8zx8+BCTyURnZyd1dXXHJnDE4/ETvx1od3eX6elpNjc3aWxs5MMPPzzRnciEEOJNlNa7uBDi2FGpVJhMJkwm03MBBCCTyRCNRvMhJBQK4ff7iUajZDIZDAYDZrM5HzwOfm02mzEajUW7sNfpdHR2dtLa2sri4iLDw8OMj4/T2dmJx+NBrVYXZVyFEovFTmS3LUVR2NzcZHp6mmAwSHNzM6dPn8ZoNBZ7aEIIUZYkaAghikar1ea7WX2ToiikUimi0SixWIxoNEo0GmV7e5toNEoikUCj0TwXPEwmU/6jyWR6J1uytFotbW1tNDc3s7KywuTkJBMTE3R0dNDQ0FCWdSkHDQBOUtBQFAW/38/09DTxeJzW1lYuXryITqcr9tCEEKKsSdAQQpQclUqFwWDAYDC8cAtPNpt9LoDEYjF2d3dZXV0lHo+TTCZRq9X50PHtEHJwK9TWLI1GQ1NTEw0NDfj9fqamppiYmKC9vZ3m5uaS2wL2feLxOMCJqNFQFCUfEHO5HO3t7TQ2NpbVv5cQQpQyeTUVQpQdjUaTb6f7Itlslng8TiwWIx6P5287Ozv5X+dyOTQaTb6u5EU3g8GA0Wg89My2Wq3G6/Xi8XhYX19namqK6elpOjs7aWlpKYstVcFgEKvVWhZjfVMHKxiTk5NkMhm6urpoaGg41j+zEEIUgwQNIcSxo9Fo8gXmL6IoCul0mkQi8Z1bIBB47v+/GUj0ej0Gg+GVHzUaDXV1dbjdbjY3NxkdHWV+fp7e3l7cbvc7vjdez+bm5rFu3RsKhXj27BnRaJTOzk6ampokYAghxBGRoCGEOHFUKhV6vR69Xv+9/b+/GUiSySTJZJJUKpX/GIlEnvv/VCoF7Acdg8GATqdDr9djtVpJJpMMDQ1hs9loaGjIBxOtVoter0en06HT6Yp60RsKhVheXuby5ctFG8NRURSF2dlZxsfHpQZDCCHeEQkaQgjxEt8MJIdxUMT+zeCRTqfzN4vFwsbGBlNTU5jNZjKZTP7PcrkcsL/9SqPRoNVq0Wq1r/y1Wq3O3zQazXP/f3B7UVF8LpfLf/94PM7e3h4bGxt0dHQcy9a2ExMTLC0tcfXqVSoqKoo9HCGEOBEkaAghRIF8s4j9ZdLpNF988QV9fX3PXdBns1nS6TTZbJZMJpO/vez/E4kE2WyWbDZLLpd76S2bzb5wHGq1Oh9aTCYTdrudrq6u713hKVeZTIbp6Wk++OADOWxPCCHeIZWiKMqrPumwx4wLIYQQpUZRFOLxOCaT6dgcqiiEEMV02GwgKxpCCCGONZVKdaLOBRFCiFIhrTaEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBSdBQwghhBBCCFFwEjSEEEIIIYQQBac9zCcpigJAKBQ60sEIIYQQQgghSttBJjjICC9zqKARDocBaGhoeMthCSGEEEIIIY6DcDiMw+F46Z+rlFdFESCXy+H3+7HZbKhUqoIOUAghhBBCCFE+FEUhHA5TX1+PWv3ySoxDBQ0hhBBCCCGEeB1SDC6EEEIIIYQoOAkaQgghhBBCiIKToCGEEEIIIYQoOAkaQgghhBBCiIKToCGEEEIIIYQoOAkaQgghhBBCiIKToCGEEEIIIYQouP8/zHYqs00TldsAAAAASUVORK5CYII=",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# With a bit more control over the output, the MOC.wcs method\n",
"fig = plt.figure(figsize=(10, 7))\n",
"wcs = moc_mash.wcs(fig)\n",
"ax = fig.add_subplot(projection=wcs)\n",
"ax.grid(True) # noqa: FBT003\n",
"moc_mash.fill(ax, wcs, color=\"purple\", alpha=0.5)"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"You can see how the MOC has arbitrary shapes and not all regions are connected.\n",
"\n",
"And for more control over the plot parameters, there is also the mocpy.WCS method (!)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 3: Load an archival extinction map and create the MOC of the low extinction regions\n",
"\n",
"Different works (e.g. [Schlegel et al. 1998](https://iopscience.iop.org/article/10.1086/305772), [Schlafly & Finkbeiner 2011](https://ui.adsabs.harvard.edu/abs/2011AAS...21831803S/abstract), [Green et al. 2015](https://iopscience.iop.org/article/10.1088/0004-637X/810/1/25)...) have created extinction maps of the sky that are publicly available. Some of these maps are all-sky maps, while others have higher resolutions, or come from different methods... They can be found in HEALPix format (among others) on the Legacy Archive for Microwave Background Data Analysis ([LAMBDA](https://lambda.gsfc.nasa.gov/)) website or on the Analysis Center for Extended Data ([CADE](http://cade.irap.omp.eu/dokuwiki/doku.php?id=start)) website. \n",
"\n",
"For this tutorial, we will download the well-known all-sky extinction map from Schlegel *et al.* from the LAMBDA website and define the low extinction area for which $0 < E(B-V) < 0.5$ as a MOC. It has an [information page](https://lambda.gsfc.nasa.gov/product/foreground/fg_sfd_info.html).\n",
"\n",
"The map is available here: https://lambda.gsfc.nasa.gov/data/foregrounds/SFD/lambda_sfd_ebv.fits and we save it to disc. "
