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@bmorris3
Created November 4, 2015 03:07
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Adaptation of @tobyrsmith's tutorial
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Planning observations with `astropy` and `astroplan`\n",
"\n",
"Based on a [lovely notebook by @tobyrsmith](https://github.com/UWashington-Astro300/Astro300/blob/master/Observing_with_Python.ipynb) used to teach undergraduate astronomy majors at UW in ASTR300"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from __future__ import (absolute_import, division, print_function,\n",
" unicode_literals)\n",
"\n",
"import numpy as np\n",
"import astropy.units as u\n",
"\n",
"from astroplan import Observer, FixedTarget\n",
"from astropy.time import Time\n",
"from astropy.coordinates import SkyCoord"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Time and Dates\n",
"- ### All dates and times in are UTC: *Coordinated Universal Time* \n",
"- All `Time` calculation assume that the time is UTC\n",
"- UTC is related to Greenwich Mean Time (GMT) but does not change with a change of seasons."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2015-10-28 00:00:00.000\n"
]
}
],
"source": [
"date1 = Time(\"2015-10-28 00:00:00\", format='iso')\n",
"\n",
"print(date1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Current UTC Time"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2015-11-04 03:03:57.302112\n"
]
}
],
"source": [
"now = Time.now() # Current UTC Time\n",
"\n",
"print(now)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Different Date Formats"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2457330.62775\n",
"57330.1277466\n",
"1446606237.3\n",
"2015.84144588\n"
]
}
],
"source": [
"print(now.jd) # Julian Date\n",
"\n",
"print(now.mjd) # Modified Julian Date\n",
"\n",
"print(now.unix) # Seconds since the unix epoch (Jan 01, 1970 00:00:00 UTC)\n",
"\n",
"print(now.decimalyear) # Fraction of the year (very useful for plotting)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Math with Time and Dates\n",
"\n",
"- THe most common unints in working with dates and times are:\n",
" - u.s = seconds\n",
" - u.min = minutes\n",
" - u.h = hours\n",
" - u.d = days\n",
" - u.yr = years"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Converting to local time - Need to know your offset from UTC"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The current local time is 2015-11-03 20:03:57.302112 PDT\n"
]
}
],
"source": [
"# Seattle Time (PDT) = UTC - 7 hours\n",
"\n",
"print(\"The current local time is {0} PDT\".format(now - 7*u.h))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"In 1 hour and 25 minutes it will be 2015-11-04 04:28:57.302112 UTC\n"
]
}
],
"source": [
"print(\"In 1 hour and 25 minutes it will be {0} UTC\".format(now + 1*u.h + 25*u.min))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"50.8722534478\n",
"4395362.69789\n"
]
}
],
"source": [
"Christmas = Time(\"2015-12-25 00:00:00\", format='iso')\n",
"\n",
"dt = Christmas - now\n",
"\n",
"print(dt) # difference in days\n",
"\n",
"print(dt.sec) #difference in seconds"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"\n",
"### [Accurate Time](http://bmmorris.blogspot.com/2015/06/ut1-utc-and-astropy.html) - `UT1`\n",
"\n",
"`AstroPy` calculates the times of events to a very high accuracy. To do this, is has to account for the fact that Earth's rotation period is constantly changing due to tidal forces and changes in the Earth's moment of inertia.\n",
"\n",
"To do this, `AstroPy` uses a time convention called `UT1`. This system is tied to the rotation of the Earth with repect to the positions of distant quasars. Since the Earth's rotation is constantly changing, the time system `UT1` is constanly changing with repect to `UTC`. \n",
"\n",
"The orientation of the Earth, which must be measured continuously to keep `UT1` accurate. This measurement is logged by the International Earth Rotation and Reference Systems Service (IERS). They update a \"bulletin\" with the most recent measurements of the Earth's orientation. This bulletin is constantly being updated.\n",
"\n",
"You will run into occasions when you will get a warning that your dates are out of range of the IERS bulletin. To update the bulletin, run the follow block of code:\n",
"\n",
"---"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading http://maia.usno.navy.mil/ser7/finals2000A.all [Done]\n"
]
}
],
"source": [
"from astroplan import download_IERS_A\n",
"\n",
"download_IERS_A()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Setting your location - `Observer`"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"astrolab = Observer(longitude = -122.3115 *u.deg,\n",
" latitude = 47.65371*u.deg,\n",
" elevation = 63.4*u.m,\n",
" name = \"Astrolab\"\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Information at your location"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Sunset will be at 2015-11-04 00:43:14.546 UTC\n",
"Local Midnight will be at 2015-11-04 07:52:39.221 UTC\n",
"Sunrise will be at 2015-11-04 15:02:38.337 UTC\n"
]
}
],
"source": [
"sunset = astrolab.sun_set_time(now, which='nearest')\n",
"sunrise = astrolab.sun_rise_time(now, which='next')\n",
"midnight = astrolab.midnight(now, which='next')\n",
"\n",
"print(\"Sunset will be at {0.iso} UTC\".format(sunset))\n",
"print(\"Local Midnight will be at {0.iso} UTC\".format(midnight))\n",
"print(\"Sunrise will be at {0.iso} UTC\".format(sunrise))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Sunset will be at 2015-11-03 17:43:14.546 PDT\n",
"Local Midnight will be at 2015-11-04 00:52:39.221 PDT\n",
"Sunrise will be at 2015-11-04 08:02:38.337 PDT\n"
]
}
],
"source": [
"print(\"Sunset will be at {0.iso} PDT\".format(sunset - 7*u.h))\n",
"print(\"Local Midnight will be at {0.iso} PDT\".format(midnight - 7*u.h))\n",
"print(\"Sunrise will be at {0.iso} PDT\".format(sunrise - 7*u.h))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### The Manastash Ridge Observatory (MRO) is operated by the Astronomy Department of the University of Washington for the training of graduate and undergraduate students as well as for astronomical research."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Sunset at MRO will be at 2015-11-03 17:38:39.385 PDT\n"
]
}
],
"source": [
"mro = Observer.at_site('mro')\n",
"\n",
"sunset_mro = mro.sun_set_time(now, which='nearest')\n",
"\n",
"print(\"Sunset at MRO will be at {0.iso} PDT\".format(sunset_mro - 7*u.h))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/bmorris/anaconda/lib/python2.7/site-packages/astropy/time/core.py:515: UnicodeWarning: Unicode equal comparison failed to convert both arguments to Unicode - interpreting them as being unequal\n",
" elif longitude == 'greenwich':\n"
]
},
{
"data": {
"text/latex": [
"$2^\\mathrm{h}30^\\mathrm{m}02.215^\\mathrm{s}$"
],
"text/plain": [
"<Longitude 2.500615281115195 hourangle>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"midnight_mro = mro.midnight(now, which='next')\n",
"\n",
"astrolab.local_sidereal_time(midnight_mro)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Astronomical Evening Twilight starts at 2015-11-04 02:27:15.061 UTC\n",
"Astronomical Midnight is at 2015-11-04 07:46:18.669 UTC\n",
"Astronomical Morning Twilight starts at 2015-11-04 13:05:37.588 UTC\n"
]
}
],
"source": [
