{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Single-Band Cutouts" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook shows examples of how to create single-band cutouts of targets from a larger image. The user provides a catalog containing the target coordinates and the cutout sizes. Cutouts are generated using `make_cutouts()` routine from `astroimtools`. It uses [Cutout2D](https://docs.astropy.org/en/stable/api/astropy.nddata.utils.Cutout2D.html) from Astropy or [reproject](https://reproject.readthedocs.io/en/stable/). There is also a `show_cutout_with_slit()` routine to overplot slit apertures on the cutouts." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Make cutouts" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from astroimtools.cutout_tools import make_cutouts" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below we show an example using a simulated NIRCam image (`sim143951060215_0_0-detA1-corrected_wcs.fits`) and a catalog\n", "of sources in this image (`MOS_8458_G395H-cutouts.txt`). Other than this example, the cutout tool can be used for any\n", "catalog/image combination, as long as the image has a valid WCS and the catalog is in [ECSV](https://docs.astropy.org/en/stable/api/astropy.io.ascii.Ecsv.html) format with the required columns, as illustrated below:\n", "\n", "```\n", "# %ECSV 0.9\n", "# ---\n", "# datatype:\n", "# - {name: id, datatype: string}\n", "# - {name: ra, unit: deg, datatype: float64}\n", "# - {name: dec, unit: deg, datatype: float64}\n", "# - {name: cutout_x_size, unit: arcsec, datatype: float64}\n", "# - {name: cutout_y_size, unit: arcsec, datatype: float64}\n", "# - {name: cutout_pa, unit: deg, datatype: float64}\n", "# - {name: spatial_pixel_scale, unit: arcsec / pix, datatype: float64}\n", "id ra dec cutout_x_size cutout_y_size cutout_pa spatial_pixel_scale\n", "MOS_1_010_133 359.996992846 0.00394170958794 0.0 10.0 10.0 0.1\n", "MOS_1_010_135 359.988641919 0.00562150075824 0.0 10.0 10.0 0.1\n", "MOS_1_010_137 359.990036305 0.00564101286996 0.0 10.0 10.0 0.1\n", "MOS_1_010_139 359.996571074 0.00632077788397 0.0 10.0 10.0 0.1\n", "... ... ... ... ... ... ...\n", "```\n", "\n", "In the table above, the `cutout_pa` column is only required if you want to rotate the image prior to making a cutout (see the next sub-section). The table may also contain other columns but they will be ignored. Column names are case-sensitive." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Define master image and catalog filenames, which must already exist.\n", "imagename = 'data/sim143951060215_0_0-detA1-corrected_wcs.fits'\n", "catalogname = 'data/MOS_8458_G395H-cutouts.txt'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make cutouts of the image based on the catalog:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO: Wrote jwst_nircam_f115w_cutouts/MOS_1_010_133_jwst_nircam_f115w_cutout.fits [astroimtools.cutout_tools]\n", "INFO: Wrote jwst_nircam_f115w_cutouts/MOS_1_184_053_jwst_nircam_f115w_cutout.fits [astroimtools.cutout_tools]\n", "INFO: Wrote jwst_nircam_f115w_cutouts/MOS_1_359_097_jwst_nircam_f115w_cutout.fits [astroimtools.cutout_tools]\n", "INFO: Wrote jwst_nircam_f115w_cutouts/MOS_2_359_145_jwst_nircam_f115w_cutout.fits [astroimtools.cutout_tools]\n" ] } ], "source": [ "make_cutouts(catalogname, imagename, 'jwst_nircam_f115w', overwrite=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the real world (see **Example using GOODS-S Data** sub-section below), you would use a different master image for a different instrument/filter. Here, we only have one fake data, so for illustration purpose, we repeat the above for two other different instrument/filter combinations:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "make_cutouts(catalogname, imagename, 'jwst_nircam_f200w', overwrite=True, verbose=False)\n", "make_cutouts(catalogname, imagename, 'hst_wfc3ir_f160w', overwrite=True, verbose=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cutouts with Rotation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If the catalog has a `cutout_pa` column anywhere in the table, you can also choose to rotate the region of interest first before making a cutout by passing in the `apply_rotation=True` option. You can also choose to ignore rotation by setting `apply_rotation=False`, which is also the default behavior. Positive angle gives a clockwise rotation.\n", "\n", "The example below uses same image and catalog as the previous section, but with rotation:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO: Wrote jwst_nircam_f115w_rotated_cutouts/MOS_1_010_133_jwst_nircam_f115w_rotated_cutout.fits [astroimtools.cutout_tools]\n", "INFO: Wrote jwst_nircam_f115w_rotated_cutouts/MOS_1_184_053_jwst_nircam_f115w_rotated_cutout.fits [astroimtools.cutout_tools]\n", "INFO: Wrote jwst_nircam_f115w_rotated_cutouts/MOS_1_359_097_jwst_nircam_f115w_rotated_cutout.fits [astroimtools.cutout_tools]\n", "INFO: Wrote jwst_nircam_f115w_rotated_cutouts/MOS_2_359_145_jwst_nircam_f115w_rotated_cutout.fits [astroimtools.cutout_tools]\n" ] } ], "source": [ "make_cutouts(catalogname, imagename, 'jwst_nircam_f115w_rotated', apply_rotation=True, overwrite=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below we plot example cutout images without and with rotation:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "from astropy.io import fits\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "data = fits.getdata('jwst_nircam_f115w_cutouts/MOS_1_010_133_jwst_nircam_f115w_cutout.fits')\n", "data_rot = fits.getdata('jwst_nircam_f115w_rotated_cutouts/MOS_1_010_133_jwst_nircam_f115w_rotated_cutout.fits')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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XzoRPkKywLIUYTZwY9gZmcOaY8yfRPAqx67COpEQ6TFjOvQPHBcLgAgYVkXAY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CAQyolK7lDFwX1n6/IyXnWCvKCESFbz3vOavPl39PR7716OsF6n1ASVSOET5DrSCCkBV1916+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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8, 4))\n", "ax1 = fig.add_subplot(121)\n", "ax2 = fig.add_subplot(122)\n", "\n", "ax1.imshow(data, vmin=200, vmax=1000, cmap=plt.cm.viridis)\n", "ax1.set_title('No rotation')\n", "\n", "ax2.imshow(data_rot, vmin=200, vmax=1000, cmap=plt.cm.viridis)\n", "ax2.set_title('Rotated 90 deg clockwise')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Show cutouts with slit overlay" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This sub-section shows different examples of overlaying slit(s) on a cutout image." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from astroimtools.cutout_tools import show_cutout_with_slit" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Show slit aperture (in red) on the NIRCam F115W cutout for object ID `MOS_2_359_145` generated by `make_cutouts()` routine above. In this example, slit is assumed to be rectangular, centered on the object, and have a position angle of 90 degrees with respect to West-East (assuming standard position angle definitions):" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "with fits.open('jwst_nircam_f115w_cutouts/MOS_1_359_097_jwst_nircam_f115w_cutout.fits') as pf:\n", " data = pf[0].data\n", " hdr = pf[0].header" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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HGczNJwGDUkyXRiKmi5enUHwLnH/b4FqYnl+Te45xe/mLfoyMvMR4fX09O4yC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\n/Ahe1PMxkjPfLK8oPs+w4tlZdDKVfQG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e3CsGzL2XkI062tB67J07WGonXc5LDufIwcTd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\njq8dW1lB+S55u7+7kQBWs8fVCsdvnmP42PAd629j1TkB5zS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EZH4ouA2gERpGgsQvkJp5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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_cutout_with_slit(hdr, data=data, color='red')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Show the slit above on the same cutout, but at 45-degree and 0-degree rotations. We also use a custom plot layout, without any axis labels:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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gGJyDpdM0bUwIYyT64uzcGSVOIamRQkEWnNJZmfcXJ+Var59rXC/r7kdeDxzO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RXRfPs8AXZra6vxAmAHG+q1P1h/mcE6veV7Hdg3qVwkPFMcjF33unj2gxjfaPHc4vmFwPNaD8yc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\n3jGbxVccH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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8, 4))\n", "ax1 = fig.add_subplot(121)\n", "ax2 = fig.add_subplot(122)\n", "\n", "show_cutout_with_slit(hdr, data=data, slit_angle=45, color='red', ax=ax1)\n", "ax1.axes.get_xaxis().set_visible(False)\n", "ax1.axes.get_yaxis().set_visible(False)\n", "\n", "show_cutout_with_slit(hdr, data=data, slit_angle=0, color='red', ax=ax2)\n", "ax2.axes.get_xaxis().set_visible(False)\n", "ax2.axes.get_yaxis().set_visible(False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Show a circular spectral aperture (white) with 0.5 arcsec radius on a different cutout image, displayed with a different colormap. A background annulus (red) centered on the object is also displayed (as an overlay on the existing plot):" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "with fits.open('hst_wfc3ir_f160w_cutouts/MOS_1_184_053_hst_wfc3ir_f160w_cutout.fits') as pf:\n", " data = pf[0].data\n", " hdr = pf[0].header" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "image/png": 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pRs1CyaYYiTFUaiCUmSyCrRhR35nvypbJPlGVl1pDru2RWCL5C07CzfBxMsyu\n0e/O35OURlOKlxQ3wPMLMfKERFmmD9klhlaQTJRhNCI0MOcvLNrGz1sbq+Q0pK1Jgqzmc9vgS8mx\nTiwHIgRBkBRlQ69N+8bGZRt5aymkG9YKuW7oDxf45JzA4ApC971G6hNdjUmARMIxCaJ91cVDTma5\n8xav4y+jmUSs5h81eG9FdbnraQZwG8x+dJu5Azfpq+x9oA4gSLloCDqU59TTC08fcHAAtvZeBAqN\nfVfIdXvcnQkcxFtKg9wrof1pMlWl7esgjShYo5H3MT0ZCAKO7H4Z99RY+RDvUzkv6Gmx4TFETlIE\nMg9kpSZSoqM3BOwo5iXXKzN8mEAk6tbFNNkilm8KdMncXL0PCOM119oi9+2nDLloEEbeCiow3XxK\n0Nmac3zj+CVMK6JBwg3US2LRSnpouAD/Tm9m9HmC9DHmKwZsJERaQc9eIKexe3RiXtiXHLVldXGP\nVxXU4bWy5NU7cDB8+MCJkgCZxtqpGbzfT28s66w7I+cyAwqktUIfVujDlRHkfHqcXjlfID6eC/F9\nmszRKXNKcfLuEFk1J6gqUm+Qy4VrshjKKBNTGV+v60au4e4MfTIB5QRMkxmKdVuqcGx0SUQHwOhs\n8yaU3iE7Rt86wF3t6Yz9DNqhnFfKmOHgqUBEdzYw8aVppBeBlNQ+47pC5ww9cTx32trgJoyPEIVV\nZA79HMBoNS8c+hHv/GEjl6OwQawT+plTlfKH95APH4AsSKc5KmGjJ0WBzAk833Lff+x6NW25EEaq\n2geT/OgurKuu28QXh77eggkEZE57By67yVcb2u2E9ga7zrL18rsRerkkZub7Rvj490dJDOEtBfaS\nFRapKQOVSvaVkflwf/mAGpJEqQumCZDGBg/ZEeOZpDISiUVLAYzNNuY5Z6htUncM/hwiOiJ85LIG\nNWs3hpcwuJ+mQTJJIjNv3Mij8p6nRV6KhK3HUZZsTivKq4YUABxkomLfcYhMs0U2+1wVHWXCpoN3\ncA1DGI9Gl52XHg2nPRLq8FyFOaoQMTAUoNH72QvGc4RQxwVAwpJivuzID+ZgXVl53CNOdJ7n0Sh2\naK5hM1oKpEOjNpXeczNqyNBpmHRZuwYCVHfuOUFU2GUJ5u0CsH+g6EDLHqCcZzkiohdcr64fX/lg\noU32DWMRkocadEivo3tP2zACg83pagdTrBQ61FPC9umFRl878uq5tsHPSdig4VBPfNvYWlmEj8qB\n1W99qiqw0aVrAAAgAElEQVQAet7TBNka0mUf6ACWk3tP+imFs5KdsBoCCmYakO53zhXoIwemkRQe\nQpGS5Z52nzYNqJ/YfCJNWY6rthlNuKJOSNXO0pT3bXvUWCaO+e4VMhXI7dmcoqGG3oLl18nlehKG\nh5hHaBvMKwIpWXnQ0gpvdhGhOMeciPowDM+jRSxSniA2WFWCm0joEwlGqVaF2W0ajmAY1JFwFFe4\njfuO7rpmKcD1Cn1yA71drDuxchumgr5k1FNCmwTzhwarfQ+5A3CdBEAh1ZnrlCzKi1WI1EVEiUg0\nWSDQ5xfg2XPupye3kPMyHK9fORGd+b8rbUdW40qWmUDGZlJ4x2N8f4i+DE2/5Ho1UL/1iPoK4VAE\nT4VktOvGC3ZSz0UWnpN7xLVpK65Ii5ZfV+IBBukYPcRaHAMFOPNtL1Q8j3XewaSxPrFWjQ8Q71rz\n6JQFqTkrfiz5wHJu25eqjGqrjU0awmxCB+cz3KhatwEhU0zYiXJZtHGmIZTxzS8d6eM57MyN7XPz\nNAnPIfBSXhKIyUN9fLOThGLCGjoHHZyBHKKtjIgHoXowZKaAISjjI9wIQiCTILBx0h7Z/dlSslIn\ngNWFX4YkREPBR/XdkRjW3xrtZOyfx8IlDB4oyoVpTMcxkpalOSMOxZzbbCXNvQ2BlekIHCU4ced7\nLQRLOAydtb0aU5EPzH80PXmFYC5EBjbTALXGd8V0Jd9D9RMA9XEQZOicY5a7Hx9FIQglvCSF5rEA\n1uwSTLOrnBohfG4Jy0cVsjamAc1KPwJ65bIweh9q9UiJTKvLmRVUy93MvC8fdTwXi7Qdsq+H8WGW\ntxkkDoiWDxHIh0U6AuhWfpsRbarBJxROyRUF1Js9cuL9dB7KAa/ld5jstoRgxJ/BUwbX6qsYt7Bk\nyNOKdLlATzPa7Q1RRkekKr4+g9Q7GI9Hnh3c+HMeKMOii//TnaWvG0xPzqmxyU70cUdsUPtY1gOj\nqB6N10gvuPTaG7MEnLJ7NyPtne/fnKgA4VDgOXHrkKcP1hJuyruNAht5AEoWJDWnZGVX6R1pN5HU\nPFOFJxjp4yMV6EEr4mVAX4xciIIA7oOuTF9c1u0NUclUqAftCp3hmDSkSqQpK4MIj9laWI7eO+Xk\nD9eXWuSrMXzbBAoFFiNLxEQ1Dicjohm8B3NAdTGKe2Q3LksbUhOkZy6Mse9zvfRUAp7FSCZ3JM1G\nVRn8pGCDcD57WmA/K34aThBvPSKvpMOL72oog7mWZkaFmC1Q8sgPT4spAuuItq1Hnqw2UkpW9qvL\nZiO77V5d5ukqL/FW0pwh0sdzQ5lPK6OAyszGkXlC2lnGJFfg1sL5epKFr6Fbnm1GpEsaxq2Id6Fi\nf34cwFH5TkVcKXeAzgdkwnFkpqUwg5A+UBqUswmhhn4skKjw2bQIh6HWNoaT2j9EwK7NeQaeXyAP\nV+Mfijm0hqSKrMRhepqo4PTz8ASWLnQ6bWsh/i3HpblMtspYL4PfPhtSzqcwbq3N0NYhLUwyILp/\n/nHPevXEuRabEdFvF5LiTTmhqDbW819yvRrDT8IXu1ckL0tZvRopxVw8Di+wCbaLTy4BT3K5MBKK\n18WdgZ0KFCXyK/EXZsYg99eAxQLEvLuYmecbTxLyZRyUoGrOoRv7WmY7BGRnZDvP1hWVzLFhTPE1\nKMzOLntZWY2gNDhpAzz6qdh8NxPLuMimKfKzS8x+4zmC88jfDmSfrDbjriToZNN/TceeH3ab/5+g\nT+6AuSBtyrxe7F6SkUvrTuZ/ZvssZ+QdNqC/SwA+uDK08qqE5N5KKzBnrI+1A7FpFRyhhZHmRPkx\nH2C71cpvzvDBqpxgVOigqqJ89RnP5nPUcJT3enWiZLYfy80gZl1NZ/CYSCfT8TRAUPl880yp77H/\nQGGGSi4qKk9WDvVOQgqMisFzCxjVZkUk61OpjarMqRCdiHcKwgLSbHtW6cgnI61nnuOQ9s7W9pTQ\nbibIXpAuB93Kt7heUcQ3qL/toUvGbvmuM+HzZCUMj2gOPYWHRTbCeUy2MXaX82LkusnSgGzR47oB\nl43HRZ2LKaJaiDeQ2N3XbxbIlSeMHhtMeCiB8gitpVAncN35Mu5OFFLYBs3XHVjbYwY8CdDNAWQ+\nU6gFW+czLhmo1ovuKGVi6Q2Xq/EdHEkGHztmKrPBHeyQe8J4d5iygxr2h44Ezn7Tu1sIlFOQmnIq\nkkums0IeOuT+CpUFeruMyorJQEOrAIyUyIeZ9MMUnqgAaDjS0BmY/fOEIp9Hb04sxo8Zb6FmKM4Z\nePSbM9qZhGf++jPkb94z1Uh2BFpv5BSmwv2SrYNwmfg/d5S98+ecG+p99FxYYKEznngCEjCeSZVN\nTCVBd7HKwToqUueTvTfTfuxEF5GbK0YPRKPhBzmaEoRHFjGlu5mBa7UTfyVGz4kN6ZTaofuK/uSE\nfi5I60T5+kuuV2P4XYPpjBliSZjLFy8J9eC6OBKqRq3cWX69yZE7iwl3vJMtFE+KyB15SIep3oKM\nOhhNpBg6WP0+Xmxs6L2ZPLINee91Rz40g4htGMtSmdPvnt/b56xOzBlSsDP94tReN6wk6EsGTiWm\n4VLNRSY6fh8A4A6KxGe6v6IvBfWmQPOMZGVD2Sr7JJzUE0MN9vssoyrXDGJzAzG0A05YVT6XV060\nK6WiUJ4MFIMoZCjU4NN1jdMx/YJOZRh+k0Nzig4+KBXIZWW7qkl4XR+lvFOLkimYdD2ukVcTbDbi\nmLlH8ktnSp3d6bCpKUPWbqSeDpQDDNRyKG8GalW1A0Z7/C8O6rDoDUFIev0kXDkt0DeVaNa5j2Vy\n+ZjJwa0OvjdkH1jqbcp+P0oEJEhEKS+5XpHh2+msaQYuK5sbXMMekkpjy7tCHh4oPUwJKSdKc2/P\njLzWBJEBG508zrdPvsBW1lAnAz1KQoDMvFcqRuktmGAzQDPUmCe3VzoHO+1V9o4kVPeNUUmIEdjq\nZKVDYDG21Tu8lhk4Zchlhzx/QEz4KRmSNCbV9POEdCES8S4yaI+STVwOWT0Cy4L2qQXtyQl5bcjX\nhrRtSPcPzHVvMweJ0u6Z5159xiF79eXBhkomj/KJaZQLZaJOTTJJYbME7078PSUhmMwBoB6603KC\n3nr9HMETOELy/v0+sYya1xWyraAUl7LWaDGGcH8YlNCSefhlkjEB18pdRIXm0OsQe0XFSHl+fV8y\n8r4/ftbQgMjgamDkaBKuqw9JaXXsn8q+Em/8YdoD61ExZ3W2Y8oPuhX10XTNyF27xHkhr7akFHyE\nAEOvMn8CDs1kMwfLHVHHT6M55FGOZ0KNGG98nGBqzQsCBdbKiSqZ462OJSVCIYGsyihZMqWvR8P2\nl7plJElDImtemD3+ltO5oe1mKZ6P+307My52QEbIXoXqMy/X+Yvy/N+FQlFKPAwPacrTYew8AU3C\nc98E3PyKx6eseA6udIjpWgHZyHZvjBa6zFzX3qPNl5sFsbFV1e7JIDAOkD1OxRGrt2dIL9QGQA96\nfjM2wMgoheg4NVi1A7WMTeqz7lzZYN2L0hrkagrEZAdwxumzGmvhHY0O28U67ajnxzjWzMu5Y2fS\n94nYuCpr8tpbKPkAHJSTx7Ke0NC7DKIypaEC9RbxvUKvlC/rzYnP4CW5XR4hoKgWaQcaIJoCWSFZ\nQOle+5dxX56W9o7kyr9Hz/lbr1cT8dfdxiofct/Q6h9yLD+qKaUhAHEyz16IRMtoC+FNALHWTcRg\nhtsa5LKNvBeAT831GXTiuagH/JLRnVxy3bOLMbbDwQjHl++1eG+j7N1KLCeSuHa+fLQgF9uogXqM\nYCwOv5lWyLpHjbifCvrtQqa/0ejTZTsYz7gngaA834H7PfT9WhL0yQ3QFKk2yLZBa6Vpn6xxxtjr\nR8c/twP6Yc1wiJyWAqYKJz57zpTsVqYOKgiiEdUdSAe6oQA/EVlkdDYq4PPiU61A3QlbJ4OuPj/Q\nWXSfMOvBoeoQEy2c0y/d3ncRwJu1fL0A/tPGtwkE+WqTf00z7zyUXA6yYAx0FzcuYs1FGO21z67Q\nZ89JTs7exNRoE52EXV8KsByqVy4Xl/6I1afeJQOtWBOboQ5rcooj1pbZUNCLr1cG9cPgj4clNqsX\nAYiDFoCIYHFE1iFPk3U/lCok4JSTIhrinMdXEE8WedWljQ7bFIN/8Hbaw6mpYnpvjjQ+zAF0sgte\nrB6RK57HSkUhurGSjPi5Z0kQc+s9b7SU4tGRYd7fAK8h27rFxo9Vidzc5/0hTTafr4918J915AIg\nJMfZok07rJ3/ggi6lRsVdvahaTKSnzfX+5hV55FWMyOkfdCjOnd0qR0Msncq45YEnCbe4lGTb12c\nJBB1LL3aPTtZaFODPVKqqh0nze+ikSWgWOpWbTDH4VUeRU1eeh7CLX9GgaZizteey1PMg9OLdfa9\nVW3cW0h/+YVxziPAo71KsnWVMBvulR7kpKhCvZT4kuvVsfpTGUdQlRxzytHsfHJgREA1iA7zqLMZ\narf8aV3Zz++SU4M2faYBCMAacrKylDc0OCskxQZkIo6X9mOlZa9IH7GJBaeF+uhm0em6Ebp5fi1i\nEDOPia5S4iiptO4HmO8/P1h/NTVWvF63r/hZQxRA1IZF25jj56fV+OYzR6Ap2XMnTuhZ+9jIdt8k\n4UggSefMv+FoJe4nGpWC0MLgNBIbqzQvwROky3ZQXrpR8f33QoTgKEq6G9Jhk+YESBmluGXmyPPT\nPIy09cFnRCOV3bDLp1VHJLxucXiIbBV6ntHvyAtwGGob76UdPtcJTR+S4c8C+/fJ0ICp5jRhoENv\n+jktRIk5IfpVcgYWQ005A+uG9HDl/VjKh5xGalMrhWhlsmPe1JqODvcCEDHGIanf4uCPw/XKBDyY\nCstN3nxQ22Cqu0lmrSElhmh05RFBVr7QCE/gZ/gwDbhRm+DGSRIRxHFDihHtBHHabZ9zVAW0A7Ju\nLPUkIZmkNq7Lh1/0cW8UvbiBGimTk/EL5thcF+C5fciLYQgoRxr3qNxlv8NqAxFJ2js5UKuho/X4\nXW8Eigm8AkQjTs+DE3hUYzYHdmXfg/iocGDk9RHNnHwbVQqmLyadNgNk+/QQFgXvIsKfPfYVtBGp\norvQFkAEbM3Vwp6D+fAeLa0ILYi18gZR6AItcxARXJo912myZ7d8vhkxohhDSFUHgWpl3Xi/5qrV\n91K8W+dvMPpA5onBzNvLXfIcTTrC9PX5hc90ctWqLYKhi8cqQedE/DBZPHqv4r38L7l+R4YvIn8O\nwJ8FfdYvAfgzAG4B/DUA3wfgHwL4Y6r60Qs+wProRw7LHu3Df1upJhBBK3yh6xbjqsgGn1kj9c3l\nEbF3RjeHy5DoVIsS3l6h68rffXIO2Wx2Q+oaUSY0z7rTUOcpYJ5AGPkdMvoL6jbauJszimEfALKt\nwWTDQpzlVkL4vjBHDUGME6Ai8Dlx2BskWd45lTHEYTbD2Ctk97LeCp0qEc2bZ1Yi/BkBi2zW+64Y\n/MJBlqyuEozNbv0Ge0W6ICJ/8ACS0O7O8EMz0qWzKamSsNIpQ+/ORGouwPJgnYz1VoVcu7WVmjFO\nGdKtE+5QKfHJv5EeejecnT7rB25EKnWQFKenV/vdA8HsJ+5+vGLSjEUv5XFK1ql7iFn5k0Xq5CmW\nDhn0XiHXoR8RTaPv4rpBt42CnAAvB4MWOu387DomAn1MSBR7cN/D2b7s+m0NX0S+G8C/C+CfVNVN\nRP4agD8B4PcC+FlV/Y9E5M8D+PcB/Hvf8kOSxGGGMffdW1GT5dLFJZ+JUcybQrYdAiNzTjPPdD/P\n8COJUW2uXuujg+ug7jvOacd1gzy7pyjilgMOks0v8xyOQz2nEY1a4+aZrNzikdBTEavNRoNNFwj6\no/n1Piwj6rZ+QIYtTy+CdmbOmR8qp/xEGiFcn2MH2JL42Trx72ZLo3rn+25WWdgT+vkO7cmJLP+1\nxcaJM+9VR1RyRaM/91SgJ5soa7kkqwF0Wvk4NisL2pMzSU0X7Fw364zbiNyWCbhd0OeM7KcCmVPW\nJOjGbItr8Q/GF6KanWkBB6J4Do1Rt3fy1pl63wtunEvhiPBnF67/+TSOzXIuxlWeABGeN8X4fEJP\nC64ry9OljD0WaYytzWwBTxWiK+KcSA8UXdmf4YeL0uoAz2ASq0vUjpgztO0WTtxPR2oW6eWwLi+4\nfqdQPwO4FZEO4AzgN0FD/3H7+78M4H/ECw0/USO9bpxRVvI4oUSVN9ytHik56utEBeaxbXOKyGi+\nMIlsP0+sGbtgonZoAeptQTsX5LUjbYrUKrAvkMQcTK87FzlehMIbQFTAMU/F4L5prOFaaiHhcuQY\nKE1u44w8zUGWKYB03cy4vEGJHyQ18X4cZgseb2DnDA+NNP65IjDRCeflaZtpOJedjPj9hDxZS/Hm\npT/h4EZ/bmB0fB2iCQc9HtCQ6TG0JOMZjDwzo5Pa2StunXc6F7Q3z5DTBDE0JkI5sk4Z/cliswno\nUNN1C6n16JQ0SG6nIeFqGpB04p44ICONGrv9eyACm9K0sz03znLoyoaW3ZSNnhYm4QhvDxqTiXNy\nDngfaeR84AKCeDSD9LTES4DzBE15kKWH9FUc8Z45cizSvk45tZ5n9IlNRcnmO/r+GwNj7N59/uRL\nrt/W8FX1SyLyFwG8D+ABwN9S1Z8Vke9U1a/Yz3xZRL7jhR9ihi/bTg97Po2/8+hp6ic1IQW6wscx\nszQzG0yz/M2QQz8XyhQFlu8p0BuPx7tdsH7mBvPTivkZjxNO1XK6vUOkRltnMMxdKSW2ph1YLzs2\nU36lcji2SAIpqOnwxUdAKTdznKGnSsGOz9w/QrGSOJTDiS8z/DiYI3LsIV2NkWOWL/Y580eb2ok0\nLBmlhw3Ia8iUKXiajRvJXMvtwGHUNjZ2NyNFi83VTwX9tCA9uyBfViZ/8+gvkOseg0N0Kmg37HHI\nZYv8VlqPKbZp5UGmsu0kQ12hlg1pTPlRNUcfrtwHp3nAe4/2ItAibI4ypxrEpIDHXz97TkM+nQA0\ndoOqWi+Ak4oJiBkOGLX5j/8vZ+BQNYs6fO/2rlIw7irUUaD0EHJFp2nOECv1ORmt7uz3BtGOdp5Q\n35iQvUQrOga0bDvRLuhY+1zQnxxs7FtcvxOo/ykA/xqYy38E4K+LyJ/EyM78+vh/x/UrH/xc/O3b\n8+fw9vR74jfYB29R0abIwmrBQbAYu+me8jg6WPygiG2H3j/YdJIMwYT8LGPKglQBhYxBmoqIXOid\n9Vmrf/uBnrA0hAU5+76S0a3MFVNXvFQphbJRGZuQz6ih7vPDLx9LbhE1ec35wC0gclYYhFfx/7Yy\noU+63TmSPFSEJUNvLCLeLDxbbrNcXsT07O7oDiXDJNYybQ4gJrwe7lVhDSwJfr6hBgR2Z8iKRt/B\nI8INEUVTk6+Lq/SiecVQR5TJ7PNKstHSnoLkoYKDKy+tnNVkQGCPgpnGgLsFmMCpNm5Z88xSmvFL\nYow5NuOX7L1H2bbZuGtuxOF4MseOiXaMQQwWpNY9VITBxhqfQgKyRpsxWgHUZie4AymUbucruw8p\nWyc3dJSaf2P7Ir5x/SL0mqAf/X9v0vkXAPyaqn6Dzyo/BeBHAXzFo76IfBbAV1/0AZ9ffhC4PVN2\nG00wGAQFpsEDOHTxRgZnkp1g8QW3erjsCVISCZLn9yzbnNj+WL7Zke836GlhhHDkIEA/U7