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"hdul = fits.open(\n",
" \"https://lambda.gsfc.nasa.gov/data/foregrounds/SFD/lambda_sfd_ebv.fits\",\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We are only interested in regions with low extinction. So we aim to get a MOC of all regions where the extinction values from the Schlegel *et al.* map are between 0 and 0.5mag. The extinction map we got from the NASA webpage is in the HEALPix format. This is an efficient presentation of all-sky maps. The HEALPix tesselation is also used by MOCs. So to get the MOC from the extinction map, we do the following. \n",
"\n",
"First, we check the coordinate system in the map header. We will need to convert to equatorial coordinates, change the projection of the map, and set the order (*i.e.* resolution) of the map."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"tags": [
"output_scroll"
]
},
"outputs": [
{
"data": {
"text/plain": [
"SIMPLE = T / file does conform to FITS standard \n",
"BITPIX = 32 / number of bits per data pixel \n",
"NAXIS = 0 / number of data axes \n",
"EXTEND = T / FITS dataset may contain extensions \n",
"COMMENT FITS (Flexible Image Transport System) format is defined in 'Astronomy\n",
"COMMENT and Astrophysics', volume 376, page 359; bibcode: 2001A&A...376..359H \n",
"DATE = '2003-02-05T00:00:00' /file creation date (YYYY-MM-DDThh:mm:ss UT) \n",
"OBJECT = 'ALL-SKY ' / Portion of sky given \n",
"COMMENT This file contains an all-sky Galactic reddening map, E(B-V), based on\n",
"COMMENT the derived reddening maps of Schlegel, Finkbeiner and Davis (1998). \n",
"COMMENT Software and data files downloaded from their website were used to \n",
"COMMENT interpolate their high resolution dust maps onto pixel centers \n",
"COMMENT appropriate for a HEALPix Nside=512 projection in Galactic \n",
"COMMENT coordinates. This file is distributed and maintained by LAMBDA. \n",
"REFERENC= 'Legacy Archive for Microwave Background Data Analysis (LAMBDA) '\n",
"REFERENC= ' http://lambda.gsfc.nasa.gov/ '\n",
"REFERENC= 'Maps of Dust Infrared Emission for Use in Estimation of Reddening an'\n",
"REFERENC= ' Cosmic Microwave Background Radiation Foregrounds', '\n",
"REFERENC= ' Schlegel, Finkbeiner & Davis 1998 ApJ 500, 525 '\n",
"REFERENC= 'Berkeley mirror site for SFD98 data: http://astron.berkeley.edu/dust'\n",
"REFERENC= 'Princeton mirror site for SFD98 data: '\n",
"REFERENC= ' http://astro/princeton.edu/~schlegel/dust'\n",
"REFERENC= 'HEALPix Home Page: http://www.eso.org/science/healpix/ '\n",
"RESOLUTN= 9 / Resolution index \n",
"SKYCOORD= 'Galactic' / Coordinate system \n",
"PIXTYPE = 'HEALPIX ' / Pixel algorithm \n",
"ORDERING= 'NESTED ' / Ordering scheme \n",
"NSIDE = 512 / Resolution parameter \n",
"NPIX = 3145728 / # of pixels \n",
"FIRSTPIX= 0 / First pixel (0 based) \n",
"LASTPIX = 3145727 / Last pixel (0 based) "
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hdr = hdul[0].header\n",
"hdr"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(3145728,)\n"
]
},
{
"data": {
"text/plain": [
"FITS_rec([( 9.625492, 1.), (46.090515, 1.), ( 8.18071 , 1.), ...,\n",
" (15.149189, 1.), (14.107367, 1.), (15.463686, 1.)],\n",
" dtype=(numpy.record, [('TEMPERATURE', '>f4'), ('N_OBS', '>f4')]))"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"print((hdul[1].data).shape)\n",