"# Astronomical twilight is when the Sun is 18 degrees below the horizon\n",
"\n",
"astro_set = mro.twilight_evening_astronomical(now, which='nearest') \n",
"astro_rise = mro.twilight_morning_astronomical(now, which='next')\n",
"\n",
"print(\"Astronomical Evening Twilight starts at {0.iso} UTC\".format(astro_set))\n",
"print(\"Astronomical Midnight is at {0.iso} UTC\".format(midnight_mro))\n",
"print(\"Astronomical Morning Twilight starts at {0.iso} UTC\".format(astro_rise))"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Astronomical Evening Twilight starts at 2015-11-03 19:27:15.061 PDT\n",
"Astronomical Midnight is at 2015-11-04 00:46:18.669 PDT\n",
"Astronomical Morning Twilight starts at 2015-11-04 06:05:37.588 PDT\n"
]
}
],
"source": [
"# Local Times\n",
"\n",
"print(\"Astronomical Evening Twilight starts at {0.iso} PDT\".format(astro_set - 7*u.h))\n",
"print(\"Astronomical Midnight is at {0.iso} PDT\".format(midnight_mro - 7*u.h))\n",
"print(\"Astronomical Morning Twilight starts at {0.iso} PDT\".format(astro_rise - 7*u.h))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Objects in the sky - `FixedTarget`"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### You can define targets by [coordinates](./Astro_Coordinates.pdf)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"coords = SkyCoord('02h19m00.0s', '+57d07m042s', frame='icrs')\n",
"ngc869 = FixedTarget(name='NGC869', coord=coords)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"astrolab.target_is_up(midnight, ngc869)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(80.14241267621937, 347.07010007228547)"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Altitude and Azimuth of a target at a specific time\n",
"\n",
"aa = astrolab.altaz(midnight, ngc869)\n",
"\n",
"aa.alt.degree, aa.az.degree"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<SkyCoord (Galactic): (l, b) in deg\n",
" (134.63216119, -3.74091212)>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# You can get the galactice coords of the target\n",
"\n",
"aa.galactic"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<SkyCoord (FK4: equinox=B1950.000, obstime=2457330.82823): (ra, dec) in deg\n",
" (33.86767206, 56.89850034)>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# You can get the coords at a different epoch (1950)\n",
"\n",
"aa.fk4"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Most targets can be defined by name"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"m31 = FixedTarget.from_name(\"m31\")"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<SkyCoord (ICRS): (ra, dec) in deg\n",
" (10.6847083, 41.26875)>"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m31.coord "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Planning - Observing M31 at MRO"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### [Air Mass](https://en.wikipedia.org/wiki/Air_mass_%28astronomy%29) is the optical path length through Earth’s atmosphere. At sea-level, the air mass at the zenith is 1. Air mass increases as you move toward the horizon, reaching a value of approximately 38 at the horizon.\n",
"\n",
"- #### The best time to observe a target is at minimum airmass.\n",
"- #### When the airmass of your target is getting close to 2, you should be observing another target."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mro.target_is_up(midnight_mro, m31)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"M31 is up at midnight at MRO - good"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(<Latitude 70.12833547955162 deg>, <Longitude 261.3802380737395 deg>)"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"altaz_m31 = astrolab.altaz(midnight_mro, m31)\n",
"\n",
"altaz_m31.alt, altaz_m31.az"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Nice high altitude - looking good"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/latex": [
"$1.0633136 \\; \\mathrm{}$"
],
"text/plain": [
"<Quantity 1.0633135758188206>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# You can find the airmass by using the .secz method\n",
"\n",
"altaz_m31.secz"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Airmass < 2, you are good to go."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Planning observation is easier with plots"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from astroplan.plots import plot_sky, plot_airmass"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/bmorris/anaconda/lib/python2.7/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
" if self._edgecolors == str('face'):\n"
]
},
{
"data": {
"image/png": 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iBsBlKcdrBTEH9eEBzr+VurJHBRXq0iVgPuDjCeWlUpQ3AyvWmdXSUXSVcoub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\nPUlWbplMpif5/zmvA3PsdZQ/AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1065ece50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_sky(m31, mro, midnight_mro);"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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jL47uKqOqNYFz4uvi8VnxmsvHzjsSO5owSxks6URxZDYN2J8QtbUX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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1078bc8d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"start_time = astro_set\n",
"end_time = astro_rise\n",
"delta_t = end_time - start_time\n",
"observe_time = start_time + delta_t * np.linspace(0.0, 1.0, 50)\n",
"\n",
"# np.linspace(0, 1, 50) make 50 evenly spaced points from 0.0 to 1.0\n",
"\n",
"plot_sky(m31, mro, observe_time);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plot the airmass of the target over the night"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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JGwz8HLiocH2xBVb6vgOLApeRR4nwwZbIsmXEz/u9OOkg5S75uh8BJ5f9vLfb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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1066aac90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_airmass(m31, mro, observe_time);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"M31 is good target for observation at MRO for most of the night"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Not all targets can be observed at all locations"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"fomalhaut = FixedTarget.from_name(\"fomalhaut\")"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"False"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mro.target_is_up(midnight_mro, fomalhaut)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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lSoGDxfLFDIDLU47XDmIO6sM1zr+ZurJHBRXq0iVgPPDJhPJSKcqbgZUbzGrp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\nJVm5ZTKZvuT/A0QbwOf+HFD3AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10677fa90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_sky(fomalhaut, mro, observe_time);"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x106b11a10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_airmass(fomalhaut, mro, observe_time);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Not looking good"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x106c33790>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# astroplan sets the default limits of the airmass plot to [3,0].\n",
"# If you want to see a target at a higher airmass you have to set the limits yourself.\n",
"\n",
"fig,ax = plt.subplots(1,1)\n",