+fn61I\nDysrCl4PP6ch43ToK9a6uxSbilJHZcJfpG/8w3CMyP0PCr+PX1Ib5EFH7uhOo+ShZhQlsdeFuvYu\n0eyUrlb6UYv4OQN3NyTn/BDQnNisAyCOkXYn4kSUteviasctVxzq6wgCKfkYcpeF+qgrEyjxSK4d\nuXcSoCUz2pmUFrD77C3OBggtv+pQpMHihROMWZBcC7GwdCUAyd+cSIJGidAMOAn6zUKofL5Bz2fk\n+x3p6QpoBs6GoGy+QbRgrxv0slqOPZulOKQnemTTz8wIfWhV5uzHQ/Vqs2fz5iE/NNMPQtmpotS+\nkNlXhd4/EPHd3ULnGckmFampA7s78Opaho63774Pb739+UA4v/7lv/1Co/6dGP77AH6/iJzA+bd/\nGMD/CuA5gH8TwF8A8KcB/PSLvyWHwkptHDaqaesdhgmMwNLB9ppaSayXfJBBhgAs/00pQXev6WJE\n140RQqWiGxurxUkh8/ghR/UcacxqE5OpyuFeVBCdYI8cQ0mQxogc58y5Mfqmrm148ehROLSTpj7k\nwQ77gQH3j5/nQc3r5b6WQJSJfArPMXqGUfjnuwxXD9/nOTHAJpxuOarPRhCwXfqIHgSMdK5Fh/Xg\n+2WCGqI2DdFRIPKU2KTiz5S5BiwPGjpLM9rkkN5/VwJSx9wDd7jVGHQnNIV18oiyHeaQvKJiado2\nyrCxdi4xF9Bh9R5EYPAuyk7GMQvR2nYLgArIrlGFCkGPCW3imf3evReidztt135vgrV7Y7yvnMw5\n+r7CqBi8yCRf+rcAVPUXROS/AvB3wPNu/w6A/wTAEwD/pYj8WwB+A8Afe+GHPLkNlr1nI9yuzJul\n9yF42Q95lbco5gTVHbLZQkVttUZzioiV9ZbFyMMymFwfiLjWcU6ZcL5fajbJ1Xq8WSKSMYVmMxKl\npOgijEagOVsejTFJJw2yLGCgb7I4HGFsesCgqwKR3LsTdPWVw0gn9KDjOCYb7xxkKEj0jc2Px1OD\nojZ/IJ/CuSB6+6Os6Y5tr9xUmYM+dLZJyN7GqmrCkdk+yKC1SafRFGlvwNWMSjvR3+3ZjMOnFZWB\n8mBIyA7mlEnRlox2R4Y8b8oehERpLraN5dxSxnwHK9PJ1pD6FSJC27q/As8frNW5AMh8bj9uzdf9\nfAoDdM5HpzQ6Na3DEC6djQCi8f77UtAWjgXPl0qCVZUyYoCf7WXsZOmlcI1hU6nk2b1N/5mtC7SP\n6cZC6E9ptDm72E8vvn5HrL6q/gSAn/jYH38DTAN+++u0EEqCxqutMk9ykY6AkdUGK8Y531GiSSz1\nwGroniZ4WcoPTZxmiJ+Ndmh8EQVkq+giIQRJWxutmA7N/RLKOlPILPnxzNPGvDiUBBEdZRkXvByi\nRJxaaxE1Xtg0puoqMEp3gSYOwzj93hyB2DSgvhwET9oftx7DIG81lsKbTiy9Uq9tm9ONXNF5guht\nMDgpiZNuhM5FBQNOd4tkpUGbOWbrRutzJjm6GrHpR2EvM1zKrcWbmWy/OcG7sTwlU4I2pmbtbPnu\nbictJxvAUtkIpkceSMxRetOQpziXnSW0ZbTwpsaKBCcrKwlCm+Wv8Hq8jC47K/GOzj4c0leEA/Bx\nbyl1qH189D0UtpdjmYDTBEDGHso2YswVrtaMpLZnggwPO8lj0Krt4Zddr64td8roWSCXFeXDp0hS\nGJ1D/uqNKodjnS2S6cSBkWjdDpCs4QGjtdfLcg6xg3hJiDPryqE70Mp+/O6xSEGuAeEQZNuBhxYl\nRW4Ayw2FJbWIzDaw0vvoJVt+e1C3xQuzqBQB2DYxHQMjoJhOgZNVWxBlyFYSvfh5ejZKyjrg4Iy2\nE5F+cKithS4F/ZbCn/ywQa58Bo4Q16Fzt7TFOxahTCtYjrW1jDFV3gpLos1HeB3FKHo+0cmVwkYe\nc6B6PF9u8rMJKSXGlCFTg+wZadeYRhOMfRZKerMRtF7/dAR3muiANitBtgJpy5j0ZOy65ASI5erH\nxh9wXdP9lY4lZ/QnZyNf8ZhMPAQlqCKrTUjqNgQGQJ8KtEwYkMtKlsCBAzE0JYn7vHcOZnEi1FGC\n5HE4rI90TylQyIuuV2P4qujmKdOHz5A++Ahycwae3MXwQkbCMl5ktgMxGk8K7bcD0ubdSyFetrFl\nOzboHBlXm/2GmoIncKHKmAVv4Kgj+rJDULE3wkPTFtAgmOcOqa1Hcjvqam+QbvP0cuFS+2RYFyoJ\nYfFgn8WeK1kbsSA9rEHiybqbvmDhiSpd2Z5srLW0zkMxPWoowsHF1KG9kUiaBG1O0FsffOo5rVAI\npIZgHImEkzLxkVcenGjNKaKjtz1LTlH5ECftXOHmQiFLTUJSLAKdYS3NCq3Vjtlq1k/hfeeWtsQc\n+4k97eYoR+RkxO03M0R2+qqJlR3MdmaBn38Yqrw0xEG+n6pC7lfIvkM/dYd+e2NO2dCeDAcevEcH\n0l6RAglwuAjOM/rN7D/Md7YfgpA6QjE+aJlJuK5rVFsUCqiV7OoY1skS8vTJiPjdDjWU1oAyAW+9\nYfJHbpY+DaKM0B0AxsOnalJbAdnkm/kx+dGNUFvSUK35FFyA/1xmQjongAB+vzPzk3EDwXTbW3RB\niX/XdUPy01RczSVGXgoIw/Y6mGr/HsEgdNRJHD5vjGdyjfl1D824KGhU58Xm4OFROfNYNrQ/CGeo\nAjqSuSBdN36mzeqXuSBvDegro7cbfbKpwVOx2nMJ1CTPK2J4pFjFAPLod2GDLBTKWXCXjZvRehgA\nogm1PgIXLakdegGIpVATncSdTaa9XpHQUWwQid+zH1w6NPd2z16tAGL2oE+9cdFRjB3rGGXF6qVN\n219+MKkiyEcoqITcbPJxTmwmkgPi8tLxWuPwF6KADpkKhw57i3mxvWf7zRFbdxHTnImcCqW/Whtk\nmkaPgE+D3ip0ZeUmDhN5wfVKDF+nwrO8t0oy5LzYfHA7ecRZVY9OMbJJjaBqnIiS2VOuLgAS2BSc\najllido2Wx3tmvL4O5tmEgdjbjtLgNaWyU3QR7OGG7hFL7QN0ht17zkzmk+P83COOX58Dl1A72MF\nwWvGRUKrnx44D84bg9RKRlrYVET2ulrjCBDKtANnF5dIzNVjB16zOX82r25twKWG/twrFZoz2WM7\nDhoA0tOdAx2XCViMUDp28omlKtaT0KeE8uEF5RmP5FI75cbl1TBlX1y1Rd1cPH+eeVY9Hi6U2baG\n3JUw98Cma05j9FnhM5OIJTJJewf2Hsy5ygg6XqKM6ckbS2shg50KoPPompNE/cF1p4pw3Ybk2Zh9\ndwMMRCIAACAASURBVDD9ZkZS6x2IOQKJ77cpo/h1Y9/IE6vOGJIa6STXNOVMRLJVNuG4dFgkZgmg\nd8jVJw9/EqC+R0LPG03BRWPhplWPcHbaaNRFAaDZSwAM3m7jGGfz7NqpXPPPZm+ADVd05ydOaPlN\nMY8X69QbhKGRL0aA+QaN46kNlmoS5moi3AB7ZQvpzYwEfXyQR7KWS8A609bI6bWMA0a8phzPWnI0\nypC5FWsyHI5ExdIO729QoiwO95T4/pDBujQ4qa2BaSugeLM94HMPX8F791/Fu9vX8Xa/x0flBl9I\nb+GL6U18oXwGX+tv8judzQ5Zr0H6OUNmj8pmYKa4ZDWmo98UtNvCk5EuOweZTjxnj3qCDFmH+hF3\nJ+a7aRiXyOAumLs3CNKQXHn0dprUeQ6D3gqM1tYjJyTjrITgoA5dez7eXHQaqZCdzBM6BPhwESs9\n6jQGlaqtg6O5gwPiHlROV04d6CS3NQn7DOBciNuNwucheAOT1E7H9JLr1Rg+EAwwm0N2GuVsRtk6\nUtcYeRTHELnBBmFi0fx+NWPnPDOIQIoxum7UU4GeJ/TzgrTVMXrJo4wTMT6zrw/2108o0XkaCr8k\n41hrV7qpjd4GkLYNeH7hwZ+nG76AjTJKNzqmxGIHRq7Q2xP63RmumReMUd4pkajyYaJBskkCZrHo\nWRFjso0Tkb0aDC/M+33txVtBWYn47Poh3nv4Kt67fg3vbl/Hu9ev473LB1ARvL98Gl+Y3sYX5rfx\ny9N3441+wXvXr+HH1n+Adz/4Ok664wund/D+7Xfg/dOn8cXyDr6Q3sSX9BatKbsu/d3GKHDL4dcd\n2itaOmG/K5i2HXm1CDhPzMfP0+NGnnlCv10gXXk2vYJr1Tv/O5R7/GfyI8aCVDRdgpdTbUt5N12Q\nmjlTUts74vCO6NzjvlBVpjiLCX5qYeXhuvGzpwlxxp0fvukCJO+FiFl+QuLueOpQ1+ib4H7IEHPM\nfS4sQR/SOy+3ylYHIVsrD5V9yfVKDF+87nwQdDzyVs6kOjsODMY2pVGmaunwe3ypWlIIMPgHj0U6\nPp8cwMhhFTH8UUsaRKIf5HFU0NniqgoE5s0VgPL3GdUwjlUSGYcpVFNqmcDFtdzjnmQYhZ0fF9JX\nb1OFIQQ5CjIsp54cossg3Dy6C3CqK967/wDvPf8q3rv/Kt670Mi/e/0mvjHd4YvLO3h/eQf/1833\n4G9+5ofw/s2n8dF8R2XiZqIXI8niIEgBbtsF31u/gXf3b+K9ywf4l57+73jv8gE+sz/FV8obeH96\nG18ob+ELN5/Bb9x+Fl88fxoPyU40KgloPNIrPX3gJFtY5DscIil7HTMVHHLvDei7NagAkhJ6Eeu1\nkCD8fG4+vAbrCtE+/l18O4Y+Ao+n4Hp+7/vKmwU/PikoJUQPRdIhUHuECg/NXK0BmwwOSozQnRIA\nP8NR4ScPBUnraM54AkBGsDrYg6Poo619q+uVGH5MonnUUAF7eIxcxaW8nZ1abKA5GH82qeKUrSac\n7eQTttGmq49MNvhsfekhwgjWWkcO74IXAFG+cvWZDnjIKS15PANsg647JCf00wK9Wbjkz1ZGgCvP\nfxffzJsJeWCe3hpbKF2ttO02tPFqks+YqmqklAtH+pSh54njvx823vJc8LuvX8af/gd/Gz/00a/h\nS8tbeH9+B1+Y38HP334/3v/0H8AXn3wHVnANpduA0ZKBLvwzhZWDLJJ6G3VmLf9pfoK/p0/w9/t7\nkdsDwFQ3fM/zD/B9H34J7z37Cn742a/hX//wF/Hu9g38yvm78Jc/+4fwf57fA1pDftiRnl0g8wyd\nlwF3lSfWxtDPo07e23UrqzE6Z7TTgvpkQd460mozB6yb8NGpR87yuyP21BMIjsPbeDumYUyhwvOq\nkHcxGvlcG0nQM9u81e7Xjz2DIYM4H1ITJE5w5mf0KfOYs65IMEfrojI+OaSynz/Szcyfd91CjExz\n4don5dBMLUKdexemlt5fbkIGNeIECSyDebnHJqeIDimkT3xJja2slPWOyTauchPv0Z/LkNECxg30\n8R3JIr0c5JYunfSx2vvOEWA2sEL6QANQQE4Tc9u1Dr1364TmLpH1AZO2OYg8fBP2Ea0c+Ql/J7gR\nGMJRsuawI6T81JzfVb+GP/XVn8M/9fw38Ve/68fwk5/7o9i7TRDyaFcKyS2oT/WyaGIMuKUNarMR\nQ9PgkmVDTRyoSbiqCzfpVs749el78RvyKYi8C9zeQO9ukLLgn//6L+HPffFn8MH0Jv7SZ38cf7+/\nDTy9Qt/I0MXKt+B6yMYuykj51N+BH1DZSGo0d5CIZi9tVg93R2npn0/n+S1x0H/GFIfs7ku27v1R\nYJK8Q2oK6B9Hj7vBH08VBiICx/RhHTk/1IaaOKLi34yUxTkZd0CtWwDoQ7FnQ0cjhfS960T3S65X\nw+pnwf7GjHYzYXq2IT3dR0eSumZbho7bopooTNa7s9wjYP6Ukk3KZYkpPe8sh9iZ7AG1/bABJ+18\np7dh9GEUVl3gpkF4XW4MY/nt5cbEUyO1pHUeFX3FWHyfaONz7Byy9hT5IgQs0fhCBUJTa7Xc4vdD\nr+5GCUAeNuRtx3vtI/wbX/t5/NP37+O/eO8P4id/4I+j7ZSJogC6ZMiVDskn32oW/nnXceCklZco\napkxTuqF5clW7/dDIfdGzsClsU42nhdGsFyI0lTx37/1A/gf3vy9+Bc/+iX8+fd/Gr85fQp/5e5H\n8MvpCTvhbM78sdMuovZahw5BMNZTFfnplQduICEGVjhKs3RRrV4f+wJATAq2A0CjlJz4zF7q04Dz\niEgNwaNJQIT1PTQLCLSSxpi1brV6gSEAmOaBTU8AyPZv1pxmalSP8D4PQsvEfblXnj2xtzEl2XUh\nVip92fVqDL8ktNsZ+5sz0tYw+SSS3frWfYKJ/b8PVCDMZbSVbWPN+LRwDJblO7JtkHWD3pygb5CM\nOdbQY+EtekeUNvkrqg2cSHZun2LU1q1NOHnUNUY8WN1m7Kl7472yijDPw/u7uAXgxm4JaDvPBHDH\n8igOmYffNp54el5sUGkeRKMAqB3vPvsK/tSXfw4/tP8m/vp3/yj+wu/7o7i/vYF0RWmcme/HkQV5\naiU3ne3gCQVwv3Hz1U5pbeYUJO9tdzWew1+HuGx0YSojkMh/9TShn26GTNbGi6sCf/PTP4if/cw/\ngz/y5f8N/8GX/wZ+/fln8Ffe+TH86u13x3saE5FtLfY65iAeyljS2X2Z951Of55JdtYW5Ct75ssQ\nDVmNXr1aMtsZfCEoshTHpMQxEEPdiZtRH3J0BYyg7kGwcRhGiTSSZcUWJxg/Tl9YYBHv4rPPEzd8\n1wokS/FuFuBBufcfVktT5uDI9BAcXnS9GqhfCvKuwPOG1MV64tm7LICNHvJuOwlJKoBRfpms7n6y\n+XIrrNxl4gU7ejheOjBejM+68+OILcKjHI4Z8ry6CA+eNOg4YBeVdKH2y6PEoknIwkdvwaH+r2qN\nFwdp7jLzORbz3r2z9Oe1bJ/6eneDaPwx8k92wWfXb+JPfuXn8CNPfwU/9eYP4z9+51/GZT6jbQKc\njfg5SHWd9Ot+CqxHqY7hCFs37uBEo7pskC2Nerdd1AUUpHuiDc7uG9JWFbAhpe/Wf2+EqpNbHWgp\n42fe+WH8d09+AH/kw/8DP/Gln8Iv33wX/rPP/EH83+fv5H1aVE02SkpP0yi3Je8VoJEKMAw2e5ca\n0L0aoyCs9rTFSqYKhTysg0T0isuDoZ7TbH0ee0Tg42SbSCmE0b2LOZnD3htowMZ6BfmGqEJo8rZe\nD0y+UTpnNCzmaIytT1YZkDIBZ/u8bcMgw3nYyUtN8qV/+//XVTLybpGz2bAHL234ue9BrJlEsbBR\nRnwijHVd6ZkHAoqPpvIDFRJhojoEAwJ261Q47cUJnc5RRj5SyQ/eFCCaKqjCssEKXtMFrNXTask5\noU8FMmc78l0GmWTQVJQbUVwnIMLnOJkIJaVxsEdtBt924I074O4cvIDsDd95/Sb+xDf+F/zos1/B\nf/PWD+LP/BP/Du6XW8h1Q3rY0ItA7qZD7Xmo13g4qLHN3lQUKkXery4z9DRB1o0zCiAHTbgjhYR6\nM6HUhvRcTe7bDpCYnY+yWT/A6dhs1QffAWCfZvz09/xz+Bvv/gj+lf/nF/CTv/FX8Xdv3sVf+twf\nxj9847PITy/APTkaLPMggW2vq6MDHVtNrQGqz3znKuCQyutmSIJOu8+F0fSyMtKeDUmuLMviyQ10\n4lASeX5lZef2BJ1nxFkFwZuM5p3gnGrnMBlg1OWBONtPgUhBXWglSZBVxkASNf4rZeDSYwZETHGy\n0iGsTBqHs2T5hBh+V54k2uhJ22lCwkQG08Ykez4WTTX3lte5EXtO7LDSGd+A7M1kvcJNMlkdWcdB\niNonyL7QYah/pmnmeyer7fvKNeDuRY2gUYAbuXWbdQ86g+sO3dj6i/M85JxAEEh9zojDKl1XUAZ6\nEHd6Xr4C9fifXj/CH//oF/Dj97+Mn3nrh/BnP/9v41k5o97OaLcz8iUhXRg10q4QNJ6VnsBoYo0y\nstYwlL4ktIUThWTPSGsexJQb0kFi3BcOIekljcqiRdYQADn/ARiD3ZHurXnE+VM3gCSckQBg14z/\n+tP/LP7bu9+Hf/Wbv4i/+Pf+U/zim78H//lbvx9fqjdBtsaMABc5hbIOQRZL70yjeufgj0KUcJwi\nFGOwpwzcLMDM3F4AOro36Jx5SQQW/h5I2EKM67CxWq7T2PaYogyT1sIltUpEmh46IDrSR0FMRwoJ\ns5OSrr3ofaSoQeTZnpws2MWMA+FZiC+5XhmrLw9X4LJC37lDX04BeSTzDHIOc7CoeLkwv7W8hhCR\nEF6CIcVgnTugdeXoLSGxJqcUTkET0JaElCYi9wsnxMhGueqYC89omKt1Ey6DyRYzzhi40ElyBfK4\nbmx+mW8o1UwSA0WkW/Vhnlhzvu5I192EQRilmJIBWQD9f5l782jLr6re97PW+jV773NO9VWhklQl\nISEEE0IERVoBUZQHSI+A2N8hNvfpUx/SKCJyffbdffb65KKIEpFeRBS80geCEJMQCCGkqpJKqm9O\ns/f+NWvdP+ac67dPJIExvKOee4wzkjpVZ5/f/v3WWnPO7/x+v1NUhzuaVb7jng/z5NWbee+Wh/ID\nl7+UM/WW3B/ulwrabSVx5AmjEt9FQju0iQTYCsTK4zeEfGSmIn1d0o51QOQsUGwokGdc8YUWZ3LQ\nV4F+STI1r/WnmU9Kvax1sw7CTM4RVqf41RlGlMqZkiLbVn55HVc19xVv2f1o3n3e1/PMY5/gN7/0\nRj5Z7edN2x7F3aOd+XpQt5w8DQmnBJqYrdhd7HB1AV48AtLCpKFBxx5IYSzKu0Y38bgmBaGEu6Q/\nUurkWpttqFwJj3INvBsO16lkS8lUkMsT1fyjab/abMe0QAN2GdcwezLTQEQdFx9iVJr7wuYPPptv\nbPJh6HrC+n+GgRom0tD6x82Vrlh4cKWwpRbQ2IF/XOQUO+usU9I54X4AqooCugJmSnixNWuuvdob\nlhRUWyDBgS+G/rGd0koUIiUVRliaO/AAyESRlPX1Tk/tlMimGMb6yj+rJz4wkDospTMeg1Jnr1m7\ng1fd+Xbev/VK/svF38+p0ZaBDacP2GkEdb2AR67tBZ03pp6h9wY06s/a4vURATdtFDZgLMA00ogX\npF40UFHAun7QwqtIxjb1AII6bGCJueiS4kLbi6HMMlKNlh+zFHjzjkfx7upKnn3yE/z2kTfzh3u+\niQ9suTLfT+w+WyfIshPd0IuTfJw9C3spp8LcgFH/A/u8lEGyNY2aNuJdeB1mgKq/uhgsx/JzdB6H\nkrS6XmzGs/zcpMO60VWMhk3ENa6GPrs8Ciy3t/XnDOgMhg0MmZd3DDjXfbzODXMPiMsjYhjhm0hx\nZirRb1RKqpk8zBN+NsdN59k/P9saWdRVQo5TYgxBdOhxVAoFQIGR5GWzp7Ig1UGkkaemWTWH98RJ\nJfW5LqDBGplMMHKtpnQw2C7pd1xCQJQqSErbD0w3NxvcYs1mGu+yBXisiizL9G3M4JI59V6z+iVe\neec7+IV9z+XGbRcTK1novh+AH5cSYR5hVbnu01bFTTHjGostHRnXVcroNu9xzlNME0w7gg2DLIRL\nIVOG9FC11mXw+FZaT97mtdsATUtXG83eKkWfq0BXT/CzjmJdKK2p9MRashNxo5FFLOSlfvBLILHh\na/5yx2P54K6H8suH3kwaVbx/x0NRCkPuFmzyDawKmbtgpcDioWbrse1x85glu4NzUsqHEHMZYZ5M\nZl1qpjZXcpHiRAKYKkKfnN5jh5vbOO8ouE1ZKHYVNulCpIMzUMrl4FXSUpIOle+sXTwAeDYJKQUv\n2WvbkXwt+0FHxN3f65zV+KlQ4UUzx897om4KZxRYGOrnqhAgZSGqx6Abx1B5lzCRSY6W49EAvsGw\nUduIn7YZ8U+1ppp1OYzr0jTeLbC6Uhc0EixEcOe0XlWgyHqnypZyzpFsEdrPBEl/fVT3HPOmt5Rc\n8YLkHNes38Er73grr3vg87ipvpBEygtNFrndVBkGQt+KFmGupRCJlBQDwZElxm44vJKXmBPUziwf\nPH7IbLLbjOnSLcLGhY1ka2uB2pwXsPoHpjqIL/zUDe4wLABzTrEUTZmdzZ+y9w2BA5PzeNkV382v\nfu7PSc7xgW1XDXp1Fq7FQNhyqHUz8cmeHUgpMG8HDkI5OOjIwdovdDpSplBnQ1MFXFNl3Qz1KUCv\ngUH7MZilRgi97DhLyZ06DRkoosBcvq+amfiZdE82v1LOGYzAtYme/hVe5ybid5Ew63SQYJKH0ifC\n+nzTdaa6lBPUPPNy7cIgO7VNZoMF+yTCGa3tUzncR6fmFRnZ1iiQbNSR1eltR570M2/x07mCWrrY\nWz1RTXxieEAfBxDFOR3sqBvO9WT4NiZZNEH9/rzL6W/yDtcDXc/Xrt3BK+56B79w+Qu5ebxPItPG\nFDediRa8Hum90ZXR9jKCW+v2VBSbSxKSLogBVbbPpJW2AFNlQa+tsoKeC9eOsX/tCPuak2xPU85W\nEw4s7eHg0m4OjXbRjkrcvJMBJQudAxgAJ8tQaKIqzQJEhJWnBhMpD5RwmDFlZsMpcm5Z1J31Tl5x\nyYv4ldvfhN+Y889brszRL4/KMh3+rMOFqIxCkw4b7dtB1yJjsTzE0jJl2W9dLyatCXGGLoPagukQ\nEF/hNlAAL8nzz4amDBvPe3VrCmT59VSmPLsFd59sxaaM1KQAqcMNoqbpTD7f0iivOxL4pst+lRSy\nnv3MwMWFSURf5nWONr6i9u0CkaXrJcXROi2VgbRFRjDZgxfcZiGadFH2VWazKeOq1cEYo0q/lxQz\nUOsmpzVuWWQev9TycTi9J+KK4kmkWZNbecn467NGN5jxabWVpRZTSd87E1CSzxnJJvFMKMB5oRsb\nb8HBNau388q73sUvXPp8btx2sbC8vJOU88warq5wXphwcrAwMNEU5ElVyFEoC2z6JA5ELu9HAJba\nKfvXT7Jvdpz9G8fZNz3GRRvH2DM/w5FqC4eKHRyqdnLPeCvLseEJx25m36FjnD89yclqRVV52zlU\n7+LgZDcHx7s568YDPdXuUUxKfpG0W+ynEnEsVF97RSdAross0HP7hUM8cohtvHLXs/ilo2/D9ZEP\nbH8oA2lFD/N5g9tohhbignXYomlp5vHnFqOutU487W3Iq6H9KSYtewp80eO0feyaTqqDkpwZ2QGY\nioV0ezaHVlSlQshKyjbVQ0BHyMVaAUs9IIXA00gLuC4zp8PclDzkz+l6wbKkBfyfAdWHAZyAAXiq\na2E8zbthVWoUdbNWTuy6lIexMVc6oxvSUjPwAJUtKqBjiL13IufsdQPg8onpGo0oSnBxnUTP7LaT\nNBtIqB3WeFBy2YFhHgJe0307TPqolNhSbZF0Wkst45EsC5DpsY5rNg7wysPv4nUXP5ebli9S5qGk\ninFlTFwqcHiCLwbSSFJUug4DFdnAqgSuletHPe3OXzvOM49cxyXzo+yfH2fSNRyc7OLQeBcHJnt4\n33lfy6Hxbu6qt9Mrvz85OyyD2HQVntB17F0/xSWn7+ais0d5yPQunnLqBvbPj9PjOTiS93v3nq/j\n1p0X0tcBP0+irTc23b3Lz8TQFowJr51bO0QGn/zIQb+NV+5+Fr90/B2kccX7dz0sBwBR7zH4DbSd\nHN62wWLCJdm0aTIijzKLc7LlebEQGBLYJGcJIjIL0OE2GW2KOUqC4NRdOEAr2U1+lQVMRqSkPnqq\nvsy+jmgCos8v2ODUspA5EX3ErSrmoPhNNjWxe2iOPsYjuZ/XOUP188lqbLoqEJdq9YPTGtaAtrko\nt1JfS8901uBOrcnpNxoJbVfR14yNFmrhFcWqy81b4vKItFTDTJ1K7dVJJmButaCAj/e6cIKmmUq/\nVJbdMLo7DpZd+pmcqfaMyjquhCSidl1OFVXUyhbUIHPN6u286va/5bWXfwc3Le2Xe2HIfIK0MqFf\nKQVUW2u1lteavShII/WZUyGUufRYCn5ef4bvPPJhHn3iFt69/eH89fmP44vnnc/x8Vb8TLj3VscP\nPnYQRwPd1GbzxVIi3l3s4u5qOx/ffsVgABEj29KU/fPjXLF+F79465u4eds+/uSqp3Cg3kVQN+JN\nrUK7D/q9GBw2vBbQmh2SEpgsQh8od/DyB76YX77jr4mjkvfvvgZmrdizGxFMozEtMHF54wuWEGAy\nJjVa1jVR+vfVYLwp3g9yvU4zAdY2pM28PIGlpQFD6hP0nRy6dSHt06i6ecMrFjo2Nq0927YrnVkG\nh6rBhmESZSnBbj6H6YbYkk8qcFYWMfwOmy6dux33/To3G98eiEbP3GqZd3nREGXsUoqKA5j5BGDT\nR8RXT1Rw8r4KwkStt/WETVWhqaPL/PQ4Kgc1gEsDJdhukpFoBIzPjjeSvkXpNiykj6kMymnXhWZO\nrSnhejPSRB5sreIhBf5svvw1a4d45R1v47UPeSE3rlyca7NhoKbiI1P18Jt3uTwybXuKIbsQEZPI\nUoHd7Rm+8/CHePzpW3jnrkfwvQ/5UdaLEbEKxBTwG3rg4ohWX/sohCQrSxBswHUySlwexwBMia+b\nEZs8J/1WTqxs4zPbL+VtD3gUTz/2SX7nw3/KDVsv4s/PfwKHVnZmAlEeBKLZU++CeCbm3y3rxpkC\n03z6a/m5g8Uyr7j0xfzyF/8SnOMDW6+SZ2L9bmvC67OMwYkVl0nEre62e20sTxjKOI2ayYaOFKUc\nIqNaugH2jLQscW0vffxe8J1UeB1d3g+EIedxUfv4yWVvCddH/HpPMZ/Lc2xilkMLLXzYO66NuL6T\n8qGTQ2vT3D8LAPfzOjcb3xhs3oFTpVTStpf5vWuktxRdPsyACUianCTyFjpjfj4AGK4TPb60z0pS\nTSaHxEoQ/BR1sAOObPRoG1E56Un97FPwQg/2Hr82w00b9b9TV5YykFiUCushESOut9pdAD1GNTZw\nw/wEr1m9nVccew8/f8ULuXHbJYouuaHNo1HYfONc2wuQpHROZy07E83oQt3ZnOE7TnycJ535LH+3\n++F832U/yHojGvOo971YlynByXsh3gRx3PUthBSHQysyHCqt3KdYGxV2+IzZbdg7hTYijSt5645H\n8veTq3jGmU/zm7e8get3XMYb9j9JyDgKOErZ1QtnAkl3Dfdw6h6bJjVxHMCXJFer/0DLobSVlz/o\nJfzKbX8J+xL/vP0qUqdGKCTMpCSZuUnsBavpelF7ovfc/t42i5Wl+j5OabaolVsaVbLxbe1F0dG7\ntsfHSGp0vY0qXJNwTUsem24AoFHWncuCM9+24qfXa4kZgrS1lfgF9TBybN7IxjfVqG36EAa/wvt5\nnZuNv8DYyiQW44nb3weGTWRDERMLbRIj54hyzOaukymRbrNuPfjBx87SSYZWVsqkkoGznkkPizVe\nHzHgOaOwciGZKQbgkuoFTD66KNFcoFfiHNdMD/CKo+/hdfufzc2jC9UaWZHiRo1CkxJdDJRSABRd\nm8n7PCM+9Y4d3RovOPIRvuXUjbx3+8P4gSt/hNP1sohtejl4nZKO6JH7XUoKD0jHBaRtmsilSAqO\nhMP3DhPw57Isyb+PY5ezJddDKpB2XQvzWHDtrkfzjosezbPvuY7f/cwf8/EdV/DGfU/knno7sRQ5\nLd7lMd7mDZD94RXlTjkSJwV5PQcme3jZQ7+fX/u3P8OR+MDWq2QNLbZb03DNxpJ0yW8qO1wvVN8s\nFMupsin0pAzJh5IBgroUBhcoTQRikmgP2ZRU7OLsfRS/uBcPQdqZsrYS2uZlACNzG9NJFisU9UJm\nRvR+ADT/U0R8VaBh7bPU5rRZWk8hA1MxyIKOtcfPesJUZpzltD+R2xxuY0Za8cSqlkXXSIspRWUK\n4vIB4HTgoABGcRgakdM+paF6S0NVxmoLxgYdLiLWnVJ1+z47rWYP/OA1rWf47IWXTX/4Xbxu/3O4\nabJPxlhbGbQgInIJ9dCXkWOuD5gxwyJCvSVOeeHhD/LUI5/i/dsfyg9e/oOcqFYUp0DAqokSTHKP\nHWLp6UeBWAZ8HylbuOiyPTzowXs5b/cWRmWgqkqKKtB1Pe2so5m1nDixxq233sPttx2hnXfE2tEs\nB2LpKKeJMEtEmaQhNbeCc1NX85cXPYm37/0Gnnfoo/zeZ/6AD+2+kr/c/wSOrGyXjG3eDyxC57Lo\nRTIl5eJr2ZiKIAd+GThQ7+GnH/p9/OqNr4cLEx/YcuVQXyejL4MMbamkn973C8w/lOobMXNTY9D9\nu5HoCC7iYpdT/QRKx2Z4zyjckVR40liFPXqwiCpTLee7NAjWnIda8CXm7cK6MLyiHbQOVUEcjYUb\nE1EWps96BhYOpi/3Ojd6/KqUvqIhlcbXtp63Rt1kKXRpG7QfUGATQSSgIyvK8qmdtHeZwTY3Pl8h\n3QAAIABJREFU9LNTkp8pdNPAQDYxeND+XVo40a2eDl6ANBu8YG0yey2kb0mvFTRVtYea4Jp1YeS9\n7uLnctNkv9Z/Qx9efmhInbHI60TME1OxEGkiLz70Lzz/8Ef55x1X8dIrf5gTxbLWhQISDbTPgSxk\n7riXXLGXB119AQ+6fC9XXHoel1yyh3vuOcPnb7+Hw4dPc2Z1RtOu0fSRogzURaAuCi5/yPk8/ZkP\n58ILd3Do0Ak+f/s93HT3MW45eJTb/+0w6DCSvvDQBrFJ804OWhfZ8CPecPGTeesFj+YFd36YP/zU\n7/O+vQ/njy7+Foz3nLyTx5qM4CLPxZkbknNQCDYhtyJxYLKHn77qe/m1m16PO6+XyO/IwcU2sNPv\n5YzNlHb3BsOcEwckyBt+0R6MnDECpc4KdIhpiIHGUZ5rqoqsIQCXszgSELRlHHUvBA+9I5t+pjT4\nS9hnDz4T0FJVSPcg9tqVUD7BV6DsunTvD/y/+eWcS99y9c9ICquOLWISoB+067KWOC2PxFDDy0b0\nc2mxWVqbHEJxbToR/WzMZPDiZCRtlvWZLOylsYzF1nVBRqt143a9tAfnA/aQFNUVS65+oPAmcm0f\nK2UftkJbld6ufhRcNnBMjox2m8XXlfPDvPpu3fTjfYoa68NUWq+1dhKoGktGV0cjHjk9sKYNP3Tn\n+7h64xCv3f8cjo53DErFXmix3bI61c57vE7XWZrUPOUZ1/D0534dIXhu/txhbv3CPdx281188Za7\nWSXSLQmN2fdyiEUlUPkuZU4SHqqy4NKLd/Ggr9nLg67Yy5UPfADLdcW73/Fp3vX+f+P4dE6x0VKs\ndTpoVA8k8/nXlH1ru87Lb/tbNoqa1131AvpQZD1AWJ1Jd2csY87zYZzIZhO5LNRS7KJTh/nVW/+C\nP9zzTXxw50MFzFRVYVidiUTXNthi2RlClvTKGok6DUlZmKpfSGUxZB8afGJdSIcqRtzpNfF5HNcw\nGsnzU2JRzjKcU9zAsIyYLdbMyQdj9OXSA2C4zmwioiXSoobASGn/cNuvk1I2WNv0Omd6/ExhLUVZ\nlQ0LW3mYkGSzxiSMLz1VLRpGna2eDNgqCiG1OCcPT33Vs0FGnr03cAeAe1k7WQaih5B3AmjpQ8dO\naMsq/IARmFuL+AOETPE0mrEYWXRZwfdfj/4jv7P327hp+aKhxIhJHjDDCW7ppfixCcIfYif93VJQ\n4h869A9cvXaIV+59Lmv9JJcxKLEnt99qyU4uv+Q8vv05j+DxT3wIn/zE7fzGr7+HG2++c5hS3KhJ\n5XKRM6Je3y4uTGRxDsk8gqNPkZsOHOWGe47SfuxGXIxcvWUnz/mWa3jjH/8gH7/hS7z9Xf/KZ68/\niKPFb7SyKNV40nXSFj3LiNde8gJ+7o5r+ZnPvYVfeMSLiJ04BiVLeasyt7dcWUgJlVIeKiJ1tGQ3\nB0e7+Pm9z+a1h9/KdTsezEaxLG1OneLjFGQdamDJKOX+F3mjJadksQXxD+jzd2wmAGlWmlIS0G1D\nufkKICfNUMzYxfwVKf3Aty+8mMuYz58avxjRbdEGPM8p1EnFecKvehS62P4nifjXvDrfnFgZNbbD\nzzTVVSQ/LdWkusrIN4ammgLMkVl9md1lrRaNrKkMxOUxqS5les+8G6ImUipkM4M8jcZl0YMNzcyz\n0mPCBnka4cI1KqsNXhDnUTkIifT6vM5wo+t4wsmbec7p6/nxB36vpGdegEw/a4Ru7FUYkyfTuEwE\nEvabzAxIqeelR/8nV28c4pV7n8fZ5RVpUybLNoxvLwflox77IF7yksexa9cK737Hv/Ke997AyTMb\nCz5wiqxrXdqPgtT9hSMW5H/nkkX8pH+nysA+kQLEwuG7SHWmp1jvGW8b8a1PvZpnfvsj6LqeN7/p\nY/zztZ+AlOi2jegnlWQiswGsCqHn52+7lmlR89+ueJ6YZqp82oxLzMZLJhXpSKy6FAMRm8y7Mcev\nTvmZu9/F51cu4NoLv5GE3Ec/68TxOafUUnfjEM7HuM6mJ7nFl4E33ZAw8E4ybiCHRuoj/uy6Cs1G\nMK51sEmhpaj6QCj6bqWjgc95LoLxXVKSlnejoq/YS9uuWlgriQwkp6oYSGNNx/s+9yv/P0d85Tmn\nQg0dRoGQIswR4GZcD+mL0SmNdWZovplnaN2eqgJXBKHXmgGH3hTMJLKT9o2kezouu42y0fTnc2sF\nhtSq0nnjMLTPVHmGV2+9ppWfLwKuCMSxqNHCrBMWl3OkUYmfJ15y6qP80c4n5VQsqTsMaHsxouKQ\nzdkJls20HW7e8NJT/8JDm8O88rznsFYtEcc1/dYRftoSpmqkWQZWVkb86I8/hYdcdSF/+lv/wMc+\ndCtd5enH5cAFjykTdsw5Fxy+S8TS0deeJDioLnQgyaaPpcAvHnmfYiaDLrzWvbPj67zzf3yUt77l\nEzzscZfxI9/9BJ78hCv4nde8lbv6lr7SVL8gdz76zvMLFz+f13zxWl5907X8P5c+l74uRWlnHPum\nV2PPKMHCZNRhsxIR4I07H8Ov3vVm3vWARzJrNYPynjyjTjcbxrIsPHEU1D24G1R5kD0V3XQ+KOSc\nk7VWyX1zc2nlEQoY6d83nWYuuhbnQiWO43pBp0A+ZFKlNHQLxlEPmK6Xcng2ly4WZB8AO5wyEJjI\ngeT+Xuck4j/l8pcNJ5ymN3lCK7BZ121mmRET6Rj3HsiGkzYrzTXt4FffqUnmSOSPbiZOtXF5TFwe\nDdG+z6jZcOpa5DO1mnHdF1MmI64gKboIbkJeOEnxSGfuvsHz5OM38PTj1/NT+75T7aJDrixc0wld\n2SKQMeWcWJHHOui/aXnp4X/i6vWDvPz857HuxxACcakiTmqhG7fSc37UN17Bj73y6XzoH2/i9b/z\nPmaNYAjRamL7EhxNXXetjpRuQjfytNoJkLHUEAuIlaOdQLek10/CdeBbh28SvkmEWaRcl69YictP\n2Sde8uxH8pznfQN/8sfv5z3v/Teh5ZrMeOGel3S85o63sFHWvO6q76CrCnwTCc1AY846D3PFDcMz\nkEyyIQXPTx99DweW9vBXex47PPc+Dqm+qvQEFxoRx5Xcbyudgpd1NZ3rDIK0yT8gU4GdHzavZQr2\nX8Oy+j47MqUy5HmOyYIPSbM7hp+Ngue4aQOi0xwYhjAMqlEdfloY8ElK/ONnXnefEf+cbPxv3fdj\nWU2XmVkLgplMT7RLNKGL1qw0vbD6HMSlWkYJ6djkbGs8m4nuOUbVPReZVpvGtQCAic2dgBCIk5I4\nKnLNKamkuv8a/35RvuUcUUGlHAmMTqoAlumlvYc/vfUP+Z2938YNSxcP/VxD8+UODQCOfXzv6LbU\ndFtq/LTjR2/9O64+e4CffvB3sU49KA6rIi+Cla1jfvgnvpWvuXofv/Ezb+GmT34pZ0Z5emxM4uhS\nFvJfrddTKQesn0dCE+lGnm4iOEwxkxR3vuJptnqabdBsg1REUpHwrSNMHX7u5BBoYHw8Mj4h+Ejy\ncvtcTFx64U5e9VNP59TxNX77l97FsaOrA6bRivw0eYdf8rz2C9eyXtW85lEvxp/tqc6ISCoz/nJJ\nppThZLiQ0pfLwPl+ld+69X/wPdf8OOuhVg1IJ6WbCaqMyaceAvZIckawMYMzQhd3VSXjwaysNJq2\nbfBCBpykBfKMU3sulyneC1mdPb97BxgjE8WEm85g2ui05GozwLw2E3xnXKky1BaQXPs/fvq+N/79\nd/n/d71MLWQTYQxBtVPNNpvWUSaXzUaTC4aTrulUf27zynryCCu38BCMkVUWcsio5FEkvQsb2lJe\njxpI+Lx5xWfOWF/yYBZ13fn3mVOPKa20Rv/mY5/heLHCDSuXkF1gtbWXR1LlQ2/h2kGuq+35kdve\nw9VnD/DyK76btdGyHDjqE9/XBf0o8DWP2M8f/dUPs3p2yg897//lxhsOEicF3XJJPykykp4UJO3G\nnr6WTemQqB892XzDpSHS97WjnTj6kSOWjjiJxC0d1c45W/esseUBa4weMCXsbkhbI/3Y0S152qVA\nXw+fKxWeLx46wY/88Ou5+aY7+f2/eCmPefJDBBDTGjZqNtL2np970