"hdul[1].data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The data field here has a specific shape. It contains tuples for which the first value is the extinction (named 'TEMPERATURE') and the second one is the number of observations of the value (you can check that it is `1` everywhere)."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"extinction_values = hdul[1].data[\"TEMPERATURE\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" Let's extract the information about the number of sides and the order of the healpix map from the header of the fits file"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"nside = hdul[0].header[\"NSIDE\"]\n",
"norder = hdul[0].header[\"RESOLUTN\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The header allows to see that this map is in galactic coordinates. We will need to convert this into equatorial coordinates to compare with our other maps."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"We can check the the NPIX value corresponds to the one in the header here: 3145728\n"
]
}
],
"source": [
"# Creation of an HEALpix grid at order 9 in nested ordering\n",
"healpix_index = np.arange(12 * 4**norder, dtype=np.uint64)\n",
"print(\n",
" f\"We can check the the NPIX value corresponds to the one in the header here: {len(healpix_index)}\",\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Get the coordinates of the centers of these healpix cells\n",
"center_coordinates_in_equatorial = cdshealpix.healpix_to_skycoord(\n",
" healpix_index,\n",
" depth=9,\n",
")\n",
"center_coordinates_in_equatorial"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Convert this into galactic coordinates\n",
"center_coordinates_in_galactic = center_coordinates_in_equatorial.galactic\n",
"center_coordinates_in_galactic"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"# Calculate the bilinear interpolation we must apply to each healpix cell to get the values in the other coordinate system\n",
"healpix, weights = cdshealpix.bilinear_interpolation(\n",
" center_coordinates_in_galactic.l,\n",
" center_coordinates_in_galactic.b,\n",
" depth=norder,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.08981742, 0.0991632 , 0.08249644, ..., 0.08323811, 0.08352184,\n",
" 0.0820533 ])"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Apply the interpolation\n",
"ext_map_equatorial_nested = (extinction_values[healpix.data] * weights.data).sum(axis=1)\n",
"ext_map_equatorial_nested"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next we declare which pixel we want to use, let's take all pixels with an extinction lower than 0.5:"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The low extinction criteria keeps 86.74% of the sky map\n"
]
}
],
"source": [
"low_extinction_index = np.where(ext_map_equatorial_nested < 0.5)[0]\n",
"print(\n",
" f\"The low extinction criteria keeps {round((len(low_extinction_index)/ len(extinction_values)*100), 2)}% of the sky map\",\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And let's create a MOC from this criteria"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"moc_low_extinction = mocpy.MOC.from_healpix_cells(\n",
" low_extinction_index,\n",
" np.full(\n",
" (\n",
" len(\n",
" low_extinction_index,\n",
" )\n",
" ),\n",
" norder,\n",
" ),\n",
" norder,\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 4: Find out which regions are covered by the MASH short-red images in the low extinction regions defined above\n",
"\n",
"To find out the sky regions of the MASH sample that are at low extinction, we build the intersection of the two MOCs."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The intersection of the two MOCs covers 0.4778% of the sky\n"
]
}
],
"source": [