"\n",
"plot_airmass(fomalhaut, mro, observe_time)\n",
"ax.set_ylim([20,0]);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As you can see, MRO is not the best place to observe Fomalhaut."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Finder Charts"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from astroplan.plots.finder import plot_finder_image\n",
"from astroquery.skyview import SkyView"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING: AstropyDeprecationWarning: Since 0.4, config parameter 'astropy.utils.data.REMOTE_TIMEOUT' is deprecated. Use 'astropy.utils.data.conf.remote_timeout' instead. [astropy.config.configuration]\n",
"WARNING:astropy:AstropyDeprecationWarning: Since 0.4, config parameter 'astropy.utils.data.REMOTE_TIMEOUT' is deprecated. Use 'astropy.utils.data.conf.remote_timeout' instead.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading http://skyview.gsfc.nasa.gov/tempspace/fits/skv3162755797594.fits [Done]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/bmorris/anaconda/lib/python2.7/site-packages/astroquery/utils/commons.py:373: UserWarning: FITS files must be read as binaries; error is likely.\n",
" warnings.warn(\"FITS files must be read as binaries; error is likely.\")\n",
"/Users/bmorris/anaconda/lib/python2.7/site-packages/matplotlib/text.py:52: UnicodeWarning: Unicode equal comparison failed to convert both arguments to Unicode - interpreting them as being unequal\n",
" if rotation in ('horizontal', None):\n",
"/Users/bmorris/anaconda/lib/python2.7/site-packages/matplotlib/text.py:54: UnicodeWarning: Unicode equal comparison failed to convert both arguments to Unicode - interpreting them as being unequal\n",
" elif rotation == 'vertical':\n"
]
},
{
"data": {
"text/plain": [
"(<matplotlib.axes._subplots.WCSAxesSubplot at 0x10b05b4d0>,\n",
" <astropy.io.fits.hdu.image.PrimaryHDU at 0x10b04cbd0>)"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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+/vOfZ3TeZKI/NBNaoyjKgEifbPCaEOK8oijvTt37I6TNLkmKonz1/+IbPwTw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\nD6Krqwvvv/8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jFb4P6UOgvb2dRYsWMTo6ylNPPcUrr7zC1Vdfzf3335/6Gl+c4f2RI0fo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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x106d2d4d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_finder_image(ngc869)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading http://skyview.gsfc.nasa.gov/tempspace/fits/skv3162767177066.fits [Done]\n"
]
},
{
"data": {
"text/plain": [
"(<matplotlib.axes._subplots.WCSAxesSubplot at 0x10c4a0a10>,\n",
" <astropy.io.fits.hdu.image.PrimaryHDU at 0x10c4a0710>)"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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7xf+s2QA2KqXeVkp9Ydp3ZwAYtHNHw8DOHUznArAZwK8AQCllAPjfyB12p7cK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5AAAg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\nEnIcJ1X+DY3RKZYCeI/lAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10b12ed50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot_finder_image defaults to a field of view of 10 u*arcmin\n",
"# You can specify a different fov\n",
"\n",
"plot_finder_image(ngc869, fov_radius=1.3*u.degree)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading http://skyview.gsfc.nasa.gov/tempspace/fits/skv3162784557371.fits [Done]\n"
]
},
{
"data": {
"text/plain": [
"(<matplotlib.axes._subplots.WCSAxesSubplot at 0x10afe1a10>,\n",
" <astropy.io.fits.hdu.image.PrimaryHDU at 0x10afe1710>)"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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5SCQSunDhgskd/QSpjRL4/ufDhw/rzJkzJi8oOC+77XbbkJA0VGqvfOUrTZ78M6anpyPc\nFM9kDHBhL6ftOWWEBSIEy6Lz5J+3XggbAge89ZAbQWMh+InMZDLmkk1MTKjRaER4Hay1NBQa+AUf\n1VpeXrbwNlnd3jWTFOkDWcM+tO45Fm/Fer2eKpWK9SWdTmtra8uidowbShvX1o8JsL5QKFiUrt1u\nR5BQv99XrVYzBewJXu/+0Acf7eQ9vSLt9/uqVqsRcpz58cZEkimziYmJSDqDj/yMKhUWF9HGTCaj\nxcVFMySPPfaYzp8/H5ED75ow9hgD/l4sFq3PICDvans3OgxDTU5OmjIktI8xYG4YL4+GQPwYqTAM\n9aIXvShC2mOceGfQt0dn0Af0ibHmOmTQzwvv1Gw2L3tt7jll1Gg0zD2Aq/GLCRcF9NRqtSK+uDRI\nTNze3jY3CnfPCwgTw+c0UBbQvd1u64477oik4yPAKClJWlxc1MzMjKEAYDKCzkLm9wsXLui+++4z\nRJRKpSwqhxCCNBAuyMogCJTNZtXv9w1xgNAYJ58U1+/3Lb+KRTY2NqZaraZyuWyEaRAEGh8fN0IX\nBQPy8Aqed/S8BQqO5l0Yj4RQcsyz357wYz/2Y/Y5ffBErg/Zj/I/KENp4HodO3ZMBw8ejChU797w\njn5hSzIXXpKNRTqdVqVS0enTpyOuFOMThoPI3qiL6RGqR+rIRDabVS6Xs35J0YRN/ve8FWuAftM3\nP/ZeiXvy/Wd+5mdsTOPxuAULLqftOQJ7Y2PDyD4IQS+scErNZjNC9NXrdVMQPs+CRDiiT0SYUFJM\nIguWxbWzs6OJiQmbSO8eSrLnezeRzzwC+M53vqOXvOQlkcVIOoDPIcJq8m78ox9+ofkxaTabFknx\n5KoPr5PC4GE6z/Hch48O+Ugji0BSxBXj76NIwy8ET9pfmmOVy2VT2P49pOgiYjyYO/oJn8VYopTg\njVCO3NejP5SWj3LiuvEdxtpzLbRRxTp6jXeHRiOpfj4kRThAb3g8IY3yDsPQ3HUQNVExrsW9lYaE\nOe/mCXEfLEEWZmdn9wns0QZsxD2ThpZilFRkIeM68X0E9JFHHon43uVy2ZSHNCTuEN5sNmuLcGdn\nJzJZ1WrV3DIQD8IDSuO+3n1BEcFj8XwEkIZQ0lfP43iuIhaLRTKheX/+BuLABXv00UefpVAYU/4f\ndQXgN3hf3EsWss/78vfz9/fcjidzm82mLViIe4/gwjDU6uqq1tfXTTn4HBsUnneBQJRwID6j2s/H\nqJuFkojFBpt2kQePTPzYepTilYdH7h6xIQN+OxLXedffj6N3hT2f5TcrozC9y+zd1lGF6KkC7tlu\ntyOK/HLanlNG7CdD6L1m97xKNptVrVazya3X66btIfyuvvpq43dqtZomJycjblm/37e8kiAIVCqV\n1O12lcvldOzYMVN4Y2Njymazhn5YXN63l4Yu3pNPPqlPfOITNtkIPkoLd6rValnOi/freUeUXyKR\n0Nramh5//PFItA2hDoLAiHg4N8jpj33sY4Yk2TIAn4VilWQWUxouCO/6eIToo3ie98JyjyK7Wq2m\n1dVV60s+n49slfEkeL/f18LCghYWFiJkvl94HnWRHJjJZIxP88rHL/xaraZqtWoukeecuA8Ln/kc\nRZOMPfPnUWWr1dKdd975rMXvFXKv19NDDz2kL33pS2ZUcOVwR3HBvEL3aJ558MYHGXr88cdtbr1y\nHUVu7A5oNpvPojm+W9tzbtrq6qr9Ho/HtbOzo0KhoFgspg9+8IP6T//pP9nffLLhb/zGb+g//+f/\nbO4PAoWCArkgKN4i8PPY2JhFi2q1msbGxlStVjUxMWEKz/v3/X7fvoMgIVyVSiUS4gXpsDmT9xol\nOaXBtgIEKpVKaXt72zZuFgoFW8A+ZyeVSlmUjMXpUQ1KBaSxtbWllZUVXXfddbZouU4auILsuyKK\nyHtRhoVnef7kuZALbqknZT0fmMlkbBEyNyw+z+fwnt4NA0V6pcW1uCpemYwS8ChBn48FJ+T/Z9wg\nqjF4o8rxkhxHyGfmwRPingDnb9598l6Afw7v7xX5KEqmD/THGxD/Dsx3PL6fgf2czedYYBVOnjyp\ndrutAwcOKJFIaGdnJ0Jyp1Ip/cIv/IJZAh+98glewFOsCUiLMDt5RIRRgyCwaBDCihBLUaFjSwIE\nPJY6DEP7DOXk4fzW1pbGxsbsH4ua5/T7fW1sbEiSoT/Pofm9atwX9MZYhOFgP5VXSO12WzfccINZ\nZdCJt/r+Pf3WFjg4vwhYKCQ98l3IdpSc58hYTP5/OJNRBOYVD3MrDTcUe4Ka6KOXAzgX+BpQqo/q\nkcfjkQwyGIvFVK1Wddddd6lYLKrT6ehb3/qWKpXKs1w6kO3Gxoaq1aqNTxAEOnfunBkyFIlHT6RV\n+MDLKH/l+UMffMEQso743xtdlKkfO6/4vlfbc8hofX09QozWajXL6fH7z6SBS4fbE4/HVS6XNTEx\nIUmmeCA9L93f/jYatpWG+4wkRQS10WiY0sPyVyoVLSwsGLnI3jessSd2vbuTSqWMbPf5OSxA0BVK\ndHl5WRMTExofH7d9cgg2fST1AaXbbDaVy+UiGyTr9boJNC4giwykMzU1FUnUBCX6xUb/eZbPHAaR\n+nGv1+sWoeO7kuy9v/jFL+qVr3ylZmZmbDxYlF6ZeAP1ile8Qt/4xjci41qr1axECi4naMuT57u7\nu7bBFveH+3rZoC8efVSrVYVhaJFM7oEBQCFKiowNhsinPhAkmZmZiRhL3oVn8j9zQBIjybujsox8\nxGIx3X333brtttsMaaHwfNE9UOil5NHviYz2pDLyURlP6ErDSfYDPzY2Zott9B/WABSB9WbCQESe\nSHziiSd07bXXmqCxKEELLCgg7tjYmPn/kqyWDQKIu5nJZJTL5SJWHOvEvX0OSbVaVa1WU6FQsLGA\nA+F6/u5JZt6Dxby5uampqakImmFh+LIkWHUaCCaZTOqv//qv9aY3vck+ByF5xejRmHeJGH/++ZC9\nRxOjBLBPaPRRo1F3r9sd1CkqFAp2H57PO1G3Kp/PP4uj8y7MaOTMf8Zc0feTJ09qaWnJSoawyJmH\nMAz1wAMP6MYbb7R59eOHPHtXyo8RDZnzCisMB2VaZmdnn+Ui+1A+fWMeLq0z+4z1NDMzs++mPVdj\nsqXBgl9bW1O9XjcIj8B6LmA0hEnb3t6OQF3vUiEwvuRnKpVSuVy2Cf3sZz8bUTIsTu9/4/L9zd/8\njba3tyUNi4Eh8AsLC7p48WIkcgFcRiB6vZ7q9bp9Njk5qbm5OeXz+Qgxy/cajYYpQgTU5+GwMLGi\n0iCaBWmJi8rip//JZDKyLaPX6+mNb3xjZNH6RepD4cyBXzhe8fuoGAhglNcCcXgl5K/lnj5KBWr0\nfBTjWK1WrZQGynaUDGb8pCHyZMH6bGxp6J5fc801ptwwOn6bSSwW080332xBBu5LH/xWI6+ovOvl\nOSv69Ld/+7cKgkCzs7MmD94tw7DinvIclLufp9H18r3anlRGvV7PBvjuu+/WzMyMEbJAZ/gV3J1q\ntapKpRLZi9VoNDQ7O2uLJ5lMqlarGYfT6/WsXEcsNsi8bTQaevnLX25w9o1vfKMJbqPRsNQBBIz/\nE4mEXv3qV2tyclJS1H8HgRw5ciRS6gOhwa3yu6hRLD6HBMXz8MMPSxoI7sMPP6xMJqNUKmVEMMIV\nhqHuu+8+ScMFhvDhevpcJ5QqCwaFjRs5mq2LMiiVSqpUKpal7JELCx0lwZgUi0VzcT1v4hcJciAN\nFxmLE/cRZEyfS6WSyuWy1ReXBgEBkkN9NUgfXEDuWMAou2q1GlG8uEzNZlN/+Id/qJWVFcuml4ap\nKcgX9wftgJh5b/pBrhvzj/z79Af4OLZ+UFECJEp/6AeIip9HyexR4/Z8bc+5aRcuXDAiGEuGayVF\nIyLtdlu7u7uam5uze8BdZLNZNRoNPfzwwzp69KjxFtIwegYZPjU1ZegHlLG7u6vJyclIeoFXXH4R\nIUzMlRdehIWFAAryrlk6nbaFLMmUEtnRuFUoZJ6BUvEcA64e/BoLze+NGi225aG/dx+8S0qfQAyg\nvmeeeUazs7O2+EddA49AGHO+z6L0yXrMz/ey1n7Rvec979Hv/M7vRJTg6dOndeedd+oDH/iApGFy\nId/jXUAnvhQriMJHY70ryViOcjrMEWPlEaF/50QiYQS/J619MMBHJD2S8RnoPqcNt9TPEcrOc2a+\nL/xMPaz9pMfnaJ5Q9pGWbrerUqlke6Z8OJmJ9lwEHM6VV15p0SWUkIfjPrHSR4pQcJ7r8ImNvBfW\nCSuPgvBRC/JRQEjexaQOE9YdQcSVIlHTW08QjV9Q0uBEitOnT6vZbOqJJ56QNNyrhDB7d867BowH\nKQhUF0DJFotFbWxsqNvtqlqtmkX3WxO84sYlwDJ7dzgMQytoJw3zeVBaKysrJg+ew5KiO/5jsZg+\n9KEP2Z4w+nnttdfqQx/6kLmejD2Erc818+keIDOvGOgXfeG5IBX2JsZisYhrixHyUUUQz+nTp/Xg\ngw/ae4FIvVx4CsErEN6ZMWi1WqrVapFoMfdFXnj30cazLxfw7DllBG/hFyfW3hcNx+KwMRRBbLfb\neuSRR4zbmZ2d1fz8fCQ07QluQvi+AFcQBMYbsb2ERTjqXvHO3AurJw13RudyOatg6Ldx+FT/5yKz\n0+m08vm8LRL6/du//dsG/7HG+XxeV1xxha644gqFYahrrrnGFk+z2dRHP/pRScNaTwiud4lAlGzG\n9Is5nU5rcnJSqVTKtnHE43Fdc801mpycfNZucY8cvYuFcmIzKf3wQYXDhw9H+AxPVntUyoL/rd/6\nLd19993PqptNP5ANLzedTkfFYtHmzhdD87lKGCh4NO/CkhCL0mFMJNm1YRjqwoULkUMOjh49qhtu\nuCFy/9FUCT+W1WrV0LKPSErDIAXvgULEnfRBIGSFeWG9wFM+X9tzbtrKyopxFF4ZoRB8SFySbc70\nGb2Ezr11weUhGdFbSkl2ltndd9+tt7/97QbFPZrCrUBwEYxOp2OhbM/LeHIS68t3dnZ2NDc3p0wm\nE3HpUIjcD4vJhlNvZXkHaQjt77//fl177bWam5tTv9/XyZMndeONN5rS+8Y3vqEf+qEfiuxU5/u0\nr33tazpw4ICOHz9uz8LNQ7HwM9yGd0dQFFh1+tfvDwqiQbx6tOqNBSiJeUdpe9I7Ho9bETeKm/m1\ngiwgP3xPGkZBSSHxkVCf+Ep/OOWDufHZ6Vzjo2DM0Wg+EIqSvkGse/eY/nru0CNj7z6Cnp/LLfQk\ndhAE2t7e1pe//GX99E//tN2TgwySyeQLI5oWBEE8CIKHgiD460u/fzgIgieCIHg4CILPBkEw4a69\nMwiCbwdB8Cb32b8NguDUpX//m/v8qiAI7guC4HQQBJ8KgiB56fN3BkHwvud5JyOAPanqraV3z0ar\nDlIWlkFnv1K329X4+LhxN5DSiURC4+PjmpmZ0U/91E9JkpXSQPi4HleN/3GxPPnpS3vg6uCqYYkn\nJycVi8XMpev1BpUmOd6I+0NOe8EMguEJIJ4PkIYRP0mWSc7YJBIJ3XrrrRFClXeqVquWXHnrrbfq\n+PHjppAlGdRnDEByPnzuiXlQz2iIGvfXL5xRXoX59y7WqMLje0EQWDa0D5OjhLiO943H47rnnnt0\n6tSpSHIjOWSMzXMZIe6Hq+flFU7QK1/veoJA6vW6vY83YB79/t7v/V5kPLyi9DJEoizf85E0FBDj\nNj4+rpe//OXmUp45c8bSYfj+87XvOzIKguBXJd0saTwMw7cEQfB6SXeHYdgPguD/kqQwDH89CIKX\nSnqbpN+U9GdhGP5kEATTkh649H1J+pakm8IwLAVB8BeSPh2G4V8EQfD/SHo4DMM/DoLg30o6Eobh\n+5/jXcKdnZ1IhAeU433heDyubDarcrlsEBsL49EMwgOi2tjY0NTUlJLJpChve8kimCVn8eGenT9/\nPrJPiogWi9MntXFCA8oEIhkF4UO8nILL9aAAypci4NLwMADer9PpmLvkM6V5d299JVlBOZ9747c+\ngFJAQM1mU+985zv1qU99yraB+L6ixIkc+uxydteDAlB48BsQt7g68FS4E8y9NCSKMQig4Ewmo2Kx\nqEKhIGn3lWoyAAAgAElEQVSYh+MRgjTcuc7/PAMejv2GjC8nC3slVKvVIhtq+Zt3G1FiPmLlgzCj\nhD5jzrM///nPK5vN6vWvf73dFwPsc7l4TrfbNUXGO/g9i/yOzHii/dJ6tjlBvn7gBHYQBIckvVHS\nRyQFl170K2EYoirvk3To0s9dSTlJKXeL/1nSl8MwLIZhWJT0FUlvCAa9fK2kT1+67k8l/ZtLPzck\nVb7bO41m4ZKxjEVhQZfLZW1tbempp56KuDQ+HI3gVatVVatVSxALw0HeD3wT/Aw73bGiQTDcbNtq\nteyoIVynVqtlVf64XhqGf9vtNnt+JA3RBcQ37gACA3fFO3U6g0MhsdajoXdyr1hIRFB4H+5Zr9f1\nwAMPRNwI0CLPk2S8WBAE+sQnPmGRFp/kCaJA+Y+iGI8eyOJmzHkOHIWv0MAi8yQ74+UVBm56oVBQ\nrVazvnr0+uijj0buSy4Vrn46nY5UyVxbW1M8Ho+cx+fzzmKxmNUq8uH4S2vIxofyuSBjj5g9guUf\ncvHWt75Vr3/96yOIy/M8/X5fDzzwgCmU0WRSX5yN5g2UJ+F5Z8YY43A57fvtpv3fkn5N0nfDae+W\ndJckhWF4UoMTbr8u6Q8v/X1J0oq7fkXSQUnTkopOqa1e+lxhGP5FGIa/991eiIFjQWMdWHQUTuv3\nB7u7jx8/Hsk5GnVn8vm8baXwCx4U4HkeaXj2Fdsiut2ucQYsvJMnT4pMccKtWN9er2c78VOplB0U\nKEX3U3m04IXIh4xRcPQPZenRAt9FieAegux8AuMoYe5RiuclvCvGnKAgjx8/LkkRToNxwRXs9XoR\ntxQFCkrgfXy/6SMKlgUMRyI9u1azV1KMK4bi137t1yJ9AhVR6cErSHb1+4CApwWYC8ZeirqZyNKB\nAwcUBIFtKOYd4/Fhlj/39eVemYtRBcS1QRDolltuiYy3d++YGxCi59188ijy793h/xbP6/t2vHUQ\nBG+WtBGG4UNBENz2HH//PyW1wzD8Mz4Lw/BXLuPW/yy/8hOf+IRZ95/8yZ80pTQ1NWVWiNKksVhM\nW1tbSiaTpmz8wvfJXhCeuHQ+OxUycXJyMkKsMmGpVMrSA+LxuK6//nrbHkLNa4TBczkozomJCU1M\nTJigAPsJ/ZfLZdvygavT7/ctOgdRyX39ogCOT01NGc/k801AB5/85Cd1yy23RFBWLBaL7GsDecBn\nSIq4Zrw7+/bg2yDheR77xBgvX+ObxeMVCGiHn70BYi49v4WL62sCeQRy4sQJ/e7v/m7EDeYa+oFC\nSCaTxt957gTFihIqFouampqyhe6rBvCeuOYERhgT8pZAPhgI0Lw0zK3i2lqtZq64r+BJ8/l3PunR\nK3WfP4Ui5+dPfepTET7zctr3Exm9StJbgiA4K+mTkv6nIAg+Lg1IZg3ct3c8zz1WJR12vx++9NmO\npMkgCHj/Q5c+/67tkmun3d1dLS8v6+mnn7aJTKVSeuaZZ8wH96U5Jicnbdc9Qo6gsOBQUJlMRuPj\n4+YKgi6A7sViUVtbWxbN2t3d1c7OjhqNhh566CEr+FWr1bSzs6N6vW5VC7HKIKNSqSRpUI42Fotp\nc3PTdnvTryAItLy8bDWVqG+EpUO5eNQhDXNjPFfR7XYtAxshg0/rdrv64Ac/aGPDxlgS8JrNprlT\nVEv0UTM4Ld6j1WrpySeftA2j3kUFRfroGwvYowqvwLvdrk6dOqUHHnjAlAJKIwxDS6nY3t7W9va2\nSqWSKXSP3rwbBTlLPySZm//UU08pHo+bC+YjXd4tRHnVajUdOXLEZNVzUChOlAKnpHhk6BMUfWqB\nz5c7f/58pLKpl2OPXnwQh2eS3Aky9pySV5jIXaPR0BNPPKGVlZVIusnztX+R0H4QBK+R9B/DMPxf\ngiD4UUm/K+k1YRhuPc/3pnSJtNaAc4LALl4isD8ThuGfB0Hwx5K+HYbhHz/P/ULOumeCsQzScL9X\ns9nU5OTks0pl+OiYF7Ber6dqtWq1iEA7fmwhyxG0TCZjCoZFz/fIwh6NNOESEAZmmwTCSG5NJpOx\ne2DJUGitVsu4C8/XeFSBC+lDvb52DcqKxS7JcojgqlZXVy1073evX5qHyNj4qBN819ramk6cOKFy\nuWz7s/i7V6DeIGCVR5Ge3yvnlYsvywpKBVGy2CC2PSHuXR2fpMo4klRKQbWvf/3r+pEf+RFTHr7U\nCC4r1/p0Bq73fWu324Z0vSLBze92u7rzzjv1sz/7syZbQRDo/Pnzuvrqq58VqPAKDFlz6yXCr37m\nM5/RG9/4RovI0jzKl6Tf+I3f0Ac+8IFI1PDSCb4/+F37l9y0Xw0H0bTTksY0QDeSdE8Yhr/4Pb77\nLknvufTrb4Vh+KeXPr9K0qc04I8elPS/hmHYee672L3CRx99VJOTk5aZTHSGRcqeqlwuZ6Q2rkEQ\nDM5Gq1Qqtsi4hsjWF77wBb3lLW8x5FCtVjU3N2fWsNFoqFQq2cZKFguugfTsrQRnz57V5OSk5QLx\n90ajYcR5GIb6zne+o4MHD6rRaGh+ft7ITgrCpdNpnT9/Xl/96lf10z/901paWrKFV6/XDd6zwCkA\nx3tgKfv9vu3PYpFTLM0Xg4vFBuVWx8fHbbxBQX7sRiE+CgFFhzLj3oy9J6+x0r6sh0evoFoUKff3\nxK/nPLyy9dwKCrDdbutLX/qS5ufnddNNN5nSCoLAFCHurE9R8KS53/BKLpJPHwAlYlAwfigtUAzR\nTPrCmh5195Av3F76SH8vrRF7L9x+3FgfnEgkElpfX9fHPvYx/fqv/7ohOVxXr0RjsdhlFVfbc0mP\nRDa8oGKNpOjWBS98nodBUIj+FItF/dAP/ZAhHYRxtJYNCMovej+5WFW/S95/lkgkdObMGR09elT1\nel0rKyu66qqrJEmVSkXValXpdNr2jGHdKU6/ubmp6elpI979IqF/ENzeIqIEWBhscfG8C8iGCJkP\np6NMvKLgcxYCiwHlx+Zextr3p1QqWbIli8eHtx944AELPBDpSiaTWl1dtQMLmZ/RPBoWuVdIzKF3\nWT1B7snmUfedvq2vr2txcdFkEUXrFRauskfFHrH5dzp9+rSOHj1qPBgJmrFYTF/96lf12te+1tAc\n6HdjY0NhGOrAgQMRpOeV7ebmpqWjeBfRVyTwvBxjx7vBf3pFH4bhCyPp8YXW2B3uBQjhhxyUhqQm\nqEcaRjW8hZqdndXhw4cjVjyVSun++++3hc6zPF/iawijkFgEuEg+ioZQEElJp9M6dOiQWq2WHcM8\nMzOjVqtlZ56dO3fOhIgkS/gCispJsrPr4ZCazaa2t7dNCbAIW62WyuWyRbMgNVEwW1sDrxtF4yN0\nnmBF8UKcemXPogClgiSYu16vp42NDZsvnoNl9sYAxMA1jB2/+xwd0JLfcc/cgLx4Z8/fgab4jndZ\nuG8ikdCRI0dMyY+mWnhXmQWOcpKGSZBcF4aD889Q6pIi7qKnC3w/JicnrdyLV6b0o9/v68CBA5HI\nGzLtUS1zLimyRYbnsY2Fazwx/r3ankNG6+vr5nZ0Oh1zH7wrwiL0OSkIDXt4pOGpHv1+PyLokKIU\nZYMPgIPK5/Nqt9t6+OGHlUqlTFBxmdrttr72ta/pNa95jZHOcFCjgp9MJnXx4kWdPHlShw8f1vb2\ntqanp7WwsGDVIi9evKixsUHRf19rCQGj/rVfvPfdd59e+cpXand314q5wUn5BDx/HBDXgKKKxaLt\n+Wu325qamrJyrShov+PdLw6fhS4Ni9yR5DmKFHzyIeF3vz3GjxvzzntgGJrNpiYmJuwz3gWUgzzw\nOfwdiZs+1E1/+N27gfwMivRRTGRoNILnjaBX5D70zjz43B+vWOAAfTpCEASGeHlXbwB8AqlP96Cv\nHn15d5kGkpyent5HRqMN8piJZOKCYFBa9HOf+5xZQQY9DENtb29rfX3dXAW0Pm4RVvaee+5Rr9ez\n+kFTU1MR3gUY22q1dMMNN+jo0aOW8IjS6/V6uu2226y+MYQ5SXzeCiJgV155pcbGxnT48GHL/J2a\nmjKlyAKo1+tGXiKkKFRv+W666SZ1OoPzrnK5nBYWFiLvBzKqVCoR6wunk8lkNDc3Z2VSfIUAyHN4\nH79QgyDQAw88YIoWJeBr9JB64PkekEMYDupx+98l6d5777V7kVDJSR4oVjLBvYuJ8fEEOvOfTA7q\nV50+fTqCUiDFPSfklSHyRhlbz9lIsogpcw9q4XugSxQth41K0mc+8xkzNp5oRkmE4WA7kd+86g8L\nHUXxfC8Ihsege6PBe9FPf6KJNwqX0/acMpKGheYZbO8fv+lNbzJlJA1LTBBOHi02Ho/HLSM2kUho\nenra7uthuJ8whJ+FPTU1pfHx8UhUCVIbS86pozs7O3YahiQjxZPJpBYWFiJhVoSAwl/edcAlYeFg\nWX2GsE96RKh9sTdfSRIFx4KVhkqUSB5uMGPHgmO8GHNqSIM+WHS4hZDTPGOUt2KufD5UPp83hIPl\n55keKUrS+vq6oRmvWFBCIKe///u/VyaT0fHjx43UZnEyD/53z8mxSJ+LlOaaUQTixxblx71OnTql\nMAw1Nzdnc8F4eD4O93RiYsLGkHv6PZoYFRQ4/WYePN+EHPV6PUOcfm4uN7S/55QRAzia+0FIHFeF\nBTI2NqZisWglWr1AQe5yhG+/39eLX/ziyOTiArJ/DMVFMqA0IJ99Bi1E9JkzZ8wC8txsNqtWq2XH\nawOxEfhCoWD/8vm81bnGauVyObOmq6ur5tqAPBBCzkCj8U7dbleve93rVC6Xrfoj3BbuQzKZNL7H\n94sETvgWlA/KgXyoEydO2Dz5Anirq6v6u7/7OyWTSZ05c8ZO22g2m1pZWTGXkcMC/MJ/2ctepv/y\nX/6Ldnd3zf0pFAoWUfXI5uDBgzbm7DxnPj3K/eEf/uFIqoUndomeFotF6yPy4uXCu/z8HUTolac3\nDCBDr+hI1L3tttvMrZOG/B3Xep7Ou5Ke83nsscds3pvNZoQb89ntKEqUjt/x/0d/9Ec6efJkhLd6\nvrbnOKPNzU3T7EyyNLQOuAflctmQydramg4cOCBpiJS8/+8ni9/9hHmLhyCNjY0ZGdzpdCyDOpFI\naHt720hZ5qdarZrg53I5I6B5ZqfTMS6qWCzaAtra2tL09LQKhYKKxaIuXryoI0eO2Om2oCwfVZMU\n4U94L4S82WzqK1/5im6//XZJsuxz3AIsru87ymF1dVUHDx60ZFPcqW63q3Pnzumaa66x5MJLc2Z8\nlo9wVqtVjY+PR8LH8BP+Oh9yxsqDFPgu3AnzKCnCV9F/lIeP3LGgS6WSUqmUstmsnnjiCWWzWV15\n5ZURPoex8sERX5/KR9H8c0+dOqWjR4+a67i8vKyFhQXj22jMDQrHHzmOPIKyfVY8isQjOsbezz1c\nE2MNouZa/i+Xy9rc3NSRI0fsmQcOHNjnjEabH3hpWP4BywBqQFCloWsiSV/5ylciYdnRfBLux6LA\nIvrnESpPp9MqFArmVkC+4lJIQ84gl8tpYmLCsrJZPJzgilCRVwSiA0b7iEe1WlWpVFKj0dDExIRx\nH/BJ/kBKMo3hbRKJhHK5nN7ylreYq8ZnLEysbr1ej1jgfr9vCZnSEGmwsdTvA/RRqbGxMducynz4\nnCu/WBhj5kWSZQx7DgQF5HkexhSDhFzgivu59JGtIAgs56rf7yuXy0UUAfLk83aYF2nocnnFAmIh\nOuuRy6FDh0yGuAffkaS7777biuaVSiVdvHjR/g7V8Cd/8ieSFJE7T9J795/nehfRK3H/bEkWLPFH\ndF1O25PKqN/v66mnnrLF5KNUkiKEab/fjxTBf93rXmckONseIE3/7u/+LkIOA2t9yBoOCdKQSWUX\nuyRDBrgJKIogCOzEV9wLlKc0KEK/ublpC47wdqPRUK1WU61Ws4ga5G21WtXy8rJlh1OdkPSHRqNh\n7hzKlZ3+/X5f//AP/6B+v6/f/u3fNleDxYoripLvdrsqFAoRl8FvayBfxnMUKLJjx45JGpzGsru7\nG3ErK5WKKpWKIc9R1EJZFm80GGvQCO/J2Pm8MxJjc7mcvRMRPdwgjk2PxWK64oordOjQIXuXO+64\nwxAoLs1oaRYUkc83kwaI/dprrzXC3ytU9kyCtuDl3vCGN9h1ExMTuvLKKyORrng8rp//+Z83/g7y\n3htmkE+73dbm5mYEgTKfo83nqM3PzyuXy+27ad+t4abREAIiZP74ZqyIj1j5aIofNx9RwEJzHQqP\nZwHRCakSJeNzkEavN9gW8dRTT+lFL3qRYrHB6SLNZlONRkMHDhwwRUUkbmpqys7YqtfrBut5XyoB\npFIpHTp0SJVKxVxW4PfW1paWlpZ06NAhUwzJ5OD4aWo1+RA0ixYBRWjb7bbOnTun6667zhQx4+Kj\nYCAhf+4Y9/MENPPlFW25XLbNpcwNx4XzHNIPfFlW+ry7u2scHAEEb5R8nx588EG97GUvs0gXZ6ix\ngFGovBtksOdrvAvEz1zrky353KNDFI5PN6F/PggjDcvk+Py4SqWiXC5n40JtpVFZ9j971Mhck7hK\nH5AR3g93fDQgsn+89XdpPtqDYsCSj/r0oIswHBxqh8D5+jYIOcqLRDAsIIvO5yih4LDcy8vLljQI\n9IaHkAaC8fjjj2t3d1eFQkH1et3cvKmpKR08eND22cFDsHF3bGxMpVJJQRBYPky1WlWvN9iwOzs7\nq42NDZ09e1bb29t2bDLvwSJAqXrkAiKQ9Cy0wP67RCJhx+34fVdBEGhtbU3FYjESQcO9Y9Ewjp63\nwJ2VhikOhLOlYfqDJ8lZ8KAMXBlSLkYVpY/k+axkAhH01bv5nsz1rj/viSuH6+z5HDg5EBbvgUx0\nu4N6UNvb2/riF79ocsz/H/nIR2wjNPlgXl49YkQReaLcE9mMH3PiSXSuR4ZZQz4HyRto735+r7Yn\nkZHPp6E29fb2thYXF82NYCEwCT7yIQ3RENrfJ0n6mjbSkFuiqh+RLSbTb4zlmSxkrNLOzo7i8bi+\n+c1v6mtf+5p++Zd/2RYkka5Wq6V6va6zZ8/qJS95iZ0wy9lcxWLRqhgeOnTIck3CcLBpdGdnR9Vq\nVU8++aQajYZuv/12xWIxK77PO8E77OzsaGlpSdLQGrPoyZ0aHx+3chPebcTFoFLCqVOndO2110oa\n5r34fWgsClwRFFKhUNCpU6f08MMP6+1vf7vxUJww4t1hv5i8y4FiBaWxJ++pp57S8ePHbTGyCPku\nPAtzRM1pnwPkSWOQhSRzWz03xUKmz8gOdICPrHnOif4RCWZOL8m8/Q0j5TfK0m/uwTv64Ikn9kF0\nGCX6Qt83Nzd14MCBZ4X+f+CVHl+IjQHudgfF5cnzOX78eCQbGMFnF/pXv/rViB9Prgncjf9eqVSK\n5NhgHUe3LyDIHsLn83lduHDBEhETiYSF7yuViq6//nq94x3vsDA4B0ZWKhUrf3HNNdcYOkNIMpmM\nJicnVa/XjQPj7DcifMlkUouLi1paWtLhw4eVTqf1zDPPqFwu62tf+1rExZSkAwcOGEIol8sRBBCP\nx7W6uqqVlRXl83k9/fTTtqDglDyf9OIXv/hZZDHKrVwuq9lsql6va3Nz08a/Xq+r3+/r+PHj+omf\n+AkjqrvdrlXoxB1jUfrABASrd298lvLRo0cjpC2KxbtvuMJ+7xxIjmeAFOCCWNy7u7u2TUd69kZh\nZNC7ZqMKgvE8f/68nnnmmYhrOopUpGHkkz55VCYNeMfd3V2Tbz+n8G0+4sfP0AOHDh2yvnjjdDlt\nzykjz2uwYdAjHCZTUiS8fuTIkUgWtIfmNNyAAwcORCwjsByLhBCzGH2mcblc1tzcnD3HLw74EZQJ\nRxSF4SD9AF6kXC6bcmILCjlG3AvFGYsN9myRTxOPx3X48GGdOHFC2WxWV1xxhSqVihYXFy0CVyqV\nrMC+T1XAFcVNefGLX6ylpSWFYajrrrvOcmywsnBq3jXADdrd3TXkQBBga2tL3/rWt+y7jJtHAyz+\n66+/3pS1J3lZYCAoFKcU3QDqFyrjxLV+zn2JWxQHCYfereOfJ85JkEVJNZtNy4MCFft8J5D8+vq6\n9ReOcXp62jYW+0AJMuz3qmEQCdTQx3g8roWFBasC4V0wxhs599E/j5owrh5x8vfna3tOGXkScWlp\nSRMTE5GD8hA4rMv09LRSqZRt2/DRN6IQhDHf9773PSvkikIaVQIeoqMQEQjcKwRmc3PTeB84oImJ\nCcvSTqVSlsUNB+T7Uq1WDY0EQaBnnnnGeB8WKYqAHCUKuM3Oziqfz1sZEtzamZkZe2ar1dLExIQa\njYY+/OEPW1g4CALblxeGod773vdKkpHiPA900G63tbW1pUwmY2Q57xaPx3Xo0CG9+c1vNnKWPCjG\nj3wp9vH55EHQJ4jVb0UBUfmF5FEIi4kFRsAB9/aTn/yk8vm8Va+kgSpQNPV6PZLsura2ZvsXQcVk\nRmMYQH/5fF7x+KCO9oEDB0zREFWcm5uzeugom62tLUNxPp+O90Jp/eVf/mWkfx6t831cMu9Krq6u\n2jV83zcU8eVmYO85zoii5j4REVIRmMzPRLv8gKL92U7i4bffYuKjKt6igob8RkzcPBQEJ4tsbW3p\n2LFjFkHjOnz6UqmknZ0dc5cQ4HK5bDzX3NycLYZ8Pq/t7W2LpHnikT4zHhDY7XZbhw8ftjSF1dVV\nXX311cZvTU9PS5JxJpDKRFrGx8cjiXL02SsLxpbcK+6HgcAwMH58x4fJW62WJicnLUOaa5gHUCNG\ngSiQj5qirEFwPsTNO3k5kKLlQ/z89vt9Pfzww3byC2e5eeQkSffff7/Gx8d14sQJ7ezsaHx83JAH\nRfr9ZlrvbkLaI6MeqcRiMf3+7/++fvEXf9GUh0ei0jCxk7lHCaKw4Ns8P+ZD9V4J4V14+gHU1u/3\n9zmj52pYRQYQwZMGg9poNLS9vW2CzICz0PnnM5YRAqwUi81HNnDVWDy4NJC0/iRVwsxYOizwvffe\nq2KxaMXQJBkyyWazKpVKevzxxxWPx801IfSOSweRirCUSiW7F1ab7SRTU1OR6BACCnyHfMdq0n+q\nVVLKwpPHKDuOxwZFBkH09F3vFjDGnFLhy3xwHVE0lLyvO4VSAWn1+33rKyjFR7f8P4+Y/b0g7JEL\n3EWPrK655hotLS3ZgZejWc+xWExHjhzRS1/6Ulvsa2trkTFDCX/+85+3ekQgDh+xC8NQd9xxh6HM\nIAj0S7/0S6Y4UFg+14q6VCBSb4h9Kgvfl4abkj0K4p2QFa5nAznffb6255RRpTI4xQgl4NEQAlEo\nFKyIGNacAa/X67YocEU8rEcwmVAWL5NE6BZkwTOY5Fwup1wup3w+r+npaVUqFaXTaWWzWd10002a\nmBiceelLxxKxGB8f11VXXWV7n7LZrHZ3dxWLxbS9va2xsTEjsR988EGLONEHnxmcy+VUKBR06NAh\nU17wSmtra1peXlahUNBdd91lPAhohet87WsiaPTzxIkT2traskgTcwH/5BcvC58z7/isXC4bCkAx\nMLZwaSh/lIUnZDE4nrvr9/tWt5l7MD48KwgCbWxsmBLFBWMMQMg+c9rXc5JkUdeJiQkbo1QqpcOH\nD5tSA3H3+329+c1vpnRrpPwHirLdbuvf/bt/p/HxcUlSo9HQ7u6uuazvfve7jcyPx+N69NFH7T1z\nuZxmZmbUaDQsa98j7Uqlor/6q7+KZPHjEfgop/8bnFWlUlG5XL6stbnnlFEikdDHP/7xCOQfzZbG\n+noCLhaLmSKShjwAVs771Vgtmof8PJP8HISWBYG1hp8BufV6PU1OTkZIcASbhUmeTTabtZC6j2jQ\nt0wmo3/1r/6V5ufn7X7UTapWq5ZM6cO+IDI4BFzN17/+9ZZJTXJkEAxKiKDQcSlQHiBP8nwQXB+l\n8ePLgue02FarpVqtZkTuxYsXI+NBKHs0J0wahrrDMLQyL54bYT4wJLwLigFX+dOf/rQpHraz9Ho9\nkyEUGcgP5QIJDaLDcPAOKOdRpMXzCRwwNtIwY5+NyMg55VtisZg+8pGPmIGC4PfIh3XASSbscwNB\nvelNb1IymdRHPvIRG8c//dM/jUQCpeGGYO7B1p3LaXtOGcViMV133XX2O+F5tDpwFqHyEBTSlIU9\nOzurixcvKpEYHF+N8LDA2G6BIPrcDSAtVoQ6R34H+MTEhMFccnVQmkSbUI4kQoIswjA0V43d9+vr\n66rVaur1eqpUKrabnzK1QRBYoTUfCSRBEIGlSBq8EmPmyc3vdj4ZOVS4iyhwcq2kQe0hFpifAyKD\n6XRa4+PjOnjwoKFJj8BQEpJsgeIWebcB14yF5A8doB8YIr/Azp8/r1/8xUHZdpQ270hI3ifTttvt\niCEjD8tHVakHDtfnt99wfzZJU1kUo+kV0Pve9z4bRxSnNCxfC2fGZ94NC4JA3/72t20sfFIwHsLN\nN99snsQtt9xitIXn+FCsPj/pstbmZV/5P0jLZDK68cYbI+4XPyMAPmELa+iPkfYZyLOzs5Kkd73r\nXeYWIPC+BhIkK/AWa+h5DU7BQBnyt3q9bhUUE4mEvvOd79hCYbFSW7vf7xvvhaLjWUT9yIVie8D6\n+rplTFM8H+QAygjDUB/96EfV7w+yt49cqk6ZTqd19uxZVatVFYtFU34UhgNVsNBAUK1Wy8qPEEHE\nBXz5y19upLMfU2mwN43+UUQuk8lEKgZQ5oJn4sriTqAcvJsLmvFzS9Y3LjXysrCwYOPOVhxJFvVj\nETPuKMfd3d2IEWFudnZ2bF8gOVFwaMibNCTLUfq+1jQ82oc+9CFJsvnmO6BZv3/QG64gGOx7vOmm\nm4w38smWIMqbb77ZFL0n+rm3V8zSMKJ2OW3PRdPYSOpzU0Asm5ubVtGQf5TqwEr7/UjSMA9IGmaw\n+msJq8IzgYi8cBCl6XQ6kXyVdDqtp59+2gqrSQNksb29rUwmo/X1dZVKJSuyz3YMiHDQxPj4uBqN\nhlWOZOAAACAASURBVBW5z+fzphRAA/5UB5Qslp53RshQzESGxsbGtLu7q2PHjll/7rrrLv3rf/2v\nzXJ6jsYjDs+xSNIXv/hFveIVr9Ds7KwR8SSMNhoN69tjjz2mEydOSBqedkHCJAvZW32MC2V9mUO/\n1wqUsrW1ZUeTo3T4GzLjo1fwQaMHKXA9KSEsVFwZDNaZM2e0tLRkWzR8n1CYzKfvD/fw80NGOyiI\nrPzx8XEbd68wvCx7FCoNs+pRyHCb/nve/aTsDt/he2F4eQX595wywjIBvbFg/EzUyEd1WFCkyvN3\nyM5vfOMb+tEf/VFbXFgTXAAf7ocb8QQlKECSZW/zfpR1HR8fN0FgF36pVLLoFdwDbiKRr1wup7W1\nNcViMR0+fNgWNNYNhEDODoXuKQOBcmEja683KKm7u7urXC5nUSy2nUxMTES2KfiaQz5dgm0s8CyS\nbHsLxyahwChPct9999mJIMwTlt3XRkLps7hG84hQfISifXSLz5hfSZHUAvrBXDDXXsFJw93+uNig\nYxTJ7u6upqam7PvUj0Lx+KivD7TwrAcffFA//MM/LGm4dxBF591Qr3R4P+9GIi+MAe9PfSq3diIp\nAtIw/cLzrF5J8fcwDC+rBvaeU0abm5sRNENkgsFnPPyg8g/kA+zEIkpDa8mksCBBAkBy3AksuDQU\nGo+6Go2GKT9O/wAp9Pt92z+1vb1tZWVJkMvlciqXy/Ys9qb5Hf0oQFIMEomEarWaZWl3Oh1NTk5q\nZ2fHOB6qO2KVIcN92HxyclKJRMKigIlEwrZ3QICvr69bEqmP3sGpeAKXKBfI0XMf3n1hDlCY5ErF\n4/FIrlO73VY+n4+gFr9HDrd6FP2gNH0eUafTsVN2fZTOF0wj0gbiJZl0ZmZG29vbuuKKK8ytG02F\nAIn4FAcacoZb+E//