diff --git a/.travis.yml b/.travis.yml index b94e8415..c3b72822 100644 --- a/.travis.yml +++ b/.travis.yml @@ -3,8 +3,6 @@ language: python python: - 3.6 -before_install: "sudo apt-get install -y pandoc" - install: "pip install -r requirements.txt" script: make html diff --git a/conf.py b/conf.py index 9f876e5f..25087876 100644 --- a/conf.py +++ b/conf.py @@ -8,7 +8,7 @@ sys.path.append(os.path.abspath('exts')) extensions = ['sphinx.ext.githubpages', 'ablog', 'sphinxcontrib.rawfiles', 'cards', - 'sphinx.ext.intersphinx', 'nbsphinx', 'sphinx.ext.mathjax'] + 'sphinx.ext.intersphinx', 'sphinx.ext.imgmath', 'nbsphinx'] templates_path = [ablog.get_html_templates_path()] intersphinx_mapping = {'python': ('https://docs.python.org/3', None), @@ -19,7 +19,7 @@ rawfiles = ['jitsi.html'] -mathjax_path = "https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-MML-AM_CHTML" +imgmath_image_format = 'svg' disqus_shortname = 'sunpy-org' blog_baseurl = 'https://sunpy.org/blog.html' diff --git a/posts/2018/2018-07-21-coronal-loop-coordinates.ipynb b/posts/2018/2018-07-21-coronal-loop-coordinates.ipynb deleted file mode 100644 index 62e0e9d6..00000000 --- a/posts/2018/2018-07-21-coronal-loop-coordinates.ipynb +++ /dev/null @@ -1,850 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Modeling Coronal Loops in 3D with `sunpy.coordinates`" - ] - }, - { - "cell_type": "raw", - "metadata": { - "raw_mimetype": "text/restructuredtext" - }, - "source": [ - ".. post:: 22 July 2018\n", - " :author: Will Barnes\n", - " :tags: coordinates, modeling, sunpy\n", - " :category: Tutorial" - ] - }, - { - "cell_type": "raw", - "metadata": { - "raw_mimetype": "text/html" - }, - "source": [ - "Will Barnes is a fifth-year PhD student in the Department of Physics and Astronomy at Rice University in Houston, TX, USA. Will is a frequent user of the SunPy package and is the developer of fiasco, a Python interface to the CHIANTI atomic database. You can find him on GitHub @wtbarnes and Twitter @wtbarnes_.\n", - "
\n", - "
" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "nbsphinx": "hidden" - }, - "outputs": [], - "source": [ - "import warnings\n", - "warnings.simplefilter('ignore')\n", - "\n", - "import numpy as np\n", - "from scipy.ndimage import gaussian_filter\n", - "import scipy.integrate\n", - "import scipy.optimize\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib.colors\n", - "import astropy.units as u\n", - "import astropy.time\n", - "import astropy.constants as const\n", - "from astropy.coordinates import SkyCoord\n", - "from sunpy.map import GenericMap\n", - "from sunpy.util.metadata import MetaDict\n", - "from sunpy.sun import constants as sun_const\n", - "from sunpy.coordinates import Helioprojective,HeliographicStonyhurst,Heliocentric\n", - "\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "[Coronal loops](https://en.wikipedia.org/wiki/Coronal_loop) are the building blocks of the solar corona, the outermost layer of the Sun's atmosphere. Because the pressure exerted by the coronal magnetic field is much stronger than the pressure of the surrounding gas, hot plasma is forced to flow along the magnetic field lines, creating bright arches, or *loops*, that extend high above the solar surface. As a result, the corona is often modeled as an ensemble of one-dimensional loop structures rather than a three-dimensional box of magnetized plasma. This allows for detailed simulations over massive spatial scales that are not accessible by 3D MHD simulations due to their massive computational cost. [This review paper](http://adsabs.harvard.edu/abs/2010LRSP....7....5R) provides an excellent overview of both the observational and modeling sides of coronal loop physics.\n", - "\n", - "The `sunpy.coordinates` module is a useful tool for expressing locations on the Sun in various coordinate systems. While most often used in the context of analyzing and manipulating observational data, we can also use this module to build three-dimensional models of loops in the corona." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Getting the Coordinates of a Single Loop" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's consider a semi-circular loop with both footpoints rooted on the surface of the Sun with a length $L=500$ Mm and centered at a latitude of $\\Theta=30^{\\circ}$. We have to do a bit of algebra to find these coordinates, but all we are doing is expressing them in terms of spherical Heliographic Stonyhurst coordinate system, $(r,\\Theta,\\Phi)$. For a comprehensive overivew of solar coordinate systems, see [Thompson (2006)](http://adsabs.harvard.edu/abs/2006A%26A...449..791T)." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "def semi_circular_loop(length,theta0=0*u.deg,n=1000):\n", - " r_1 = const.R_sun\n", - " def r_2_func(x):\n", - " return np.arccos(0.5*x/r_1.to(u.cm).value) - np.pi + length.to(u.cm).value/2./x\n", - " r_2 = scipy.optimize.bisect(r_2_func,length.to(u.cm).value/(2*np.pi),\n", - " length.to(u.cm).value/np.pi) * u.cm\n", - " alpha = np.arccos(0.5*(r_2/r_1).decompose())\n", - " phi = np.linspace(-np.pi*u.rad + alpha,np.pi*u.radian-alpha,n)\n", - " # Quadratic formula to find r\n", - " a = 1.\n", - " b = -2*(r_1.to(u.cm)*np.cos(phi.to(u.radian)))\n", - " c = r_1.to(u.cm)**2 - r_2.to(u.cm)**2\n", - " r = (-b + np.sqrt(b**2 - 4*a*c))/2/a \n", - " # Choose only points above the surface\n", - " i_r = np.where(r>r_1)\n", - " r = r[i_r]\n", - " phi = phi[i_r]\n", - " hcc_frame = Heliocentric(observer=SkyCoord(\n", - " lon=0*u.deg,lat=theta0,radius=r_1,frame='heliographic_stonyhurst'))\n", - " return (SkyCoord(x=r.to(u.cm)*np.sin(phi.to(u.radian)),\n", - " y=u.Quantity(r.shape[0]*[0*u.cm]),\n", - " z=r.to(u.cm)*np.cos(phi.to(u.radian)),\n", - " frame=hcc_frame)\n", - " .transform_to('heliographic_stonyhurst'))" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "loop = semi_circular_loop(500*u.Mm,n=1000,theta0=30*u.deg)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "loop[[0,-1]] # First and last points" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note that this function returns an Astropy `SkyCoord` object. You can read more about these in the [Astropy docs](http://docs.astropy.org/en/stable/coordinates/index.html). Simply put, a `SkyCoord` object allows us to specify a coordinate-aware set of points in the sky, specifically on the Sun. SunPy provides many of the commonly used solar coordinate systems to be used by `SkyCoord`. You can read more about them [here](http://docs.sunpy.org/en/v0.9.0/code_ref/coordinates.html)." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To plot our loop, we need to construct a dummy `sunpy.map.Map` object. This just provides a projected coordinate system so that we can plot our loop in two dimensions." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "data = np.ones((10,10))\n", - "time_now = astropy.time.Time.now()\n", - "meta = MetaDict({\n", - " 'ctype1': 'HPLN-TAN','ctype2': 'HPLT-TAN',\n", - " 'cunit1': 'arcsec', 'cunit2': 'arcsec',\n", - " 'crpix1': (data.shape[0] + 1)/2., 'crpix2': (data.shape[1] + 1)/2.,\n", - " 'cdelt1': 1.0, 'cdelt2': 1.0, 'crval1': 0.0, 'crval2': 0.0,\n", - " 'hgln_obs': 0.0,\n", - " 'hglt_obs': 0.0,\n", - " 'dsun_obs': const.au.to(u.m).value,\n", - " 'dsun_ref': const.au.to(u.m).value,\n", - " 'rsun_ref': const.R_sun.to(u.m).value,\n", - " 'rsun_obs': ((const.R_sun / const.au).decompose() \n", - " * u.radian).to(u.arcsec).value,\n", - " 't_obs': time_now.iso,\n", - " 'date-obs': time_now.iso,\n", - "})\n", - "dummy_map = GenericMap(data,meta)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plt.figure(figsize=(10,10))\n", - "ax = fig.gca(projection=dummy_map)\n", - "dummy_map.plot(alpha=0,extent=[-1000,1000,-1000,1000],title=False)\n", - "ax.plot_coord(loop.transform_to(dummy_map.coordinate_frame),color='C0',lw=2)\n", - "dummy_map.draw_grid(grid_spacing=10*u.deg,color='k',axes=ax)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Computing the Density and Emission Measure" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We want to model the thermodynamics of our loop in the field-aligned direction. In hydrostatic equilibrium, the pressure balance in a loop can be written as,\n", - "\n", - "$$\n", - "\\frac{dP}{dr} = -m_in g_{\\odot}\\left(\\frac{R_{\\odot}}{r}\\right)^2\n", - "$$\n", - "\n", - "where $g_{\\odot}$ and $R_{\\odot}$ are the surface gravity and radius of the Sun, respectively, $n$ is the density, and $m_i$ is the ion mass. We want to find the density as a function of $s$, the coordinate along the loop. We can rewrite the above equation in terms of $s$,\n", - "\n", - "$$\n", - "\\frac{dP}{ds} = \\frac{dP}{dr}\\frac{dr}{ds} = -m_in g_{\\odot}\\left(\\frac{R_{\\odot}}{r(s)}\\right)^2\\frac{dr}{ds}\n", - "$$\n", - "\n", - "Using the ideal gas law ($P=2k_BnT$) and assuming an isothermal loop, we can integrate both sides and find an expression for the density $n$ as a function of the field-aligned coordinate $s$,\n", - "\n", - "$$\n", - "n(s) = n_0\\exp\\left[-\\frac{R_{\\odot}^2}{\\lambda_P}\\int_0^s\\mathrm{d}s^{\\prime}\\frac{dr/ds^{\\prime}}{r^2(s^{\\prime})}\\right]\n", - "$$\n", - "\n", - "where $\\lambda_P=2k_BT/m_ig_{\\odot}$ is the pressure scale height and $n_0$ is the density at $s=0$, i.e. at the footpoint. This gives us the number density at each point along our loop. Let's write a function to compute the density for a given $L$, $n_0$, and temperature $T$." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "def isothermal_density(loop, length, n0=1e12*u.cm**(-3), T=1*u.MK):\n", - " s = np.linspace(0*length.unit,length,loop.radius.shape[0]).to(u.cm)\n", - " r = loop.radius.to(u.cm)\n", - " lambda_p = 2*const.k_B*T/(const.m_p*sun_const.surface_gravity)\n", - " integrand = np.gradient(r.to(u.cm).value,s.to(u.cm).value) / (r.to(u.cm)**2)\n", - " integral = np.array([scipy.integrate.simps(integrand[:(i+1)].value, s[:(i+1)].value)\n", - " for i in range(s.shape[0])])/u.cm\n", - " exp_term = ((const.R_sun**2)/lambda_p).to(u.cm)*integral\n", - " return n0*np.exp(-exp_term)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can then evaluate the the density along the loop that we created above, using a footpoint density of $n_0=10^{11}$ cm$^{-3}$ and temperature $T=10^6$ K." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "density = isothermal_density(loop,500*u.Mm,T=1*u.MK,n0=1e11/(u.cm**3))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "A commonly studied quantity in coronal loop physics is the emission measure distribution,\n", - "\n", - "$$\n", - "\\mathrm{EM} = \\int_{LOS}\\mathrm{d}h\\,n^2\n", - "$$\n", - "\n", - "Notice that this quantity is computed by integrating along the line of sight from the observer to the feature on the Sun. That means we need both the density (which we computed above) as well the location of the loop with respect to some observer. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Projecting and Binning " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now that we have the loop coordinates and the density along the loop, we need to project the loop on the plane of the sky and integrate along the line of sight.\n", - "\n", - "First, let's choose an observing location. We can use the exact same `SkyCoord` object that we used to express our loop coordinates! We'll place our observer at $(1\\,\\mathrm{AU},0^{\\circ},0^{\\circ})$, i.e. pointing right at the center of the sun at a distance of 1 AU." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "observer = SkyCoord(lon=-0*u.deg,\n", - " lat=0*u.deg,\n", - " radius=const.au,\n", - " frame='heliographic_stonyhurst')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Next, we convert the loop to a Helioprojective coordinate system as defined by our observer." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "coords = loop.transform_to(Helioprojective(observer=observer))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To compute the line-of-sight emission measure, we'll use a two-dimensional histogram and bin the $(\\theta_x,\\theta_y)$ coordinates, using $n^2\\Delta h$ as the weights. First, we need to set up the bins for our histogram." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "res_x,res_y = 5*u.arcsec/u.pixel,5*u.arcsec/u.pixel\n", - "pad_x,pad_y = res_x*5*u.pixel,res_y*5*u.pixel\n", - "min_x,max_x = coords.Tx.min()-pad_x,coords.Tx.max()+pad_x\n", - "min_y,max_y = coords.Ty.min()-pad_y,coords.Ty.max()+pad_y\n", - "min_z,max_z = coords.distance.min(),coords.distance.max()\n", - "bins_x = np.ceil((max_x - min_x) / res_x)\n", - "bins_y = np.ceil((max_y - min_y) / res_y)\n", - "bins_z = max(bins_x, bins_y)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Next, we can compute the weights." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "dz = (max_z - min_z).cgs / bins_z * (1. * u.pixel)\n", - "em = density**2 * dz.value" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We'll exploit our helioprojective coordinate system to figure out what coordinates are blocked by the solar disk and mask those that are. First we need to figure out the angular size of the solar disk as seen by our observer." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "rsun_obs = ((const.R_sun / (observer.radius - const.R_sun))\n", - " .decompose()* u.radian).to(u.arcsec)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Our loop will only be visible if it is in front of the disk or off the limb. Otherwise, we set it to zero visibility." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "off_disk = np.sqrt(coords.Tx**2 + coords.Ty**2) > rsun_obs\n", - "in_front_of_disk = coords.distance - observer.radius < 0.\n", - "mask = np.any(np.stack([off_disk, in_front_of_disk], axis=1), axis=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "weights = em * mask" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can now use the [histogram2d function in Numpy](https://docs.scipy.org/doc/numpy/reference/generated/numpy.histogram2d.html) to bin our loop coordinates, weighted by the visible emission measure distribution, using the appropriate number of bins and ranges." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "hist, _, _ = np.histogram2d(\n", - " coords.Tx.value, coords.Ty.value,\n", - " bins=(bins_x.value, bins_y.value),\n", - " range=((min_x.value,max_x.value), (min_y.value,max_y.value)),\n", - " weights=weights)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We'll also apply a Gaussian filter, with widths of 1 pixel in both directions, to simulate the point spread function of an instrument." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "em_hist = gaussian_filter(hist.T, (1.0, 1.0))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In order to make this into a `sunpy.map.Map` object, we also need to construct a header based on the observer location and the field of view of our observed loop." - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "header = MetaDict({\n", - " 'crval1': (min_x + (max_x - min_x)/2).value,\n", - " 'crval2': (min_y + (max_y - min_y)/2).value,\n", - " 'cunit1': coords.Tx.unit.to_string(),\n", - " 'cunit2': coords.Ty.unit.to_string(),\n", - " 'hglt_obs': observer.lat.to(u.deg).value,\n", - " 'hgln_obs': observer.lon.to(u.deg).value,\n", - " 'ctype1': 'HPLN-TAN',\n", - " 'ctype2': 'HPLT-TAN',\n", - " 'dsun_obs': observer.radius.to(u.m).value,\n", - " 'rsun_obs': ((const.R_sun / (observer.radius - const.R_sun))\n", - " .decompose() * u.radian).to(u.arcsec).value,\n", - " 'cdelt1': res_x.value,\n", - " 'cdelt2': res_y.value,\n", - " 'crpix1': (bins_x.value + 1.0)/2.0,\n", - " 'crpix2': (bins_y.value + 1.0)/2.0,\n", - "})" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "em_map = GenericMap(em_hist,header)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Finally, let's plot our loop emission measure!" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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iMm2Z9uEQQojp/QFVVFRUVFRUbA5Jkmz+YWPp0izpxo1bVumrvLz5kCRJy0bf03qoeYKfUxwdHQkPDyciIoKEhATc3NwQQvDDDz9QU1NDe3s7HR0dPHz4EGdnZyIjI4mKisLPz4+rV6/S1tZGe3s7t2/fHrYPjUZDWFgYMTExhIWFcePGDZqbm2ltbeXu3bvjttnOzo6YmBgSEhJwd3enqamJ+vp6bty4MfrBY8TNzY20tDTi4uI4d+4cFRUVXLt2zWztD4W3tzcLFy5Ep9Nx/PhxLl26ZNH+nsbLy4s1a9ZQXl5OZWWlVfsejIODA5s2bWLbtm0T+n6Ym5/+9Kf87ne/U9oMXFxc2LhxI1u2bOHhw4eK2ZGamkp6ejp79uwx629uLAQEBLBgwQIeP35MQUEB169ft2h/Pj4+pKenExYWRmNjIxUVFSNe68aLl5cXCQkJxMbGcuvWLerr62lububRo6cLKI6Oi4sLUVFRxMTE4OnpSUdHB83NzZw/f56+vr5hj3NzcyMiIoLIyEh8fX25cuUKra2ttLW1ce/ePRwcHAgNDSUiIoKkpCTc3d2RJInbt29TX19Pe3s7586d48GDB5M5FSoKc+PGLYpL/pdV+tJpF3hbpaNxoHqCnxN0Oh3BwcEDotfLywuAnp4e6uvraW1t5dy5c9y9exchBEFBQURHRxMeHs7jx49pa2ujtbWVy5cvj9iPg4MD0dHR6PV6vL29OX/+/JguyMOh1WqJiooiMTERLy8vmpubqa+vN7swDQ8PJzMzExcXFyoqKqivr+fx48ejHzgJ3N3dmT9/Pu7u7hw/fpzOTktEcYxMfHw8c+fOZe/evVy9atEUsKOycuVK2tvbqaurU9SOfmxFBAMkJiYSERHBvn37FLXDz8+PVatWcerUKRoaGqzef3BwMAsWLODWrVucOHGCW7cs68HS6XQkJCSQlpbG3bt3KS0t5dy5c2btw8fHh4SEBGJiYrhx4wZ1dXW0trbS29s77ra0Wi2hoaEDjofr169jNBppaWkZ9QHK39+fqKgoIiMj0el0nDt3jpaWFrq6upAkCRcXF8LDw4mKiiI+Ph4HBzlq5MaNGwOiuLOz0+LXzanEVPAEZ2TESlYUweWSJGVYpbMxoorgaYyfnx+RkZHExsYSFBREf/Wn9vZ2mpqaaG9vH/Do9HsToqOj8fb2pquri9bWVtrb2+np6RmxHzc3N/R6PXq9Hnt7e5qbm2lqapqUqAoNDcVgMBAYGEhbWxu1tbWjCvDxYm9vT0pKCikpKVy6dInS0lKz9zEUTk5O5ObmEhwczIkTJ2hra7N4n08jhGDx4sV4enqyd+9eRT2MID+EZGdn8+mnnypqx2BsSQQDvP766xQXF5tdhI0XBwcHVq9eTXd3N0ePHkWJe0hUVBTz5s2js7OToqIi7t+3fPIMf39/MjMzCQgIoKqqiqqqqlGvjRPpIykpicjISC5evEhNTQ0dHR0Tbs/Pz4/Y2Fiio6N5+PAhTU1NGI3GUb3a9vb2REREEBUVRVBQENevX6elpeWJUTwvLy8iIiKIjY0lIiJi4NjOzk6amppoa2vjypUrw3XxXDAlRHB6rFRc/K9W6Utnt0gVwdbmeRLBLi4uAxeumJgY7OzsEELQ3d1NY2Mjra2tdHV1DXhkAwICiImJITIykt7eXlpbW2lpaRmTePXy8iIuLo6YmBgePXqE0WikqamJH374YcL2+/j4kJycTFRUFF1dXdTW1k7qBjAcnp6eZGdnExISQnV1NVVVVVYZ0tNqtWRnZ5OUlMTp06epra0d/SAL4OTkxLp16+jo6KCoqEgRGwaj0+nYvHkzO3bsMOuQ82SxNRHs5ubGG2+8wYcffmgT3rbc3FxCQ0PZvXu3VUToUCQlJZGTk0NtbS3FxcUT8p6OF0dHR1JSUkhOTubChQsUFxfT3d1t9n5CQ0NJSkoiKCiI1tZWqqurJzUCNmPGDGJjY9Hr9djZ2dHc3ExjY+OYQlt8fX2Jjo4mKioKrVZLW1sbzc3NA6FbGo2GoKAgoqKiiIuLw9PTE0mSePTo0UAIXHt7u02EOVkTVQQ/iSqCFWA6i+DBF57Y2Fg8PT3p6+ujt7eXlpYWWlpaaG9v5969e4AcUxsREUFMTAyBgYFcvnx54Ol+LJ5AX19f4uPjiY6O5vbt2zQ2NtLU1DQpAeni4kJSUhIJCQncuXOH6upqWlpaLHIzi4iIIDs7G61WS0lJCS0tLVbzYiUkJDB37lyr3qyHwsfHhzVr1nD8+HFaWloUseFpFi5cyO3btyktLVXalCewNREMkJWVhaurKwUFBaPvbAWio6NZsGABe/bssXjs/HAMfrg8deoU9fX1VulXCEF0dDRZWVn09vZSXFxMe3u72fvRarVER0eTnJyMq6sr9fX11NbWTkpQOjo6EhsbS1xcHG5ubrS0tNDQ0DAmB4iDg8PAqGFAQABdXV00NzfT3t4+ENM8eB5JdHQ0Wq0WjUZDd3c3TU1NzzhkpitTQwTHSMVn/sUqfekclqgi2NpMNxHs6upKdHQ00dHRhIWFAfJF8vr16zQ1NdHS0vLExCpXV1diYmKIjY3F1dWV9vZ2mpubB+K8RsPf35/4+HiioqK4efMmDQ0NtLS0TGoYUKvVEhMTQ0pKCo6OjtTW1lJXV2cRb6xWqyUpKYnMzEwuX77M2bNnrXqznjVrFi+++CJXr17l+PHjinnM4EfB8sUXX1h8YtFY8fb2ZuXKlWzZskWRYfWRsEURLITg3XffZd++fTb1P1y7dq3iD1ZOTk4sWLAAX19fDh8+zHfffWe1vn18fJg9ezb+/v6UlpZSW1trkQddJycnEhISSEpK4sGDB1RVVdHc3Dypvuzt7YmOjiY+Pp6ZM2fS2tpKQ0PDmELD+uePxMTEEBERwZ07d2hqaqK5uZk7d+4M7BcQEEB0dDSxsbF4eXkNiN/z588POGwG7z9dUEXwk6giWAGmuggWQhAYGEhMTAzR0dHMmDFjQCy0t7cPeHIHiytvb2/0ej0xMTE8fvx4IEb35s2bY+rTz8+PhIQEoqOjByY9tLS0THoI1t/fn9TUVEJDQ2lpaaGqqspis8ydnJzIyMggISGBxsZGSktLBzzi1sDV1ZVFixbh6urKoUOHFBcs2dnZxMTEsHPnTpuazb1x40aOHTtmVcEyVmxRBIP8YLVw4UK2bRtPSm7L4uTkxCuvvEJzczPFxcWK2uLj48OLL77InTt3OHr0qFWH4J2dncnMzCQuLo76+nrKysos9uDr5eVFSkoK0dHRdHR0UFlZOek5DTqdjujo6IHJ0y0tLdTX1485tnfmzJnExsYSExODTqejubkZo9H4xPXPyclpwEPcH0vcn5mopaWF5uZmLl68aHMPxRNhyojgb39jlb50TktVEWxtpqII7h9uiomJITQ0FCEEWq2Wu3fvDlwkOjs7n7hIBAUFodfriYyM5ObNmxiNRpqbm8cseLy9vUlMTCQmJobu7m6zCV9HR0cMBgMGg4Fbt25RWVlJW1ubxS5w7u7uzJkzh5CQEMrKyqiurrZq6IFGoyE7OxuDwcDx48dpbm62Wt9DIYRg2bJl2NnZsX//fpsafoyPjyciIoL9+/crbcqQ2KoIBsjPz6etrY3GxkalTRlAo9GQn5/Po0eP+OabbxQXMbGxscyfP5+amhqKi4ut+t3X6XQYDAYyMjK4cOECZ86csVgmCyEEkZGRpKam4u7uTk1NDTU1NZN+2B0siD09PWlubqaurm7MD/SOjo7ExMSg1+vx8PCgvb0do9FIV1fXE7YHBwcPOHlcXFwGrtf9mYXGGq5ni6gi+El0Tks7gMFfoN9KkvRbq3Q+DKoIthE8PT2JiYkhJiZmYLhIp9Nx9erVAU/u999/P7C/RqMhNDSUuLg4QkJC+O677zAajbS3t49ZuLq7u5OYmEhcXBy3b9+mrq5uwrkqnyY0NJT09HS8vLwGLsqWDAXw9fVl7ty5uLu7c/r0aZqamizW13CEhYWxZMkSjEYjp0+fVizutx87OzvWrVvHxYsXbWIC3GB0Oh3vvfceH3/8saIhIiNhyyLY2dmZjRs38sEHH9jEJLnB5ObmEhgYyO7du81yLZkMWq2WnJwc9Ho9R44c4fz581a3ITY2lpycHG7dusWpU6csmorQyclpwOlw48YNysvLzTK5uD9He2JiIm5ubjQ2NlJXVzdmYa/T6YiIiECv1zNr1iwuXLhAY2MjHR0dTzyceHh4DHiSfXx86O3tHQj3G++Ipi0wJURwWoxU/O2vrdKXznmZ6gm2NrYqgvvDHPq9tw4ODkiShEajoaurC6PR+MwTsFarJSIigvj4eAICArhw4QINDQ10dHSM2evi7OxMQkICCQkJPH78mLq6OhobG83ypO3s7ExKSgqJiYlcvnyZ8vJyLl68OOl2RyIoKIjc3FyEEJw6dYoLFy5YtL+hcHFxYenSpdjZ2fHNN99YPHfpWHB2dmb9+vWUl5dTU1OjtDnPkJeXx8OHDxUfOh8JWxbBIIe4ODg4UFhYqLQpz2AwGEhPT+ezzz6zahjScLi7u7Ns2TIePXrEoUOHFMlSEBISwty5c5EkiaKioic8opYgMDCQ9PR0/P39qauro6qqyiz/CwcHB+Li4khMTESn01FfX099ff2Y2xZCEBoaSnx8PCEhIVy6dImGhgba29ufcBz0j4jq9XqCgoLo6+tDCEFPTw+tra0YjUabD5tQRfCTqCJYAWxJBA9+Gg4JCRn4UQOcO3cOo9H4TFGJ/mIR8fHx+Pn50d7eTkNDw7guoDqdjtjYWAwGA05OTtTX11NXV2e2G0FoaCgZGRl4eHhQXV1NTU2N2fNnPk14eDi5ubncu3ePoqIiRfJRCiFIT08nPT2dgoICm8m24OHhwWuvvcbRo0ctMlt9sri6urJhwwbef/99mwrPeBpbF8EajYaf/OQnbN++3SYnFUVERLB48WI+//zzJ0axlCQ6OpqFCxdSXl5OeXm5IgLKz8+P3NxcnJ2dKSoqsnjeZ3t7ewwGA8nJyXz//feUlZWZLfWki4sLiYmJJCQkcP/+fWpqamhqahrX6ERQUNBAaNSVK1doaGh4plhIf/VRvV5PWFgYQggkSUIIQWdn57hHQa3F1BDB0VJx0T9bpS+d63JVBFsbpUWwo6Mj0dHRxMXF4evry6NHj9BqtQNpzIxG4zOTgrRaLZGRkSQkJODr60tbWxsNDQ3jmjwkhCAsLAyDwYC/vz9NTU3U1NSYLZ+lg4MDycnJJCcnc/XqVcrKyizu9QU5SX5ubi43b96kqKjI6uVb+/H19WXFihVcuHCBkydP2szF19fXlzVr1rBv3z6rl18eKy+//PLA0KYtY+siGBgYOv7qq6+UNmVIAgICWLlyJXv27FG8ImE/Op2OefPmERISwtdff62YXV5eXuTm5jJz5kyKiopobW21eJ+BgYFkZGTg6+tLdXU11dXVZou39fLyIikpidjYWC5fvkxNTQ3nz58f14PGrFmziI+PJzIykqtXr1JfX09bW9szoWWzZs1Cr9cPpF/r7e3Fzs6Oq1ev0tjYSEtLi01MAFZF8JOoIlgBlBDBLi4u6PX6gRyMPT092Nvb09PTM5Cg/OnJBRqNhoiICBITE/H396etrY36+vpxz5r38vIiOTmZmJgYOjs7qa6uNuuwm5+fH5mZmcyaNYuamhqrFZqIjo4mNzeXa9euUVRUpJhnSafTkZeXR2hoqKI30KEICgpixYoV7Ny50yLJ+82Bj48PL730Eh9//LHSpozKVBDBAO+88w4HDhxQLE/vaHh5efHKK6+wf/9+qzwoj5X+B9mOjg4KCwsVe5D18PAgNzcXHx8fioqKrDKi1F/ww2Aw8N1331FaWmrW0bTg4GAMBgPBwcE0NzdTXV09bofFrFmzSEhIIDIyksuXL1NXV0d7e/szo0fe3t4DhZv677P29vYDueyNRqNiRTqmjAg++Sur9KWbka+KYGtjLRE8Y8YM4uLi0Ov1ODg48OjRIxwcHHj48CFGo5HGxsZnhFt/bFRiYiJBQUGcO3eOurq6cd8oHB0dSUhIwGAwmC135GA0Gg16vZ7MzEwePnxISUmJ1YbZ+8Xv1atXKSoqUjTh984QAAAgAElEQVTeNiQkhGXLllFVVUVpaalNxaKFh4ezePFiPvvss0lV7bM0r7/+OkVFRTYlhoZjqojgwMBAcnNzbark9NPMmDGD9evXc/ToUcXLPg9GCEFmZiYpKSl88803iswp6Mfd3Z3c3Fx8fX2tJoZBDlvJysrCwcGB0tJSjEaj2cKUns4JX1NTQ319/bgdJ4GBgSQmJhIeHk5XVxd1dXVDzoXx8PAYuA/3C2I7O7sn7sPWvD6qIvhJVBGsAJYUwR4eHsTHx6PX69FoNPT09ODg4EBPTw9Go5GGhoYhy8DOmjWLpKQkwsPD6ezsHPhBjwchBBEREaSkpODp6UldXR01NTVmfeJ1dnYmPT2dhIQEWltbKS0ttZoIjYiIYN68eVy/fp3CwkJFxa+9vT2LFy9m5syZ7N+/3yYmvg0mOjqavLw8duzYYROTkIYjODiYOXPm8PnnnyttypiYKiIY4LXXXuPMmTN0dnYqbcqwODs788Ybb1BYWGgz8fP9uLu7k5+fz82bNzl69KjF5zSMZkteXh7e3t6cPHnSag4Hd3d3MjMziYqKor6+nvLycrNeT1xcXDAYDCQmJtLd3U1VVRXt7e3jciYIIQgJCSExMZHg4GDOnTtHbW3tkCOmbm5uA/dne3t7Hj58iL29PX19fQP3Z0uPKKoi+ElUEawA5hbBHh4eJCQkoNfrkSSJBw8e4OzszOPHj2lsbBxW+A6Ol7p27Rq1tbW0tbWN+4nbw8OD1NRUYmNjuXDhApWVlWaP/fTz82P27Nn4+PhQXl5ObW2t1YYKQ0JCWLBgAbdu3eLkyZOKp8MJDw/nxRdfpLi4mKqqKkVtGQq9Xs+cOXPYsWOHTcTAjcQ777zD119/rXjhkLEylUSwt7c3K1as4KOPPlLalBFxdHTkjTfe4MyZMxiNRqXNeYaUlBSys7M5fPiw4h7rmTNnMm/ePNzd3Tl+/LjVvNQ6nY6kpCTS09O5du0aZ8+eNfvE44CAAFJTUwkJCaGpqYnKyspxC1KNRkNkZCRJSUn4+PjQ1NREbW3tkGEX/YI4Li4OnU7HvXv3cHR0RAiB0Wikvr7eIoJ4Sojg1Gip+MQ/WqUvncdKVQRbG3OIYHd39wHh29fXx4MHD3BycgKgoaFhWOH79MzZ2tpampqaxp07U6vVotfrSUtLA6CyshKj0WhWYSqEICYmhuzsbHp6ejh79qxVc2oGBASwcOFCHj58yIkTJxQXSnZ2dixZsgR3d3f2798/5P9XaeLj48nKymLHjh02n0y+/2a1d+9epU0ZM1NJBAOsXr164OHalnFwcOCNN96gpKSEhoYGpc15Bjc3N/Lz87l16xZHjhxRPNext7c38+fPx8HBgYKCAqtOeA0LC2P27NnY29tTXFxMc3OzWcPAdDoder2e1NRUACoqKjAajeMO5bOzsyM2NpakpKRRMyC5ubmRkJBAXFwcAPfv38fR0RGNRjMgiM012qeK4CdRRbACTFQEu7q6kpCQQHx8PH19fQM/FHt7exobG4d9cuz/URsMBhwcHKirqxtXDsXB+Pj4kJaWRnh4+ISflkfDzs6OlJQUUlNT6ezs5OzZs1b1vnp6erJw4ULs7e0pKCiYdNlPcxAcHMzy5ctt1vsLkJCQQEZGBjt27FB06HasvPvuu+zZs8dmUmWNhakmgj08PFizZg1btmxR2pRRsbe354033qCsrIz6+nqlzRmSfq/wgQMHbCLMxN/fn4ULF9LT00NBQYFVJ7/OnDmT2bNnExwcTGVlJVVVVWZ/OBg8ynnu3DkqKiomNNmzPxd+YmIiDx8+pKamZlinUf/IblxcHD09PQMju0IIGhoaqK+vn1T6wakhgqOk4oJ/sEpfOs/VasU4azMeEezk5ER8fDwJCQloNBp++OEHHBwcmDFjxohDLSDnyk1OTiYgIGBS6ch0Oh0JCQmkpqby4MEDKioqaGlpMfskLBcXF7Kzs4mJiaGmpoaKigqrDqe7uroyb948fHx8OH78uNnyVk4GrVbLggULCAgIYN++fTYX+9tPfHw8mZmZU0YAR0dHo9frbTaN13BMNREMcvo5o9FoczG3Q9EvhEtLS23SIwzyKODKlSu5dOkSx48fV7wKJMj3mgULFnDt2jVOnjxp1RzRjo6OpKWlYTAYaG5upri42OyZF4QQREdHk5aWhqOjIxUVFTQ0NExo5NPT0xODwUBsbCyXLl2iurp62HvN4JDFH374gYcPH+Lu7k5vby/19fU0NDSMu7qlKoKfROe5WvUEW5vRRLCdnR16vZ7ExEScnJzo7u5Gp9Ph4+NDW1sbdXV1w6Yp8/DwIDk5Gb1ez6VLl6iqqppw3Ja3tzfp6emEh4fT2NhIRUWFRYbgvby