"moc_intersection = moc_low_extinction.intersection(moc_mash)\n",
"# Once the intersection is bluit, we can for example print the sky fraction :\n",
"print(\n",
" f\"The intersection of the two MOCs covers {round(moc_intersection.sky_fraction * 100, 4)}% of the sky\",\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can visualize the coverage of the two MOCs and their intersection. The grey area is where the extinction is low. The blue one is the MASH coverage. The tiny red dots show the MASH coverage in low extinction regions. "
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(111, figsize=(10, 7))\n",
"\n",
"with mocpy.WCS(\n",
" fig,\n",
" fov=140 * u.deg,\n",
" center=SkyCoord(200, -20, unit=\"deg\", frame=\"icrs\"),\n",
" coordsys=\"icrs\",\n",
" rotation=Angle(0, u.degree),\n",
" projection=\"AIT\",\n",
") as wcs:\n",
" ax = fig.add_subplot(1, 1, 1, projection=wcs)\n",
"\n",
" moc_low_extinction.fill(\n",
" ax=ax,\n",
" wcs=wcs,\n",
" alpha=0.5,\n",
" fill=True,\n",
" color=\"grey\",\n",
" label=\"low extinction\",\n",
" )\n",
" moc_mash.fill(\n",
" ax=ax,\n",
" wcs=wcs,\n",
" alpha=0.5,\n",
" fill=True,\n",
" color=\"dodgerblue\",\n",
" label=\"MASH coverage\",\n",
" )\n",
" moc_intersection.fill(\n",
" ax=ax,\n",
" wcs=wcs,\n",
" alpha=0.5,\n",
" fill=True,\n",
" color=\"crimson\",\n",
" label=\"MASH in low extinction regions\",\n",
" )\n",
" # Sets labels\n",
" ax.set_xlabel(\"RA\")\n",
" ax.set_ylabel(\"Dec\")\n",
" # Sets ticks\n",
" lon, lat = ax.coords[0], ax.coords[1]\n",
" lon.set_major_formatter(\"hh:mm:ss\")\n",
" lat.set_major_formatter(\"dd:mm\")\n",
" lon.set_ticklabel(exclude_overlapping=True)\n",
" lat.set_ticklabel(exclude_overlapping=True)\n",
"plt.legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 5: Query the 2MASS and Gaia Catalogues by MOC\n",
"\n",
"Without the usage of MOC, querying for sources in the low extinction regions covered by the MASH subsample would be tedious or even impossible. Indeed, one would need to load the whole catalog and make selections which would not be possible given the size of some catalogs. Alternatively, one would need to query the catalog field by field, which would take time and several queries. Instead, here we will use the power of MOC files to query large catalogs directly in the covered regions only. We will use coverages of the low extinction and MASH regions to query for sources from the Gaia and 2MASS surveys in these highly non-continuous and non-trivial shape areas.\n",
"\n",
"First, let's see which Gaia and 2MASS catalogs are available on VizieR. We could, as above, use the TAP endpoint of VizieR. But we show below the `Vizier` module in the `astroquery` package."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"scrolled": true,
"tags": [
"output_scroll"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"J/ApJ/874/82 : Follow-up photometry & spectroscopy of PTF14jg (Hillenbrand+, 2019)\n",
"II/241 : 2MASS Catalog Incremental Data Release (IPAC/UMass, 2000)\n",
"J/ApJ/569/23 : Optical polarisation of 2MASS QSOs (Smith+, 2002)\n",
"II/246 : 2MASS All-Sky Catalog of Point Sources (Cutri+ 2003)\n",
"J/AJ/154/53 : WISE/NEOWISE observations of comets (Bauer+, 2017)\n",
"J/ApJ/743/156 : NEOWISE observations of NEOs: preliminary results (Mainzer+, 2011)\n",
"II/365 : The CatWISE2020 catalog (updated version 28-Jan-2021) (Marocco+, 2021)\n",
"II/126 : IRAS Serendipitous Survey Catalog (IPAC 1986)\n",
"J/AJ/112/62 : Quasar absorption-line systems (Tanner+ 1996)\n",
"J/AJ/156/60 : Thermal model fits for short-arc NEOs with NEOWISE (Masiero+, 2018)\n",