POZNDNee92bKLQ2lgEpWvdn\nJyN5Tslp9tcNB/uh5d18fOeDefax6+gnpZQ6dTEMEzUarZFvjLGntbZlntkPspBBrKnUza01tegj\nepX7xqFboO7Rm1qFRuZSnkk2b0koG1WnNy+CfFp6GiciI/+QS1pmjTgGLdyb+3udI8+9HqIT8UdR\niXAGyJr5RqJfXJJany4Oc+wd+UEAeOdIrS4AG75pNNoiQPJK7Bi8+uO4JE5KbNZdbpsYwup62eSV\nx8cgfVHniArEBQMbMy9AsQLt7WaLq+CFYttGivmMF5/4CL++56mS/i2qqYLQitHU08FwmGhq4Zue\nHz74Pq4+cwevuOTFrFNjZhW2WPulgkc8/nJ+9iefxq+8+q186iNfyJ+3Hwd6Ve65pNRf7+jHgWaL\nSE2LdQUhrWMSHH0phCeJ/I522dONNDMI4OqIX+pYWdlg9/IaKTnW5zUbqyNmx8a000BXO5plTznV\nckwrq+Q9TZH48zd/jI//65f4xV98Pkujkve/+TpRV9pI7mlD6iM/f+kLeO0X/4ZX33wtv3TRcwQ8\nswitqXIcFcS6JHRa7qkEOHk5FP78sifz+5/4fa69/HFsTGrZPHpNzqOzFCSjs07BkI0hB765Pdla\nM5diI/vM5tA0uCZBpeBgI+uTwqTU+jKqtab4ORw7pyKbuVxY4cX+3YA8A/H6hW4Deogo/mCmoknB\n0Pt7fVUR3zm31Tn3N865W5xzNzvnvsE5t9059z7n3Oedc//gnNt6Xz+fgtBs0+IIbKXYZnKCIvWu\nsT9rdFSiTNI+Nm2H35iL1HU2V26znnDGVVZv8VQGGJUDR9rS8AW6rfH5c12+EIFz7W5f1irUG++i\n1LmWUsdRkVPRbzl7E4eLbdy0vC//zkVef56NZg+x11RQ07QfOvQ+Hnb6S7Lp/Wiga0bFJrzniU+6\nklf9xNN41av/hk9ef/vma7X2nj0D+73msOPUq9jqfO/oS0dfCaKfy5pSon0/gjhKUEfCqGf70hoX\nbznOA7cfZd+O4+zefobxlhlpHEmjRF9BXzpV9Ok6gtyhufW2e/jJn3wj3/ODT+JZL3msRjfFeDqR\nZvcN/NxDXsSkm/OqL/0tzktXIQ+6wO5dHBiWtokA+sjd5VY+vPtreOEXP5izNge5Pz+4/TC8Jwvv\n45zW8AvZWQgS9VUjnwxQ9i53jLIHg5KvMo5iFvKaeZq+QRLyNLR4o56W3g2MUSMcddrjt4zWWKZG\nglvMSu/j9dWm+r8DvCel9BDgYcDngFcA/5RSejDwAeCV9/nTo5HWLP1watkp1XYZSHFNh1+fDb3W\nbB9ckCa1eOGnRJrNSPOG1Iqldb7RC9xsuwmi2EJah/NBQ0/T6knd5lrRG+kmUz1lc6eqIC6rIss2\nvpUKekDl0VQkyq7hxSc/zhsueBJxXA/1exmk9adTbrMIoI8ip9RhGt+w+gUeefY2XrH/haz7Wh1c\nUUMQ6S485rGX819/5Jt52cvexC03H6YfF/QTIe0QIaw3lKdmFGuteOQpkOr7RDmNFBqN773p+7Gn\nG3n6yssBoK9+lGhXEmmcKIqe3dUaDx7fzVVLd3HlymEeuPUoW7etkra3pFGvJBtHV8v7ArkNZkrK\nw58/wk/8lz/jmd/1WJ7+okcP6a5uOhcF7X/Ng1/IjnaN/2P1BrpdE9pdS/RbRvJsm57i9IaApKqS\nRL0Uw3pDcWrKm7Y/imcduI4dJ04R1hsdVdXnEtNowKgKMNrcA22xJpfy2t00lMPYoWUhtm91JRz7\n2VwUgVsm2qIuF+jH8tyTvUe5sKm1U+AKtQzPZJ4F1N6Ye2WhAHCR6eJpXBG3jInj6iuq877ixnfO\nbQEen1J6PUBKqUspnQGeCbxB/9kbgGfd55vU1mLTBdynzbZYGqldJ7JGY5/lGxU80SbPWE1jYFqv\n+nc9YXMtrXWZjRLybdSBHlbH6QO3XnkfRe5oRCPIPebkxGDB6mSbGrtowCkv+clvO3UDXxrv5rM7\nLhmMN4wvXgxDF/KkGRKpj6SuJ8XIdx37EH+2+wmsRwV+zPxTW03XPOJifvJnnsGrf/KvOHjT3bg+\nilgmmFgmEWY9xXorvetWDzMV0oQm4dsEUTZ9DBLlYwl9Jei9RP6h/EgF9CNwZSSEyLZynYvqE1w2\nOsql42NcuHSS5ZV10koHdRQ9QJD3ydbTJhJKiG1V03P87tO8/EffwIu+7xt58rdcRW7ZGoGlj7Su\n5PcveSovvuvDhJEnLtciz/VSwviNRqXcUnPHUZHLrrDWcLKZ8C8rV/DCuz6CnytG1PXDxrIsKmjt\nrWYcslllzdpId9KCl6LtYO9llkNV6YyGXjn6AsgZuzCVgVgsHAA5OjM8Zy0nnFuo//W+OasNLCga\nZmX4UiUHwVcanwVfXY1/CXDcOfd6JNpfD/xfwHkppSMAKaV7nHN77vMdEkN/vSiGk1PdTbKkdS7S\n0hSkTrXU3xZN7p0ujYc0zRRyBZu82/OkmETWAEiapNRIRWEx1Nu57JhiIo1NI6pR117jIwTZYL4N\nSipKhI2Ouml44cmP8ZqLnq89+jgMQlTGYp6hTkHv3BD8U+Ix09sB+OjK5XLoGDFIe4AXXbaHV/3K\n83ndT7+Z2266S866tsM7uT8us0xU5FKpM5ERewrpSgB4nxTUY+jZR/n/vnZEJecA+BaKacJvAe8S\npYvUvmfkW8apYeRbKt8TQoQS+soREnhtb3r1qIsKrLnO41rBPY7edoRX/fDr+ZU/+QFOnlzjMx//\nokiw9T65LnJb9QC+MN7Ls77wMd629xuGDC6lIaKWgTgSwNN1kWLV4WdSXr5512P4g9v/P966/es5\nXSxhU2ej1dt2iMc41PjOaVq9AO6VhSR7un5dx8DCDOLsk5yuxayrEMpvnFS5nDThmG9j9pVIpQQ4\nQNqSltLbtXgLnuoVMNMSVw8NN+/wKgRy7j8Y8ZEt9XDg91JKDwfWkTT/3n3Ae/9586uuYGmCK4qM\nSiZDys3RNQlNMxZO62WJ3sOJ56SlMhnD8gS3PJFT3tokVuMrzTZbNnmnaD1D+wet1XTjJ9v4Jn8N\nXqaeTBv8+lxbJ13mm/dLJd2yTLJJdaEbv+UZRz/FF8Z7uW18fub0CxLdqA2y/g6d7hNHJXFcksY1\nrir57uMf4i/2PnHAIgwX8I5Qel72S8/n9f/9H7nxU3doO7HHa0pbnJlls0UxCykyoy2q7l6cilz+\nyvWnBfeIDtCAWLuc7rvWEWaO0MnGL3yidj0j1zH2LSPfUIaeUCQoE30tBwpYhieHY/JIGaEDOGTY\nSsPBm+/iV1/zVv7vn30m453L0rYdl+JBB/im5y92PZ4XHfoQS6fXCatzcc9JSFSd1MSlEe2WmmZH\nTbOtoh+X2Zj1WL2VD2y7kuefvE7XmRqN1oX8njIME5UaNTzJlGvt+hReTGCUNOObXoezdANouzQi\nbV2SAGUsU+21x6WKfqUaPpcjy7DRQa39UkU/qTJWlEk5mpFk2+xO1paftfL+QTgf4fQ6/uwUtz77\nipv6K73uBA6llK7XP/8tsvGPOOfOSykdcc49ADh6X29w2/EP6wqAHZOL2LF0kWys8YhEGi7SOfFC\n84W6jGhd03XidwZgevymkWGbRqe0m6QIegJB7eedHG/WrtGTO9fXVn6AnMRogDfWFJoB2HhiUP7A\nIPMVCmuknm/w/GMf5WfPe7bU6/bwvKDMcanKGmo/77JtMypFftzZW5j7kutWLpOpLujFaLvnBd//\nBM6cWufv3/WZPPQRkMjZKUqsGWgsF5iQcTgEo4c0GhiSlvqTlKRTOKKm+7FAKbkQK6nvx6OO5WrO\n3AUOddtZZswslaz2YzoCwUdiSPIzmkkIQOhBW4ShlecVKy8GHOqWc/0nb+f662/nB3/sm/mN3/x7\nXBsJs5gP5NvH5/HZpQt5xql/5S07HgloBlbqwd1HirMtflU6K2GeNqko/3rnY/jj2/+Et+z8Bk4G\nmSrs550kj2XIoKFPScxLS/U7cFqe+DCk/FZ767o1HMd48y6vLX1GTU9QlmRuy9kgTcs4vEjRHQsZ\nrllmFx5c2KRope+k1FW+ycmNg5zcOHgvLcKXf33FiK/p/CHn3OX6rScDNwPvBL5Xv/c9wDvu6z0u\n2/N4Ltv1OC7b/hh2jC5UMU0QR13vZUjh2Q35x0vCSvPmzKMbn7UprG5Iv7LrlFixCrPZ8ABAUVSt\ne5SgIXznbhOj7t6minI3hoeS0zcU3BvXuQXjm55itRFHUycUV4h8+/Hr+Wz1AG7vl9X7LOZuQqoE\nfOtWKiXL9GqTJWmgKz3fdfcHecP5T9x072zgx8WX7uZZL3kMv/W6dxDVjTWOCqEKL1XSCq0zHC9p\noxp1uJhktkAjarOomzlpazLME+VGxPeQSknzuxF044WvSaJfihTjjuV6TuMK7uy2cbDdwdF2C6tx\nTOc8RYi4Ig2HRtDOwDjQ1wMbEGdKPafPTTK/3//jD/B1X/dAHv7IBwqH30Z46zP6i/O+kecd+zh1\nkYjjmjiqhujZ9YSzM6rDZymPrOLXdBy7do1OVsv8w45r+I5TH5fNooHBz0T7HvOEH3LbLdWVAHcj\nXavZnWfBy8HqbshEpMwnULGZb3rCRitfs25o7VqXoJYyIDSqYTEtgOFYhlkZxuQ1kNl49q5jR30h\nl217NJftehyXPuAJ97uvv9o+/o8Bf+mcK4Hbge8DAnCtc+77gQPAC+7zp50Tn7GuHwgoNrMuJVxb\nDTZE5qPXiTw1lR5SkSWQToGQZECI2SEVgwdaHoDQ8e+zAafuLHYzq8VeEypw6Ae2VUy55ktlwFVF\ntv3yMeI1hZ60c5579lO8fO/zSOUo2y+bX7pYikfCRiOn+lxmy/skKeeTjv0ba2HEpyaXaI/Yq7+c\noygcL3vtc/iz3/0njh1fE5Cn7aQPnTMWBaEWvAOzAYXeExv26DsZuiFpt6LMXjZ4O7GIz7B5y0Ss\nE75KVGXLcjmjI3BkvoXCRRyJ1dmY9dNLxOMV7kyg2BAWn7esTb+Mpitlh9piGf6DY7o65zd+/e94\n2U89jZde9yVma638oEbAO8bn8Znli3nWkev4672P01IlZPsxcLhQgJPSMDkU5xD8568veBx/duPv\n8ebzH8PxsCV3g1zb41VDv9huzh0c66xYMDIGqtF1M2nG0i4GvT5JBGFtK98LFmDkYLcRXcZGtLWa\nvJcdGnwGx13SNa08AmeZK/b9r25Df1UbP6V0A/D1X+avvvmr+i0ObL43tbRLsnzWl+CXlCm1aGrp\nsm+ZpUH5lOwjThdLGlXEUTUwmpJtNuEsO62PjDItKX+SNl7sZQiDZ9DH6OhkG4GFAzcVTndcGqmk\nWAGg3hGUOPTUEzdww/JF3LFznxg7auuNFMWk0XvJENYWXIW1N+9JfNed/5P/fsFTs19cHFX0E3HX\nfcFLHsvpU+u85703QOHw642qzOwpFkO3wPQOMeLblMsRAfAkJQzzRCyj1tpyAMQA7ZLw8G3DS5qf\nSGUilglfRuqyY6Wc0yXPkfkW+iTl0Wyt5uyxZbrDI8IZT3UmKbBnX2nhv7L4k1dhio4Ml/sf+fQH\nv8CnHv0FXvp/PoXf/m/vzLZUtpbeuOfx/MYX/5x3bb2G1XLL0O7so/rUjbPjDc4Ja2+lxnWJU91W\n/m7vI3j2qev5g0ueSpgKN983vc6vE28GZ9x6yyAX++gW4c1QQ/XvpDQcYot9dMtap7OsBnTOyXTk\nELKyElj4nH5Yx0Zkww3K1SSZaHIlWUHY9RAlSLmFLPjLvb7aPv5/7JUReL0YA66QGyCkmyAS205v\noNW+KkCwXmXuiRfaOx1VC+1ChvRqUXdPGlxY7O/tpLR0KYty7Of1WppWvuYLE3a1G2HtMRfhwdO7\nuW775aL6CyrcQDZbNDlvZCALoYdSTDz51I2cKJe5YemihfskkWPneVt57ksew2/+8rvlZ/T6socc\nFrH1kFKfgzwMExTN9/S13+SpJ9Fc+/e1IP6CSCeY9KTljjSJMI6EcUc1bqmqlip0JBzTvuRsO+b4\nbJkTG0tsrI2IawVuwxHmEKaRYqOnmEWR9Wp2Y+Yew/Xr5BjdvL7t+dNf+3u+/tGX8aCrLlC8ZiDp\nHBrv4vrlB/LsE58UgdKC90FurwUlMQWXKeJO6cHXbbmMh5y9Uy7AcBbNRmR9ugyWJEuvvVywS4ut\nNck2ssuTOfOaO9RiF8lqdu0IOJOEF0G9E0LueOTAZy3De+PmydY5+XrT4vq3A+p+Xudk42eNsdFd\nLWp3kgK5BQSVlKSGNcLMv383uYHGftOHlv8OhIyj8+lFhBGHdo2BMmWZXV28ufH0Shyqa8EA+p40\nbzLf2jUdbk3sj6OiyKkW0sy+5gQHtj2AlJL0lXU452JLTUDCIuumU1XgC/jOox/mzy/4poHYk4R3\nEKYdT3vmw3n/P3+WI6fWshZdlHkj4sqYfuuEfmUk3QW1c/bzdogKWmPHauFLkXxxOhqiu++hmELw\nPWFLi9/W4pY73KSjXm6YLM+o6k5hi0ThIzHCRlOyNq9pYsiORC5BMYtUZzrKtW6o62shCSUvGn5v\nGgzjxatUeGNtxtv/+uN8+/O/fsiwrG72njde8ASeeepTrGysEk6s4tdmclAbBVxVeMnGtU17/FqD\nP7PB4XaJ/evHKNa0/69ckVTIvL3MutOBLgPhyg0Hs22ssND/d8jvn85kyKXpCho1IVkak1aWpOdf\nFqRxTdwyods2ptkxEsS/CtkyzXALP5NuUNYMWHbUtJIh91E2f0Iz6/4r8vXPzcbv+k3pjE0wyV/9\n4Ehrm9pqMiPXbPJFUxmvnY6Oe53UxslX48shwoNxnF0RcEUpUUZ90uyBo8Ie9JQ3QCUorpaTAAAg\nAElEQVRvfkuz6jIbhFw4Pc6BlT1kKWUXVWocskDIKLNWs6UQeMqpGzk82sENOy4Z2F1O7lEVE097\nxtfy9r/7tGzQzCeQEieNK9Kkytdh1lybxik7sjtNznq0pk9Oa2C7N1H69d4l3KSjWGkYr8zYumWd\nnVtW2b2yyko9o/IdQYeJ9n1gOqvYmFV0nTobR8k8fCcTfX2rvArHUI44KQGGAaQLUU1Lsn9456d5\nzDdewcrKaOje6LO8a7yTj269nOcevU4mKC9Mzs3Am4qnpHPRZ+LOmb7Cp8T2tbOYd/5A12ZoAasS\nLlNrF7J3sEPTwDZZHzRaKppYphOTzOScME+Xx6IWrRYovyMhHcVqIHfl9kyu+9XP0daigXtGg7dn\nnMuC+3+dMyOOvPkU7MjusyT1k5NJs6jXnF+f4+wT9HFIlyAfCNlBxw8PJw9c1FNwSMPshPYSjhat\nt0yOGRUU8F6EPssTfUjSAfB6YJlzb9LyYM/8NOthxLwN+NkUmlb9/0vMVDG3Jv3wmUoiL777Q/zi\nZc8dUrvSmt+ORz/xIdx14Dh3/tuduODpl0p6lBSjEISZhPi2k1S6stl6bjgok46lUtquA43MOpgj\nySbsg/bvC4jJsaVoOG+8ys56neVqxnI5pwoddeiYdwXzrmBjXtFOS9J6gZt6wgxCI8h9Cp5uSe+t\ntbuMtht101SBOKmyryI4wcu6yJmzMz7+oVt5yrMfwdv+5F8GAKzpcF3HX215JL978C94+/LXcraa\nCLlGP69skJDRdhL0yzVxS4Wf9xy8eyf7mpOcqZbVP5/h+QTDRXxesw4F4iziGr3XXJt0nSVtM7ul\nMS7Um0o3e0+3PJK16z1u2hCSskaV0ONM8gvaofIKhmsngijfH4sUt9fD3yt2IJqQ+4/p58Zld0GD\n7Eh5ekjenCZYcF5rI02XjcCyWLMY5TEmQfmDI6UwgCAhDcM49QaIM69OZFnwx8tsK7NhinE49S3q\nO7LlVpyrdVNmB0qEvXjtCIfqXYSNDuYdqe3yKGy0jz4wsJD/j4mL50fYCBW3LO/LdaSPQQ/AxDNe\n8Eje/VfXUZyd0y9XNFtGcq82esJcDj3rRfv1mSzEiYwXM/Q5TxnuFWHXaE+pn9MWtjL2Yi0tuIRj\nUjTsWznFRSsn2BKmLPk5XQq0qeDEbImmK5g1Jd20IE4Dbia1vW8TvhXcoZuEfB2+S0KdblOWAEcj\nxFjtD3jvwEs2+K5rP8nLX/ds3vaGj+Qa3+lMhaPdiFvqvVzV3cNHq+1C5tJaO2va7eBPiX5S0q6U\nlKstBye72dcc56buggyEyazAsHnjb8JTyNGVamBxogxLSKSmJc3UbLMImlHo+2sWgRGXpqIbCH0k\nzONQnydwSTf/wgRdHKQF+3H7uzg2RyeEsXcvSODLvc6dLDd4rHcqwwzRD+kXTlEHvhhqFD0tU+mJ\nk1I3BtlbPJcGlg3YCR080SFECE3tZZPrzQ9q+WzkCKuN5o3652uhapJZI9FYG1EFJGibad/0OIfK\n7cIxcE65CD4z9bI3u5YoTjOLfe1J7pjskairNk0CMML+B+5m38W7+Mg/fy4jv8U0knwS//lmWCiG\nZst4pgRx8I1zIy+P2d0LzBt7BfU0ZS0S3Rj6CdTLDeOlKZO6oXWe1W5EQaR2PTtDy04/pamXOFJP\nWa9rmrqk06zIaL59bQfAsOiBzD035qBrUaDL4ZVKbGy35B2fvfUwGxsNX/v4B/Opj92mG0/s0+kj\nB6a72d+d5COLEc4BKYJNHFY6r591VLMW3ycOjXexb3ZK/n2MbBpzbeWlY5izaEGqVEPOXjgAoenk\noEkOqgq2Lks6vzwmLlcyi1N3op81MgfQuCNe0/9oJqBuaHHr76XRFH9UidQ2OMlweyuVe3wjubG4\n7fZDOXU/r3O38a1u6aO22DTqhyTpyULtkvuZmo6nEOhX1KdsptHOIrOCg/gISetpq6PjgGzbIZMj\nfCGZhwhf4mBmANIlwOeBGi4mUj90GjaVDhH2TY9xR7ETN2vk4Yxr9clrydOCiiA87LrQNq1jX3uC\ng8t7wDv8Rjd4xjt42nO/jve+/V/pYhQtf3IE5Wbb9ebMJXdGXMZD3FwHPnSq9HKy+frKi7HGWJH8\nCvoauhFEld4uL7dsXd5gUjd0BNb6EbXvWE6y6a+s1zjdrnNbvcHxasJqrcIcrTNj4egrKS0E1JMD\nRx67HuZOOAR+Q8hFLiGZoOIbAKkSvcE73349T3vB13P9p76UpbOukJmBh6Z7eNjagaGEguE9dLMa\nZTmsNvjVGakuOTDezTVnv6Rln6VFQ1mQvRp0cIuLSZV2ZpWtfol2/1WoQ13iPPTjijgpgQUPiGkL\nThmbQZWaVYGfSVfCMohczjTNIEhzDFiOF7cj85Xwrpe13GjAVF3G/b3OTTuvKoe63FIwtT9KVTEg\n3tbmiVEce/ohIjttT2WQMKZMsnF6+qHqtfy9RG4ditqpF/80mzmmJzrzRiJR8DnNFj69z2n+IkAn\nEV/9A7qO/fPjHAzbcqlgnyuVxaClhtyXjaNAt1Syb36CA8t78mZf/O/VX3cJH/nw54ffnV2DkIhg\nEcO6BqMig4Op0D+P5L7bIA1zyE1hUOT1pUhu4xjiKJLqSF23bKun7KlXOb8+zf7qJJdUZ7m0XOe8\nomHJRUJytH1B2wVSE3BzD73LKX0xlSlCm1V+QtPtRx5ipFhthUxUKndfN29yLES9jo998PM87OEX\n50zLLRx6h8od7JseI89BWHBKyr77xQCYOSSjuKvYzv7pcWCoh11K2aUoR/veHHggo2ZG6FFClGWx\n2XxDMRczZRlGV0uWZiWsa2X8OzpUExjcpmwSc/CaZajP5LTBrW7g1mYDcp8kk6K1QZpdvpf39To3\nEd+GRlqbpJK0NDlFRMuhFs4PsGmz84nrJb1N/cL9V9LEYtRzKr7I6LyBNVbzdB1eBxim5TGUAdep\nhRdJZ56HDIqle9d7i33YXq81RvbNT3AobMM6ALHwOKcpYastuIWWUa8z6/bPjnNwabdcWxhqs3JU\ncsH+ndx+4IQyF6WkyfbdMht5MNYIQyaS9QVOhi1QeHyfMv8+FU6Oe0eW4sZKNj9VgipSVw3bqg32\n1mc5vzrF+cUae4uO84peNr2DLgXWu4rZvKLfKHDTgOtU9jsXs82+Eo6+8BekbOpG8jnLsy3l2UZE\nRHUxAKBxyAhF5JQ4068xnbY84MLtHLn9+KZNfqfbxr75Ccmu7D7YM7PNr8/OJiK5GDmaJmzv1hnF\nlnmhbkh6cMe6GOS7tpbyoQvWUkugxDGlzZqZCgigihvaeUmfsfX+g/ydnzd5mAsga8Wm+EK2jssD\nV2fi2++cEx5LVQ3X1gpJyIbP3N/r3ER8u3H5BroFIGMBUW2VPZXSsAG7QSllk2NNlpj50IuEh2Tp\nu6rgFOVMkE0gpHyQCJhgqPG0vjcSzCab434gAg1EicRKt0GZek7WWzZ742/6zHoftERwXaSYzdk7\nPcld5Q6y+kqdgx54xV4OHThOa0Qhd6+nuHgfARQkM1GOjZVOqs1OTkHA1tRi+qMeUplwo55i0lIv\nNSwtzRhVLSFEgosUKr9dCQ1b/Yzkek5Hz1r0tMkTkycZNTbIQWKqPJv3nrSRkuta/R7ItcbaDn9y\n18c+p3Rqem797J08+LI9mSDj1P5qtRwzCxU7WR9+p03XCR6H8gWM5KOBIvaJw+U2LpweV13+EHDc\ndL7ZL89MVy0wkQZHnQVcIGNOuoa82XiZLVg220w5a7TO1JDVyX0xPYmpC11CWsnGDVBeQ9Jr6SvJ\n/GR4TRSTzvt5nZuIv0C8APLN9534l0cA5/BTIdKkIsBkRJrKmCw6HaOspzagSH8vhJhFi2OjavY9\nOPVb13uda2GNMrEucGXAG3paFYO1tt7UXDI4/r2ziYN97SkOVTuJk5GctFlOOXAVrIZ0bY/H4WPP\n+RvHOFEs0/V+mA/nAO940JUXcOvn7pZfYWkcDOiyUx5DL4y4rvBErShCp+myZ2DIOZlcU7QdJBmY\nQZLN6opEGHeELQ3jqmFSNYxHLW0KnO3HjPuGie/ZFXoaP+dUDPrlSC4Sih6qSBxF+Sy9o5s62iWf\nRUDO1npKuKjEoSrQLyuhqPSEJubPmAdDlnKtfm3GbZ++g8sv3cOHDHRLgsLHccmByW4ucGc5Vm2X\n9x1LS9M3vWw+tV7PRDHFag6VO9i3cZQvpsE1zrUtfjWJC05hk3X0eWpNn0JNLMohEC20hc0yWzop\naVOKP7jsKCfasAEtKe3gcGHwksgt27bLmx1r2aUEKYp70lJJkUZCQJo3+BOr97slz03Et5NwIXo5\n87xTdp2kRAtOOrXiAn0P0ZRQunhgQONzO3AxizBgYECTF8kfJpPN7Szke2yqpc2Vp8+GoNlGG3L7\nbV97koP1Tom2dYUNANnk52Z8AlCn2J6Lzx7hULlDPQbjphbMg67YKxvfOh+dXYfUftkLHxQstR92\n2UpLBl/IpspmGkbjHf45eHBFJFQddd0yGTXgYb2rOd2MOdUucaqfcLwfcbSvOdSOuW2+xNGuoksO\nvAC0qYAUEjFIXd+NRAfgGJ6FRU0fgTBM65UMYDikrASMpU6ocfCFGw7woCsvyO0uu/5UeA6u7GFf\nc4JsfFosyJFV7eY3FiK+roVDxXb5OWvtpiS+CavrggVtcsh1ZNOXfmGNwbC21REX1aKYnHpYrzoW\nLF8DmV24qSTx4vgU61Llxv1AAYbB0MZbv0CuJQUvvzsh8/vu53WOZucVQ90cnLrP6A3pVZij0TiN\ni0HHXgTceCTKO6NOGr6ibQ+bMUbTSHaQkkop6wzM2SQau3GuFVuqNJdRxvlhRpRmOxwiZm4JQBRp\nKyB9XC/I/J3lDtm8Vst7pR4Z+OZCru9TcLjg2HfqLIfqXTr3Tk/+JNd2+YP38q5rPzEcPCYpTvZw\nJcvJ3oAxqcZdDlabhBMrfc+EbiRp40mtr88mOvouEOclpY8UITJtSvreM68Lxr7lTDHni3PPPc0y\nx9oxx7oxd8+2st7VdH2QcVcthJmjmILrHbFMhA5cK086lmRdg2uHqC4dHM1SgidWbOpCkCAu1dxy\nz2kuu2qf7JW8IcU85VCxg4vWjuGWxUnYN9bZaAcHpULGWFGkzCE5VG7nMRtfJI1qCRz6jJmlgXUH\nGSC2ss31UQRXxgNxLpeCYtzR3ivDLBeiuZfSIjaaCZJxId+oNkRxsBQ0E7I2cREA3QNFUJutgJ+2\nQniLhpOAq6r735Jf7d79D72UsECKQ2QF5BRthN4IA1NOX85MDIsw1M+koWefhimydL0MK3Ruoeep\nBI4oyL0ALCHbZCXfw1x87nKN5gNULiO1KVmdoGlo22c/NudgX3OSv1+5QF1ves08lHWlGzpPdlV0\n2TvHvu4UN40vkKzHa41LIqTEhRft5MAth3FBBie4uYJMKaqvXMhUUYsqvlWKsLdoKYaZzlJt5GP0\ntYB5lvGkHvrWk+YFsyB+evO2YDqviL1jx2idcdlwkgltDJxqJ5xqJmx0FdNODojYe1wn5J1iKr8v\nFfLetolj4XA9hE7KE+yuRrJ8VSinYXj+eqjFcclx75jPW/ZcsI3jXzqRMyjfRu5iO4+b3jL0to33\nP9f0OA9zkXXnVHh1KGxnX3dK2nDG6JzN9dDvhxFd9mWdgT7ipq22hT34lN17RCWnB7T9XhvbtcDa\nRF2STOWXguJQbS/Yi6skE4pRDoNKjWAsKygDaSQB1Z+RqcI5EwDBq+5vS37Vm/c/9FIADiUeWL/c\nO5HFhrFs3qocgCyHClnCwGBSkkVKKsKZzYWzXlUwrnBxWW4+DjdrszsLbUeaNeqGWg/tReeE9mig\nyAJwlzzSs01k002MFaXptesj+5qTHBrvXvCH63GtDsJcIK2YrxrIqbxvdpz3bL9GNrJtYgfVljFt\n0zMrPKny+FbcfQDMOty1EZ/a3NKLOpoMHS9dtOAa6Rz042IQOzkUdYdYJAz6dVOpSbsG1ltP8kmc\ndJzjVDshzSxld2z0JX1ytF1goymZtQU9Wgdr4RjaRDHdXKOGVjapb4TDH4MTZDuRDy+x/I6DaYgC\nYy44fPCcPTNlvGOZ/sR6LvtIcHC0i33zE8Sx+tXZCDYYcCXj7hvy7x13lts5vz1N6FpiUn99S6fL\nkrQ0gqIYxmah/7W5fba5zUEHBiq4ee6rms82K5Bxn6T2Y6kqtCQQ8w8XxV6ceStmLUWx4JXv8uf2\nTS+0cQOySzG3ERfr+xfpnJuNr7UMDqmb5q2wqayNoR/IUlX732jTb+w90No2KiI6a6AK0j4Loqhz\nTSeki1kDVEIDbmRQQQpea7Aqs/bSqNKsQNNmK+m8OrB4lCk33Egjh1Rdw85ujcOjnbmf7tpOD51C\nPpdGAh8ZsoqY2D87zp2jnYK+G3DpHcXWEfOmox/r4E7DLnCZE2D1fp7BFrykirHPtmBhTYwtmx2j\nTSpH1yObrxIcI+HwUwczT9sG5l1BuSQIf+8dp7oJ02lJ4QXhj7I1afrAdD5sfGdRD3n/YkOdeUvt\n7TdRBTvKynPqvhN1LDoDHuMbdc41zoUe0s20oVwZ0W8ZqY+fLPpjcQuTOGdcdmzEEj/tFnwVlS2q\nRChr9TnnmfuK037CefNT3F1uz+1gQKi1SyPJAK2tZ5lh04rzk87tYySlZWamKm8iVWHAnYKX5+Cc\nGGzGJKl6LXZamZ9SFtB0UkrYmPYy6NyGahj60UtpaVOjUxRjjrhUiw8jC34NX+Z1bjZ+20IoBtab\n9diVEpuiA+KgqtJJOHmCrLndknSGvGdx7r3DwK4wsP46eX/ftIIDLE+k52kgDQypl2Po92sa5no3\nGHzqSO1Uy6wzpy49F05PcE+5jeh8HmCY+75I68eUWymQo9vO6WlaF1h1Iz0MXIYRRlVJ04iMNfW9\npOlFMYCFTvrMJhSy6UAeMq00dx6C6txjypNwYuEUgJM+fioFnKOIuFHCVREXIolEGz0bTUnjC1xK\n+JRwXr6m84p2XhKbAI0XtD6QTTZdhIgCVYUAfiYF9C2ZmyFgHoMWX80tzQU51ZX0rIF23jEKPltx\nZetp4FC9i4tXj3DL6AK5lUEA3ARZGGQtM7fQwTlY7WB/d4q7J7v04IqSGYxq2di2cTsBBpO1fscj\ncpsPl8fDJbNcG5UZ0BP6sToCLWJIihcMGJJwM+hkz7imhVGtoLHRsdMAbCfFhkalZK1lMazBryDL\nPTcbf94KOcTpr7OFafRS24zzBvoOJmPh08dewKFZg9uYAkj6VVWqozZoHgVSEBygjLk+pJUxRmnb\nClnt1/ULhptI28VQZ2vbJBkICSga3GefOz9LuFmkjC2tC2rwYDbcGmWS0/lnTqin2uJxMVFOe1oX\nMhEIL5HXTB5SSgL0WGtLnYRd25Nw9JOCflRSrLeEjQ6fpB7NtGfNkqTX7EX+qkaafSV02n6Eknoi\nbtLjxh2uSBSFbnzn6PpA1wdIjr7zpN4Ryp6iiMxnJd28IM0DrpEaPxbQjxNxIYETzb/D2q0ugu8j\nvo/Q6BBPjYy+Nfqu9cl1hBS5YiD0Cb/RYr72FokbF6hnc3wRM6cjO+eYq7ORe5KMEEt9pAklpYt5\ngCtlkE1t3R1t7eZWWopyKIwnOXtDR2aJ/51ahXUjBI+KA2U9p/xaOHWSkjtdvwNtHXmfeSNcfh15\nnce+WUfAIc+6qgdmYhvvNZT1y7/OUaqfdHNpDxYDStC++4CsS6xE/t5875QznzMFx9A6MdFL7BZo\nu5uNCJxShDPHPkZo5FrM/iirn5TttugaJCCdgk5GpfSOO+udXNCcxLjdxCR89WIhvcxtSHIaeLTa\nyko/ZeQ6pkW1QAqCdqOhKsVlWDbK0CeOlSK5XqnF3lh7DPZTMWok0IUQpaaWCD8MzhCzTQX5tB1n\n5XAVepaqOTE5NpqaeVvQd54YPaEXJ92+CcTOQ5TSKyGRXg4VR7tENvlwKiM2PoSg9S4rKO2RJofq\nNjwukCOmORlX45LG7MPt0Fb6rrAnd8jz1dIJXWrJ6LWaiRkPwiUBZw/Wu7A3HBShkJQZmpzaZCmn\nIynYnD0fvB4qRb7ovAnBDXbtth2MbCZ/yv4U6Kj1VARty2l0N8fmMGS0LpE3ex6+amvfDpr7eZ27\ndh4oSoperCLybSfjrdtOfPRq8RSPpcerT58jDcMDra0H+QMbZ55ZszAdB7XrKnMkzy2WTpV4sZfx\nXuMaZxqq4IlFUC6+bLrkS8zwI6wrMBkC62GJjVCzq1/lWFjBOaXRVoUeWNrH7QQlthmB0Xvuqndw\nAWe4td6SN71rI83qlKoSc9FUFVLPzVtiXYjLTlXgk8vDFFIdcuvOzzpxlemQyOWdCmUiLvm8EYdo\nLPVs7B0oqOeCYzza4LzxKk1f0MxL1ttASo4UoW8DsS9I0WmJhvbyZQPHQrz7ckrfQdGIIUeYSwYT\ng8PZJBhN8+XeOyJ+ANBtCEft6McFVV0wbwfVppG1ts7P4lPkNLVEZFQKrG4+GZVPicH4AwI9D2hP\nc7jcLplnm7JVFpDboDZt2ZGg1YzOe0A3mZPSII0YRFJBsIFUeNXN203XY867/8Xce0drdlV3gr99\nzr33Cy9ULsVXJRQQIhlJIEACZJLHjW2ShchgDG2v6bU87QTY7vaAPbMsgkNPt1ePjd3dlmVowAQh\nBA0IRBIgIQQSUSirSlKVKle994Ubztnzx977nPuEVXb3zFT7Y30LVdV7X7j37PTbv/3bCu7JfSMt\nJcjavssLohA1a0BH1sCLI/DiGEAUu2BAvCPBFrqgbgT3KlXX8ngm+T9myf+dD6vtYfWJImhquKxe\nkmyhoGUCOnSTwcHcT2X1gKK53wrVt+7JGj+Cq29UX46ce7QWlVMtBkQvqSezB/mQZ7uJlPnV5pak\nI+wabsWO9iD2F8swT7+enmxRG9kbVyV2j7ZhR30Qd9CKXAuGpKxrDQYjmfCKhZODZmmg0VBbMYik\n/lJ5hLFPDo9iBEP52mqb64yeLeUW38eBwJ0Digg4xsAHLFc1Zm2EZ0YMxqUlcHCIjbIkHesTYmtM\ngCd0I3kfPwP8HOBG73civCApxZAJp6AXwYgQiWRM2X6TgNHCAPN5m1NwTaNX5gexu9ycl15Gzp0Q\nAtIee+6dPwJObQ5jf7mM1gvTT7CGXlYYWfAAb/p9Pou3GqFGa36harvM1NPPIal9oSVkBHFIkuJy\nX5EzPvuy3gGFTKPSvE3dq8SF0Y9gZCfpOmiLsO2Q1mod53FiDN+RkHC8U48a802qSmDTMpKqrYJp\nrn3EfjNmoPPCNNMbEQsC1QG0NpN/t/aKJY/mcMzA206IPva+RZHnq40Mwxq5Sgceyu/7Ogqy3yfz\n6NXfPdyK09tDuGX8GK3ptWZL9FoLZ7zu4O0absWOyT64eZeJaF1Eq/vkTjtrO+7dvwqiSiS8ocSU\nNnceKEC/n4F5tkRDNPXlKdNwpqgLAL5BAkQl1SeESlp4RdXB+YgAQmAnxixfVTIaM3Qn+vlgNawW\n4tz0MIdS/izXSlLtYgqUkwA/0wzBCcLtajGGMCjknnqSYBa9su8ClkuHTZsWsPeBw0gTnkoDX4lH\nsXuwRdJvS4VNLwHIAcYitd7vlfogdldbEuLOpYNTxh8arc3VgVChAimFBpvVVi6KZfZdAKBYQIxZ\n+j1N3cmkIQi6DUcDEgTXico+NYk0APn9qkrwKZ3iY+sWaRbBegaoLAS4KczDP/rjhBk+dEyVmhbM\nXY7IZQmMRaKIm04jdwNXNxkPMFQ1elBVgrtSADOvCifzOcgpKNNjCab3MJqkbcj1MguA0QDrDNmc\nBItRhJH1XRt4o3X2f1YN+IzZfmCD/C6FmLI5/RBKqe0dxMh4oNyM5xz5kTiuFNbk3+/84YM454mn\n4Z4b7lCjLOCUeppGNa3NZ7VyBKxXHD2UVyAlQCwpGTkFifRoNBoXIoCJSHCOUZYB5Bki+k3iDJzQ\nhCORRHhiIZB51kSOgQAFaaF1tWAJkuTZfDijmAGui2B2og9iBgEPDOSsyFdxoCICrYObNzh3x6m4\n78d7wEZ8AcAsEXklHMau0TbBfEyfwTAeAohk2Ilg4qxy73bMDwjdmsTRx2EpuFLhVSA2KMFIv6Pu\n2aO5bjb2gqRDOR2JbGM/q44mcRV0wId0eMgCAdvkphm9BaIe848UpJTOkupBGl2bcxZMXIp+wz9i\nkidGeksXZVJoEvDGJv0EBTYsfSclrFjtZKQd0k0mulXXQTbMEhww0tzSOSQ+tV58yTR8BkCqQsE9\nBRQHlTytBossckjWs3Uy7IHO6irlEHTivHa7DXj27Idyc9eJgEQpExjKktMDQPJdd1VbsFIfkDo3\nWHQB4B3uuH0PHvu403Dd9T/KF9F4BpZKOmgfv4BrIspV6dtyqaxIBahcrWWBfhDZkqMCHCXUGRBc\nTaABSS0v1SzGZYPTNxzGxuEUB+cLOFyPJOIXIq3lZh4IkuJTS3AqvUWdOBcrNQiA7xiuE1AtDCTF\nd40YZFiULbMUWRyhtShrWYzJBJz9lB244/Y9iEmJ2MlYdeGwEo/g1tHZyaDlzPU0HlhT+MhitJEB\njliZ7cdtwxVQ3Qoe2MW8tceRtKAdpRo/OfHCA26QylG4qH/ntJ8vDjj5c0AEZEdlmk/BvFHH4FMG\nQ51dMzX+yEnPLw4KWbrptPtjBKcQc9nrCWzj4P/I48QYflkob7rNtZPOMydE3EGm5ioPZ2wko7yW\nqnaq5JUkkAC9QKNhjtZdL90yym5CdEtx3/MGOLYm7ZdlEjltO6RBqJ7cKXnC+sZdTLW+tR6JgQew\njB31AWViGSdfUl8Kva2rzoELgKLc0AfLTTi5OSK1fERep1VWuPPOh/GM556XDEPQfc49Wp1Qk21C\nSOly1Mk09iTCoLasMrJkSwGoNzk0G3IdzgQgEFzjgEA9jhFhqaqxdbQmJJ3DhIqxqHcAACAASURB\nVCPNUIg6PoJmHu6YBwWtjUOu6V0nzzCUJ4AE9MkYLuCnwoWII48w1qWjtTH28nAU2gAMSpz9pNPx\n7ZvvTaPHqYtbOBmUWjgpZWKm5hvHQnOlTlekzxoxfK3Nd8wP4FPDJ0gdHaUGz3WXS0g629CNzXQU\nXlqN8xpo5kjU21KAXZQ+VXbyWlB9PC841GwCzJpUDpB3QJAsJgl3KtZlxJ5YFQiLFajjtIKLZqrQ\nM6ykLPVOtBQN1DzO44QYvghm9EZzHRLYYksWEhCmX7RPtRSAL+b6rPTJ+JPoAjPAqmdmoou2AhnI\nKb9mAzwcCIPPMgBvKi3qOZlleIhVcmtkdElNMYO87sFiAyrusIgaq1iQC97IFF0mXLS57AAA59AU\nFQ6WizhlehAP+Q2KccjP3/WjPTjrnJPhmdGRTNiR01S9lPYlA9p7dvnA2548/bpcOJEYg6SyZi0M\nTfm79Fei0NU6dG2BeVti0g4QgsORboxZU+LYdITYOiHrNB5+4lCuiuPohqzAGCWjF609EeZw2tqW\nPrW0FTF0YCdpsp92eRxX779QmItEsT3ncafiQ3/7NdgGIiPGDLsGm9oJHtZ1WFw6xIEOqHQylpuU\nclIGSQAcTu8Oi1ZiDEBwIArZiI3nYWOz5tB7EdnFAGp7IJoyP1P5w+qAKg/YfH5kySQqSJS3G2J2\nYOe+PxlYFkJEO2zZEPJEp2UaQP6MnrPk3KM8Tozh103+EubNjCnXdwbgDAh5l1HTjkGNpFg8Hiif\nuc2SRQ759xwBvswpmq68shqLGk2Jx0PdVw/YlJT0xUkOZN3AHRMtAF4eIywM4WxWn3W8kghcldg9\n3IqV7jB+WIzXiURYFkKtIUAa+asS7D12DbZh52w/9oyWYProiBFrR2c4fGgNp52+Cfc9fDRN2bnC\n0j+k9hc7HVJymj4rcMo6jss6q5+o0DB5LInQJMkAaAjEziHWBeZlibVqgNUwxGR1gNm8QhM9YvBw\ncwc3d/BrhGIViCULGchDSxHZzeeNndeu39zDEeBICENpQ5arLYrV3CJNPW7nwZB6fGFYYftJy9h1\n1z6AGU4FLKiLWJk/jIeqTULGJEYcFggLUusXh2eCiwykDSo1swDDW3kNc1ditRiKEVlpaU/NFm1j\nkgCAPf59BNAF+KZQjoo4XRm7zam2sCSd0HTnei76Sk8mzGHsTS0TrfUrswAONK/hj8xBIMGzvAzk\npG4CUVItJmag+2dg+OvICzbUoAwkjnrBOij5RCJ7HBSa7gFwnJlYplKiyxLS6G0XQYIwpZ9j69l3\nSrkFZ7GMUvf36cWnEIG5tkJKbe8UTjkfysyz14mcCDQgoYuuzA/gR4NTM5HHEHxH6zKahDUQ4YHB\nZqxM9+PG6gz5t5T1MH50625ceNGZuP/qW7JijrUyE6yvZYASpNJOvl5pIJ0rynhnFOOU/9a/U7yO\nWwJmHo2rsEaMEAmTeoCmLUCO4Uj0+d1cF5I6fUaWhMYJdmDHXlqGrNmF/D91vA7n1J9MZz8RfPT3\nKTLOv2An7vjBg+C6lbSY7btG7Jjtl7Fozf5MVVn+h0QMsmtubcSVmSL6TmcGyiIB0GnYyko8La/I\nrjvnOXsuPMhx/j5KQkvfrHNp8/O6PY5etRPIZ81IynaSSlcnFyaRhRiAi+ARIY6kDHHG1vMkgCj1\nCUL/8OOEGH4cDbIWnO7CE+npmDn3IcogTQzgDYsiU+wDQK3WhYVwz/UwsPfgkSnmehA6oAHMYFF4\nFc/Qyby6RlgcIm5YAKoyLaUQ8UnAHZ3Cr01BvpCJv1J0+RgMmnfwR6dA04DrRmadh4MUZXdXm7Ey\nPwAsxZzZKEtMNOVKpN1tvQO/q9qCJ63eD1v3lGiizPjMx27Gr/3bF+PjH7lZprBcf5JN00iTo37k\nNJpTQ+MoHPrgdFe9qLP6FqLa55HZexGgxsExo40V1jr5nY4JVDCcl4Pr2cHNARDQjqHXQEZu2QPd\nSK6pa6Vt6GvAdxHFLKY1WnIoWNl8FqWQous6CbU64Odf/lR89sPfRN47j5S9rNQHsKvYmDImqYE1\nWjqf6NKPFNvcMdsvQiheJjh5WKZ1aLHy8Gtz+L5clyP4pugtLNGytCx0sUpMXZ3UxycBPJPBg/Qe\nKKdkKPJobtamWQ82/oG5D2N/AhLlNQuOjtEulYjjAcrDM5STJqvqFMo7OM7j+P/6/9WDhKTDac83\n1nulELO0kF7otAqISL7IsEz9yyR6kCJgfh87FOnvrH5S0ISrXvpvCzoVQYV2HKgT4JAr2dZLibyj\nBB5LCwGg7bDLbcSO+QFdsKiKKlYXepna44FGE81+KEQ8YAow9tls1hrA926+D4jATz1lh0yrNb39\ncgp+mVIwRdm/7vRAJQQ7CF2X0gJNm93X+t6qr1bm6P2M4GYOce4xn5Vo6kLIOwzIRCRAnTLy2Fp0\nauCarfd39BlhSOp80/wTp2WiEZIl+Kxs23OMFBinnbIBZ593Kr5y7a05JVfOhwihHMbucnO61zaS\n6gKDDKBLZC4ko1hpNOJDUfPSI4xKXWPVa6sBAKuac9OJ6EUtm53XrSrrRfz095Hh6hZuTXbp2X1O\njsurNqKB0HZegR5XAXlKzxeppmdr//Vb9l2Qz9bkEfBHe5yYGn/eAPM5uG6B8RA0HslBV7RU+rgQ\nYgOztOgmdaJPsgPSFFsQ7n6y9cKBO9+biqM81eedzut7cByk1hfNaxFfbAOoKeDKQsgwg0EagUxA\nDkNugPVOE224EMCyrvFAXMBKc1AYWsnh6DCFEkJIVyMlsYgQcI/fglPaIzilPYI95Va5oQY+OcIn\nP3gjXnz5Rfjut+6Ta2P9XfuuA4dQOlCjB9uyoVTPI3OHHJIEl9XeFoiKWsC5bkHotrHUr84AOo1U\nEeCOgNolEM4DksYrl6UdC2VXCC25lLCHSXyzJ/mKgLQlPenqKM4sR5aW3s+94mn43EdvRlu3KWIb\nELuIGj8124W/3v7cnhajMQHzNUhR2JOMtoaIle4wvr5wtmy+CR14oQSXwq93tYxR80jo4yLZ3vsy\nZpStDeVA6u5+G806UnUtPf9BBSyNM+6kIGZa0Kl8ACOBcBrBNjk6aAkqZ8w5j3K1A88ZLhDieKAZ\nkgamcHzTPjERv26ByRy0NgVNaxEZiKxtuozcYjgAxiMhb+i20SR6YCmPylpnLTxt+8SY+D4W7dhL\n75QXhuDlRVBZwjcRftqkeW83aeAnjRzSQaW1v9WY1kd1ctEHFWg01J9TSmzX4SEeY0u3hpK01VNl\nzwylVJLiCLZcAW3AHAWuWXoKXnPkJvSHLUxJ5wvX3obzn342tmwc6/e0jbKS7jG0rrZpNP3uaS/A\nI+4023nrANcwfMvwNaNcAwZHgWLKstmmI8EBAgEdgRsHnnvwzINblZWOEsF9DRRzSeldpwYbdMZe\nznAuJ7QzwV5PHhnSrx0LNXapWSOq0uEFL70An/7QTUjwdy+VfvnBm/GN5cfi4fHm1N9OS1S49+0N\nLAOlnQcr9UHsHm7VQNKCoSSfLsh5CDICzqNq/Sp2K0WsD9u0aXpzXZlnNN4QRRmq7u1ysLIO0OxS\ny7Z+ep6GfgAb0uKyAA8q8HAA5wsUs4BytZHsa6hclKaV9uSsOa5JnhDDpxBBZQkaj4SP38rFEgOI\nPc196Ay21NlQjb2Uyur6of7CCmGo6WiZASLaDuJCWikMCKYwV4GOLuqa4qH8ng0PlR4chQJMq1Pp\n+6poQk779PULzSaWF9AtL2NvuQErqw8nUU5qOmDeAl2HaOmsgY7m6KoCH9v2DDxtdg9Oaw6BiaUX\nP5bvNZ23+PJnv4t/8YqLUhkTS4duqUK7cQD2hGLWAQWh2VgJX1/ViVwXJd3Vu2wG5iJQzBjFXBdp\nAuvBNgf4llAedSiPOfi5S2AgeyAOGGEkc/exyDgBWHr45ao4AtdKxGcSMY5uJOQhioxiFiTzCuI8\nXBPlz53tK5D/vvRnn4wff/9B7Nm/Bh4N5Hrr9pklrvHzB2/BBzY+XYLKvFF15ZhnFDRQWHQ1AtS4\nnWEUG+wfbABVJago4VvIpp21WijgTSvloWZ9DKQtxRKJVcd/YSTOgYC0e7G3BIXHA2DjMmg0QtrM\nPKtB0zncRAKPbWtO58z1zpo9UkDR1p1+njjQDlYfUK5r8NFjx7XJExPxY1TZKzW0ptWZ4bBuOQIr\n44krBVuMyRdiql1AGYHto7BsX968aqEKs5WcSqG8qvHr5BuPBmKESu+UBYgBWJ2Cjk3gZk3uvSbD\nR3YsoxJxeQG8PMbuwRasTB5Ooh1Ud+pkgtJXe0qqVv+XJSaLS/jYtqfjtQe/Jpeq0iWIlXynT374\nZvzcK56G0UKVPmO3WKHbIExGP+vAntBurNCNfFqlRK21FNXonbbtIqOcRxSzXlQGcrbkANcA5VEx\nfjen1FXgQhZzhBEjDgBWDX3W8Qhfi+H7mWQVqcSogG4sMwMuyJYd3wi457oIX4d1qT51ER7Ay1/7\nTFx79S1yFka6Flx3y1928CbcsOFxeBiLMt05a4SNaRLWysJMk5pa51MXsXO6Hw8Mtmg/vZJMsGUU\na2L4mMwl09Qrw8YGLEUCC0Sq5ecEAB6qTmQvbWdV+8FoCN64JBRxJjX8BjSpQVN9ztt1mE0qMR/B\na0h4gDqkaKva02i6HFCuG/DRfy7y2t6DRwOEDSO02xdlF56huGrEAPKeepZWCQ91/3uZnYCIIugN\nDcr1jjE5DQAC8KzN4Q6uybqh3oCDCHH20qgoijMpEnvNQ7sgByD2hoqYgVa207pJDVcL6+ve0XY8\nod2jDsiKYJmbd51kLOIUbGGIATqET2y7COdP78fOej/c2hz+4CrcVGYV7rvrYdzy9bvw5t/8WYRh\ngTj02t0w1LuDqwP8XNh7zpYtJBlwM04DQikJbULbeGnZBUvNzk4iejBRTkDaRFUAQfABPweKqTgJ\nJgBeOgnlPKKcydM3Aiy6RrIMP48pCwAUj3CSxZgQKWsKctkbLsaxI1N884u3J+Nl7VVvCFO86MC3\n8V+3XiLXuCqTalO/dSyOrHffnOgTPmH2AO4dn5RPv7USjTprAUcDSSrTTJcfSLqNwsAmcKmfgSgP\nCRloaws+CifnrGnB83kKiEkb0rtk7LZCXH5PuQMmAeYdZKVWkOxhMgNWJ0lQlooCbjQ8rkmeEMNn\nmBGXCBvHaE9eRrc8lFpaN9hwVYqzM6OO5izU06v+HULo1VTqKHQ5pZUAAGR/2bE5igOrgqp2QS7m\neCCrpG05oSmkQC+2jjSS0oMFLOl5YrCsPlqbK1orGcSnt16I5x39ATbFaW7nFF5uUBtF213biybk\nYa83K4b4yEnPxOse/irc6gx+/zGJBGqMf/GeT+Ppl56LJ198NsKwFB3BDhLV6xZu1qGYBfiZblpp\nW3VWAFINTanWtv8GkNlyAChqW46MbsuKGjNQMmgQ4RDhasBPgWJNMAKr4yWaSxlRzOTfXAB8wyim\nEcU06uuL1yG9DrGSzMyc046ztuEX3/hs/Nm/+YjQq9Ootdyjy/d9DddvegL2F0tiBIMqT8MlNlzu\n+kD/zARUrsMv7v0GPn7yM9LngHaIbPQWhW5TNr5AYD13uv8BUGBau0OgdIaZFIBWdiH3DN+2GnEr\nq7QjOA3dsGZ40OUqRsYRGrhOKdYtELSV7XSKdVLDrc5AxyaZKFcUoPH4uDb5TzZ8InJE9G0iukb/\nvImIPkdEPyaizxLRhkf9ZVORYQXMAmD8Yy6td40McDGvp/kGTssw8zAPMqCipVhqrRQq52SRW9Ok\ntF+u65UYNlXFmkE4JwBfVWb1VDVSQcH19WwghwF0EQfdAj6/6Ul45b6v5c9thBwjaOjrm4ORwRQB\nnj658Xw8cbIbZ7YHEtWYvRyUydEp/q//4xN461t/DmMCXN3B24ZZzYSkby+vG3URaSxd2jlPgeFV\n4da4AKKMo9dM63TqkBVzgvXjCX5K8BNJ/X2jQF6Un/UNq3ouUuuumEd5zvR9bWBJAT25oLnUYKUm\no3L4rT98Of72zz6DfbsOpqzEfnZzvYr/Zf+t+OD2S/QE91JgvdZQ/CgBh20LXpsCdYNf2HMzfrRw\nOu7xW4TjQZR48YjZCVipQP3a+RGOZN0Ypv23EssE1OXez9nZka4QxkPwsJJxYGKZ/VDtCSN8pd83\nYFtJb0IHN96GZM3U1/4vBIg+3uO/J+L/awA/7P35dwB8npnPBXA9gN991N/U3WHUdHDTFuXRBq5l\nOaDaU5cNMZQWRch2nS7VyjQVEIQLhzjWVVa9iTZAiRFBUv44rsALA7nAC0PEBRU2aDpp5c1laMgW\nX0IFIYhIKJ5DfVZKr+zRObkqEBeHIufsFYOYN/j7hQvxgqPfx9b5UaR5/MiawWjtqWldtOUgnSDD\nTc34+00X4XVHbkLctIQ4HogQh4JG3/rCD3HbjXfjf/3l54rWXi288jjS+Wu7DqMBeHGIOK4Qhj5J\ncrlOUm1fW29fIjQ09Y5a+VCnfX5D6+di8MURj+KAR7Hq4JoM3FEUDkA55VQmUBfh5wHFNMr8fc05\nfbUOBCBtO+UaAECsPC57/cWYrc7w6b++PktYA1qGMF794Fdw3eYn47BfTE449epVc0GwFdkYGz2B\n6zn4yFEMV4/hlQ/dgKu2XiwAni6qyLLXITnCpNloxkcK2llGqZlbYhlap8U72VTsRcsg72tU4y8L\nYGkB2LQMXhpJBhdC2t5j/f2kK9DfAmx/Z8C4cyq7PRD8rFTVHe/SEs5He/yTDJ+ITgfwIgB/3fvr\nlwC4Uv/7SgAvPe6LqNd2TYCfqG6a9nQZhr6a++f8JW3ldX/pBcwT9n4n9iJ5fyDIIndfX902o9oN\n1ZFG670maaXEMosZAFSCjk1uSWSIQBdxmAf4zMIT8cqj34Rxp3NKj0zS0Xn6xEtXEtK1m8/H42Z7\ncFY8kDjhTEj17/ve8yk88znn4oKn7Ewy1dZwpy4qCEePSOVZAbSooFpUAY/+DUY+wGyRnuCMeTcD\n/IRQHHMS+ZtMAnItw9WPzCaQjNq36miMc8VIoqL5von45hmnb8blr74Yf/J7H5JamAAbtaa6wdbp\nQTz/4HfxoZMuyRx6u0eWGjtNtVWXTwBVuSYvWb0N313YifuqbUjNzkectaTAnC4R52tEvfsZ872J\ntobb4SfPTuDUijVRV9LWcBoEMm6Gsf8sizXsxdoKQMoQU7loFPOyyHiGnrXjPf6pEf/PALwV64/L\nScz8sFw73gtg+6P9MpXlOuCFOtMptx+QiykAiq0UtkEeZXdZ9G0D3Oo8k35S6t6lOsytzuCOToQ/\n4HTzidVH1i4si5wSjXLaFT2lvi9ZT9SenbQTRUfvEQdFncZHNl+ES6d3YBvWEk/BFilyXxUYSKKN\ncVwhLg4xX1rEB3Y8B7+063og6HovIoney0McdcCfvvtT+O0/fDlO2r4swN60yWwy7d+6aQM/7+Dr\nAD8PcPMIP+1QTFpR8YFE35gUX/o3S40zavRX43e1Gntj2QCjnEZtC2Y+vldabhzKko+8OFMckGvV\n+RjHJoom4MayxDt+/6X4L39+HfbtmwDLi9I/JwhavzrBqx/6Kj6z+Sk4PFySrK6UdgK1HULl0W4a\niS6h69XuhQdvXMJo+xJ+cfVWXHXqpVKLL42lDRcCMK0z8cVKHzXyLIyBxBMAcvQ35eU4qhLibzJv\nctZD4qRQq+i9Ar2y06+FI6/y7yLdbmIeScDTjLrf3jO76ZcazJnZ+I8w9/5RwyeinwPwMDPfuu7U\n/uSDH+0f7pzdgruO3oi7DtyAQ7NdEGDHapXer2nkBJDXTQMauVX9pO0E+Gq1tWfeMk3yRUANgNLE\nmyKiBhhWpa6RLuWGLQzlv0uXL3CIPdnkNqV2aZzY+PH28QkAEY6WC/jUxqfgNYdulLTeloL0mGWS\nrSClmUYN5mGJa1cuwplre3HesV3JufGgQByJg7jp1vvwoau+jnf9xzdg86YFBUNDzo50Xxw1IfXH\nfR2EjVbrZzYSjd1NO9T2VYyEYyO2HRLZxzf6nMvSDOMDIGZ8AIBEQU/rdPBcECN3rekpiOGPywJ/\n9Cevxs1fuh2f+cBNoKIAj4dyXbRLsn12CJeu/Rgf3voM+ci6eiqtOnOEMC4RhkWiEqezszjCy+of\n4paNZ2H3YKukwqOBnAFmVXfKxmqByK5IQvytdDOCjlc+hy5TYS25Eh+Bubelt02zI2kJq3ZkCCSs\nUe91Vbwt09BMzFZx+bwibd3WZjW+g7PduPPYTbjzyNdx14EbHs0cAfzTKLuXAHgxEb0IwAjAEhFd\nBWAvEZ3EzA8T0ckA9j3aC5xx1guEjKO74ILW4m6tRlpPZQQcJceknXgG+HURZPvMYgA7zSK6AERl\nopAHl4RYyBJEgiK8BsgZSOdJB2d00o0gbEGry70HXMwlg6Vv3ph4vN6jOpd/NjI+uuFC/Kdd/xkf\n6I5g73Az0FdvjVGZLwD6Ka/2agN7vH/lUrzlgS/gd1deBY6s3HCXFk9c8+FvYmlhgCv+6k34jf/t\nShw7OheAb0bwKq1su/qMDBO9QywLGYet5Dr4Oor8lnK+2TuEyjIaJLlsYqCcKLNP03jXRl3UqdHR\nS6prohyujamEkYyCpFGjn4c0fR1UBf7gva/CPT/ei//03k8LYBkd0uSfc4jjAd64/zu4dvP5OObH\nYjSAGKG2L/20keyui0BVgSEdCtd0GKPByx/6Bn79nDcCk5lq05XyYS2TtMk4O49dgJvM1xm5fNkM\n9skCVS2RrOWn7WiN9+tKGlE2tTND+f+Nyt20QvF1JF2FEFOHixWwtWnPlHXaOfQOmzc8BpuXdsI0\nBe459PVHNep/NOIz8+8x8w5mPhPAqwBcz8yvB/BJAL+kP/ZGAJ94tNcIWxYQlocICyXC4gBhUeSJ\n/Jr0wqnLtXaWEXIqhqn90hBlG20n+8IS0848saH3wxK8PELYuCAaavpP/dqLvUMYF2g3VGg3DdFu\nGiIMvHpprKNU9oGdVFOqJ0+ceedyNIgRaxjgmi0X4nV7vpKmpKzcoJmkfa5VQdE6P13TwTUBn91y\nPgJ5vPWha+FiBNUBbtbCW0ofGe+/8gZ8/aa78O/+4pex8awt6JYqxFGez+ZCdsszILWlB6LOwIdK\nnIivI6q1gHIaJHI3mrKrHp/roFtwpF4vJxLpfdtj3LUx1fDCGZDDLq/F6ZSxTkGmrkoTsFB6XPHv\nX4cD+47i3/+fn1DV3Ig+/sKO8OYDX8XOcAgfWnmOXEsta9y8kdKwlZKnOFrD11Hl1ErpMNQBlz34\nddy46Vw8SMugyUxp4504mdEAvDRGXBjKwlbVSqAugiZzUN1KlK367FD5jNQEuSfzTpWPdXjK2JtW\nOtiZMW5/eESJqBlk0oSczZXc02SOSuURl4YIG0byHGs2ZOO+3gueNVZKufFU/kcN/ziPdwF4IRH9\nGMDz9c//4MOvNvqs5amR3lLuRHcEYJTFBMrYs9ThmMUheGksN2HWiENISwt1GGbWws1aGTwZlzJ1\nNSjk2wapuYqjc5QHpygPzVAengtray79b2H8+SxTXPg8cWd92ZEs9AT0IBQeGGrKPqrw0ZOeiacf\nvgOnTfcjLU2sCqlbSxV97KLKN/UkyZoOsYl4x47LsKGd4m33f0KiOIA0lQUAIeI///nn8blP3Yo/\nv+I12DkeCCag/WI3b+CPzoStaESZSiKzC/1JOU6ovmsZ1arq30P+vVpjVKti2GFI4kwcgUsS9d6B\nbOZNOEGEAnsio+XnAX7awa+1wjOIUrtu2LaE9/71m3H3j/fgj3//Y9JNrYRcJfiL6Cm85cHP46lH\n7sTbd7wSs1Z1C50u8WSWazkeZqGNoBJbTQt2wIJr8OJ9N+P9K5dqK81UaDNLMFGsbfuMloE2jJUU\nfVs1TB34sXObhFeAtAQzlyEtMJtLOVF4+awLQ8TFoU6JKmbgHXg0BG9aAiviz8NSaesEdMoFmXVw\ndZcozgBLWVX12svGYD3Og7hX2/3/8SAi/pkn9Dp9mkoZqcE07hBZD63x702sw6BNSY2YJJ126hET\nfZcBG1wxxyHZRaWDHww3b8W4jR5p4I/3CsKS8p9lIYZbq0FNJzffJu9SjaUEH93s0l9gaWOWr97z\nFeyc7Md7Vl7aIwH1AKPJDLQ2lQM5Hsl79GrNKrR454MfxdFiAe/Z+RKEgQBXSYtegZwXvexC/NKv\n/wz+8j2fwue/8EOpM6fy2Y1Y0m4aoNlYpVrVNxFOFWG6sUcYuoS4dwPh1jOk5UfRWnGG5nN6yj2x\ndFeR/LkYvLXD5LOaYThc9OzH4tff+iJ85trbcNX//QW4usslnstO5M0PfB5PPXo33rbySkymnLcd\nEyVilQC1ZZ6Hbzvh2ZcecWmEN+37MjZ0M/zZWS/WgNDIWbIyst+5iRKMUBV5X6NF+xhBq1NpuY2H\n8rRWrbUVXcY0rKbHbAaezaWGX1rI2EJh665MKVf3JJROtwZTsg1q2kQsswBEUQFrZkTVEnA9AU5E\nxud+/G5w0kdf/zgxlN2ggNtkroKbvfZJ0+noYp3rZut9koFELtM8QXmwRLnNZohAr9ZKnjyIpzQ+\ntEpnyeu41HaCbsCFyT3bGCZBDKyudTeagTWdqv5AolNVIA51nltXaH1i44W48Ojd2LH6UAbhOCKW\nJCIKI/+TPehOUkR2hPnCCO8483Js6KZ42+5rZEeefSYgzTB85gPfwL95w/vwijc9B3/4p6/Fli2L\nSXvPnCBF22ajqHrX61Mr7iHTfcitt4ieoIaBe7LqWlJ7MRxb05WAu156m4CuyFhcGOKt//bF+LXf\n/Fm8+48+ib+56quSwlY+OXt2BLQBb7nvc3jqkbvwtrNfh9Vi1BvM8sk588Bo3pminNu8wIZuip9/\n+Ft4/8nPUj58J+eDORExCQZm6rkJIQ1tJSaotedMTlvJVTJQVUqJZUS0t81fNgAAIABJREFUGDPZ\nLM3R+yy2qQpSpFnRugUwhe8FGf10hDyqDYBCEOn5LqgkuGQkFHpAYtcj+DzK48QYPqApz0zliNWb\nzVrQdA5MZuD5HNxpiy7x7zkPtgAq2NEbQAESyglr4ViCwAKKFcektEhiCJpq2iAQjNGXhjhCzgyU\nbYi6keg8m4PqRlpma3O5AQwh5AwLUbg1+ecuYF4zPrp8AV6396vCzFIgKlSEZlOJbmkAHlUgr5mP\n7oNHZMTKoVsaYD4eZ+O/52r42DN+qzeJcPedD+PXLv+PuPuHD+Iv/uu/wvNfcmFuJ1YFXADKtQ7F\nVNJEZzJdQEr1E9Mtta/0GYSJV61GlBNV02k4pZUynivdA6/y2FxQBkKZ8bRnPxbv+/C/Ql13+JXX\n/SW+c+v9YjjDAnEspZig4hFv2X0dLjx6N37ntMsxaQuQc+DlsZCmBoUwPscD6cgwg6YzOfB9mi4R\nXrHvG/jilifhAC1q27MRMDBp7veCoY30/gMUcFs+Kq3fUeLpx2GJsGGAbmmgOw3FCdGszvLtzoGG\nQ4n4JtHdZd7/unl7y0IYEoisa2TfSTscku10ulZNZl6kU6Cy3Sowc7zHieHqe6fLHaT3mrTfbVkm\nqfBAn3SgEZ1UM8+m+WCyy8yq3RdlDNEyCY1etsjAhZ43N3KE1VTqYeXQ9Vp5fY00ywpt0qsLqR0D\n2+MGTpTKlM1o1nHN8lPwpPoB7IyHUlbChmGUXoY7khIw56rG0GRHaIoK79h5GTY2a3j7nR+Fb5rM\nBHOUvkcXIv7uP3wev/cr/wWXvfk5+IO/fBO279gi0QiCtJOl5woouaaDa4OUQkm3D/kZABeMrKOM\nvEkLP+96E3Xa/mu0ZWigHgEbNy3gt975Uvza238O733nx/Ef3vNpzGxWnE2KzK57J0Y/uRe/c+pl\nWI1lrqlN/VaNle33O1mdxjGma4qywCae4l8cuBUfOPmSvExSh2YSAce49OsUcCxjsAjSuxeGMxnI\nZ/9uak5tt44LkNrQo4GssjYJMKD3M/ptgrTxaDqX57wWQ7bobWcj2TNlZ2GvZ2Xxup/7hx8npMZ/\nwfm/DyZZ6kCkbTadeQcgQEpVAEUpGmh2czTtMhAqtduAhLDzvJZJp8KDBoPE1GOtt+FcbwRYEWNH\naZw3DsQZubmAJkavlPeKGShJ/XdOrSg2GeZC09XCJ165EXxi6fCyY7fgiWu78YdnXAYKjG65Qrs8\nQLHaoDxa56krAwG9RBMelqkdR3WDajLBO/ddg6PlAt572i8gKpWYlTxkAiXsCH5hgFf+y5/Gy155\nEb7//Qdwzce+hW9/4y50A49uXICaDuXhOVwT0C1rpwUAGOhGDt1YgKKiViCQJRPzkxZ+rZHIOyrT\n4InrhCTkGtH3P++CnXjpiy/ARc88G5+/9jZc+efXYTpvJbU3BRpohqVbjt/y4Bdwwdq9ePuZr8Ex\nP4KbzoFpLTTk0SCDuIqQSw0tmVzcuIi4aVEcUN3hV/dcBxDhL077may9WOgQjik7FToE5p2Ugk3I\n0b3HsjRJNDJqt54HdkB0JPX8tNbJOS8LM81BFTqVZws+QLllaO1cPZ/ctoit1O3kJdNJ23uLXjZJ\nefAqlQARWRpOncRn7/mTR63xT4zKbqnrnEongJDutqeoUXs4ELTb7Npqx7oFzdpkrACyp6y0jz+Z\nisJJVSUSRGoJpjJBf4eRbpohs+ykPyrjvsZzZQERlWKJQmouSmq9vUeMQMtwXUgU03SzdIDk6pVn\n4LJv3Yiz2v24Z3AyCE5RdWga58BkNbk4K9dF8KzN79MFNHXAHyy+EO9YvQ5vffCTeO/KSxCM5KIr\nqgyZbplx1ZU34MMfuQnPfeET8eZffR5+7Td+Fp+49tu49oYfYnX/aq8lFUAUkiyWof5gQfpdJ4dc\nFIcEV7DaNQKwbTXDYYEXvuin8POvejoGgxLXfOxb+PM//m+YHJ5IeUaQNVwE2NYa65m/ec/1uGDt\nXvzOjlfiWLUgWeJctyp1HVztZOGpjajWnXZDWGnUNm7ssLme4oVHvod/ec6vKpVZ75guxyAgjUev\nI8R4vd9awhDH1Ck2Xgk5AoLcDxcZjllKwdlcDG48Us6KOpAi6zDkVeaatpO+prHt5o2UvsyggegE\n5DZ00N0KyjoF4EzHwrJVI/vYUNxxHicm4l/4vwOARHyoUU/mcKszyfIGlbRQzKNbxLUUTQ0K4CTG\nmeSQp3O56AOhYaIqc12kNzWtLu6jnlBprgWpFV3Xm6Dj/P45PaSUTpFlAnbpYhDxg7YDVZXMh9vq\nLy+7615w7Ad4w94b8FuPfxP2bNiCOPTwx2oUR+dw9p0ATQddzjYM7KkbmbuOjKpyeMf+a3C0WMCf\nnP4LqMcDxKHIkft5m2THrFQwgOi8J52OX3jF0/DMi8/BN2+5Bz+6dRfu+t4DuOvOfZg3Ae2iR7cg\n2m+uMwktANC5AwL8WgM/kcjtloc46+zteOzZJ+O8x52Kiy85B7d953588iM349Zv3iuSYIXq6dVS\ng1tZ5WbKaWDglw98CRdM7sPvnnY5Votxmk2wnn4iqhTCchRarKTU0RySnrDl2OBd938IX99wLj6w\n/Vlat0snhweCfgt4HOQ6m8pTG7XPLk8eVaKeQ1qTG4WWetucLIh0GZsxIM/umylBsZ4HAHloR50g\ndB5Fevi1/FtRSOZgZ0+zOnFQPjsoBWcB6K6BThyKI3zujvc8asQ/IYb/wvN/P9fEJixQtwlsI0JO\nuwalKO20AsAQFD3Wep5mjWADheraaVuLhyXiwhA/ufKq92GM0toGARIJ0l4ZDzOAYldUD0ei6RrA\naA4g6NAFR6kxj60KALgwlllob85CJw8Ljxe3P8BLD96C37jgLdizcQuKwzOUh6YKJsWU0kHlydB2\nkuaOh/LZ5womDkpUnvH23VfjrPk+XLXyHHzmMU8DB5Lau7ZhpQx28UDGdcPQY3H7Ip71zHNw7pkn\n4dyzT8ZjHrMNDz90BLffuxc/eOgA9uw6hHhojnbaou0iisqjXKhQDUucvGkR5551Es457xScvrIF\nDzxwCHf86CHcefsefP2mu7Dv0AR+2sJNW+Gwj9UhTXrKR47gVmd41oEf4HXHbsTED/HOU1+G1WKs\nzEDt6KgWA63OJEiYLqNxGbxuua0K0JE1bDh0EFccugbfXdyJ9536QpgkFc0bCRiDUhR8EoWac+qu\nM/eYzIDpTEqHLcvSDVmrpTSotK/ePcLwjZevw1zMrDp9VR7fBpRxJ6Uj6VlKGa7O19O8TZhGXxtf\nlqhIqQxomWlOod+N6II4nEGJz/3wiv+5hv/8p79T2GdtSHUTzUV2KFFiC2mHoSx6NRAguVHvC85q\nMQjzqEr0SSlRRG+UUQ3TVmkpeJI2lJTqbIaVRnNkYM2GdEJUQonPN9l+xm5c2wLHJhKRhwPQaJha\nT2lAiAhxcYSXHL0FL9t7I37rca/HAV4SXKHr1fe6fy+BmMptMMZbEhCtZN/ck47ehzc8/GVsbVdx\n1c6fxhe2PBnoOL1umgaEZrAD2a8HhhBBugjvHB5z5nac+ZTTcc4TTsXJ25ZRlQUGZYGq9GibgKbp\n0DQdDhxew+137cUdt+/BvXfsRZh1mmEQunGBMHAoJtI9SJNmISbuAceAZ6zehdcfEKmxK09+Dm5a\nPkfaq6lTg7REU0hN2hM3TCXhQCR7GGLAcjvFux74CL473oH3nfKCdSy71Eq1zTNVr16297B5j64T\nGXgFTE0AFETiiCovLWLTyEs8hZBeg4WLLJmsnRGlUFuZQm2XysFkwMYdQMYGUuRS1h85n2dAbL+e\nysKbmKm1Yj93+7v+59b4rASbJPtskTih2LYAQD+jobc9XrRNeEkKnEkuXEk7CIEl0rXSPyVbntkF\n8EidSwjgpsmLEKoqTc7JQgMd/HHQ0kAn/kjUWVJvVtlZpoQCB9CwkoOjKjA2AERdkM3Seqiv3vYM\nUN3hT3/wt3jb6Zdj/3BzXrJoZBHvRFghMbHUIym5KSoTkbqI75Zn4be3noWfOnYPfmn39XjNrq/g\nyh3PxQ3jc6X2VXxFBkK65GDADDeVicNYFbj7rodx17378NlrvoNupABgZBRTkfUijXD1pgrNxhLl\naovBWgvfRnmfQjfxLjgQF3BMKiZZy3fwDk9dvRtv2PtllNzhylMvxVd2nJ86JtRG3XNHsqrKAf7Y\nvMeX74tlRPlzjKDJDMtrR3DF2mck0p/yArlWCspStM6LZl+dlF/QGfyM5hPALukwUi3tP9LPLm1E\njzgs4YnA+h6y+7HLfXMBavL2pCgZhagM+xSYLBhkZWXKpCz7O+N4AALaNS1Qsnx252RJJwG2vScO\nJHi6ugVNjq+ye4J257UA92i4BcGFAq4pkl55SpPQM3DgJ2vufnQ0PKDpsG73GKRVQ0FBkcDgpleD\nGakCyAQKwwWCjE2K/Lcq+dhMv1UClr45pNlplCUwhkQje22t21kZeSIw0uCa5QtAdYv3PPBhvH3l\nVdhXbYD1zREZDD0AbZcYWzLwYilhkI3CAEi/93cXz8BvPOHNuGD1HvzSfV/A68OXcNXJl+Kr2x8v\nXYvAYM0AjGAkoFzGAqgNcLMI5kKp0jJrjgFQhJBEM1yAiGl2inJraeSaCO8okXiMCHT+9H68/sAN\nWAwzXLX5Ynx1fDa6TQspehrJRy4aUu2b6K+93nzCe9SollyLK1b/m0T6k56XDCXVxEwC2tkZUkOE\nZk/9CU8KUbKr0gGdDngZLx8suws184T9W6dLYNpOlJyg9wj9NN5axVg3dw8bRjMQugu9pbEZo2Lv\nQK2Hq3NXwEhGZEHUOxGxrWskkc7jPE6I4btJnYCVWMmQSBGUrlh3qTax+q6/ClpOQMyjt2ZMjkQ3\nT1NyA35i5UQX3rwtqxNQrTRUVarZiRmYi7fmQQmuJGrTdC4XfNGkkxWQ9A7UqqGo8Yi2AAvVuJTM\nRqIYgFoon6g8mF1O8ZTVB+fw7t0fxNtPuxz7ig0AE4gk6lHdCtlkYYBYVdItAARVn8rIcWJ59Sa2\nvr1wJr5z3hm46PCdeONDX8Sr930Vf3PWC3Hj0jngWIAHMqgjfXpZMCLLQ5SCPK3huQLIIYwKhKF8\nV9cQXC3svCTo0TtgLoiunglyuI7x5GP3440PXo/N3QR/d9Jz8OWNj5fsmJAo0NRFJUsBtv5L2reC\n68SFYZbeshYb5GeWmgmu2Ptx3LZ8Bv5q+/NydmRtOHMU+jGdqjoZ1dZ4/1ZGSX2sxqVAGgXLHFtZ\nBWC4iXMCGs6a3L9nCEbTn4/xtD4QWJeBIOn/oEjcFmoCHNqclZEqRQ88fFsATZkYpsRtch6WceHY\nFHRsVQhDC8fX3Dsxhl93iGRihgCxy60HFwGEBG4RuZzi240LLGmOgR5Jn16jsE1Hpl6/nUaXyRYW\n4bzPwAg0chmeoMwoSal0c6tF68DgthNmVFUCRQkg14Zkr2vOiRnOsgaLLIAccEh58IlNTwUc4d0P\nfhhvP+UV2FduSA5GPj9lMQYiXdaZMwPBBrr19SCJU/zm8ln45tKZeMbsbvzyPdfh9bgeHzjlObht\ny2NwxC2peoyXiKh4JizlrgNQqrSTjS6r8bl5l5120AinEdOHiHGs8djJQ3jVnhtwyvww3n/ys3H9\nxici9hdCOqX5zrN2QMZMDETVOj+VfOvP1FI3w7vueT9uWzoD7zv1+TDptIR893n4gHxBK59iBGox\nch5U64zfRmrZyDchAPOMGQnukrEoeV393ESi0Gur0lLg6p1NA3HNMVl3yPAs/a5JncmckiPpSCh3\nH5G0BNXS1AKDXQdjJz7K48T08bsAN4ey50ph1DVxnfgDgF7N4+ST2Ze36aYQgOFQp6a8yh55XdKo\nKrNtj7PNerMB8cKp1yktkcz/RxqygLGoCGlMlBrJKnh1IjLGywtAuSxOSg2QWX/eeNqWubIHyGVa\nsE1ksailXn3SMwAivHvP3+PtJ1+GfcUWORDGU1DlVknrtcQZlkBQUZJ5k5aPyJSWA9oIP2/hmg43\njs/CjU98LJ598Ee4fM/X8LZ7PobGl9g13oZdo63YPdRntRUH4zClpJL2A2WQ+tS34hzdRBhlWzDD\njnAUK80hrNQHsWN+ACv1ASx1c+wabsW1Jz0Vn9vyFATn8lBRhBxShqgGTYwgxan0EvqwODzXdCIX\nbj/jCOQJi6HGu+79AL67uBN/tf25gutYQOhRvFMb0IgygIB68w6Y1eAo4iZcevi5dXFyGs6+Ej28\nKUBdJ52gWQ0aDkBD3ckwrJCcnyPFfXqAndKAM1bFKXCR9u5diLIGrg2gutEyUhZluLoDTaQs4UGp\n/f6QcCro2WBACGwbl2FzH8d7nBjDt4sfIhxI6lIAxjoj84yPqOVMZYWth89a03g1JkCMf1jkvn+j\n5JK+s7c2Xe//E+khshBDrM/ab+spKJdWJs8b4Q0MSpiwIiUklTMzUNtRCdHtOSEmyQooKoHIO1y9\n9SIgRLx770fw9pVX4eFyi+IIObVNXQcgH5xWh4YGqk/nCdE7qf9Vhtzpe96w4Tx8dePjEUuHTTTF\nzuk+7Fjbj52TfXjmoR9jx3Q/FsIcD5SbsXuwBbuG27B7vBV7RpuxtVvFjsl+7Jjtx47pPqw0h9CS\nxy51GruG23DT0tl4wG/EflrMuxASu0zZkNQTp+xksjFF6ATkcrp3FHpGo4a/2NW4YveHcdviTrzv\n5BfksrB0Oe11vRS9DT2mpQ4iBaGBs4FjlhlYF0Drf/YOpGw/BmmvXrsL3oN8JZRrdZZsQaWfZVqZ\nmoBAKVETVmCzK/1sEZCWIOs+hlkjfJOhODbSJCJhAUByBOQcuG6EVHScx4kxfCDXRTqpJ3plugAw\nBBCH7CVZQSMXwdFJZB2PpD5yAmIABtJ40atXkMicTEr3FdBN2YR3ABU9hqBGUqMNemESkrdOAxRB\n9bLsk0iUezWKh8UKCIVwB5qQduoJiEYAOWlVWZ0aWWSwI3I0AHD1SU8HCod3P/BBvG3na/Hw0hZh\nFEbkdp9lEZZ2RmQ5JhUDsQm5RDmzjMQ7oJDPcdgv4NDymfjOxrP09eRnFuopVqZq4PMDeN6R7+Pk\nfUewf7ABu6st+MH4dHx6y0/h/tEWrNEIAkdQuk7rNAhjTNkbm5O2cgoMhCJ/LrvOIYAahiMCeyEQ\nJYHLgrDENa64/8O4bfkM/OXKz8j3a7rEZSflVYhoSysjz22XS7PZXKYsywJYGIEq2S2PrpX7U0iL\nFNNaSgxHAtgNB4AvRLe+C0LQMoDX0vW2k2uhi2AFYOOU1oNDQt/ZygPvhKcxEFug2sFBSgIjdZGt\nd7NHWYDHo9yZcnk/RErxCw+Uo+Oa44kxfEIGS8yjKoWXqFCNMc7op0pViScUSiZGox7QElI949sA\nzLVuS1LZ61t+6ZHUcRX5T9kGNA2LAuANh/JvzufDWnjZ9GspOIlmfTCVn9UaPuSJrmjfL0KolZ3d\nHI0EpEARdLikKvDxUy8GiPCe+z+A3z73Ddi7sA1Q/gMAGHsxyZVZKWNkD1ZlnDYmxV1igANDGSCS\nGbWchC6sRuTCYbVcxI+WFnF7txPURrAn0bAjoFht4GctusUKYaGCn4iwCkLUBMmij4Fv+r08kNpb\nSP8slOSuyOWXAV9BPDXpEgkxHMJSrHHF/R/ErRsfg78842flewdJz8lCYNTvDYDnMlGJphWgy3lg\nNpedcpuWgU3LoLJQvoNeX5VyS0AwEagqEIcDYETArJB/S/sWNEu0UW6COP50oPTsG66QHL8Jaeq8\nyKhEGBVwXlmCtuqaVfe/P41TFMCY8tG21+yD3wPdFnWcx4np44+Hmp6SMvZkKMHNu/yBuQd8mKG5\nHE0ASA07KmX80aLotBY0kwhUqAa+pVr2TC2UCATK7RiSXikNINFmYuOMknlQjECj4EqIMtAzHgoS\nrfJZaGSHGkVOkthUt3A1QMa/h+6WN6eka7LtZgofPQDe4eMnPR1cevzxnVfhN5/4yzjA40T24JJy\npNByiIh0eGa+rs0FR1m9xQCiEHQhaZnad8TIBKiUVIhDpDbAaxfCKeruOpZOCENeC0gEobQ4JDLQ\nqHP3BahjuLqBay3Cy/fmQbHu0CbRlaAryxyA0mOpWcMV930Q313Ygb/a8tOyXgzyo2TzFADSHAdB\nzsFoqBt2KtjGHVpYEJzokQCgnRHvgFGVATdHyTFYT1/eWzEBO2P2vRhJ2ltUeCCgrPfgIeUSILIQ\ncuoaxENZOT5vQfNaWKvWvrVgZYHCMj/lqRCztpBdTgzsDBzncUIMPy4MUkrqOmlFCHjUptp/fY1H\nWq9RTgNZZvPDgpBXUko7kRYGigJYWpSInBD0qLTaNjsX6yCk95H6jSbK6lPtMiICB+Hlk3YU4rhE\nt2EIvzqHX5uLd7a9Z72WTFJTNTS2kMiWCBoJ3dXDoqu/ufLgYYGPnvEscOHx77731/ibky/Fl8uz\nELxxCZTc4fXzkwA5bt6t63hIhgXkuQdxNsETYimAlFNijizpJM1G9HJDoo+f1imKoCpFYWfWZU0D\nxWAICggiK/1iLHLlLmkcdIlrHodCNhEKNeexZ3O4UbKRp0/vxlt2X4dvDXfir5YuyQo6xug0fUYz\nKMOLvFOVHKijIdBgACIHHg60xfYIww8dUA5kQUWKpCGVVgCkhpYLpAYeU82fgpRmO0kOjqNoDjqd\ng7CAUcv8vAPA5LSF24jhe6+0dMB2MCZ9CHM6NrI8HgobEfb1Mwvy0R4nhsATGcxCgkgMJ0s7Ab15\n0NTQ99oeLskrm6qIK0hrWQXcmEBDFUkcD0SGyaKH94DTesq2paixU2BRBdKJOyst8hhmL0JHA1o6\nEfWoQ3Ia8F6OYdOJSIeueQaQOxR2ICJrSUNp4k+omqog0wqd0/kWV29+Ku4tt+BNu6/Hq7uv4u+2\nPAtfGj05Kw0Zt7xuYWQXAtL1NdFNEOvUGiWjcI1mVgw9JEjiJslJ2OCIOUedMkskGF3BI9tztH3Z\nmqKMvj+5JMcFLXHI6dt2EeAsOZ0ds1ynC4/djTfs/yoGscWV256Nrw/OSvP2pLRXycIkgxGBlpAO\nfqqtiWRYyJFkYXbetMzhQQHy0i1AKwYMljZsLIS34aYM6lTqi6OeV59LU0IyRlbcA9ED0WXHKzdH\nM1DOn1OxmSTf7j0Al0ugGEVrwkqGlPkbZsYiPtu0ACgzBtcBAz/5ODGG34a0jIAsDQJgY5FQ3jSb\nUEGTZ/AlIkIiKLMafxbmYBCwtAgeVJJZOFLVUwVFyKXBEHtPSRG1Lqt1vXIhegD97aSIYV1Z4GbS\nIpOoq/p6tgJsMpNWj134UrTukjpvjECr7+981vADBMyEXptZk0gi3/On4rdOuRwXHrsHrz98E159\n5CZcueN5+NqGc+WgNZIamia/sBiNQ47e5hc1gqjbe81xEQQljiKpZRlXkhZTwCuJhngnOAgrhVdD\nHzMyJz/a0hKZUHRBBT4UrbftQlLqqeKsikaCgae0D+D1h7+BpTjHVVsuwQ0Lj1VHrGSXkdThXgMB\nlx5hXMlUogFqQGoFs83CF/J9XURqHcI7ESCFsOKkrpZzGnUduaxn70BzVuGYTsA+W4Vtw2MGxtn7\nB98TWJHP5YyNapwG74EKACiBvMIR0HNhw2BNK2XDoACQyz3nfS6V5m1eEmP3/DiPEwTuSV2ddoDb\ngxnW407rpQMSaGWqtuk7WE89ZPUUkBwKW7hhnpGVlEMGgKmhSbYfc/pmnH7TRDNDZeS6SXvQxBCQ\nzjHgObdUrI4OsRcFKNd9fQSxTzcmTVkLUXYBc89RKEoNh1sWHoNvbTobT+t24427v4TX7v4Srtr+\nbNxU7kjvw0YoUafBunoaUP+i0R2s0dZnR0vmkA2QshrU2p7GDTdnYaQaSPRyJkxBSCAjQgC1BOdE\nVDLVzAnPQboW0NXVbzz0NWwJa3j/lkvwpQ2Pl6MSIlBQWjMt9zv2rjty3UtSouQvjfT368q/SMmo\niCl1YTB0KvAR8hkB5/XrXQcKRkTz6UyCe5+nP7hjH0QzglSKeOQyxbJB646kqcGo9PQImVpCb+JU\nXpNLFYnVtqVkq3Km8vv/w48TU+NXXg6HHRag9/8amZil3mk7GZ0cVplXHqzfn72YtUBcqw6FocMQ\nOjteaJ+70RS+ZGkrEYRHzdajdfkm2AGHot0DJ3Rf1Uk3XkFqmxioQ0ASYjQDcY84lGZMdg2SESkx\no8pMQfYkMsrzNs92g3FzdQZuXtmBi1fvxJv2fBGvpQJ/u+3ZuLk6J9FuU79a595NwSe1udQI2A68\no5xd2cNSUCt9rFdspZmj1KIj6PgvoOqxXne2N6CuEmBL5xTAMiLbn147b/og3rDvKzilPoz3b70Y\n1y89ocfyiwngZdOrsz10LAbg2gBMml63xK69vm9kEf9gJCKWBRbqWLfwAHFhiDisZI8BxTzw5eW9\n4+JQGhLOy2evCnmtmYCqkt0VSdBVPj5np6PdCbu2KQPV8kvKNf2eUZH9yIAv01mhtuudL81kC+Es\nUAxplx+13T+TPr4BE12Xa5dHpiLW0647UFnmcdLUf5fJpnQhdWySQ5tkoczrJQ62RVR76OFjI9BY\nNpAEN+X10155+3XnJMobmYM7EGuqaUhw4XXXm3lkBwILJdZqbDDAMd0guTYQ4yeRXI6VIvFdBGpK\nmIMoBregEHDj4EzceNpZuKS+G7+y/4t4zeFv4G9Wno9bF89IrLGfyJb6l8G+o12THlU0/bfdp/Qz\n6C1xREbmE/05y5mhbhTY7EBOoxI5ybO1rfnYei9ev/dG7Kz34/2nPgfXbXoyYsuJMpsp1MifRUlS\nqcwgUq2/Pj2Vs8NVAyQ9R6mD5HrtUJXQpmFMpBnECKc4E1cFwoLuPuwiyIDDGMGqBQndAyD4AAF4\nBGvOMpv0RHIEiQMB9AIdcslodpDAYs50X+NI9J104QQsbQOO9zj0awPgAAAgAElEQVQxNf68AU9m\nwHQOLIzkmaJgBGnta8CbsKT05mokS3PqduFCVGRdVHfl74Lc5N5YY5Y0Vu29uklcAIDFUw/HSbOM\nS5VtVgDJZrFtFXdq9ynBh6CGNNClHXrDUqQlyXgQCG4u3zOWssnHFGxNZtn2zrERQIBe9NU0T0Xn\nmQg3LJyLry2di0snt+Nf3/tJHCoWceW2Z+N7S2fAQbogadrLa5S2FilB3xfZmENIUcUIQbKuisEu\nl0DEBhhq92BYIS0acSSdlYVRvg/GaCs9HhMP4g37b8A584fxwZMuwR9suxxNWen312WRmnlZGxWE\nlDHlldOcr08qPTQriXlWHo7EoNWZJwevzMu+yo4/NksgYaJZO5f4BFwVclsmM3laNjaQ8W7Rg2AQ\nihxAdDNzCnMG7jEjFrKUhToJWi5GcMjXmPScJ4ENHQmXEXM9Mxa8xqNEHuoPJz3a4wQZfgueqSjm\neCAgReC0yJI5ZmnkIk9tyZnVMFwUkiJaPT0XmetUO0GDqjehhdxis2jmuiBCHsrAYkeyO21xJGyt\naa0HVdpW1pYSaTBFXHRQxpBhS9Wkps4CEW7WSHlgdbIagNxwpRnrEkkrHQiAc6S8f7amFQCJrOR7\nrST5WzATvrj4eHx56Tw8/8j38NsPXou95UZcefKl+OHyznzYndOZcBtnloWaeSuMyFlRrQtEhgoc\n6QonlDKBmFJ2JsBxmpdgS2MBbS3Jd2WN2Ge0B/D6PV/C49d240MnXYI/2nIZGqixpIyDEy+AFRgz\nFV5jp6WxWv37dCn6NbxRpwEALjkFJqXGqgNnRyLEQoC3BS3G1dfzY60xJsFfmAAcbYGjx0CLizo7\nUqXZeSqUwGOjzrYCyz6mfcZeem+qzin42d21e9J2glnpXkRAHZxt1TUxmULucf81Hu1xYlJ970Ej\nJU04D8zbDF5pGicpj4JzDGW55ezTVhWlLMFq7D7xwqm67kDVb7oImrS9soKlR1t4JUkAXCqZZV0v\ntpfiai+Xu15qntJiiFvvAqiRQ0NKuCBT0IlOKKjm1MZDOCZgogse6i5dIyYATQc3b3L7q4m6GcYh\njPIaZup66XnhEL3DdVvPx/UbnoAXHvkefnf31Tjmx7h3sBW7B1tx/8J27Frcjj2DTYjBpSxDQEyf\nmGQYMNKKckANUBdYlD4LZiiAh6YFhU6A6uEAVHicvHYQK5OHsaM5jJX2IHbOD+DU5jD+ftsz8N4d\nL8GsHGR0v+5EUNURwkKF1FWYNzB9RkCxiNhzhckAIriJKqxSJDDSFIel1meNkB3QNOq0SzUe4z8U\n4CUdnW6UyFWLUAkKDzLdPECMfesmoQErxz5tb7almaVmaqytNu+AqpQRXFu/1XagQ6rO27HgPOZE\njIk5axK5K4G4hc+YFrMqHhfSCl6VgJM6Co/yODGGX2QWlczA99RjSVt5CmqBKK0QBqyulEOWVHWC\nzqyTkxo7xhzZSiGGcOHgm5kowJhjKb14RqiuH3OeZ7f+vdEw7X01ghC6n8Qm9OcoRsC00MsyC37G\nCAqSbkvHQKbtHANu0siI71y1CpZlH6CzTMb6/7ZZZ3GAMJKNMt7WKxvya23FEBG4xGc2PQVfWH4C\nzp3twcpsP1ZmB/Gk6S6sPHQIm5s17K02YtdgC3aVm8UpLJ+E3csnozZVGgPIQOBC/hyHpcyFT1tw\nF1G1LU6bH8COyV6sTPZhJRzGDj6G09rDWPUj7C42YddoG+4an4Ivbnwi7ii3Y+4qMOn1LkWS3Dey\n1iqOSoTxEGBGMZ2DVmslDVXp88i2YDN8NUKtfaO+nt0fajq4WPcCBIvgZt2CKsi9sPZb4UWzsarg\nqIaz8VtlTJLxNUwtdziQUsbAY6UtE1NeZmFZXowSFMpSsstBiTiU7NUfPAZ3aC2VK+xHOnRWSvuR\nWVqXcyv3SBycZbFRMsA4KBCGBYpZA786y12s45nk/wtz/qc/EhFE03Vrd3S9tokBSqB1c9H9dgxb\neh1Fy45DVOks0ujYCMGiciBf9YwXgno6Ago9OEYKIhb55rRyuNNgwlIzFb5HKzbARR1JanHJd6NK\nHYlq5CG63ntlIMwYfMwsh3tQptQ2E34oc7p9Lh+4C4CTQ+4aq2k5r/1qO1AI6GLE9/12fH/jKdkZ\nDkoM2xqnr+3Hjul+rMz245mrd+LyQzfhtPoQjpQLMm032Irdg83YNdiK/6e9d4u5bMvOg74x51xr\n7f3/VXX6nLTdHacvbisyoEgkshAE/BCELREJKXmzsCKUBPHGxSII2fELrwQJgRG8cAkCCwHBCLqR\niDCWQZGAKAYSYWI7gTZ2t93ubpvqc079l73XWnMOHsY3xpy7uqr6dHdOdYX+p13qrur/33td5hyX\nb3zjG19e3sZH6w0++ewpPnn+PXz69qv45N3v4nu29/E700fwW+VtfCG9hb92+AH83Nvfhy985Pfj\nvGcz3I6x+Pv2Wv95tyrPXi1yITMteT8D03pvhEJtkBPLjTmZFLlHeoKQLjO+vDBVrEPDFpMCVfPA\nzPk7x986NKUy1CaJx4FX02ZI/fpFSBu3JTQsmtB1HJaCtmSkUzbD4Xu7GtdCwPsc9pGPypLWIPd2\n/ZqA+ngQI/Gav6c9AovA7hmdQIJV+ar1enL83WuMDKdLMg1xByyY2wwZm/0emPN5vX4iUAQ1ssxe\ngaVArxcDDm/uLJQ7Djm511Zbs5Ze59OTNpnWrR/eJOah92pAznFGS4J8y/zPN0Muvd4O2LXNU9fz\nJ4W0N05YG6iwnBhAzTLHEEXXQ9ecreeAYVyIPraK/OwUwyB1mbhZW+f+u5fyz88CPTxCe3yMiOiE\nBZ9//H349ePHyZhTIAtSAr5Hb/DJ/Sk+9ewr+MHbL+FHn/4yPr6+i99dnuALx+/BFw8fxV/+nh/C\nb82/D7+DR2j39G45oc0F7dGCdpyQztXIJcPrVIqVWtS2QTYrz4rAqiopIXMMupWxknnNkizkXndL\n4w4zCTOmQqyzSbOLGpYU5bGxkSlKlQMoOKJfapiS+I/kBBUOd/FoStCNa20hhtI/ww5lmw0cbjNZ\nhidTSRIhPrM360b1Nut5sv0jJsCiAksBb05ArWhPjtjfOhgJihNzcVqDValBWDNxFE8H3oiDb6Ed\n85MBjHMUNN4BGWfx0j2PQQIyXT+9v9fN1Utf3lPvHnXduwUX+46IIJShkzdcgJ/psbtThnmNOhVg\nIUq/D5tJpefZNGrw7wDYa5BNHEPV2l99M+6V+TTLOX5g180EHwpz7pSjfGSddQbAQWRgFT73vAXE\nTgiSTT3fC32BcS4bBE0FXy4fwe8c3sEvLZ+xg5ZN0dejntDFgx0ySbVXH3zFGWNuTU+lqgEM+rsW\nf5cC1uHNYHlnITzH9/A9SnTsrBy75OKzh99x8NXLXCVDytQVi4bfi5Ziv37nKozpH8u6TuX2akXv\nPCQIudchIxRzCrQ5F8MscwYOvjGlS3HTSQmJRlaq9v1X+x4SE+EA36cKbK8KLOV4xXo93XlTRlss\nR0x3m+WxbtWzwFVZUIm2srXVZ9SJo71AiEsiJ9Nc33aTtlawb9p62HG3dvaSl8ScKO6Ei5E265zq\nONQg44wv5NHBtO52zq2rrf8O0LsPd2IRjCDqoaBesbX1dke+2zr5ZwAPg3RxWi0NeOsa+uhgltwP\naTYiTzpt7Ar0jS9ElcFQMb/AGPEQrrs1IzUgZhP4GXP9Qj+wkxvshHzfhtow34aDpKulFzJlpJRi\n6Ki6oW6KVEmvdkq0L/fMIIrtmM3ILyAwBjZMOVDaZglvCRpZK6N5R539fiPzLi0z5FCZJxv9VVwW\n25mEfuADz3nOuMOeoen0m369E6ecuiunZug++yd0mdivQIaj91EUEsSYrvkkYMAmFKW1GuX5vVOk\nLmFMg8EnnT04F9vX22YRwyvW6zn4OYVKDZTovAxgmv1U0BUtHy3WHEF1XEkaOZuLNepU6L0s75XZ\nRRA06r+eYwarqymcERabRsQOmw9JgF2rnDdgb9bGOhVo2iOfE6eNOl1T6dVdF4ATcWy+GiwsKzyg\nNSEmpwaXgUqt+w7l6Kao56tCkLoEMw2HLhKbK+41czPROwtgE35o4aySsNmZcNCMRku0d6FB0Lnu\niUmY01FHgE246apEJBGRUXhL/l58Zrb3regApTrZdvxsAnp+sHfYs89Ac3o10xxHwoMRN0YCwr2X\nErnwI49e++FzQMkfqAwkrkjoaQj2PVIUb78NDGCzaBO7030zNHmkw9RvFAXlEYhyMCz3V6nW2Xje\nO4jtysPOqWB05KSz+Pf6BhB4oLAeaqqymCwTO/E8VxIN1Zp6sPHJk1bIySmlsN/fOHXmmtp7B+u1\nHsEjC89tM2uW3jHnB8z5ANHGmgc6LcIQWMcTIO1gOms+hz02/hCGjiIgQAdY9h35d+/MeC0Lhyxo\nB3U8PC0ZANV0Pax/duIo5Ik97dY4I5SLDnCRm81+dramm5vVfv5+Q1734IFHv3xT03drDSgLdF5s\nmOWxs+O8R1/4uFwwQ2vreIygN4Z4p1my+9HFyoBoirSZPFrvx/cTxffK52dNWxO9l4lWyr717jNn\nSXrL605DtkxQKZBqnzuG1DEznkSvmJDrhzmLR9uIVME9q79nmMHHgEvFjAePJAEEy3Ts2SCXQY+T\n3cf7d9bJuSwd6V94rx6VPbszLoiLmHC/1Gsbry5NUW5Mbbl5hLw348yIoF2/CQo8YE54Xk2U43qJ\nfEYVNi1VAJ1N+rkuCfWQke4ySkqRb6u2KOfpkeqoMzfJugehJ1hkDg75OK61bzAAdhCAYKnZD3E3\ntGbU04EjEKmDl/mcvgnYpqjDZ+SENmXI7Wolm9qgH80mmyS4bD8GYrPIOPTw7gzMJPtsPJCJmIcS\nQ4DEwdFjQb2y+nQ678CJIOapQbz+uw/3QCOoOnfPnmFCqOcK0FnHIRhC2p7to+fa/tyc2TjbRF1L\nMaqh9tqee9Y0YgRAfYiqzlP0tKvSsLJHXSf3eHx+294NKe9tFHK1jsXW321KnXDE1A9Z4jOtGasb\n8XhexGCCCsxno9Kjq9BBCCozfz2ZEKrWHels4jG4NgegXttPFgHJeYPcnoxQNs99SEvOaMcZ+5PF\nxGXpTE3FZzYQ2lOQ4/yiYxjrtXH17cVke0nvVytjHeZgOKE1yN0Z5cZ67nMRaxV1IA8AJFMdxRRN\nLibXJhtx1L+TEaYDYiei8lMGNPcD5wCQ//FQzwdkQG1EM1t7ZRjxDEaRF6ixe2FVU4itCpkXhrIC\nXffeilzVQuRRoCOiDgM0ZVebO7fukFsKL0wE3JqaGAMAnQpSA6b3z9BknH9962hjss5734glQ9Pc\n7yHz3XhLKj2bNMt3k1jzR+j+Dc87IhYvyTq/gi9AzoLEw5W88uCG1/PoQPC5Fb0FmH33oUZzmPuA\njdHIFGua8egkDEm8kvHvOrxvXmXgNR2PiMOv6AZy3026a91tPzw+2nNrCiRGq1k6g5iRSYTgAORs\nGhJSJtNvPLCic16R7k/miMpEcC+TwwATBi2mpJyq2mj1bYec9l4ehTC9YgR4e37lkXw95Twg8hlZ\nN+i2Qqo9OLPsZvnT3Rlye0Z2QznPZiAyN0gSYFoij8FGvTXmt+1o4E7aescYqnu9s3mLA7nZm49Y\ndksvfPnSN3UpcPknnYiO6xweWXaGvY40w3+PHVYndlgtlGCGHTBdSuR9MfjDW4QDtLEnJ1UNEDyt\nNhJcJNhbcl6t92C23n+pDeX9M9qcsT85oD4qKM/O1oPuDLgpAVKGzW/fJZsTpGrcvyHL2vXf3TB5\n6EnSUMhAeW2d6VMCQgMvkPN1G5hoLIlG6U9ZvqTox8bwPCXowf69eWnNxSyof9gPuPYDy++NP8+R\nr0KkMgQtpadrkRrxmk9n6N0dsG0Wsj86krFJgz0TgwGCpq1TDgkxWS1XT2sjg5OlyWkC3jtB3nsG\nmQrkeCSpLAOLEPexUNJ4/Yrp/mzpgMuinTdzcNx/plXxbaL6IvIJAP8xgI/BspV/T1X/LRF5G8B/\nDuDTAH4DwI+p6nsv+oxg5AFW8nCVEydcpAnR7EFENoQ0wgNyow6bdbTcVps3rxWtkQIDtVrrCPj4\n8lszK34C9GpBezJDmhFJbFacKapEaZF1+ZiuStBQgV7yEXQcYDxc2oDVMAoBjZc36PimpCdToA9G\n9GGLcwIWUm1TIqCVoNOBOgVbJ/O0htR2O7i7AjuiUhLlIQWJQegpx9hDPqDaMhwedQ04DBWNubAN\nms+dv9umjHbIvXsS2isO8W49b09k9bEky5REh1IkakPCcID9gLfhvfSNi2BseoSw7UYxtrMIB3Cl\nNoJsrHCUfLlPAPsM8vIlZaul+9bcK3C7e6x/yZVnyU/G65OE6MkHLA27OprRO84D5pSCE2JOk+Io\nnmI25mKOKQjM+VAV6lXrg3j8HcCfU9W/ISKPAPxvIvLzAP4sgF9Q1X9NRH4SwJ8H8FMv+gDNqT9H\nR1YhwbTyEE6PC3CYDNS4WzvIknD5svlAQ28fMEBstZA5PI/fvsCsLAGdmHdXq8ktrxvq1dvY33qM\ntCvKzU5t+oHSWTR0+wNIhF1XaAOmwWMIX7C7vNpCYsvZYXHgFFGWC3BwsgGNbTaWnkIh7YB03pFv\nVshaoVcz2tWE9P490t195KuyVaT3jQAi8wLMc5dwds8evevo1/z8s42cVxDltWLXE7TqJH2+Xak9\nJVCNAZ9QGDmHZIowxk61LiQAzQZu+TTaNqU+cZg8AtkYpbkAJSOlSJfcaOUEIIXB1wQDCc9nSKu9\ndHtmf/5cgEkupxOP/fSlQDj9VlSB23N05+leTTSzNYtSp0IZs45jhV4An293COBYt8zJPiwz7oxa\nvb3aqzHsR7HShgKiXSyFmINJf3+bXH1V/TKAL/O/34jIrwL4BIA/CeCP8cf+IwD/I15y8MNKRa1V\nuvKNICiN6q2v4oi/Rjiu3inFTRBKK3yI6iwwf5hNzcs2NR72YbZ3GPVUlpDEQnNJZqmtQ21jKY/5\nZbIQWZEhUMgOE/qMsFBs00gJdpoRZxLDf/egCPpyNI5Ur/mnPmyBy8C8IdChtxb+nglB2nNpc6FX\nQc9R23C/3s46HO54bkB4r3hd8O+rl+E90LX5WkPQmP3z3Lt61QGwz3ARSbBb0eD1XgkA7BkokBrJ\nTDFkNUMlIZ2MB+Ft3ErgVwYj3N997caW5UoFIPNknY5j2gLfN3xWqIPH5L0hMf1xsFk7eBfRaBr2\nbHdIWDuLMKJD3w9+DYPyUuAs8fPPRTj8HZtCTYNyWnsT3OVbfOH6pnJ8Efl+AH8EwF8F8DFV/Qpg\nxkFEvvelv+ec6hgrzRdWq8lXs4zhpZ4QefSbTIJ2MK9iJJpqrKbUOjONDCpJ9SL8Q61o04L6eEba\nGvLtOpRkYABjPkLybOOgb1bIszsjaFCvrxWxmfJzhhyKUSTv3Th0RRdkr+Mb8y6moM4Mwfep9/f7\nc/GDDwABCPUWWTklJJ+rznsyo6OQextT3UpCe3RE2tjp1jgbIEhCjarGaz/A7tV90/qmG8J6cWos\njadxENQqNAODTDaWC700SmMJgJNgzpD37+znj97GakbCFHV2o/BOTKnIzRA1rsN+TNivEsq7DXJT\nkc9s2S65pyfuVJraM92qMSApjinUAWxPrrugqLM9bXPbYWdUB+cJhMFrYVCUpcrgz+dsacBzpV7H\nKZILaQKX0SFwiUFQTcqNB8DotDmIyGvd/RoYmTy7M1LW4WAdkv4MXrE+8MFnmP9zAH6Cnv95k/JS\nE/P53/ofAnR55/H34+23PgPZc7f8vFBhjhRoOUPRqP1G+adB1aOD8SLjYhnuCRTeI5Cs9RHDz2RL\nO4Sjh6TSQ3rDjqOMlWVEko50zqgAEpptWFIpI5IZKJVIAoVAhC+T3JWOkMvFNUXNlgCNtGzAjYNj\nAz88KLyTbWoFoGcvbfWN7Iwv2VtX6GGkGV7aDUR4cXqOAPX4nVT2jbcf744e36saBCalVasYeGOJ\nl1vJoTA6qoX+0TFJPCB670GZMDWMBGu1vgv/fn/Wvj/imbL5BrWH8/5OkwSByT6H79z7HQ5zRJlQ\nsXTH28LJeNStWqsvo0Ygd7VcX64P4BUff/dxsHsaZVtiNL7ovQu+P3hfFjBZjm/RYMPTuy/g6ftf\nxoi/vGx9oIMvIgV26H9WVT/Lf/6KiHxMVb8iIh8H8NWX/f4fvP4HEJLE5Ndb55tZMiEa2ViqkdMG\n8fHNrBELa8DSgNAbmzvlVtgTHTlmpjRXsvbdfLvyM9BRevQcEZish3qZgOsDdK1BUkk3JxPwmK3l\nti0Z++MJaRZkwOqp1ZpPfAOKwkJbp1lylh32ynxyuhgu0etA4MZn+E+6s4WMKUAyAN2gES+Qwdj4\n/ojnTqagHSzL23XqYbqyhx3b3mnAKQOtBBho0mgrcM8xVNMEIA2EFv5xvn0YZjE6NdCvdW80aAxZ\na7OIJPJgk0BP5x1TrUi3QHrfatu6qzUyjRx9J0IxBNdl4ohzIEZL7w147468g8KozIBmWbWnBusW\nmoX2LhtCBLb1yMuexcmqRddHhP49Wt9XCnTCEqM8FwpxwNk3cTHuB5Qz89zQ173vDy995tQFSeYZ\n+iThnfwW3ik/GAbi80//55ee6Q/q8f8igF9R1Z8Z/u1zAP4MgL8A4E8D+OwLfs/Wuplk8MBU03kC\n0hwNNZYKmJZ5pgWDcFiFSEhUQRGjnzTTUzQi+q4WkzzEZmfUViH3ezgDjQeu9t2b02TVNsNhgSQr\no8huxCDdNoZSDS0vaI8naCpIp8l6sp1rX9iW69ckMPWUvVKLbgdwAHKhIk66eFSjpQ7Qc/HecYFK\njdzP0XAvb3V9Os9Dh7/TG0rVrhOYZDAUQ3SjrmDMRhj15pMG3SrryjTIol023Ikz7tG81CrJDn6U\nKcGDCBrhArTVuBa1WXlySvFzebUR3Lhbbby17w/PhyN46mF2KBfnZKWv1Uq6cjpbefWYoMIUETz4\n3nzTrGXaynN8NuGpW//u3TrldFGgLT1NI3hpWAQGHIHXPaaa8P9dop2XQS33e+vlT6cxszolO+9/\nMt0C5VkIZuIr1gcp5/0wgD8F4JdF5K/zVn4aduD/koj80wB+E8CPvewz9PEVaaCVebhY3uIoeJAm\nNuQkvckFiMNqoQ1/tyrk2S30qam0SOStRJf9AbBpQim0gN151APyzvw83a8s9QgEuefUTXu5pDXg\n9g6prSinE6TB2iSdaLTMiGag1qxFOCic7m1r/JHNNhkIaLouXRx4L4N6E0fivRLYw8pD5g1HQEyI\nkR3UamuADgSevVKFJtkgkmXuswSCDMOKg7Y+bMTLk8tkdeyUbLbgVjvgFVHLcykVkXulYUeCCYms\nQ6TQyInY2OqrDftbB9QnC/I9R6C3bjx0HqjajYM1lmKYwcl702EpTwxMSTZ1BmKGWnuUFJHkcQGu\nFkv97s64PPTajeJkDEOrLkpPB7NAy9Sjp7GyJN4rb9FPUKPBiGqFEZ6EzUq+rwvi4AsQAiG9ZEwj\nWxlhQr+uGvn8+iCo/v8Ey0xftH70G/0+ALTHR+Rnp5hCaodf45mE144yE+KP6KBU62U9hc2p/9q7\nDJeKgUbXV2b9mgKtQja+qMdXaMsCEXbBubUVwAUj5e6M7N7g6mBW25Fw76a6uwfu7pHuBOndodab\nUp/RZg8tgMXogPM82oUTvS/d9QA4usvDf12KUXVXPyDoxq9pEDh03+zej4eee7L6EYbGN31KVr6k\nJHT0QEinUOPAQ60IQ4nhEOn1gnZ9gKsaBxArL/Aw3Ow+DrzNVtc3TGFliQ/wfB6NtN19h2pFnY9Y\n3zlgfm9Fqjxg80Q2nNfmN2Czxq76eLFhnqetXxswdK9RHWnduhJwgwm0OnjGBjG5XyG3p0gN4VwM\nbYjGpsNswz19GpMqpzmVzmYc90gCtBS0KwNK880Jsp2jyiSsxozzIiMyc4/PlNYPveEUxAt2Pr8o\nZ798vRbmXtpNYALHxRhrXud0GqeHwn7RlFwyz+ddbA2j8qwcFqTHj3v+OpvgoCTScTVFNOEjly4m\nzA591KIsDo6gioeLQ7OFXh+gx6lLPHs3XWsxOvkCbHIr3awDzFhmBzMQLlAZgyMHL6mwe61qbbmu\ny8cNYXPbiei6Rdiqfa1yTLcPoGgU9PCS4lagV7MZNk9LlCkPAKSMGLmVU4TLrpKkJaEuGemsyGc+\nz/G+/XN4naH3XxvSmYZP0HX7vKwJGLFrtvuUKSNvwPTeinTmYQMs9QIsVQxPu0HWgrRSR8+vx3s8\nqBcY5Ti/N8eXSJDpzTuGO6jQwHlpzeXTU7LoEOjpkvNGPFUrfHb8q1U9klGkq0IaOSzebhy8ihTG\nQgVDdDqq/vR7EwDIimAvgvtWXuareXnf4Mz+HVnCKak6lyCkpPOO3JqNbGaYpKezARk5AUeGvbO9\nRFnR88ckwPFg+naerztRA4h6d8/HYHx1GoLonPNutaHEZotRRxl4+QD0MKMeCvL9alzoptDzCv8h\n02/XwBniZXi3nevx+bWWqVNTT2tHz2kIZDecIFF4Qyf0zTHq4wGG/ipbTNl/rsz/FYC3rHra4FN3\nvM7vJSxXBHbU2AY2ZBvtte1oWdCWfDnvzg+ac9qdLSdsG1ayKddm75zGV1Iy1F2ZnudsJTmmHXkF\n8tNzNyCqxlBUBzYzUxcjE6Vpt5A9ZyC3KGm1w2QDMZzTUDKAiWDldrknCIw6OCjrbrqNrRmzdC4k\nL210OrbnOgBo4KvPDnTjFsMyoOwW5Jk4zHC+iW+9eK8RBTFiczM/4g2+PEjgvn0zFHiaofFaK6Tu\nkJUlsK31sDcApxK1YOvE2+mNxbygZwikPYaI5YvqokDXGB+8ewdB+Ct+yJc5uN+hxwZ6KdfyY8gc\n7LtlBqG2aB2lK7hEnd2uiINy+aK6oGsKUg5WhvTFCCGmPeQFDJ0AACAASURBVKKdLJQFmkzqWihe\nAm2GdjcOdnQPP1QOxPncARQ1ykYLVG3A5QgkiWMgbkCrldzS/WYyVyebXKtzIsqcwhBYo43jOIic\n1Gi9lYe7GGYTZS7bK+4MLMorwGxdgxAg+jT8vXpfAVMTu1G5LP/6d+x7R9RVLTzfKPyqOa7RIstm\ne8yj0ZjZwJkJlaO82d+h09RTvNPWUysAMUFHACFoJ3yXyn/rFYNh33K/xCwAbwP2A+88A4KD/r5j\nnsQr1uvx+KpRl27NBgcIwaF42WKDGJS5LkSAuzPS6WTMusMhOOIA+kN2LztsnOiN90PIspgQxbeX\nlnotmrnjJWHDv4Ng2L5DsiCVbJNbdpZjHl1xE23WRDNN9ifxgpz1Jdo78KBB7tFMwNIP2bpBkn0X\nXDV2ytEMpCpGKc0ptPjtWkHv0AAq+0rTaC4KrkHOvT4tJg7iks/5ZjWQs+Q+dtlBqtW8ebpbISqm\nKHx/jhKtDUKx64pS67A0J0hlJcVxAdAApOFZM30CYJiNpzSeok3GVwiDVooRpIiheG/gWK0QBVOz\nag0t227vi1Fh7LkB0JUqJsxy2mIOg1eP+AX2fP0AHxfbe2dWJ5a5d9f5JTnzkmmI1ASbLlS7OKif\nhbEa40pRXkr0ytVi58U/00e8Pd8S/KL1ehR4HGzadpNgas1eGDutANiFUoAhGH70ECrS5+E5GYKg\nkRMxxA99UFN18PTarTw9htVTeX3+/a6uWluwjGMDsdogPi+eeSGWicEEI4nIv1xNhb/ruIGOL0YH\nKaXUS4weabhhcqM2XJNXR0L9lfPFtPE7mz3vPoiC0Y40ixJ8Y/De7Hk3A6qalTY7p14j9LdBI32w\nZAha+L15iYx1Zueo92m5nFkoYBQBBOjpebl7NJ8uqx0HcO5HaMp5qkHCUDwoMaOgUAMp79mrft6t\n+ep5z7rtdJzjO0vxWRrPiV7b+Qq1BX7QK1EaEZI9X27zhp7OMVyP1Csau2iQg4QluLTuwz5gytcm\nGj21fdZHZb98vaaBGqmHl1OJ/25iFC1QY1fDifr0wVByPRTUtw5AMiJOqo1GgyWvRO/nQCEQL0KS\nsInChhroYuq74QG9qcfLWaTRaiD1GTqb3jtOpPOmZJuK4J9mAR4doVeLES8c4IquML6yqXTSDboX\ngqohwTn3igPLeT5Qw8LJEvXZQNOnwmtmu66Hlb7BzhvkZPlp8yaTxnCWdibd70hQK03WFjLdVl4c\nqhIOJIowKjAZq6grA3bI94aEvR9490hg7nyY+yjurQK6dWNdSK+NZi70ZimA91atMrFXYJ4NWFUa\ngzg4Aj0QuLw/Iz1b4XRFnbN5aC/9kmOB27teIXEuSJpsDwGoRwMJ8+3aqd+tAZsJeXr6ovNE8Hof\nPgcdJPayNJ+X71cXjokZD4DpU1KqHFM2DKdavu8RQr2eUI8Z5WZDebZStusNCPWdhiqej0884CnZ\nwXN0N3VLZxGAdSrpFUsgIh3o8jxZhu9Q9FlxYaV9eujGTcfwz0kUXk3wjeWGqCiAwjZU9gGcjKkl\n89xxBXo7LbM18+DMybqgF2V+LrDPmpiuOJrN0cfWgy5ANet9oeO+1T6f/nkNQXpcb/DxEFtcENLv\nz2WsgoLbgEbhCCLH3gprw0t2GmmmBmM64jmpwoZMeFTlobKrCftqDS7jrdMEnbINrVj3Dl459kCm\noVAFV73K0oZcvVk7Lc7kScwzrBbukZ4QJCxQNMizCrm571WM5JJtnM9wtsEmWM/WIuufURIA8iqy\noF1NaBMn9N5o7BUB72GeTOp9niI1AppBB4G6c7+MIqhezvUefgdZVaEnA1XdGIhHmkwbtDW0KWG/\nmpDuXesACPGal6zXhOpXu1kqgOL+Hnp9hD4+WpS7cxJoycbw44u2vnyCgWsLimVbNPKtaHrICXqc\nSAKp0YChE2mnnlfdnjo+0ECvduggiTebyGAgiJijXlJFg3ewCwQrQTixQYxRJ3cvyfRiZZznUZuH\n/OsQuirsZSsPUFQI+CPewXeit0oJmFL35p6nuPgmrA063dyzfIX+XUCPwDwao9KvjD/XEIZZJ4p0\ncDPLZk0x0fHmaTCjMTNYEtcXpVWgH8YRhB1z1AB9B9wliRFxvEKy75T5Kr0KsldgN4BSvInGgVnY\n4VWPRERQ376GvnOF1ATZR4g7IAzLz/NpR1phGI9qePeIGiorDHzGnVLOZ07SmJYMnaQ7PP+e1mJe\nY3MD7lFFQtcmcP5+tVJveXaG7I3t2jt0EeDrWmku1+s5+DsHMU4C3N8D799A54Q2XxsNdbfcy5Rq\n0DcP1U8kC9JaQ+dcl2Kgy1aZLzpBhK2plWVBZ4w1MvHOK/T2bF5G6F0mEzyMXNYNCQkbsjX7LH8B\n7uk9L5XW8z1V6KMj9NrFMWyDiJD179rxfo+unc9mm4varI9F9lA7CQRq/1es1p7P6ACnlx6Dygp7\nVoyu5PbevF40lADev24DF7teQbAOh5zSSoUWtehSeiq17UZC8nx2xAWmYgIiOQXKHHoAzNmVPe1f\nx/jDcC+ZHlI9Qkp28BX23etu2gTXi00bOq1kLrLaUApwYMAC0LAO72HOaG9fY3+0YHrvjPze6QKU\nCx7CbopKQaiaWQnadmg92d5bd0T/wVx6tOI5f3Z1nnIR8SEJcGLHZ4OVHllBQGu9NV2Vgz9bMDiL\nAvm+chL0hrG1+2Xr9eT4tUGkQpV52+Nrozu6d706ANm6nFwSK0QZM3vlG+yw35/t4QjrpB7SVxtc\naQDO1vnQ62aWeZk4ew19aEVrNs/PmWfJ0eauG2foPCMA15z30hT/Uz3n9d2yVgJbNTx+iH+oe3yC\nS7pbJOB18ajNmhZe8+kxjDDEKZk5xfOJnL52WrTOuR9wtqbq0Xa/kAEWMs8udDmW7rzCwijAW3zT\nebPQ2NWDvNwlgNfg7XB1oKrft/Qw1w31UHrt3ZC9EcYqGdoprAAN01CW4/07uh0KOO5lme6EXn7u\nhwjnDXJuyM8MOM4ndtdV/hmaqITtvr0PoUeJ4nV7x35cOWkn4OvvvRFfUkpwt8Y0LgOHAimH/l4V\nEFGr8CiQbk6UAVupdCydiFaSGTphWTaqDy9er+3gAzx0pUCfTCaa6eUYHvxo2Nl3aK2dBpsSUlPT\nh3/vzgZUXh+t3ONh4dbswZwddFFGCwn65Brt0RJ9/+HRxoOWBFHYB4BOGOglEuesP++ZgO4xAY7/\nHqoL8fNDiO8hvXsCchbiO1gOcqVaJ41IU8PkJvaDe4nTKaIE5TTbLAAT66BuwVjbXTdgHb7fS0r7\nTvrwzFp86bXrpkZ15Xhmv6XOfEsDpVYCO7DcH8EI9F58zYJ0Jicgd+mrCzZnrcYP8MgmJyuhOeXW\n+QCKLh1O7kCM6SbJxxltJkbKmQxqaVZpCr3fCACC/SQUwhB6jNrTO/FUINLDAiTt49lJgbYuPX9O\n9sDE6cTeg+GCI/MElSnOitSGlAXIxcqENyfoutoejz03M4rI4STB8vmr1us5+Gy7dDlnC1dgI40c\niMnaD6If5pzj4dI/GqFn24C60NsiVGQAUMAz9UEIQLDIIocsBcrJrDhMl4g1pE9l3Qc0OXJy/yzp\nm8KJEy6N7Yh7IbrMj4+24TAog1ZAJrDnpcKZfACR/ntRCiLjbpzo6p41So8NkD3ATs0Ez5yp54fU\nKc/06qK5ezkapjg8O0NOymkJ0LnjIkGOirZe97C1WTSm9vycCAMQzPU6NQHENmegCGRLSGvq1z48\ne1SLLCQaoOzgd3BXw+HY5x2M7stQWFjdidROYd1uya6xpRQl5dBG8GYfVof69CLffIwmPBrz2jw0\n0sFeqkuAmFKPNBuHrVO2JiYoBUpqPHenSxt9E4jeAh3egZc2hfoBr1ivB9U/TKZ5v67QlaFiu7bB\nii6rLEDQG5fJqJHc5IpBDRfosk9jvT671bWNZFRTosnuEfznpwxcmZa8SOrafYogQWhtVjb03xny\n5ufDvPB2w0QVz+N0zmizobDpdkW+7z37PmUFgF3nSN3kZ8pe7dlxDqC3y0LN6+HuHF7PKLel594h\nAWbRSJsyEjihVpjbuzEUymyHrj+VdZp1hDlFVx8tqI8OoSmfzptdnw8sWVlBKDSEkzA9Wykawj5+\nVdt+LLt1jXpBO1opM512oNQQHHWQDcyLZWcaANAYOucgAaiBO+jVgnYoSE+fIXk5dpn7/frpFQxO\nx0BMnDdTt+H0IYiBdnqYeloYqQzid7FXU9T15dUiNmDFewcg5w3pfjN680Kw8P5s5WPff8fF9AUW\nAPscoLO/p0g/vKHoG6zXc/Cd4gp0z8l6r8Vk6LmaW3bysKUqNBF9VRiSHKqi4wEcfncmILYTW/Ac\n2CmRQvBlKtZW6mFRWG+zmh5tCMCad7InFt/LG2pWGoP3R3uzB2Wi1cEYB7n84Ht+JlTouUg1EOmA\n85XUp+06ys5LColx55uLGNPQnykv09RsaETxXBTE23Y76uOk4zBxipDqwujA8k/jXXBeoadRXr5z\nsoAbzoielMg0yS8soVkTldiFOKFpGD2liojAJAxtDSzgQvkm6rxqPzdSpJ32C+llZT4HL5spe0pM\nExE9mgoAVMNW9NHbfuCIN2x74BneUh1jyUrX5/N7Fwg0EXfZB6fjL2WIhJF42FvtZ8rPl2i//5es\n14PqR+hro4dxXDott7ncEy7q1CF73BoEdqOizdogOWnFu52UL82bPgJJZZ3e+/Uj50xC4KZBTqtZ\nVy+pLJORO5yokjMiaqqXAzFtpBKVczcqzk6lA2L0Svls3rLn5Lxer2XHDpL4rgDNqCUQ892GTW4R\nRQ+7XbRDs0DhXH52Qa4NslozSptyfHcfa9UPaICVXqYKOqlRXuVmjcMQZTkvt/FQWGjM59YaJ8Kg\nh8fnDVhXyDJDDjTKLPsmAbQOKjTbRokruZgnDww4ggN9HvkNqYOsDRkbkAvwkccdhPRDJIiycJuS\njbhmY1DCBNkOSKV0Qde9WlmYhzpKqG4QvB+AaY/1XRQohLk8I9LTHmPRotuQ6ZApTs8dK0qJMwbk\nsrQJ2J6bi0VU3IfPC7w8v15TOY9WqSQgFbZGIix/5MRHA5TEAR91aziIc5TJXhzn0aszmFQvrCqA\nng97mLUbgq1gDgjYS2SzyYgBRAiYEBsIGDyiMV8QSDhgXn8kTigPHSfqmKHKkbZE/ZvexBhdxCcc\noWennZf8OuOwmQE9zAZ2kX2oxcUuBKrGxkvugZsCi0CXZNRdenJpxFjcCyfq4bX+bN0oyLpDcI7N\npXwWmi0fFjdQ7gWdT1GIXHveDCOmgBORREEgT5DWZMHCZmClENASZ/ONMxKiVGYGyhwCaBy4/2oD\nzugS7m6w/LB6bl4SWhG0TFzGo6Nlgre5qpInsm5B8gojM6ai7oUjuqPRGI1sbXaPWbo8dpCH7Fkp\nqxWxHxwfiWgNjCQLqwWGogYV+SXr9YB75y08GirD6tZ6Tqv2Uloy/fdUGySTxuvWKxpoCKp5p9RK\nMYvMnHoalGuyIOXEUh8HL247NBfsS4IeC/I+Ia1Lv5YIjTvqGjoAY77vPPK5QNPcv3OvJu+0F/tD\nMCfENpvnwEbPTdq/Q3JGKxJMwREoEtKO5bQastsavOe7D8QQyNasBqyt6xButfeDO/mIG0nWHQoz\nsgGRLhNMGoxe3wUo2ESDWjnlaI73EGBW0zgICuEOEx62apsyCbDMFnkk0p4FVhcHzLupkuxF2eir\noz3HJAjNcSj69COmYR7S5wQgB/EKAFpJqFcFaVekMwa5NjPKkixFStVbbu36RMwQ+UTjaLH2Lric\nuoaBpxDzoCXh75gRY6q1A7BApHOR9ql2bgTQK1G1AVIoGWYOSqTn+ZqTcUj8ebxivZ6D72U1UnRD\n1LBWKJQAm+Wrbc6QLUPPjnY/lx+lAcX1z37/Dno0IQ499IOfHCC7awwtNysVIqEeEtqjyVhYJ3rR\nUdKoAdH0g+4cFLC8amMYTu65TubJ03u3kGf3kOINHDRGAGTfILUaV7wkyCqBygLgCwNJN8lQft8I\n3m9wOgPnFarNAKrBgPrIaYH3fNcO1C1d3cdKRRo8B+G7iEhnlP3SYl7HIy7/WZGQ6Qpv79GBH0w3\nCk27UQAgktAOsz0Hn2ScgOiw2xu1EDfgdLIOyOsDIN6/3/P+SGU9BfA8nilVqOzuFTolk0lfKaRy\nJhi57RCmdPn2Dri9t0M/zwaqXR3tuZ1W20ccWQYf6lkMDwBg8/H8vc/Z0PnzfsEA1bVfc59D4O/f\nekvSeaMWJdMVhXEpXJnaowQY7qHbbupBx+UDHcnXc/C9ucQ9d1OozGblPW8lQNTpkKmXuzwkVYQx\n8HBHIFYegiDVBj31dksRPqQ6eOfFGm/KXYVuJ6RT7Y0vyfKvdpiihdIQ+tzrx7UxLyRBgx19RhNu\nXTffI4faIG0biCMs0Z0Z0UzZvEOUBBNcGCNovCJRx9arA/RqZukNwHvPADEaqh488kjd84IhZK3A\nzb0N/ZwnaBbUJwfgekK+OSHdbdDjjHacIV5C9FNVsjWeEJOJXNp72ZeJnIzcqw4MfSPtKrkLiTIl\nMGPIVtnk4a29C097JHm+nRFtqYNB8zTEDlrpz4rRmwA8VAnpfsPkgz2V1zsVcyqeOughAOI2T8DC\nYSyqkDohAahkCUpVm/TsRg/opCaq9tp73MLoKWnkMdSjDUCcp1OqUZ0K0NEl0JRGWRGYjzM3bdq0\nidykO7cuL16v7eAHEg9Y5FdMg81neqMpkgp0reZtvUOLyK2XkyR7E0Mewn/yAapCKtVUt70Pk/Qc\nfCrWGSZAuatAs5FE7i1UNUQbda/IZ41NrsvUw0JSgUEACPAwcAD/nPsXxkLQjouVNmtDWgkGeunL\nufbs2JPzbqCjL2fRHWa0xUZqpafPIF+76co+c4bPIRDqNFnNGJD3N+DmzlSHj4r2eMH+1tKjowq0\n6wPakwPktNvIZUUM6ARwCeCxR99+JltqMGV4ZUKAGBgZkUxThvu8pzGFEYHOgBbYO3dHwQpPKBUF\ny5GHn1wBnTLa1WydgVTVgacFgIGGpx3pZjew9LjYc5rKZWMYm34cKG2MzlAVebcJTu3anl2+3yG3\nm7FKHZ33xp0KM6AEMZ0qbft+glKFSlxhGugpwdif4BGNj4dX41JchP/OhJyyqSOdVsj96ZVH8vUc\nfLfKDqQwDLQmj9qVUYhXaHgKtU4vBwedkVQrRKfuXdwA0NLL3jrlsnKIhBN1HE0n2BXqOR4uF5Nb\nDoTe0f0BOVbvWFPtTEEfLQ1w2qn0tAHWbdcOGe2qIJ0qcuV0XSCuWcGwWOn93WgF9uBgpzHHJGXr\nM/BGF9BTDwwz+0F6Nh/IyJp42hq0sue7ZNbru4BmMNOiXDoAl4XYTDZkXVPrh8fDWifBXJRyGbfW\nZhNmBGicFxfAX+O7ztlGSdcKvHdjURbEEGxOl3EgLSTWXUAUw3X7d/ve2BpQaj9YQTgSCC9Fp2yN\nMkm6Z3W+fDJVXjPQm0VbUjpoyyGrAHqVgaXWYEL6Xon0qTEitj1q2Yz2eyjJomLhAE5uW6hCzyfo\nGRA9IGnrlaJXrNdz8D381RTWP5DVdbcBDXtF3Cg9iEtQR6gOifKZ86K95AYMm10B73qzUtIwKXYc\noR35fI0cTDMMlKOXNzIGkXla9WiY2IzcISeOppJkntdZYQrb5Oy1roeM/dGESRFjsEL3brXD7LVa\ndclsL9H4i96rEYsEdv9PHsfhFIEJTYyEIyE3fpk5owAR6pZb4+enzbyGAYMrXFYsNl3kn0CUkDzi\nci+37hcDH8VBOUfyRyTay3B7s3r5I6ZWW+sUYoV5yJwsUvnarRmBJ4+JsvNaVhMFkdosvA3HQhor\ny66BCwC83mqVjDElEQMkRXuqAtX4fAGYsgD5RAkyJ1C5GAfD+EhnpAw9F1OUeGUzkRIBLIz3gS3Z\neBJRKXKgLpvSkEiy9+WZnDbo3T30fEZaryyKSAMx7iXr9Rz8gMbsP6LU4PkMb2J4Nfb/DgoBXQSy\n1vAIfYOr9UtP5gXSfbUBCQPVUeGf1wE7AIa2Q2JDh8w3wCiFdFj3RgJEH/Zm3VHSGjSXIO0EMy1k\nlDTKgxaNME/1TeoUXAGjjcQQOfVn0sLE92dUkhkbP5tE6aGMWJwgZDfagTZGLsk9Y0poS+rSVM6n\nyPSwAsM/3FAGgIcAakV3C+c190hDGdqDwhDufcedkRN0yTE3LthoCravslbuG2SQngqvniXy//gd\nT0tGUo/jA4yWjNYtCDGVIpBNIjpwynYK6q09L7Nfdi+uZnxRQoZeGt/njEuMDXfglemgOn7Cd2Qc\nCxrLC2rx4AjdQEfpuAJL12V42Xo9Bz9yKM/ZpO/hlExBpeWue5cELlNkhyqFtwrgw6fosMRUlxnb\n2wdAG6avbih3zJ324UU5p7m1564tAWmgu67VwkF6R6NZTqwp+wHbOoC4LDHUwjXu7IXaC1GisPlU\nkbaGdLdB7jerQLDzDkCXWHbGHty7em59eXCi40/QOxRZZgxyjwOhp81os468JzGvMBW0JRud9+aM\nXFukF0b3Zdrh3nq8NsVFrulqO0gS+Xa0v5LB6DLpwZBzkRMl6cenIQE0FMmauKZsnttBLs+Babg8\nDdKpj+ZOp6238SZYjnw+A5itK5PMN00CzAtayUh0DLICqQFBSBorEzPJOMuEejWRDm7gcjQ7DU4N\natFc2phq1ssDD4hhLylZlbgNBjynGJYSzmRHj0jmAnl0ZVTfbClfnxT18vX6Dj43rZXtDNEcQTdD\n8ktndgH9RtnEomLtj6EW6/97bYAo2mzphGYjr1yIF7oCiosYAPC6qwKd/TQgtD1kLCS0KJAt9EN4\nVnr5eeqoMiODaNbgvaQT8+da4TwAA2oESD40EeFVRV1AMXVaKRBAkjbAe/QvKLFeSovqh4W3sjoo\nxkOdMvoAy4QQBHUDE2QbIMgiUa3Q7n3Rr9u8LtmLzWdIIQZUqloEZMY8d8lvj4SGd2asTVglZJ4s\nn76j5JZmaIG919EgMtK54ClMBfAZf/uO0EAA94hyv3gqQ28bjFN6cwuQNCK0NmeT96r0tLUN03G4\n3Cj6e0mJ3Ah/XzzcYn0mMrz/viH4LljuDOMrACRZ2XGaLt/bN1ivD9yrlS+Rm4xlDgtxpW9SgHlp\ngriFZE4mqDHrLgA9j6buNkxfvTUHUMVAr/szhQlKzxuf54y78QjSB/oDHstyRIlDUGIE/ALRVU52\n2WyzLXOQK1wuWgG044R2XKwU6WG+e4iqF5vPhjeymUUYIp5X86TZIhVZ1xjXZeARS4Kn1YzR0LwU\nrLHwJCZnJucNidUVm2dgDDkBepQARNkR6x5UZ52KNZAQzJPaOuWaz8/Ay8HTOxC2V8jJu8ukt876\nIfF+dgBBbc3WVqs5GVLvUUIzz5r9mqnLYFRp6y9ALgBIkHEtQUqB6Yk98pJiz/n9tiWjPlpQ54Ry\n35BPDfmu2TNzwJXlOU3U9Zuy4QD3rtI7lHrFOftTT/88bVF0jKowJXGcKowLz0LrqL4bKQHekLbc\ngT2lMKqtnPeLVsKoo8I3l9Mchawp/qx7LRGLxXh40/2G+W41g3FYoMtCxH0o/fBaxo4us+LSD4NI\neONxRXTiYW+ilp/XaP3PyUQb5fponoo0V7CHXZKgvbVgf/sK+X5HubPNFrbdQ22fg1aM1RbMsJ3k\nHEo46yT2nTd3wNVC2a+M5AMoUwe5tBRI1rhXj67kvCOtW9TH1SsamfJhYz7q0tzrDtydLL3h9yo3\nab45QTzVonE2gRDYgVgy0wQD9NL9GhJYzpnwdt4LynBOVldfCurRNBhlv4Pc7uzRaDSkNMYuoa0A\nGrU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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "show_cutout_with_slit(hdr, data=data, slit_shape='circular', slit_radius=0.5,\n", " cmap='viridis', color='white', ax=ax)\n", "show_cutout_with_slit(hdr, slit_shape='annulus', slit_radius=0.6, slit_rout=0.8,\n", " color='red', ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Show MSA slitlets (red) on yet another cutout image, at two different position angles:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "359.996992846 0.00394170958794\n" ] } ], "source": [ "with fits.open('jwst_nircam_f200w_cutouts/MOS_1_010_133_jwst_nircam_f200w_cutout.fits') as pf:\n", " data = pf[0].data\n", " hdr = pf[0].header\n", " \n", "obj_ra = hdr['OBJ_RA']\n", "obj_dec = hdr['OBJ_DEC']\n", "print(obj_ra, obj_dec)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from astropy import units as u\n", "\n", "# The MSA shutters have an open area of ~0.20” (dispersion axis) x 0.45” (spatial axis)\n", "# and a closed area of ~0.26 x 0.51” surrounding it. That is, there’s a\n", "# region between 0.20\" and 0.26\", and 0.45\" and 0.51”, that’s not exposed.\n", "# In addition, the “walls” separating individual shutters are ~0.06\" wide.\n", "disp_sep = (0.26 * u.arcsec).to(u.deg).value\n", "spat_sep = (0.51 * u.arcsec).to(u.deg).value\n", "\n", "# Generate some fake slitlet position to represent MSA shutters.\n", "d_ra = disp_sep\n", "d_dec = spat_sep\n", "fake_ra = [obj_ra - d_ra] * 3 + [obj_ra] * 3 + [obj_ra + d_ra] * 3\n", "fake_dec = [obj_dec - d_dec, obj_dec, obj_dec + d_dec] * 3" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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wmTsNaZY385WB3yuWpV8zZs+A1W3GJ6AD3Wos11iusXzXYvl2J90kSY6V9HuS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G4mIRkod9Qpl8vWMFO51eXnGki2hXWibrkG2I0Zso5qPAm8OO5kXnJWxP7iPSyfxiIIOku36P50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\njvx77S8O3nW+4j7Kd5/40nUJLAeWA8tXx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8, 4))\n", "ax1 = fig.add_subplot(121)\n", "ax2 = fig.add_subplot(122)\n", "\n", "show_cutout_with_slit(hdr, data=data, slit_ra=fake_ra, slit_dec=fake_dec,\n", " slit_width=0.1, slit_length=0.5, color='red', ax=ax1)\n", "show_cutout_with_slit(hdr, data=data, slit_ra=fake_ra, slit_dec=fake_dec, slit_angle=30,\n", " slit_width=0.1, slit_length=0.5, color='red', ax=ax2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the same cutout as before, show a rectangular slit in semi-transparent custom color (for both fill and edge) and save it out to a PNG file:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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q1PeSarI83uz777/fIIV6SCpn97khW0duDNznPjJXni++B+dzOBw2xKBzfj7r\ncYJAnBKiizwwtc7xt9qHL+e5wzV/9e/2psm2TtnXe4/wSLaPUGZyqP2unrUuraAsOCk7lTo2v2al\ncK5Wv+e+msGv47Ex14YDSbIhstwPk2ZOuVZmux/TtgtxtzwtZynUSZKpndNMzaWgJ/EJPHMuUbc4\nWBpyq0rqMTvlcJ8tG4/dTqDKpTrECt39A0mH8/VKCgZoMhV0tVcDAvdTo/d7OmwECtq1LlqfjIhr\nNOfeRkQOPj/UPizHr+QEHTQjbYHg2RyxaZ58rlmF5Wt7OyvbRe2JDfX4G6H6/HLDZQuctWgbVJJN\n1Rn9rPnmOI4rq9227cq+e8nOpcBm7JEV0YC+W+H2Ir1lPk1TxmnMNFLM0y1Pzcx1c86qoONi523T\nrCfxHo9XptrFMZ63PbKJMZPjM2c2FCs91zAiTLJ5TLo/i/xd42EDZuXFKz8gEEdtZMg9u+56qjF/\nW/cwTi81sxyIHsHH7KWytpnkikbqPgQ7vytR26/6/pOA+sm2SMaEE4qYvP8wiZovVa/o/M+Gn2xP\nojEh4hSBz1XDN/lmxfT/ziVNItYJYnysEphQRMEcsSwzIyXLgb8hozw+55G8xjhhoFc5z9sofLn5\nMuaxyTjoUWLtsuTXds1yes9xmTvQlNl85IPh+G+WMoG7zKEdV819kUldzsTxW052/JUMdhTf05t6\nb1/LzHlFJL5HTQuYM4zdQcAOqo55r69VB72fxenHt9qPMvymaf7TJP9+lgOW//ckfybJQ5LfTPJH\nkvydJL8xz/N3e9+HSa/5saMqg3ak2IPydUDVuGqeCAvswxrMHGPUeGgrDyW85I9sO+XIa6Bhcl2d\nMJ9h5+O+Ab/pzzAsRBnG+vDwsIGi5J7kyXYcnnwXblCKWjkUzgRECVf2mFRhXk7dmaZp3ZufeV5V\nZZqmtE2TtlkeunE8HlZDNJTls9zbS338sF7vZTPLkhoJDjZBL5hf+n5/f7/K3JAc+ZsjYat2NXhH\nXfrpLbUEAfTSm6tqrQHXdeUl+u5aET5n1LCI+21xjo3dgQb98niMZt9rP2j4TdP8c0n+wyT/0jzP\np6ZpfjPJv5vkX07yW/M8/+Wmaf5ckr+Q5M/v3qTfHlJJp1G+dWmpvx4zZPbShly9Kf/XiGAoROEN\njyYi6uEMKA9GAZPt01P9WSAeXhinhZLa29oQPHGcVuNcE+X+/Plzbm9v10couSgm2T7Jx/CQNWme\n2Jtcz6DXMhDeAAAgAElEQVSf5ysJenNzsxavsHe+77ocD8elfLdZ9uRfHy6RpJuTZjmpZxzGnJtm\nedDmod+cS8h4kZ2dPMtdpC6cvGMEVMk25hq5ewWIOcZJYJREyD1dgyhzTm1nY8TGvaxfTmNMUHoF\nBaKXFAQZ+PFgdl70r3IW6BHOrgYV+rXHC/wTMfxL65I8NE0zJblL8n9nMfQ/dnn/ryT563nH8K2M\nhkuV2AAueoKt2AzW3p5mYzDb7h8MzorjXMzLSHVNtEJMR3UbIUZfl6ZQ4Hme1+IVrmcUY2eAkry8\nvKxw3oSYJ5tVi4eHhw0MNKxHiVyMsjwgc8nzm6nJ1FxWL6brvvw2F5J0XYJaiMC2uUZHowo7ZBSQ\nOWV5yifzuAqTqDyO42Zu6hkL9N9pHjxHXUe3EzCqq1GW6jfIUJfy8hk7cesdfa+OAL2Ah0FOtPfI\nOOsoEb0iFdtETU3+sXP8eZ7/n6Zp/vMkfy/JU5L/eZ7n32qa5g/N8/zLy2f+QdM0f/C9aywPbLh2\nuG2XU245aw1j9HHReG6vdyZXxwHcNglohwA8d9GKt/AyqTVvohhimq6HdVbDd37sKIGB81kMnEnz\nEqbzRvMEEEdetx3HcY3UfMaEIt+3YyNigxhYGiW9AG3N8/IEXDufeZrWDTtt06TpunV//nAe0vfL\nAzadx9dcnvFhUBB/8AAYZk0DWEZ7fV2WGW345iDqXgtQGXNbOZHkWurtVNJcCegDdFcNzEjOc01z\nKpJsz4h0umk7sBNA7+lrdSr0r3JilrmDwbfaj4H6v5bkT2bJ5b9L8t81TfPvJalXfvdONvwkbyAx\nufSeIaE8FpYV7r3Ia2+L8u1F+krIGOJZoHhwHInZff7nM2aeuT/OylDS0cPXQEbOByu6MZpwhEFJ\nuBZLUuSs/vw8L8Rek6zn6wH1Mwxp2i4N15znjMOQOcsTc2fJum4EYlzO5xmXS229nEY6gj5YluM4\nbnRm73/GiVP0LkBkzBxUp+E+2jltnKHy7gq3K6lmfUyuD/P0+yZyTXijL9ZB9MW8gMfFfZ6enlaO\n5x/b8JP8iSR/e57n37kM9H9M8m8m+SVRv2maP5zkH753gYeHhzflmwgHL48SkSOZ8GDANlyTJ9VQ\n97ylc06MijVY3vMEGf6j0CiiPbUN30Ri9eb0i0l3mmNSiddub2/XMkzGZ7kRTQxdK9Sc53k1BK5n\nZ4fytG2Xru/SXx6h1Z5OOa35+aIi52GR0zQuR28th3FslbcuT2FIlfxKrg8D4bN1g4sJVxvlnkGi\nQxgt3IFTDRyxnYsdE/cgL3e/q2Ouhm9Wvm69Rk+9HE1/6D96Rx/RaSK8i4+MNH0NdM/z+/Xr1/dM\n8kcZ/t9L8m80TXOb5DXJH0/yvyb5muRPJ/lLSf5Ukr/23gWcD83zlvCp67REREdbD9hRlInxPfaa\nyaa9ayZbmGZWuBIqdVwVYtmQqzGbkWWi63MCnHsa2hmNcC0+/55C2iHVsV/7uvz0Xb/C96nvl5N2\n5iwHdMxL5Z7JtKX4p8/h0L8xHqMvk0x23LUvyfYQUht0dZKeu5ojYyh+HV3ZK4Rx1K9pguXo/lc4\n7uXiWgvA/c2DGPXUVQ9/3v0zf2LdQk+sH+/pq9uPyfH/l6Zp/vskfzPLGQ1/M8l/leRzkr/aNM2f\nTfJ3k/zGN66xGhYdZh2XJTKTKBYyQoXUqte0stjQrIywwkQdPDuTQN7HsouJQ8OyelaeHZUjvFlY\nRwoiFR7eObkjOwz96+vreq56cnUKQFUvedow3oOROBKvqbcdqdGyPj9Py3IdMvFz9Pquy83tbZq2\nzdPtY25uhtzc9G/mirEQsb1DEcPxnva9wqZ5njfFOcm1BsEOoToSOA2uC7LgOo6mVUdtQHZaGJEL\nzTDGqnd8vzoM/xi+uxwXWyBN8RwaLVUUsic/o6K99qNY/Xme/2KSv1he/p0sacCP+f6biGTy6z0v\nmWQjLOeNFoChVr1X9Z40rsN1fc/K0NeoTtuL7iiWiy5qasO9iPg4ldUY23aTgjhqonCGkFy/Iqa2\nve5sw+C82jDPcw5dn6aVguM8LkYZ9hw0Tbpuueah73O8vcnNzSnH4/YBFU3TrOkScvF2ZkdLz1l1\n4jZQf6fWWtS00M6H+1HTX9GEDaiiQI/J+bdR6973zD1UdFXlZIfCioSfKmQU6MpSoyvr9p6ev9c+\nrFbfcCjZf9ClBU0uR27kybBRQtgk2+fq2ZhxMkQDb/k0QcWSmD2mBcpKgftT4RmN910bUCMARUDJ\n9mgsHAHRwA4Ph2GUYeKHa3FCEQYAr+E9CF3X5fbuJU3mnJRjAvtDjf/lYRrTPOf0esrp9JqbwzHH\nm5vc3Lw9mnoPeTBXJtb4rFdNMOIK911MVY19nt/m5NY7ywp57UXjugTr93C01tfqnOw0+Hy9Po7R\nuu8008EQfdojsUGtODRzUc7/32sfZvh0xoU5jvTuKAO1t0+y5kIQIAiTQhWYXe6ZXA2f1IKHD9St\nkRiJDb/myC6mcTGHmz1u9fCWQ10ZQOHu7u5yOBxWmFuZ++QtiWnoyuvsWcehUcvg5dDj8Zjbu+8z\nX5Sxa7t07VKYc+gPabvlNJ5lK+6y7LfcMzkcD7k5LoafXGv1mScbUV1hcR5qJ+FUzM08kGVgY6xL\nwV4CRE5OxwzHa/R1pZ+N3LI0KnF/jewqctgjAJ0eMm9d160rC05b3Uxoos/IqnIre+3DTtmd5+sD\nK5P9BxA4cr0Hq61EXtaDNzDhwXXNE+zlRcn1NBsm2CfbAsmJxjgN+l6jNhPoCXdEcDMycZTbe4/J\nrZAT2VnJ6mlCGAGyWKF/26W7uc39w22ON8cc4Sbayzn6TZs5VK1BRN3keHOTu7s5Dw9broNc1U8j\nBoF4DZs5rrIm2r28vGyc1JcvX1bHS/qA4j8/P6+lu4wZueEweN1VczZGo8W+71degKBkJ+PtwHup\nJfrkZygYzaFn6LV13/yB+ZKKMioPwfwbDX6rfZjhu7M2aiJCsj3yqkJYK4bXNZOrYXzrPD0bLpOY\nXKMTiOD5+XktdEGQFGDsbZZwRLHgK+wl366wzUZsB8h3/d6eF+e6fB40QFThdV/DytF3XW7vbvOL\nX3xZXu/7zMiWVOViMJPSqMPhkNu7Jvf319qE4/G4GiIyBE35bEFSqq7r1rVnruE9B/SZ4iWfisMY\nT6dTHh8f84tf/CIPDw8r7Oc6ljlGUxGJdQaDg1xNsgYMruXinxq07KQ/ffq0PtaKe1Gb4Z9a+su8\n4nDq6o7Ti2r4Jp2/1T78sM1kezBHzaf5vHNkG4gnk8+eTqeNwfG+S0HtjRE2kdCTz6RxPy9fgS7q\nNR3B6liSa9FKhYSWh1GOvTfNhJ2/73z15uZmLdkl/6PvGBW/r5tgbo459IfcXNb4D32f2Xvvga1Z\nCn2mFfJ3SYY1PaEclWXK5O0WbMax7gDMAq1h6pl3nmzsNMd171w7yYoAiNI2JBwAzsOBA6NitQEd\nwwD5XuVuGIvJyEr2Obh4pcDR2tf0Or91wI6vktcYuV8z8qyIubYPe1puzXud69UCFX7svYhaPmqJ\niTLsxfBphnKOtq4d4N4oAEqcXBnXdXlLlWl8j4ZC1HwUEq86H3+PSO21XfcNYtGvGVXM85xPnz7l\n13/91zPPc373d383z8/PK6/hZTMg+XLNYw6HY26Ox/Q4uEuB7px5OWZruhJGp9dTTudT2rbJdIlE\n7AdgrhlHjWSOqEQtHCuFN/M8rycf0efHx8d10xLRD516eHjIly9f1n391inrivcQcE9OyR2G5XHU\nfX99HBm6Ux2suQgbKc1oFefLfKGXLjPnbxyNneY8X490N/fk6A7i8/V+yOiTDyT3/Dt/G47YcG0U\n9l4eeIXY1cs5p2ZigJjJtXLLlU7ul/PWauQmhfb6Vo2S/+3EKunktXUUq37e/TPxWLmPprmuGFAH\ngEO6v79fI/TC9B/T98D+69bitmmWMt1xTDtcoprGuETqu5WMREbk2uS2PsgERcYAahpXCTgjqZpD\nV0TGE3lqRDWsN+rwvNQ++L7Ww6rTNWWzs3cUJoBVnmcv7eM+tR9Ok4wqjYz92g+1DzF8WHh7RnvP\nGgWJjlXB+b7JOudpXMMT66UWvCremHTA1XP8OBdOsjnTrBol9zWs89KZFc6pi5V9Jdu6bYkpP0DX\nJJujlL3ePwzLvn7Khlm6hJ/wjkVk1/f95dFZWZ+IuxzD1WYSsunGNkOzkIH9YUFBX77c5suXL29S\nudvb2/ziF7/Y1M1b9o7K/q7ZdDP58Df033oDumDenQbWzSt7ZBjIh3uDhugD+uiAxN+ukYB3AkHY\n2Ln2KsuSkpobeg9R2IHyHR53zk+V5zdt8pvv/hNq1Vva09ujO1pWj1vzfn5qfXOyPfXE7L7hLksl\nCNOCdr/tVBydvUJgJeZ79t5WjvcM378n1/39znPdB0eQ+neSzZOGINdAAfwssusyMu55zqovTZOm\nKE+TZtnI07bpuj43t/1mhyRzyH2A8N4046Kj5HqKrAOBIyHy9GnHNnzmNMnGAHEkzsGrgSA7z9Ue\nJ1QdvCM873vXp9EJOrpXNl4RnF/z7zgYy82BhlYLur7V/pk8UON6yMO1es35bXUIlR+oRm0lQNhc\n386A1/y3iZzqQFAOb4ZJskZUvLaLR4jy9I/rWEkYF0SXl3f4TD31x9EJh4BMITch91hKRLb0yXJb\nHUjbZsiSzw/jmJfXl/RDl+4ii+E8ZBi0MQbIP88ZzsNmzM6F6ZtzaYhY+utnArDUCwdhlOdVCDvn\nmvoxbh8MYgfAZ020+UGrnn901qli5Sr2UjtzT8/PzyvCGscxT09PmabrZppkm3YQiGo6wFz50FQ7\nANCr+/pD7cNYfSau1majJHjFPYJiL+f3pNe8zkJhkup1KkTn2vbW9A+jsiOggg+uwFHHBUV2CqAT\ne/i6VZZJ5h7Iiz6ww67CVz5/f3+/We83OWSW+uqM2/VU3XEYMo1Txq5Nx9LVecg4XcnSaZ4zTlPm\necowbKOaFY/x8j+O/eXl5U1hDf3BkfsH+Vd98A9z7N18pEboHqsaRiYuxDJaqGmpjare17DagQm9\nNLnMASP+XCUQ6/Ws99V5cV12Jdp2Ksqu7UMM33A72UZdw27nQ7RKgDhyJm+foVZ/bBgVDpscwnPa\nu97f36+GRr8Q7svLy8bzGobSRy9bmXxzru0UgIiIsbBUZUOm2fkR6Z0nVg7EhlTXeuf5cm6+UNB0\nPmeeLsouZTsPQ8ZhzDhOGYb9I5+dthjV+eGhKKzh63pvRXGit1MddGavRLdGQ/MEoCAOgXExDzDZ\nAWHP2JnLw+GwOpY6fju2JGsBj/kQ80sECAdC24MdEuM0+exVAc/zt9qHGb4N2hM9z9ezzFDW6vn8\nv6MKE+bv/lBOXpsjNBCUCYEB92fbdjm7DcPHsDBiF6h4zJ4UTg/iekTr1bgua+EcA3V/f/+mJBV5\nwNR/+fJllWXbtut3+Rz38maPqyyXCj1alf80TRnGZR8+/4/T9nl/9MsOF4eMfAxx2bHn5a4a+ZCh\nPwdqrE+Y8T0dJJwH+zwCUg/mAR6innFQ4bPH46BltIajOx6PaypzOBzWOfr69es6T8y7y51rYMI5\nuPK11iLY4f9kDB+YB6T2QYqVmPIavL+/l9v5+5vo1b59flx1Ho5MwK+6lRYoyD1QAJeHGlVY4Pa8\n7hNjrCQjCuVDGVEYDIaJ5h6sd0NYYfA1ypsEfUM69ma5s5HbciQX/y+/L+9Ny8k9TbsqHrk4sNyc\nCP3Fwd3d3a3yNSJzjQTyZlx+jLQRnnWmypa+wCsYJVVUlFwjOasoPgnIDqmW7CIzf8YrLbxfj5VD\n94wanNN73vYqMfkejsg695Mw/LZtV1jks9Gc73gSK7nHNZItUWYPW8k7fsfheFnPECpZog8Gx/eY\nKCKy+2Nyz96e79qQec1kIhGrTvbd3d3mWOzHx8d8/vx5hfxEGZSJPj8/P+fp6WnlAEhdkmsBEhHI\n42vbZe1+vhi1WeRhHDOch5yH8/WY7WQ9enuZk+XzPuWH5jkx5L+9vc39/f1aluv6BZAIhvfy8rKi\nMOfuOIMqUxy1j1AHkiNvdAGD98Gn9IG6gLrawPcxQqeAyMT65ug9TdOaSv6Q4dspWU9rma7JbGwK\nu/hJGL6XWDCkWqZYDYfXnS/Wz/K3c6Ma6ewFq0e0M/E1DFGtYPbA/v4eMZPkXccG6eN+2Ujqkp/H\nujd+PL5z9xo5Kiq6OqM507xA+Vz6fh6GDOfzJYeHEMv1GXpNk2mecjptN9jQnKMjz0paEV1RdI+/\nLs95zurP3tp1RWEYkeX5rbnz96ue0BdzMx67jd1Ba2/unEaQJhpVGs3U+US/sCkjLMbwrfYhhg90\nNclmMqUKz56vGq+9I591wQRwtkI5HI5ZdDPQ7+VpsPekAtSVo/BmrB3F7Y3NyM7zvCII8wmu5zfx\nQ05rEo2xE3m6bjlWG0W1khgWOldNLgY6LkY/XBj9eZ5yOp1zOi1LRGmazNOcYVzO2zscDukvBssy\nHIVCjt4+Tw/Z1GIe8xo2DubUqymVS6jONMnG0C13kJKvb5RQV5nQRTsdGxhzU3WR7xgh8B66n+TN\nsd0mMZ02wT0wV+iI6wKMEH5yho8gTMCYbeV/5y0YjSfZ33erQraTAd7WtMARfs+D+xHZ3A/Dd77F\nfV1Zl2y3GNd+7pFh/kxyhehctyIDK299nd/r5KO8jsJTFtZ+npaz9ReFOmcYx8zTnKa9GH6pJ5/G\naT2yGxkzLhwViMfGhcNjnm3Q9NFLmPO8PWQjuaIir7tXA7VTwPh9Dxu6m/d+oJP+23rw3tJ0RTmk\nOaRgrtW3M9pDBq7U87j2dH5Pj95rH17AA2niNXtytwq3mFT+5lpVoEwqPALn2O0pvnOxeb6ex+5T\naM1Cm3h0NZ1Ri7eB0uqk7kVcs+I2CiMgr31D5NmI+MzpdNqc8LuXMoGGkHmy7LhLc1lxmKaM85yG\nCHRBAOd5XE/XHfo+h2k5i+/l/LruhUc+/A6vU0/Zpc7g69evb4hXw3/nxj5Zl7EQ/ewA/DPP2513\n1gWTYjgFOyc/mp2fyuO8V/3nebM+AM+xg+R6dLbTP+avbszx/x6D9as6nW+1D3toJsJzsYEnBCOv\nufYeRLMAIEBMmPEdw3ffh4ljEti0UivjMHqjDS+bsPtqb+XASuCUwv0yfE+uS4uOVhg118OwHCG8\nvEhUqZGBsRoNrO9lDtts5/nyEI3LOXzD+VokNYxjDhe2H2Tw+vq6IeWYD+akLnsiXxzalSjcknWG\n4jWa038jQiMuZIfhe4nOc9Q0zSpvnBTpC3019CftqkZIXyrJXKG359m6RH+dnjiFrAZe7YTXK2/x\nrfZhhp9siaiaTyfXfJ3P8v9ebsZkMult267sd5LN/u16CEeyfVKvmXJy+Xme14MY8Mzn8zlfv35d\nJwiFdkrA0hHj8QSYmAHK0i8qu3xdR0+Uk/FXRaln5hsqct2agw/DkBlDnsZMF9nw7LxxGC6FOtcN\nIsMwZhiv5JvXvI3iHBUNU50y3N/fr2fgW5F9yqyjIHNnlGXjMh/ia9a0oEJikFbTXDfemBzEONGV\nSrgmV2RS+2MnjyxAKzh1f55rOsr7fQdFo8XaZxeP7bUPf0y2c2wbTpI33s2RukYDlB1FoiimbduN\n8SXXB2hwDxN9TKrXfrkPEaPu1SYNQKGpSGvbdoWwjgz038s/dTnIuS55ZtM0m+O1vVRkuRKdKvvM\nd3Ay9IloOAzDpQT3+pCMZCndfX15yXkY1v34S8XekLG/bATJnL4/bPpPq8peUxfW1O/v71c515ya\nsSFfP4MhuRJkezlujYrMN/pVSd1kezov97Ah+e8alKyX3Nc7/pAFBUcEIioIa40Fn6/phJeH93QB\nx8TTnr7VPsTwXUeMoC1UKz2dJwpXUgtFtzc1LKxVeih5zdX5rplRWNSnp6dNtMVIcBbO3awkTdOs\na8+Gonupijdj2NNzrroj5PPzc+7v7/Pp06fVgdVrsnbt1QHkiXN7enrapBE2gDRNmrZNQ5rSdemm\nKWOmNNPyaK251VJp2ybzdpcYUYfoStUa0c2Q2s7BkN1599PTU56enjbplE+nrZtxcNxAeObGztxM\nPjK2DhKMPL8VDVr2jvDI0jpux2RdNYlMMyJxqsk80s9KljrdxcFUfqu2DzP8ZJv7Ou/yqaMVeidX\nYoSJ8rKVPS25MBGa5SOif12eqVxBct10Q5TB8M/n84Zcs7I7WnE6rpfo3CoJhbLaMdHXruvWU2lw\nPCixJ9bknpeSkuv2XuSAol+dTrOeuNOkSQdh1vWXJ+YOmVvGl8UhdN3iJKarHO2kUUAMH7myImM4\n7nlBBqycWKZWaowW4zbktRyrczNvQnku+miU6Mjqh3H4iDHzJ27fMnzm3+mEkUwl+YyO6acjPa+D\nduEnap/22oet4+OhGAD5lHNSG2WyzXmAQnUi96I+TsOEjyFf3efu6zhvxCgRMBHH9+fadiomAA1f\nzSnsKanRQV3mAon4Wk459nb5+fr0vZJiyyOyskL6cRwzTkv57vJem7ab082X76zzs2XJ7UQxTNBP\nct2oZYfl9Mey5TWWM5G3DQPjxClzb6eKFRViFDXPNkSvVYK+l6OvibcKyxnvXr9ARDWtcNpgfd0j\nie28a6rB715a3msfYvgPDw/rOeFWfhvlRhnb7a4smHeUCZKrMum+ppfbbJgs31XuAARBm6ZpLSkl\nzyb6OE/EwL2UlVyPV+ZaeGaIQyuCIyae3rk5isiJrSjPp0+f1vsDGS0z7kWUBBrSbyL78r2lRPd0\nPl0iPUt9F2PvujSNi6im9fHIdrx2zI5MRHCTsi6Senp6yuPj41o+zbg5PJQf5AWycVQ12uBvp5g4\nITtJn+OHM+UcBJodCcSyn3VH+TFOifmzvPk++xUotbZ+8hl/x0HIqYg/Y9KX+flJGH4l6ZyrJNsH\nRDAh9miVYTVhZCNK3q6x1vvz/l7/3Afn/xhV9ex2FlTZmbxxSuIxVGTjCa4IxvCe5UMMg891XbcW\nlNRDGSrDnWwPh1yKddorsz9ey3OneTlsc7p8t+muJ/U0yZoi4KQq/K0pjQkqzyvGYuXHUaIb8Bfm\nWJzmGTWQrjnN8viTK5x/T1f3VixseI6+TiHM61RUWMnBvbnnu5W1rzpuPfGc1lTvvfYhhs/pp3hA\n5+eGokwUMCnZ7r/25FdD9YTV13we+/fff78hdfi8C3dg0fHiEGzJ+yf4uBrLub0nG+/s5T++Y77D\n6QZjQi5d1+XTp0/5/Pnz5h7es090Q66kLFZkxvT169ecXm9yHm7WR1+Pw3YL7jJPbZq2Sdr2SgRO\n16VBH3HOaglOqEJUM/yGs58/f96FrxQvvby85ObmZt0UBK/hAEFNQ90EVRl99I2NRfBMfI95Y/7N\njxihMS7rHs4MB2E4z9yYpKzHjznV4z30nr8Z/zzPGwTC/Nu577UPMXwqoSohh+ETtWgM2F7XULjC\nZSbABm1jrk8jdS7HPWg2XC/JMfHmIuhrckUDXNcoguu7OtF8BX1HoZzHGgUxXu9ws1I5F3QETq55\ns0myx8fHPD895TS2yw68ZiH65lyi3MX452lK1zdp2bM/z8sBndluPHL+CvHmp926nzUfJaXiPUdz\nZAHSeXp62kTzigh5raId3xudA6nRFwzO5d5eirMj8XIs16Cv3t7rsePca3R3Gsw90XsjP5PKXi41\nUqpcyl77EMOHHbcx4HErqZFcj4zy+4YykIUovT3+3jWdQxmauzzWBob3tWEamRi5cB8rh+Ee73ls\n8AcV1pupJRd0v1Gax8fHjeKT93tlAwfGPV2E5Kg4TdO6hAcZOl/22q9EZLs8cafvDzkP55zOQ86n\nU07ja+b5dt0KbIO1rBxB94hPxuUc2c7d0Rejatt2Jf/od13GsoySrBusPA+G6Hd3d+t1aKAlakQq\nN2T4b77H+mOngz4Y2dQlWq5pIjLJ6jCI7jiWpmk28jO38F77MMOvLHqFQM6J+Kyb3/MJMsn2TL+9\n3M2vG+J5vd8TSXRngtwHT4ohNkbn46W4npWfia3QESOkr2wE4Rp492EYVnYfA/ExYEQHG7sj4jzP\nBQ7rNKNxzMvLa7quzeF4TJsuGYa0Sbq+T3/oczq95uVlWTY6TQvU5Nx+WHznoMjQCIbxHQ6H9VFV\nhvWOtvStaZrN+QgQtMjm+++/z9evXzfcidOkJJtTj0hFfvWrX214EztlDNc8ixvzQR9NXhpt0f+K\namnMk1FOlZsJUlJFnBSpD87/JxPxk2ygZ837kv0ddrxu8scbfDBOSlLxzpVIc47OtWvEdp/sfPCm\ntbSykotAUdh8RyEcnBltHJvlQc6LUds54OHpT3JVZKcTdnLOWb3KAAxf05Rp2Zq7OMSb5bANwchL\nR9cDORaHc8xNbtd1aPrjbcvIxQ4aBhx05BSGOUYuXA/egw0+dXOTnSLRjnsYamOQyPRwOOTh4WGz\nIuLobKJsj4h15GZenc4aktsJM0/cy0/G5b2atnJN/8376B33Mrp4r33Y7rwrjHy7bs9nKjTid7wc\nQhrHcV2WQ5EQuL0zJBMG4Mq2eg+UFeF5p5ufz06qYcYeA4FLYBKs5Iyx3tuRsRai7P2YAOSeNnxH\nFkgpio8MLZFJ0zTLltxhTNd2Odwelqh+iXpd113W7pca/mSJ/sdjn5vmdq2wm+c59/f3OR6P+fr1\nax4fH9dxGOXZESbbB4dUvuX2dnlgBxV8oAHQBUiBsby8vKzj41QiG6xLaPkceTPIw8aGvF1LUFMY\nxujUxSmPUwcjX+s5Y7EDqWmoyeOu6zZl3QQAtknvpc+1fZjhO6Im24MJ9gye75lMcd5E3uXjm1AM\nDB7YxrUdISpEs4LwPhGiFtM4L+TajAfW1kQe/2OITjEYI2PwCoHXeCsxZa6BPtY82pED1OP+XJ1E\nu4azBt0AACAASURBVD4oo++7TNMhx2lanqSz9jOZ5ylz26absxzQUVIf5gknb/IJZ8mYzWx7r4XJ\nLx9Y4aIe5s28AqgMCO80AyTl3ZvuN9dDp6xnGNt7eo3+og/VsRuBeXuxdc+rBiZjPbfomfkQ8wRO\nSfnst9qHGb5ZzKZp1ohKzmkYY4WqnpUJv729zcPDw5rjGPIgNB7EWItpMHqz8Mnbgg+XjZrcwyAr\nqQO6eHp6elNEYoWuE0bfifoYA/0z/KyOiNdY2mI83oDEd1zOidPo+y5d16Zrl/+bps3h0KfrlrX9\nYbw8Enq52/LdeU7mbJYemUdKXF1aenNzk8+fP28OFoHnwLhBC+Y/QFDJdcuvl3LN9biUl7llDphH\nf7bm0ugkDtx9+yHdtuF7g4yRm7kDo4q2bVdUWA3fnBjfYR4dLNEXLwNXR1DbjzL8pml+keS/TvKv\nJJmS/NkkfyvJbyb5I0n+TpLfmOf5u73vOx8xvGagFXbXfMqDwIPyHcNdlN35ja9htpNJ2eMUTBqt\nguq3z/+rHIENDLRgVt65pu/jKM34KofgTSJOF3iPviXZfM+RzQbH/Tdz3F7G0zbpmqUWPxkyTW2m\neUzbdstpPMmloCcZhisqsQyYl5rWed6AtigyDPVeKlSdK+85Lfj06dM6X3sFXMx5/bFevaeP6JPz\n7DqXnrv3orADWZ0r80XoHoYOWw86MFlcx/tDuT3tx0b8/zLJ/zTP87/TNE2f5CHJf5bkt+Z5/stN\n0/y5JH8hyZ/f+3JVBjrrXXsWrieMvMfVanhtcjiKOJxDMmEU49hgHfV8n2rMJoEg23AY5FWGml6i\nOx6P+fz586rMTjmcx9W8kwjPqUCM09HEsJmdhHd3dxunR1+B1CabUJ4kOZ3PGcfDUqbbLtV4c5Nl\nrf5SwXdB9mmb5aGZOSzLfdO03fNuQgp5kd+y0cZVmn3fryiIPB00B6IDetcVG6dZSdaSakN85Mpr\n3qNuFIW+gJx41FVFoXXjWE2x9ghbX8fVhSaoWUq07rvgyCjTAZQARd+qjX2r/aDhN03zJcm/Nc/z\nn74MakjyXdM0fzLJH7t87K8k+ev5huGbjax5ZvWUfIcJclR03gbTjkBNjmFgrlar16+5ckUKfo/7\nO5qTNyZ5Mzl9369FNjXaM16M2N/FyXjJBmJxnTTV7/sZ7DSMiHsbjtfIvzw2a8yyrNetZ+xlxuSX\nmv2m0SOc2yZttzxNd57nN0QUcNmR1vCUqG1nYVaeXNskqldCKnqc53njiCuysXz3lrqcSw/DsBJk\n7l/lA+iz5xIuxSkbP6QpRG3rJGjGc1W5E353HQN9rzbGd77VfkzE/6NJ/lHTNP9Nkn81yd9I8p8k\n+UPzPP/yctN/0DTNH3zvAhVGW4kdZavweH8cx7VIBUExAQjEE8S9mMi7u7t8+vQpydsob/joaF+v\nQZ/NITDhoAKfA8dqQM3Fk2wmD5lwHZTfENCHNDIGHBAMPYy2ISLf54kurPc70k3TlGmeluiuSDHP\nC7HXd13mtkvXL4/OTtMkl/41hUSkbzXiGObDcrs01mPnKC+TW/U4NObPUDjJiny+fPmymUvmEDmy\nGcgIpC6FYYzIHQfn+gLLuu6R2Mu5ayFX1VeCl5EAMjJS47p2oF6t+iGjT36c4fdJ/rUk/8E8z3+j\naZr/Iktkr3jiXXxR87W9PAQFqGu7zgOJiK7PNjJAKYjUEDTUts/zlUhEiaojWgcjT+s66r21eBNP\nRGPQgKOcFdRPE/IkM17n86xdm+0/n8/rGjSKR5+tMPTn+fl5JUG593U9fM66224m2mfZmXdZzmva\n68M11/EIiYHm9pTOc1P3ItixeQcfY5im7eGpyNyMuOG2UwN0wVV9yPf5+XkTbBwQjFq4/jzPK9lo\neE0f9g5QqWx8NXzrWkWY9MHvMZ6qN+Y9+MwPtR9j+L+d5O/P8/w3Ln//D1kM/5dN0/yheZ5/2TTN\nH07yD9+7wPfff7/+fnd3tx65ZOY7yYbwodXJtpK5qAZhONp03XLe/DiO+e677zYCw5sjNK/Vv1fx\nVskZRwavHKCIjrjOPetTbRinr40hEJVxeuYyiOBJNu/RBxpGYuTA9e7ubnOYl7Py50vqgJE3bZem\nWWD+Sv6NU9p2yqHv0x9vN+cc0lenbkY17k/Nga3EIJg6n9M0rUt4Nlq+Q/qHc1/Gd7c6G+bYjp85\nqbrh+fMpOa7JcG1K3UPCZ5ymGIZXxt8pkx0lcvNSqG3GSOHp6WlXbnvtBw3/Yth/v2maf3Ge57+V\n5I8n+T8uP386yV9K8qeS/LX3rvHly5eNMqDkeGFvYnGH/Xl+9zKHT591bsfneejl6+trfu/3fu9N\n3m8Bnk6n9SBNPLsfSW3lqIaPIdeqMhwLk7Zn+FybyeP63kOPkpDX+/AJIKzJIS/dGQYej8e1xqBt\n25VEO5y7HPo+rxfDOPSHHG+O6brLnLVtmjQLyr/I+nA8pr1sFrLDsYwdYZ3TbtKM6boRhyItw1pH\nLwcLGwlRF6P36bo8cBR51tJo98MoiVYhv1dYvP7uh5+YU3mPjHPEZmzci89ZphVVcT2noz5bMkl+\n9atfvWvXP5bV/4+S/LdN0xyS/O0kfyZJl+SvNk3zZ5P83SS/8d6Xrdz2VDWndNVcrcevkJzPGhJV\n4hDo5Q0MVWAoQi0ptnG/9+NJrcpvYqvCNeele7JC+YHm1XEQhZwLU5lIf/gsioli+fSha7HT9Qm6\nbdMsdfl9n068BAU+zEDfd2nabhOJiGgVJRlqV9RWc2pkbp6jBoPkumEFx+pjtJCHlxo9D66TwKiQ\nEUjI97PB1So+z7V1lflytaELmowq34PmzKMdk+2A9yrScl/eaz/K8Od5/t+S/Os7b/2JH/N9OmKv\nWkkgGz7RqBIk9bP23BY+gnp5edkw7Qi8Cs6GYTiWvD0dt3pwGspkCOo82orCdewMvVTF9V5eXlZ2\nm0hPdPGPibHkemBpks1BoZXI5L5d16a/OICbm5t1e+5C/C3bctt2OWCzvcjoeDhmKCiuLpc5ojM3\nlRPwCkAlCA2TK4mFblArgUODfH1+fs7z8/OGaPNcG/K74MYINLkaPnrpqG1uBidS9cGrM8BwNohZ\nl7muaxnok0vJWe40KkS3QCvW3/fah1TumeSg1WhZX3NjQP48RuWNHf6ec2pPbs3nmFhDU79up1L7\nVSF6dQYVgdgjo4hMusfhPr2HkHgf/oD+2fG5z3y/kkFN06y0bNu1aS4x/Xqs1luWvlkS/zTN9iSb\nCmf3orkrHJ3j1/l2w1A9XnTKW1r3UJmX5OgHUdhcDDKqOlbHZt7C8+vPcC2nfHYodnx7kdnXpk/W\nsT3exN/dk2FtH2L4ftSxyYo6eCsIHnmapvWZ6qx11k0vFVo6n7TnrLXvKJJLSWmu+U+2Z907kuFx\n6d+e0XFPvD8K4RyRpSWMnYIcwzxD/tfX102Eo69Oe5Jlo8vd3d1mucrRdZ6XB2KeT6e0l7LdNMs5\ne23XZk53OWqrybhxZNMa/a2UyLous5m0ch7P52p6ZaVGTowJ4zdXQPRjyzGRk/klSlqWbI4xyew5\nBtbbuRkxmYuozDqyhW85HA7rkrIRSOUXmD/XNDiNMfFopOL01nb0XvsQw/c6ePJ29x3G42UcF6WY\n3NjzcvbG9tT23rXs1RECRfKynXMwpwQ1QtjQ63vuGzAVgs3w3wrAPYDmPqL6W/DPELpyCF3XbRjo\nCiXnac44suGnTds26xn76VQJNi/n72VanqKbXGVu/qYiGcuh5uhuNkD3kXSFH+RsyE+j4Mko09Ef\nQ8IoqSi0Tji3dqtzan3bS+Vw3Bgj5yvsFXX5mtYt5s8Oyzplffc87NmJ24cdtokHq5sYDGfIWesp\nKGaiHanwzBBbdg5WKudCCNFFHYfDIY+Pj/n69Wtub2/z6dOnFY0YXRCRawFP31+fE2evXWGXC3Ag\n6HAEbAut90quBuEaCPeP11wHgfGzYcg5p6+xGPmyWQejIMef52lZ05+mldmf9KitJlcSaxzHlXCs\nZwA4gjFnoBbkWPPmuhnn/v5+RX5J8vz8vFk391HjyHoYhnV7Lg/mIG14fHzM09PTGvHtEB357Zzr\nSgv5uiO/+0wZ8TRN630Yv+fLR3HRcG4+C8KGT8OB4VxcGPat9mGGT+fe65iFlVwZ7CRrHXzTNOuz\n2BEUSmVU4MYEAamT67ZQJo7jnak3+PTp09pn5+YYutf4bWyvr6+b/fg13ajsq50Iikwz4VfrHSqS\ncdT10hOGX8+9M3eQXJj8rg+PxLpeL8k0XZ+g07UZzsk0LqfyREZmYoy+UG9PPxzlMEDQipGYl/b4\nG6XGsSDvmjqiWxTVYPQ+Fh3DR+Y14htxmMdxLcD5fF5rUpyy8F3G5d2K9JexsHRcES7jmed5DQjo\nWbUbDH8YhjdE5bfahxg+3rsuZ6EwjsQWYrIlutxgcV0hRbOx8V1IIJbIMCzYf5wKO/0M3exJzQiP\n47jWiDtKeQzAe5Z0PHFMWtM0a80ArxNhSIGSa4QwEWjW3HmpEREOwQaPoS7zkJzOS1Rp2mZTobcY\n0rJZZxyGKwrIW/ad+wJraw46TdeDUoiUJlCtrF5+9Rq9nZ/vQS7tfJuAgbN1OTSw27DY/aG/GJ63\nNLtK08huj9yDr9njfnA6INwN76IcH+7Iy8+8zolHzAXcz0+C3ENx67KFc85kSwqZiML4kqvQWNag\nBp3mXJL/Yf+Bl94EMs/zCtHZE55s10EhAekf/QeSex+3PTD35ZCJuvzivN6QkfH7ARDJtbyVdMlH\ne3kpyCSQ8+KaKnH/YZgWcu9C6HWXLbiU6jbJ5cm542VjDt+/pjJO27xsijzqCotz6A3fMF93bzKH\n3vnIfID8aDYKFB+HYR3zcrGN1H130Q5kIQZFELGTZgyVO/E6vo2Ze5nks6NDZqTG7LVgPEk2Z084\nkLLXwbLZax8G9c2MInyMqbLkXde9YaJtkDgNlALjQZn53cZPxPZ6qyMuxuK0hGjGvWojKgOlDfVQ\nahCFI4O9vxXHy3nmKTyGulegQlMTYr6nVxAYY7IgoGlcqvOmeYnqUzMt+/LbNl3Xp2lQ5Mvr3eWk\nHvWLSIozpKYdBAIaYh5wiE6JgLIVQdgZGA16u7H5hHEc16fUIE+vuFj+/G4dYbkRHaJWwKsm1m3+\ntyN36uH7mHxzOmvHVJFb1YN6v+R6niD3/6H2oU/SsRDqeWcMlryHRwzxhFefueejmQzJPehKlHj3\nkr0yzVsdXTRkD1xLUU3+4W1NMgFTHx8f1/dQQEdclM0QbY+ZJ9JjYHZYZntxRnAqlBIbmtO3l9eX\nZL5Pv+ETLqlD161E3ziOGacxh+6Qvj9clvK2z+dz1OQhjiiwDwZNrhubkC1jdP88R/7bTgwZ+qEp\noCVzP8nbw1KcWlpH2va6s7Jt2zw8PKxOAL1zyuhAgg5a7swlulK/x+8V8TIfzNuWlH3/KdM/KcO3\ngvh1s+DJ9jFV9TPJVkiVPLMx8Hr1qFZQw8JK5lQFBDoyAfQHQ7azIC93jruXvtiJ1Mjto6orfEQp\nTHAiC8NrE24oHn1HccbhAhPHcTlUs2mXffiXPL69OOMrk38t9Jmm+c09TYZ5viovUce7Fxmd+4Py\n6rl1dmjIBMPGCVUCED2zjvnH/QLeW84uBeaelb8xgvVqwF5gsl5a52mV3OX6FYmaL/mh9iGGjzey\n8CBODLF5r546asfA5x3pa05PZK312slbgQM5vTmiruESZYkkRGdWBOw8qhd2RE62RUc+d5DJdQGT\nI9Y0TetW0mowLiLhs+YD4EIwHD7XNMtS3jAOK/dxOBzWJ+cm26hPzp9cyL6SsvDjY8FNllZHzXxY\nWZ37+gGiXo5DD5IrArDcTcrWoMB3zAeQqlTDdLCxM2VurcvVWVGii/FzTUd62t6qgusfPB6XsVdH\nlVx3af5Q+7CIT97rSIyXtGf3RJqksEd19K5wiftVJMD/e4jDjseQzPDORBl9MQyj8ToTUCeGNMcV\nZdM0baClEYmJM0M+DBvITppUS3gxcu5tAuhwOCRzMg5jTq+npULPsHWeM4xj+lxO4Om6de0e3a2y\nxajmeVuT7qVMz2OFvXWsjuA4x+o4LNsafQkebdtu5tWGbpnvXRfd9Hitr36NvlWeyD8eG82Oe4+A\ntdPgdWToFKvq/Hvtw07ZZeJdmGJYaIVmoOT/NTdnMh35nZ8TKU3UmE23N0dR+ezpdNo8fIN78B0T\nQPM8r2yzN8x4+dK7yHAyfb8cy5VkrTLDoZjvcImyUwNHF8bg4iDDbvJ8p1BW2HEaM06qBpymHA/H\nHI+HNM3yTL15mnI83uTQ92madinoaZq0zfXQCadHdgDMl42YuXdeaifux5jDYu/VbiB3G5v1Cb0w\ncmDp1pAffXEAsI5UI+L+NkoT1dwX5w6J6RoAk8o0G77l5dTIa/Ue915q8632YU/SYUKAk55YBIHh\nYPzOp2z8RDYvsdFc181z7WsO7lwIBWWSgWgoAlCc75lRp/9Mvo3baUOy3ZnGchRLRWZykQfXo3LL\nxCKyIZpaTkQCX9NLflbaFU1My4Myh3FMxjF916cj5Xhlbm7S9X3mabrm+4qWFcZzbystryMLr08j\nX/rEXOI8XMlnA3dRD07UBojM7+7uNqXPZtbRvZpCemxuFeI3TbOmC6SX6MLDw0M+f/6c19fXfP/9\n96vzMfFqva5LetzP/cbwnYI4sP1k1vG9zliXVZyvGL5wpJQn0fDICu7qq5rfIQgfmVQdieHm8XjM\np0+f1u+ZoKn5KX31BJASVDLL6Q6HfjjKkHP6cE3Qgw/kfI/xNcIh4pgAAm058i/fS/pDn9ub22t+\neejTJKuBz0nGy0aeVf7zsp5fERzj9XxVuGuDdI2Cl9HqdxgvyIYUkFUTpzk4BZzG+Xxet+m+vLys\nTpMqUeaLdIC5qOiI+UqW6Izj3iCocXvW4Tguz/Vz5PaOQqcvOGXLEg6qBkquxWdBdXBQ3iK91z7E\n8FFakzAurvDnUAo/C8zfcy7pnNzVT9SMO//f2zm39wOSqEs+7Aeoe86dd5m1r/mW+w5xCTkIXGbi\nXaJJWejLy0t+9atfbSrRKglp6OjUxykW8H+Vddul77vc3i5wmEg/T8vmHdowjEmzFPmkaS6R/8pX\n1OjjH8uE/potN4S1s688DfPQtkuxVdu2+dWvfpXHx8d8+vRpPZsPh2cHMI7j5sBR+ozs91Ymag5v\nuO2HwTB31i+M73xejkfn++h25WaQjee0ba+nJPEeho8cnD6av/khuP+hUJ+B2uANAx0x6lq633/P\naKsgarWf4ZuvaWfkCF4jjiF1/XHEf4+UofGaHRr/oxg0oCF9q6yt4bRzaaOASnwCBZumyTRPOZ8v\nz/hDCS/bczlg21E0Hc/Suy5XuWzWua9lXyMo0d3yq8GBcVb0YBicXBn2akTI2HAdnTAy8hx5hcbM\nfQ1QXA8jq8uslb+qaMi6QN+5p/vNZ5wG0n8+y//1OPJvtQ99dp7Xki1oOmtv7yWh9yCjFdsT6rr0\n95wGraIIPPWecdM3KwXXRBmdJ9og63py3/drHTgKmFwfqOGiD5N7KDWy8JFWyfaQTV73IZC+TtM0\nmcYh59O8Fko1zYKYbu9uLzv05szTnLmdMk1LNd/C7DcZhu3yJkuQVmz3i0iMnJC1l9MMtW34joTm\nD5LrEhabpDw+N/MvRh+8Z4foOUZudjounTUJW8eK86ffNXUwnwXirOgBlMaSJnPo4JZci6ScEr3X\nPgzq17w72S7n8DfeD+Xw5DFx3rfPtVA+L1/VopkaCetrziVt8HhbRwNDaQzXfaoRzgrgfu+1CnG5\nfv3OXkQ0gTfP86bSzxEO57LIusv5fFWUtm1zOB7SNs3lYRvJOC0Q/3w+5zwMOQ/n1QBQRjtC39MK\nbuPB0Xp+qlGS+jlVq4616km9r9EYB3JwXZy8HcJ7c8m10SunK7UvDhRm8Hn9PTn5dWwHwpDrWM/t\nOMyTOADstQ87iMMd3YPJNQrjUQ3Xu67b5MWeFCKb0UPNoewIYHFpKEGNLvb2bAzB+bif7BSr+bzT\nFsM6EA2KaHhb8zyUpcJWJppx8hrXQKGRl2V2zZmHjOMcjtiak4zTuBh8szw4c86cZrqUAw9DzsOQ\nZZPe9pFTzI1Ri1MUK7SdX4XbNoB5njfl1h6br2fdMpHW99dHecENuJCJ/Jk+1WXi6rA9t9zXr3k3\nHT/DcD33Af2uqYqRkY17mqZ15cdciBGN9Sa5HkbyrfZhUH9vicGemL/3oiUD9qCBwZV8wUgw8rrU\nV8tWk/0TVbhuVQp2dRkdVDiIstv717GhDChZkjdKVaOEx7OXrtg5IPOKLmreOQznTFO7Gn2yEHvT\nNCXNcixXLkihbZqM4+UeY9bfWUZzBAQpuVLQ0b0a917qtmcEhrAgmD0UY2Pwkh3Gxxy5cpI5saM0\nH2E57qEto1rqN5A3emtup16T+XHqWvN6p7HoX5XLTybio9woB/DEUarm4oaoRAyY7K9fv75RaKJP\ncjWEw+GQh4eH9W/D9JrrO2esRo1CUtzjHI1+uqy3EjBeg6+OrUa+PbLTRm14zN8oK7DQSuix7TmP\ncZqSOctDNC5n5zdte3n9srw0zwvbvzreNqfX80rS8twEWnW8ddw4UYzw+fl5lZWNtaZIyNlzg7yI\n4pR7k37QmG+Ydl9vnreFWIfDYV3+s455GzlzTT8t773gYWdeaxh4n9ctS6do2I5RYSX9jJ6+aZPf\nfPefUAOO4s2qgVjZk22ZJYPmaSZPT0+byro9IXIfdmzVar4a4ZNsjMqOyoqIYtFHUgv31QQmqYMV\nzFGgjpvrViPyd1AQohvFPSbIGIcN31EGB9d1XaYLlG+bhdhru/bC2s+ZxgskXZV3OU+/7Y45n6+I\n68uXLzkcDpvDK6vh87/vzbFjfjxaks08YlT8mGk3QmC57unpKY+Pjxu0wJKjP4/eMUc4MX/Wub3n\nA9mSezOeJBu9sVOnz4brLjhCTyq/U/XCTtTkLymtA9W32oeRe460TJqXpgzpHPWJlH5clIt7uK4F\n68dI47UdpYmWTPThcHhzAGay3VBDpMHD8j5rx3tsNArJEU9EE/oDw821eG2atifm4AiBnMgUuZ3P\n5zw+Pq4K4/yvLo05opCWZF7q8o99uzwhRwp40xzXQp7FeS51+6QDLy8v+e6779K27boVmOY531ue\nqjUJj4+P6/cYo5FKdYB7KRnzz1itT8OwnME3juNmHiqfYqPFqXI8G/03f4ADmabt04udtuBc7NSM\nzJwqGgkynpp21vfp483NzTrGb7UPM3wvReGNTabxtwky6pxR7HEcVwLJhI0nC+aWCMSONueQKDwK\nwE4+Q1Qrv1EACkyfMXz3xxFlmqYVylop53leoaPl5Kose23SpBpJuPfLy8taG27DrtHEEHtBDEvE\nny+RDGQ1T8sqftctx2sP45hhuPAjPSTgtNk+7Ag4z/NafAIUN1pB/l4KfHp6yjzPK0FI3yGrMA6u\nj8w8TsbA/6RoPqnXhspr7ls1fAhY7ofR+0lHBKOaMnqFwgeh0DxXJuswXOymbkn2/FOMxPz7lOH3\n2ocYvpcckrxR3iQbb2cvyGAxUGAj1+V6jop7Cm8DTrbsqT24cymUEkhvmJxk9fAokPO919fX1eBR\nIG81ruuwFVLyOcN0y4sxOJLW95GxGX7zKU2zPV9vHMelLDfJNE5pmouMm2at0T8P19JiIyjnuGbY\nXZiyB929CQrjSbacC2mBIz4yseNnzE6JGPPxeNwYeZLVqKdpytevX/P4+LiJxobvNninkwQSnJ6X\nd61PdR4Zs/uFca9z014fJYZ8jW4rcrBeen1/r32Y4QNrLayajzDRRgcuw022R2Uz4WaU7TC4Nz/e\nFMH9+TzKZTLOyyakKPa0FdrZ8Njo4wM5IJBc5sq4qlNBYVyO7EjC5Lu+oEYTZFrz4cqkZ+H3Moxj\nmtNpOYLrMleHi/JO81LIc57OOU2vGYflS/STfiHH4/G41rIjh5q3oweMl3MHLVP0gVp0cxXwG3XN\nHT6HuTNiw2HN80Lkff78OW27MO0+ity64bmhrNhVnvTFdfSuN0FPuDb6S2m5X6fvLmxy9Lczr8bv\ntOgnYfjJtuzWE+/XPXmG3byfvF0D9bWZaAvD17ZQ9hyOczKMyU7KeXf9rvtBH+oEQMbYm9tbc287\nmpqD2uHxGm0PRWEYJiA3VV1Nk2Qh8oZcoixz0S7luRNzMi5P0JnnJRWYCqJIthwCjpuxJ1mNGoeI\noZqkJfrVPNtIwWOsqA5yjvkidSDP9lzv6Rv66f7sEXZGpkahOHrPm1Ekc+V5rDbgwAja9LyZB/Br\nJtG/1T70zD17ZjOqNdolbx1BLYf0deog65KVIySbbcgD9xyJnVNynUAeR4WAa3N/6BOKubdU5cjB\nZw3nHOUrl2HGuioADSV0rYCZ9rZtk3k5SWcch4zTctLOesLuxflkulaPwfw3l9tVzoZUjCiIo+P7\nnD94f3+/nklvGO1rgnTIsY1UPDaiMH2oTwTm2HSYfzt9imMgYK1XGFxd3amfsfNAr87n85unHbvC\nkOu5rNeIjIauPj4+ritK1qVqA3tp9F77sAIee2qU1obnzjpH5zUMzbnue/DW9yXfqRwCr9d71utV\n9hWy0UUizvf8/T0UQ79R1spQV6Rip+jJTbJxpChAdVo1L/X3F6KuT5NxPVJnznwx/iW3p3JvHMlr\nk3luMmd5rzpZj5s5s+PmjHoXzvB9k6NGaJYBv1c+xmjNqAM9w0lyX/rqNKqiMMutzjfzVoljmue1\nclLIyEjCTsTf8483iNFqYLFj/Fb7MMO3sjonTbZHHCdvozSv8VnyM4pW+C73ILdieckKkmyXi3iP\nDTN1wvxdRyJvSCFXZ98813ZEt7JUw+ea5HjTNK3j432TjIzBjs1/1+jI5x1VILa6bs7xeMrNm337\nxgAAIABJREFU8bgaf0sqMl+O257nNG2TQ3dctue0bcZhIQLJs5NsCE1k7OPBcEjAfMNfQ1nzKy7D\nJoomWUunXcPutCbJhldCFqCMyplQkUmu7joITtU1ajIJV501Y4A7qBuXXHtvkpnvO98Hpczz29N1\nrPPI1rrwrfZhhk8zQ7v3U7/n6LUHgSxYQ0aWiEzUOH+2QWCYrszifiaI+AwK6GUglDS5Gj3ET0UI\nVI9xCgsknckh+mEoTZ8cYVB4SKK6I8wwEKXAsBZInBwOU25ubxPLv2mSYcj5Ite+65bqPRDYNOV0\nOm/IRQyEdWUTVCgx/ahz4BSOMTkdJEK+vLyk75ejyzhE1MZjriC5PmEHed7e3r5x8G27rf1wZOW+\nBBD0zAVhe3qLQzNyNRntpdxq+HyH+zZNs8q0Rnu+Y8jvgPle+7DKPcPLZHtyDq9b0DWPdf00xk7B\nR4Vchp4uvKlRwVHE8BEUwWcweBSLyJZcn2iCd2ccjnpedkLJ+T59r2jg7u4uDw8PmyUeE08wxX4e\nGz8oFwrD46JqtFgIu6Ua7+7ubnFQ5/OFwV+W79qmSUBIQM5xzHAacroUM/lA1JpSWPHt3Ou5+DaC\np6en9bl6FFfx4yiNY0iyGrNf4/pm3zGk+/v7NwjOfaE2gkhvnmKapo0R2klUeO7VClf57XEzhu3e\nmGQnXz+LnOmjg9O32oct5/l3jBuhGlYZ6kDU2PD3vL/zPCsGho6zMBqwwjw/P28UpqYYdfmG0tDD\n4foUV+fjhpbJNT2pG4wYi+E7feOBkxh2hYw2fCIchoLikhKxVm0HmVwcyZz0XZ/7u/s85SnD+Zx5\nmtbcvm27NJcCn3Ecczqfcz6dMg5jhvN547zNWSDHavz8Xkt7QYLMSbI8vBR0RAGXW53fihYccUFV\nLy8v61mMQHu+7yUyP+ySuUHnjFoZt533OI7r3Hz69Gl9fJqDnA2fezI3IKJKBnrcjM+pBtc5n8+b\nsva99mGsPh3HYxqeubCEAXsXnFGA93/7kUn2ipX531NEDM9rpF5lqDk1kLHuOGNMTKwPAXVUc/pA\nP1xrkFzTIJwLUcqMNa06j2R72q7zeWTlqHHtw5RkW7VITt/Ml3P35jlN26ZrmvTTlLnv03Z9Dofj\nxgDu7u5WJ1M3BhFRfZaCK9mQk/sGEqM68Hg8rkbrM/eI4myNNiFXiWMCiQuHjCwJRv6OZek8u5KP\ndnoet/vkwOZU1rpvI6ZV54D+1NSVsfwknp1Hw4B9uk6tYEPBqWhCucnX8cIu561kDFDHCkUUroJ3\nCoDSYtg2fPrg2mwMEQ+LIR8Oh01Rjwk4o59aq09a0nXd+vgpM9XAv+R6JJeV08pRl4ZAERXNnE5j\nmnbIMA6ZxusTddquW87cmxZyr2vaNF2bHiea5Pb2Zi1ASpL7+/scDod8/fo1X79+XREYuxqRMzXu\n3mDk4EDjjDwg9t3dXT5//pz7+/vVwSN7nIJz8Gr4GASG75TQ8Po9CM53HOmdIti4nUawDOeIzNzj\nDF0s5s+iG/6f9+mL7Se5PpTlW+1HG37TNG2Sv5Hkt+d5/rebpvkDSX4zyR9J8neS/MY8z9+9933D\n3wpVGJRzGAsveUsIqV+b5bqaE3kiUYiaczr92MtHzU8gZMMsv7dHANFPjw1FrOmAicE9goYJxpmw\nbux++ncbAY6J7y4G16Vtlh15fX/I7c1tOJRjjKPewvZnVbCrc7GSE4lwWs4/a55KX3C0Fdp6xcZ1\nF0ZSZuHreGvqQX8III7YXlasS621DNd6aT3kfxwcaIjUhc+g+26WU5VPjf7+jvtYOZxvtf8/Ef8/\nTvJ/Jvly+fvPJ/mt+f9r791ibNvS+67/mGvVvlT1btvIcltJEweEuCgSifwAAT84wpaIEsl+s7Ci\nyE7EGxcLR5HtfuEJKbaEghG8cAkKFgJMEHQjgTCWlSAhRQkQCxPbAWHhGEK3jdo5Z+9de+9aa87B\nw1y/uX7zq1l1Tl9O9Q5d46jOrlprXsb4xnf5f5cxRu8/01r7iSQ/dfpssyGgtkqG0baKwESY1dVy\nhvFO/ziA6HQhlsGQ2US0e1D9Il+PZrbVpA8gABak2KraWtfILcjGCsvwz4G6Gknm+6urq9XYaVX5\nGBomWRbQ7HYnRbbf51lruXhyCqa9u8k4FmY7IYFhGDJOPSnxAmrdHcGn2dWwIGI1Sc9VhYebwoKb\nN2/eLHGN5FwX4Gi+remWlURhGAHi/xMXseKxAiLmYFfVY0JpUy3Iun7HHuBXFBTzhRDXWFZd/FXn\n2Zkc3lMVS20fS/Bba59N8seS/GtJfvz08Q8m+d7T738xyV/OHYK/BZs8EFvWavmqr+VoJkR2JL4+\n38GPrf5wj61/rYxyJBcXxDGEJKtFRB6Ln13hIJNk2thlqVreVtwuwBY0deyEMbguwc/uPfPZeMO5\nzqENpwq+YXcK8g3ZkbpqLcm5XqHmpWvzfJiezKFTW2bYCtF5F98Z5SHMFvyK3AismpYofdOH1Gh1\nz2yVHThkHH6fBd3v8rPsgtr/51orfT7zve5/jTt9XQQ/yZ9P8meTfIs++0zv/UunjnyxtfYdd91s\nYlc4Y9hj4huqMzie4WdVZUGMAP8bzQqRarELWtexBiYMhkBYDQEd7WWMTLYXpFjga6vuDqkf9vXH\nd8UauqQVgbAVsGVi+TL0grYI0W43l5X26ZhxnMd4czjXEbS07Hcn9uBdQmw9c70+EfetxUIV+WCd\nthT9mzdvlrgAJba8i3Qk1pLfW2urJbwOvjroxvuqHw1PmJ585jUVzCdow1khhBPh80Ib7gftYBic\nPfC1jml5bqsBq4rEbgbvcexlq32k4LfW/niSL/Xef7m19kfuufTOUqEPPvhgGRywzdq6Cj6D4F8z\niDX8Foxz9NUTWX8s+EyyoViyDr5tWe5kXQWIYPkdZn5bPgusLb0DT3Zz8Bndr/ocQ2hvx2VXge/O\nC1D4flZmN9SX7/dpw7mMdxiG5cDMeVzJ1M9BRuA6ATL709W6GpZCy3fv3uX169crZrdwoNA8h7xn\nv98vQUCKoJyes8VHoKoCcJ/43uiP593c3CzZA5Q94/Q7zXfMW403Of0LLeoeDaZFRRQ15kXgvJ7/\nuNU+jsX/niQ/0Fr7Y0meJ3nRWvu5JF9srX2m9/6l1tp3Jvntux7wrd/6rcskQnwTCgK6ZtrEsbb0\nYD1ZDrhBBK7hvdM0LX5cZYhkvceeISlpKrsV9qv9L/dU6+dgIKhiHMdcX1+v0Aa0aG1dRpqcGclQ\nmWb/jjhJjfpzOi8blcw0HzO0lxlH3I+TMAkyjuOcsz8exxnltzavzjvRC4vmIiIi90Bz5s+MW1GV\nFaaF9t27d3n16tUtRMb8IpBb1Y+MAZocDocVgqrBSefQyfXXhUS9n9PK8C9ZJ/z7urbe1xgNwkc8\nH6NIP2q60Gijxh5Q6OzE8zu/8zt3CvVHCn7v/XNJPncawPcm+TO99z/ZWvuZJD+a5KeT/EiSz9/1\nDOC26+YdZYbZETwH8gwhIYaDfHYJLMAWQH5qqW1yzutyHwxoS3NxcZEXL16sJs3pIMMv19pjGapv\nx8RSxPT06dNcXV0t9/d+3hIMLW5hseAbGVkozqvpznDTR3NjmXfDIcl8am76nL8fdrvsdmeLfzzR\n7e27t3KjzjEYBy7t7mCBYdLq4jFeC76RggUfBYNgGDYj7BZ80xmFQeoP/qLfFbXAS5eXl+m9L9uH\nI/h2K4wax3Fc5hylwJgwOuY9u5QoDQyMlSTPRn5cpEW/Ksrdci3dvpY8/p9L8vOttT+d5DeT/NBd\nF0J8JhzhZgD2cc3gjk7CDFXTVz/HbcvX5L2Gc9UvxVLyHeXBZsYaa+D3ikjQ6nYBrKRoFlJDXJ5f\nKxV9kKIn3LldM5UDj342B2ksVqT37IbzppvjNCVt9vefXDxJG9qJNudshYOV0N0MaAuGQqoKlz64\nTNr0RpmzvqEWOLmc1vMPbfmcmICvwY2iHw5QVthuPvX4vA+k98E331ImbHdxy4Vhfuw2mH8wBI4/\nYYx439d1X/3e+19J8ldOv385yfd/nPvOOeM18cw09k8hhLe88j5iJo5RAIJLq0LI8+1L14AjE2cN\nejwe8+rVq1uCfKLDKrAIhGQCjFY8vurjMzZcEisClAECc3V1tUo51VQWzzS8dbCHcRyPxxwPJ6Hb\nXyxlucscpKW1eZnubr/Lk36RcZoP0xx2Q4aT4NvyuM9JFqWDQPuIaASD2IMPOXEKFqH3jjsOftUY\nUPWBuR+L6oIhIyKsqIVmC1n5XwdTD4f5mCuv+bfixXVjLlkLYHpZyRPjYaygTMtCVRL095O0+B+7\nGXpV4dyaPP62b4/Pbh/MC3AcCa0LKKwVIQjX8Fntm1FCRQ4wlzU193hcNYpcNb19PTeebeVCwxJ6\norfoSh9tKWAaf552SqkdT1WH+32GxVqv18IPw7zf/jTNdfyZ1vv52Qqi9HyCreG3A2aG0a71sCCj\nkKr7ZqTnuBD9NV24dhzPFaAohCootsxbcwkv2kdnbCBZjwHlAy977KSJrbjpr42iP699Npr0WO9q\nDyL4pEAqRDIjJOeovrU232HR6go6mBkFAfzEz7IfBvFd/mprsBUrGMdxhTzcdyZ5i3GMKup4gaZb\nUM/3V3fA0NXP9HMcId5SkPinxCDoz9u3J//9yZNEArRkWvopf99P8YCJ0ujjil6ek91ulxcvXiyx\nDFt2IKv9ewuSEaDnyEK85eY5NlPdOI+pvtP8icDZoLiIzEFDhNyxnf1+vxQWeX6cXTGf73a7Wwt5\noEM1OPQZukAjZMTrXu5rDyL4jlRbixtiJ+uyXbQkAgKhHASiVt9WOjnHFHhGJQITlaxrnqsP58+N\nDmgV9vFsM+2W1mZcW/fZulbfz/DSbs/WJG+9E9cIZp2ff4pqH8fsd/vFrx/H0/l507Rap89GnC0t\nva3jG0YitpL+zgJmZragWSiMcIxyMAL8VF+/zo+j9xXNVbQBrWw4Kpowv5kfquWt8+o+OM7kcTL/\nXrDDv3YljYSsxD5K6JMHXJ1H2yIeRHEwb5qmRWv6Hgeq0G4wMs+zVbAFgdC99yXdYh/a2pU+JOe8\neWUkrrFwV0Y1DZggGJhIuzW0GQO04cCcn+c0oAWMsdpnxcqw1915A8q5Bp8I/jjOC3XsnlG4k5N/\nP02njTmG3SmDcLPsdoRyMYLy/FV3ztcQcXcqy0iNeUOxu0iLZbQOhhl1DcNc7nt9fb0KNkMv1/9X\nJYZr4P0PiJ8YXTC+6r75dwundyN++fLl8jy7kZW/MHggB54JrzuGcF97sPX4Zuwawa4DsGav0B8i\nMpmGma7YsqY2PMKycG3d1YQ++t+KTgzBDeV8D5OY3N4JlnF5DNX/59n3aXCi+1YodqWgi39IN8H4\n/QThh2FY9tYbj9oGa7eb99/LbPh7+oIAht35cAwXztQahuU9ohl04V/cg2E417lb8OvYzAfwkM8t\nMM2gsV0au01bhqj65hghrwR1v4xo62cep91JqjTZhtxKuwryltGpzzPCrK5nbQ8i+I5AW4iYJDO3\nIVaFTRU+2mLbKgApk3V+m+CJGc+BqNbaKtDCZhFOW2H56RMCYjfDjJyc9wC0gBKX8DZkPIdxYhF8\nllulo62plWN1JZy6tAXrPRmPY4Z2Eu70TH227L1PuZnm8t3epzm1l5PAD+u6e9OU/vODYnAgkuaA\nI63Sg7k3kxvlOKvAXPXel5OU2L+e62wN6bsXzvj9XO90YY1FVOVaDY73LOCZNcAI31SlaKUFvZ11\n2trG7uPA/QcRfApRzLA0wy6XXCIYDqq4GMMEs9Z3gQTfXV5eLgyY3LY+DrCxHbMRBCvvzLwWfD/P\nygQLhlV2ioutpYhhcK8Fh4IVFJH7anQAw3Ef/YJJTUMH82ZmmqP3S3nuNFv02fqPy0YcItjMWKff\nK0qxcPpIJ1dlmsGhc7Jet1FdtuS8WYoDWFbmjJXDOEmX+dg10zE5p+McwLW1NEIEHbgOxBbewo/g\n21AxXp5ZA3xbMbAaVGSspoU3fuVZ3rRlqz2I4Fc/3RAIIiwdUkDD0Vb7rPUZybowh8mtvq/hN9FX\nLKonjAIeiN57X/Kt3mHGAk+fYHjDaTS70Q1W3D5ddYlstRmDg4zkcw0D+Q6lBT1dGIOfjBJjboY2\nJEPShrlkl8M0upXMdK75H6d1sBVmRlkx9mk6n4NIX2uFHXPo8aLI7DfXeIsRJGiG+aN01QbEwm0e\ngebVx+ddWFb40S4ItDcq4X24B/BGct5gxPzJ+JOze+ZAL7JBc9+ScxagGqa72oMJfg3obAl+jVgi\nDFW7j+O4qvxKzjv3MPl1Uu1CIJyXl5e5urrK5eXlcrwyZb0WThBIPbATa2EiW/ARLh8jxco4Sk+x\nzEyq/cQKi6EJ9CFAiaXjeiu5ylRVaRk9ZEh2fa7Ya/uL5TDNcZxyPB7C3vrHwzG73ZBpGjNN66wH\nLhpWl1TuvPb/HDXHgpofKhrwvFdrCj1ozL2RjpUNgudAoD9L1sdz454wp8QFjDYrrLfgY1AwGlh/\nns0hp55fy0SNfSEfFeVBa9PWNLyrPdhpuQ6I2BevlnvLitafqs0MCW1VHbG39qyKhDrt++ILjgJX\nKGiYm5y17xYqqFDONOJ9nviqxS30NAJhFVZWxGThR0HNEPfVcnjm1Iuvze85BfaSuWw3s4swC8d5\nO3DcGt7jclnDeAcwTRfo6/jNliLwGO3C1IZy5p3+cZyEhjKt99kKO2axFUSzgcI1IGbk7dnos91V\nz7tdAtNqi271570I7iVZ+V7VL/UGjHR6SwEY+lVfsEY4HeDwSilDXqAy+9vBpE4dYjnqwgj6ZCI7\n2oqCQxltrTuwpTTsthWAEXiGmdbBOt7nwBc/fr/f8fTp0zx//jwXF3/3FNVP+nRaaw9jneD8NE7p\n0zRv0bXbZ5zGjCPbYJ1zzBVO038fJwXSofEu6Mi9jk/UqDWWH+VVITVzYN7AVzfaYL7oB9fAr47o\nQ2PeVZGp54zrQXksO0ahPXv2bOE5/HWQpZEQgl8Diua3LZl5Lyx+hazJmcgO7tlXrc2DdaqI5zgw\nZNgFA1SkUP2zqr0rxDa0tr9m5rF/DsO4SrDCOt9vi+drPLkWkBoAqhVb1U2y0PH98ntLWpvP0eut\nLT59klO9/tyfSXMwTbfPkDMqMTJyjMV0qsrcVrmiIs8pisvjqsLHe6vlrlaxup5bQVMH4raQqftt\n5fDu3btcXV0t6yS4xta+PvcuFFFbRcGm1Xtj8fE/vBeaBQ/LzwTWgJUtZGVotKYZHI1ZYb8FpwZH\nKhM7g4CfhqZ3eo5n+lquYznp8+fPVwIMyqmCXgWGvtRag6p0nj17lk9/et4KsQbMaPZn6fuS3mIt\n/tAyTEOmPmY8HtMGzhoY0g6HOeKv5w3DkP1uyMWT224QzAf9YXSsLRFpNgwhCr8V1OV35q4qQRRK\nrZG3snCfqxKGpvaTHSdxJN0or/bB0X/vxmN+ZF6rAnIhEO6p+WorFmDDYBfovRH8ZL1Gvraq2bf8\nfrS8maDe62v9ni2fvFp8v9vweBiGxdK7QMVMDXM6lVZzuryb99ScsX8qAjHT87evIXhma1UtvOMP\nBEXPlmxKa+yi23Ic52h+K8w9TuNqFx76UqPidoUqOqu+tmskuA7am7mdramWl3tduus+Vh7xXNdx\nVIPCHJo3zIPV2ldU4bSw59L9sOBXYa5IhDmszzB/fxTMTx5wkQ4EQYNhxfb785HVtuzVypmBWmuL\nIO73+9XmBTSCKexpXjVhZSY2mKi+pOsPuAbrlZw1MvdZATBe0I6ZzFDPE10zET4bzoJgpqXkk3sc\n0fbYqTojo7AwY5s31Rx2J9R0sqDTePZV3759d94mmoKeccy7mymn2p9b+ezq4ux2u+UwDEfNaWwV\nVl2UamEr6rNSsaJy3b7pwDPgBYSW51Q47xy74wMer3mBKDvPYQ5db2BFYtrxPu/p51gJ8gJ/G+3a\nTfqo9uCC78gv/h1bJ7tAhrReco7MWhsej8e8efMmL168WK0ys8YlUGIhR9DI76LVOZCBybJvZ9hF\nEIZgoQ8ztPVPzhrbkwqCYKLoj4WefnnnFQe6Kipy/XjvfSnL9YaVBJzo6zoe0E6bb+zmtffDkBYg\n7LwC7+27t7l5txbU4zjmeEwOh7X1RKiZa2jhv1+9epXr6+uVRfcZfAgIrl8V/LsCwvXv5HYcxm4A\nc2OLTeM6ByTNEzW9aKXNOLzrEy4J18L/1eVD8Okf9MRFYtMP1uzbTaljv6s9iOAj2AwUSMYk1b3O\nGKgtqQfFZFxeXi6QGYVgIjA5ficMbzhpfx2hRklVC2vllJxLdtH2RGY9wWcBOwv4fr9f7Q1nK+Ng\nF9dAQ1tqmB8GqzEJKxPecTgc8urVq0XxzIromOu3b+e6/JZT2mk+XSe9p7VTNiQtc+7+tCvPfp+L\nfVshHOA7LkgNThr5sd2YXQPT24qwCtpWistCynuc/zcqq9mF6v9XBe5rPC/VTaNPnMkIekWYfY1d\nPvrB+zEOCD48xnfVGMFP3qruvvZggo9lrFoYCAMzYFHZi+6uwhYsmiGXJ9b+FURHMLEYLrJBubCL\nSpLV3nRWCmYKV97tdruluMeVezQHq+hLtUwOViXrVCQuERanrluALsm5aGpO110sjFLHMDPMTd69\neZPjxSzcq222W5IT817s9zkQTG0t+4t99hfrDAdCR9+MLGxVUdzel88QHiNhC1qPq7LCrD64lQPv\n/CihtvDzDAu33Q6nA7fiTOx0y0IcBNE+v4W8zh/z5Tx+Lce2HHg3KxDtfe3BovrJerVbsl6IYJ8X\nJVADQlvwxRCTZ/taJpTGBFhr0jczrRWK4bW/s3VylVVdOGEfHeaxAquBPDOgmcz5XK9v8PXQzVYk\nWZ9kixCcMwtTjscxOQn5TL/pbN3pF7GIzMG/aZwyTWtUBA0s+J6PrQyFkZf938orpq3nG6WP9fQu\nQxyOgfCgfCx83vvP822ewSjYT69zjMDzuzch3XIPbAS2goU8F56E9xx34tnQknMF3wuLb//azM93\nZmLX0ifr+mk0PMLuaKs/s7LYYiD8Xd7vSURbjuO4pORgYoo6XNaL8KBIXrx4kRcvXiwanzFbgJg8\nxok/76iuJ9ran2Am0I6SWJjH1X7OBphJUCBnCz1mnKYMUzttnT2l92QcpxyO87HZ+/1FdvvzCTx9\nom5/THKxikGYuT0X0NZrI3yEGPPD76AnK8O6dyBQ2AU3QOyrq6tVpB9Bgt4Iva2u4X41UFR5Ypiq\nkHqRWZIlZuTvLAMODFcfvWaFvOtyNVpezuwFZve1Bz0t15CvEtUCam1L8/WGXI5obln5CkNrFBWr\nYAvA8yusq1DRlpZ3+McKqU5ohZwVEvODcgER4UZg1b2yDavk1BFCQTNzERuZ99Y7Jm1eiTeOc+pu\nnOZ8vplsPZ/zwj3GBY1qkNVBM6MQ84UtP/2zG2aBhNZGkNXC2QjYl67uleeo1nU4TuRgr6G9DY9/\njGJrkNj3wwMgE7sodTw1jlB5zWjqrjmjPYjgE4100I1my4wG9mKa6iZUwTRzGW4jmFuCb0HlgIk3\nb96shMJoAguNf412tQKgfzc3N/nggw9WASpbBPpR3QespdGDLRkMCIy1i+AyZCOACpuhDZ8timKa\ncjyMy1HZvc91+ePxmON42n7LbtkwZBjmvfeHYVzeC3PzY/rABxQ1sXKOe86HeJ5jHy7XrRa28gzP\nT7Kil10Bb6ThlJufaZcPZOi6DObHwdTkvE4EGhmqe86SMzTfch+N1GzQcCNsUOzCgFqYhy3l4fZg\ni3SsqQxjkts5+uRcJ18teo3a+x6eZ+H2JNo3pi+soiISj6DbIm+lk8zQvBMFwWaWKAfD7C3Bt69n\nH7H6fxWyWoBrfKT6jKaTreo0TRkPY47Hm6TlDBFbyzSOc41+nxL8yJ7sZiKktSEt02rcCC15fMNZ\nUlAen6E6dPLc+n4zPWODFzxHwHvPO3S0hTUaMyrj2bbajqUYIUBPGsp+y62AZ6rl5r6K+hiv+cfv\nqu6sIf4WanZ7EMHvvS/FNBVC1QCII5Y1OGNoXqG+BQkfGA1vy+hcOMStC28cSbZ2NQPVyefZXpUF\nOtiix9bz/L0ZCKVUA3/8HA7zCTGgA6McVoQ5y1D97nE6xRxQkv20Br/3pUy3Tz1T01oGlM005iJn\ngdoKOtkPtqtmN2Ucx+XsPCtwlIPdI9PU76hxkqrELy8vlwpHu0O4TYbmu918BLmX40I7eNBl2Q4a\ne7FXdXs8byAKfuz6GRnbKBqVViPCfWTH7msPJvhOSyVrrW5GcT6z+sAQ3dah+lS73Vwd5qCOiehg\nYo3EmrFq7CFZR6DtsydZWVlPuvtYtX0V+uqzORCI4Bqq8863b9/m1atXC8LwVmeMHwRC//ye47Hl\neBzTduv9Dns/Ifw2V+rNp2zNSqENQ8bxmOPhmP50f0sozaAwOeP3uKDBOI6rgh67atCS8VrwLQQV\nQVo4MAicwnN9fb3wU/XJMUjmI88PbpZjBk6rOo7gYCu0sNuLK8ApSc+ePbvFB6atnwVvmWfpy3uR\nziPwYGFk8PaTLOgMsK57Bs5U+O4gSpLFV/Rze+/LfmXVn3fcwUza2vmEX+fNfb0Vga1D9VWrK2II\nCxoyVD4cDqvKQMZn6w1tydc7EGg4iUK1tV8s/vFi2Sv/eDyuNtTsaWk9mYZkyJTxeAq8Decz59LW\nqTIvZqrHZFUIamRkgd/64R2MIzkXsJAp8AKZej19qOkwGyH6PAzDIpAcj00/vLGoi61QaqDNWuvP\n2OzL8zkCzz1ejlv7z2colWoMPyqinzxgOo9Bk0bjQAcEAkI4aFUjoSaa00GGaCsIW3zl3vtyfHD1\nm2sgEUZDQ2PpiZRXjWxlUOvzrY2TM4Q1lIWRGB/+/jAMC1N42zELvg96dJGHrYXz+lZki9lIAAAg\nAElEQVR28/t3p7TcGX634SRwvc/+fE+mnKHsLPhj3r57l3E6B51QXrVktwZejfKswB2bqT9WWrzP\nc9PafETX69evb/nuji1VK2wlgCIhZoHg+9AWEINdUQJvzHUNCtrA2SB4lSLBOdxFuxAV2vszDAFy\nUWs4ttqDp/MM8c7ppHWuPlkXstAMnepzbdW3gjbJeglnjQtU/8rPtvVHgCuMNATFbahQ3soE2IaP\nCPPjoyMQ5KXdV5CQ6QdzJbllNa3IqgWd6XOyeCdS9/T0cUpr8+GZmaZMbZ1qHFpLz3q/xLodGkjG\ngTUHHasbBh0rk/tv+oDwHA6H1eIqlD6nAifn6re6AYffyXZpVhLch0FCMR2PxxWUrjGAivy4xnxl\neTCPev6x8M5O2N2DP4zuqhG6qz2o4Ce3hc+Dt2BUYUzOMN/BKsMlnu9/DXd5t/0s3m2XwdDPglOF\nJrm9lNcpuxq8q0oGWMq1HIj59OnTxdIQ9GIRkSPhFapiXYGqVpp+r8c902bKNI7ZtSGtnXfdSZvr\n9IObYn8aATkhBZ4Nitvtdotl9EGfFXqbSREyp8isKIz62B8BumM1Lcj0hSDc9fX1CgbzbPghyXIt\nVhNhQ/iZexAZz6vW3J/B41tZHcZNyhtlBZ9v7aDruAjX9t5XrlU1jrU9WHDPgTuvPLIQ2VpXX5Dv\n3az1+L5qUFs/GMICXX1ew6uqkOzHOWpc+7QVfPK4avS7KhX7u2aYrfHV92zVfJvZ6niSeZXdzc0h\n+z7MpbjTdM7d957WhvSumEjvs8WfpnkP/uO4WEK7LC6fJRPjeXHMx0JYg8BW9hVxWaFXBAbdbb2Z\nP2+EUq2l6eV3WknVlLEtekWv7pf5xPPGv8hE5Q27v0ZZRszVbbmvPWhUHzj6/PnzFcRzRNWwlInx\nc2BqBzi8qMXErZbWxzCbQR21daCkBk8clDHCsOKgf54oW+bqytRqKwTF7kJlZO53jABmcDqKv710\n08qLZx0Ph7x99zYX0y79VLyTzDX5Y060ccCv96VefzyOacNMwzdv3qzSma4ifPXq1coVIeWKf2wF\nzfgJqNHnusS3QnwrDPPS9fX1UqCFS+VCMYJ93MecI/hYXn4qP5r3LMAOIvLOKqhOK07TtEp528pX\n42lF6Wei+D+qPajFH8dx8b2wBkluCZHvs9ZMzv6UB2zlsGU5fR+rmGrpppWQBcTR12op3Ry1dvCl\n0sGW2TUM0IjUosfjwo+t6LgVAwqjWqr6bluscWw53Nwk2S8Vequx9r5SCEnShhkdjNOY3WmzTbYR\nt5+MAuW90NfujkuiTbclnlDmxIt66rxYoKAFuyibVjzPcRkrRTcjBxfIbNF2C4kRPN7KWuF6ev6M\nLCo/J1nucXoTFOnn3dcedJddCkzQfLQa5Kjwf+t3R1Qr/OOZaH0QwjRNy6YgjjIbhlaLaqhoJQRD\nuiagbooAhLWyYqx2Typa8eTbb6tWaYspDO3pIxuV2CLx3XzPyRcdhtUhGlXY0/viCrScct5tzDCc\no/mGyZ7fiuKIlFsB1fQnrgOoyEuez4d+rmM0DuSZ/izhXtybkzKyb+/4j9GAkaEVhBUM76t8YcWH\nAuE+kIRTiLbu5gPzew1QO/3oCsN75fHeb7+Ojcl0+iVZa/etDlelsOV/JevcrJ8NU5jgvg6lUN2M\nZJ0vNZNyvwOMzl2bMZgg1yx4K2gHesyY7o+ZCMtppqDs2GPmera6otnXPQvjAIpf/HpX7Rk5Lgqt\nnVb1ZcrFxblcmdy2XRSa+4UiffbsWZ4/f7585ly116nbojl4yT2sSa/pXnjO3/EcXC2eg4A59uB7\njGT8GQqK9xllOoXqKD198PiMAKET11KrYLfE9CU2YtfhvvZggg+RGKgtjxneAkrhDESqDAtRknNk\ntiIGE8fw39YyORPZ91aNjxJxztlM7HF5TDRrbxakoDywXo4Ugza8G5HpZmaxQnJwrbo9LBfu/bxe\nfB7jIcPhFACceqaJtQBD0tqyyeZuYNn+rCyO4zE3N2uYzLs5eYh5N8OahozXls6K0H6tI9psPcUc\nbdXTw3ugEStGMinmz6pYuY59Cr2HP+PEAFkhQG/vH2DliJLgufTvPhfN8agqV9DWq/zuaw9WuVc1\nLa1OBtceDodlBZcHtxUNTW6fu8azquDb12KybCXsT2Ppa64UgfP9VfDr+BkX97sEF4sNjRxAssav\nCg8rwBiNFmx9QEdUlLHD0IKMxl0Oh2Pars3R+hPEH4Z5++zG3vqtzSm/QcryeMzhNJ3MAcyN4NdA\nHwxPrMcugulX4fv55J/dYvmYH2AzPFOVZJ0T+kHxEzRjTQnPd0wAoWK9f90jEiXtuJDPSLRbgEvD\nAjHuMx2q4FdUW+c7Oe/S8zWvx2+tfTbJf5jkM5mLt/7d3vu/2Vr7tiT/aZLvSvJ/Jvmh3vsHW8+w\nFYBhajpk1Snl5xmsfau74H+F+EyaBcFpLvcPi1tz3Gh5V4cBHbFQvpbx1b+x0LWfyXpLqVpVZiUF\nDLQfyAk1VcCtpMxsvffVHohz06ktx/XhJGMb09OzG3Z4AfP/WpuPys65dNRVaPS5BnChF9a6oi7o\nxniNsKyszRPwQ7XAnn8Hvfw+DFGdR+615eWdNW3pIKZP0GEejEqtpOs4k6xo4njTlsFz0NFKivGj\n4Lfax7H4xyQ/3nv/5dbap5L8T621X0jyp5L8Yu/9Z1prP5Hkp5L85NYD8Gst+AwIIlS4wsB95FYV\n6NqsEIwOECILMM9yVNTPteBYSOzb018zzEcpoprBgJHYutp+IP4sTO9yXL53EQu72zj2wXWc0Hp5\neZlPf/rT67jGMFt6VvldXMzPiphtaC0tu/T0JY+/ay05wX0H5fx+Kve85yGlsDc3N3n+/PlSaGMa\nWdhrDMMozTTlc0e9jd5cEsz7QBsukrFw2v3gBwttV9AuBwob4+BAsnmpGiTu51obispP1RhCf6PJ\n+9pHCn7v/YtJvnj6/VVr7deSfDbJDyb53tNlfzHJX84dgs/A7PvAUDWgxuf136rtDd/s1/kZ1tz8\nzkQabkEkR8arG+E0jJnC/jP3Irw1isv73Rf/MBbuNcRD2OuY6JuzJkY5rnMAAttSTdOUPl3MwbzT\nf1M/Cfc0pWcuzZ2m6bQtV4fAmab5W1eTec5tDWkOSkKLisLsGkFvQ3fGZX7yPYwX+juqzmemOcLp\nyDzKyp95blGcde6MthystPKBVtXNsSE0Dxgh+302IqavEcRd7Svy8Vtrvz/JH0ryV5N8pvf+pdOg\nvtha+4677sOXMlHo8JZGc1rEcG+aptUBE4a4W8JUBYR3GpIRfKnow36T+8w1NerOxBhSm5EZl4XV\nVp9rHTSkv85/2yVxvALLiB/67t27JXU5TVOurq5ydXW1+PgO/N0c9kvfluKo3lcn5I4wV2unbban\nHMZj9uOUq089W7lI1QUyg9Pou+v7fQ2CYgXF50aAdr9ceGUBt9BbSLbiOSiVy8vLXF5eLsFW1lQw\nR3VuvDISJMFuOBgsxsN8gcQ8h7XPjm8gzPAQirwGOOHn+9rHFvwTzP9LSX7sZPlr2PDOMOKXv/zl\n5fe65ZIFmEl0/tZFCgz6Lp9Qfb2lGJwO2rLo/NhKVfhfYVp9P32wZa8KoLoj1RJVWjBOx0h4ln16\nWwTg6HLyTTuXKzvPfYa0mUtzd23eW3+Yd9c5vTy9T2ndfulSxLc8n356LDTHLhyZB6bjS/OMatmh\nma/lOysTr1Db4g9f63dV+lZDYl6hz+bT6uI5SGve8LgqnzuOsxVX8PPpow0iNCbmw9zf1T6W4LfW\n9pmF/ud6758/ffyl1tpneu9faq19Z5Lfvuv+T33qU7eY2GkbBo1P5gm1oAHB7tpkoE6OLaQFFQ3d\nWsvl5eWqhBhiD8OwrHF3jtZFFIZdMA3vMYKg7z5u2xObnCPYKLsaz3BAjzGame0Gkf+2oB0Oh7x8\n+TLTNC3WY2H0aU7P7XbDUps/7ObTdPoJ9u+HIfv9xYIAht15UxIOu7SSZExGL9C+ojC7JdXlsRV3\nLIZFOrail5eXy/gdUENBet7tchlVEE8YxzEffPDBCjnBo+aT3vsqs8APC32MWOFbu2Dw7ZYLUt1U\nG7Qkq/JozyvG4PXr13eJ5Me2+H8hya/23n9Wn30hyY8m+ekkP5Lk8xv3JTmvDfeEVivHJG1F+83w\ntt7Vslgr2npWX8wo4Pnz58vBDlVgQCfJGqYbLtIqM/D8LUhafT/D+Lphia1jFXwzDON0tNljZWyk\nAB0QI13X4s00z65Ry1zVt9udF/EscZthyNu31yuEBq15F+Ok3zW6XTM37jcWtNIRAUfofCoPkJ1n\nuL7DcLq6DczFkydP8urVq7x8+XIF1614MEI+QwEa445Cp2S9KInrjODMv1t8aj436qlowNmP+9rH\nSed9T5I/keRXWmt/IzOk/1xmgf/51tqfTvKbSX7ormcQyIBY9k9hIFu0YTiXmdZMQIXUVRHU6D8/\nvsbPOR6PqwUcTJKRBxbEZZ2upnOrEV8HYmAY94dnGHHwN/c7Qutx0ays1kU5x5WvfDwel3oBK9fD\neMybd+/yrF0krWWYpkyZD9PcDSdF3Odtt3P6fO7DnOOvrokr7hAMQ32sbxXCatk8ZuIWhua73W5Z\nxrrb7VZnNFr5O9jldKktL7x5PB7z8uXLvH79OtfX18t76KdrBnyv3Rbe6YpJzzEywTOtnFwMZkFG\nSdpVcJDQgc6P0z5OVP9/yGlj1Y32/R/nJWgodp+13w4jWLNjbWtQqFpy/159tS3iJbcjx7aOhpfJ\negWflQrHIll4bSHNFFgQZwVsofms+pL2OY18TFMaE48rwT2mB5CVZ7o89Hi4yc3bt9ntkv3+Yt5m\na5qS3S67nXL643E+WLMNJxSwVsAWjrdv3y7FK+6j+2dmRgAYm8dnhndhilFS730VgDNv2OWzEiSg\nN03nVJjX7l9fX69QqBUQeyVY6C34oB94qCIazyk8YvfXMRDziF1R3snnRhXw1l3twbbecsrMkU4H\n0BzoslZjsEBzbyZpgaxKxMJoIazBnGQbghou28JXZgB2GuJ6gqr18r+2vNXScZ2REuNxn82QfqdT\nTmYiR/STnOD7vAKvDXPK7mY6ZpD/nDZH83c75mzIzc0hGc/HYZsBoQHlwdAN4auCb0HFMDi4V0+R\nsYto2lXfu8YYttCVeY/+12PQ8KdBiOyKZCQHOqMM1/cb/TAGlK9TrJU/KqI0v9Ic0LzvHrcH32xz\na4CeRAjjvelhlv1+v6Sl0KRMQoVaIAcLuc+MJ6XFhDsYiHWoEDo5H9nND/fTH8O2rVgAzzDTQSPT\ngGbGcdrLlsZpL/aGY4fYrR1hEKalwGWclnTd0FoO03E5Enu/H7PbDcvKvWG3y363T2vzOv6MY549\nP1s3Vigyb8xN9dftojnF5co/goaOXrsuoQYS7c7Z3YBOdestBBx+cUqTf+FF/wvPsUIQI4bgW2nB\nB9RYWEhBgvTViG+LT6pLxTV2Ibj2a/bxvx4NX2wYhrx+/TqvX79ewSNH8+0LeqBbgZ5KpORsnVl3\nb8jviLmDiNxni+TPHCzhe9ImfAYM9e7BVetXuAZz8Qz+rWPjc35czGNmN6MAs6sCQngMF1vbn9J4\nc53+vK2WV03OgT96dJw7lMPxkHY4JLlYKVnm3BDeviq0dGDKSthz7YBenSf6V4N+CDFuAXMFYmDc\nSZa/6UeS1bvsMvGu/X6/HNFeUUedNyuorbTcluGrvODxGdWad/08P/+u9mCCf3V1lWfPnmUcx7x8\n+XIRTtInQDNbDAdVmBzgLA2ioOXRrBxuiTC6JqDCUQsBft8wnNN5FlYg9fF4LqelH/7Z7/fLeLFc\ntC1IjLKx5k5yS+E4hsD37h9jqelFnufIf3Iqjx6e5OLJkwytZZzGuTqv4b+f+5ym7aV6z+FwTE6W\nyoJlf5ffnau2MPFsLCRMDe0qPbxtGwxuZWnB5zOXQ4/jeWt3eM5BwCrkVsK87/LycrVm3+jSQVkb\nDubNxoj+VB/fiNiICEVvJZCsXVHzzH3tQQTfvjLNPl2yDnBVy0BjEr1Mtfo2W/4NkK5aESba6AKI\nT4CRvlZ0YYawBbJWRvnU+MXWvdWKbY2joobaPA6Yp6bIeA4KYDhB+P1ul2HYLZZ+mavWZv++sTA3\ny0YdaVk25qzvMSOi5G1ZK2S1H+3aC8PYGgfx+GqcyIKPUqn0N+wmv2/UVGlufjKirP/62qrorIgr\njL/vOTzL/GjeB8maXve1BxH8t2/f5sMPP1wiy4Y+dRdRL0TxogpbtOTs0/GdfTOQQyUu76tRfAst\nlrW1tqT56kIZT4itklGMV4hVaFut+BZD0/w7Qk30vubNbbVALqZrjRAvFuMUuW9Dy3Tsc/HOsK6E\nJK03M+WpkOrJk4xP1ufPo/BYTo21Yi697tyr11D40zTl+vp6OZ7cUWrDeQTZtHGE+66aACtG8w7G\nAJTIXG7NCQqKa62g4MPqZlZlhaW3EDvLUN0Nz50RDTR31eJdhsPtQQQfBkTIayTUgmfNVTWjJxym\nqROK5XAQjmcDt2DGGvF1Q0kkZwtWmYvruMbBqepf28LUugUjHDOsJ5sx2MetmQWQTYXzDnDRYK6Z\nPuecfM+pkGc31+tPvaclS1rveEzGccpwsnrD/iLzMdvjEkdB8GuZLsxcBcT0c77++fPniwvBWEw3\nW0+nVnkH76luk+fNDf6AX51RMuqo6AG+TLLMrftcg3E1bVf5w3EOKy2Py8r2rpTffe1BBB/rZMar\nWtCaEcuS3PZRYXa0HNdXeAUjQVhnE2rABKXA8yn9tOLgeiBe9SUdcIE5nMNlnFzr1JwDNozVWRAX\nMdVADkrOWt7op0Je4ifQNkkOx1NsYTpX8i0r9RHc/T5PLi6SdkjvJ4tUlBuKz0LOGB1z4O/qAtF3\n3osFdCS/WsOqOCpUrr61+dF8UZtjOT5b0T620Slzh4Gw7w/PUNFnWrmmxS6Yhdgohz7YAE3TtMQx\nzLP3tQcRfNIWNbhTm602k+pJsaBa8CHMFrxjcmwh/FwmgGsccPPznOqx0FuwrYBcEWjlUaPeuDRO\nA03TtBwIQWCw+ph2aSq8A3V4myi+f/r06bJ2YjkDbsx8HPbAdtnzUtxhUWRD9rtdLk7pqGMbTt/N\nCMGugwXfVooIO32FwbcE3+gOJWqm30ptVYNhBY/wc12SVVDVR5N7fz7Db7tLtsRYd8YG2qPUFxRW\nsxYWfCM3+MsVgdUgEPhmvK9fv87bt29Xm3Z+VIDvQQTfK8FcsOCcKoS0FbBPbf/Ywn4XVIdojoQn\nZwvG70y+CWmBNwH9bhSE32XNXMs56/gN5ay9+czZgOoL+5w2kBTvsWXaCqa6v4aDPT1P9ucluUD8\nYZh9/3fKJOwv9rPg9z6fwLPLauzQNDnvAWff3oG0ZL08FsQFmiHD4piB58bQGD6xomOeHIWHBlbE\n9ucdd6GPjM0KgWIyuxQ1OwPqI9vhrdLgb+hjt9FukONC8I95xogRerwXgo9gOW/f+7nE0n44A0rO\nlsuTaVRQfSJX7XnCDLGdVvLk824mNVlvwGFC1v6aIbFuLve1onBakWfYT+d3LI1rElxmig9MoQx9\nsK/5UYJvOBks2n4/76N3OPnU+3n8Nzc3OR5mZn/2/NkczS++pPvYWlsF+bzxCeNx4M8+PFuDffjh\nh7m+vl7GWWmKokaoKpKA3549e7ZCT8kaeVghUbLr59tA8D7mxvELX4MQe8tr8z7okQIelxvX2I0F\n2UiXvmMA7Pe/F4Jf/TbDTlu6LRfAENAa2NaXZ9+lACxc+F38YInsh1pgeCbvtTWowcetiXf+1ZNW\nYwhWHLZoFfo6C2LfHYEjRZdksS62lo6ZLKhk3Kf3nAJ7J3rOB2SfoXTmzB4HbNK/Ydhlv18fokEz\nmjE895zD9HWObbHpa61wQ9hBSF4+i2B433rTy32EP+6a08pvzMG7d++Wk3k9747400+jPsuEawHM\ne363+bGiiureVsN3V3sQwa+LcI7HeQfWy8vLJOuDBs34VQiSdREGUDs5pzlg9P1+f+uAARMKX6hC\nODQ/70LA7GtaYD1BlVkM6Y02mDzeQ9/tq3tnGlsZb9VkaOsz22H6cRyX/QY4wMKCvyCT8SJT5vPy\nxontuNhqa0ob5rX4wzDX7B9ubrLb7zPshlxc7HNxcba8Fiozfl2ww5y8efMmr169ysXFxbK0Fv+Y\nWMc0TcvxXN6DscJ46juwfuzrV5VrRYk1y7TFe3adsM4s1DGSsoKi7JxjzmuA0Kv8jMLgierjMwaj\nkKokMWYohztl8t5vv07NQR779ltWu2o5IwAHcjg9FuKZIFu+YA0E1WbfqFbjGTFUq1z76PiEXRv7\n9g70+Bn12Vi0+pkth4N7W7SuNPGYlih4HxJOyB3H9H7y7U9mfmgtw36XRPsLTFN6spyaa1qbSfmd\nhSsoKBQiwmlri+A42l3nFRdsCynBPw7E+kw6+lmzK0YifGZLDc1tHGwIzN9WsFvzbKTGu408Kt+a\nDyoqdjOava896L76/A5D40tZaCskSrIiHn7Vixcv8ulPf3qp/fduJNfX1wu8xG9Hw9f98I008J1t\nmZJzntTVgtXlqBNiv35rWa4ZACa05ahMj69q6+MTebyazP06HA559erVKoIOYiKI9uFLUnPJeJwX\n5Vxc7OctuNik43SEdlpLPxzTpynHwzHv3r7LbneOsNeKNtdt9D5vqw08NrNbABGe6ib13lfj3e/3\ny4IZkA3zttvt8uLFiwzDsBSOWbk7dlMF065dss429d6XWn3PIbStitVIhDn2duqVX7jGhWIgRNPL\n/bVvj9Fhn4K72oNbfFsaUjyVYV3gUgUK4X369Oli8cmPGvoej8clSOR+bKX3mCAHaMwQVSm5zxU9\nWFvD0LYItk6GrDCXrWS19P5Jzv5h3fff7wB6bs0DaaE3b29OxTtzKe5uN0P7Npw311vO1ZumZeku\nz7+5OZdFu9IOOnm8bK0N43PohgUfukCPipiS834C+PbPnj1bBUGHYVitUETxAc0rQqrzV5vny3ET\nC2Wd04uLi2Vbcyt2jJQtutODW0bP795yNc2rTlHf1R5E8L25ppnZcMgwh9/t0xoCjeOYV69erYJd\njmij7Uwkp9JQEMkZQdT11xCQvnoDiBqo4jMY1Vq5bnppxYFfjCDyOZCYyLHLhZN1MZLjBrYQ7lel\ngZm7tZahDdntd/Mincyy3vuUlnnjzWTO8499ytR7dsOQDFSp7ZOs07KG6ix79XZYVOTV9KaRVFWU\nQGLHPRj/pz71qSWms9vtludDexQB84JxwHpX3rKiB2VUJGKFTn/silSe8rPNL9X9xOh4frZ+aFvu\nREUFW+3BCniwAvWHVomAxcUdcF06gv/y5cuF+DyvtbZofwTEBTIIJ82Wio01vWcak+lqKtJUfpYL\nlBgDqAaYST8QZNOhMgKCz0ow12OzUAn0k2wv4IE2Luip17TWslsU2ZBkPB+a0ftSunucphyP+N1z\nbn8exzpFiMDe3NwsOxXxN0xN/tsbqtjfpe+VR1w74TQc7yCtRzCN+IGVMXNWy4KhvQ0IPEgciTF4\nTUZdvelAWx0f39lwVD++xqaM8Gqr77Us3RcHSB5I8G3Rba1g8ppSQbsm59pnosKOWKLxQRT2nbxl\nlzWiUyv1XVxnKEg/fV+SRSHZ57b25zMv/a1FQhWS1WfVDIPHwMo/b+Fchd7IhnGazoz7SKYkuzla\nv0TBpxwOb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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_cutout_with_slit(hdr, data=data, plotname='awesome_object.png',\n", " fill=True, fc='#6daaed', ec='#0a0443', alpha=0.3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example using GOODS-S Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This sub-section shows usage of the same tools above but with real [CANDELS GOODS-S Data Release](http://arcoiris.ucolick.org/candels/data_access/GOODS-S.html). The data shown here is a subset of Deep JH subregion from `gsd01` epoch." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Due to the huge file size of the drizzled products, the codes to make cutouts are simply laid out below but not run in this notebook to avoid having to include those data files as part of `astroimtools` distribution.\n", "\n", "To make some example cutout images via Python:\n", "\n", "```python\n", "# This is where the data live but with very limited access.\n", "path = '/astro/3/jwst_da_sprint_testdata/mostools/CANDELS_GOODS/'\n", "\n", "# This is a subset of CANDELS.GOODSS.F160W.v1.fits reformatted\n", "# to ECSV (ASCII) table. Not all original columns are included\n", "# and those included were renamed.\n", "catalogname = path + 'CANDELS.GOODSS.F160W.v1.subset.txt'\n", "\n", "# Make cutouts for all three instrument/filter combos.\n", "make_cutouts(catalogname, path + 'hlsp_candels_hst_acs_gsd01_f814w_v0.5_drz.fits',\n", " 'hst_acs_f814w', overwrite=True)\n", "make_cutouts(catalogname, path + 'hlsp_candels_hst_wfc3_gsd01_f125w_v0.5_drz.fits',\n", " 'hst_wfc3ir_f125w', overwrite=True)\n", "make_cutouts(catalogname, path + 'hlsp_candels_hst_wfc3_gsd01_f160w_v0.5_drz.fits',\n", " 'hst_wfc3ir_f160w', overwrite=True)\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once the cutouts were created, 3 of them were copied via command line to the notebook's `data` directory for the rest of the examples:\n", "\n", "```\n", "cd /astro/3/jwst_da_sprint_testdata/mostools/CANDELS_GOODS/\n", "cp hst_acs_f814w_cutouts/CANDELS_GDS_F160W_J033231.70-274626.2_hst_acs_f814w_cutout.fits .../notebooks/data\n", "cp hst_wfc3ir_f125w_cutouts/CANDELS_GDS_F160W_J033231.70-274626.2_hst_wfc3ir_f125w_cutout.fits .../notebooks/data\n", "cp hst_wfc3ir_f160w_cutouts/CANDELS_GDS_F160W_J033231.70-274626.2_hst_wfc3ir_f160w_cutout.fits .../notebooks/data\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The example below displays a slit on the HST ACS/WFC F814W cutout for object named `CANDELS_GDS_F160W_J033231.70-274626.2`:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [], "source": [ "with fits.open('data/CANDELS_GDS_F160W_J033231.70-274626.2_hst_acs_f814w_cutout.fits') as pf:\n", " data = pf[0].data\n", " hdr = pf[0].header" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Y/r2qemccx38xDMPf2fPVxbv93u/93vtfGMf67Gc/W5/97Gen31FUBuhBuOyk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