9E+65ZZbTHFSLsYrFzgqFCvvDz8oDY0Tss34s04wxKwHHyy4tMZMjhmPbrer\n+fn551VGe44zglPw2ns02Q4hQPlIQ8iaTqetOBlCLw0TwOAksMAoJYQNZeOJQRCUh9qPP/64/Z7N\nZq0sRqPRsLBrr9fT+Pi4JUWCSnCjHnnkEcv6pbIkgoLyLRQKhkIymYx2dnYiyZMoLVAYbtn4+Lil\nF7CPLggGhdsajYYd281zJiYmjHui/Emj0dD6+nrEHfTWFouN29rtdo3HQOGjZJ5rcyf9RukRGUKZ\nErkiSsUcgi5AubjMPorpDQwZ/D7HDBcf5dNsNlUul40XKpVKWllZicgLiAi33vMtyJl38zA+QRDo\nla98pcm3j5oh09JA0RBYQC5RfnBEvoY11RPopy8J4qOUPhcL5eUN1n6e0Xdpo6FMauiwAPBzvb9O\nZIGJm52d1eLiokWhUGgIs6+l7eu7SLKNt8B4XBL4A+D2kSNHbFL5LJ1Oa3Nz0ywzIW4WVLs9OA6I\n95ifnzfL/fWvf12VSsWsdjabVblcVr/fN7K7UCgYeU2UMZ/PW0ImwgcC4fNsNmuLudFoqFKp2NFN\nvkgd48147OzsmGvi3WYMA4aDecNi+9QISZEqjJIi6NW/A8jI79tiTglpw72xWDESnivh/3w+bxE5\nTnxhvjA0W1tbJls7Ozsql8va2trSqVOnNDk5aTWlQLsoGzLZkUFIdE/ST09Pm/Knrz7yRZ+lwabo\nubk5K84HYiECC/JB9rkPLqvPEeMdpOFhCl6pVSoVLS8vR5JrL6ftOWXkkQ8NC84Ae/iPBRwN32JJ\ngOiEqsNweJwPmco+8xfhIoeHUho+LE2JWe8iomzGx8d17tw5heFgL5NXLjQW2+TkpHZ3d9Vut3Xr\nrbfqwIEDyufz2tjYsEWH+8ShAFtbWxG3FAVG33O5nIrFosrlso0DCs9zQrwH4woXApmayWS0tLSk\nfD5v6Qb/+I//qOXlZUMURDFxYy9cuBDhx3w9HXKq/OGOzMPy8rKR28yBpEh4HbRVrVYjAQS/uEFE\nGIfNzU0zDv7MOQ4I6PV6RoTv7OxoZ2dHq6urdsLL7u6u1UH36ByFjeKTotuQeD5F3uiP3yHglTPK\nEKQHKgdNYgDI7A+CQMvLy/Y+Xvbj8bildKB8GCv4L9IPiHaO7tn7bm3PKSNPSjLIuB3kf3gL9Vwh\nYnxkSG1cGhSPJ2x97pGPZoAwYrGYlcWAK2FPkjQ8iwrE1ul0dPXVVxspChFcLpctGsf70k9qYvPO\n09PTajQaZlVBOGQEnzt3TmfPnrXcJp4LQbywsBBxY4k4YtGTyaQR4CsrK9rc3FSxWFSr1dLFixcN\nPTE+VFs8duyYFhYWIsmLPjx+1VVXRbg5xgaFCJdBCJ+5e+ihhwzl4b4Q/sfg8N10Oq2trS09+uij\nZkB85Iqx6PUGJ9uWSiUzYpS+JRveR0cpWEdlzkqlYmV2ffQJN9vn6aD0/TYYv+/Lpy4wbqBIlIgP\ncPj78D/GZ2dnR2EYanFxMRL15Z7sGvBpJf1+X3/+538euQ/zhgxfTttzyoiJ9Kn6TBLKx/M5fI71\nhkjmXoQ0PSFO1MNvnMXt8X50GIY6ffq0JicnbRIlmZX2O/3hrEhWZBF1OoOTF3wUC16pUqloYmLC\nrDmLgWjWmTNnjL/KZrPmQhLZm5ubM7SGlUPxoVTJlwGV0HeIc1yecrmsUqmkqakpXbhwwcbQKw7O\nhYMkx/ryDjwL5cyYYkRYAL1ezw4tCMNQt99+uxkeDpIk5WLU6nc6g4Jt11xzTSRdgucxd5lMRtdf\nf73VYZJkJ+eCdlFe9XpdGxsb9g/XiO048FuMG+iZ8eG92LlPRJZ3ZqxQ1NKwWijzxD1HgzIgQ34/\ncqlUDgr4rrvuMt7ME9PSsGBdv9/Xrbfeas8jvYRjmi7XTdtz0bS1tTUbRCI9qVTKQte4Lj487xPN\nEJ7RkKZPIGOTqOefPDkKv0TEx/MlVGP01R+LxaJSqZSq1aparZaq1aqmp6cNBXW7Xcum5hlETXBL\ncfN6vZ7th0LIETSicGyH2Nra0tTUVIT7wiUggler1ZTP53Xx4kUjtVlobAOAm5ifn1ez2STMa2H0\nBx54QK9+9asVhqEtVOA+wu1zVkALbMRkMfM33rNer1uEius8pxMEgZ5++mnVajW97GUvM6Xow9ij\nPKI0TEGoVqsWBQyCwJQx15TLZe3u7urxxx/X5uamLly4YAhxfn5eV111lY4fP67FxUVDlCQrsi5J\nS+CdubePduHiU+3TUwG44Z5gxxB7BDqK3kF4sVhMZ86c0ZEjR8wd9ke5oxihIoIgsNLIcFtwmfvR\ntJEGPMfFunjxorrdrpV1xcXx1hKrwQQhKD5/COEgkoHSIYN7NCQ8agVRKlhiuKhYLGaRKBb73Nyc\nSqWSnnnmGctS9ryHP4Lbu0QU4OK4IyA40R7IdMbDL15JkcXOpkqev76+bu9LuL9YLFo4HsWFS+qV\ny0033WQnjsCFra2t2eZTlFOr1VKlUtHTTz9tXAfjViwWI+4xSIzFQl/JT5IGC/3aa6/VjTfeaAsb\nV4f+Mo987hGdz62RhjXA+bs0TNsol8uqVqtaXV1VtVqNVFv0CgDFghFhZz0NhQl/BDqGM5MU2UYz\nmlGOLPtcMOSY9/b76vr9vo4ePWqGlnEH7Xs3kv6grHzk8XLanlNG5Kt0Oh1tbGzY6aGHDh2KHK0j\nyaoC+gxYFNSo9fQw2afQexfH56LgdvA5loWJZlJ9WQ2PYubn53XFFVeY8uRzBHF8fFyVSiWSoYug\n1Wq1iDBOT09H8pR8wtuFCxfMRe12B7uwS6WSnWcvDQR4cXHRDqJsNptKp9Oan5+3CBvvfuWVV6pS\nqUSyrn0GNYtnZWXFiHMU98TEhAqFgiVS+mxq0GStVossEohkn4AHAoDTgQ/zkbJ4PK6nn35apVLJ\n5hNFBu+EGz0a5kd2IJIZM/LFQEyMDfNH5JaABoiSOYG85n2QnTAcVP/EcJAqgswi8wQa/Cm5Pvz/\n9NNPRzK+iaRCysOvIveMI8bXpyHgpjOvl9P2nDLCOqbTaR08eNDIVs/xILwoHVwgrDtKw1tLLAa1\nqhEShB7eiQlNJBK2X42FE4vFLIrhlVkQBJYvRAgeNESuEXwCvI4PbxOd2t7eVq/X0/nz5y2RrdPp\naHt726wlytVvSiXyAxKbmJgwxR2LxbSysmIVCyUZOqTO0OTkpBG6xWLRCNd2u2180L333itpWKTt\nVa96lfWb/BySNBcWFoz8Ze4QetIqUqmUFhYWtLS0ZAqHOQb9EYnzPAuGotVq6ejRo5qbm4tERP2c\nkJrR6Qz2l3nDlEgkTPmA1ur1uimpxcVFqxoAKuFnj3C868azCYCgSEjaxF2CVvBVJbPZrMkE0VNJ\nEVfvyiuvjFRQwBNgnIMgiJx2vL29HUFg/X5fX/jCF2wc/Ramy2l7ThkhWHBADBQnswLJEV6iZww6\nCgsrJQ3KawCFIce5L99DCSEopAMwiQjYaHlbBJLkxFQqZRm9YTjYJlIsFo3zwsrXajVTKvSbCM5V\nV12lyclJ6wtngIH24IyoBIDAojg56DEWG9SqRuggnEFR0mBBwYsB7SknAtkdhqFuu+02ffvb39by\n8rJVCIDbyGQyKhQKNsY+t8W7Hr74Pc0rb5QM6MW7Jh/84AfN0n/mM58x5Ee0ELclDEM9/fTTxuml\nUindfffdtkhRsig9UBtBA8rDonAmJyfNiPkGisNwjYbq6Rt9IlfOzwHXoMTIlcP43X///aagpeFG\nX6KToGf2BYZhaGPR7/fNDUbGk8mk3vrWt0YU6uW6aNIeVEbeCgJp2+22JicnIxnSuAcgJBQPe8RA\nJXAcLADqDjPx7POCjyDy5jkTyGZ2b/tESHx9aVAzeWtryzKnfYROku2Ux/r5hEJgNxnW8DiUs4WY\n3NraMk4D8pPd/FdccYXVpwGlQTpvb29LkrlJTz31lHZ3d/XQQw9ZciDnvNXrdXsOC4PQ/dLSUkRp\n8wzyf7C6oFUWoDQ0NCgFkB5/Q7Gx+P7sz/5M0gBZ/NzP/Zwhi9e+9rWan5+PRIZQDJ1OR0tLSyY7\nnU5Hr3rVq3Tttdfqnnvuieyp438UNzWuDx8+rMXFRVv80rBetqQI2mA+vdyCgEePJiIxlb95A4is\nYaBmZmb0kpe8xProFRjXYwhJD0kmB6fHMKZXXHFFJC3CRyn5jITMy1qbl33l/yANawiaefjhh22b\nAWVbsQLk1WB9CemiSIDuVGKMxWI6cOCApGH2sA9RJ5NJ22GPkMRig6JtjzzyiHK5nOLxuGXfMpHs\nDZuZmdHBgweNt8Li4ppQzgTrRT+wdP1+36oFbm9vRxLtyDMCFRWLRVWrVevDxsaGJCmfz6tYLOpv\n/uZvbP8Z5ObFixdVqVRULBY1MTGhWq2mY8eO2XM+/vGPW1geRIBLifKnyBtjlMlk7Hdf7gMeA5eZ\nRfiBD3zAFhYIlsWGUj9//rzCMNTb3vY2STJjBNoCmYEmcIlYzCg8xvnrX/+64vG4Xv7yl1tqB++W\ny+VMCWcyGc3Pz2t6etoUE4pFGpZE9u4WKNAnF4J0wjC0csMgFWlYPcIHMfzYwQnBCzL2GFTcMGmY\nMCkNyXYf2OAZvHcsFtMdd9xhffCRwedrey60D3JhgEulkuV4hGGoz3/+83rNa15jSoMJ8qUmmKBK\npWLRDiyXT5Aj54QJJJzuNx16dERomHfzAgUiSKVSWltbs7QELBL1jEhURCBLpZIKhYJtXeGoZ7/F\npVarqVar2dFNKNharWZwHaW6tLSklZUV43rm5+eVTqftVJFCoaBarWaHBsLtzM/PmytB4f7Z2Vkr\n8UriIwcHBEFgKQilUknZbFb5fN6S7jAQkixPClLZH7k8aq2TyaTuvvtu3XbbbcaV+DA6bpHPqfHJ\nsV4pcW9+ZowwbrVaTdVqVZubmzp37pzl20xOTmpqakrT09Oan5/X1NSUoVmfnQ/65j1BLF5+JWlz\nc1OTk5N23Lf/G/KB4ri0DiJ0A2PoUxm8XvApI6wJvsvfcNNwCz2qlXRZJUT2HDLa2Ngwf7/T6Vg1\nRbT62972Nk1NTUX2M0E2e8H14XTQlSfqIMZxAyEhEXYExEdFiNhI0fIPyWTSrHW73bboF7k1iUTC\nysyCdNjMS1G2Xq9nnAoVEuF22LnuK0VWKhVNT0+r3W5rY2NDyWRSm5ub5tKByLLZrC5cuGA81ebm\nZiQXBSUSBIH+4A/+QJ1OxxAg/BHHH4HgyGomJwYSGf7LjyUIsdvt6uzZs7aQUaIscpR+v9/Xbbfd\nFkkAZJ5LpZK2t7cjya4+OdLvfO/1etrc3FSpVLKtKZ5fgtNjDnO5nB3BROmVubk5k7VcLidJxlHy\nsyfPuS+yiwKZmZmxcZKG20I8HcD1cGrIMYidv0ENcB8Q2ChCYm68DDNePINz4KAPnq/tOWU0Oztr\n+5tG+SNC/gy2z7/wu/OB4CCqm2++2fx13AtQCxNFmj88jxdUXDq4Cc/p4F6wrwpBq9VqkmQhbYRi\nd3fXOBnyW8ghosAWZ9ujAHzpjHK5bPwPCmxubk7r6+uKx+Pa3NyMHEEEUb67u2vbGBKJhFZXVy3x\nkH6+5S1vsb6RG0TulCTt7OxobW0tsimzWCxaUbhkMqlvfvOb2tnZMWWaSAzKlWxtbenQoUO26EBq\nLDDPm+C6wJckk0ltbW1pcXFRs7OzNnd///d/b4jN18OG/5qentbU1JSlaKCgcak938gpIePj45qY\nmNDk5KSCINBnP/tZW/D+WG+f5Q9RTwIk8si7+GRMZA0EDtKBDuBvRGxTqZQef/xxWwNkvGMsPIfK\nP97R50qhhP1+N2gJ5vf52p5TRp6UZtCYMB9KlaRTp07pm9/8plk9Fgi5NJx6gDBxfywEixDBIjKF\ngvIEJffh3iS/ee4EiExSIosW5AHpHQSBjh49asKLEiIBEovF1gqfPAgHxL4rFBRHHbHJlvSFcrls\ntYBQ8tT9ZlvK9va28UiSLFwM2rl48aIdUFksFrW1taVSqWQcSKfTsVNOXvGKVxgh7vkLn8/CYmYh\nQ8Cyp9C7eHy3UCjoySefNHcsHo/r9ttvN4X31a9+1cqRsGBxR/w+N5BWt9u1vXAcJ8WJL/xfKBT0\n9re/PeL+eXQM+u73h5UVgiDQ5z73OUtkRb78XjXGzLtaEPqj7lM8HteJEyciqSrIojfGPncOpYPi\n81tPmBOQFM+7nLbnOKPNzU1+Novpoy7wKnAuICgIOg99QRMILJEttkTAEfhNq1yP4Pl0Afgen7DH\nyaqgIYSP4msohnQ6rfX1de3u7mphYUG5XM5cMNymYrGo6elps7K4TCww9o6xZabVatkJtigySTp8\n+LAqlYqmpqa0srJiIXhSBDz5XygU7LhkynRwX78h2Bdty+Vyppwg6eGflpeX9eijj+rHf/zHVa/X\nbdc/VS09P5fP5y16yVw7WYigBpQawQAymkGqRDiDINB73/teffjDH9aXvvQlzczM6JprrjF3kIRS\nxoCQf7lc1ubmprLZrA4ePKhCoRDZVoFbBSLhvfg7KBW+jHK8GCRkEVnzfULRoNiQ+X4/WhhNGhRh\ng2JATn0bDduzdjwnxbOl4cETl9Ir9is90oJLJ8qi0REuhM7zB/jnRC8++MEP6j/8h/9gQuejNJJM\nabFovJ+PsoEYxVUjCuUzZXEr/L4zhAakgTBJMgVZr9e1s7NjZ2VRTB8FRxY0wumzdRkDwvI+K7dU\nKlniI4vdK3AWKvk0FNqH3E+lUpqcnLQ9bJ1OR3Nzc0okEiqXyzp9+rTuuece/ft//++tDEU6ndbu\n7q5FHP1eMg4VwN0CFZBCQYRufn7eeLh4PK7l5WX1ej0dPXrU+i4NI0leMXnr7stf8MxLsmT3Bwkx\n1yhcjNO3v/1t3XDDDSYHqVTKxkYaZiz7qBaIHSMlDRIXIdmRU5/VjwLh/TCwnnI4e/asrrrqKpXL\nZUPMBFu4Xzwe1/33369bbrnF7g1/hPKThvWSkCcfVfNrStJllZ3dc24aA0lOEREoJo5d3Z1OR/fe\ne69Bzfe85z2mvIDHNCYxDMPIKZ3cB7IUAYeAZbLGxsYMZpMfws5v3B8vrH5/ENExrl9aWopkg0vD\nUqhwUpIs4oRF5XrKzlLEn0YYmvECcbFxF/cPYcQikrHO73AX3OuGG27QL/zCL9gm4IsXLxpHE4vF\nND4+btab45z8guWdcYkpreJzrsIw1NLSko4dOxaJFqF4iH6xiCDoU6mUzp07Z88DDfv9hJ5IRplh\nkPyZYVS7HB8fNzm68847zaj4JEmQkl/gXgERsfPKy+dlIedc65UtPCGRTZ4BauTdfNTZI3nvKdBf\naUiasz68e3e5bc8pIxYoFkYaWrlEImFF0pPJpBU8B0FIQ+FmAr1/7BPYUEDwKJ6AZiJBAXBC8DGe\nsMatA+ZD+PowMOiAXCH6QlIh+TW4dLhJ3h1AeDqdjh566CGVy2UVCgVDNSwQ6mizgAnLz87OqlKp\nqF6vW12fMBxkXK+tranRaOjChQvq9Xq22Anzw1XVajXNzs6q1+vpzJkzymQyFuHj/fz2hkwm8/+z\n9+ZBkp7Vme/zZWbtWZVVWVVde1fvrW6JRhJaQAJZMnKA8QXJN4yvfQmP5/pyB0f4j4mZsOMaYzMs\nDjvGER4PBA5M2FzwDQIMxpjNQpiwFgSSkCVardbSe/VS1V1LZuVWWVlLZn73j6zfyfOlmu628cwV\nSF9ER1dlffkt73veszznOec1IB+vCjzGYyN4LpSFSLLi5Ww2a+UxL7zwgp544okIR2n79u2Rxbix\nsaE//dM/jYQ5zDmAry92TiQSeutb32qyQRZ0dXVV7373u61u0RM9feKDhe+VALgSbHIftjPPKH8P\nLtdqNd10000RWAI5JAmBUtm5c2fEU8QIegNHEsGHpcAceOL/kuNVF6YBBPoFyMR99KMf1fvf//5I\nJsOHA+46EWHHYmIV+CdJx48f14EDByJhYCaTUTqdjvCR6GPd29sbSfP7rI8nULLQUQxBEGhpackU\nHaUf1WpVFy9etDQ8PY1QuFh5Qj26+JGyHhsbs8Xc09OjcrmsXC5nzzswMGCKhVYXYBcoSgBeFHgy\nmVRvb69Onz6t/fv3G3UBAxGGoWFKkCMpFGXe6L3U399vqXsW78bGhrX2oIUIi96Hw8lk0urHUqmU\nte/lGXz9mp+/RCKh3/qt39LHP/5xmwM8RpQ88pPJZIznJcnGxhc3oxDAfhhv7l2tVnX69GlNT0/b\ns/nvMubMvQ/F/fvieZVKJb3wwguq1Wp64xvfaIaF3lesD45SqRThP/G8tVq0vxd/A94g6wgd5TXM\nyB1BEIRf//rXtX//fqXTaRMsLA+HB+m824tQ+gkncyY197PyJDGpuR+XD9W8G46QY7H4Pttbo9w8\nExgeh7eQ+XzewF8wKThShJ9wj2h85gWsra3RCH5pacm2SKImDqsMfjE/P299lVjobW1tkaZm8Xjc\nwHyp2RucBYbwI7Twhei6OT8/rz179liPHsoxOMiKDQ4OGksbXGtlZcWY8b7pm/cIgiCw8SBr2SoL\nKGGym77LJ0qDBc9WTVyb+UGmeGZCQJ6DsUWp42mgAJAHnh3FArMaDlilUtHo6Khdp1gsKp1O23sg\n0xQc85x47uyKDOwAruYxTv89j49BSG1VjCirrSTGa5iRP26//XYruvRhFcLIZJDOR/n4NDKC5YtB\nfQZBau45jmB7kJLrAY57peW9Mfai92Gi5y/5Fhak8OFAkVG6cOGCkSJRbNVqVel02hZ9oVCwXkEA\n1jt27NDw8LCl9uv1upaWlpTNZg0H8xkwXzXu+Uak1aE15HI5K0JdWVnRmTNnrNXpxsaGvvzlLyub\nzapYLBr+deTIEZ0/f968leXlZXV3d1tYDVYHHgOZEn6O31gQhQ9gm06nbVMBQuu//du/NdlAEfiW\nIF5p8P7wjph7lCPzhwLq6emxvtW+/xEKiFAPWfn5n/95uw5hEbjUl770JTNUg4ODmpycjIDRFEMz\nX74lMTKIUsUweRyM63R0dCiVStl8Ygy5BpgdY9zW1qZjx45ZJ0vvZV3peNV5RplMxnq7eG6G93iw\napC1sACAhtT2+LTr1vUNtEagUHQoDYQUIfT3ZbH5pvZMMn8j7exZ0/BwPGbk+UNSA5inIp6wifMR\nVG+J5+fnI5k9wiifeWOR5fN583hgeUsydx3A3nsZiUTCsmvpdNr2EguCQAMDAxYu7ty505RdKpXS\n/Py8sZaDINCRI0dsu3LKV0gIcM8wDA2T8vwuFKXUJL7iybBACZMlWSjrGd1gZn4TBrwKcDwMDHOO\n/PAs3sD57JQHw/kbz4aXjPdBu5C5uTlNTExEYAUwTL7r2y7TDdPznFqPVm+f9/DgORlNj3t5Gd+q\n/fv/1zMKgiAeBMHhIAi+sfX7u4MgeCEIgloQBDe3nPv/BEHwbBAEv7D1+3QQBM9sff+FIAj+ozt3\nZxAEPwiC4GQQBH8TBEHb1uf/PgiC//KjnsdzglAeUnPAPViHVYFpyoT6ymkmEF6NJ4sR23s8Aw/K\nc0iCINDZs2eVzWa1tLSk73znO4blYG0AkOHUUO5QrTZ3jpVkuzyQ/ULY+AzLRYaN9yB0AlMinU9G\nC8FnDLDUbEQAeA33icWM0kDYy+Wy8vm89VhC0VQqFav+Z7xyuVxEwQDq+5D20KFDprAJIfGM/P5y\nYDVgPF1dXeaZEGL6MBiP1Y9VtVqNNODjH8AxC5x78pyevc+iRul4L9L/PQgCfeMb3zBiLZ9hQP1n\nUjNrtWOrhzVjjmfiaSu0uCFEb00OfO9734tk5rxi80Rd5JjxQuZbKRDXSnr8nxGm/UdJL0rCBTsq\n6RclfdefFATBDZLOS3qDpH+39fFFSW8Mw/AmSbdJ+k9BEExu/e2/SvrTMAz3SspJ+j+3Pr+iq4el\n9m44AoDAtbrXCCBYgQcZWch+t1EsJEqNkgJS8D6zQvy/Y8cOay9x7733GuObcMOnXyEt+q2qaHZD\nWAAAIABJREFU/Xtg7fv7+zU2NqZcLqfNzU0NDQ3pkUceMdZsb2+v1bCh9Kja7+3t1eTkpAk75RUs\nUMIK2pSsra2pVCqZd0RGsFwum6LC0qO8CD1hk3PO3NycVldXjSzJuRTNElITJrFIZ2dnVa/XrWc4\nGR1q4VCmKCBfR+V7VmEIgiAwnKivr8/CeBSt91z4nHciSwo/jPuz+PGwmTe8YbyttrY2ve1tb4v0\nCw/D0BrceS8cTw2aBgaB6/pkjU/LoyxR/nh7b3rTm+x5pZfvqONJjz7LzP389XzL3qsd/0OV0Zbi\neIekv5IUSFIYhsfCMDxxmdOrknokdfBBGIabYRiCJnZJ2pS0GjRG6R5JX976219Lun/r54qk0o96\nJrwXFBKLHQwEIZWaDa44l38sALwH9l0ji0IbTi+gAKnwgTzx0LvsGxsbhn2Q+veCDAjc1tamgYEB\ny5L5rZbw/qRGVwL4LsvLy9q7d68uXryozs5OnT171irIqfpHwGq1mrWmkGStPDzJcXNzU6dOnTJm\nOJwnGqd5rA3hZxeTer2uixcvGskSZQbna2VlRfl8Xg899JBhRFASzp49q4WFBcNYSqWSgiBQMplU\nV1dXRPmUy2Vls1m7rr8Xu42QhMCzgvMENwt6gfdiwBP9Zp1+0aMcpKYBDMNQ//zP/2xzub6+rjNn\nzpg88T8ygVKUZEpsenraFBFjjveGV+c9c5/1ApfDu/KeNwrZX0dqKhmuxfl+F2EUH4YVwu+WDrB3\nuNrxP9oz+jNJvyPpqn5aGIbHJCUkPSrpz/k8CILJIAieU8Nr+rMwDJclDUrKh2HIdeckTWxd50th\nGP63H3UfFg6D7QlrlUpFTz/9tO3R7pWP1LQMWC5wGUIoSREXnXOZTBa5z9bh8ZDqRbioiEYIwSI8\neFir1ZTJZCJ8od7eXrOYCMTGxoYuXbqkQqGg3bt3a3BwMMKxghuztrZmO8OiIOnUiCLxlfOxWMyS\nAXyHZ8dzg+BICMczocgpMVleXraCTZq7raysGLDMbqzLy8vWAymTyVi73dXVVe3fv1/nzp2zMBPF\nDZP89OnTNn6EKH5efXod74kxYs79wsNQefIgpFe8YEB05OyWW24xOZCk6667LqJAfEiLEiET6u/t\nFTweHsdDDz0UKaBFOfB9//w+TPON9Xk+H6p5Ze4Ba85pxbvwrK71uLZNsP8VRxAE/4ukxTAMDwdB\ncPe1fCcMw/90mc9mJR0KgmBM0qNBEPyjpPy/9rm++MUvKh5v9L+5//77VSwWlUqlrJHYrbfeGrGC\nWDWf2kcxgBXh4kuyLFc8HjeBoDaMglYPeksy7Odyig8cAiURj8f1B3/wB/rwhz9sWTKwh56eHgsJ\nsMzJZFIzMzPq7+/X5OSkDh8+rKmpKXV1dWlqaspCU7xCaqtQLPBd8Ex8ZoYFA4ObHWzBkYaHh5XL\n5Sz0AWhPJpNGG/DZOjhN+XxeYRhqampKiURCi4uLSiaTkc6GpVJJ4+PjWllZUTabNTIoYwx4Tv0a\n7+BbdZBdhPHN4if75vFEjAWKzpfw4JkEW4Aw5UAobsiZHodD0fO5V24AwsgdPYqQSR9qeTIkWcW7\nt3o18a9er1vaHvDaGzSMJbL2T//0T7rnnntMgXlgG28ez47vSE0OVb3e2NSRuZ2dnb2mtfk/0jO6\nQ9K7giCYkfQFST8bBMH/+6+9WBiGlyQ9Jun1krKS+oMg4Pkn1fCOfuSxFdqpWCxqcXFRx48fV1tb\nm4aHhw3XwcMBN0E5+DowzwYmjJJkHkCtVrPFBMiL+8v1yKhJzb5HANwoHA9StrW1WZlGrdbo1+z5\nSr4JG4oFBcuihvXLQpqZmdGlS5fsHrjxKDcWDmlvFghKhc/wynjvIAhsLMGZJJmXVCwWVSwWI4sS\npQ9ojcDTWaBarRpznGeiGDiTyWh6elpdXV3KZrM2h5/+9KcjSiYIAjvfM4Z5BrKDeLwsPjJwvie5\nz7QSMuONEq6hkPibT+PjnaHI/Pbh3uvxhguMCa4P32d8vYwiQ4Rqng9FmY3H0A4fPqwXX3xRm5uN\nvkx33XWXpKZX9MlPftKUlwepfabQt+Sp1Wo6efKk5ubmtL6+rslJYN4rH/9TUvtBEPyMpN8Ow/Cd\n7rOHtz575grfm5C0HIZhJQiCAUlPSHpXGIYngiD4kqS/C8Pwi0EQ/IWkZ8Mw/IurPEdIu1mpWVO2\ntLSk5eVl7du3zzImLG4/uVgqDoTBW1AE6qmnntIb3/hGEwpfpMq9eQ6PM3BNn4L1uzNgDX1LE59K\npUqdsAhB39jYUKlUMiLc2bNnlUgkbOeO9fV1FQoFE3ia7vvaNfA0yj0IefHa/HihhFmgbOwnybws\nWuCCvaB44P8wHrFYTIODg0qn01peXlZ7e2OzgHQ6rUQiEcHoGGcyiCz4Z599VrfeemuE3e67fH7n\nO9/RfffdZ8kBMo+EYJLsGZlT2ukyrxgRLw/M6/r6uk6fPm3lGCgplDtZT7+gMWZesSADhw8f1qFD\nhyK0D+7NvPlMl78nModxDMPQGN6EolKToOlhBW+IPUESL9oD31LTW3pFpPbdEUpSEAS/GATBBUlv\nlPQPQRB86wrfOSDpySAInpX0kKQ/cuD3/y3pPwdBcFLSgKRPX8tDMGAolkQioXQ6rX379lmLhmq1\nalYdgfaLHqH3rr1P30tSNpvVN7/5TXO3pWbDeATFZ9986hWuDsW07MoZbqWYuR/W14PcKC9J5uFh\nNUulknUDHBoaUldXl3kiS0tLVifGImPx07OI6yUSCcsusRmB7zIgyUK9er1ubWYJjQj96ChAd0df\n3lIoFCyb6T2EIGi0KqGfFBQHuGO+cPbs2bOq1Rr1b7fffruRE1lghNfxeFw/93M/p1KpFCmjQdly\nPlQBdsXwzHMSIRgKwjjmNJlM6vWvf71isWbnSUIvSTaeHhD210B2GY83vOENEQzJY0G+hIXxRHmS\nfADcRzZ37dplWclWqMAD4d7rAvvy/DTWx6OPPqrZ2dkIReBqx6uO9EiXQCwZlg7LwYD6mhssH3/D\nYiG0/B2A1nOQAA8RDBSJJAsp+DuWxltUD1iyeP3fvNWkWJIFBUbwne98R7fddpuB0mTFwjC0zopd\nXV0G3OOZUXFPxhBQncVXKpWMeR2GoW1MSHGwx1Fgk/vMUyzW2MKazxnLfD6viYmJSFMy5LSnp8dC\nje7ubo2PjyuVShm4XSwWddNNN9lea/39/Tpx4oSuv/56ay1CuIlXAoDvCX8oIUIT8DvCHa80jh07\nZkB0vV63XkzeSNBts7+/P8JT8/cDv8QTxlh6gwY+5Im1QRCYJzswMGDX9Hw25LOVJyQ1W6P4zgB8\nF6XIe7R+LjUoMf39/RGvEWU3NzenXbt2vdYD+3IHA4bwE0L52Jw0py9+ZeIIB/ACmEip6fl4AhtZ\nLe4HJuVpBFgylAJKkXv7LI7U3HnEs2oJh+LxeCSLNDs7q7e+9a3q6emxfyhIsB+AXRQSwgf2Q5YP\nq0+o47EMwhme29fZdXd32zjgefLMlUpFKysrkRYelHhQkFur1bSwsGC4FV7LwsKCbcONMvHJB6z3\n9u3blcvlNDExoTNnzpi3iJKtVqsvI7ZKMm+P91heXpbUZORjBPwilpocI94Zr+TIkSMROfBzXKvV\nTOmirFnYyMbv/d7vGcHSZ/pqtZq1s/WJFn/gsfqfvQfkFZs/vJH09+M+jz32mHVjaKWzSNLevXsj\nSv5Kx6vOMyK7w6AjCEwungPpdqkpfCgtJg0rifuKx0T8jDXFE/nCF76gX/qlX4rE5T6bgaXBS8Nt\nXllZsSr3/v5+C0fwhsAalpeXDVTM5XL23uxDD47EjqJ0h6zX65qdndWePXtUrzd7IPN+EAcXFhbM\n4wqCxu6iqVRKYdjY+gh+DmOFJ8H2RiwqMB5J5oWSCWNPuNXVVR05ckT33HOPMpmM4Q7JZNKwHvpz\nsyX0xMSEhT1QBvr6+szDILs2MDAQ2bYaj4+xhIDJ3FKXhYdSq9UiXhLeCvfxnjTYHxko318IdjkK\nyBeaci2UFR6iJM3MzGjHjh0vUzo+lPKZNLx55J3PuT4KkwQHoR6fwR/DK0YJY5Dx8ph7KBNnzpzR\nyMiIOjo6Xqvabz0AsD1Zi4GVmuBcNpuNMG69i8okSs0CW0kmoD570Wo9sb4+NeyVHN8FuMa68Dn/\niNFzuZzxisACJBmRkOeA0Ed1N9sd9fX1WXP7sbExraysmOUuFosWVnB/Kvl5z+XlZa2vr9s2QYVC\nwXAWSfYOeEHeywJAxqPDmwNTicViVpXO+YCh4FRBEJiimJ6eth1N8NYwNGSz6vW6FakWCgXLHlLn\nx/fAcgDzfWYLL4KfGeP5+XkjJOKpefqGL0FCGRA+sYHCzp07I6EZ5/rQh0SAp5t