"J/ApJ/814/117 : NEOWISE Reactivation mission: 1st yr data (Nugent+, 2015)\n",
"J/AJ/126/63 : Host galaxies of 2MASS-QSOs with z<=3 (Hutchings+, 2003)\n",
"J/ApJ/742/40 : Jovian Trojans asteroids with WISE/NEOWISE (Grav+, 2011)\n",
"II/311 : WISE All-Sky Data Release (Cutri+ 2012)\n",
"J/ApJ/805/90 : WISE ELIRGs and comparison with QSOs (Tsai+, 2015)\n",
"J/ApJ/760/L12 : WISE/NEOWISE NEOs preliminary thermal fits (Mainzer+, 2012)\n",
"J/ApJS/190/100 : NIR proper motion survey using 2MASS (Kirkpatrick+, 2010)\n",
"J/ApJ/744/197 : WISE/NEOWISE observations of Hilda asteroids (Grav+, 2012)\n",
"J/ApJS/224/36 : The AllWISE motion survey (AllWISE2) (Kirkpatrick+, 2016)\n",
"J/ApJS/175/191 : Variables from 2MASS calibration fields (Plavchan+, 2008)\n",
"J/ApJ/784/110 : NEOWISE observations of 105 near-Earth objects (Mainzer+, 2014)\n",
"J/ApJ/719/550 : Deep NIR imaging of {rho} Oph cloud core (Marsh+, 2010)\n",
"J/AJ/127/646 : Unbiased census of AGN in 2MASS (Francis+, 2004)\n",
"J/ApJ/780/92 : Light curves of the RR Lyr SDSS J015450.17+001500.7 (Szabo+, 2014)\n",
"J/ApJ/759/L8 : WISE/NEOWISE observations of main belt asteroids (Masiero+, 2012)\n",
"J/ApJ/783/122 : AllWISE motion survey (Kirkpatrick+, 2014)\n",
"J/ApJS/95/1 : Atlas of Quasar Energy Distributions (Elvis+ 1994)\n",
"J/AJ/144/148 : Infrared photometry of brown dwarf and Hyper-LIRG (Griffith+, 2012)\n",
"J/AJ/152/63 : NEOWISE reactivation mission: 2nd yr data (Nugent+, 2016)\n",
"II/307 : WISE Preliminary Data Release (Cutri+ 2011)\n",
"J/ApJ/560/566 : K-band galaxy luminosity function from 2MASS (Kochanek+, 2001)\n",
"VII/233 : The 2MASS Extended sources (IPAC/UMass, 2003-2006)\n",
"J/ApJS/234/23 : The WISE AGN candidates catalogs (Assef+, 2018)\n",
"J/ApJS/199/26 : The 2MASS Redshift Survey (2MRS) (Huchra+, 2012)\n",
"J/AJ/154/168 : NEOWISE: thermal model fits for NEOs and MBAs (Masiero+, 2017)\n",
"J/ApJ/792/30 : NEOWISE magnitudes for near-Earth objects (Mainzer+, 2014)\n",
"II/281 : 2MASS 6X Point Source Working Database / Catalog (Cutri+ 2006)\n",
"II/328 : AllWISE Data Release (Cutri+ 2013)\n",
"J/ApJ/564/421 : Spectra of T dwarfs. I. (Burgasser+, 2002)\n",
"J/ApJS/172/663 : Infrared observations of the Pleiades (Stauffer+, 2007)\n",
"J/AJ/135/2245 : Absolute spectrum of the Sun and Vega for 0.2-30um (Rieke+, 2008)\n",
"J/AJ/125/2521 : 2MASS6x survey of the Lockman Hole (Beichman+, 2003)\n",
"J/ApJ/741/68 : Main Belt asteroids with WISE/NEOWISE. I. (Masiero+, 2011)\n",
"J/ApJ/635/214 : Chandra X-ray sources and NIR identifications (Ebisawa+, 2005)\n",
"J/PASP/113/10 : Sub-mJy radio sources complete sample (Masci+, 2001)\n",
"J/ApJ/713/330 : Spitzer observations of major-merger galaxies (Xu+, 2010)\n"
]
}
],
"source": [
"catalog_list_twomass = Vizier.find_catalogs(\"Cutri\")\n",
"for k, v in catalog_list_twomass.items():\n",
" print(k, \": \", v.description)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"scrolled": true,
"tags": [
"output_scroll"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"I/324 : The Initial Gaia Source List (IGSL) (Smart, 2013)\n",
"I/337 : Gaia DR1 (Gaia Collaboration, 2016)\n",
"I/345 : Gaia DR2 (Gaia Collaboration, 2018)\n",
"I/347 : Distances to 1.33 billion stars in Gaia DR2 (Bailer-Jones+, 2018)\n",
"I/350 : Gaia EDR3 (Gaia Collaboration, 2020)\n",
"I/352 : Distances to 1.47 billion stars in Gaia EDR3 (Bailer-Jones+, 2021)\n",
"I/355 : Gaia DR3 Part 1. Main source (Gaia Collaboration, 2022)\n",
"I/356 : Gaia DR3 Part 2. Extra-galactic (Gaia Collaboration, 2022)\n",