8yMnJwc/Pj5KSEurq6qxasMDe3p4XXniB6OhoCgsLbSYu0MfHh5UrV1JfX8/Zs2eVNmdY9Ho9s2fPZvv27VNCAANs3ryZ3bt32+xDxXBMRRHs7u7OunXr+PDDD5U2ZUzY29uzYcMGzp49azPXgqGYPXs2CQkJ7Nu3z2ZS0en1evLy8mhpaeHbb7+16vVAo9GQmJhIVlYWV65c4fTp0xbJ2e7m5kZaWhpxcXGcO3eO8vLyCYfKhYSEkJKSQkBAAEajkerq6mFHpmbNmkViYiKRkZFcu3aNR48e4eXlxf3796mrq8NoNI7JEz4lRHBKlFR87O+t0pfOe+3zJ4KFEL8AfgoI4HeSJP1KCOEJfAaEAeeB1yRJuink8mn/BCwH7gGbJEmqGKLNdOD3gBNwAPiFNMwHGUoEDw6o9/b25vLlywgh8Pf3HzXJt52dHfHx8SQnJ9PX10d1dTWNjY0TekrVaDTExcWRnp7O48ePKSsrs4jXF+Qcsi+88AJ2dnacPn3a6pXENBoNaWlpZGRkUFpaSkVFhc2kGMvOziYpKYkvv/zSZm5wQxEdHc3cuXPZvn27zccA9xMVFUVcXNyU8wLD1BTBIHuDGxsbrVJ8wRw4ODiwYcMGTp06ZdMebB8fH1atWkVNTQ0lJSVKmwPIXtO0tDQyMzMpKyujoqLC6lUYIyIiyMnJ4dGjR3z77bcWKQfd7x3OyMhAp9NRXl5OY2PjhD5rv+MrOTkZjUZDdXU1DQ0NQ4rap4tOXb58GUmS8Pf35/r166NOcFdF8JM8dyJYCJEIfApkAT3AN8AfIovibkmS/lYI8WfATEmSfimEWA78HFkEZwP/JElS9hDtlgC/AM4ii+B/liTp4DA2DHzAwMBADAYDoaGhfPfddzx69IiAgIAxlXsMDg4mNTWVgIAAGhoaqK6unnC+wRkzZpCZmUlsbCwtLS1UVlZy69YthBBPLCb7R1w/1D6D1/XngLx37x4lJSUDIu/pfUdaN5ZtI/0NDw8nKyuLjo4OKisrnzjHwx1jrnUj7ePs7Exubi63bt2ivLx8YKhzuGNH2zbeY8dyfP+6gIAAUlJSOHbsGD09PWNqa6LrR9s2lu39+yxevJizZ8+OOmQ7lvbGgrnaAVi6dCmHDh0yW3vmutaO1o6rqyuzZ8/m6NGjY+pztH1G2j7ctvGslyQJe3t7Fi1aRFVVFZcuXRp2v7G0Ndb9R3o/3DatVkt6ejru7u4UFRU9Mdejf5+xtGuOdYO36XQ6UlNTCQ0NpaSkZCCzxXDHjPR3vNv6X/v6+pKZmYmzs/NALvmnjxm8DNXmSPv0L+7u7qSmphIdHU1TUxOlpaWTuhcnJycTHx/PpUuXqKysHDb+W6fTERsbi8FgwMnJiUuXLmFnZ8esWbPo6OigpqbmmfznU0MER0olR//OKn1pfV557kTwq8BSSZJ+Ynr/X4GHwHvAfEmSLgkhAoATkiTFCiH+l+n1DtP+Tf37DWozADguSZLe9P4N0z7/xzA2SH/yJ3+CwWCgs7OThw8f4uHhgaOjI11dXQNiWKPRPLM4OjoSHBzMrFmzuH37Np2dnZMa8vHy8iI8PBw7Ozs6Ojq4ePEivb29Y/rhj+dCArJoj4mJ4ebNmzQ2NnL79u0RLzzDtTPei+TgvzNnziQzM5O7d+8O5Jwcz8V9MjeK0V4HBwcze/ZsTp8+PeC5GMuxo72fzI13uHUBAQHk5eXx5ZdfPhGTNpZjh1s32rbRrgtjuW4EBQWRmJjIwYNDPp+Ouz1rtDGYN998k08++cSsbZpDpI+ljZdeeom6uroxeeUm+sAz3oeo0dY5OTmxatUqCgsLn8mAMJEHSHM9zA71uj/n9dmzZ+ns7Bx1/+Fej3fdaPv053Z3dnamvLx8YF7KWBwW49023Gs3Nzfi4uKYOXMmzc3NA6JyvA6c0dZrtVoCAwMJDQ3l0aNHnDt3btL35+DgYNzc3Pjuu+/o7OzkwYMH9PX1PbP0i9+goCDu37/PrVu3cHBwICQkhKqqKj788EO+//57VQQ/hS2KYJ2F268D/rsQwgu4j+zhLQP8+oWtSQj7mvYPBAY/hnWZ1g2+Igaa1j+9z1CEAPT19XHx4kXu3btHW1sbtbW1XLlyhd7eXvr6+gb+9vX1IUkSERERA+EOn3/+OXV1dRMefrazsyM5OZnU1FTq6urYsmWLxTIgaDQakpOTyczMpKGhgQ8++MCqkyb6cXFxYeHChbi7u/Ob3/zGJjI+9KPRaFi0aBHu7u78zd/8jU0XlwDZu7J48WJ+/etf22SatpGYP38+e/fuVTzd3US5deuWVdNRmZMvv/ySpUuX2nR8+1BcuHCBDRs20NzcbFMlyZ+mtraWkydPsmrVKnp6ejh27JjVwxCG4/Dhw/j7+/Piiy/S29vLsWPHFLnOubq6MmfOHCIiIigpKaG6utpi58jf35/MzEz8/f2prKykurp6wtkrHBwcSExMJDk5mbt371JdXU17eztCiAEHmVarHfjr5+dHUlISkZGRdHV1IUkS+fn5bNu2zcyf0oLYyHdXCSwqgiVJahRC/E/gCHAHqAZGCp4d6qnpaffOqPsIIbYCa/v3vXDhAvv27RuxOs2MGTNIS0tDr9fT0dHB8ePHJ3URnjlzJllZWYSFhVFbW8vWrVstln2hfygsPT0do9HIxx9/rEjhBI1GQ3Z2NgaDgZMnT9rcRBd3d3fWrl1LU1MTR44cUdqcUZk5cyZr1qxh586dU04ABwQE8OjRoykrgKc6/ZN5AgICppSQv337Njt37uS1117js88+U7xYzkjcvXuX7du3k5OTwzvvvMMXX3xhM5M/L1++zMcff0xcXBwbN26kpqaG4uJiqwr1O3fucOTIERwdHZk9ezY/+9nPKC8vfyYkzhxcvnyZr776CicnJ1JTU9m8eTPnz5+npKRk3N+hhw8fUl5eTnl5Ob6+vqSnpzN//nyMRiMVFRXPhF7cuHGDhoaGgfDD/iquKlMDq2aHEEL8D2TP7S+wTjiEhxBi2F+AEHKBiLS0NOzt7amsrJxwKpZ+wsPDyc7Oxs7OjpKSErMnFx+MnZ0d6enppKSkUFtbS2lpqWIZA6Kioli4cCENDQ2cOXPGJlIJDSY2Npb58+ezf//+Z+K2bBEXFxfefPNN9u3bZ1Oe9LHy6quvcvr06Slxrodjqk6M6ycwMJCcnBx27typtCnjxt/fn5UrV/LJJ5+YPQWXJQgMDCQ/P58TJ07Q1NSktDlPoNVqmTNnDvHx8RQUFCg2YdLe3p6srCwSExOpqqqivLzcYoVIhBDExsaSlZVFT08PxcXFk6oAqNPpiI+PJzU1lZ6eHsrLy0ecxO7g4MDDhw+nRjhEcqRUcuhvrNKXNmC9zYVDWCM7hK8kSVeFECHAYWAO8F+AG9KPE+M8JUn6T0KIFcC/58eJcf8sSVLWEG2WIk+gK0aeGPdrSZIODNP/Mx9wsNd3smlX4McykxkZGVy5coWzZ89adCjPzs6OzMxMDAYD1dXVlJWVKVbVaObMmSxdupSenh6OHDlicx5LjUbD4sWL8fT0ZO/evTZfWhjkm8XGjRs5evSoTeRPHi8zZ85k5cqVNl/CdzSmuggGuVT1vn37bNqjOhxhYWEsWrSIrVu3Tol0gI6OjqxevZru7m6OHj1qM+ER/bi5ubFkyRLs7e05dOiQYt8JOzs7MjIySE5OpqamhtLSUovev3x9fZk9ezZ+fn6UlZVRW1s7KUfX4HSmRqOR8vLyYe97qgh+kudVBBcBXsAj4I8lSTpmihH+HDlm9wLwqiRJ3UKOgP8NsAw5Rdq7kiSVmdqpkiQpxfQ6gx9TpB0Efi4N80EGi+DIyEgyMjJwcnKioqKC+vr6SXksXVxcyMzMRK/X09DQQFlZmUVjrwaL38rKSsrLy80+rDRWdDodubm5REZGcvjwYavVtR8Pbm5urFu3jubmZk6fPq20OWNCo9GwYcOGgRRAU5Hly5fT0tJi0+muxsJ0EMExMTFERUVx4MCQPgKbpz+F5Pbt221OVA5HTk4OMTEx7N692+acAiDny12yZAnt7e0UFRUpeg9JT08nNTXVKmLY2dmZjIwM4uPjMRqNlJaWTmqUod87nJaWxv379ykrK3umZPnUEMERUsnB/2GVvrSBb6gV46yNEELKyckhKSmJzs5OysrKJu2l9fHxYc6cOfj6+lJaWkpdXZ1Fh/91Oh2ZmZkkJycrLn7hx9CCiooKysrKLBbuMRnCw8N58cUXOXjwoE0K9OFYs2YNFy9etJk8pOPFycmJjRs38tvfKnpdMwvTQQQD/OxnP2Pr1q3jrnZlK2RlZREYGMiePXuUNmXMhISE8NJLL3Ho0CHOnz+vtDnPIIQgIyODtLQ0xUM4dDodGRkZpKSkUF1dTWlpqUXvb1qtlsTERDIzM7l69SpnzpyZdH54X19fMjIyCA4Opra2lsrKSu7fv6+K4KfQBr7x/HmCFSZACPFdRkYGNTU1kx5SCw8PZ86cOQCcOXNmUjFGY0Gr1ZKRkUFqaipVVVWUlZUpKn49PDx46aWXuH//PkeOHLHZWL0XXniByMhIdu/ebbM2DsXChQvRarVTYtLecOTm5nL37l0qKp6pcTPlmC4iuD9lVlFRkdKmTJglS5bQ29tLQUGB0qaMGRcXF9atW0dbWxvffvut0uYMiYuLC0uWLMHJyYmDBw8OW0HNGjzt7CkrK7P43BJz39Pt7e0xGAykpqbyu9/9bmqIYEOEVHLg/7VKX9rgN1URbGWchRCTUkEajYb4+Hiys7O5fv06p0+ftnhVMY1GQ2pqKpmZmdTW1lJSUqJYzG+/PTk5OcTFxXHo0CGb9aza29uzevVqvv/+e5uMyRuJ1NRUIiMj2bVrl9KmTBiNRsPPfvYz3n//fUUf1szFdBHBOp2On/zkJ/z2t7+dUr+Jp3nllVdoa2ujsrJSaVPGTP+cBHd3d7788kubjW0OCQlh6dKlNDY2cvr0aUW/J3Z2dmRlZZGUlERpaSmVlZUWt8fHx4ecnBy8vb0pLi6moaHBLH1KklQO/DVgsyUzVRE8vUXwkBPjxoKdnR2pqamkpqbS2tpKcXGxxXPuCiFISkpizpw5GI1Gzp49q3h53P6LY3/WB1u9iXp6erJu3TrOnDlDXV2d0uaMi4iICPLy8ti2bduUFo/9ZciPHz+utClmYbqIYJBHGa5du0Ztba3SpkwYnU7HW2+9RWFhodXLvk+WxMRE5syZw+7duwcKWNgaGo1mIIuELTg7HBwcmDNnDrGxsZw5c4ba2lqLh965urqSnZ1NVFQUlZWVVFZWTsoBJUnS3wLvIs9xijCXneZEFcGqCH4CJycnsrOz0ev11NTUUFZWZpWn99jYWPLy8jh//jynTp1SPH7PycmJJUuW4OLiwoEDB2wm/+VQREVFsWjRIvbu3cuVK1eUNmdceHt7s27dOrZu3WrzhTtGY/PmzVMyp/FwTCcR7ObmxquvvsqHH36otCmTwtnZmbfeeosvvvhiyuWg9vPzY/Xq1Rw7dkyxNGVjwd3dneXLl3P37l0OHz6seEYdJycn5s6dS1hYGIWFhVaJX7a3tycjIwODwYDRaKS4uHhC9+RB4RBugE1eGDMMEVLJ1//NKn1pQzaqItjajFUEz5gxg5ycHEJCQigtLaWmpsYquW5DQ0MHvDQnT560CQGRmJjI3LlzKSwspKGhQWlzRuSFF14gIiKCXbt2Kf7gMF6m8g39aYKCgsjOzmb37t1Km2I2ppMIBli3bh1nz56d0rmbQX5wXLt27ZSc7Ofk5MQrr7xCe3u7zcYJ9xMfH09eXh6nTp2yidE1Nzc35s2bh4+PDwUFBVZJH6nVajEYDGRmZtLR0cGZM2eeKZYxElMmJlgVwdOX0USwl5cXc+fOxcvLizNnzmA0Gq2S7cDPz49FixbR09NDQUGBTQyRubu7s2LFCm7fvs2RI0cU9wCMhE6nY+XKldy7d4/Dhw/bbJjGcGg0Gt566y2+/fbbZ9LqTEXWrl1LSUkJXV1do+88RZhuIjgoKIisrCy++OILpU2ZNJGRkbzwwgts27ZtSv72ly5dipOTE/v27bPpEChHR0eWLFmCm5sbX3/9tU2MCHp6erJw4ULs7e05duyYVUb/hBDo9XrmzJnDjRs3OHXqFDdu3Bj1uKkhgsOlkq/+2ip9acPesTkRbNGyybaMn58fubm5ODs7c+rUKavFmLm7u7Nw4UJcXFw4duyYTZQ0FUKQmZlJSkoKhw4dsvkCDa6urrz66qtUV1dP2SwEK1asoKmpaVoIYBcXF2bOnDmtBPB0pKuri6VLl+Li4jKlsqYMRVtbG97e3qxYsYKvvrLZOUdD0tfXx8GDB0lLS2Pjxo3s3LnT4vNNJsqDBw/46quvCA0NZf369VRVVSmevrG7u5tdu3YREBDAiy++yJ07dygoKLCoQJckicbGRhobG4mIiGDFihXcu3ePoqKiKReCp/Ikz50nODAwkLy8PACKioqsduN2dHQkNzeX0NBQjh8/bjPix8vLi5dffpnOzk5Onjxp014JkMuprlq1im+++cbmxfpwZGVl4efnN+Vu3sORm5vLnTt3ptSs/bEw3TzBIGchcXV1ndLp0gbz8ssvc+XKFcWF2UQJDQ1l2bJlfPnllzZfHl2n0zFv3jyCg4P56quvxuQJtQaRkZEsWLCAjo4OioqKrDaCGRQURG5uLgCFhYVDhhlNCU9wUrhUsu+vrNKXNmKT6glWipCQEPLy8ujp6eH48eNWu+BotdqB3Idnz57l6NGjNlFcQggxkPbs66+/tgmP9Gjo9Xpyc3P5/PPPp2QZWJBLwcbHx7N161alTTELQggSEhJ4//33lTZFZQzU1dXx3nvvcerUKZu4Dk2WAwcOsHHjRq5evWqTRSlGo6Ojg88//5xXXnnFapO+Jsrjx485duwYAQEBrFmzZiCdmtLfo7a2Ntrb2zEYDLzzzjsDBTcsPaenq6uLHTt24O/vT15eHvb29hQWFiqeVUNlfEx3T7AQQvS9/fbb3L17l8LCQovn+B1MfHw8ubm51NfXc/bsWZvxsvr4+PDyyy/T2trKqVOnpkRMXU5ODhEREezcuVPxtHETxd3dnddff51t27ZN+eHofmJiYggPD+fQoUNKm2J2pqMnGGDZsmW0t7fT3NystClmwcXFhbfeeotPP/3UJmJWJ4KDgwOvvvoq7e3tU6LEu0ajITc3l8jISL766iur3ldHQqfTMXv2bBISEigqKrLqxG4fHx/y8vJwcXGhsLCQ8+fPTxFPcJhUsvf/tkpf2qjNNucJnu4iOFgIccHLy8uqQzeBgYEsWbKEq1evcuLECZtJfSWE4IUXXiA2Npavvvpq0uWjrYFGo2H58uWA7PWZCoJ9KHQ6He+88w7ffPPNlJ+dP5gNGzZw+PDhKZ/dYiimqwj29vbmxRdfZPv27UqbYjYCAwNZtmwZH330kc04G8bLVLzW+fn5kZ+fT1NTE99++63iXuF+nJ2dmT9/Pr6+vhw5csSq11wvLy/y8vLYs2ePKoKfQhu1uQMYfLP4rSRJv7VK58OgUbJzK3AFsJoAnjFjBmvXrmXevHns37+fAwcO2IwA9vb2ZtOmTWg0GrZs2TIlBLC9vT2vv/463d3d7N+/f0rcFIYjPz+fioqKaSWA3d3d0el001IAT2euX7+OnZ0d7u7uSptiNi5evEhFRQX5+flKmzJh+vr62L9/P93d3bz++uvY29srbdKoXLlyhS1btqDRaNi0aRPe3t5KmwTAvXv3OHDgAPv372fevHmsXbuWGTNmWKXvGzdusGfPnv63B4BAq3Q8Gfr6rLPAdUmSMgYtigpgmP4i2Co1Ku3s7Jg/fz7r16+nurqa7du324wwEEIwe/ZsVq9ezcGDByksLJwSYtLNzY2NGzdSVVU1JYYHRyIzM5PHjx9Pu4ljaWlp0+4zPS9UVFSQmpqqtBlmpbKyksePH5ORYVOjrePm9OnTVFVVsXHjRtzc3JQ2Z1T6+vooLCzk4MGDrF69mtmzZytt0gDXr19n+/btVFdXs379eubPn4+dnZ01TbgDtAK7rNmpytiZ7iLY4iQlJbF582bu3r3L+++/bzNZHwA8PDzYuHEjLi4ubNmyxeZnH/fj4+MzMMxu68U6RiMwMJCkpCQOHjyotClmRQhBbGzslP//PK80Njai1+sRwuZHa8fFwYMHMRgMBAbavvNtJBoaGjhy5AgbNmzAx8dHaXPGxOXLl9myZQsuLi68/fbbNjXS0NbWxvvvv8/du3fZvHkzSUlJ1ur6NcAb+MBaHY4bCURfn1UWW0QVwRMkICCATZs2ERgYyEcffURpaanNxEMBpKSk8Nprr1FQUMCxY8esUv3OHISEhLB27Vp27dpFZ2en0uZMCicnJ/Lz89m9e/eUOf9jJSoqivPnz0+7z/W88PjxY86fP09UVJTSppiV3t5edu/eTX5+Pk5OTkqbMykuXLjArl27WLt2LSEhIUqbMyZ6e3s5duwYBQUFvP7666SkpCht0gCSJFFaWspHH31EUFAQmzZtIiAgwBpd3wWmlxdkGqGK4CmLIccAACAASURBVHHi7OzMyy+/zKJFi/j666/55ptvbKqymrOzM6+99hpBQUFs2bJlShUwiIuLY8mSJXzyySc2k4NyogghWLt2LceOHZuyM9ZHIi0tbcoWKlGRqaioIC0tTWkzzM6tW7c4duwYa9euVdqUSXPjxg0++eQTlixZQlxcnNLmjJmuri4+/PBDgoKCeO2112zqgeTBgwccPHiQr7/+mkWLFvHyyy/j7OystFkKIoFkpcUGUUXwGBFCkJWVxcaNG2lpaWHbtm02kxamn8jISN5++22qqqrYv38/jx49UtqkMZORkUFGRgZbt2612epJ4yE3N5dLly7R2tqqtClmx8XFBRcXlykxuVJleK5evTrwv5xutLa2cunSpYHCSFOZO3fusHXr1oFr5FTh0aNH7N+/n6qqKt555x0iIyOVNukJrl27xrZt22htbWXjxo1kZWVNu/AgldFRRfAYCAkJ4b333sPJyYkPPvgAo9GotElPoNVqWbZsGVlZWWzdunXK5f+cN28eYWFhbN++nZ4eq8xltChhYWGEhYVx/PhxpU2xCAaDgerqaqXNUDEDNTU1GAwGpc2wCMePHycsLIzQ0FClTZk0PT09bN++nbCwMObNm6e0OeOiubmZrVu3kpWVxbJly9BqtUqb9ASNjY188MEHODk58d57702Z0BOzYr3sEDaHKoJHwNXVlTVr1pCTk8OuXbtssqywj48P7777Ljdu3GDHjh1TqgiDEILly5fj4uIybeJmnZ2dWbp0KV988YVNxYibk8TEROrq6pQ2Q8UM1NbWkpiYqLQZFkGSJL744guWLVs2LYa7++OdXV1dB/IJTxXu3r3Ljh07uHHjBu+++67NTfZ7/PgxJ0+eZNeuXeTk5LBmzRpcXV2VNkvFCqgieAiEEGRnZ/Pmm29SV1fHp59+yvfff6+0Wc+QmZnJqlWr+PLLLyktLVXanHGh0WhYu3btQD7H6SIY16xZw9GjR6dFSMdQzJo1i+7u7ilbtU/lSR4+fEh3dzezZs1S2hSLcOfOHY4ePcrq1auVNsUsSJLE119/zf3791m7di0azdS6hZeWlvLll1+yatUqMjMzlTbnGb7//ns+/fRT6urqePPNN8nOzlZDJKY5U+sXZAWCgoLYvHnzQOhDS0uL0iY9g5OTE+vXr8fb25stW7bYXGzyaOh0OtavX09XVxcnTpxQ2hyzkZOTw5UrV2wqTZ65SU5OpqqqSmkzVMxIVVUVycnJSpthMdra2rh69So5OTlKm2I2jh8/zsWLF1m/fj06nU5pc8bFtWvX2LJlC97e3qxfv96mJs3109LSMhAisXnzZoKCgpQ2yXJIqOEQKuDo6Eh+fj7z5s1jz549nDhxwuZCH0COT3777beprKzk4MGDUy6EwN7eng0bNtDQ0EBxcbHS5piNWbNmERsbS0FBgdKmWAytVktoaCjt7e1Km6JiRtrb2wkNDZ1yXsXxUFBQQGxs7LTyeBcXF9PY2MiGDRumRHW5wfT29nLw4EEqKyt5++23bTIO9/Hjx5w4cYI9e/Ywb9488vPzcXR0VNosFTMzfa9648BgMLBp0ybOnTvHJ598Qnd3t9ImPYMQgry8PObPn8/27dun3OQ3kD3Yb731FqWlpdNqYpW9vT35+fns3bt3SlTjmyjR0dG0trZOm9AVFRlJkmhrayMmJkZpUyxGX18fe/fuJT8/f8oJxpGoqqqitLSUt956yyY9qqPR3NzM9u3bmT9/Pnl5eTYZetDd3c0nn3zC+fPn2bRp0zScSCpBn5UWG+S5FsGenp5s3LhxIKdufX290iYNiaurK2+99RYajYatW7dy+/ZtpU0aNy4uLrz55psUFhbS2NiotDlmZfny5Zw5c4abN28qbYpFMRgM1NTUKG2GigWorq6ehjf3J7l58yZnz/5v9u48OuozvRP99ynt+y6hDZDQziIQuw0ICWMBxsbsqPGStE/cyWRyc6cz907feydzkpukzySZTJa56XTc0+3YpgcvgAGzGmQQwoDYLAnQvqINLaUNraik9/6hEq3GWqqkqnp/y/M553eQSr+q+srW8uit5/e8t7B9+3bZUWyqpKQE165dw+HDh1U57u7p06f45JNPYDAY8NZbbyn2grSHDx/iww8/RFRUFN5++20EBgbKjsRsQF3NRDZiMBiwYcMGxMfH48KFC2hsbJQdaUoxMTHIysrCxYsXUVNTIzvOrPj4+CA7Oxtff/01amtrZcexqcWLF8NgMODBgweyo9iVu7s7fH19eTawRrW2tsLX1xfu7u6K2vzH1oqKihAXF4fFixcrdtFjNiorK2EymXD48GEcPXpUdQslQghcvXoVMTExOHz4ML7++mtF/r4bGhrCuXPnEBkZiT179qC8vBzXr19X9yuA4z3BOqW7leDo6Gi89957MJlM+PDDDxVbABMRNm/ejA0bNuCTTz5R5A8ES/j5+SE7Oxvnzp3TXAHs6+uLDRs24OzZs7Kj2J3Wigb2fY8ePcLixYtlx7C7s2fPYsOGDfD19ZUdxaZqa2tx7tw5ZGdnw8/PT3acWampqcGRI0ewYcMGpKenK7I9AgAaGxvxq1/9CiaTCe+99x6io6NlR1KLYCK6O+F4X3Yg3RTBbm5u2LFjB9LT0/HFF1/gxo0biv3rzdPTE4cPHwYAHDlyRFWzfyfy9/fHoUOHcObMGVVt32ypXbt24fz587oYF8azgbXv4cOHmp0ZPNHQ0BDOnz+PXbt2yY5icw0NDThz5gwOHToEf39/2XFmpa+vD0eOHAER4fDhw4qd8Tw6OoobN27giy++QHp6Onbs2KHefnPHTYdoF0KsmnB8IPtT10URnJCQgN/93d9FQ0MDjhw5osiZv+Oio6Px9ttv4+bNm7h69apqL0IKDAzEwYMHcerUKTQ1NcmOY3Pr1q1Dc3MzHj9+LDuK3fn6+mJ0dFR1L7Ey6zx9+hSjo6OaWyGdzOPHj9Hc3Ix169bJjmJzTU1NOHXqFA4ePIiAgADZcWZlvD3i5s2bePvttxW90trV1YUjR46goaEBP/zhDzV9gakWab0IdgaApUuX4uOPP1b8RT3r1q3Dli1bcPToUVXPmg0MDMT+/ftx8uRJPHnyRHYcmwsJCcGSJUs0uy3yi5YuXcqrwDqhl9VgYGzW7pIlSxS3e5ktPHnyBCdPnsSBAwdUfQFXVVUVjh49ii1btij+D5aioiJ8/PHHWLp0Kfbu3Ss7jhUEIBx0KJDWi+AoADh+/Dj6+/tlZ5mSq6sr9u3bh4CAAHz88cfo6emRHWnWxgvgL7/8Ei0tLbLj2JzBYMAbb7yB06dPq25G82wlJydrbqIHm1xJSQlSUlJkx3CIkZERnD59Gm+88YYmZyS3tLTgyy+/xP79+1VdCPf09ODjjz9GQEAA9u3bp+iWg/7+fhw/fnzihdL/AECZjc0MgPaL4HrZAWYSFBSEd999F6WlpTh//rxi+5QtMbEA1uoUgU2bNqG0tFSzn9+LgoOD0dvbq+mJAew3BgcH0dvbi6CgINlRHKK1tRWlpaXYuHGj7Ch20draqolCeHR0FOfPn0dZWRneffddxX99Tpjjvx1AMwDlLmPzjnGapuiluqSkJOzduxenTp1S/cvNAQEBmi+Aw8PDsXDhQty4cUN2FIfhC+L0R08tEQBw48YNxMTEIDw8XHYUu5hYCKu1R3jcgwcPcOrUKezduxdJSUmy41giEcBfA3hTdhA2Oa0XwYpERMjMzMSKFSvw0Ucfqb5o9Pf3x4EDB3Dy5EnVfy5TcXJywmuvvYavvvpKtRcrzkZCQgLKyspkx2AOVFZWhsTERNkxHEYIga+++gqvvfYanJycZMexi9bW1uc9wmqdGjGutbUVH330EVasWIHMzEzFjlGb4O8B/ER2iGnxjnHMUdzd3ZGdnY2RkREcPXpU9eO1fH19cfDgQZw+fVqTPcDj0tPT8fDhQxiNRtlRHCYsLAwdHR0YHh6WHYU50PDwMDo7OxEaGio7isMYjUY8evQI6enpsqPYTUtLC06fPo0DBw6ofgLI0NAQjh49itHRUWRnZ8Pd3V12JKZSXAQ7UEhICN555x3cu3cPubm5suPMmbe39/M5wM3NzbLj2E14eDjmz5+P/Px82VEcijfI0C+9bJwx0a1btzB//nzNtkUAQHNzM86ePYtDhw4pdntia1y9ehX37t3DO++8o8kpH44huCeY2V9SUhJ2796NEydOaOLlZU9PT2RnZyt+2+m5MhgMumyDAID4+HhUVFTIjsEkKC8vR3x8vOwYDjWxLUKL0yLGNTY24sKFC8jOzlbsRhTWKCsrw4kTJ7B792619AkzBdHud7qCpKenIy0tDR999BHa29tlx5mz8ZaOnJwczW8WsXHjRhQXF+uqDQIYa4UwGo0wmUyyozAJTCYTOjo6EBYWJjuKQxmNRhQXF2t2WsS4x48fIycnB9nZ2XBzc5MdZ87a29vx0UcfIS0tTdMtLcz2uAi2IxcXF+zfvx8uLi6a6P8Fxj6nQ4cOIS8vD9XV1bLj2FVISAgWLVqEmzdvyo7icCkpKdwKoXOPHj3SzczgiW7evIlFixZp/uX16upq5OXlITs7Gy4uLrLjzNl4n7Crq+vz37vMAjwijdmDn58f3nnnHZSVleHy5cuaeCndyckJBw8exN27dyfOQdQkIsLOnTtx9uxZTfy/s1Z8fDwqKytlx2ASVVZW6q4lAhhrizh79ix27typhskDc1JeXo67d+/i4MGDmpiMIYTApUuXUFZWhnfeeUf1FwAy++Mi2A6ioqJw6NAhXLhwQfFbNVuKiLBv3z4UFxfrYm7smjVrUFdXp+mJF1MJCQlBZ2cnT4XQueHhYXR1dWl+RXQyLS0tqKurw5o1a2RHsbuHDx+iuLgY+/bt00zRX1RU9LzvOSoqSnYc5eMRacxWli1bhqysLBw9elRTF4zt2rUL9fX1uH//vuwodufn54fU1FRNTPCYjZSUFN4mmQEAiouLkZycLDuGFNeuXUNqair8/PxkR7G7+/fvo76+Hrt27ZIdxWYaGxtx9OhRZGVlYdmyZbLjMIXiItiGMjMzkZSUhI8//hg9PT2y49hMVlYWnj59qpud0nbs2IGLFy9iZETRGw7aTXx8vObbXZhlKioqkJCQIDuGFCaTCRcvXsSOHTtkR3GIGzduoLe3F1lZWbKj2ExPTw8+/vhjJCUlITMzU3YchRKAGHXMoUBcBNuAs7Mz9u/fD4PBgM8//1xTLyNv3LgRrq6uyMnJkR3FIVJSUtDX14e6ujrZUaQICAhAf38/nj17JjsKU4ChoSH09/erfrvd2aqrq0NfX59uLhC8fPkyXF1dNTUdY3h4GJ9//jkMBgP27dsHZ2dn2ZH0LJiI7k443pcdiIvgOfLy8sLbb7+NiooKXL58WXYcm0pLS0N4eDjOnDkjO4pDuLm5YdOmTbh06ZLsKNIkJydzKwT7LSUlJbqev3rp0iVs2rRJE6PELHHmzBmEh4cjLS1NdhSbunz5MiorK/H222/Dy8tLdhzlEHBkT3C7EGLVhOMDyZ89F8FzERISgrfeegtXrlxBQUGB7Dg2lZSUhCVLluD48eO6mY6wZcsW3LhxAwMDA7KjSJOQkKCJzVyY7ZSVlSExMVF2DGkGBgZw48YNbNmyRXYUhxBC4Pjx41iyZInm/r8XFBTgypUreOutt3R5wSf7Pi6CZykmJgZ79uzBsWPHUFtbKzuOTc2fPx8vv/wyPvvsM930xUZERCAoKEgz0zxmw8vLC0II9Pf3y47CFKS/vx9CCF2vnhUVFSEoKAgRERGyozjEyMgIPvvsM2zcuBHz58+XHcemamtrcezYMezevRsxMTGy4ygDzwlm1li+fDk2b96MTz75RHM7iYWEhGD79u347LPPNLG5hyWICNu3b8e5c+dkR5EqMTGRV4HZpMrLyzW3Kmitc+fOYdu2bZoZIzaToaEhfPrpp9i+fbvmVk2NRiOOHDmCzZs3Y/ny5bLjMIm4CLbS5s2bkZCQgE8++URzK2Y+Pj7PV7d7e3tlx3GYVatWobq6WnN/0FiLi2A2ldLSUt0XwUajEbW1tVi1apXsKA7T29uLY8eOYc+ePfDx8ZEdx6b6+/vxySefICEhweFbLRORPxEdI6JSIiohovVEFEhEl4iowvxvgPlcAxF9TEQ3iGixzcM4tidYcbgItpDBYMCuXbvg7u6OL774AiaTSXYkm3Jzc8PBgwdx9uxZXRWDXl5eSEtLQ15enuwoUrm4uMDb2xudnZ2yozAF6uzshLe3t+63or127RrS0tJ01RpiNBpx7tw5HDx4UHMXB5pMJnzxxRfw8PDArl27YDA4rCT6RwAXhBBJAFIBlAD4CYAcIUQ8gBzz+wDwKoB8ALsB/ImjAuoFF8EWcHV1RXZ2NlpaWnDhwgXNXShmMBhw4MABXL9+HQ0NDbLjONTWrVtx5coVzf1RY61FixahqqpKdgymYFVVVVi0aJHsGFKZTCZcvXoVW7dulR3Foerr63H9+nUcOHDAkYWiQwghcOHCBbS0tCA7Oxuurq52fT4i8gWwCcAvzc//TAjRBWAXgI/Mp30E4E3z204ARs2HHXpxhK57grU+MM8fGBv1Nd7HNdO/L97m6emJV155BQ8fPoSTkxNefvllq+7/4m3WnPti79lMj2vt44y/vW7dOnR0dCAxMfG3XvK09nmm+vhcz7f0PtbeFhQUhISEBPj4+GDt2rVT9vpN1wNo7X1m81jWnGNpv+KL56WmpqKurg5xcXEW3X8mQohps4z/IWlJXmvOteRxLDWbWam2ymjp41jy39lWPaz+/v5YsGABCgsLv/cclpjpPEseZ7pzpvqYtbdbcp/169dj4cKFMBqNk54729tscY4tz3/xY2FhYfjLv/xL3Lp1y6LHsPZ5rHmcqR7b0nOnes4///M/x+XLl59fEGrp/V/8d5rdVWMBtAH4kIhSAdwD8McAwoQQzebHaCaiUPP5FwEcAfAOAOlzdbVG60UwgLFfKBO/QC39Ivb398fGjRtx5cqV51sgW/tNactvbnuc89JLL6GwsBBXr16d9ry5fMyS82fzGLO9DzD2NfHuu+/iL/7iL36rBcDS+093+2zvM9vHnO1544gIP/rRj/Dzn//cqvvpwS9+8QvZERTl93//9/GLX/xiVl9jcz1nth+31R+xE2+7fPkydu3aNeUISXv9oT/TOXNdkJjpY7du3UJGRgacnZ2f7yBqi4WY2Zxj6WKRNY9TUFCAtrY2bNq0CZcvX0ZXV9e0j2nBwlTfhLfHe2icAaQB+CMhRD4R/SN+0/rwPUIIE4BDU33cJhTar+sIWi+CuwDg3r17Vt8xMjISL730En72s5+htbXV5sGUIDU1Fc7Ozvj888811+Ixk9WrV6O0tBTNzc2yo0gXFRX1/I88xqbT1NSEyMhIq9um5rrKqzTNzc0oKytDSkoK7t69KzuOQ3322WfYv38/wsLCvveqgBY8evQIBQUF2L17N7766is0NTXN5eEmax5vANAghMg3v38MY0VwCxGFm1eBwwFos/BQGG0199jIokWLsGPHDhw9elSzBfDChQuRlpaGEydOqOqXjy14eHggLS0N169flx1FERISElBeXi47BlOBsrIyJCQkyI6hCNevX8fKlSvh4eEhO4pDCSFw4sQJpKWlYeHChbLj2EVrayuOHj2K1157zeZ98EKIJwDqiWi893ALgGIApwG8a77tXQCnbPrEbFJcBL9g6dKl2LhxI44cOYKenh7ZcewiKCgIWVlZ+Pzzz3V5QVhmZiby8vIwPDwsO4oixMbGorq6WnYMpgLV1dWIjY2VHUMRhoeHcf36dWRmZsqO4nAmkwmff/45srKyEBQUJDuOXfT09ODIkSPYtGkTli5dauuH/yMAvyaiIgDLAfwUwH8FsJWIKgBsNb9vfwKAGHXMoUBcBE+wdu1aLF26FL/+9a81u3Wuh4cH9u7dixMnTqCvr2/mO2hMWFgYgoKCUFxcLDuKIvj5+aG/v5//IGAWGR4exsDAAPz8/GRHUYRHjx4hKCgIYWFhsqM4XF9fH06cOIG9e/dqdjV8YGAAR44cwdKlS7F27VqbPa4QokAIsUoIsUwI8aYQolMIYRRCbBFCxJv/7bDZE7IpcRFslpmZicjISHz66aeaLQicnJxw4MAB5OTkoK2tTXYcKbKysnDx4kXZMRQjPj6eWyGYVSoqKhAfHy87hmJcvHgRWVlZsmNI0dbWhpycHBw4cABOTk6y49jF8PAwPv30U0RGRiIjI0N2HDuY4wYYvFmGuhERXnvtNbi5ueHEiRMYVegsO1vYuXMniouLdTsPNiUlBUajES0tLbKjKEZCQgIqKipkx2AqUl5ezn3BE7S0tKCjowPJycmyo0hRVVWF4uJi7Ny5U3YUuxkdHcWJEyfg7u6O1157TTdbZ+uBrotgg8GAPXv2oK+vD+fPn5cdx65efvllDA8P486dO7KjSOHk5PR83B0b4+zsDG9v7+djgBizRFdXF7y9veHsrPXhQpb75ptvsGnTJs2uhs7kzp07GB4efj5HX6vOnz+Pvr4+7NmzR1ubhvBKsP44Ozvj4MGDaGhoeD4jV6sSEhIQExOj+UJ/OuvXr0dRURH6+/tlR1GMhQsXora2VnYMpkK1tbWanQwwG/39/Xjw4AHWrVsnO4o0Fy5cQExMjOZfJbh69SoaGhpw8OBB/kNQA3RZBLu6uuIHP/gBSkpKkJ+fP/MdVCw0NBSbN2/GsWPHdDcKbZyXlxcWL16M27dvy46iKPHx8dwKwWaloqLCZrsLakV+fj4WL14ML6/JRsNq3+joKI4dO4bNmzcjJCREdhy7ys/PR0lJCX7wgx/YfZtluxPQ9bbJuiuCPTw8cPjwYdy5cwcFBQWy49iVh4cHdu/ejePHj2NwcFB2HGkyMjJw7do1jIyMyI6iKPPnz0ddXZ3sGEyFHj9+jAULFsiOoSgjIyPIy8vT6MVTlhkcHMTx48exZ88ezU6MGFdQUIA7d+7g8OHDmv9ctUxXRbCXlxcOHz6MvLw8lJSUyI5jVwaDAfv27cPly5dhNBplx5EmJCQEQUFBmv//ba3AwEB0d3dr+kJQZj8jIyPo7u5GQECA7CiKUlJSgqCgIM2vhE7HaDQiJycH+/bt01bf7CRKSkqQl5eHw4cPq/sVAO4J1j5fX18cPnwYly5dQmVlpew4dpeVlYWqqirdToIYt3XrVly6dEl2DMWJi4vTxfcBs5/KykoelTaJS5cuYevWrbJjSFVZWYmqqipdjI6rrKzEpUuXcPjwYfj6+sqOw6ykiyLY398f2dnZOHv2rC5e/l2xYgXc3d1x48YN2VGkio2NxeDg4Fz3ftekuLg47gdmc1JZWcl9wZNoamrC4OCg7nfWu3HjBjw8PLBixQrZUeyurq4O586dQ3Z2Nvz9/WXHsY7gOcGad/DgQZw6dQqNjY2yo9hdZGQkVqxYga+++kp2FKmICJmZmcjJyZEdRXGcnJzg7e2N7u5u2VGYio2PStPrWLDp5OTk6Lo3eNzp06exYsUKREZGyo5idw0NDTh16hQOHjyIwMBA2XGUKpiI7k443pcdSOtFsBsAfPnll3jy5InsLHbn7e2NnTt34vjx4zCZTLLjSLV06VLU1dVxoTeJ+fPn4/Hjx7JjMA14/Pgx5s+fLzuG4nR3d+Px48dYtmyZ7ChSmUwmHD9+HK+//jq8vb1lx7G7J0+e4Msvv8T+/ftlR7GO46ZDtJu3ix4/PpD9qWu9CA4HgNbWVtk57M5gMGDv3r24ePGi7gs/JycnrF+/Hnl5ebKjKBL3AzNbqaqqwqJFi2THUKS8vDysX79e9yvl3d3duHDhAvbu3av5C+WAsXrj+PHj4+++KTMLm5nWvyJ10wy6bds2lJWV8eYHANasWYMHDx7oeizcdBYuXKiL3nhmf7xpxtQGBwfx4MEDrFmzRnYU6Wpra1FWVqaLC+UAoL29ffzNowB+IDGKZYRwzKFAWi+Cn8kO4Aipqalwd3fHrVu3ZEeRzt3dHampqbwxxhS8vb0xNDSE4eFh2VGYBgwPD+PZs2fqHg9lR7dv38ayZcvg7u4uO4p0t27dgqenp95aRLYB+J8AFssOwian9SJY8+bNm4fVq1fr/kK4cRs2bMCtW7d03xM9ldjYWN2PzWO2VV1dzS0RUzCZTMjPz8fLL78sO4oinD59GmvWrEFYWJjsKI6SC2ARgEeyg0xJgKdDMHVyd3fHG2+8gRMnTvDKHgAfHx/ExMSgsLBQdhTFWrRoEaqrq2XHYBpSVVWl+3Fg0yksLERsbKwuLgybyfDwME6cOIFdu3bpaXW8WXYANjUuglVs9+7dyM3NRUdHh+woipCeno5r165BKLT3SAnCwsLQ3Mw/k5ntNDc3Y968ebJjKJYQAnl5eUhPT5cdRRE6OjqQm5uL3bt3y47CGBfBarVx40a0tbWhrKxMdhRFCAwMREhICP/3mEZoaCja2tpkx2Aa1N7eruutgmdSWlqK0NBQ3mbarKysDG1tbdi4caPsKAy8WQZTmZiYGMTExPBGEBNs3rwZV65ckR1D0WJjY7kVgtlFdXU1t0TM4OrVq7yBxgQ5OTmIiYnh6SJMKi6CVcbb2xuvvvoqjh8/zi/7m4WGhsLT05PHw82Ai2BmL3xx3Mxqamrg6emJ0NBQ2VEUQQiB48ePY9u2bdwvLZvjNstQHC6CVYSIsHfvXly4cAF9fX2y4yhGZmYmrwLPwGAwwMfHR/cbqTD76Orqgo+Pjy42Q5iLK1euIDMzU3YMxejr68P58+exZ88eEJHsOEyH+CeWimRmZqKqqoo3OphgfE/6xsZGyUmULTIykv8bMbtqbGx8/v3IJjf+PRgRESE5iXLU1dWhurqa/ziQhUekMTWIi4tDWFgYrl+/LjuKomRkZPAqsAViYmK4FYLZa28d2QAAIABJREFUVXV1NWJiYmTHULwrV65wb/ALrl+/jrCwMMTFxcmOwnSGi2AV8PX1xZYtW3Dy5EnZURRl/vz5GBwcREtLi+woihcTE8M908yuamtruQi2QEtLC4aGhjB//nzZURTl5MmT2LJlC3x8fGRH0R9eCWZKRUTYvXs3zp8/j/7+ftlxFGXz5s24evWq7BiK5+LiAhcXF/76YXbV398PFxcXODs7y46ieFevXuW5wS/o7+/n/mDmcFwEK1xGRgaqq6vx+PFj2VEUZeHChejt7UV7e7vsKIoXHR2N+vp62TGYDtTX1/MKpwXa29vR19fH48Fe8PjxY1RXV3O7iCMJnhPMFComJgYRERHIy8uTHUVx0tPTkZubKzuGKsTExKCmpkZ2DKYDNTU13BJhodzcXF4NnsT169cRERHBX0fMIbgIVigvLy+8+uqr+PLLL2VHUZyYmBj09PTAaDTKjqIKCxYs4IkizCHq6uqwYMEC2TFUwWg0oqenh4u9FwghcPLkSbz66qvw8vKSHUcXxKhwyKFEXAQr1JtvvonLly/zPOBJbNq0iVeBLeTq6goAGBoakpyE6cHQ0BCI6PnXHZtebm4uNm3aJDuG4vT29uLy5cvYtWuX7ChM47gIVqD169ejtbUVVVVVsqMoTkxMDLq7u9HR0SE7iiosWLCA+8mZQ9XV1XFfsIU6Ojp4NXgKVVVVaGtrw/r162VH0T4hHHMoEBfBChMeHo7k5GTk5OTIjqJImzZt4h5pKyxcuJBHozGH4lFp1rl27RqvBk8hJycHycnJCA8Plx2FaRQXwQri4uKC119/HSdPnsSoQvfZlmnBggV4+vQp9wJbYf78+bwSzBzq8ePHvBJsBaPRiKdPn3Iv9SRGR0dx8uRJvP7663BxcZEdR5t4xzimFNu3b0d+fj6/1D+FTZs24dq1a7JjqIarqyuEEHj27JnsKExHnj17BiEE9wVbgVeDp9bR0YH8/Hxs27ZNdhSmQVwEK0RycjJcXFxQWFgoO4oiRUdHY2BggOcCW4FXgZksvBpsnfb2dgwMDCAqKkp2FEUqLCyEm5sbkpOTZUdhGsNFsAL4+Phg06ZNOHv2rOwoirVx40ZeBbbSwoULeTQak6Kuro43grBSXl4erwZP48yZM9i0aRNvq2wP3A7BZHrzzTdx4cIFDA4Oyo6iSOHh4RgdHUVra6vsKKrCK8FMFl4Jtl5LSwtGR0f5IrApDA4O4sKFCzw2jdkUF8GSrV+/Hs3NzbxiNw1eBbaei4sLiIjnAzMpxucF88VM1snLy8PGjRtlx1Csuro6PHnyBOvWrZMdRTt422QmS2hoKFJSUvDNN9/IjqJYISEhcHV1RVNTk+woqhIdHY36+nrZMZiONTQ0IDo6WnYMVWlsbISrqytCQkJkR1GsK1euYPHixQgNDZUdhWkAF8GSODk54Y033sDp06d5HNo0NmzYwHOBZ4G3Smay1dbW8tivWbh+/To2bNggO4ZijYyM4PTp03jjjTfg5OQkO4428Eowc7TMzEw8ePAAbW1tsqMolr+/P/z8/LiYmwXuB2aycV/w7NTW1sLPzw/+/v6yoyhWW1sbHjx4gIyMDNlRmMpxESzB/PnzERYWhvz8fNlRFO2ll17CjRs3ZMdQHScnJ7i6umJgYEB2FKZjAwMDcHNz49W6Wbhx4wZeeukl2TEULT8/H+Hh4fyHlg2IUeGQQ4m4CHYwV1dXbN++HadPn5YdRdG8vLwQGRmJ8vJy2VFUJyIignuomSI0NjYiIiJCdgzVKS8vR0REBLy8vGRHUbRTp05h+/btvDGLegQT0d0Jx/uyA3ER7GBZWVm4efMmenp6ZEdRtHXr1uHWrVuyY6gS9wMzpXj8+DH3Bc/S7du3sXbtWtkxFK2npwe3bt3Cq6++KjuKejl22+R2IcSqCccHkj97LoIdKT4+Hp6enigqKpIdRdFcXV0RFxeHR48eyY6iStwPzJSirq6OX66epYcPHyI+Pp5XOWdQWFgILy8vxMXFyY7CVIiLYAdxd3fHli1bcObMGdlRFG/VqlX47rvveGrGLBARfH19+ZUGpgg9PT3w9fWVHUOVRkdH8d1332HlypWyoyjemTNn8Morr8Dd3V12FHXi6RDM3rZv347c3Fz09fXJjqJoTk5OWLZsGb777jvZUVQpJCSEd9ZjitLa2sozXWfpu+++Q2pqKgwG/lU9nb6+PuTm5mL79u2yozCV4e8sB0hKSoLBYEBJSYnsKIq3dOlSlJaWYnh4WHYUVeJWCKY0PCpt9oaHh1FaWoply5bJjqJ4JSUlMBgMSExMlB1FXXjHOGZPHh4e2Lx5M86dOyc7iiqsXr0at2/flh1DtbgIZkrDRfDc3L59G6tXr5YdQxXOnTuHzZs3w8PDQ3YUphJcBNvZjh07cOXKFZ7ZaoH4+Hg0Njaiv79fdhTVCg0N5Q1YmKK0tbVxO8Qc9Pf3o6mpCfHx8bKjKN7AwAByc3OxY8cO2VHURQjHHArERbAdJSUlQQiBsrIy2VFUYf369TwWbQ58fHzw9OlTCIX+sGH6JITA06dP4ePjIzuKat28eRPr16+XHUMVSktLIYRAUlKS7ChMBbgItpPxNojz58/LjqIK4eHhGBwcREdHh+woqsWtEEyp6uvrER0dLTuGanV0dGBwcBDh4eGyo6jC+fPnuS2CWYSLYDvZtm0bcnNzuQ3CQi+99BJu3rwpO4aqRUdHo76+XnYMxr6nvr6e+4Ln6ObNm7yVsoXG2yKysrJkR1E8AUCMOuZQIi6C7SA+Ph7Ozs48DcJCvr6+8PX15QJujiIjI9HY2Cg7BmPf09DQgMjISNkxVK2+vv75z0o2s5KSEri4uPAmGmxaXATbmKurKzIzM3kahBXWrl2L/Px82TFUzcXFBUTEo+WYIg0PD4OI4OzsLDuKquXn5/NWylY4d+4ctmzZwrvuTcex2yYrDhfBNrZ161bcvHmTN8WwkKurK2JjY3nVfI4iIiJ4FZgpWmNjI68Gz1FJSQkWLVrERZ2F+vr6cPPmTWzdulV2FKZQXATb0IIFC+Dn54eioiLZUVRjxYoVKCws5IkGc8T9wEzp6uvrERUVJTuGqgkhUFhYiBUrVsiOohpFRUXw8/PDggULZEdRLl4JZnPl7OyMrKwsnDlzRnYU1SAiLF++nLdItoGoqCgugpmiNTQ08IQIG7h//z6WL18OIpIdRTXOnj2LrKwsbsdh38NFsI2kp6ejoKAAPT09sqOoRkJCAmprazE0NCQ7iur5+/uju7tbdgzGptTV1QV/f3/ZMVRvaGgIdXV1SEhIkB1FNbq7u1FQUIBNmzbJjqJIPB3CTogokYgKJhw9RPS/E9GfEVHjhNt3TLjP/0VElURURkSTzjchohgiyieiCiL6jIikNkiFhYUhOjoad+7ckRlDddauXctbJNtAQEAAz1dmqtDZ2YmAgADZMVSPL5Cz3p07d7BgwQKEhYXJjsIUxK5FsBCiTAixXAixHMBKAP0AvjR/+O/HPyaEOAcARJQC4BCAxQC2AfgZETlN8tB/bb5/PIBOAO/Z8/OYDhHhtddew9mzZ7mv1QphYWEYGhpCZ2en7CiqFx0djYaGBtkxGJsR9wXbRmdnJ4aGhrigs4IQAmfOnMGOHTu4lWQing7hMFsAVAkh6qY5ZxeAT4UQQ0KIGgCVANZMPIHGvnozARwz3/QRgDftkNcia9asQU1NDdra2mRFUKV169bxWDQbiYqK4iKYqQL3BdsOrwZbr62tDXV1dVizZs3MJzNdcGQRfAjA0Qnv/3siKiKiXxHR+OtjkQAmXt3TYL5toiAAXUII0zTnOISvry9SU1Nx7do1GU+vWp6enggJCUFtba3sKJoQHh6OpqYm2TEYm1FzczNv/WsjtbW1CA0Nhaenp+woqnLt2jWkpqbypiMTjTroUCCHFMHmnt03AHxhvulfACwCsBxAM4C/Gz91kru/uIY+4zlE9AkR9RGRXYf17tixA19//TVGRkbs+TSas3LlSty/f192DE1wdnYGEcFkMs18MmOS8aYZtnX//n2sXLlSdgxVMZlMuHTpEnbs2DHzyUzzHLUSvB3AfSFECwAIIVqEECNCiFEAv8BvWh4aAEx8rSwKwItLXO0A/InIeapzhBBvCyG8hBBeNv48nktKSsLg4CCvZlrJYDBg8eLFPEvZRiIiIngVmKlKU1MTIiIiZMfQhKKiIixevBgGAw96skZNTQ0GBweRlJQkO4p8QkCMOuZQIkd952RjQisEEU18PWw3gIfmt08DOEREbkQUAyAewG+NDxBjV59dAbDPfNO7AE7ZKfekXF1dkZ6ejq+//tqRT6sJSUlJqKys5JVLG4mMjOR+YKYqvHOc7ZhMJlRWVnIxNwtff/010tPTefc9nbN7EUxEngC2Ajgx4ea/IaIHRFQEIAPAfwAAIcQjAJ8DKAZwAcAfCiFGzI9zjojGlw/+E4AfE1ElxnqEf2nvz2OijIwM5Ofno7+/35FPqwmrV6/mUXI2xBfFMbVpaGjgCRE2dOfOHaxevVp2DNXp7+/H7du3kZGRITuKfDruCbZ7Y5YQoh9jherE296e5vy/AvBXk9y+Y8Lb1XhhaoSjzJs3D/PmzcPFixdlPL2qjY9F400dbCcoKIhnBDNVMRqNCAoKmvlEZpHu7u7n49JaWlpkx1GV7777Du+++y7mzZuHJ0+eyI7DJOBGIisQEbZv345z587JjqJKa9as4c0xbMjb2xu9vb2yYzBmtd7eXnh52e2SDd25ffs2rwbP0rlz57B9+3aeHaxTXARbIS0tDY8fP+aZwLPg7u6O8PBwVFdXy46iGZGRkWhsbJQdgzGrNTY2ckuEDVVXVyMiIgJubm6yo6hOW1sb6uvrkZaWJjuKPMJBhwJxEWwhT09PrFq1imcCz9Ly5ctRUFAgO4am8EVxTK344jjbKywsxPLly