4DNNn5RgDf/Ad\nlBRrIJFI6AMf+IA+9KEPmbyjcOBM8R4eO+VnlJSHJDB8tVrttar9yx1MAv9LUYJXEDS2foGwxuLE\ng/FZLB+PB0FgjbnwcMBfvNX0wLXUrC0Kw1AXLlwwz4p7eyXkXXBccxYJ/ZQBS3muer2umZkZc8Nj\nsZi1+SCF39XVZWlYUtb04PHhnKc20OMGKoDvGeSzTZ6ch7fARgA+9Dx16pQBrMvLy8Z6RjHCf6pW\nq8pkMkaKXF1dVblctm2K6HOEsuE8xrpYLCqXy9lc0HCNpIEnC7IQ8ehaS284z/O9fPjuQx6e3SsB\nn3QYHBxUtVrV888/r6WlpUgIxf8YxuXlZQtFuQ5YIucyrj4D5xMsPiRjfj7ykY9EyLjMNUbVf841\nWhWzv/e3vvUt87Kv5XjVKSO6KXqwemlpSUePHpXUmMjPfvazVsxZLBZton2NGJkshG9jY0O33npr\n5G+4tiggrIevHfK9qScnJ03RBEFz/ywft7PQCa18IS/CsLGxYZ7A2tqadu/erZ6eHsPLuDZhA9Xz\ni4uLOn/+vPr7+7W4uGhEQTZp7O3tNeUqybZeovwDlx4wlKb4XkDBneBAESoMDQ1ZqQLdIqnyh6MD\nrkSbW+aPotilpSVTtIwL4R9hVxAEVkPHIiJzR3LBZ+k+//nP27VKpZJ1AvCs6M7OTo2OjkaAX8aG\nucO7I6nQ2dkZ2f6IEqCDBw9qaGjoZUxmwqHu7m7rIQVHCRzJK1GPc/paRu858bx4f94T9xQFnhso\nAa+J7ctRSB6PLRQK+sxnPqNMJmPPd7XjVRemXbhwwRaiz1o9+uijet3rXqfBwUELnQAPY7GYFhYW\ntLq6qp07d1rcj8BgsY4ePaqDBw/aJLbiCN4192EcyohY2+NI4BSnT5/W7t27JSmSweM5yXDVarUI\nXR8AmDCrvb2xDRHKsVqtmuJZXV3V4uKiRkdHTQABeM+dO6dt27apra3N2tnyjnNzcxoYGDDvhQ6N\nHpfBE1pdXTWQnqJZFg/v4FtsUFeHd8L70mO6Xq9rfHxckoyicO+991pbDEmW9evu7rZMHB0gPXFw\nfX2drE+Epcx78ux4M7wTxbAeL/Hv5XFFDw0gCzw73/NKKBaL6cKFC5qbm9MNN9xgiQvP6fEJhe9/\n//t6y1veYnhlGDa2Hd+2bZtdl7GF6oCcEYqBRV68eFEdHR0aHx83hYocSw2wf2FhweoBfYg5MzNj\nWN7Q0NBr2bTLHclk0oTec4fuvvtuffjDH47gG57DQSiEa+qzawj11nYsltWSonuicT5ZHjwB9rFH\nMflMFVaMXS2wMj5D4d+H54Op69ndyWRSpVLJsmqknNkOiW10+vv7DQiOxRr1bul02hYimA7v7rfO\nBgMijCO7JzXDVt4JkNQLOPQHlDwdLPGKWNRsTtnd3a3FxUUtLi4aHwoPZnNz0xQinBdapLDQWbBd\nXV3WJcDTJcIw1EsvvWThGoYE79aXOrDQfTbJZ6p8qI0i2dzctO3CPY2A70gN7O3222+P7Fvfitdw\n/8HBQUkyr7darVpfcZSh74/EuD744IMml7VaTefPn1cqlbLxZW49ON5azMuzxeNx7dmzRxMTExob\nG7vmtfmq84xyuVyk6LE1zekFB4VCtb3HARg3BMjjIrirCKdvHcs9PHfDKzc/4dLL+y+BR7ViS7wL\ngkwHAX6uVqtWeIq19CxkL4jPP/+8JiYmVCgU9IMf/EC33XabhoeHtbKyopdeekkTExOKxWLKZDLW\nTRDshoOQjV7ZZLIWFhasPMAvWiw04x0EgdEAaB8bhqGVqcDQxlMaHBw0MDqdTmvHjh2SGmzv/v5+\nnT9/3qr5adRGyBeGjd1D8DZqtZqB8oxzLBaz58FL8OET88j4M5540CgAynWYH8Jer5TBA5kvOF7e\nq47H43rggQf09re/3a7l8UToAXRjYHyRLcbdExhRYB6s9+9Tq9X0la98Rb/yK78SkU2uRcbWc7gw\n6lt0jdeyaRxk06C++4wB2I/UdJUlRT7HQ2JSa7WaLl68qLW1NdtNgfM8e9YLEYrDFyxyP7yiS5cu\n6bnnntM73vGOyIQzwcwZbT2ffPJJ7du3z0BQgFbfn8n3RaIO69SpU5Yt4xwWXDab1aVLl6yJP5sp\nEvqB4bB4YrGY7UIBf4h7+4yOD9k8NQJ8hRDEb6RJSAa7WmqWMzAnbAmEkZmamtKxY8d0zz33KJVK\n6bnnntMNN9ygkydPau/evaZQOJ9SD7A+avIIOdra2jQ6OmpcIJSP5+d4heRJtbFYTA888IDe+c53\nGpXBy9GWbFp6PAxDo2v48zkPTKdSqVjWjmdgrH0mS5KFTygKxp539TLtvVYfavIuHgjHQ/PF48yP\nV9avtHKQV8QRhqF2794dyQigCHwMz4IHy8DSMIlY1K6uLitK9alkb+kQKrJXLC7PN4rH4/rEJz6h\nSqWiiYkJ7du3L/Lc+XxeX/nKV+yZSIEnEgndfPPNBqB6LwwBBuOBaElLDtjPnuMCIL2x0djRAXAT\ny4gyxPrinaE4uB5hoP8euBUgLsWzvl80Y4dHhXLjvixU3guA27fawBO8/vrrVSqVlEwm1dfXp3Pn\nzmloaMjeicLbXC5nDdmeeOKJSJ1XW1ubJicntWOL1+OzbT7USiQSVqqDPIGJVSoVTU9PW8mLL0OR\nml4hSgZFzLsT7kpNzhuYkMc9/YEyJJvlwzm8a7w9qZlRQ5ksLCxEDA0Kan19XV/+8pdNvlHC4JXI\nvyRTXh5SuNLxqvOMYOx6wpj3jhjATCajoaEhs7w+i+CBOkkRSw7Jz9MH8KxY7D7mrtfr1l9aktXH\nsdAkRTgnhH08D/ev1xs1YB7v8X2w8cTK5bLK5bJll8AqUECEj7SCLRaLGhkZsYxTZ2enCoWCpIZQ\nw1UCs6IpGQuJ81BKjCWCTyaQefBeqNQMI1g40AmGhoa0tLRkNXSUrtBdkQ0KpqamtH37dgVBYF0K\nYNtvbGxoeHhYxWLRgGsUH6A4npn3OD1Lm0Xf2dlprUxY2GTLfNiGwkHhASJz3VbMqJWvhkLEQ0Eu\noEF4oq5naXtuEfPglYX36vk+90GufLaQ+/j7ejDd36der7+2o+zlDo/vcHiXGYUzPDxsbjcLzTOt\nGWifBsX7gGiIhea+CDRxNL2rUQy+H8zDDz9sCwZB8a1CfCatlWuCB0RaHgHie1hDqdnPu7+/X6lU\nysI2NoxkxwsWAoIH/uLDRg6/q4n3EsOwwU/ynpQvH2AMeUc/R/V63TwZvI6+vj7F43EtLi5qc3NT\nmUxG9XpdxWIxwo7OZrPGoYKRnUqljHbAwgKnasVB8ABYnK0JDjw5ro2XAimU0hMMA2PJvGBYmGuv\nNFrDOB/yw9fCI0F5IZPec2EMfQJFau51hnJsxR3b2tr0qU99KlKwzDPyDK0Zwda19BrP6EccCCiu\nL5bAD5xP2fv0butE+vjZx/QIBRNNFslfF2EDoCVdzPELv/ALNvngA/zshXRmZiaSRmbhe8HlfRHY\nRKLROoRuAB6LYeeRSqWiEydO2AJBMRImUeJC76Z4PG4ANtiU1LTQKCCvaDw/plUBoeDICHmLXSgU\ndOnSJRWLRVPe9XpdQ0NDdp/V1VVVKhXNzMzo7NmzymQyymazymazRmPwCst7Md6bZN7BmOhvxD0J\nf3h+ahPb2tqUyWRs7sHCvCHkXg888IARUzc2NvTpT3/aZMNnYVtxNkmGM/ksF2PnG58BcvMdlCnP\n4aksKDK+//73v/9lZEeMTKvy9OOHx3Wt0dePDNOCINgraSQMw++1fP5mSZfCMDx9TXd4BR1k0/yB\n9mfg8B6CIDCPxW9Z4yfAL3AfdpCdQpH5BUbYgUAjQOALHhNgB1fceDARsiNYak+uRHixdIRNKEvc\ncyr8y+WyKpWK1YOxa0e9XteJEyc0MjJiLG0ImpAGqfFaX1+37/p9v0qlktEX/OIC2EWAt+bGxsjj\ndR5v8IJOZi2RSGjbtm0Wovn57OjoUH9/v/FcwLM8BQHl6qkYYdhs2zIwMGBhOZ6Ax3CkJikQheNB\nYk965X84OX4sMDLMEXICSO2zel5ukFm+i0xiwPD62KCA85kjPHk8NWSQucCgbWxs2O67k5OTdr4P\nDb2CxCDy2Y8bpv13ScXLfF7c+ttP5OFBNs+9QDgAH3HFcc99hbx3V33GLAgC20E1DBv1Yj5M8eEg\nQo+rffjwYbMieCMICa44YQYcGkmRtqVeMWLdaNbPQkTpEo50dHRYlTxKAMWwa9cuC1HZaJGiWTJm\nQRAYXgMXCyH1iphQhet7y+qxuNZsDD/zfyuIDn2A7Yk8Sx5lS2YQjOyll14yzwag3IeNvoI/kUjo\n3Llzkbq0Wq1mm1J6xUn3Aa7t0/941GTrWmWQBe+7RnINlCNzDtaDcpRkc8n4toa56+vrlnB4+umn\nTaEyln6eWo0k7z00NKSpqSmTUbhlPkxjTDwgzjxe7biSMhoJw/C51g+3Ptt5TVd/BR54CGhuT9jy\ngJuP1b07j0u7trZm/CNfOOvDCqwUnpbPcHmeUSKR0NTUlOr1unFqEBQ8CJ6Fa9DkDCIi1+FZeScP\nUvqQlLAQT8OHqVRZ45319/frq1/9aoTFzML2mUZPTGTHFBYG4wQ4jjLywtqa0eHgXl5hotyWl5et\nST8hZq1W0+DgoJWYnDp1yhjUxWJRu3btssWdTCYjygvFQI1cIpEw5cucdnd365lnnjEPgo0wGWMU\nDHLkwWufeveK148VIa8PgTCO3pvySh259J6mL+lAkdVqNWNjt3pXvpaQzpSXLl2KPDfX9srMZ+e8\n4cC7o/XK1Y4rKaP+K/yt85qu/go8Wt1dhJ9YmUlnYph0msbDaKasgB1dfUmBDxN8y4V4PG4Abms2\nY3Jy0sInHzLQUwhL6puZoag8LsN7AJQnEgnNzMzove99r/L5vJ599lkT4kwmo0wmY95NKpVSR0eH\nZcsQws3NTf3qr/6q3ct7PXTEBAQ/c+aMCSHbKJGNkhTxQqQok/hy3hmfAbp7zE5qpPehWVQqlQhO\nx+66vb291nxseHhYfX19mpub09mzZ40bRfsVsqGEfzQOy+fzkRKZN7zhDeZJ9/T0GEYICx+liPz4\n7ouPP/54hJeDnPhmfUtLS/rMZz6jCxcuRGSVcccTPn/+vOr1uilrPEe8eQqOqRmUZK1ipCi+5zt5\ntre3a/fu3Zqenrb5DYJA586diyQbvJzgeUlNLOsDH/hApOHblY4rKaOngyD4D60fBkHwf0n6kX2r\nX+kH1gI3FmXiJ1Jq7vLR1tamCxcu6Ctf+Yq1vJBkFowFj5fFomGCuQ/Wj50nvDXF8p07d842C5Ca\nHgz4SFtbmylFshhUoHvim3e/19bWND09rc9+9rMaGhrS7t27LRWdSCQ0NDSkvr4+276os7PTslPd\n3d3atm2bUQHYHJLUPV6c1PRU9u7dGyFn4ubT9ZBxQkl7HA7v83KHt86eNcwY1mo164ldqVQ0Pz9v\nm1cyXmHY6Lt07tw5DQwMaHR0VPl83sIyDARsaegNa2trevzxxyNK0Je9YLi8B8PiJ7PlU/JvfvOb\nI8oXuSO5QHfEW2+91Vqi+Gwa4xaPx43NTtkM1/GhGq1h/Ph6rx1Z5Vn874w18/P1r3/d5oz58Ake\nxpt7//Ef/7GtmasdVwKwRyX9vaQNNZXPG9TYZPEXw8ZuHT9RBwA28TbWo1gsamVlRcPDwy/Ddcgs\nfetb39J9991nBDVcZm/JUQj0LmolqvlwzWMNhIxcp1AoWNc+QNlyuazjx4/r5ptvNoFJJBpb59AQ\nDLA4DJvNui5cuKCxsTHjQS0vL0cAab+IKCiVGps/DgwM2AaIm5ubZmVTqZQB4xTftrW1KZfLWZaq\nvb3d6sd8qAHWguD6UIKF5kMcj+uxyPi+/wzvKZ1OW9O1Wq3RV2h5eVnpdFqDg4O2a+/Q0JDm5uY0\nNDQkqdHNYWxsLOJV0tSOsSV8DoJG5X9HR4e9DwxwMDOP35AxvVyq3ndwIDPIQsfYAYRz4D15heJD\nQj5n/DzexbV4Dj+mfOYjBhS9xzy5Jt9HAXrD2kp9+LEKZcMwnFdju6EPSzoraUbSh8MwfONPoiLy\nh6e1087imWeeMSvBZFSrVX3ve99TR0eH7r//fpXL5QjhLxaLaWlpydxwsBNJeuCBByQpkqmDKwMo\n7oUQ5UjanUkkU9bT06Mbb7zRBAJgs7+/X0HQbKS+vLxsSjQej2t6ejpi7diO2odbKKqBgQFrkD86\nOmoudzqdtgLjwcFBDQwMKJ1OW0aNbFp7e7tSqZQ6Ozsju8p6hYEiJzy5HGjtF4ZX4t6jRdC9J4un\ny/5tq6urxj4vlUpGzoSHtGPHDgP/aRlSqVSUz+ft+X3GiesVCgVLIjAueH8oeAB1PC3PIWKuwF58\neOMVEWNAWxSfqfT8MY9z+sQKALOnlQB6t1JBOD8MQ33yk5+MXIeDdSE1FSLAOPPA3z2B81p5Rlfy\njH42DMOHtn7eFYbhGfe3/zUMw69c0x1eQUcQBOHS0pJ5DktLS+ru7lZXV5cJCJiDtzysO2h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JCXTCZzHQTNFL8vz/E4DsqDZ6fVi0/Tt4ZtjCmy5LE7qdm8n3f3WCYyyvP58QEwv9pxpar9eBiG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\nluc+99xz2rZtWyRKx5xQ95eXlyMmw32FQkF79+7V9u3bU95Fx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ME8RhPwmC2YCB4kB27B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\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x106986090>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_finder_image(m31, fov_radius=2*u.degree)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.10"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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