"I/357 : Gaia DR3 Part 3. Non-single stars (Gaia Collaboration, 2022)\n",
"I/358 : Gaia DR3 Part 4. Variability (Gaia Collaboration, 2022)\n",
"I/359 : Gaia DR3 Part 5. Solar System (Gaia Collaboration, 2022)\n",
"I/360 : Gaia DR3 Part 6. Performance verification (Gaia Collaboration, 2022)\n",
"I/361 : Gaia Focused Product Release (Gaia FPR) (Gaia Collaboration, 2023)\n",
"IV/36 : Gaia-IPHAS/KIS Value-Added Catalogues (Scaringi+, 2018)\n",
"VI/137 : GaiaSimu Universe Model Snapshot (Robin+, 2012)\n",
"VI/145 : ASC Gaia Attitude Star Catalog (Smart, 2015)\n",
"J/A+A/523/A48 : Gaia photometry (Jordi+, 2010)\n",
"J/A+A/674/A25 : Gaia DR3. spurious signals (Holl+, 2023)\n",
"V/149 : LAMOST DR2 catalogs (Luo+, 2016)\n",
"IX/52 : XXL Survey. DR2 (Chiappetti+, 2018)\n",
"J/A+A/634/A133 : X-Shooter Spectral Library (XSL). DR2 (Gonneau+, 2020)\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING: UnitsWarning: The unit 'erg' has been deprecated in the VOUnit standard. Suggested: cm**2.g.s**-2. [astropy.units.format.utils]\n"
]
}
],
"source": [
"catalog_list_gaia = Vizier.find_catalogs(\"Gaia DR2\", max_catalogs=1000)\n",
"for k, v in catalog_list_gaia.items():\n",
" print(k, \": \", v.description)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For 2MASS we will want to use `II/246 : 2MASS All-Sky Catalog of Point Sources (Cutri+ 2003)` and for Gaia `I/345 : Gaia DR2 (Gaia Collaboration, 2018)`. Before we query the full two tables we only look at a few sources for each table to understand which columns are available. The query below will give us 50 sources each -- the default for the `get_catalogs` method."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"scrolled": true,
"tags": [
"output_scroll"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"TableList with 1 tables:\n",
"\t'0:II/246/out' with 15 column(s) and 50 row(s) \n"
]
},
{
"data": {
"text/html": [
"
\n",
" ra_epoch2000 dec_epoch2000 errHalfMaj ... radius_val lum_val\n",
" deg deg arcsec ... Rsun Lsun \n",
" float64 float64 float32 ... float64 float64\n",
"----------------- ----------------- ---------- ... ---------- -------\n",
"104.0642397349738 -27.2482245363508 0.009 ... -- --\n",
"104.0613350962615 -27.2457120515062 0.02 ... -- --\n",
"104.0616994142013 -27.268162501078 0.001 ... 0.61 0.21\n",
"104.0638238272635 -27.2482586806547 0.002 ... -- --\n",
"104.0534300495002 -27.2500426156094 0.014 ... -- --\n",
"104.0751267092824 -27.2497140040521 0.007 ... -- --\n",
"104.0742449208677 -27.2644027644464 0.009 ... -- --\n",
"104.0773944731844 -27.2633504544413 0.008 ... -- --\n",
"104.0570207631639 -27.2646632110967 0.012 ... -- --\n",
" ... ... ... ... ... ...\n",
"103.6534419859618 -26.6979173546072 0.011 ... -- --\n",
"103.6448602407325 -26.6802759107745 0.02 ... -- --\n",
"103.6457054696464 -26.6981699399863 0.001 ... 1.57 2.463\n",
"103.6371030479543 -26.7044315808754 0.005 ... -- --\n",
"103.6456888116766 -26.693409125209 0.012 ... -- --\n",
"103.6501059275592 -26.6996148606457 0.01 ... -- --\n",
"103.6595666536828 -26.6973161276413 0.019 ... -- --\n",
"103.6457432485343 -26.7008849970763 0.018 ... -- --\n",
"103.6428952792929 -26.6997584901798 0.029 ... -- --"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gaia = moc_intersection.query_vizier_table(\"I/345/gaia2\", max_rows=20000)\n",
"gaia"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 6: Cross-match Gaia and 2MASS sources in all fields\n",
"\n",