2XHUKXc3FysWrWKZy7rEBfBFtq6dSuuXr2K4eFh2VFUadmyZSgsLJQdQ1MiIyN5PBpTJS6Cba+goACpqamyY6jS8PAwcnNzsXXrVoc8HxHVmocDFBDRXfNtgUR0iYgqzP8GmG83ENHHRHSDiBbbPIwAj0hj04uOjoanpyfKyspkR1Gl2NhYNDU1YWhoSHYUTfH09ERfn133g2HMLvr6+njVzcaGhobQ1NSE2NhY2VFUqbS0FJ6eno7c1jtDCLFcCLHK/P5PAOQIIeIB5JjfB4BXAeRjbJzsnzgqnF7wtj0zICJkZWXh+PHjsqOo1urVq3H16lXZMQBg2osfLL0wYqbzbPU4050fFBSE7u7uGWdczuViD3tcKKKmi09cXV3h4eEhO4bFxkaoK+cxZ7pvT08PwsPDYTQaZ/18lp4/03m2eBx7/Pe31p07d5Cens7XXszShQsXsHfvXvzyl7+U8f9zF4DN5rc/AnAVY+NgnfCbIWP2+QGq0PFljqD1IngBALz//vvPbxBCWPWLOCYmBs7Ozti/f/+cw1j73I54vJkeY+LHrXm+8XPd3d2RlpYGPz+/OeW0JtNcflE54pelLc6Ljo6Gu7v7tBfCzPWHuK1/CSihSLBGWlqa6sb52fqPjLk+3nT3j4+Px6JFi1BfXz+r53T0eXP5+GQ/o2bzc9USL730EubNm4fBwcFZ/cy2JJMjfvdY+zy2+u+YkJCAn/70p6ipqbH4PpM99wcffDDtXQB8TUQCwL8KIT4AECaEaDY/XjMRhZrPvQjgCIB3ALw/6aOxWdN6EfwYmPGLcUpeXl5466238Mtf/pJ3OJulzZs34+rVq7xNso1t27YNJSUlqKurkx1Fszw8PHDkyBHZMTRrwYIFSE5OxoULF2RH0ZRbt24hICAAubm5sqOokrOzM9577z38+te/tkW72cQHmDgT8GUhRJO50L1ERKVTPYAQwgTg0FyDTEfoeCVY6z3Bc1p62rp1K65cucIF8CwZDAYkJSXh0aNHsqNoTkREBJqbm2XHYGzWmpubER4eLjuG5hQXFyM5OVlVrUdKYjKZcOXKFbzyyiu2eDivCcdzQogm87+tAL7E2OZfLUQUDgDmf1ttEYBNT+tF8KxFRUXB09MT5eXlsqOoVkJCAqqrqzEyMiI7iqYYDAY4Ozvj2bNnsqMwNmvPnj2Di4sLDAb+NWRLJpMJ1dXVSExMlB1FtcrLy+Hl5WWXWdZE5EVEPuNvY+zCt4cATgN413zauwBO2fzJJyOg622T+afPJMYvhuOX6eZm5cqVuHv3ruwYmhMSEoLWVl4kYOrX2tqKkJAQ2TE05969e1i5cqXsGKp24cIFZGVl2WNFPQzAdSIqBHAbwFkhxAUA/xXAViKqALDV/D6zM633BM9KWloaamtr0dHRITuKavn7+8NgMPB/Qzvg+cBMK5qamhAREYGWlhbZUTTFaDTCYDDA398fXV1dsuOoUkdHB2pra7FixQrcv3/fZo8rhKgG8L2BzkIII4AtNnsiS/OAe4LZBO7u7li9ejXvDDdHK1eutOkPDvYbERERXAQzTWhqauJNM+zk/v37+t4K2Aby8vKwZs0auLu7y47C7ISL4BdkZGTg22+/5Z3h5sBgMCA+Ph4lJSWyo2jSvHnz8OTJE9kxGJuzJ0+eICwsTHYMTSotLUVCQgL3XM/Bs2fP8O2332Lz5s2yo9gP9wSzcSEhIQgLC8ODBw9kR1G1xMREVFVVYXRUoV/1Kubk5AQi4oklTBNMJhMMBgOcnJxkR9GckZERVFVVISEhQXYUVXvw4AHmzZvHvesaxUXwBFlZWbh48aLsGKqXlpaGe/fuyY6hSaGhodw/yTSlpaUFoaGhM5/IrMYtEbZx8eJFZGVlyY5hN0I45lAiLoLNEhMT0dPTw7NX58jPzw9OTk58QZydcD8w05rm5mZERETIjqFJRqMRzs7ONt2xU4+am5vR09PDY+c0aMoimIg6Zjg6iajYkWHtxcnJCenp6cjJyZEdRfVWrFiB7777TnYMzeJNMpjWNDU18aYZdvTdd99hxYoVsmOo3jfffIP09HRu3dGY6VaC6wCEzHAM2TugI6xduxaPHj2yxRaJukZESEpK4gvi7CgsLIzbIZimtLS0YN68ebJjaFZJSQmSkpJ4B7k56u3txaNHj7B27VrZUWxOjDrmUKLpiuCDQoiRaQ4TgIOOCmovnp6eWLp0KW7duiU7iuotWrQIdXV1fNGWnfBFcUyLTCYTiIinGNiJyWRCXV0dFi1aJDuK6t26dQtLly6Fp6en7CjMRqb8qSOEKAcAIppPRM+H5BGRBxFFTzxHzTIzM3Ht2jXe2tcG0tLSeDawHYWEhPAqMNOk1tZWvjjOjvgCOdsYGRnBtWvXkJGRITuK7fCItBmdwG/HHwVw3D5xHCs0NBSBgYH88r0NeHp6wtvbm4s0O4qIiOD5wEyT+OI4+2ppaYGPjw+vYNpASUkJgoOD+Y82jbCkCHYWQjwbf0cIMQTAzX6RHGfr1q24dOmS7BiakJqaiqKiItkxNC08PJwnQzBNam5u5ovj7KywsBCpqd/brZfNwtdff42tW7fKjmEz3BM8PSMR7Rh/h4h2AlD9/Ku4uDj09fXxlfY2smTJEt5kxM74ojimVbxznP09ePAAS5YskR1DE5qbm9Hf34+4uDjZUdgcWVIE/z6A/5eIaoioGsB/AfAj+8ayLyJCRkYGj0SzkcjISLS3t2NoSBPDQhSJiODs7MzbeTNNGh4ehrOzM08wsKOhoSEYjUZERkbKjqIJOTk5yMjI0MTXLG+WMQ0hRIUQYhWAFQDShBBr1H5BXFpaGiorK/H06VPZUTRhxYoVKCgokB1D00JCQtDe3i47BmN2097ejuDgYNkxNI1nBttOT08PKisr+YJDiYjoTSL6BRGdIqJXzbelENHnRPQvRLRvpseYsQgmohAi+lcAR4QQXeYn+J25x5fD1dUVq1evxrfffis7iiY4OzsjKioKNTU1sqNo2rx587h1h2ka9wXbX01NDaKiouDs7Cw7iiZ8++23WL16NVxdXWVHmT0BYJQcc1iAiH5FRK1E9PCF27cRURkRVRLRTwBACHFSCPF7AH4HvxnZux3A/xBC/AGAd2Z6PkvaIf4NQC6AaPP7FQD+xJJPRolefvll3LlzB8+ePZv5ZDaj5ORknq7hAOHh4VwEM0178uQJF8EOUFpaiuTkZNkxNOHZs2e4c+cOXn75ZdlRtOTfAGybeAMROQH4Z4wVuCkAsokoZcIp/9n8cQD4BMAhIvpbAEEzPZklRXCoEOJ/wTwmTQgxDECVQ3V9fHwQFxfHs2xtaPny5SgsLJQdQ/PmzZvH49GYpjU3N/POcQ5QUFDAUyJs6P79+4iLi4OPj4/sKLMi4NDpEMFEdHfC8f738ghxDd8fvrAGQKUQoto8rexTALtozF8DOC+EuG++f6sQ4g8B/ATAjD2Elrwm0kdEgeb/ViCi1QBU2UybkZGB3NxcCKV2aKuMn58fiAhdXV2yo2ieu7s7BgcHZcdgzG4GBwfh4eEhO4bmdXV1wWAwwNfXFz09PbLjqJ4QArm5ucjIyMDp06dlx1G6dvM1ZtaKBFA/4f0GAGsB/BGAVwD4EVGcEOLnRLQQwP8NwAvA3870wJYUwf8RwFcAYoko1xxmxmZjpQkNDYW/vz/Ky1V9TZ+iLFu2jFeBHcDf35//0GC60NnZyV/vDjA+MzgvL092FE0oLy/HunXrEBISgra2NtlxrEQQQvETLiYLKIQQ/wTgn164sRbA91aYp2LJdIi7ADIApAP4YwApQgjVjQLYsmULLl++LDuGpqSkpKC4uFh2DM3jVgimF0+ePOGWCAcoLi7mvmAbu3z5Ml555RXZMbSqAb+5Lg0AogDYZOcoS6ZD7AHgJoQoxFiz8hEiWm6LJ3eUBQsWYHh4mHfbsqHo6Gg8efKE59Y6QHh4OBfBTBe4CHaM4eFhtLa2IioqSnYUzWhqasLw8DAWLFggO4p1hCp2jLsDIJ6IYojIFcAhADbpPbHkwrg/E0I8JaKXALwO4DMAP7fFkztKZmYmvvnmG9kxNCU1NZVbIRyEV4KZXnAR7DgFBQVYvlxV61mK98033yAzM1N2DFUjoqMAbgJIJKIGInpPCGEC8O8BXARQAuBzIcQjWzyfJUXw+CSInQB+JoQ4DsDNFk/uKC0tLejoUP1Oz4rh5OSEqKgo1NbWyo6iC76+vuju7pYdgzG76+7uhp+fn+wYulBbW4uoqCg4OTnJjqIZHR0daGlp4VaTORBCZAshwoUQLkKIKCHEL823nxNCJAghFgkh/spWz2dJEdxMRP+MsUHE58xL0ZbcTwkIAHJzc2Xn0JTExES+wNBBPDw8eCoE05XBwUG4u7vLjqEL5eXlSExMlB1DU3Jzc7Fx40bZMayignYIu7GkmD2Asc0yXhNCdAIIxtj8NTXwA4C+vj7ZOTSFWyEcJywsjFshmK5wS4TjFBUV8cxgG+vr60NFRYXsGMxClhTByQDOCSFKze8/BaCWGSD+sgNojaenJzw8PGA0GmVH0QXuB2Z609LSwkWwg7S3t8PDwwOenp6yo2jKt99+O/5mmMwclhAAhCCHHLBgswxHs6QI/gBA/4T3+wD8q33i2BxPArexJUuW4MGDB7Jj6AYXwUxveCXYsR4+fIglS5bIjqEpz549G3/z1zJzKFC7EGLVhOMD2YEsKYINQvymm8P8tov9ItkUT1y3sSVLluDRI5tclMksEBISgvb2GXd+ZEwz2traEBwcLDuGbnARbFcvAUiSHWJaAhCj5JBDiSwpgmuI6A+IyImIDET0hwBq7ZzLVhTaiq1OQUFBGBgYQH9//8wnszkzGMa+PUdGRmY4kzHtGBkZARE9//pn9tXf34+BgQEEBQXJjqJF/x3AZtkh2NQs+SnzIwBbALSYj3QAv2fPUEyZli1bhqKiItkxdCM4OJhXgZkutbe382qwAxUVFWHp0qWyY2jRf4YK9lUQwjGHEk1bBBORE4CDQoh9QohgIUSIEOKAEKLFQfmYgiQkJKCsrEx2DN0ICwtDSwt/qzH9aWlpQViY4q8p0oyysjIelcZ0adoiWAgxAmCvg7IwBYuKisKTJ09gMplkR9ENLoKZXnER7FgmkwktLS28jbJOOXA6hOJY0g6RR0T/SETriWjZ+GH3ZExRli1bxlMhHIyLYKZXXAQ7HrdEMD1ytuCcdPO/aRNuEwA22T4OUyKDwYD58+fj/PnzsqPoio+PD3p7e2XHYMzhent74e3tLTuGrtTU1ODVV1+FwWDA6ChfU64nSp3c4AgzFsFCCHXt/8dsLjY2FjU1NRBK7WzXIA8PD97pkOnawMAAPDw8MDAwIDuKLgghUFtbi9jYWFRWVsqOw7QpmIjuTnj/A9mzgi1ZCQYRZQFYDOD5hu5CiJ/aKxRTlqVLlyI/P192DF0JCwtDa2ur7BiMSTPeElFbWys7im4UFRVh7dq1XATriIMnN7QLIVY57NksMGNPMBH9DMC7AH4MwAPAWwDi7JyLKYSzszNCQ0PR1NQkO4qucD8w0zvuC3a8pqYmhIaGwtnZovUxxlTPkgvjNgghfgDAKIT4UwBrAfAlpDqRmJiI8vJy2TF0h4tgpnetra0IDQ2VHUN3ysvLkZCQIDsGcxjHTIZQ83SI8YasQSKaB2AQwEK7JWKKsmTJEp4KIUFISAja2tpkx2BMGi6C5Xj48CFPiWC6YUkRfJ6I/AH8NwAFGNsy+Zg9QzFlcHNzg4+PD+9aJoGzszPPZGa6ZjKZ+GV5Cdra2uDj4wM3NzfZURizO0umQ/yZ+c0viOgMAA8hRIddUzFFSE5ORmlpqewYuhMQEIDOzk7ZMRiTrrOzk78fJCgtLUVSUhIKCwtlR2EOMKrjEWlTrgRPtiGGEGJgYgHMm2Zo2+LFi/Hw4UPZMXSH+4EZG9PS0sItERI8fPgQS5YskR2DMbubrh3iEyLyISLfqQ7oJ+2YAAAgAElEQVQAHzkqKHMsT09PuLq6oqurS3YU3QkNDeXxaIxhrC+YJ0Q4XldXF9zc3ODp6Sk7CrM38ZsxafY+lGi6doggAI8ATLdOzr+pNSo5ORklJSWyY+hSaGgoHj16JDsGY9K1trZi8eLFsmPoUnFxMZKTk3Hv3j3ZURizmymLYCEEj0HTscWLF+PLL7+UHUOXAgMD0dHBbfeMdXR0IDAwUHYMXSouLsabb77JRbDGCcCR48vUuWMc0xdvb28YDAY8ffpUdhTdcXJywujoKG9RzRjGtvIdHR2Fk5MTRkZGZMfRlZ6eHhgMBnh5efEW7sxW1LdjHNOf5ORkFBcXy46hS0FBQTAajbJjMKYYRqMRQUFBsmPoUnFxMVJSUmTHYHbGm2UwNkFKSgoXwZLwRXGM/TbeNEMeLoKZ1s3YDkFEBGAJgAiM7R73SAjBS1Ua5e3tDQDo7e2VnESfQkNDUV9fLzsGY4rR2tqK6Oho2TF0afz3gLe3N/9O0LBRha7SOsJ0c4IXEtHPAFQB+AcAvwvgxwCuEdG3RPS2uUBmGpKSksKTCSTilWDGfhuvBMvFq8FMy6Zrh/gbjG2PHCeE2CKEOCSEeFMIsRjAPgBhAN51REjmOCkpKTwaTSI/Pz90d3fLjsGYYnR3d8PPz092DN0aH5XGNEoQxKhjDiWarh3ih0KISV//EEI0A/hv9onEZPH29sbo6ChfCSyJs7MzTCaT7BiMKY7JZOLvD0nGfx9wSwTToulWgguIaJ/DkjDpeBVYruDgYLS3t8uOwZjitLe3Izg4WHYM3eLVYO0amxOs3x3jpiuCtwJ4h4jOE1GMowIxeXiXOLm4H5ixyXFfsFwlJSVcBDNNmm7HuBoAbxDR6wBuEtEtAKMTPr7HAfmYg3h5eQHgqRAyhYSEoK6uTnYMxhSnra0NCxYskB1Dt3p7e3njDA3j6RBTIKJ4AH8E4BaAf37hYBqSnJyM0tJS2TF0LSQkhFeCGZtEW1sbQkJCZMfQNV4NZlo03Yi0vwTwFYB/Mk+FuCSEyBk/HBeROQK3Qsjn5+eHnp4e2TEYUxyeECEfF8FMi6abDuECYIUQYsBRYZgcHh4ecHZ25gJMIr7ynbHp8YQIuXp6euDi4gIPDw8MDHBZoCUO3NI4mIjuTnj/AyHEB4568slMuRIshPhPLxbARCQ1LLOPpKQklJWVyY6hazwZgrHptbe3IygoSHYMXSstLUViYqLsGEy92oUQqyYc0mvKaXuCJ7HKLimYVNwKIV9ISAja2tpkx2BMsbgvWD5uidAegbEL4xxxKJG1RTBftaMxbm5u8PT0RGdnp+wousZFMGPTa29v5yJYss7OTnh5ecHV1VV2FMZsYqbpEE5E9Lfj7wshttk/EnOk+Ph4VFRUyI6he1wEMzY9XglWhoqKCiQkJMiOwWxFjPUEO+JQommLYCHECICVRKTM9GzOuBVCGfz8/NDV1SU7BmOK1dXVhYCAANkxdI9bIpiWTDcdYtx3AE4R0RcAnk/JFkKcsFsq5hDOzs4IDAzk2bSSGQwGjI6OznwiYzomhMDo6Ch/v0jW2tqKwMBAntShIXr+brKkJzgQgBFAJoDXzcdOe4ZijhEbG4uqqirZMXQvKCgIHR0dsmMwpngdHR0IDAyUHUP3qqqqEBsbKzsGY3M240qwEOJ3HRGEOV5ycjLu3bsnO4bu8Xg0xiwz3hfM3y9ylZaWIi0tDeXl5bKjsDlTbr+uI8xYBBORO4D3ACwG4D5+uxDih3bMxeyMiBAeHo6GhgbZUXSPL4pjzDJtbW0IDg6WHUP3GhoasHPnThARhBCy4zA2a5a0Q3wCYB6ALAC5AKIAPLVnKGZ/8+fPR319vewYDLwSzJileEyactTX12P+/PmyY7A54jnBM4sTQvwpgD4hxEcAXgOw1L6xmL0lJSWhtLRUdgwGIDAwEEajUXYMxhSPe4KVo7S0FElJSbJjMDYnlhTBw+Z/u4hoCQA/AAvtlog5RExMDGpqamTHYODpEIxZamRkBE5OTrJjMAC1tbVYuHCh7BjMBnhO8PQ+IKIAAH8K4DSAYgB/Y9dUzK7CwsLQ1tbGhZcC+Pn5oaenR3YMxlSju7sbfn5+smPo3sjICIxGI8LCwmRHYWzWLJkO8T/Nb+YC4JkoGpCUlISysjLZMRi4H5gxa7W3tyM4OBjd3d2yo+heaWkpEhMT0dLSIjsKm4NRx13bGExEdye8/4EQ4gOHPfskpiyCiejH091RCPHfbR+HOUJcXBxu3bolOwYDF8GMWWu8COYZ5/JVVFTgrbfewrVr12RHYerQLoRYJTvERNO1Q/jMcDAV8vX1xdDQEIaGhmRHYeAimDFrjRfBTL6hoSE8e/YMvr6+sqMwNitTrgQLIf7ckUGYYyQmJnIrhIJwEcyYddrb2xEUFCQ7BjMrKytDQkIC7t69O/PJzO6IKA1ArxCi3Py+F4BXATQLIb73ErAQUOxFa44w44VxRBRFRF8SUSsRtRDRcSKKckQ4ZnsJCQlcBCuIu7s7BgcHZcdgTDUGBwfh4eEhOwYzKysrQ2JiouwY7Df+B4BRACAiAnAdwO8A+Dsi+n8k5lIkS6ZDfIixqRARACIBfGW+jamMq6srPDw8eBqBQri5uXFbCmOzMDQ0BDc3N9kxGMamdXh4eMDV1VV2FDbGTwhRaX57IwAPIcQuAOkAsie7wyjIIYcSWVIEhwghPhRCmMzHvwHgLXtUKC4uDpWVlTOfyBwiKCiIWyEYmwWj0cgtEQpSVVWFRYsWyY7BxpgmvJ0JIAcAhBAmACNSEimYJUVwOxG9RURO5uMtALy9lQolJCSgvLxcdgxmFhwczDvFMTYLfHGcsnBLhKJUEtFfENFeAO8D+AwAiCgQUxTBY33B9j+UyJIi+IcADgB4Yj72mW9jKkJEmDdvHpqammRHYWa8EszY7PDFccrS1NSEefPmYawFlUn2PsZ29n0HwE+EEOPz61wB/EhaKoWyZLOMxwDecEAWZkdRUVFobGyUHYNNEBwcjIKCAtkxGFMdo9GI1NRU2THYBI2NjYiKikJ9fb3sKLomhOggov8DQBIAQURuQoghIcT4QuZvnw/CKE+H+D4i+j0iije/TUT0KyLqJqIi8wgOpiI8FUJ5/P390dXVJTsGY6rT2dmJgIAA2THYBOXl5UhISJAdQ/eIKANAGYB/Mh8VRLRFbirlmq4d4o8B1JrfzgaQirFtk38M4B/tG4vZWmxsLGpqamTHYBMQEYRSG6UYUzAhBL/0rjDV1dWIjY2VHYMBfwcgUwiRLoTYDCADwN9OdweeDjE5kxBi2Pz2TgAfCyGMQojLALzsH43Zir+/P/r6+jA8PDzzycwh/Pz80N3dLTsGY6rV09MDPz8/2TGY2fDwMPr6+uDv7y87it45CSGqx98RQlQBcJKYR9GmK4JHiSiciNwBbAFwecLHeFK5ivBUCOUJCgriyRCMzQFfHKc85eXliI+Plx1D7+4Q0YdElGk+PgJwZ7o78HSIyf0XAHcx1hJxWgjxCACIKB1A9TT3YwoTHx+PiooK2THYBFwEMzY3PCtYeSoqKrgvWL4/AHAPwL8zH/fMt7FJTDkdQghxhogWAPARQnRO+NBdAAftnozZhIuLCzw9Pfmld4UJDg7Go0ePZMdgTLWMRiNSUlJkx2ATdHd3w9PTEy4uLtx+J4m5jfX/Mx8znw/oejrElEUwEW0QQlwHMLEAhhCiz/xxXwDzhRAP7RuRzUVsbCyqq3nhXml4JZixuTEajbxhhgKNXyDH04jkIKJvgKmvQhNCZDgwjuJNNyd4LxH9DYALGFtObwPgDiAOY1cbLgDwJ3ZPyOYkPj4ehYWFsmOwF3h5eaGvr092DMZUq6+vD15efI220lRUVGDZsmVcBM+AiJww9sp6oxBiJxHFAPgUQCCA+wDeFkI8IyJvAP8LgDeAt4QQM+149R+tzSIUOrnBEabsCRZC/AcArwFoBrAfwF9gbDxaPIB/FUJsEkJM22zN5IuKikJDQ4PsGGwCJycnmEymmU9kjE1rZGQETk584buS1NfXIyoqSnYMNfhjACUT3v9rAH8vhIjH2Cvw75lvfwvAv5rP/99melAhxH0AJgAdQoj7Lx42/QysF0xEdycc70vOM/2OceZe4F+YD6YyYWFhaGtr41m0ChMQEIDOzs6ZT2SMTaujowMBAQG8/biCCCHQ1taG0NBQtLa2yo6jSEQUhbFFxr8C8GMaG3qdCeAH5lM+AvBnAP4FY+PNRs3HjEu2RPQhgOUAvIno7zC2uvxTIcS/s/GnMRvtQohVskNMNOO2ySoXAgBbt26d9IOTDVufagD7dIPZrb2PNc87l/ukpKRgYGAAu3btsirfbPNY83FrzrPlY1lz3mzPn+l+ERER8PPzg5ubm12e116P46jHVYp169ZhYGBAdgy7stcfyLZ63JkeJyUlBTExMWhqmvwV4tnmsPZ+lp5vy/Ns9Vhz+fhUH4uKisIPf/hDFBcXW/3Ys8kz1X2svd3a+0x32+XLl7/3sQn+AcD/CcDH/H4QgC4hxPhLhA0AIs1v/xrAUYy1o7493YOarQGwxPzYV4QQPyeiqQtPAYzqeJ1M60VwPwBUVlbO+Qvb2ttt+Y082/ssXLgQp0+fRn9/v1WPOZc81nzcFhmsPU8J569btw5Pnz6ddjqEo4oIpT2uI830Ofj6+uLYsWPTnqOFPwSU/kfSdI9TXV0NHx8f3Lp1y2Y5lHL+XBYpLD1vLh+f7mOFhYV44403kJ+fb9X97bEYZIvFLksfY5LbJl744WU+ZyeAViHEPSLaPH7XSZ5WAIAQogvA9kmDTa4aQKgQooWInInIAN7bYUpaL4L7AOhyu2A3Nzf09vaitvb/Z+/ewxu7ynvxf1/JluWbfJ8Zjz33TBISQi4kaUgCLaFAQoFAT1suBVIOD/xKufYKnMsv8Jyep9BDS8kppaTcEqBcyq8tAUIgDdAQCLmRhFwmYSZz8XguvluWZcuWrPf3h7YmWluyJduS1tbe308ePTNra2nrncjaXlp617uO2g6FXFpbW/Hkk09ifn7edii0hnQ6jVQqZTsMWsPx48dxySWX8L3kQclkErOzs1haWrIdik2lVm5eBeDVIvIK5GZ3Y8jNDHeLSJMzGzwMoNwCuNUsAXhURL4HYBuAuwCs+mk+6CXS1tosAwAgIm0i8j9F5J+c9n7nkwx52L59+1gazaN6e3tZHo2oCrhhhnc988wz2Ldvn+0wPEdVP6Sqw6q6G8DrAfxQVX8fwI8A/I7T7QYA39rgU9yGXKrFjwC8B8B7VPUjm4vav8oOggF8AblPFi9w2qMA/rJmEVFVnHXWWdwlzqOi0WjQZ0eIqmJpaQnRaNR2GFTCwYMHcdZZZ9kOo5F8ALlFcoeQyxH+3EZOoqq3Fty+UX4vB4HW6eZFlaRD7FPV14nIGwBAVRfFD4lwPrd9+3Z8+9vfrsKZWH6ompqbm7G8nAH/vzaCEPg6eV86vYLm5ih3KKu6lU09+uTJk3jVq15VpVj8SVV/DODHzt8PI7eobVNE5DBK5Bir6p7NntuPKhkEL4tIK5wkbRHZh9zMMHnU1q1bMT4+7ovFS37T29uL6elp22EQ+Ua+TBrLcXlLvlTa1q1bMTY2ZjucICmsBNEO4HUoszAuyNUhKkmHuBG5XeN2iMhXkEuy/ouaRkWbctZZZ+HQoUO2w6AScoNg1ggmqpbp6RnmBXvUoUOHmBJRZ6o6XXA7rqofB1C6TiyVHwSr6p0AfhvAHyBXq+5SZwqfPOqss87CM888YzsMKoEzwUTVNTU1hd7eXtthUAmHDh3i4jhv+HunVFpJzAkuQUQucR065fy5U0R2emD7PSohEomgqakJyWSyfGequ76+XlbtIKqi6elp7Nu313YYVEIymUQkEkEkEsHy8rLtcAJLVb9hOwavWisn+G+cP6PI5Zg8ilyy9fMA3Afg6tqGRhuxZ8+eQNZFbhScCSaqrunpac4Ee9iRI0ewZ88ePP3007ZDoRJydYJtR2HP6tPjqi9W1RcDOAbgElW9VFWfD+BiAEw49SjmA3tbS0sLy6MRVdHS0lLZLcjJHqZEkJdVUh3iXFV9LN9Q1cdF5KJKn0BEugF8Frm9rBXAfwXwNICvA9gN4CiA31PVGaf02icBvAK5LY//oFTahYg8H8AXkVvxeDuA9ylLIQDI7dn+ve99z3YYVEJzczPLOBHVQDqdRlNTEzKZjO1QyOX48