"We now want to find sources in the selected region (observed in the MASH regions of interest and at low extinction) that are common to the 2MASS and Gaia catalogs. To do so, we will perform a cross-match of the Gaia and 2MASS catalogs. Alternatively, we could use the CDS XMatch service via the corresponding `astroquery` module.\n",
"\n",
"To do so, let's first inspect the `match_coordinates_sky` function from `astropy.coordinates`. "
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"scrolled": true,
"tags": [
"output_scroll"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Help on function match_coordinates_sky in module astropy.coordinates.matching:\n",
"\n",
"match_coordinates_sky(matchcoord, catalogcoord, nthneighbor=1, storekdtree='kdtree_sky')\n",
" Finds the nearest on-sky matches of a coordinate or coordinates in\n",
" a set of catalog coordinates.\n",
" \n",
" This finds the on-sky closest neighbor, which is only different from the\n",
" 3-dimensional match if ``distance`` is set in either ``matchcoord``\n",
" or ``catalogcoord``.\n",
" \n",
" Parameters\n",
" ----------\n",
" matchcoord : `~astropy.coordinates.BaseCoordinateFrame` or `~astropy.coordinates.SkyCoord`\n",
" The coordinate(s) to match to the catalog.\n",
" catalogcoord : `~astropy.coordinates.BaseCoordinateFrame` or `~astropy.coordinates.SkyCoord`\n",
" The base catalog in which to search for matches. Typically this will\n",
" be a coordinate object that is an array (i.e.,\n",
" ``catalogcoord.isscalar == False``)\n",
" nthneighbor : int, optional\n",
" Which closest neighbor to search for. Typically ``1`` is desired here,\n",
" as that is correct for matching one set of coordinates to another.\n",
" The next likely use case is ``2``, for matching a coordinate catalog\n",
" against *itself* (``1`` is inappropriate because each point will find\n",
" itself as the closest match).\n",
" storekdtree : bool or str, optional\n",
" If a string, will store the KD-Tree used for the computation\n",
" in the ``catalogcoord`` in ``catalogcoord.cache`` with the\n",
" provided name. This dramatically speeds up subsequent calls with the\n",
" same catalog. If False, the KD-Tree is discarded after use.\n",
" \n",
" Returns\n",
" -------\n",
" idx : int array\n",
" Indices into ``catalogcoord`` to get the matched points for each\n",
" ``matchcoord``. Shape matches ``matchcoord``.\n",
" sep2d : `~astropy.coordinates.Angle`\n",
" The on-sky separation between the closest match for each\n",
" ``matchcoord`` and the ``matchcoord``. Shape matches ``matchcoord``.\n",
" dist3d : `~astropy.units.Quantity` ['length']\n",
" The 3D distance between the closest match for each ``matchcoord`` and\n",
" the ``matchcoord``. Shape matches ``matchcoord``. If either\n",
" ``matchcoord`` or ``catalogcoord`` don't have a distance, this is the 3D\n",
" distance on the unit sphere, rather than a true distance.\n",
" \n",
" Notes\n",
" -----\n",
" This function requires `SciPy `_ to be installed\n",
" or it will fail.\n",
"\n"
]
}
],
"source": [
"help(match_coordinates_sky)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"# We generate the coordinates in the appropriate format\n",
"twomass_coord = SkyCoord(ra=twomass[\"RAJ2000\"], dec=twomass[\"DEJ2000\"], unit=u.deg)\n",
"gaia_coord = SkyCoord(ra=gaia[\"ra_epoch2000\"], dec=gaia[\"dec_epoch2000\"], unit=u.deg)\n",
"\n",
"index, separation_2d, _ = match_coordinates_sky(twomass_coord, gaia_coord)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"scrolled": true,
"tags": [
"output_scroll"
]
},
"outputs": [
{
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