eO49tprbYcRGCJy41r3l9o4gzvGre2AiHxWRH5DRH7d2TnuwDqe45MA7lDVcwFc6Dz2gwDuUtX9yFWb+KDT9zoA+53bOwB8epVzftq5P9+X7zDkvmqPx+PIZrO2Q6ESenp6mApBVAMzMzNMifCobDaLeDyOnp4e26EExfsAzANIrHKjApXMBL8VwDuR+x8LAHdj9cGpQURiAF6EXGUJqOoycnWHrwfwG063W5ArFv0BANcDuNWZ1f25iHSLyKCqnio45yCAmKre67RvBfAaAIGf/ty3bx9TITyM5dGIamN6OjcIZq1gb8qXSnvggQdshxIE86r6N+W7PSvIX6NXUiItpaqfUNXXOrdPqGqqwvPvBTAB4Asi8rAzo9wOYGt+YOv8ucXpPwTgeMHjR51jhYac42v1CaR9+/axNJqH9fb2YmaGg2CiauPiOG975plnmBdcP8HNbdiAsoNgETkiIofdtwrP3wTgEgCfVtWLASTxbOpDyacrccz9IaVsHxH5kogkRSQwdcJCoRC6uro4yPIwVoYgqo38rnHkTTMzM+jq6kIoVEkGJm3SuiZ2VXM5wfW4eVEl6RCFW/BFAfwugEo/co8CGFXV+5z2N5EbBI/l0xyc9Ibxgv47Ch4/DOBkiXMOr9VHVd8M4M0AICKBmOkfHh7G6Oho+Y5kTW+v/3OCRSJGe6DzYqMdkmajnckuGO2mUFvROSNiHsvA/CIqq2YOfJOYlQKWs/NGO51dNNrNoVZXO/d8PW3nYKj7xc5jzDjLnSMS6jBjVrMiSMhVt74JUTNmNZ8PKP//KqvmosuJxMNGO5eN5k+5mWAOgr1sdHQUw8PDGBkZsR2K3+0TkVcDiKvqf9oOxusqSYeYKridUNW/A3BNJSdX1dMAjovIOc6hlwB4EsBtAG5wjt0A4FvO328D8BbJuQK5F/GU65ynACRE5AqnmsRbCh4fWEyF8L7W1lYsLi6W70hE67K4uIi2tuIPUOQdTImom28BeBuA/yUiH3bWVv2b7aC8quxMsGvnuBByM8Od63iO9wD4iuSmiA4jt9AuBOAbIvI2ACPIzS4DuXJnr0CuDvGC0zcfxyOqmi/N9k48WyLte+CiOOzZswc/+9nPbIdBqwiFQlhZWbEdBpFvraysIBQKsTqORx05cgRXXnklfvSjH9kOxe+2q+pFItIC4D5V/bCIDK/1gCC/YypJhyhcZZgBcATA71X6BKr6CMyUiryXlOirAN61ynkuKvj7g8jVHSYA0WgUqspNGDysp6cHs7OztsMg8q3Z2Vl0d3f7PuWoUS0tLUFVEY1GkUpVuraeNuBpETlXVZ8SEYhIFHDlW9nTLyIPFrRvVtWbrUWDygbBb1NVYyGciOypUTy0Adwq2ftyNYK9tWixPVr8Nm6PbDHarWEzzzIC8yvnqLYb7bPD5oTDcLuZA+yWce3XGQkXL56IuJK2lstMWzS7+qdcE/CpjPmc0SbzOfPPd1nbfmS7X1jyOcudIxo2+6fLxFzJv3F5xXzOptDaC01Gm82stV+tmGsGUq51w8swc44XV8yf1+RycfmxZMo7152ZmVkuPvW4/BbKBw6sZ6sBWqcBAA+LyM8B7ALwAHL7NaxK67dobVJVS02KWlPJIPibyFV4cB97fvXDoY3Yt28fHn30Udth0BpYHo2otlghwvsOHz6MCy64gIPg2vpwwd9TAA6qKn/5rGLVQbCInAvgfABdIvLbBXfF4J2pdQIwNDSE22+/3XYYtIaenh489dRTtsMg8q2ZmRmcc8455TuSNaOjo7juuutsh+Frqnq3+5iI/JWqfqhkfwQ7J3it6hDnAHglgG4Aryq4XQLg7bUPjSrR3d2Nubk5LgbxuJ6ebs4EE9VQbia423YYtIZsNou5uTl0d/N1qhUR+SsRmRKRhIjMicgcgD932iUHwkG26kywqn4LwLdE5AX5LYrJe/bu3YvDhyvdu4RsicVimJubsx0GkW8lEgnEYjHbYVAZhw8fxt69e/GLX/zCdih+dT1yu/Jm8gdE5Beq6k5rPSMbiN0USlsrHeIvVPWvAbxRRN7gvl9V31vTyKgie/fuxX/+J+thB1F3h1kgJda03Wj3YNBo75RtRntLtHjRWrtrVVmra4FXi6udcX0B0ea6osSazaura20XUivuRWnFV+MW1/dVaVcX9wXcvTCuaFFb0XOa90fDuRP2RhQ727XkY5az7oVwrgV+7phdMbjXtDW72kulFsaVeU73msIB1+t7TsZcCNnkinHJtYBw0dVOlljdN54yN+gY0dNGewZGmXfMZcy9j2bnHy8650bliguR1x0+fBi//uu/zkFw7TxUOAB2PGElkgaw1sK4fOb6g2v0Icv6+/sxMTFhOwxaQ0dHB+bn58t3JKJNSSaTfL953MTEBPr7+22H4VvOjrlljz1LoPDmlsb1sFY6xLedvy6o6r8U3iciv1viIVRn27Ztw9jYmO0wqIyenh7MzLBGMFGtzczMoqenh4NgjxsfH8fWrVv5+6sGnBxgQW7N25nDqtopIveo6tWWQvOkstsmAyiVSM3kag9gfeDGkBsEc1EcUa2xTFpjyOcFU/WpakxVO50/87dO576iAbAil1JWj5sXrZUTfB1yWxgPichNBXfFkNs5jizbu3cvvv3tb5fvSFb19PTg9OnTZft1tu032ue6NjvY29xntLe6EnDbXe9m94YN7U3mVaj0F2CuTSDcOcGunF13ruyCqz27bLbnzBRSLLo2nfDGZhm59uCyYCQpJZ/TC5tltLqeM+ZK8XbH0N3qfm3N9pIr59j9/63UT8xzEDHaycwu1zl2ue43Hz8WfbXRPpyeMtpPpX9otBMLB4tiKDQzM4Nt27at2YfsO3z4MF71qlfh3nu55r7aRKQJwPMAdBYc/ihyk5dHVPWYlcA8aq2c4JPI5QO/GsBDBccTAP64lkFReaFQCB0dHaw40AB6erpZHJ6oDmZmZvCc55xrOwwqY25uDh0dHQiFQizvWX13AAgjN1bLOxfAnwL4ZwBFg2DmBJegqo8CeFRE/llV06v1IzuGh4cxOjpaviNZx3QIovqYnZ1lOkSDOHHiBIaGhnD8+HHbofhNn6peXHjAKZH2KlsBeVkl2ybvFpG/AnAeCnaKU1Um9FjEfODGEYlEkE7zcyRRrS0vLyMSiZTvSNYdOXIEe/fu5SC4+r5Y4tgtaz3Aq/m69VDJIPgLAG4E8AkALwbwVqyWTkh1s3v3bjzwwAO2w6BV9Hfm6pI3NYXR2jSES7vNTRb7tKvoMWd1thrtnR3m26zDldPbGjKTNrOut2UIa1/ZJpfDRcemlsx2UT1b14EFV47nZMr8avP44oLRPhIyczoTK2audFhaimKKSJvRziBltLNqPmeT6xzLWbNSQDq7aLSbQ62udu75Qgud+OrsT5zHmP+OcueIhDrMmNX8HxsSMwm4ybUT/bKazwcAK65zdIbN3Nd92bON9lCrGVN/1HzONldOsTtv2f2Lsa/4pUF/xPwZ7HXlJZf7mVyMmT+Dl2S2Gu2R+dcb7UPN5v93AJiSuNFubRrC1u7LsLKSi20ywXq0XnTkyBFceumlrHNfZar6SRG5CsBuPDvGY3miVVRSHaJVVe9CrsTGMVX9MIBryjyGaqipqQmRSAQLC8W/KMlbYrEOxOOJ8h2JqCri8QS6ujrKdySrFhYWEIlE0NRUyVwcVUpEvgzgYwBeAOD5zu1Sq0F5WCU/fSkRCQE4KCLvBnACwJbahkVr2blzJ0ZGRmyHQRXo7olhdpaDYKJ6mZ1NoLsnhunpePnOZNXIyAh27NjB1L7quhDA87TCLRTVw+XL6qGSmeD3A2gD8F7kPlG8CcBbahkUrW337t28aDSIru5OzgQT1VE8nkBXd2f5jmTd0aNHsWfPnvIdaT0eBzBsO4hGUXYmWFXziafzyOUDQ0Q+DuC+GsZFa9i1axd++tOf2g4j0Ia7X2K0Lxbz26bndOcSKPfv2IupY9No2W5WhyhRDhdtrrqtXc1mwq370/rCivkZNu6qyZvMmPe7674emy8qBItfLpvfMCTErNsahpn0mVKzRN/0opnzu7jUuBVMZhb24cTsj2yHsSr3ZumHXe3WlPl7sLfVrEMdlZjRXoG5eLNTzbrUz4vsLIphV4eZ01uuNnVvxGz3R8yf8S2uvOO+iHnCc7rMPGcAWFHz2JL0oG9HLy4+llu7faDppcb9D+uDRnt09q6ic1J9HD16FFdeeaXtMPxmK4DHReR+4NkFFGtVh2CJtPX7PQB/Vs1AqDKRSAShUAhLS0vlO5N1rV1RLMZTKLGmiIhqYHEuhdauaPmOZN3S0hJCoRCam5tZQad6Pmw7gEZSSTpEKcH92GAZ84EbS7SjBal5fmAhqpdUYgnRDn7sbBQjIyPYtWtX+Y5UEVW9G8CvAPQ4t185x1YV5G2TVx0Ei0jvKrc+cBBsDfOBG4uEQ1CvvvuJfEizCglvdH6H6u3o0aPYvXu37TB8Q0RuAHAvgNc6t/tE5K12o/KutdIhHgKgKD3gXa5NOFTOrl27cPfda36ooyrY22OmT10WvsBon9NtvnV2tplFVrublxGKNGFHUwrau4zWsHn/Urb4l3QyY+Y/Trvq+MbT5mPGzXK5ODxnfp14ODtmtGfFrMk7mvh5UQyZzHTRMWpM7nzsE5vMzz7Q1Ft0bDh9hdHuVrN28d6QWfd3b2ij7fwAACAASURBVMzMKd/iSiLuajbfJ+48+V5XDjEAtITMx+xoDWFnUwqyLYvscgZnd5rPefHCVUb76aZfM9oPrDxmtA/PfLvoOal6jh07hhe+8IW2w/CT/wbgElWdAXITmsgNir9QqrMCCPLG1Wttm8wlmx7T0tICVcXyMj+DNILmzijSiVT5jkRUVelECs2dUSxNzZfvTFblf59FIhH+bquOk8gVMshLOMeoBFapbiDMB24skY4oluc5CCaqt+X5FCIdHAQ3ipGREezcuROHDh2yHYofPALgLhH5F6f9OgBPOmkSUNWiLZRVg5vhysSpBrJr1y4cPXrUdhhUoeZYK9Jzxdu8ElFtpROLaI4Vl1Mjb2JecFWFkRsI73duv0CuVBp3jiuBM8ENZOfOncwHrpL+zkuM9lVNLzPaz++PGO297WYuYk/EnOGNunN+V0Lo6GrB/HQcbeEsZtPmW21iyVVQFcDplPlpfMRVx/fQklkZ9igeMdpj8XuLzklULaXyxY/O3L7mYx5xtbeuvMBo78ZFRvusFjPveKerDvG2aPG8zUCL+T7pbs4gnFxAx5YtSIWzRe/VQdc5zu4w35vnJy822g/hfKP908wPjPZk4hdFMdH6jIyM4EUvepHtMHxBVd+7rv4Idk5wRTPBInJ1fnWhiAyICPOF6ywSyQ3KmDPVOJo7o8gkOBNMVG+ZxCKaO1kruFEU5gXT5ohIn4h8WUTGRWRMRL4iIv224/KqsoNgEbkRwAcAfMg51Azgy7UMiort2LEDx48ftx0GrUNTWwsyC/zQQlRvmYVlNLWxVnAjOX78OHbs2GE7DD/4FHJfwgwDOOG0/3GtB7BO8NpeC+DVAJIAoKonAXBj9jrbvXs384EbjQigHn3nE/mZau79Rw3j2LFjzAuujueo6sdVdRmAqOrPAPDTxSoqyQleVlUVEQUAEWmvcUxUws6dO3HPPffYDqMhbOu62mj/Wujqoj7n97hyfjvMrKjtUTOPsCti1uBdWjE/P04vm7VIx7QVTXPAoWRuNurpuPn8BxLFq9Z/Jb802ifiPzHauWsaUeNy562PwWzfL+b7cmjZrB97tj6v6JzP6eww2ud05fKImxLAkUw7tq6YKUm9rvdyd0fadb/5Xt7easZ0/vwrjfYTrvUEAHBf1rxWn47z2l3OyMgIrrrqqvIdqRwjkV5Eyg6AgzxVU8lM8DdE5DMAukXk7QD+A8A/1TYsKtTc3IxwOIylJW6/2yhaOqNYYo1gImuWEym0cPvkhpFKpRAOh9HUxPX6m3S3iFzo/L0PwPcB/LHFeDyt7E+bqn5cRF4KYA7AOQD+X1W9s+aR0RnDw8PMB24wLTHWCCayaSmRQkss6iTyUSMYHR3F8PAwU/82QVX/qKD5HFX10jugX0QeLGjfrKo3W4sGFQyCReSPAfwLB7727Nq1C8eOHbMdBq1DS2cUS3McBBPZsjSXQqQzCpyyHQlVKp8XzEFwdVQyAFYA2fptljGpqp6qVVzJ9w4xAN8XkWkAXwPwTVUdq21YVGjnzp24//77bYfhWVd1vdto/+aAWWv0nE6zxi8ADLQsGO32JrPPiuuiMOvK+T2xaOYJPj1nZhaFdmUxcnAKY6MJAMD9qX8z7l9Y4ocaIjd33vvo7F1mG2YbAO5bMit2Xpa4HgCwNdSEnfu3IDtpvlfPiZm/9oZazeeMNZs5wudFzPt3tZmPf25XcVmvixLXGO3/cNVD/mn874seQ7lB8GWXXWY7DAqQsjnBqvoRVT0fwLsAbAfwnyLyHzWPjAAA4XAY0WgUCwsL5TuTZ3R0tWI+zhrBRLYk4yl0xFgruJEsLCwgGo0iFOJmtvWkdbp50Xp+0sYBnAYwBWBLbcIht+3bt+PkyZO2w6B1au9swWKCCxmJbFlIpNDGDTMazsmTJ7F9+3bbYVBAVLJZxjtF5McA7gLQD+DtqiXq1FBN7Ny5k/nADUhEkPVqdXCiAMhmFaEwZxQbzcjICHbt2mU7jOCo00YZXv11WMkVYheA96vq+ap6o6o+Weug6Fm7du3CyMiI7TBoHcKRMNLpFdthEAVeJp1BuJkD4UZy7Ngx7Ny503YYFBCrLowTkZiqzgH4a6dtrDZS1ekaxxZ4IoJYLIZ4PF6+c4Bc2/3nRvvl282vPC/uNjei6IuWr9KQTJsL306nzHM+Omsufnlg0jznzzK3n/l7f38PLjj1MH4c//eyz0tEm5NMHTHaP0793Zm/95x8DR7LTGFyaubMsSvjrzD6X9Zvvtcv7DYHzdtbzdz+bW0La7ZzjzHP2R3pMdqdYl7D7pj9P0XnCKp4PI6uri7bYQSGAsiW7eVfa1WH+GcArwTwEHL/nwqXyyuAvTWMiwBs2bIF4+PjtsOgdYp1dSIen7MdBlHgxeNziHV1YnJypnxn8ozx8XH+/qO6WHUQrKqvdP7cs1ofqq2dO3cyFaIBdXV1Ynb2tO0wiAIvHo8jFuu3HQatUz4vmIPg+lCP5uvWQyUL44oKM5Y6RtXHRXGNKRbrYAoLkQfMzs6iq6vTdhi0TiMjI8wLprpYKyc4CqANuW3uevBsOkQMuXrBVGMDAwOYmJiwHUbdRZrNCnyv63270X7xVrP/eV1m6sFAh5mjt5It3g1nbL7daB+ebzPaj8XDRvt78WeM9hOzXyk6Z144sp+DYCIPiMfjCEemMTv/+Jljt+Nxo88x+X2jnczsM9oXdJnXgr2u68vWjuJNuXa0JIx2NGwulO1q6jDaAy3/3Wh/ffqfjPZyOlgzouPj4xgYGLAdRkAIsqjbjnGes1ZO8P8D4P3IDXgfwrOD4DkAn6pxXIHX1dXFgVSD4mtH5A1cZNW45ubmeC2lmlsrJ/iTAD4pIu9R1f9bx5gIuVSI48eP2w6DNqC5uRnpdLp8RyKqqXQ6jUikeFtj8r6RkRHs2LGDg+A6YE7w2rIi0p1viEiPiPxRDWMicFFcowqFQtAgX1GIPCabzUIkuF/3NirmBVM9rJUOkfd2VT2T/qCqMyLydgD/ULuwaPv27bjjjjtsh1EX4XDMaL+5/x1G+1VDGaN9drc5M9DWsmy0MytmDp87/xcAHpwxc/J+ctp8jrvT3zPak4lfFJ2jlM7OTszNsTwakVckEok1660/MWPm949lLjHaL5p7udF+4Tbz2nFpiXMOdpp5wttiZu3ymOua1RsxUzYiIfMa+MXxm4z2yor/rzEnT57Ey172Mtth+F7Q6wRXMhMckoKP0SISBsDvl2qopaUFmUwGKyvcdazR5HLY/P8LiqhRzM4yL7gR5X8HtrS02A6FfKySQfD3AXxDRF4iItcA+CqAYExRWjI8PIzR0VHbYdAGcCEHkbdwcVzjGh0dxfDwsO0wyMcqSYf4AHKVIt6JXIWIHwD4bC2DCjrmAzeurq4uTE9zR3Eir4jH4+jt7bUdBm3A8ePHsXPnTjzzzDPlO9OGZQO8jKXsIFhVsyLyRQA/VNWnax8S7dixA/fdd5/tMGrIzNn9/f73Gu3rtpv5uRcMTBnt9vYloz0/HzXaz8yYsz6PxFuLIvjuKXO29u74J9eIt3JdXV04cuRIVc5FRJsXj8exe/fuivu78///FWZ7cuV9Rns5WzzLfFHG/NW6r8e83vR2mznDz20yU98yag7a01nzGnnr2F+5ntGfqXPHjx/HZZddZjsM8rFKdox7NYBH4KRAiMhFInJbrQMLKhFBNBrFwsJC+c7kOV1dqy/AIaL6y9WbjZXvSJ6TTCbR1tbG6h41pnW6eVElOcE3ArgcwCwAqOojAHbXMKZA27p1K/dLb2AdHR1IJot3kCIiO+bn59HR0VG+I3nS2NgYtm7dWr4j0QZUMgjOqCqntupkx44d3CSjgYkI6wQTeYiqIhSq5FcdedHx48exY8cO22H4liKXE1yPmxdVsjDucRF5I4CwiOwH8F4AP6ttWMG1Y8cO3HPPPbbDqKnf6v5To/2qYTOf7dJtE0Y71p0y2vNzZsmcQ64c4DtPmznA3517qiiGp+LfqCzYdYhEIlhaWirfkYjqanl5GZFIBMvLy+U7l+FePzAe+r2iPr+1eK7Rfqnr/vOazXUPvX3mt0eXhs1romKL0Z5aMq+h353961XjbXTHjx/H1VdfjQceeMB2KORDlXw8fg+A8wEsIVcebQ7A+2sZVJBt2bIFExMT5TuS58RiMW6UQeRB8XgcsRjzghvRxMQEBgYGbIfhX5rbNrkeNy+qpDrEAoD/7tyohjo6OjA/P8+v0xsUN8og8qZ4fA6xWAyTk5O2Q6F1UlUsLCygvb2d6y2o6lYdBIvI36nq+0Xk2yhe2KcApgF8RlV/XssAg4SbZDQ2bpRB5E25ChHcMKNR5fOCn3qqOLWNNi/I2yavNRP8JefPj69yfz+AzwM4r6oRBdiOHTtw+PBh22FU1f6e3y469oohM6f34oExo9233SwPt5I2y+NMz7cZ7XunzBzgW2e+Z7Qn5uqTSxaLxXDy5Mm6PBcRVS4ej2NwcLAm535qpnh9wdSKWdu2o/k6o72tzbyGxfrMdQ/ua+DFK2at9PEls1rCr6T4Ontw5l9XibjxjI6OYvfu3RwEU9WtOghW1YecP/9TRCIAznbuelpV0wAgIptfZUBnDA0N4e6777YdBm1QV1eMF2kiD5qbm8O5555jOwzaoNHRUVx99dW2w/ClfHWIoCqbEywivwHgFgBHkds2eYeI3KCqd6vqt2sbXnCEQiFWF2hwsRg3yiDyorm5OS6Ma2CpVAqRSAShUAjZbJC/vKdqq6RE2t8AeFl+y2QRORu5KhHPr2VgQbNt2zacPn3adhi0Ca2trVhcXLQdBhG5LCwsoM2VgkCNJb9pxqlTp2yH4jsBngiuaBDcnB8AA4Cq/kpEmmsYUyD5dVHcb3c/t+jYi111gAf3mhUVJGL2TxwzDzwd7zTa90zMG+165QATUeOo59a77mvQPfJCo31ezLyGbYknjHb3LvMbQfc18sWZsNEeSRZfZz/mo5xgILc4bnh4mINgqqpK6gQ/KCKfE5HfcG7/BOChWgcWNH4dBAdFNBpFKpUq35GIrEilUmhpaSnfkTxpdHSUO8fVSJB3jKtkEPxOAE8gt1Pc+wA8CeAPaxlUEA0MDHCTjAbGjTKIvC0ej7NMWgPjphlUC2umQ4hIGMDnVPVNAP62PiEFT1tbGxYXF7lJRgPLDYIT5TsSkRVzcwnEYjGMj4/bDoU2QFWxuLiItrY2LCwslH8AUQXWHASr6oqIDIhIRFVZDq1GhoaGfJMKcUH3m432Zb3FPzbDu2aNdmTYTDFPj6eN9uhUt9G+e9z8sf1h/P+sO85q40wwkbfZrBDxw/hNRvvc8Q8Z7T0d5jWue5dZO919jRxeMq+hl80Uz3BfMGNeix+b/VJRn0Zz4sQJDA0N4eDBg7ZD8Q0FoKhfvrzXVLIw7iiAn4rIbQDO7FmoqpwZrhLmAzc+bpRB5G1zc3PYvn277TBoE0ZHRzE8PMxBMFVNJTnBJwF8x+nbWXCjKhkeHsaJEydsh0GbEIt1ciaYyMNyM8H81dXI8jPBVF1BXhhXdiZYVT8CACISyzWViY9V1tbWhmQyWb4jeRbTIYi8jRtmNL75+Xl0dHTYDoN8pOxMsIhcKiKPAfglgMdE5FER4UYZVdLf34+pqanyHcnTuFiDyNu4YYY/TE5Ooq+vz3YYvsKZ4LV9HsAfqepPAEBErgbwBQDPq2VgQeGnRXEAcE1sj9E+r6e47Fuk33XAtQtmasr8bHYgbn7y/27SLFOtyKwvyBqoZyF+Imos7muU+xp2efxio33WlHndbHZdM93X0PN6irdrd1+LH5st6tKQTpw4geHhYU4eUVVUkhOcyA+AAUBV7wHAlIgqGRoa4oKqBheJRLC0tFS+IxFZlU6n0dzMDU8bGfOCq0vrePOiSgbB94vIZ5zd4n5dRP4BwI9F5BIRuaTWAfrd4OAgB8ENrrOTi+KIGgHzghvfqVOnMDg4aDsM8olK0iEucv680XX8SuQG99dUNaIACYfDEBFkMva/zqeNi8ViSCTmbYdBRGXkN8zgV+mNK51OIxQKIRwOY2VlxXY4jc/D+br1UEl1iBfXI5Ag2rZtG06fPm07jE2JtZ1jtC/sNi9K24eLc9XCfRGjnY2bm2OcPmUWfn9oJmy0j87cvu44a4mVIYgaw9zcHDo77ZdJc1/DHuq81Ghf5roGtu80r6Pua2ip6+yF471GOzZpXqvnFp6uLFgPOnXqFLZt28bSorRplVSH6BKRvxWRB53b34gIN2CvgqGhIb6JfYDpEESNIZFIMB3CB06ePMm84CrSOv3nRZXkBH8euYVwv+fc5pCrDkGbxEGwP+TSIbhWlMjrmBPsD1wcR9VSSU7wPlX9LwXtj4jII7UKKEgGBgYwMVFcQowaC3eLI2oMiUQCnZ3cbKHRjY+PY2BgwHYYvqBgTnA5iyJytVMaDSJyFYDF2oblfy0tLVheXoZqY//0xSLDRruvxVzk19JX/O8LdZr5bCtTy0b7VLLdaN8X9/YHhY6ODszPc2EckdflBsH2c4Ld3Ne4613XwL0Zs8iv+xra0mdeQ4Hia7H7Wt3IOcGqiuXlZbS0tLA8JW1KJYPgdwK4xckDFgDTAP6glkEFwfbt21kazSfC4TCy2Wz5jkRkVTabRTgcLt+RPO/UqVPYvn07jhw5YjuUhtfYU3GbU0l1iEcAXCgiMafN732rgINgfwiFQhwAEzWQbDYLEWn4b+GC7uTJkxwE06atOggWkTep6pdF5E9cxwEAqvq3NY7N14aGhnDgwAHbYdAmMRWCqLHMz8+jo6ODi1kb3IkTJ3DuuefaDoMsEpHXAPgtAFsAfEpVfyAiOwH8PYBJAL9S1Y+udY61ZoLzSUneS6Dygd7eXkxPT9sOo+pUxTxQIuNeM+bMqS6bfeYz5teVp+SZ6gRXA7nyaPxlStQoEol5z1V0cV/j5jMXG233NdJ9DS15nXVfi31menoavb295TtSWV5aGCcinwfwSgDjqvrcguPXAvgkgDCAz6rqR1X13wH8u4j0APg4gB8AOBvAd1X1MyJya7nnW3UQrKqfcf78yGb+QVSsra0NyWTSdhhUBZ2dnZ76ZUpEa/PKhhm0eYuLi2hra8PCwoLtUKh6vojcTO6ZAayIhAF8CsBLAYwCeEBEblPVJ50u/8O5HwAeBvDfReR1AL5U7snWSoe4aa0Hqup7y52cStu+fTtOnTplOwyqAm6UQdRYvFohgtYvnxd86NAh26E0NC+lx6vq3SKy23X4cgCHVPUwAIjI1wBcLyIHAHwUwPdU9RdO37cCuNE5zzdRZl+LtdIhHtpA/FQBLorzj1gshqNHj9oOg4gqlEgksHPnTtthUBVwENxw+kXkwYL2zap6cwWPGwJwvKA9CuDXALwHwG8C6BKRs1T1HwHcAeDDIvJGAEfLnXitdIhbCtsi0q6q/A6/CrZv345HH33Udhg1IVL+I6WE1perlsXKRsOpuc5OLrAhaiRe3DBjvde4Sq6hlVyLG93JkydxwQUX2A6joSmAOtY3mlTVSzfwuFI/8KqqNwG4yXXwcQC/U+mJy26bLCIvEJEnARxw2heKyD9U+gRUrKurC/F43HYYVAXMCSZqLMwJ9o/Z2Vn09PTYDoNqbxTAjoL2MICqfJ1edhAM4O8AvBzAFACo6qMAXlSNJw+i9vZ2LorzkdbWViwucgNFokaRX0xF/jA/P4/29vbyHT1CRKIicr+IPCoiT4jIR5zje0TkPhE5KCJfF5GIc7xDRG4TkR+KyPZaxJTV+tw24QEA+53/RxEArwdwWzX+7ZUMgqGqx12HvPv9tMcxH9hf8nWziahx8H3rH/md4xrIEoBrVPVCABcBuFZErgDwMQCfUNX9AGYAvM3p/yYAnwHwPgC+L0ggIl8FcC+Ac0RkVETepqoZAO8G8H3kshK+oapPVOP5Ktk2+biIXAlAnRH4e50gaAMGBwd9VRliG/Ya7a3RlNFu3hEteoxsN7++al4y97h3n8P9HKO4a91x1kJTUxPS6bTtMIhondLpNJqampDJZMp3roP1XkfLXUNLncOr19HNOnnyJAYHB3Hw4EHboVREc1sV5ndYanZuCuAaAG90jt8C4MMAPo1cXdysc6v+pzf1XHWIN6xy/HYAt1f7+SoZBP8hcgWKh5DLy/gBgHdVO5Aa2QYAr3zlK1f95F9uRqCSGYP19Ln66qvx8MMPr7rTTbWer3p9S39ZkO+7r/35xvHenS1mv7NL1G/cEjP7NJslxnqvMb+qfNnZy0b7rGTlJck2O+Oz1uPb29vx3Oeejze+seR7tmYxeeU51sNr8VTiiit+DalUqnxHj/HadsD1iGe9z3Hhhc/DW9/6B2umpm027vU8fm+7uVaodzhitIuuo2WuoUDxdfSlZy2Zz5mcLRNn8XKp9fybqt13tT7t7e24+OKL0dfXt+lzrafPavfnj3/nO99Z9bFO3duHAJyFXH3bZwDMOjOeQG6sNeT8/SsAvgogCuDNZQOndSk7CFbVSQC/X4dYamEWAB588ME1O230h30jffbu3Ys77rhjw+eof99wyX75vhd3DRrHfvv8VrPPFufiXHBa0T6zz7Epox2/L5Z/AgDAT580c25/MVvZh8Fa/xLbsWMHJiYmceedd9YlHlvnXg+vxFENnZ2d+Jd/+abtMKrGKx9EahlHpedeWFjEgQMHMDo6WpXzbfbxl3RvMdqvPa8VKHisDpiD3DWvoc7D4vebA+V7nzCvow/Hf1AmvtJZj96bqAG2bduGn/zkJ1WftKrC/YWfss4kLqvqCoCLRKQbwL8BeE6J06jTdxbAdeVi3qg6V4fwnLU2y/i/MIYupgbZLCMFAKdPn7YdB4DcJ9bx8XFMTk7aDmUdVh8EA8C8mBfWlXnXxWGpxKKxjDkjgWXXOZLmLEgyYc7GeaUaQzgcxsTEBBc6+lQ6nW7ImWAqb3JyEuFw2DPv3WTY/DlbWXB9A+e6Rpa7hgLAyrx5HZ2fM/uUr1DUOEt/xsbGsLi46JnXs8CaK/ZUdVZEfgzgCgDdItLkzAZXrfqBx2y0TnDNrDUTXBjoRwDcWONYfM9v+cAAIGperMPu2pSl6lk2hdfs4z6H+zm8oqOjA/Pz8+U7EpGneG3XuHVfR8tcQ0udw6vX0Wo4deoUBgcHG2LTDBEZAJB2BsCtyG328DEAP0Kuvu3XANwA4Fv1iqmOX+BttE5wzVS0WYaIvN+9eQat3+DgICtD+EhnZycmJiZsh0FE65RIJDAwMGA7DKqSRhoEAxgEcIuTFxxCrtLBd5z9GL4mIn8J4GEAn7MZZFBUsjAOWCMtgio3ODiIxx9/3HYYVCXcLY6oMc3Pz6Ojo3Fqy9LaTp48ifPPP992GBVR1V8CuLjE8cMALq9/RMHOCfbv9yMe1NPTg5mZGdthUJUwHYKoMXktHYI2Z2ZmhjvH0YastTAugWdngNtEJL88VZArdRcr/UgqJRqN+nKRzcGVnxrtx+PXG+39jxQvAmybM1dkLxw2P4c+HjcLnx9c+eFmQqwZ7hZH1JgWFxfR2tpavmOdrPc62jZr7l+1cLT4y9pGuY5WSyqV8u3vWaqdtXKC+TG5igYHBz1TpYKIiMhPTp8+jW3btuHo0aO2Q2koCvVVacv1YjpEnfixMkSQhcNhrKw0TgkhIjKtrKwgHF67BCQ1jvziOKL14CC4TrZt28ZBsI90dnZyURxRA8stjuuwHQZVyenTpzkI3qCs1ufmRRwE10l/f3+DbZJBa8ktivNcYXYiqlAiMc/FcT4yMTGB/v5+22HQ2vpF5MGC2ztsB1RpiTTahObmZqysrPgy72Z23iz59uWjLzPa6ezeosfsOmDudnRsocVof31kYc3n8ALOBBM1Ni/NBK/3OlruGgo0xnW0mlQVKysraGpqQiaTsR1OQ6njyMRzm2VwJrgOtm7dirGxMdthUBWxPBpRY2OZNP8ZGxvD1q1bbYdBDYSD4DrYtm0bK0P4DAfBRI3NSzPBVB35ChFUOQVzgqnGuCjOfzo62pkOQdTAuGuc/3AQTOvFnOA62LJlC8bHx22HURd3xf/WaP/84J6iPltbn2u0xxbNXLVk6kj1A6uyzs5OzgQTNbBEIuHZmeBy19Fy11CgMa6j1cZ0iA3w8CxtPXAmuMZEBE1NTUin07ZDoSpqb29HMsnqEESNKplMor2dM8F+kk6n0dTUBBGxHQo1CA6Ca6yvrw9TU1O2w6AqExFfVvsgCgpVRSjEX4F+MzU1hb6+PtthNBSt039exCtAjW3bto2VIXyIA2Cixsf3sf8wJYLWgznBNRb0vcxL5aUdbvBctba2NiwuLtoOg4g2aXFxEW1tbVhYWCjf2SL3dbTRr6G1dPr0aezatQtPPPGE7VAaQr46RFBxJrjGtm7dyvJoPtPR0cHKEEQ+wDJp/sMKEbQeHATXGKsI+A+3TCbyh/n5JAfBPsMPNuunWp8bPLhtcl0GwSISFpGHReQ7TvuLInJERB5xbhc5x0VEbhKRQyLySxG5ZJXzPV9EHnP63SQeXQrKCgL+xI0yiPyBAyZ/WlhYQFtbm+0wqNikql5acLvZdkD1mgl+H4ADrmN/rqoXObdHnGPXAdjv3N4B4NOrnO/Tzv35vtdWP+TNYyqEP3V0dPDDDZEPcBDsT6dPn+biOKpIzQfBIjIM4LcAfLaC7tcDuFVzfg6gW0QGXecbBBBT1Xs1t7T3VgCvqXbc1bB161ZWhvAhzgQT+QMHwf40NjbGvOB1yELrcvOieswE/x2AvwCQdR3/307KwydEpMU5NgTgeEGfUedYoSHn+Fp9PIHl0fypo6Odg2AiH+DWyf7EMmlUqZoOgkXklQDGVfUh110fAnAugMsA9AL4QP4hJU7j/vhQto+IfElEkiJi9Tvr/v5+TExM2AyBaoAzwUT+MD8/z13jfGhiYgIDAwO2w2gYnMCfmQAAIABJREFUdVwY5zm1rhN8FYBXi8grAEQBxETky6r6Juf+JRH5AoA/c9qjAHYUPH4YwEnXOUed46v2UdU3A3gzAIiIlf/1+Z2Isln3BHijWbEdgOdEoxGkUswJ9r8s+PPvb6lUEq2tLeDr7C/537uhUMgHv4Oplmo6E6yqH1LVYVXdDeD1AH6oqm/K5/k6VR1eA+Bx5yG3AXiLUyXiCgBxVT3lOucpAAkRucJ5/FsAfKuW/46N6O/vx+TkpO0wiIiIAmdychL9/f22w/A8Re7jfj1uXmSrTvBXROQxAI8B6Afwl87x2wEcBnAIwD8B+KP8A0TkkYLHvxO5hXaHADwD4Ht1iHlduCjOnzizQOQv2Wz2zDd35B/MC6ZK1G3bZFX9MYAfO3+/ZpU+CuBdq9x3UcHfHwTw3KoHWUVbt27FkSPc2tJv2traWB6NyEfyNWWZ5+8vY2Nj2LNnDx577DHboXieejVhtw748bdGOBPsT6wRTOQvLJPmT+Pj45wJprLqNhMcNNwu2Z9YGYLIX1ghwp8SiQQ6Oztth+F9CmSDOxHMmeBaiEajWFxctB0G1QC3wibyl2QyyZlgn1pcXEQ0GrUdBj2rX0QeLLi9w3ZAnAmuAaZC+FdHRwdmZ2dth0FEVZJMJhGLxWyHQTUwPj6OLVu2YGRkxHYonpWrDlG3qeBJVb20Xk9WCc4E18CWLVswPj5uOwyqAc4EE/kLc4L9ixUiqBwOgmuAM8H+xZxgIn9JJpPMCfap/EwwrS3IO8ZxEFwDAwMD3C7ZpzgTTOQvHAT7FwfBVA5zgmsgEolgeXnZdhhUA62trVz0SOQjCwsLaG1ttR0G1cDy8jIikYjtMDxNofXMCfYczgRXWVdXF+LxuO0wiIioQiJiOwSqkXg8zoWPtCoOgquMi+L8Lcg76xD5Fd/X/sWUCFoLB8FVxkGwf7W1tTEVgsiHFhcX0dbWZjsMqgEOgsvjwjiqGg6C/YuL4oj8iYvj/GtiYoKDYFoVF8ZVWV9fH6ampmyHQTXAQTCRP+UHwazq4z+Tk5Po7++3HYancWEcVYWIIBQKYWVlxXYoVAMcBBP5E2eC/WtlZQWhUIiLH6kkzgRXUU9PD2ZmZmyHQTXS3t7OjTKIfIiDYH+bmZlBT08PpqenbYfiOQog69WE3TrgTHAVMR/Y39rb27GwsGA7DCKqMg6C/W1iYgIDAwO2wyAP4iC4irhTnL8xHYLInzgI9jdWiFib1uk/AP0i8mDB7R22/+1Mh6iiLVu24MCBA7bDoBrhIJjInzgI9rfx8XGce+65tsMgYFJVL7UdRCEOgquot7eXOUc+xkEwkT8lk0nWCfax6elp9PX12Q7Ds7K2A7CI6RBVIiIQEWSzQf5x8rempiZkMhnbYRBRlWUyGTQ3N9sOg2okm82e+R1NVIgzwVXCWWAiIiJvmp6eZoWIEhSsE0xVwEVx/hYOh1n/mcjH8vVkyZ+4cxyVwnd8lXAQ7G9tbW0sj0bkYwsLC8wL9jGWSVuNQrU+Ny/iILhKOAj2Ny6KI/I3VojwNw6CqRTmBFdJX18fpqambIdBNcJBMJG/LSwscBDsY1NTU+jt7bUdhicxJ5g2hZUh/I/pEET+xjJp/pbNZhEKhVghggwcBFdBd3c3ZmdnbYdBNcSZYCJ/40yw/83OzqKrq8t2GOQhHARXQX9/P/OBfY4zwUT+xpxg/2NecLF8ibR63LyIg+Aq4KI4/+NMMJG/sTqE/01OTnIQTAYOgqtgYGAAk5OTtsOgGuJMMJG/cSbY/yYmJtDf3287DM+pzzywN9dMcRBcBX19fRwE+1xbWxtngol8jDPB/jc1NcVBMBlYIq0KmpubkclkbIdBNcTXmMjf0uk0IpGI7TCohtLpNJqbm22H4THezdetB84Eb1JHRwcSiYTtMIiIaJO8uqsVVc/8/Dw6Ojpsh0EewZngTerv72cqhM+xBjRRMKgqRISDYR/L5wXPz8/bDsUT8tUhgoozwZvERXH+19bWhsXFRdthEFGNLS4uorW11XYYVEOTk5PMC7anX0QeLLi9w3ZAnAnepP7+fjzxxBO2w6AaYmUIomDI7xrH97t/TU5O4rzzzrMdhqdk61e5YVJVL63Xk1WCM8GbxHQI/+MvRaJg4K5x/sdawVSIM8GbxAGS//E1JgoGlknzP77GbgqV4K554UzwJjQ3NyOdTtsOg2qMNYKJgoEDpGBgqTTK4yB4E5gKEQycCSYKBg6Cg2FychJ9fX22w/CEfHWIety8iIPgTeBOccHAQTBRMHAQHAzcOY7ymBO8Cf39/Th16pTtMKjGOAgmCoZ8dQjyt8nJSQwODtoOwzPqWB3CczgTvAlMhwgGDoKJgoEzwcHAdAjK40zwJvT09GBmZsZ2GFRjra2t3CyDKAAWFxc5CA6AmZkZ9Pb22g7DIxTKmWDaCG6nGwyhUIjbqBIFgKoiFOKvRb/LZrMQEdthkAfw3b5BsVgMc3NztsMgIqIq4gfeYEgkEojFYrbDIMuYDrFB/f39mJqash0G1Vg4HMbKyortMIioTlZWVvi+D4B8XnDQJ7MUQJabZdB69fX1cRAcAFwURxQsXBwXDFNTU1wcRxwEbxQHwcHAQTBRsCwuLqK1tdV2GFRjrBX8rGyd/vMiDoI3iIPgYGBlCKJg4UxwMHAmmADmBG9YR0cH5ufnbYdBNcaZYKJg4SA4GObn59HR0WE7DA9Qz87S1gNngjeAiyaCg4NgomBZWFhgOkRArKyssCRewPHV3wBukhEcTIcgChZumBEc3DQjVx1Cka3LzYs4CN4A5gMHB2eCiYKFC+OCg3nBxJzgDeAgODhaW1s5CCYKEOYEB8fU1FTgZ4Jz88DBTe/kTPAG9Pb2chAcEG1tbUyHIAoQ5gQHx/T0NGeCA44zwRvAmeDgYE4wUbAwJzg4mA6RU8d83X4RebCgfbOq3lyvJy+Fg+ANiEajWFpash0G1QErgRAFy8rKCpqa+KsxCFKpFKLRqO0wgmRSVS+1HUQhvtPXqampCel02nYYRERUI6pqOwSqk3Q6jaamJmQyGduhWKFQZMWblRvqgTnB69Tb24vp6WnbYVAdiAh/GRIFEN/3wcEyacHGmeB14iA4OFpaWpBKpWyHQUR1lv+anO9//8tXiBgfH7cdijWsDkEV46K44GBlCKJg4uK44JienuZMcIBxELxOnAkODtYIJgombpgRHKwQEWxMh1gnDoKDg+XRiIKJg+Dg4EywenZL43rgTPA6sTxacDAdgiiYOAgOjqWlJZZJCzDOBK8Dy6MFC2eCiYKJu8YFSyaTCWyZNAWQVS6Mowr09PRgZmbGdhhUJxwEEwUTZ4KDZXp6Gj09PbbDIAs4E7wOzAcOFg6CiYKJg+BgydcKnpiYsB2KBcwJpgr19vZyJjhAOAgmCiYOgoOFM8HBxZngdejt7cXx48dth0F1wkEwUTBxEBws09PTGB4eth2GNcrNMqgSPT09TIcIEA6CiYKJg+Bg4dbJwcWZ4HVoa2vj5gkBEgqFkM0GN1eKKKiy2SzC4bDtMKhOkskk2tvbbYdhiSLLnGAqJxQKQVVth0FERERVls1mEQpxSBQ0nAmuUFdXF+LxuO0wqI74oYeIKBji8ThisRhmZ2dth1JXCrA6BJXHfOBgaWlpwfLysu0wiMiSpaUltLS02A6D6oR5wcHEmeAKcaOMYOGiOKJgyy+OW1pash0K1UFwy6QplDvGUTkcBAcLB8FEwcYKEcEyMzMT0EFwsHEQXCFulBEs0WiUg2CiAEulUohGo7bDoDoJ8iA4W6f/vIiD4ApxYVywcCaYKNg4Exws8Xgc3d3dtsOgOuMguEKsGRssra2tSKVStsMgIks4CA4WlkgLJi6MqwBnBYOntbWV1UCIAiyVSnFmMGAWFxcRjUYDNgGi3DaZ1tbd3c184IAJ3oWQiArlB0QUHEHOCw4qzgRXgJUhgocL44iCjekQwZMfBJ86dcp2KHWjAFSDm+rJmeAKcBAcPMwJJgq2VCrFQXDAcCY4eDgTXIGenh4cPXrUdhhUR8wDJwo2lkgLntnZWezevdt2GHWmni1fVg+cCa4Ac4KDp6WlhTtFEQUYB8HBw5ng4OFMcAXa29uxsLBgOwyqIxGBqtoOg4gsUVWIiO0wqI4WFhbQ3t5uO4z6UnDbZFodB0NERETBwA8/wcKZ4DI6OzsxNzdnOwyqM37wISJeB4InkUgE7Pe+QuuXE9wvIg8WtG9W1Zvr9eSlcBBcRnd3N2ZnZ22HQXXEfGAiAoDl5WVeDwJmZmYG3d3dARoE19Wkql5qO4hCTIcog4Pg4OFGGUQEcMOMIJqdna3pToEiskNEfiQiB0TkCRF5n3O8V0TuFJGDzp89zvGQiNwqIj8TkfOrHU++TnA9bl7EQXAZrBEcPKwRTEQAK0QEUa0HwQAyAP5UVZ8D4AoA7xKR8wB8EMBdqrofwF1OGwBeBuA+AK8F8Ke1DCyIOAgugzPBwcOZYCICuGFGEM3Ozta0TJqqnlLVXzh/TwA4AGAIwPUAbnG63QLgNc7fwwCyzq0GK/YUipW63LzI7znBvQBw5ZVXrmu1Z2Hfyy+/HIlEAvv371/X49Zrs6tRq7GatZorYmu1urYeq3Z37dqFrq4urKzYedP6bWVyo/57zjvvPLz0pS+1HcaG+G1Bl61/z/nnn4+hoSEcO3as5s9Vq39jNc9bjXNt9hybeXwlj21pacHll1+OqampDT1nvu/Pfvazsn1FZDeAi5Gb6d2qqqecc5wSkS1Ot+8D+DKAtwB4R8WBUEX8PgjOANjQTG7+BzmdTle0j7jNi4MXLky1Olc9zus+f1tbG2ZmZnDkyJGaPt9qz9+IGjn21YyNjeHgwYO2w6i6Rv1QAtQ/9lgshnQ6fWbH0Fo/fyNMHticcKnXc6fT6TOD4E0+Z7Lg70YBYhHpAPD/AXi/qs6t9jyqmgHw+s0EUY5X83Xrwe+D4DkAePLJJzf0YBHBiRMncODAgaoGRd62ZcsWJJNJHD582HYoZNHU1BS3Sw+49vZ2tLe381oQMCdOnMBTTz1VjQ/3JXfeEJFm5AbAX1HVf3UOj4nIoDMLPAhgfLNPTuUxJ3gNwaoVSHnMCSYigAvjgipfK7gWJDfl+zkAB1T1bwvuug3ADc7fbwDwrZoEQAa/zwRvSnd3N+LxuO0wqM44CCYigIPgoMpXiKjRJNhVAN4M4DERecQ59t8AfBTAN0TkbQBGAPxuLZ68FKZDUEmsDBFMHAQTEQAsLS1xEBxA+UHwyMhI1c+tqvdg9SoPL6n6E9KaOAheQ3d3N8bHmZYTNBwEExHAmeCgisfj6O/vtx1GXeQ2TQ7uTDBzgtfQ1dXFdIgA4iCYiAAOgoOqDhtmkEdwJngNTIcIpkgkgnQ6bTsMIrJseXkZkUjEdhhUZ0EbBAc5J5gzwWtobW3F4uKi7TCIiIioThYXF7lTYEBwJpiIiIgoiFSh6s0tjeuBM8GraG9vRzKZLN+RfMePu58R0cbwehBMyWQS7e0l97ogH+FM8CpYIziYWlpasLS0ZDsMIvKIpaUlXhcCKB6Po6urKxCTYcrqEOTW1dXFRXEBxMoQRFSItYKDKT8IJn/jTPAqWB4tmKLRKGd8iOiMVCqFlpYW22FQncXj8YBUiFBWh6BiHAQHE2eCiagQawUH0+zsLGeCA4AzwavgIDiYWlpaOAgmojOYDhFMQUmHULBOMJXQ2dmJRCJhOwyqM6ZDEFEhpkMEUyKRQGdnp+0wqMY4E7yKcDiMbDa4n46CijPBRFSIM8HBlM1mEQoFY56Q1SHI0NTUxG1zA4ozwURUiDPBwZXJZNDUxLlCP+MguIRYLIa5uTnbYZAFnAkmokKcCQ6uubk5xGIx22FQDdV0ECwiURG5X0QeFZEnROQjzvE9InKfiBwUka+LSMQ53uK0Dzn3717lvNeKyNNOvw9WO24uigsuzgQTUSHOBAfX3NxcABbH5Uqk1ePmRbWeCV4CcI2qXgjgIgDXisgVAD4G4BOquh/ADIC3Of3fBmBGVc8C8Amnn0FEwgA+BeA6AOcBeIOInFfNoDkIDi7uDEVEhTgTHFzxeJwzwT5X00Gw5sw7zWbnpgCuAfBN5/gtAF7j/P16pw3n/peIiLhOezmAQ6p6WFWXAXzNeVzVMB0iuFgnmIgK5bdNpuAJTJk0zgTXjoiEReQRAOMA7gTwDIBZVc04XUYBDDl/HwJwHACc++MA+lynPNOnxOOrgjPBwcWZYCIqxHSI4GJOsP/VfBCsqiuqehGAYeRmcZ9Tqpvzp3vWt/A+VNpHRL4kIkkRSa43XoAzwUHW1NSETCZTviMRBUImk0Fzc7PtMMiCYMwEK4BsnW7eU7fqEKo6C+DHAK4A0C0i+bojwwBOOn8fBbADAJz7uwBMu051pk+Jx+ef682q2q6q7RuJtb29HcnkhsbPRERE5APJZBLt7RsaRlCDqHV1iAER6Xb+3grgNwEcAPAjAL/jdLsBwLecv9/mtOHc/0NVdc8EPwBgv1NhIgLg9c7jiIiIiKqmeFmSzyhzgmtpEMCPROSXyA1e71TV7wD4AIA/EZFDyOX8fs7p/zkAfc7xPwHwQQAQke0icjtwJlf43QC+j9yA+huq+kS1Ao5EIlheXq7W6ajBFH/mIqKg43UhuJaXlxGJRGyHQTVS061QVPWXAC4ucfwwcvnB7uMpAL9b4vhJAK8oaN8O4PaqButgPnBwRSIR7hRIREXS6TQnSAIqXyZtcnLSdig1oeC2yVSAg+Dg4m5xRFQKy6QFFytE+Bs3xXbhIDi4WB6NiErJD4ITiYTtUKjO/D8IVs/m69YDZ4JdOAgOLg6CiagU1goOLv8PgoONg2AXDoKDKxqNchBMREWYDhFcwRgEr9Tp5j0cBLtwEBxckUiEg2AiKsJBcHAFYxAcXMwJduFGGcHFdAgiKoWD4ODy/4YZzAmmAqFQiDUhA4rpEERUCgfBwaWq/t8wI8A4CC4QDodZJzbAOBNMRKVwEBxsmUwG4XDYdhhUA0yHKBCLxVgCJ8CYE0xEpXAQHGzz8/Po7OzE7Oys7VBqhOkQBKCzs5OD4ADjTDARlbK8vMxBcIBxcZx/cSa4ACtDBFtLSwu3RSWiIpwJDrZEIoHOzk7bYdSIAlwYRwBngoOOM8FEVMrS0hIikYjtMMgSzgT7FwfBBZgTHGwcBBNRKZwJDjZ/zwQDWqf/vIiD4AKdnZ1Mhwiw5uZmVgchoiLpdJozwQGWSCQ4E+xTzAkuwHQIIiIiKjQ3N+frmWBWhyAAuRJZnAkkIiKiPH4T4F+cCS7AneKIiIjIzdfjAz//28rgINgRjUaRSqVsh0GWhEIhrKys2A6DiDwqm80iFAohmw3uV8dBlkqlOE7wGBF5DYDfArAFwKdU9Qci8kIAv4/c+PY8Vb1yrXMwHcLBfOBgY41gIloLy6QFm38rRNSrNkRls80i8nkRGReRx13HrxWRp0XkkIh8EABU9d9V9e0A/gDA65xjP1HVPwTwHQC3lHs+DoIdLS0tOHHihO0wyJJwOIzTp0/bDoM8ZHJy0nYI5CFjY2NoauKXp0F18uRJfgiqjy8CuLbwgIiEAXwKwHUAzgPwBhE5r6DL/3DuL/RGAF8t92Ti6zwXACLi738gEREReY6qiu0YyhGROwD01+npogAK80luVtWbS8S0G8B3VPW5TvsFAD6sqi932h9yun7Uud2pqv9R8PidAP6nM0u8Jt9/rK31D6GIJFW1vZbPQd7B1zs4+FoHC1/vYOHrnaOq15bvZd0QgOMF7VEAvwbgPQB+E0CXiJylqv/o3P82AF+o5MS+HwQTERERUcMqNZmpqnoTgJtK3HFjpSdmTvDm/avtAKiu+HoT+RPf28HC17txjALYUdAeBnCyGif2fU4wEdFGiMiXVPXNtuMgIgqSEjnBTQB+BeAlAE4AeADAG1X1ic0+F2eCiYhK4ACYiKi+ROSrAO4FcI6IjIrI21Q1A+DdAL4P4ACAb1RjAAxwEFxERK4XkV+KyCMi8qCIXF1w3w0ictC53VBw/Pki8phTv+4mESnKX5Gcm5w+vxSRS+r1b6LSRORcEblXRJZE5M9c9x11XtNHROTBguO9InKn8zNwp4j0rHLukj8r5D2l6k+67m8Rka8799/nzFKQh5WqNSoiHxaRE857+hEReUXBfR9yXt+nReTlq5xzj/P6H3R+HlgvywNEJCoi94vIoyLyhIh8xDle8vWq9P1c7rpAtaGqb1DVQVVtVtVhVf2cc/x2VT1bVfep6v+u1vNxEFzsLgAXqupFAP4rgM8CucEPgBuRW5F4OYAbCwZAnwbwDgD7nVup1ZbXFdz/DucxZNc0gPcC+Pgq979YVS9S1UsLjn0QwF2quh+5n5VSg6a1flbIQyqoPwnkVhrPqOpZAD4B4GP1jZI24IsofR3+hPOevkhVbwcA5/V+PYDzncf8g/Nz4fYx5/H7Acwg93NB9i0BuEZVLwRwEYBrReQKrP56lX0/V3hdIB/gINhFVef12UTpduDMNicvR64W3bSqzgC4E7k32yCAmKre6zzuVgCvKXHq6wHcqjk/B9DtPJYsUdVxVX0AQHodD7sez+5CcwtKv9Ylf1Y2FSzVyuUADqnqYVVdBvA15F7jQoWv+TcBvKTUtz3kHap6N3IfcitxPYCvqeqSqh4BcAi5n4sznNf7GuRef2D19z7VmfM7dd5pNjs3xeqvVyXv50quC+QDHASXICKvFZGnAHwXudlgoHSduiHnNlriuNtqjydvUgA/EJGHROQdBce3quopAHD+3FLisXytG0clr9WZPk5uWhxAX12io2p7t5OO9vmCb2cq+RnoAzDrvP6r9SFLRCQsIo8AGEdu0uEZrP56VfJ+5jU8IDgILkFV/01Vz0Xuk+P/cg6XrFO3xnG3SvuRN1ylqpcg93XYu0TkRet4LF/rxlHJa/X/t3fuwV5VVRz/fPGmqIiI+MJ8gImajmFS4UACppRmOo5UzmiINjmULxqtbJzMx2g6+WASgcBR0vKRmoqKqakX8sEI8bgXEszHFSpGxBC9aiS4+mOvA+cefr/7+90rcC/81mdmz2+ffdbeZ6+99zmzfvuss3f059bBBOAA0ivzZcANnh5jYAvHzNa6C+NnSbO4h5QS89/o72AdYQQDks7NfSzRO0v3V2oHSOpF+XXq/unxYnqRTbbOXVA95fq6iJn923+XAw+y/vXoW5kbi/8uL5E9+nrLoZq+WiejtFTPzlT/qj3oJJjZW24sfQJMZv09Xc0YWEFyYatrRSboYMzsXaAeGEj5/qrmfo5neI0QRjBgZrdkH0sAO2T+Qb6Cw7bAO6SlOYZL2sVfow0HnvBX4u9LGuj5RgIPl7jMVGCkrxIxEFiVvVYPNh/5vs4M3SKSdpS0UxYn9XX2lflUIFvt4UxK93XJsbIx9Qg2GrOAA/1L8m1JH0hNLcjk+3wE8Ezuu4FgC6HwDcYptLynT/NVA/qQPl5+KZ/X+/tZUv9D+Xs/2MxI2k1SD49vT9pG92XK91c193M1z4Vga8DMIuQC8DNgITCPtFbd4Ny5s0kfTbwKnJVLH0B6oL4GjGP9JiSjgdEeF+lr09eARmBAR+ta6wHYk/SP/z3gXY93B/oC8z0sBC7N5dmVtCrEP/y3Z24M3FpprETofAE4gbQQ+2tZXwNXAid5vCtwn/flS0Dfjq5zhIp9ejfJ5eFjv6+/D9zpz94GkkGzV07+Uu//xcDxufRpQG+P9/X+f9XHw3YdrWcEAzgcmOv9ugC4rLX+Knc/A72BablyN3guRNj6QuwYFwRBEARBENQc4Q4RBEEQBEEQ1BxhBAdBEARBEAQ1RxjBQRAEQRAEQc0RRnAQBEEQBEFQc4QRHARBEARBENQcYQQHQRAEQRAENUcYwUGwmZDUXDgeJWlchTzrZCSNljRyE9dxgKTftDPvGEk75I6nZYvYf8o6NfmujZsESVdKOtbjLXRoQxnNlaVayEvSM5K6+/GlkhZKavDdDL9SIX+9pAFtrWcu/z6S3pDU04938eP9fPOBP5fJN1TSKknT2nvtjY2kH0taUuleCoIgKFJXWSQIgs6AmU3cGOVIqjOzNWWuMRuY3c6ixwC/Bz70sk5oZzmbFTO7LHfYQodNyAnAfDN7T9JRwInAF81stRv8227Mi0naxszWZsdmtlTSBOBa4Bz/nWRmb7r8MkmDzOz5EsX91cxObMO1RdpA6JNPp0VpzOwmSStJG9YEQRBUTcwEB0EnwGffHpA0y8OgEjKXS7rY4/0lzfSZwwd9e+ZshnCspBckLZD05VzeSZKeBO6Q1FXS7ZIaJc2VNMzlhkp61OM7SrrN6zNX0smevo2k6z1vg6TzJV1A2nHpWUnPulyTpF6SrpP0o4IeF3n8J15+g6Qr2tBePSU95PlmSjo8V/Zt3g6ve72yPL+QtEjSU5LuzrXlFEkjyujQnMs/QtIUj/eR9KLX/apC3arR6XTWb+O6F7DCzFYDmNkK8y29JX3N277R9dquRFtMkDTbZ5KvyKU3SbpM0nPAt0vU4SZgoKQxwGDghty5h7yOrSKpm6SnJc3xOmZjZH9JL0saD8wB9pH0DZebL+lplxuiNPM9z/XMtisv2YaSRnrafEl3VqpfEARBq3T0lnURItRKANaStuPOwhJgnJ+7C9+iG9gXeNnjo3IylwMXe7wBGOLxK4GxHq8HJnv8aGBBLu/fgO39+CLgdo8f7HXpCgwFHvX0a4AzPN6DtIXojsAPgQeAOj+XbR3dBPTK6dsE9AKOAKbn0v/uOg4HJpG2FO8CPAocXaLdWpTraTcDv/T4McC8nJ4vANv5td8BPkOaJZwHbA/sRNr2OmvLKcCIMjo05+IjgCkenwqM9Pi5mVwbdHoT2Mnj3bxurwDjc/3aFVgK9PPjO4AxuX4eUGj/bTz98JwuP60wJr8OGHBgkZADAAAE7klEQVRcIX1voLGE/Lrx4cd1QHeP9yJtRStgf+ATYKCf28116VOo8yPAoFw71JVrQ+BQ0rbGvfJlFO+TCBEiRKg2xExwEGw+PjKz/lkA8q/hjwXGSZpHMrC6Z7NiRSTtDPQws+me9DuSkZBxN4CZzfByMr/cqWb2kccHA3e63CKSUdavcKnhwCVep3qSUbav13WiuUuFmf2nNaXNbC6wu6Tekr4ArDSzJV7+cGAuabbwYODA1srKka//M8Cu3i4Aj5nZajNbASwH9nD5h83sIzN7n2R8fRoG4e2c1cOpVqeeXg/MrBk4kuSW8DZwr6RRwEHAG2b2iucp9nPGdyTN8WseCnw+d+7eCnocDywDDiukLyfNildCwDWSGoC/kIznPfzcm2Y20+MDgRlm9ga0GDPPAzf6LHwPH1Pl2vAY4H7v14rjLgiCoBLhExwEnYMuwFE5IxUASe0py8ocf5AvuopyBJxqZosLdVKJa1TiftJM6p7APbnyf2Vmv21jWVneIlmdVufS1pKec+1qSFrq2bWVc/l6VaPTGkldzP1kLfnr1gP1khqBM0mzw60iqQ9wMfAlM1vp7hr5en7gcvuw3vCfaGYTJfUHjiMZqM9JusfMluV0bTEWy3A6aZb3SDP7WFJT7vrF8bZBe5nZtZIeI/lIz1T6QLFkG7qh3NZxFwRBUJaYCQ6CzsGTwHnZgRsoJTGzVcBKSV/1pO8B03Mi3/UyBgOrXL7IDNznU1I/0gzv4oLME8D5bvQi6YhcXUdLqvP0np7+PsnVoBT3AKeRDOH7c+WfLambl7O3pN3L6d1K/YeSfGrfa0X+OeBbSr7Q3YBvlpEr6vCWpEMkdQFOyaU/7/pAS9/ZanVaDPR1mYMk5WeL+5Nm5hcB+0v6nKcX+xmgO8nYXCVpD9LM7gaY2dLcW4iJ3qcTSO4VS4BfA9fnsvQDFpQqq8DOwHI3gIcB+5WRexEY4kb7ujEj6QAzazSz60gfZB5M+TZ8mjTrvWu+jCAIgvYSM8FB0Dm4ALjFXyvXkYy80a3InwlMVFrO63XgrNy5lZJeIBlIZ5fJP97zNwJrgFGWViaA9bNtVwFjgQY3mppIqxjcSjKSGiR9DEwGxpH8OB+XtMzMhuUvZmYL3b3jX9lso5k9KekQ4EW/bjNwBulVfJEGSdnqAn8k+f7e7u31obdHWcxslqSpwHySgTkbKPXnoKjDJSSf1KUko7Cby10I3CXpQpJ/dHadanV6jORf+6qXebO7razxtHPM7L+SzgLu8z8cs4AWK4SY2XxJc4GFpHFQajWHUvwAWGJmT/nxeGCUpCHuZjPM61iJPwCPSJpNmrleVErIzN6WdA7wJ/9DsZw0Cz3Gjee1JF/xx30cbtCGPoauBqZLWktylxhVpb5BEAQbILN4uxQEWwuS6kkffLVrmTNJpwInmVmrRuWWiKRuZtbsfxxmkAzNOR1Ul72AO8zsuI64fiUkzQBONrOVhfShpPFV9RJpmwP3oR5gZudVkg2CIMgId4ggCACQdBJwNdAeH90tgUn+kd8c4IGOMoABfDZ8snyzjM6EpN2AG4sGsPM/4DB1ss0ygJ8DrbnDBEEQbEDMBAdBEARBEAQ1R8wEB0EQBEEQBDVHGMFBEARBEARBzRFGcBAEQRAEQVBzhBEcBEEQBEEQ1BxhBAdBEARBEAQ1x/8B60xDNz5m3f4AAAAASUVORK5CYII=\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plt.figure(figsize=(15,10))\n", - "ax = fig.gca(projection=em_map)\n", - "im = em_map.plot(cmap='magma',title=False,\n", - " norm=matplotlib.colors.SymLogNorm(1,vmin=1e27,vmax=1e30),\n", - " )\n", - "ax.plot_coord(SkyCoord(-300*u.arcsec,300*u.arcsec,frame=em_map.coordinate_frame),alpha=0)\n", - "ax.plot_coord(SkyCoord(300*u.arcsec,900*u.arcsec,frame=em_map.coordinate_frame),alpha=0)\n", - "em_map.draw_grid(grid_spacing=10*u.deg,color='w',axes=ax)\n", - "ax.grid(alpha=0)\n", - "ax.set_facecolor('k')\n", - "fig.colorbar(im,ax=ax)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Extending to Many Loops\n", - "One loop is not all that exciting. Instead, let's model an arcade of loops, choose their lengths from a power-law distribution, and place them over a range of latitudes. We'll write one big function that generates all of our loop coordinates and encapsulates all of the above steps." - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [], - "source": [ - "def em_arcade(n_loops,observer, length_min=10*u.Mm, length_max=100*u.Mm, theta_min=-10*u.deg,theta_max=10*u.deg):\n", - " # Generate loops\n", - " x = np.random.rand(n_loops)\n", - " alpha = -2.5\n", - " lengths = ((length_max**(alpha + 1.) - length_min**(alpha + 1.))*x \n", - " + length_min**(alpha + 1.))**(1./(alpha + 1.))\n", - " thetas = np.linspace(theta_min, theta_max, n_loops)\n", - " loops = [semi_circular_loop(l,theta0=th,n=2000) \n", - " for l,th in zip(lengths,thetas)]\n", - " # Get densities \n", - " ## Choose heating rate, get T from RTV scaling laws\n", - " E = 1e-3*u.erg/(u.cm**3)/u.s\n", - " T = (1.83e3)*((5.09e4)**(-2/7))*E.value*(lengths.to(u.cm).value)**(2/21) * u.MK\n", - " density = np.hstack([isothermal_density(loop, length, T=t)\n", - " for loop,length,t in zip(loops,lengths,T)])\n", - " # Stack coordinates and transform\n", - " lon = u.Quantity(np.hstack([l.lon.value for l in loops]),loops[0].lon.unit)\n", - " lat = u.Quantity(np.hstack([l.lat.value for l in loops]),loops[0].lat.unit)\n", - " radius = u.Quantity(np.hstack([l.radius.value for l in loops]),loops[0].radius.unit)\n", - " coords = SkyCoord(lon=lon,lat=lat,radius=radius,frame=loops[0].frame)\n", - " coords = coords.transform_to(Helioprojective(observer=observer))\n", - " # Build histogram\n", - " ## Setup Bins\n", - " res_x,res_y = 5*u.arcsec/u.pixel,5*u.arcsec/u.pixel\n", - " pad_x,pad_y = res_x*5*u.pixel,res_y*5*u.pixel\n", - " min_x,max_x = coords.Tx.min()-pad_x,coords.Tx.max()+pad_x\n", - " min_y,max_y = coords.Ty.min()-pad_y,coords.Ty.max()+pad_y\n", - " min_z,max_z = coords.distance.min(),coords.distance.max()\n", - " bins_x = np.ceil((max_x - min_x) / res_x)\n", - " bins_y = np.ceil((max_y - min_y) / res_y)\n", - " bins_z = max(bins_x, bins_y)\n", - " ## Compute Weights\n", - " dz = (max_z - min_z).cgs / bins_z * (1. * u.pixel)\n", - " em = density**2 * dz.value\n", - " rsun_obs = ((const.R_sun / (observer.radius - const.R_sun))\n", - " .decompose()* u.radian).to(u.arcsec)\n", - " off_disk = np.sqrt(coords.Tx**2 + coords.Ty**2) > rsun_obs\n", - " in_front_of_disk = coords.distance - observer.radius < 0.\n", - " mask = np.any(np.stack([off_disk, in_front_of_disk], axis=1), axis=1)\n", - " weights = em * mask\n", - " # Bin values\n", - " hist, _, _ = np.histogram2d(coords.Tx.value, coords.Ty.value,\n", - " bins=(bins_x.value, bins_y.value),\n", - " range=((min_x.value,max_x.value),\n", - " (min_y.value,max_y.value)),\n", - " weights=weights)\n", - " em_hist = gaussian_filter(hist.T, (1.0, 1.0))\n", - " # Make header\n", - " header = MetaDict({\n", - " 'crval1': (min_x + (max_x - min_x)/2).value,\n", - " 'crval2': (min_y + (max_y - min_y)/2).value,\n", - " 'cunit1': coords.Tx.unit.to_string(),\n", - " 'cunit2': coords.Ty.unit.to_string(),\n", - " 'hglt_obs': observer.lat.to(u.deg).value,\n", - " 'hgln_obs': observer.lon.to(u.deg).value,\n", - " 'ctype1': 'HPLN-TAN',\n", - " 'ctype2': 'HPLT-TAN',\n", - " 'dsun_obs': observer.radius.to(u.m).value,\n", - " 'rsun_obs': ((const.R_sun / (observer.radius - const.R_sun))\n", - " .decompose() * u.radian).to(u.arcsec).value,\n", - " 'cdelt1': res_x.value,\n", - " 'cdelt2': res_y.value,\n", - " 'crpix1': (bins_x.value + 1.0)/2.0,\n", - " 'crpix2': (bins_y.value + 1.0)/2.0,\n", - " })\n", - " plot_settings = {'cmap': 'magma','title':False,\n", - " 'norm': matplotlib.colors.SymLogNorm(1,vmin=1e30,vmax=1e34)}\n", - " return GenericMap(em_hist,header,plot_settings=plot_settings)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's choose a more interesting viewing angle by moving our observer to $(\\Phi,\\Theta)=(-25^{\\circ},-25^{\\circ})$" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [], - "source": [ - "observer = SkyCoord(lon=-25*u.deg,\n", - " lat=-25*u.deg,\n", - " radius=const.au,\n", - " frame='heliographic_stonyhurst')\n", - "arcade_map = em_arcade(500,observer,length_min=50*u.Mm,length_max=500*u.Mm,\n", - " theta_min=-5*u.deg,theta_max=5*u.deg,)" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plt.figure(figsize=(15,10))\n", - "ax = fig.gca(projection=arcade_map)\n", - "im = arcade_map.plot()\n", - "arcade_map.draw_grid(grid_spacing=10*u.deg,color='w',axes=ax)\n", - "ax.plot_coord(SkyCoord(-900*u.arcsec,-900*u.arcsec,\n", - " frame=arcade_map.coordinate_frame),color='w',alpha=0)\n", - "ax.plot_coord(SkyCoord(900*u.arcsec,900*u.arcsec,\n", - " frame=arcade_map.coordinate_frame),color='w',alpha=0)\n", - "ax.grid(alpha=0)\n", - "ax.set_facecolor('k')\n", - "fig.colorbar(im,ax=ax)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The power of this approach is that we can change the line of sight that our loops are projected along **just by adjusting the SkyCoord object that represents our observer location**. We don't even need to think about transformation matrices, rotation matrices, etc. SunPy and Astropy provide all of this machinery for us!\n", - "\n", - "Let's move our observer to the south pole such that we are looking through the arcade of loops." - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [], - "source": [ - "observer = SkyCoord(lon=0*u.deg,\n", - " lat=-90*u.deg,\n", - " radius=const.au,\n", - " frame='heliographic_stonyhurst')\n", - "arcade_map = em_arcade(500,observer,length_min=50*u.Mm,length_max=500*u.Mm,\n", - " theta_min=-5*u.deg,theta_max=5*u.deg,)" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plt.figure(figsize=(18,10))\n", - "ax = fig.gca(projection=arcade_map)\n", - "im = arcade_map.plot()\n", - "arcade_map.draw_grid(grid_spacing=10*u.deg,color='w',axes=ax)\n", - "ax.plot_coord(SkyCoord(-450*u.arcsec,600*u.arcsec,\n", - " frame=arcade_map.coordinate_frame),color='w',alpha=0)\n", - "ax.plot_coord(SkyCoord(450*u.arcsec,1200*u.arcsec,\n", - " frame=arcade_map.coordinate_frame),color='w',alpha=0)\n", - "ax.grid(alpha=0)\n", - "ax.set_facecolor('k')\n", - "fig.colorbar(im,ax=ax)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can even observe the loops off limb just by setting $\\Phi\\ge90^{\\circ}$. Let's spread the loops out in latitude a bit to make them more visible." - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [], - "source": [ - "observer = SkyCoord(lon=-100*u.deg,\n", - " lat=0*u.deg,\n", - " radius=const.au,\n", - " frame='heliographic_stonyhurst')\n", - "arcade_map = em_arcade(500,observer,length_min=50*u.Mm,length_max=500*u.Mm,\n", - " theta_min=-15*u.deg,theta_max=15*u.deg,)" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = plt.figure(figsize=(18,10))\n", - "ax = fig.gca(projection=arcade_map)\n", - "im = arcade_map.plot()\n", - "arcade_map.draw_grid(grid_spacing=10*u.deg,color='w',axes=ax)\n", - "ax.plot_coord(SkyCoord(450*u.arcsec,-500*u.arcsec,\n", - " frame=arcade_map.coordinate_frame),color='w',alpha=0)\n", - "ax.plot_coord(SkyCoord(1200*u.arcsec,500*u.arcsec,\n", - " frame=arcade_map.coordinate_frame),color='w',alpha=0)\n", - "ax.grid(alpha=0)\n", - "ax.set_facecolor('k')\n", - "fig.colorbar(im,ax=ax)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Notice that because of our viewing angle, the far footpoints are masked by the disk and thus are not visible." - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python [conda env:sunpy]", - "language": "python", - "name": "conda-env-sunpy-py" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.6.6" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -}