{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Calculating a PSF for WFIRST Wide Field Instrument\n", "\n", "This demonstration notebook offers a graphical interface to the basic functionality of WebbPSF-WFIRST, as well an example of performing a calculation with the Python scripting interface suited for more advanced calculations.\n", "\n", "## Background and boilerplate\n", "\n", "Before we can do a calculation, we must set up the notebook by importing the packages we use and setting up logging output so we can follow the progress of the calculations. The cell below imports WebbPSF and standard scientific Python tools, and configures some options to make plots prettier.\n", "\n", "**You shouldn't need to edit anything in the next cell, just go ahead and run it.**\n", "\n", "*(Note: click in a cell and use **Shift + Enter** or click the play button above to run it)*" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib\n", "matplotlib.rcParams['figure.figsize'] = (16, 7) # make the default figure size larger\n", "matplotlib.rcParams['image.interpolation'] = 'nearest' # don't blur/smooth image plots\n", "from matplotlib import pyplot as plt\n", "import webbpsf\n", "import webbpsf.wfirst" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The next cell tells WebbPSF to log information about what it is doing so that we can watch the progress of the calculation:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WebbPSF log messages of level INFO and above will be shown.\n", "WebbPSF log outputs will be directed to the screen.\n" ] } ], "source": [ "webbpsf.setup_logging()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note:** As you explore in this notebook, you may see certain warnings that look like this:\n", "\n", "
Warning: something happened!
\n", "\n", "For the most part, warnings are safe to ignore. In particular, warnings referencing the matplotlib plotting library or the FITS library in Astropy don't indicate anything that could affect the accuracy of the calculations." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Using the WFI model in WebbPSF\n", "\n", "Each instrument in WebbPSF is represented as a Python `class`, and the Wide Field Instrument model is in `webbpsf.wfirst.WFI`. We can to instantiate one to work with, in the same was as any of the JWST instruments." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "wfi = webbpsf.wfirst.WFI()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using the notebook interface\n", "\n", "There's a notebook-friendly interface for the Wide Field Instrument PSF model. Bring it up in your notebook by running the following cell, then experiment with the different options, or read on for more explanation. \n", "\n", "Note that the calculations will typically take several seconds to run. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "e019a47f5a3b405883b11436ae713a3e", "version_major": 2, "version_minor": 0 }, "text/plain": [ "ToggleButtons(description='Filter:', options=('Z087', 'Y106', 'J129', 'H158', 'F184', 'W149', 'R062'), value='…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b4406dea522445f7a68b053c33a78a18", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HTML(value='

\\n \\n Monochroma…" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ccdee2ffd0974ab1bc77f57e559f924d", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(Checkbox(value=False, description='Monochromatic calculation?'), HTML(value='')" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "1d2148e26b034413a67fbed4507c67b2", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HTML(value='\\n \\n Download FITS image …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "webbpsf.show_notebook_interface('wfi')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Calculate PSF\n", "\n", "When you click the \"Calculate PSF\" button, you will see some output as the calculation progresses. When it completes, it will show a plot showing four panels (counting left-to-right, top-to-bottom) representing the optical planes in the model:\n", "\n", " 1. The entrance pupil transmission in black and white, and the phase ranging from red to blue to show the wavefront error. We include here a plausible estimate for wavefront error due to mirror polishing variations. (This is currently approximated by a map of high-frequency errors in the Hubble primary, since such data is not yet available for the WFIRST primary mirror.)\n", " 2. The exit pupil, showing the same data but with a change in coordinate system due to passing through focus. This is the pupil orientation as seen by the WFI looking outwards at the sky. \n", " 3. The same transmission and phase map with the addition of the phase term due to field-dependent optical aberrations and intermediate instrument optics. (Specifically, this is based on Zernike coefficients derived from the Cycle 5 optical modeling effort at GSFC.)\n", " 4. The final oversampled detector plane, with log-scaled intensity\n", "\n", "Below that, you will see a side-by-side comparison of the oversampled PSF, and the PSF binned down to detector pixels.\n", "\n", "Also, a button labeled \"Download FITS image from last calculation\" will appear below the \"Calculate PSF\" button. Click that to download the oversampled and detector-pixel-binned images as a multi-extension FITS file. (WebbPSF also offers tools to analyze PSFs within the notebook or your own scripts, which are described in the next section.)\n", "\n", "### Display Optical System\n", "\n", "This shows a 2 x 2 grid of plots. The left hand side shows transmission (e.g. pupil or mask shape), and the right side shows optical path difference (which is converted to phase across the pupil). The first row represents the pupil plane at the primary mirror, the second row is the telescope exit pupil as seen by the instrument, and the third row is the notional pupil plane after all the field dependent aberrations have been applied to the wavefront, but before the final propagation to a detector or image plane.\n", "\n", "### Clear Output\n", "\n", "The output from the calculation process can be pretty verbose, so this button is here to clear both text output and plots." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using the Python programming interface\n", "\n", "Alternatively, you can configure the WFI instance yourself in Python. A more detailed example is presented in the [WebbPSF-WFIRST documentation page](https://pythonhosted.org/webbpsf/wfirst.html), but here we will just show a simple monochromatic calculation at the default field position.\n", "\n", "The `wfi.calcPSF()` method returns a [FITS HDUList object](http://docs.astropy.org/en/stable/io/fits/index.html), which you can then write out to a file or analyze further in the notebook." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ poppy] Monochromatic calculation requested.\n", "[webbpsf] Using the unmasked WFI pupil shape based on wavelengths requested\n", "[ poppy] PSF calc using fov_arcsec = 5.000000, oversample = 4, number of wavelengths = 1\n", "[webbpsf] Creating optical system model:\n", "[ poppy] Initialized OpticalSystem: WFIRST+WFI\n", "[ poppy] WFIRST Entrance Pupil: Loaded amplitude transmission from /Users/mperrin/software/webbpsf-data/WFIRST_SRR_WFC_Pupil_Mask_Shortwave_2048.fits\n", "[ poppy] WFIRST Entrance Pupil: Loaded OPD from /Users/mperrin/software/webbpsf-data/upscaled_HST_OPD.fits\n", "[ poppy] Added pupil plane: WFIRST Entrance Pupil\n", "[ poppy] Added coordinate inversion plane: OTE exit pupil\n", "[ poppy] Added pupil plane: Field Dependent Aberration (SCA01)\n", "[ poppy] Added detector with pixelscale=0.11 and oversampling=4: WFI detector\n", "[ poppy] Calculating PSF with 1 wavelengths\n", "[ poppy] Propagating wavelength = 1.2e-06 m\n", "[ poppy] Calculation completed in 10.471 s\n", "[ poppy] PSF Calculation completed.\n", "[ poppy] Adding extension with image downsampled to detector pixel scale.\n", "[ poppy] Downsampling to detector pixel scale, by 4\n" ] }, { "data": { "image/png": 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ykiNxblV9hKq++UicK3HiE2pq/KqI/EcYd98IFUoHYf/7ep/TmYhUvZ9fI9au3q8br0vSVS49Iqjq21T1R3r3rSJyryN5jcO4l99V1WN+nkncOZI1eehcCfxG7+fvwvooXLRuG8CngXPC99tVtT6E8z9aVf9BRM7E8ux/HfjNsO8vgM9hJYunwLcBZ6rqh+nKLl8AfO0Qr/doVf2HQ7inw0JE8kN8r1vFdlWtw0T9ARH5rKr+3dG+qcRJxZ8APwY8DWvWdh/gTVhDtZ9U1UfEA0XkUqxHykt72x6KNW07dwvvOZG4y0mej0PnQ8C3SNfa+iHAZcDcum0fD9UF7xCqeiNmfHxnb/MDgUtVdVlVa1X9jKq+745eYzOiR0ZE/kBEdovI10TkEWHfy7H396d9b0lYIf1XEfkP4D/Ctg3bcYd9LxNrr/0WsbbfXxCR7+rtP09E/lJEdom14v7T3r5nifWb2C0ify+heuLBUNWPA18A7reRG7fv0Qm/g4+KyKuCl+nLIvJDGx2bSBwIEbkQawr3FFX9eBi7X8D6r/yYiDzsLrjm2cFLuiuM3xf09r1XRP6w9/PlIvLG8H3rjRWRK8Mhnwtj/QkbXOdg4+RqEXl47+eXichbw/dxDD5XRK4XkRtE5EUbHZs4cUnGxyGiqtdi1f7ig/Qi4MPAx9Ztu/L2rz50RORcrEX1Vb3N/wT8mYg8UTYIpRxhvgfrdnka8L+AN4iIqOpvYu/3+Wpts5/fe81jwuu+Nfy8YTvu3vE/gRlu27EqiNGQyYC/wX7PF2Deo8vCvsdgnqefBk4P93K7vhTrCW7v7wfuy9qW5Qf7HXw1/A7+G/CXInLKIb42kYj8EObJ+ER/o6peg43pHz6SFxMRB/w15iU9J1z/hSISW9Y/C3iqiDxMRJ6CLWp+af15VDV6c78jjPXLN7nknR0nPwhcCPwI8JK+sZI48UnGx+HxIeCiMMi/G5tAPtzb9v3hmD63SNdJ8sUHOPd7xMoQXwPcjA3myOPCdX4L+JqIfFZEHngn3sd7eve0R0Se09v3dVV9nao2wJuxVth32/g0La9Q1dtiV05Vfauq3hpWen8IDDB3c+QjqvrecI2/AL4jbP9urMvmrwYvz0RVozbmeeE6Xwqhnd8FvvMg3o9bgNuA1wMvUdUPHOR9RG4G/lhVZ2Hi/XfgUYf42kQichpwwyb7buDQu8SevW687hGRuQ2OeyBwuqr+d1WtVPWrWE+XJ0LrVf05bFxfAjxNVfcfzhtax50dJ78Txvm/YaGoJ92Je0kcZyTj4/C4EvNufBvwVVVdAT7S2zYC/nnda07rdXX8gwOc+zGqugA8FPhmehOTqu5W1Zeo6n0xQ+CzmAGxWZfJg/EYXdtt8nW9fW0r7/D+IOhKDsCavg9y8Hbc69uFD0MY5DzM+NlIN3I+cIl0Lbpvw7psnrPBsZHTVHWHqn6Lqv7JQd5Dn+t0bd+Br7NJ6/FE4gDcghnvG3FW2H8oXL9uvG5X1eUNjjufdYYK5i3sLx7+BsiAf+8Z9neUOztO+vNGGmMnGcn4ODyuxFbpj8I8EWBagvPCtk+q6uTOXEBVPwRcCmxoqKjqLWHf2VhYYyvZrBFQu10Ovx13n2uAu8vGaXXXAM9bNwGPVPVjh/cWiJP2uLftzHXHnLPOsLs7cP1hXieR+EfgPBH57v5GETkP+F7gUD1xh8o1wNfWjZEFVX1k75iXA18CzhKRO+tpONA4WebAYwxs3tzotYmTgGR8HAaqehXWPvqXCMZHsPz/OWy7U3qPHn8M/LCIfCeAiPyeiNxPRHKxFtg/D1ylqrceoesdKjcB9zzIMYfbjrvPJzB39CvFWn4Pg14DrEX3r4vIfQFEZJuIPO5w34Cq7sI6gl4sIpmIPAv4pnWHnQG8QCx1+nFYZsJ7D/daiZMbVf0K9rl9m1j6fRY+v+8C/uEuyDj7BLBPRH5NREbheveLIVoRuQh4JpZ58zTgVSKymefwUMb6gcbJZ4Enhn3fBTx2g9f/loiMw+/kmcBm2pLECUgyPg6fKzHB40d72z6MDcQjYnyEB+RbMI0H2Ari3cAeTOB1PibavKP8taytGfDuQ3zdJcBjxbJNNgtjHFY77j5BA/Jo4F5YGvO1wBPCvncDvwdcJtYu/POYMPeO8BzgV4FbMSHqeu/JP2NCuFuwleJjj4KhlzgxeD6mOXorsAT8HfBBLOPlUDlbbl/n43av742f78TS7m8J194mIovYnPJ8Vb0uhFzeALxpk/Dty4A3h/DN4ze5rwONk9/CjPrdwO9gwvP1fAgT1n8A+ANVPSaKnCW2BlkbskskTm5E5BnAs1X1wUf7XhKJY5U7M06kq0lUHGN1gRJbSPJ8JBKJRCKR2FKS8ZFIJBKJRGJLSWGXRCKRSCQSW0ryfCQSiUQikdhSjsnGciLyGSyj5KqDHZtInOTcC9ilqv/laN/IZqTxnEgcMsf8eD5SHJPGB3B6nufnLC4uHqh6ZeIIcN/73vcuO/cXvvCFu+zcCWPfvn3U9TGfMJDG8xaRxvPxzXEyno8Ix6rxcdXi4uI5D3rQg472fZwQXLFz5yEdl+29DrwH50AcMpvSzJ8G4tAsR7OSJkiEfPi/cCC+Jtt7A1JPqU+/1yFd63GP36x0QOJw+NjHPsZtt912rHsU0ng+ghzqeAZw+28Cl6NZgdRT3GQ/6jKQEHHP7BGg7c+l/ZwP0HK80Sk3JI3nI8NxMp6PCMeq8ZG4gxxoYsr2XmeTTlMjvkHzwr5vZjZBiSCq4BsAZLoP16s/pOWYzOWgHs2Kdrv4Blctg3qK6//VzuVycLkZLi5Di6FNaMPFTe8zTWCJxFoOZmjIZJ+NM18js1XE1+C9je84dsXhfANNhdQTyIfd2IznUW/fqIe6sl4IeWljPR+uGe9aDCErUbqeCWk8Jw6XZHwc52w2OeU3fwXNB4hvwJsbr51gAipixkgwPGwy8maAqP0v9RRRj2YlNBUaziHqbQJTjzRVd9KwgpKmsolNHLjMjtEwKZYjNCtRcXiFTDZ+L2nySpxsbDae3dIuMyzADHswQwHMW+FrZDZpx7v4GlwejJEaqilaz9DtZ+IHczZ2I7628dzUyGwazrWCqKKzClzWO7aB4RyaD22+KAbdfXgPWU6zeNaG7yWN50SfZHwch2w0QbmlXchsgpvut8lGXAiXFEgwCFT9GpdrdKuqeptA4mooTFx+MIf4GhVnqx+XdZOWczYJqkeaup0QxdfQ1Ha+LHo+8vZ+aCpkUtuKKSvNs+JytBhS45jUnvnC3e59pokrcaKy0XjO9l7XeiilqcxYD2NXsDBJu5ioJzbexKEOcBnKIIy3mY3RrESAeuGMLpwSQy3BWJHZFK0nSG2LCVWPRI/HZBmtJvjVZWRpD+S2XfISnEPyEskym29mU7QYoMUYzYr2emk8J/ok4+M4Yf0Ele+6KoQ3MjQv2+2albYSEmcrnHyIj+5Xl6NZbp6MaAyIs8mnqVuDQuoKHyaMbHWvnTdMfJqX7esahQZwRUkBaIgfS12ZhyOsmLQYdtepLfaMr6GemBEiDqmWKcVRFCNmOqbxyqRRVGH7wKWJK3FCsZHBkd96NTJbCWHNshunIcyp5bjVbwCoc2aENHXr3bQTlTaOfefJAOx1YRzichRoFERysszCsRQjyIethzN6Kd1kPzJbwU2XWy9mSxuyUQvhVrchRYnmy/b6eoofzFG7knwDL2cazycnyfg4hlk/QWV7r0PqmcVt48TkiuA5GOHHuXkhshyCOFRhTWhDgRwLlUTPBWAiU4Lh0Mxs4vLBg6HeVlne9CFaDMzICWViBGwftMe3HpZg0HiFLCuDcZTbRBdDNNEY8TVSTynUUwCDvKRxJbVC4xURoXRp4kocv/Q/u9ltX0dH21GX4VZ2I9WS7RBn+qgsR4sxqMcPF2icLTLqoPYWETKBDEyfEV7bajnEmX4jeEUApFo2z0k+gGJIHr2Xs4mN7bBgkNlKCLXWtoAZzCHFAMo5C8eIWIgnnrsf9gGkWrL5YzYF73G+pihG3eIFWi9qGs8nJ8n4OAZZM0Htu8FWN75G6lm7KlKXoeUYLUbMynmqRpnMPJCBB2YNZSaUmcNJMD6i9qNaMS0HdCuh6AUJGg4XY8UxzBKMEQWLAQdVfBbOLc3M4sEhfKOEUI46xNU2QfqwLys7USrBddsL+8R7kKYmb+yeC+eg8WgxpFJH7ZVxLu3vKk1aieOFfNdVuGoZP1jAFwN8PkR8Q5Ob11KzAs3LNrssxxYILiwgsvCNAJmvkNnEvIvQhkwkLBTi9zQ1kuVtVov4Bpq6FZxGYXhLY95QmU3Q2Wo3T4CNfVegmWuFrQL48Y72vt10qTNKVM3LWS0j1XJ7jujN0RBKSpxcJOPjGOF2YZVbvoqWI5sEnLlEVQSKINYcmOir8rA68+1qKBMhd1BmjhITjrUEwSdN1ariCee2F0dDwyP1BJlN8cOF1iCAOJHNoKks8yUe31RoPmw9KnHiux1Sd+GZaNyE1VODQxVmXsjc0GwcMfGqzCb2mtmEAVDmJRbgBsQlIyRxTHHFzp0bfhbzW69GVveZR3K4wEQGVDMP+QJZsYhXJXNiPsXGvH3iK9NRBH2URO9B9FrmZfBMBi9lPTXvKCEMC3ZsU8NgvtWCteFaF4wSNc8p9dRCPOqDJzQIyoO3UsVBPgBfWygnLl7UQ1ayWivejakaxcmQPIPhcJt5XKdLnShWHLKyuw0HPfapz7pL/yaJY4tkfBxlNjI6Wg9FnHAkRwfz7UqhlpxJ7XG14kNvnnHhGGbShUtqbwZAU7WTDRAMkLqdqMKiKrhQtdNpuBzR1e74sI0YfplNEV3tju9PhiFcI+HarWvW5ah4JMSqbXKb2KSW5eS+Mk2KK6m80ihUCpkUZAMTzGWCGUbVSmvgxN/LVLPkwk0cVQ5ag2PvjeZt2HYm1dzpLE0bqkYRsYWDKpQZjHIhd0KmNdSVLRgAzcM/4mgkj9FSo6lw1SoQjI4QvmG2imRd6KVNwe2FUzUru/Ebx2rfEwKtcB3ovKLOodnQ0m5DyLXMHCA4UWZeqRpl2jS2MMrmKQqhzARXreBmK1Z7JC/YiDSeT1yS8XGU6A+q4sYvdg9SEXNJuty0FfmwLfhTeagab+mw2IM4dw4Nq6V+yqtmIZarvT9xf/JoDQKH1E2r1cBlrf6jS9ULmSu99DyrCcLauK/L20yZuBrqGyXtpOc9ZK77Xlzwnszs9zBwFC6n8UqlZoQ0tdKokjthlA/JBkPyZoJUq1bfoJ4yHC6gvsusSd6QxFax3uhwQai9Hhkv4kfbWJk/m11LMxqFmVcyEeZLCaFS+7JQazDgowcjL9vwZKaeRi2sers0+nzQjddQk6MNg0AXIs1y04XExUgwRizM6tbMGZoP1wpNfW1hVXFWxycsUnIBmsrmpjynamwMx4XSpFEqrwzyMYOBNw9I8GyuR4HVOoVYT0SS8bHFrDE6vvEv6GTZ9BuAG82h5Tx+uIAfbaN2JVUTvBszW1EMc4uPZnjQJog5hdorEgRpWevO6NyhVrujq/kRDQ/82kkrekNEettjrDgaGe1XFJ6ZN0KDm1ajIZIP22tFl3FEZhPLcokx41BbpL0HMadMFkR1jcDMW9x7ZWbH5a4kGwwYSWOekOmyTYTRpRwm7DRpJe4q+uNZJvtawSXrjIHIY17wMv7kTW9n/74ZApSZMModc4VjXIRQqa+hX2E7yy37JBjp/XGdQTfG66rzTIqDOKaiN5SeRyRmyYlDctr0+LiYEF8H76fvLR76ixLLZhPfoEVPuC6OWkGc6VWaUBI5dwIIhbNxHLupT4t5KOYp17zh3ltfvpXxaBu15izPPNvKtKg4UTgixoeIvBH4ceBmVb3fBvsFuAR4JLACPENV/+VIXPt4YY3RcdOX0b278NUEXIYbD9H5U6lH2/DDBSopmTae2cwmsiITSieUWhEVYlJXVtBH8m715KTNZIlhFXUZ0vhO59EWJop/+nAM2DHBSFFoxa19IShhe2ubBCNE6hlI3U2+mQlK16zAovgsnANC7De6eCULhc0q8kFJlklbzl3UJjAn9l5VoVGl9sqKZIyHixCFtDPzhiCu/X32s2QSQZckAAAgAElEQVTSpLU5aSwfGutF4dSVpbhmJRqyOt789st5+pOfcLvXLlWecS4McscoF4a5M1Gp1q1g1MIZJTjfiUjrqdXR8HWXvt7PRoMwlssuayUOt1iZeDBndXuCmNWy0HKyLOi2mrqdC2LWjKi38R01JWEMa16EGj6CBINIs5KZVxw2TsGmrKlXcmfC8VI8tsIxnde0UZ7y5Cdv+Ht2E6tbVJRzLA7mWamV3ZOGc+bzNJ6Pc9zBDzkkLgV+7AD7HwFcGL6eC7z6CF33uCAOkmzvdRQ3fhFd3oP6BhkvIKedS3P6PVnecQ+Wh6ew5HOqxuPVjI7FQcZC4Rjq1MRfMXVuXa+VMrMJTGaT261iLEW2y83XIDDTfIgOF1ulPGChHpF2VaTFCD+Yw5cjy9kvRyENsOhU+S6zSodZ3v7fEgqI4Vzn3YiZNDHDpXdcW0ipWsFNl8h9RY6ndKGPDFA4YRBWjIPMkQlUHmbFGD+YQ4NIVpoKt7KbQbWPRmHXarPm75HYkEtJY/mA9D8/bXglGh6DOVayEbdVwi2rG6/mz5rPOWOu4LRRxnzhyNWOayTHl2Om+Zg6C9krbQik6TQbxRDNSqaaUUm4blbaWByY51QH8/ZVjvCjbZaJUs61dYBm3gwPJ2YcaK8YoOaDLmW3GFlWzmCuHcNST7pxWldt2NMy3moyEUSEwtlXHtN0sGu22XuzCXkzYSwbi9OveMdb8eUIqSvcdD9uso9xpuwYZty80vCvu1Zv9/dIHD8cEc+Hql4pIhcc4JCfBN6i5mv7JxHZLiJnqeoNR+L6xyprJqn9N3V9VMaL6Knn0QwWqAeLrNaeujYrIgrNnIR0uWql9Sa0oYtYIyPr0u9yAbw3wWbTPdxFCRPKsH3Qq8u6lNgsR+oMHycblyGhl0Mz2sbU2SSoqki4L2IWClakiLIkiylzUXcSQi+NEkJCQ8rR0ASmddXWClijQ4E2xCMhA8c8PKHoEnRu5nBtK4Yq7c91CD3lc0NT1gcvSFFPOX20jdXGsTLzadW0CWksb86aEEu10oYwfTmHDuap1DFtPKuVx6MUvYdunwWdoDKE8CCekdv3qpSZhSakNdLDOA2ZKZqVlmoexOZ2CSETRxYLksVwCbRGTO2VwWDePBouD8dDWy8IiA0kpanxAzNgogfEBKgLrQhey3G7SOin1IqvKfMwzyBt7Z+ytGvEX4lmJeJtoeSit3Qd+33OYO5uDOqVzgCrVhgXQygzTvUFV+2puNf2Mo3n45Ct0nycA1zT+/nasO2EnLDWr4xkdY8ZHeKoF89ER9vYr6bnyGaeTCxbpXSmnbCgqG9foy5b602IDiv1eILgNBMkCD01L0HzTmQWwiexE20WBGGtMTIo13o/1NO4EidQ16bEV4UMBRG80ulOiJVOHXWjiBQ0IVPFiScTCboVjxMhcyWDctjWB2ndxrG/RF+MmuVmUPXcy8T35PJ2IovCPAmi2OjKzct5sjxUZ2wqix+XcwyHi6wkEdsd5aQay7B2PCudNwKX05Rjlmee1Ymi2nSi6MyyzzbisRc/gysuv6wNl5RRoI1HquAtUW+ejCAwjcUCwcKNIlAED0O8L3W51dtQcKF2RoxyAkwbpQze0sYr6gQJ6e1CeE1W4jObm5paGYd5x5djW2gEY6bxat7Zch7AvDeVpfVLtWJ6sqAvMW9I7PnUy6xxDuia261nnNvcMius4nHmhNzb4qbMhG0DR+GEb+yfMa2VC3ckI+R44kiFXQ7GRqPwdp85EXmuiHwKeMB0Or3r7+ouIH74ZbIPt3yrVS5sZmg+oN5xLrsHp3PNasZtk4ZpY6uj+RwGlR0vUyvEE92sXWgj79yrWYnmQxrJqb2ls63WymqjVOSs+IwVLVilYKoZUwqqoDBvNJRUjiurSK/IGNB6XsqgNxlkwsApua8oqa24UVOR+YpSPIUzTUYmsqYTrkhnS1SNslR59k4b9leelVpZ9UJFjs+HoROuW1PqvY/E2HZPzCf0XNOzCTKbkPmKQZj47Xc1aMWv0sxw0yVz9fqa4HBKrttD55DGMpxg47lasRRvLDwyKRbYL0N2rTTcNmlYqjyTxodsLGE+hErf+dZLNz5xNLhnE5srpssm1s5C+HEwT+3KrhCfejKtg9EuoZ6P/SnqYAhYSquyWvuQUdJVN46FyVZr2195ZVJ7+37d3DDrMvBbz0irD5Gu6BmYrmPmlalm+OGijeMQFoqv06x7H/hQTTX2j3F512tmHcXqbgazJXKt8ZhWZsnnrKrpWYa5Y2Hg2DHM2DbIuGpPxadvXFnzd0scu2yV5+Na4Lzez+cC168/SFX/N/C/ReSDg8HgB7bo3o4I61NnYxtqFUGHC+hggb1Nzq2rNYIwzO2BXmZixkY9NSFZ7BYZu8xmeeuFaMuXA7ViK67a4xA8niI8/BtV00ZkEhT19vQvJKxQfOhgCcSiX21Z9rhCCZNjludW5CsWKYqq+161xKiuL8MEEzNUwAwSi/uaOLQKHlavyqTWYKiYuzmTjCzLyXPa62hOq7zXdQZS+xQM6brSzLp6A01tqX5Rc5LlbZxai2E70Rd+0homadV0SBzSWIYTZzy7ld3BAzlgpbaHdqO2+h4XwiDPaIJbwolpkTJfdeNlI4I3w8SdtfVpCYuMmCXigSyTrrpwZq0Gaq/tGI8ekUa1HXeFk5ApZpcS9WTiECcEGepaLyhrvZCZmLiqxqHSPSKykNIr0yUGg3ma6PVUM0AmjdJ4pcjMMGq8eTtnXsMckDNw3YInZsVtNN7e9YZXWd2SeoI2M0ajbWSF60LUub3PkVPIHKVTBrn97r+yu+LeyQtyzLNVxsdfAc8XkcuA7wH2nkgx4vghd/tvIlvaha4uwXwOxQDE+qzUxZhq0uAVzlnIGTk1cegMezAyslVPv7ZGULw7OperE9euclZrz7RWMrFVCzn4MJkMY5EikVaoCdjKY034wnV9W4Krt93X1Iir2xS+VuXuuhgxBM9DKPEs6q3yaZhcu94ygoppWuLECbSCWbD8f+eVQeZoVHConSuz3jBlMEC691K3xkRbZRF6uheP0HXlxXXZQeQ5TYixZ76mlpyblutWRZ8mrE05occyrPVeSm0eGy3nWJEBeycNjVfOnC8Y3fh5pp/5EPW+vYwf/kTTSe04r9NTlfla72KPaHhYtdCyrTLqtRvrQGiumAGZ1boJqfGm97BqxpmYFyAPLRTU5W1aehR4xnMWzcSumZVdQ8lmrQc0Np/MXQ6Ywd/qu8SRFVbvI3OmG6lVQnjVm7FEcKk7sRCs74ySGLZxYjq1zUIu7VgOIliZTRg4R5mb56NqNLRYcGRNxVA9g6JkrshZrT03rtSszpR7bCvSeD5GOVKptu8AHgqcJiLXAv8NKABU9TXAe7HUvKuw9LxnHonrHm1ul+MfCwLNn4JfuBu+HAG2chre9EVOP+PenCET8l1XoUt7qG/6BvmF96c+495MxVY6pQiZeFvgB7cl2CQSS6g3qswaDRoLEBEGGa2y3AkMMhfEmLQrJADJStTXVlQIujofvSZz5jmwzrTUVTsBA2aEAKrZmsJEomqTmK8R58kK107CDUF0KrQrxMKZ12fmae8z94IGEV3tYeIVbYV1QuXAhdzBMhPyEE+OqcB9w0mDEp+6stofcTvdyrHxMEWZL20YzJeOb+yfcfeFk3fCOlnHMtxeUCrNDFyOHy6wt3YshWyp84pV9GPv4saPfpxq3wrnvOR3edFH9vDSH7qAHbdejR/MsW9wKpkThrE42EasE2VX3rfjPHowAQYh5dwJZmw4wSGmgQgGR7t4CJqOuk1H77wbHtqFQa107RHEdR10Y1p9tdIa7gAuakUUNIi6ve96O+UCpbPxNYtTiirOdZoUrzANmXz2XmTzuH+7kCjMOPPeqir7ZcbFiLIYt+8TV1oYeLpE4XLyLGdhXLK38ty80nDGODtpx/OxzJHKdnnSQfYr8F+PxLWOJR73+Mfzrje9uivi4xzN3Kn48Q721DljcQxXb+XaV/wG5/zUo3ELd+Ma3cbdyzma6z6Nzrq+CcszT+aEUSadEVMOEaV9YM7CCqLyikMYFS6ktXUTjFv3cxuqiR4D33ky2lTX6DWIYZeouRBZ41GwE3ZiV3rn1uiOCLqNuKrSzAohZWFlV2GTYO4kiO1cm5lTZiXRJ1Jmgld7r7UH0J57GapGmC8ducvNg+TWTmNtAy1Vqwgb3nPhcvJiSIOjCqWfJ7Vv0wIXy4wblmuWZ5u4y09wTtaxvMbwqCfmQRjMMcuG7J40LIV44T1HM/jcP3LrRz/OKff/dibXX8ff3lRQ1Z4X//WXuecZ8zzvgae2E+v6yqORxz/+8bz57ZfTaGdwNEFr7dVKrOfBwBiG8GkbplFPg1U27Rf+82GxEutreMxDEtNe2+aO0La2j4uOtohZuA5BYJrRZcN0c0wwQlSDEROMoKDJcpK3tXhiGCjeDxAE6Pb/ZqLctsVENIp6845UyxSzVfJixKwYm7jclZSlZd+IeqgrthVD6iJnJSxgUhjm2GKrBKcnLD/zzJ9vVxx+uA2/cDeWvA2+lZmn/ui7cEVOs/tmNCv49PX7uHZwDl+63+PZd9EzeckXRuyf+ZA2Ku1k4ssxtbJGGKbaxZTnS8d84VgoTVVfOBN6luH7mApLU/VKKq8rMtYvHNYPocTiYsElrPnAann0vsjLVhing3n7vhi2oaO2vkdcTQUNycDZhJNpyBiI9Ud6K6uYTVNmVvlxVAiD3CbiwgmKGSHLM8+ql06w5n2nZ4npxr2mV1ajYIpMl8h8xcipCQNz17Ynz515QH79uRdv6ecocfRoDQ9ft72G/HCRPb7kltW6rah7+jgj238zs298hWue/kpeUl/EL45/hkfdbca1t63y6G8/i0fc53Su/Poe9k4t0wv1vPPtb9nwusszT+PNGyjYZy8KVke5je9hJqHI16Q1QKLhPGmUSh2VutZLmglWkDAzo2WUO0aZFR/MBFy1agLX1b3mrZ0uBTFt1Qq2XbViDStrG1+rtXbCVV/hJvsomgmDoO1oPauhymquNaWzRVA0ODwhwybMc5mYEXPxk25fhA3oMmV69Yqs/lBXg0SaGbmvLPTjTWw/GyyGbD+Pmy5TTPcx51eZz2E1uJGTGPXYIJVXPwL89LN/iXdcvtNW5o2t1Ie5sOhX0NEcS7/8KqZO2O4yvv/uyjV7K/ZXNduHGQ+/9+ntwAZsIslGTCrfpqxGN2yed8r1sn0Id9VN1yrR1xkWrdFRtkV+1lctBddqKtqmcGGfhVV6Of/iIDf3bdMoAxdWJ6GPRKeOX6sPaY2iXlVG69jrcFFsF9yymWDpMuF8jVpoKg8NuBqvNAJTIM+GaNb1lZCmV201xuDVg4q5ccP2VmgHNM6Mxmc95YlH5HOROPZZ/yBSl1NnQ5Yrz1LlyRyMckfuYNvSdVxdnsPTr3sI1aWf4vS7zfOsB1/A0997HReeOc8DzlrgjHHOuQsl00ZZqhpGRcYw33iaXa09TTAQ+imxcexo1GzgyIPYND7oo5YLYuaaD5O59XyJpdhbb4cz4XjbygA6b2e/xUJ4rZNOqO6CrsQ8IVhJ9dAPJm+z0mKY1eaWTDyj3lxQhaya1iMra9OA1/9NtFoBn3X3CKEHTdM1vQv1gAYZaG6F02ahzURWYH2f6imo/T8uR9b7ySVd17FAMj4OkYO57J70BHOjiljIYM6vku2/meUHPZkLdcqVN8w4Z2GBYrqP0xeV6/wc59Y3cfdiN351B360g+unJaPcMWl80HNIGxuNGolYtniq3QAunLTHIkLlbZLIorAMOvdsr89Dv+29Cq0+gpAtIr6BWRCjxXBN1qn0tanIsxJxAtprTheuGd2zWRCWmbEQ31PerpbaBnatyM0HH7MZNDXmPo6x4sbbz0X08jhpjTTvrJaIy0pc1LA0M/CNrZoye7hEAweCwaaeWpVnHsDwSG7bE4fW6FBvXVVDrxOrMGxG6zA3ISXAIBeawTkszOAh97sb9zhtjmd+Uw4Cj9k25KX/5hjljuuWZtx9PsOt7GG328G01k0fstA9gKOuCeKDXnEqbQNJwoOemHkW2ycUw07zRDDsgxfEuSA0jRktWcnMlW2IpNVrBX1ZfzFiYZkgRA+1dloheTlq9V1WJb1nvIR+UXYq87jmwDjPyaTTfTXaris2+KVYsUQtxyHUamO1AJhNW0+uZna/rloFXcZlBVoMqTGRv2Y1iJgB0lTIamUFFIsB6lJ59qNNCrscAm02y8pu3v3nr9z0uKc/+QmMpGGcKW5pF9Wn3s9tk4Zb6oJxkbF32iDNjKViETDLfO/fvxO8Z5qP2TNpuGFpxr6px2NGxbjomk7FiTB6OcAG8KSJAkrL7W9CJ1j7nk6QNpt0DdhCpcJ2Aoolkn3TlXJW6/fQptrSpcepSCj3PrFiY7EeQW09ZHK8lUUPNUFyfKgZ0os3xwlQXFu/pKUXf85dF/uO7lwzZrpsmVh4SYNOZOaxcFAMG+UDYvVH6DIBBEKl13JzFzDwqkvfzlf3Vms+D4njk/j3mzaKTJegniD1lBUt2Du1GhhOrFbHIJf2IXnbVJl//5/y0h+8J4+88DRucttZKrdzy+I9+Z0Hnca2gWOYOfJbrybfcy0rM0+jVttmI170s09hvnTWXK5wbaikzFyrk4ieQqkr8zxGnEPLMY3kVN5S730Y85Xvan/EjDMF8HU39iCM77oLU4ItHFze6l6krroMudimoanbsK2ott2opZmZKLSetunvtXTdsMeZMnLa6qs21XvAmgybOmizZtnQ2idkRQjx2HzVZhTFsE84rZbjEA4erSl4JrNpaEORxvPRJBkfB6E1PJZvtSJgTcVfvub3Nz3+cU98sn2ws5zyXt/O+Xu+wNy7XsG9ThkyLhzX6DZuWa0tX/30e7HwU89hddt5XL234j9uXWZl1pA7mAsTn9W/6MIQUdMhYmlsMQNGtWu8Vjhpe6HYTps82pb1vXLIrSZkNgkN6Xp5+Flh9UryIVqMrQ/MYMFcniEFNp4f6GpohPNFL4vMJsh0CVetWJy5WrHYciisFHUZMw/TUHSsUms6FSfQWFQpGiHRFZ5Jl8rrsMwfR8xosXLrcRIihJvyZkLRTMwwwjJ7Hn+A1c+b3345o9xxyjDnuqV6zecicXwR/26Vh4FTGwP5kNXhKdy2Wrfjqcy6/iRgBa5O8/vIHvV8ypVbARuTl33+ZvZVDa5aprzh85ype/CDOeodd+fafVOqYB3/2aXv2PB+xrnDEXQfIaQaU+P7Oq1Y6bSSkokMmMiAqTePXzToYzfrGJ6sgkA9l867Z5qW3oIihktdp80CzOCI3k9fh6y329cuUZG2HxRNBfWke3NBTDsNRcxqbEzD2sJn62novDAxm0aEtpiZDhc77QeE8vODbsE0XbJ5ZrLPbqMcW0+qwrIPZbZitZVm3b2m8bz1JOPjAPQbwrnlWxFfW7v78Q4uu3zzD+tjL34GP/2cX8Yv76O++VoWHvYYthUwYsYoF84fzLjwuo9Q3PB5EMdwupcv71pikDvGRWare3phgeDpULr6HnWr84irJRNx5t4EX9HbmmkwBOqqE2xBr/eL7/qxhNivuoxZMbb6GsMFa0w12kYz2tYJS/Oy7Y6psaaHhKJeocphWytEtWsgF64tzcwmwXpqk1w9MW8EhKqLPqQfapueG8lCCGqUu3ayzqT7PYE9PKqQIbRSmzAv3jMQwkqmNXnckzYXl77xbZfRqK3WBrll2Ny8khrUHY/0DY+S2sItxYDVcpFbVhsqr63QM3eW9l01yrQ278V1usBtU2VvuYOlynN6fRvfesY85378TazOn8Xsqs/RfPw9zP7fO/DDBW5ZmbXGh9+kooVVJNWQPWLb1nzcY0glNoMMB4mYIR4bwzVKEJ1qK+xsNWNqWrLYhC5qtmIVUi2G+HxoBcyC7su8HlPzCvUax0mvD4v4xuaCnhHQCtfrKVKtUFK3KbWxNkf0Vj7pCbc3+N922U7z2kYhbfw1YAsMj70fzUtrdlmYGL6dz+J9Rq8IZsz4fGjCdJf3qsba4itVOT46JONjE+IHsbj+X61EunqauVNpFs9iNlikURsoB+JnXv5G9L4/yOTM+1nZ7303cfpV/4hb2sUtf/9epp/7CCqOr0xHnDYuOWthwOIgY77MKDJhEPpDZFhtjVl4GPsQL23Lngc1u/Tdj22tjrotYkRedlkuociQVQAd97JWRmgxJMdCFI3kTL20bt31/VXoFTCKYtHVRllphKlm1OU8frQtrD7GnfESvCcaumWqy2311quO6qGtVVD7UDa69m1fCRdWdK627ph5Mwk1TqyCowuv9xrCUpJ3E3DoCnwgj8db33E5ZTDwYhbBMDMDJHXIPb7oazxKZ3U8/Ggbu5uSG5drpo238ZSbtyNW7VytrUmcC17HG5Zm3LhU82837ed9NxfMGk/98Ocyf8Pn0Ic8hUvmf5Tmx1/IL7/3PzlncdC2F8g2ETjMQs2ZrPe5rbyyNPOs1J5pNF7UROADZgyYtQY3dONu0pixFBcoMY18tfaszMygb70KYl6IxpXUOAtrBGO9apS2p1SoAQLRY7DUhlfUZd0bCd6HdnETDYG6Im8mdt/BmyRi73EjGlW09xUXHnGRYUYIIaU/GBJZ3onIg/dDixHqMly1St4ED4evLWTTC8G4yX6KWdckMI3nrSMZHxvQGh5Xf9LqRBRjmoW70cyfzlJtE4YTGPgJ77r0tQc812MvfgbDm7/MVb/4dG7481ey92MfQm67joW7n8FrTvsJLvlSzX/cusKOUcGpo4LFgaXPjnJHKX5NnQBHTEE17UObERKI6bFSV222SuuNyDqLv02ZLUbBMBiZh2MwZ+7d2DkzlFaOaXJtXYGe/qNfBI1wXIzRLs08+ytvxkjoPbNKQSUl02KeZrzDViS9tLpYrXGUu/Dgj6GVsDokuF8b3xYzwvtWx+JCD44iFGMSIdQJ6WoTxFXf456wubh0586dVsgseFmykF2Uh0Ju86Vjz9Sv+bwkjk3i36dWWwVLPWFaLrJrteG2SU2j5vFYGGSW2hpCmtNQj6IMf2+vcOo4Z5ALj7rwFB65Yz8PXdzH+KoP85VXvJLiKx/mYd90Kh+/dh/P/t7zWShz5qOWI9/Y+Oh79aKRsDrzoUaGffasMRsh5dbGdayV4bUzYKpQ3jyOySyEKb2aAeRE2tAMsCZbLnpe2mvGxUVWosW402WFVgStVqypuz4t/eaX8fXOtZqSvJlQasUoMz3NRmShWV7WG3ft70rN49NWRY76s3xo3Xvj/JYV3f5Q88PVE3svedl1Bw/HSD21EHCV+sJsJcn4WEcbavnyBwFoRttpFs+kGu1g96QJ2RtCMVtBZlMQxxXveOsBz/mYX/xt9PfextnPexHbf/pZ/NuOB1A8+vl8+fp9fPuZC9x925DTxjmnjTIWMmsgFVXr8UuxldFcyP1fv+pZUwgMbMDX1e23Q1efIzSAmmVDqqAQb8TSZzVklwCtlsIrnTA0GB59QdvMazu1iXQTY1uZ1ZsLO4ZULDXOHgjtiowuXTjDM5DGaoPkLuhfrJ5JnJJqXBsP71zFZnzlod8NdC5fH74/kOFxxc6dFvaqJxbK6k3YdTDCHGYE3riSVkzHMm2p9HrS6iL2a8meScOeSYNg4bvYZwm6SsKCZbyMimAMZ0Lj7e++v/J8LT+T20ZnUd/7IXz4eZfwmuULuWH/lLMXhpyzUHL2fM7iIGsbwW3kKX3e054UQqwmNLU6MxnbB45xHmpohBR0zUp0ME8jsWU97f1O67UhjagNg0602qh2D2RxrWFfuK4wYXzWRw+lL0em/coKtJwzj0LQV7ThjdkqUi1b7ZBm1tUTip5YcWsME6knnZd2HaVWlK7rI7Nekxr1ME30wgYxfSa0van64SE/mOtCQ6GTtw7mw0JrYP+XIzNIwATIpPG8FSTjo0f8wOVf/SfbUA7wi3djko1YqjxFmKAGftIOMF+ODskA+fXnXsxXinP5k6uHDHLhU7fB8x50Afc+dcw9tg84fSgM6+VQKTW3FUoowiXTJVxtmSpuutQKQ2MaWpvZQtRc9ESW0cIPmSRt99heRcM4wJW1wtbS9cogh9hy/5px1ZbHiYtQ4KiXGhy9B9IaS2p6FKF1HcfrxqJqlTqbSHvCsxxzi0fPw1zhOtezOIv9FjZRmlo/GCBixZvitWuvB8xq2blzZ5cCDKaXEeubIdhqsglGTKNK6YQblpMBcizSGh7TJRNKNhUrjRXNqhrPKLfP0Sh3uFA7pg2DOGFxkDHI3JpS54UzA+SGpRlf273K337lVv7wY9cwX2b8l7MWufepc5wxl1vmi1pbApEDpJVixsY4F0rxrcdTsfEQ9QjtfKCeDN96NJxEb0E3TmM6eqzS2wTRZ1xMaAy5aDfeo8dh5q14X6WOqTcPiIaCgvR6Omn/DQUht1Qra4r6kZUhs2S1vW6ccx73xCff7vfwzre83oqgxfmuqVpPby60Y9AE6NB2Bo7zZFN3YvhY1TkuwOIizHdZPVqOrVlfZosxCyet4pZvXfP5Sdw1JOMj0Dc8/P49uMVTaLafZ8ry0ENlkDnmqn3IdNm0DuMdrdvRTZd551+88YDX+LXnXMzTvuNMFsqMM+dLThnlbB9mjF1jBkUvNCKzCW51r7kDZ6sWVqiWQ8ZK3faEgG610hoiUrbCsVohNnmrQ1M1iQNzNrFB7mtK1xkWLdr1YYj0Qz2twDNMAmXUp4j00galXfm5XhvweL/RoIkuY41eF8KKzksb/slClcZS7HqutvuPFVlbPUnUloiVW46VInMnBywgtnPnzraleCvyC9VTa+2un7crSnMLDzLh2v2zNZ+jxNGl7/GwbxxLPg+l0j15JiwMstZAzhxMQnwud8JIGjOMVYNeQlvdRNMIS28AACAASURBVBR7j4uM+5w2xw9feBr3PWOB8xYHnDmfs6101o01GK0xrTSKRddTUpuB5GvTN9GFVTJhbbr7Ok9mmyUTFgyxmWR/f7+fEk3VK+ceQjUa0/O7Y52EEIeY7isKy3GxmFhuxn4M2ZZza2qOAJb5ErwN0jMGVA7w2AneS6lW28yaaHBEgwxYm6IfjQvngparCPPbaigj0GW1xEw7GruPSaOs1D6EYov23G5175rPUeLIk4wP1opLdbJCftpZ1KdcwOpgO7eFLpZzhWMwW+oNvC72Kc0spKVaG+c3vu2yTa/1zKc8sY0Bz5eWzy91ZRkiwTth5Y6nNuGEFYDtcGsEXaX41qXarXhMqDXruWDjABYg17qdzCJtuitrNST9iS6+XoJBEvEx5BOuEc8RU+n6E2Hr4g0/r9aximsndgO6vhAhpdgHJT9Yeed47xqqOPbrkfRXPe33TcVAGp52AI/HOy7f2RpAELIQNGOlEfbPvP0+cVYlEtrVcCxyNipcMkCOEfpdaWPH1pVsxK6Vhj2Tuk1Hd8ErNuvVxADMUAidYW8JupB9U/usRh1R7mDHqOD0uYIz5goLmQ5cV7vCd7VvYrv5zUSWYOmgtSvb+hy5kzWaLw36rfh9JIqxu0rI8f1o8PR12WFlJkhTd5lhrtNUqHbi7v5dxkKBXi38E7NG2jBKvzFl3nlaJTS6M83IoPW2apZ3hQ/XEdN6pZ6Er2nwWlVBcE+rc+l7RTWEi9s51LkwHw/aaq5SrzXepKlbIywuuszDMwq/2Aq3snvN5ylxZDnpjY/W47HrKqhr3PbTqE+5gEmxwK4VSxNbHGSUK7eG4jmWbtuGLugJnLKSWE/odX+xuQHy7IufyCh3jEMb7LoYd70RqhVkur9zFYfCWJpbWMHy8e0hKDPTJESjI65iYg+UaARo0Iy0xcC8bwdp+/CeWbaINJWJNoPh05ZDD8RzRbFa/J5Q/jm6c7sMmKBaX7fqa9MK6WLsscLj+skvxnlbgVlWrqk10NLU3comroyKIY970sUbunkjb3nH5ZYl0ArvtL3H2P02aj2aUCGy9krupBUfZ2Ir6ZSGe3Rp6/KElStZznI2x95pE/5WltES+5KAed2i2LJw1ml5aebZtWL1eLya9mMciv1tG2TMFxmnDDNOG+VsG2Rtk0f7HAVjAvM8RgO87/Xr87gnPplKHbPwmSrFdw3d+l90Y0PohNh976STWBdIQpjStpdO2lofNNWatPxYADBv540upGOCW0vZh25cSxCctkZIfOCHr2buVOt1NZizubInYN2U2Jk3zK1ust/CINNlaKouTNsTn0c9TOVN0F7jqLMh0zxk8BUDYtl3jYvG4L3Jm0mr5Zl57YWs58KcuJI8IHchJ7Xx0YpL991gq+bB2FJph9tYrZX5MmPHMKNc3d16BvzcqZ0nIRQTA7OaLbbq28nmQB6Qpz/5CdReW3d+1HTE9LQomLK00KDSjnUqGqvS1y8IJiGkMchMk9B2tmyNANr0Ms1CJ9um7kqsBy9CdFFKUwfXZ9VOVm1VVbrJLwrDWoV9T7QWY8nRAxJXWUVPuxHz9zPXZZb0HwpRvR+NnX4Xz9g8zk32Wx+H0IAKaLvYHsjoAHjT2y5rf18xRXHmtf19jvNQ5RJYDaK+aehR0fj4v2UTgK2Ikwbk6NCvyxO1Bysy4LZV81zkDhZK+0P1M0Ji2GWUm6etanxblbTMrNPxKLcGhE4IBf1Y88B20GpFYiJHXKVnAmOdMq43D80WDkaZGR7QZZJVHip64Vhf46ZL5LMVMjxlSMcfhQyxUSuQFYa5Y77MWCxNUBvLsUtc5NRVa6znWgfNiTDOu4VLO+ZDSfNWHxZDkjGk0u8PE9LYfTm2kGkUzbc1dnqVWnuYZqvszl8MupTYahU32Wfv29nfKC62+sL46M2IHXdjOBbfdbbu1/rJg1FVNcq+yrPf59TFGHrauJQFc9dw0hoffTGazKZtOm01dzr7K1sJjAtHMd1nD7R8iB/v6ARVTRUe4sGqzsxlGtc28YF1IAPk4ic9oRVMAuYiDAIvX466uhv5oJso2hX9oBN6NdWaiqYxbDHzncu0VYi3KXChRsdgrnWjRmGZqdzH+OGCTVRB09E3diDEhUO4I1MbyG1WQc8AyYNBEicviR4ONc9HFKvGY6Nx4mP4yGv74K/otC6al526Pirsewr4A2W0gHk8ah9TcM2IiEZI1YSHwLrXzMK9eGiLnJWZrXhdWHEmDcjW02+BEAtpTfLo8bDP1CBz4WHtet2fpd0X63oszXybnrpYZsyXrhMte7hlteaGpRl7p74NccZ09KqJIRYbj0XPawD2md2IqGtocMELYtuz6Pnzdag42sskUU/hYCCNeTBCSHIUav+M8//P3rv+2pZdeWG/Mefaa+99zrn3ulxt3A00AiXhA5GSSET5nm/JF9J2latdtik/2o5pmm5EmkQdghBqBYRQAkjEQMeNaZtu18M2BiJFipT/IImURCIJATUQunH7cevWveex915rzTnyYYzfmHOfOufitqtdrlt3Skd16p5z9mPtNecc8zd+D8GoJjOVw0WTxHINAKJg5zrCQ1CWzteHKCM3Ym89FyTjljkSSfULihUqcs3OXQCblzeY+n3llS8fr00uoQVRzjIFIXSoU4TezZWeIK2gFDcjm6vJ6nl4sx820izbNtwE6R9UFGFFAKCtMXg6n9/K8a4sPo4itKfLUK3U7T3sFys81lmM40FDnu29MOU52oQdziu+kQI4Ysavc8LLj3FDfeGFF9pJoOcqDBs37fGJXYu7gi7BOqdUlsUQ+8NJmrqEKhXl993kq+MJNLmJWBqxyIAljbYAFm2uiq7vZx98cfnsXHHsGOg2zOE2iMZKH1D9pNZWo6aA8bePViwROm7/Zov6Uk0tM2EIDkxkN2iNrInnX/r0Y++BV159DdkheCuIGnqhsJPQwU9XqvZaqvfQST68WkyBU1WxzoLZ38jKC9enBcgPZvQHCc0r1JNncLEy19LzQ0USa5sk/5yHBGylRFE8JDmSg1OpdeYIAm9ZImMP9wte39lnu3bPHRYel05OXSUgMVKgLiZpH8+ww+rW93E5m6lYT0w9QkU5/+FzPw2R+xLFCedf8MUWa7MOhkRE63I8idwjop6oNR4faEoyqugCNaUnj+c3AeRLrOMwYx9I214UaFkxN4xolfLvyOcQsUiHYQ3NK28L7zBKDXJtBRrp9tqONsXi0izqpTukiNqadLqilN/aOteLFVmmOIg8nc9vzXhXFh+AsabT/twslsct6umzuCoN/s9wdnYtZi3uFXFGbdBgHlGHDYoM0eagBI43/eKQ/uPcUD/04seijUJ2vlmhj24sdGiFSR6CaBloBKt7nyhjFoNwU4c2wL6mYgqSnZ/QODeJMHCISCya5HEYkmKnPBZaNDGLImQY43QWfBC+dkdRVglB+mNmC9EQoLVuRBqxEyD5jdwWbXCu93Z1ZXr95z7507de66+89hpeefW1IOhShUMS3iYnh26B/dIcI21D6STD1b52Sw0DMhYogBUgZ2MOH5Cn43d2yOHCTvF5wFXNeLAv5lqaG8eDXh6KpvxqpEP7jIlkbQZpXILFis7qapC76wG/9+4Gz2xyHESmYkUxU6aTt1DJ2Vo8p4jeG9cHnUy3nuc0SjUkw7lfomrzKDdkAPDCfDxpkQaZ1uFUcAzNz6c24upUvSXRoZ1GBm1kes7fpRr5+kCDwCphwQ6PKCjJ1kKuQwp0BUQKg7QjI7Lrn2GZTSHToTsWzZDMwdRbzipiaCuY/dJynRY1pIhyfwCh+GuoaG2cMH9tgyAC/XKSVqR5bo2UGWm6urVl9HT89se7rvj4ymuv4VAUq2JQJLSiru/goDk2u3XdOzSZULf3jNjpVfWk1uqg7TD5CLyQlNVtcqvIE6ya/uKXX731dT338c94de6Ix/os5J4cmldAtQjpgDd7BrfaKS+gzmpkVJIpSYYNiS4QZLNtFoNv64RcJ5P/zfvmDQAcnchUj5nwxSd4FCOS3GTM+rdThRmYobmiAgjpLI2F1P8tLXtskxPwfEEwDggib2OqRtaFeHbDavNYxINeLCTS9ZJh9s5ZXDCLg7bTQ7L3uMmC7cq+ACtSVE2GLY7WUCbJE9W3rsrT09Lv0PjKa68hP/xNQzBhPjbMPtoOCWfuFny6SmEWtvYCM/gMYp9ji7SXQDl2M5VjRlZ9zybj33xmxB+4IzgtFk5mc0uRxRRsJzIHl0rHE0xohxPBzSfnj734k+Y3sn9kXj7OyQifjbxC3dwxT4rx5MhdeCpGtlSfB4uYKoUETyKZ/TgikodU1RUj3UEBcPk+20mlxkHsAPPUYeEVD1eP20MCNHXdbYTT3LghQsVL+ByZe7HUAt14Ivhs2TG5Ts0Yzden4Ih5O6xvv4ThGfkcTuov2hR6Avi1GI+4LCS/psv7T+fzWzDeVcUHb5hN2SGdfxuyHCLLpKibZOkEzaNJKocNZNkbSatMoYSYMMRGSj7FWgq2mDFUy18gJMjNizf3a4+5aZ/7qZ+1RMzxDAtS67emIWKk41QANPIUCZ/SYqj5d7vFFkbtJtc6C7ZJsZbS/APQ/qZn2PP0x1wZ+gbwpMj3RnJcnxvBgoXrHlEgIgkhB+YixR6xa/BRFzvFuFeIBX7ZZjG6b0J/kHwcx+Orv/orDX1xR0T21amooTcJI7+TNCv95oWAKIhIVKTdO0/Zo5N+OcgXeLpgvbWD11N9k5039/D6vmC/aJCvx+wxBOnY8XNUa0us6z5aLmyxXc4Vjw7WPqnQQOjWg+BsAPLVA1Ng5AHn6QSHxX4nCo95b5yB9SlUzAxvm9T4F/JmHhHHUPZHwW00C1zSiMNwgp1mQyGiEGhzi20foKGcvQtxpOXy/tflCGEgghMEzu5QQyL4yhG+eL6qeEi+Ol80U6z5RcUelWc3ZCl95ZUvuwJv1UwROxm9XYzuexgyzAPg4KZr4s7HXJO5BqsieDgFjhJfs4JnW3oQHF8bR12YYyNPc2DesvGuKT76GyVd3jdvjvUp6p33YcJg7PD53Cbn4cJ6g9OVtTfKBOQxUlfplElTIm6gJGciDbEpbrK4dbJgjRl59/CxeTAfevFjMQnEe6ScaAA6FcwKGMbgaCgMul18seHJiM6HJ1mbvK7sQ9WiwyZirhkypU4m02HEVCxnggv0Uu15DsXe/+KnwigEHP04ktv671TgKOiN6AnbNmS22xs1rgkXklVqCAV7s2wNQetjA+K++qu/YvLkjpRKhCVsGfz1SifFJOkwy3ExUVwNQ7UDyaoAIogOsM1MYEXN0yC6t3b0vC3d3sO0fQbfdlWLqmI7CFbXTLeCBI0Guc95E1yNCrsviVhRQTK4EmblcHzd3sO0uYc36hjtknvrbGjqvLfNyjkDgQJ0fIdyW/VBPkQeouigBHdxZKVo41wRpcupWcQL31+3Wff3+JuCIa8dNgDEPF60tW2Zs7T2+SfdNWXeShDanbwejqhsDd82+JpS+53gkVGhkrIhwkFm8+KhLKHW6eNiOLdHP6wwcypepzuc0rZgVfbtc+JXtK7G4Iuw5f7UA+T7H++K4qNPtJT9o4BE6+Ye5ryxjfPgaY27h8ZbcKtgWQ7xONGC8NPv1qV3I5wE5la9kyYnntmk2g6CVdkj7c+tpwnfEG8ZL7zwgvWw9+dIh3OX3x6OZbGdGyoRBTqODtJeaxZpxkcRvNRkcFeLFRI7LyhKtVPVoRjCAzQTpkLOh2/U6teEhmBEMnYLUzUr9qUpVoKr4aMnnDLOe+ncFCd/HYvaiS1TDpgp37Vr8TjE45VXX2sEuNrJdGuTDjM0b/L/EvlYOcIBNDiWnI6laihzSFRlewswzget5HOyzez1fcHT8f2PQDwAU7XIGg8PBbtZHcEyWazgOKelOh+ABModVtHK27jV+snKWjR31ilMAHOyFmpVL7yrYL9U34wFd8Zkks1aUTd3rTXifDBNAxax59oPp0dGdm8aabCcET8QcMMEGg/qZJAIXUzwotw3Wm6stE8P7oWPydViiydV873sqkQ7tC+M+H6vFiNXX5fvm527IZBxOEEKlYqZfjWC6m0FSBBAO18jtpuiHQO4x5En2Gq1eU3UdLoyx2O/TkRzDHGWyJ6aiqX8mqJliKC8CKajJLjWKAYLEpY0egjnqV+cJWzYn47vbbwrig/AeRlXD5DPvwUpk7U3VicoVbFR6yfK4cJuLu+1SpldcbIxfkFVJNiC08hOCPthIhC7pbbNKzv5bD744nKKefsMltUJfvXl2zkgz//RT7W2CicviZwpR9w9B9sEAgB1OeqFFt/YmSq7q60dNPsJijXB3C2MfcuEiEWkvEozTyIRj88F2ALANFkLdbPHmP374v9PfgSLE+u1m5Kmcw5oLZPZmP+DX//HFR5f+LVXrG9ftLnHzntTB/Surs4nAY55IENqPAC+Nntv/m/VFn6ejoHmMsnN7nI2dIgOk795sTw9Lb1Fg26zu0WxX6xwHLLgZCWeHdS8b2JTgv137y2WqoqTlamTzlYJ22xmXNvcWmsAPOXWiumKVuCcrZLB9O6hwccHWjHA+5veMT25uh/Pf+wTdnipjYA6OIdsncUKHFeREXVjW+VQrADYLRW7xQqGqmYZT2fQ7B4m/J3d0hRkLPR7Tge/J4F+8TWwT9+lzJjognTvG/ADmQxhQnjjoMKm8/CxD9hlvE48tTU0RQsHdQkiKn/OQEnAiwscf+6U1k9+yLpaFI90DBUdgKO2jJQl2q+7osa3cRMyaEW6evB0Pn+P44kvPsJ4aPcQ+eLb1rMDoOMppmoSSVRDRHT7Hs9OmSMMCclcCpmICnSwZpmCN0BPjeJEtzEL1kndLXSGphx8jr4P+zgZ7nM/9bMmuXWrYH5vb6BZqw9JujaN5xikIUh1Rvx0Lfw1VQs9NihVA9pNQaIZCxUOVcpim76e6Eb4HnQLDX+XEtW9L4CXc3X5qgavhFLFg7d7ALZtrC0UcG5dbuwfc3zp5VcDpgb8ROaMfn6FIVlci0YWNXlm45hw4VoquR8ayMbgvwv4Qu0LGdU0+6VdP25mTxes7230mS20yGZRaJwd817hPbz1gwJNssRPw7znN05G5Wf/7V3B/YPxA7I7gDauiMtvpWBMRtaWZW8tCm+RAB1vAu2/NChL3gq4jfvFVgGLi1FatsmEIUIXWSzsFyuI9kVx4VLdqShmRywOPud2Sw3pOP1sOH9nf5yd//5uqY4CtiKOxTPQDgqUnV9MFYeusmBLc3EUdK62yb/4k7fMV+mSaDsVTfzM19qYr95qAeBE0qGl0tIPyeXHjaPG1mpDLvk+OGfninClJcJClcvGeWeLwgqfYdMOhXg6n7+X8UQXH327JV09gJ6/DlFFOX0Wy3hmJ/e6IO0eGIRXHPGYroxomlfQYXO08eYkjTeQR6iqw3i28Yo4sauTZGleQddnYZDVWV1AYK2B28ZzH/+MVfd5aPHQlJ05wpGrTTikAUs2tnvpPtosDbngqT0Itrn9Xu3+n5MUYGS3nZYOSysuqrYCRGFfPFEyIZRwrPEp7GTKQSUOWznkgLDg4WsoDv8WdZRJ0o1GRRxfevnVeP6+tTKpwafR585j/JxoTv+5ENXgCZrk0tJBMiT98TRKJU1VHJ24LyZzozwbE+7vn/I/vpfRz2fAlCSHol5E0DLdigRx11zexUQJFxmi+N44ysHp/fBQ8Y2LCb/+YI+LqRxtLpRjZ7Hnn6op32ZHKshrYluFbbkR1iocOk+MPgfpTcM33eBueOuEr5GF+t55KhezoRCL35cxJ/3hBO1gkcXcTykl5iFp4+6tEbIndB5u0uCqiHTqlROth9SjPPa6WPxEEVQVu7kGP+5Nn+nLv2qHiWuIR5iL8Ys/dw7IETpC/gpwdHiUZYqk3pDWp4Zk8iWVqo7IthZdcD3cnl3c3l3iOaVFUDz6xvH9+XR8V+N20fUTMuRwgfzot4CH3wJqQTl5L3bbH0EpBoWn/SXq5l5z+nNOSB3vQVcbN/2hwsFOXCgLdH0WBMVtZ+OnQJBOacqjeWxMdO8/Dt6jzQKgTPjar/wSnvvEZ298D89/5CUANlFlmaLXSZMhAKhOzuTmB7Tvi7/+6H/6xizebzEpsEOnqu59YY/BpEtDeDR+DtCUq+VH9JwQ/u1UrH1D/5SVc0MG51CsfMenNPlqNoVBKYjAvOy6fVXFoQIf/8jthccXv/wqDotGoVUAJAWkl8XUDubViuTGQ1krUh68oJD4PLO/EL529WJDFZj9vXFxz1lw6NxRhyQ4LJTqKrZJsVpn3N8XPLvJt76Pp+PmMVVgFCNK73yD4727XaVIRR6SuGqhmjGg/y35UauYDwmHxe9rL1zubVZepCuWNEZrko+xyiO0NAI1YPM6o93rpeqxGSGlsQoA6XbJi9jJeyqKIaUolPg8LMqLFxnpWhmzGZgibfeeDu2wQxRQ4C3TMgWp2xRdEigLi5jq6ADneEJT0/D3iPABrW07d6+5f+7rQ/Pohz4xfh09i1KGeIFBXga0AhH85gTejqTaDoUriBqaMo6AqjQfJkFXzPVrmXn07Bcr3EzenzCkwZCWwhbtEO0ercX2C1UM9/85lmd//y0f6tNx03hikY9ot1x8B3L5ALq/RDq9axbpsIm5OjxqLqfL3m6kWoz0tT7FJGMQCLPAf9fbMZ02PAki+2QQtAhn39SKNv5CwH3VC5XDhfl2zFf42t/+6499Tx968WPudGoIDfX9i7Y+JtBcTSev5pVqFH+c6wsB2yuGcDRnz+qFBk8LVPkcPFb8sPDxDbq9mEpwOZIAS2l9cvom7BfFUhpaQhShArHQ8vTYp4CyWPr4R25Ppn3ttdeQxQi+QYANeFkbJwZo8C4VSv59mq5MlYQaxRt79VU1CKZc/Amxz5WLsCkCOJIgPEL4vKuyx4lT85+elr67EcnTThjdFTtRF7WNcZWPN2EFbMNPY8wNtis4aJVPEvQ6C370bIXfe2eF96wTigyGLkxmwZ0T5detjQm00zSl7HwsqYv5YOgx8ZMb4E3jQz/5YewdSeVaQUUZEVbAULYxGb/lzImy791m3Bns/h9SO0CwNUXEkvlEk4zRLp5rO6j0luUs7BQNORhzMvRDGtLHdk74/1Sils187aaxW9RQDnI3lj1k7gza8sozX1YN+egluO7gipSsiOkKPs0rk1NL6aIQUmRH0cCwR6OTy3VzMlRM6hJGbEhDKB8t3Xcbpm5s+zydz9/9eCKLj6Ok2gf/CvXiDaS7z2K5+6PQYQzr9AgiyyNk3iPNOyNzutqiqDqZ0KWdy9QmgaSAYcX7kbLsbaINY7RdDmkTvApO7Ar7O7u5i51AvBXwtS987rHv7bmPf6bJ0KT1tqujGqYuQfychQ+NkFhYLBXYzdarNWVKI3z2GSdcAIF2whFw0raiggQ5e3/qYWsNsg3OibZFic9z6a+jcUeaBwcXzJwEH/3w7RyPr7zyZdP8pxZQt0oSm9IR6NslEgeR1fvIBtuaa+Pe39MqtRMtW0Gq5oBq39tiXRVRtAissOJCthmaXFfTgK0UnM9P+8XfzeD1WbRTYMw1YPPTVQqL8/6Eu1BCrq2/n1MjomZ3pGWNO+aEZ9eCUxyAMkXBQhQhTvxKFNM3KWmHkKrN5I/zNAviEEK+V71lMwZcOebtSHKJ2NY7WbWwuLMxR1uEfK5JU8xb3r8LUU708w++FhzL5XujrpDydkUM0Fot2bkp/GJEgaEhEmvIxWQ8r5tGVTtAzXkDXZ+CLqZsfVPpx1bHUWsGaG0ZIA57Mu8ab8Qfq63BGhb63RnBChAimH4vLa4YakGWkz3e4cKeethAxzNDaWrB8K3/F8DT+fzdjiey+ABgroe7R9D9JWTcQE/faxkgkpAffcMlrKbtFpfZqmu/6/YeJgzREx6lxu9ILca5KJMXJHu74X3DiuA3l8v1ihFDElofVQ4XTQMf6bXrW5MvOT704Y+EedE6SwShUY3DRdA4KIh+8G5W7ObGp1C0zR3gRmmvk0RSbpg52Yk+S/O+cC/Ao4V0qYZsTKUePfbc9YED/uWiDQkGPdeonBoqAgAvvXg74vGVV19p7qr8/MUj0F2WGFbLVVv/uM+k8ROTphxQbt9+WicNp1WOJAjlAE+LBSkWsJyMoJrF3ksSwdWisWDeWaUoQJ6Oxw9eJ6ot9osVuWNuUlgqqiiLFTRPjMUL3blQ3aWOLthnWGrbVJUE0tI8P7IuhiZWu3+NAyKugjlOV2WBYQ9Ww3eHBYrg8aRTVbYBGqJg5oCmxhmxHDVbiMJNtald9qUVXNdHoHa18avogdHfjT3vKtow3ZpQtbVdgOP2C/+f4+d/6qM3vtckEp/pnC28U9dnQB4sqdpdqMMO3WW29gKcH1NmQ0R8DQi/DtWmhJmusE4asluuDSer1LhnXqRFyjaaA6r6fdGT1BUwHp67UQNAfvAvb3yfT8ebxxNXfAQbfj5A95fAsILcex/q5g50tXGvjcl+7jBeOpwDgGW8bO9hkQGr1Ex5DGozRnUdt1EsyLK3x5p2R/C9zPsIRCtqi9u+GAchmPOUg7mrn8GL6/Ck+OqXfhlf++Lnb32fL7zwgi2uiigkaORlffD2fa9W6U8+XCztJGjQ9Xjta/Cvo0WF/5Wun9ydOJkqqdo28FWW4Elwovcs+jFLR5brEQXg0x+7XU77lVdbavAcxD9Em4ULIE+tFU5elSHUCWFyxrFMjUujrVUTJz4y67v3o6ABnf3OJkv83eQbHkl3k4yBvtzJT9GPx41on4qEKmG/NHIgYNf1sLSNlrJzfiZzaegex1Sb78wmu6oJiMKUmyqlutLB+aF0uqGXYNwJL/5TI373arhFEbyOm0bvBTIkc061ArqpXs6daLr398CsId6Ph0VxNXfS27mG8oOIxFzbb58EsgAAIABJREFUAYSKFz53jxYVbcgKixTBtbklvbeQbe5EQ4a+CunGF7/8qpOEJT7HOW9srSbvo8x+SCwN7fAMGvDz0tpQbHp0+KA3kpFQ94FijamtweSqUck2JmCo19Q1VNs4+V8OF2ZClgbU7T3U9akdINPTdup3O5644gNwB9PpAhhWyHeeQTl9FvXkGc9E2Tt6sXKYTt3Bbo26voMiQ7RSsi7N1a66jt8NfOAJrmH8Bfj/W+osJ2JVPTp5i7gstkxWmQMeitYl1PqXijzWjOxDL7wQCwjQNkNG0R8WehnwRNgWuyRNnTGk4xZJ6RaRHCcBP7V5YcH2BmAoBdUFfJxValbjVIz09gZzZUpoe030Rjlx6WNOgp/5xIu3vv9XXn2tXS+XHmcnpopvVmzZAIgMnqmaDFFVm/IFaO0YKon8hLyonVyr2t9XtRPxyv0XxJENIlCU71mf2U533EwunaewwGBc8x3Z3/oenw7gjUN1wrRGYc17E2AbQ8PeXtBO5cVRD7YE+kEiefb7vyjMdK9KkFa3Upw4Ph7JNsckwQUy/oVtZv02yzWAnjTcg4P/dEvxkZO1klZecABNBWZyWkNqpHtMugbvlhqtT2GbtHvvVO2sXfGyzi3RletBex3i3A5EIF9ftLAA4btQRfxsKjVawTcVaQDCGI3hksxFKjKg+pqteWX+Hcsecjg3Pl2Xvmtt0o7r0bVg+n9jIWPcPAF9k7I0CXGPAB3lwADNKh6wdd59ocIFdVjbnlLrU/TjuxxPVPERp6Tzb6K+/k2gVtTx1NotdTEi03ywytpzW2TZI5JRB5NeJvcQ6MORaCAUzph0w8ur5r3h5jeahiB6MnOA/JBVgsli0aMezQArXT2ATJdW1AwjltXJY6W4L734k+H1AfgpsLTWSu8omiBhnkUeCyceixSiBTwJJGkIRt9e4SJF6WyLpJbIwuBTc/FhAcJChlLYqs2GvHk1AD/3yY/c+r5/6Usvh59GUbQCAg1WBprplwIYdImiSYCjwi3gXMortR5J8/ieWWBV5wMlYXZE49Lw3PVm8qkt9CxO1P0NsEw4FH16Wro2AsUUBMkZANYOl28Ha0UMvkluBzPkOgobgxXdvIfpATIS7es+30Op4ZtBRQwzSiZN0XKx12QFx1H94PfgVGrXnulehzYuFVGKm8anPvrhSNclOhJ8MUUUHkQ5iE5UL6ZO3TDNQvXscU6GhLNc7RoNzSCtl9uO2VoR9D1J0tJhw3fEC5SeIzYXtmH8tVb3w/HPa7xe9fkwpJB/Y+sV28RTBXRz177GbXAvpMytVc311/kYRlbdh7U9P4/IxYKt30nQ2jhOWB5TO0Sof17xOyxAlkO0d1Am46NMV8fhnuSo4Cn68a8bT0zxwQ86Xd5H/c5vop6/YVyP0aRZadqB9r2AIw/TzqrWcWuwGavlWqHZPDPiRqd8tnjS4nR1DPdpBePuNQ0RO0+SZaRaklvAOOs8RKumQYyLcQ8W45Vk1MfeyJ/86Iexm9vmx1ME0AqK2NiHN59wFI1/0ch3x0hF7ooGnjiTT1YS93iKrGgnL6IlIjhyneTvcqJzHa4KfOaPfhg/+4nHFx4A+/8aCwXVRmwFEQGZinkuQBIyKjbZWO88ydEnQMeTxmyXFrVNWTSzWoDWk6cEsQ8RPMqQQDt1stAjosIhtWCjTxesfvA6vL4vWPm1vpiM60HL875wYEstWiewImAuGifrcOZNDJ1LR342Q2q+IDm5o6jnrLC1AbRDxKIsou37h5MZdeUk0SbpB5UVRTWK1S/82iu4aUxsgzjaYigD53R37wCdb4d9nbCo8Hm24Xz31iKLoLkeq256YmkQcv26Dl6IbIc+VFGicFkl8xA5RmLs+tyGXlIxN5WGyWaxzwYwFGq/vmcKxc7U66gAcft1db4HJDW1YW/n7kiyJkO2yfnqEVsWWXNfZHZmZ/3j6XhqfMF51w6TXU5OfvibAJ7O58eNJ6b4AIBdUSs+zt+AbE6gJ++Bjmdese5DRhuM6vkKutqijqcBs5k8zm8gbX1eIZdjGKO10qcdAgiyE70HElrrYswpesc6WIBbcdthe97iUjG3VAesvwiTFhZ9fCLuZ196MSbMUhtRrD9dsS9LyFRhr20O0llzL2Tvlxts6hANa7PwfR2bc/XPmdDQkoTmlGiyxfb7fYvqj3/89jYLAPwdX6yvnyQPVUJyzNcw1Yb8HB1QyxRFVCAbNy0yXdInNwIjJ1qBceUkyLPRfp8oEb/nJrV2aWJRFmRusS3J7h+tFhv+tP1yNF7fF8tokcY5MFWRBnLGIq43z1tcIrtU3uOdJN5RL9qRA62Y5km9z/RRN7FSbQX6mK0wJX8iifG6SGwlWTvmEVLIvgEEekFDtJsGOSq7uVmg2/tskt/B2zPGS0mBMLQiB4EMct6zbcXf618X5461QhCKsTHJEcLD4opoyNrbj9ffS+oOM9fH3/jiy0Ho7T2AiEqQEDyVir2sMW/uoW7vHSvVnF+hRLfT0Hw/iHrwNTELxuWyYRAmx5tgz4fpDcyUaz3R7WG09PPJZcF5sL1kbdbraX+O4f4/v/nNPx0AnpDig9Xl6e47qL/5TwAA6c4z1jNM2TabadcseA8ms9X1XWu3rM/a5KoVqJYhEta+HkBE+C3imMvSTszjifWFZYgTwZgFaynhchhR8WhyPEa8ozhbe33W9Rut+OhRgcfZsf/xj78YBQYzDEik42bPAgLA0SmeyAafazu0DdUWr9Ya2To02/rEgp0T/vaLttZLQnz1zqbrwWDdjSdkJrHX8tmXHl94fP7vvmLqkdRi66NYqnrURuGg7XPxNgcXpUEXnAzSQvhIOCWEmobIf4kNp3tccjyWCm/BSPTX90unIKrucJnkCFVK4ielYWxtOw+yereflvj+N0PzZCjk8QDhD1MUITfn5mc/a+6VgBfOuV1/tkRYHNAzg4gIPTKKNNWLPY7dB7yViWRZ+9A3YUcfmMIMoCscWqG+6VJ3bxrBqxB7Pzs3zqva5jCRn1WS2KyBhrY2bgyQ1drIg79Ps4gXbLOlbQuAUWrYvw/zFVbTBVbzFYayN65EncyMTzxY0695FCtSsc4J60HCB+T6wYSDj0GHZKAVhpAUyIupkYzrclGSt8zXkeWiLDh8HmkaIvdFRVrCMF2hi/Hy1NvdGdVdqRv3I0i7VbCksTmodsiKeP4XAOecVGsRre/E8/Dw8m6fz7eNt6T4EJH/SET+sYj8UxH5hRt+/gkR+baI/O/+9em34nmPnmO6Qn70Dei0h5zcgb739xhZydsi2lXlkWq7PrVKVVLrAwLWBiG05//f/tZzBboWDlsyRBMIk4oXFtzEQoabBkyU9vUR8h4bXTd3rEqnfEsasSuLscRvG0QOqMFndgV7t2SfZ2/NFFU/cdjEP1kZQjNXxd11DmJab7/MxY//z75y9rYKIWrBcbFDTgj476kRV/91hcff+OLLwWFRhfsgHHMyeBKNNo9fB/qq8LOS7nPjCXFRtMIDMBRCq51sDheWputGRVQH0W7d3lvCyUrCHOpqrvaYDhX3ixvQCJGaXfmShtbCe5vHD8N83hV1QqJGiBl9d3gPna4SRixYOxnyOrGR9zoLcBarVHOsB8G9dQ5CKOAkYf+eHjcXnkFEqXly2J4qECKN9hqOJaiUASd/PfYc4vMs3UrG/NlPfCTe53aVghTe+w7xwFS18Yy2Q8JJNifddVKIWrCcpgEHbSjtTjN2i9mzPywDHh4K3pgQlu2PZINlPMO8OglEN109QNo9RNo/smJm2WPlrdipImTmm9zaqreNKNxKk/qSu9KjLCLNI0jRKdPKZBbnXrBHEu72nrVoXEzAgt4uFAUEA9Lh0uZ2mTDCDiIAi6JGhg1vnk7mGz4iHE5EnSqwz9vYU6D1afLtY8b3XXyISAbwOQD/MYA/BOBFEflDN/zqq6r67/nXL3+/z8sRhmL3fx3Lv/jHxjZ+/+9DPX3WbgC3Q4/Xuz8P9rMOaz/h7o1kerhohjZuJhabA/9+3iHtHhop1F34ALvxJvpWecVvaoZDwH1MeORJQdi3rNUKjvWZISgu0bs+EbM0863besWAFSAsEmj93lj57bQxJEGpdmq0AiIhwU6c2yGZx0lODulKLMxs6YhDltmfZzMkbD0hdLtqJ8nTVcLdMUfBshkk2jYJj5fS/o0vvozP/crLTTrpKEzf8x9SU+mwJcKT4eg9b6BJp3u75iQdPBz5EO6iOIzNdr9MyKitj96RHqlK4HUr3p65nCt21frMA9s8zg1hRkcsau5NkPbnR/f1D3r8sMxnqklohw7AiMgd6jDogrR7CGalmAy3hh36yj97kilPnYTBduOYBEOxInPR1i6hQRczVHjvjzphKPtmGObPU9U++3VO4QYKdNLvjkPAezbBOCmPpoq/9oUv33o9yLEgryJJI2nSsLCo4mS5xIkebJ5IwsWC+OpdUQGECoXcmU0mCsPDg/1852FzD8tgGTZn77e2dRqMGD8fkK8eYFBHdtHsBQKduQX6UDRUtTccZLps3y4zzo+hqo+minl14jyQMR5PXBSgwwZ1dEfU8AFZOnXMZIWHB4yGLLcuzpmxeyUn8tQ6ov113kfKzZNkOWAqxvdBGqCr1uLp7+uno423Avn4DwD8U1X9dVWdALwC4D95Cx73ux7p4tso/+qfoZw/QH72R1FOn3VuhstgnZRkJmFL9O0Qi763WlQdlptbwUCyKW9a9uWHDXRzB3V9hiWNXrnbjbxKiN+r49YgXjWJ7gAjMTI0Koxz/LkOHcQbOnS/+feFkdc2WUm8vGl86qMfNlVHXcIunJN5kwUng5kV0WTHyLEatuRcxOD/zp5xTg0F4eI1OBxNWfHG2fWbQEmaXwGlkBtHTT72GPOwz/2KvT+eoKo2ToXqcbBVjw7x+hHhEa3HC0jfWkEjgBb1E1QsSDUKVLjWn9dRgIDqCZ0P0lwoyVMw+SEArbFAA1a4jYSZtVrPmqM/Vf3gx9s+n+Ey9yQI/4ohN+k2peT8HKVMwWNi0io5C6HqSm4Ulw052Q6CYb5Cb9XdK8DG1NqL28H5X+R/uJmduIR6lZoqJcG5KUAQj61obsZ9nGMsQnvPkqPL4PckERhysNjquDsmbDFbu3l9ZgWCower1AXGpWOfEqDN9U0WV+40Xlpct47bIXBeS97gKm8xnb4PdXsPOqwdDTnHMF2Y5FiozFF86qNvPlh84ddeOUZAnbBOm4CqThxPJINaYXlwI8IH+4KdZrM4d4sCTUMzAfM1VVdbW+M7vw7UGi7WshxiT5DpColOqF7wJDT1n0RuzODZMeyrpnCyvVMusPJilvwQmQ9Ppbe3jLei+Pg9APqr+xv+b9fHcyLyf4rIV0Xkx9+C520Kl91D1Is3rIAYN9DV1uC4MgUsJ7VALh9YL3DcQldbU7OQTOQ3la7voJ48g+LRysF6XiZDPJbm66GSIhMBsNNPFpPqUvWCPPpi4DexE52OMgjSgEMVzBWhzgiipm+ul55c2dufJxH8rccUIB/98AuY0KS8AFr7x01zmNTIG6EqvSwaJ4SywkEXDF2GDb/4OAoEO36pGi2RnhjIRX2d5faIbRi/g/Bnf3YyKR7NyBAKhKUev+a9EwB5HVl4RSJq54ZKdn98HuOJ3Q9BLGscH5n30a5hro15K9i9snWkZ/QNZu9+IureIavUECPAi6Xs99+wProGb9Np6W2fzzLvm6QdRDBaMRvx7mlwf4W26TJQkEXx0cYR0kpPJOXhxIvQUSqG+SqKTMDvDff7KWJzqZGa7bnYcuQ9nr0YYcsg8ou8bUgDsHNX79zCOQVg99jl3DxBkgCjTjjFAWn/CJCE+fR9gYiuszlzksdV1f1HlsbXWKWGgljrSP17DS8cooeAFVNJEEXYNtu1VQB1PDEfJSdaWj7WEryJmwZlrXz8GteNBFmT2rLAJ/9jrgiDud1c8fBQwygQaTD0E5TgjmGP0BPITVF4CNIpLdgNpZgh01W04bgmiLdf47EccQnkO1GxuIPsHh49p8l/d0f399Nh460oPm6aOtfvuv8BwO9X1X8HwP8M4Is3PpDIfyoi/yuAP3w4HL6rJ1cAaboEAKTTO9A774sbLB0uDTav1Tw+VqMRR1dGEM2o1/r87TmTb3oMipPpEpoy6uYO6h2r+i20qhG9glYwbFCSVeOLT24B4vRRh40VJUiRxVCBQE7Wvpixr9yUKO19c2FeZ8Ev/+rtLZiPftidUL2NE3I1ZtoAQJmC58ETURZEJgLTfGWxYs4yDqbgRUAsB+XMU0W5YADNd8BaPM119EMv3F54fOnlV1FVscriXiPN/dRcXJs1dNXGTregOxp5dWqXrtAgcSw4F2ioCdsvyt/rfj88BmALnCFQrY9/6LwderM1wtC9dI+TLvvGqHDuhzPqZd5HC+9tGG/rfAZgRUUaIjbeDKs0eA1EFSZN0PEEk5N+ixfkQEPIBAjEgpvhqHaQ0JRtg1IrOtLuYWT7AIh7bhGfx2h8jp7kHOTibrOm62qvJGGxvC+WdWKk0rbJXx+9tXrwrQ6PTHUnKVq03LDFr01BciWYt1z8xE7PIq5DQ50C6alwHx5/bpJB+3+PDgrbGXWxgl8rFhkwr++ai/TVA5xkxb31zanNfaHPYrFvzxBFZoEPNLsAWgUAVtgdSrUYC//bvmgsns0SPh3VDOMQvkqHa9wNL0i1mcVlQch6zQJhMMTFVWoNaVkHmoo8muup+5OI1qfKlxvGW1F8/AaA/uTzewH8q/4XVPW+qnL1+TyAP3zTA6nqf6+q/z6A/229Xt/0KzEC9ThcoDy8DwwrrH78D9oPGWcvEs525lK48lbJaQsN8r5cmpxE5BOUltkAApqzk/A6WjG9rDPMcfzv+uJlSNLULMk4HztfvHoPkJ5Jzz707AscYUzAFpTkktcxWy/4cSqYD73wAgZUrIrzWhi45NkyXGzPBoOmV2WPYTL+S4ZdD7ORv4RMlwGzyuHS/3uBMQkuZzMxioRfN3si+Y4EuBceU3j8nV97xTJqfEGmjDV3J6WEnlAqRzvjxVQAHGdWMHvjeiHA0SMgvUvloUqko/b8Hm4kZojWSIDMqJiKugKhMeenolHIhDusL2pWPCHgW2jFqBPepvG2zucoaNMQ0loqpSifnou2dhm6lFaff5TE9mTiQMCSkxS5AU1Xdkg5nAcxXQc7GBB+55wk+XQqdjJe+9xjrsoVyZpTDfVXf6uFjXdRXE7VOVkJm0Fw0/i5T37EDLCyYIsZ+fL+sSLO15IBFVspdu/WxbhJ3uLbJiue7AIaAhKRETCUVrSGtFgOF0eJuKp2wEHxyIE0tCwkFj5ONBUASxpRT5+FzHusdg9ufF+HouGGysIqnJSd+F4UuJprhPtRIcYWUO9Kamm/XSubbsfeKuN7j+LAiwgLhPNU87pE65PoZkY7pAGtDV0V1ipnC9dt13U8dafsUysMV7R1OE7bfTpsvBXFx/8C4N8SkT8gIiOADwP4h/0viMiPdf/7RwD832/B8wIAhgf/H+r5A+Rnfhf09BnTgl9XDPgib26nJwGzkqRoBjXiEO4Y5jOlaiyG6mhFXZ+BMdnJN0T29/tn5aJHciknKgc3pV4WyBP4ojxdt9RY9osVOMpSoHfEXDU8MG4aH/rJD7diazIY0DZVb0sdLqyo2D20QCc/JaSrB0iX95EO50j77mv3EPni28iPvoF8/i0Mh0c4yzZZDSFpUuVcJyveJOFDP/mYnJbXXvNESUQ6JvMmWIyEmsYRGp5wV0lQoR3i0PIu9qUZNpHoeegWrSCrqiFEXFCBzoNkfeoyvzG8O/izYb7C1uWKuy4lmEZtUQjBF0a1DYKqpyDaeQsQsP70VN8WqPZtnc/qfCwifmsn8a4cmWtIgLUARGsgX71VNhVOsSn6BraarzoEoMRJl4oj9fmdpJ302dJg0cr5SpVL3wrlZ2nXiV4yiM02Uq0TWw52j5LfdH3cW2dssxgKevosltVJQy+XvWWQALHJpsOlHygmjGKE50GXmLP94cGIlwfLPEH1ILXZZLZlj21SnOJgaw6Llv0je7plghyM45B1ibYjYPy2fd7iuU989sb31B+4yPPgZ0WCaRZHiFwqP/t84pybugKG/kREQLRfa9XD4bzYwNIMyDjX0rQ7jslgcUZ+IGAIWadoZBAoYGun8LrXEm1DmXdWqC0NbXraemnj+y4+VHUB8CcA/E+wReg1Vf1HIvKLIvJH/Nd+TkT+kYj8HwB+DsAnvt/nBYB09QD66D6QMvK9Z1FPnw2Virj7qNnd7u3m29y1DcTbGRm+Mc77WHyQR5ONqd3sIamlIRSON6ZV6vr3voHNtWvBoJ2sBc0A6dhZkUqIPvPE1RJLxVKs1cBiB2htglKbTj6JPFaG+6EXP2b9xzIh7R/a5CizZybsXO2zNyb4su9irS1K+ugUQZRIraWVDudWpFzeR9o/tP/uHhor3q/h4xCPV159LRave+sUOTWrfCzZs8Va0btuDN5DHhN9B0juay6r/HwAtOAsPbZYL9rCtRTN/wQAkEcsyU47af8I67rH1Vzx+t6QFpn3OPM8jv3S4tvtBN6CusLIrjsJkc0fbTFv8Vx3yPxBjLdzPvdOkSy0uRmV2mSPzFIBbKPjRpYEgXoALv/sCsupqEHwHuQY/J9h3bxWeE9XS44dUCNksmV/2ObJIvOwqKORiIA7oiZUYtHRlIUKIw76YvqmkVExVeCgGVUdNQAc2e18J3yz1Lyy+ert0ZOyswPE1QPki297fIPJx2X/CLJ/1Obr1YNWmBHVnHbGLeGGHOTruZEtJWEUQxt4jW4bv/bK8eZL5RoPbvyeajZV43mw5UUjt8a1aQTkKPr6e0prI5Yuh9Y2ZsHJQs4dq+mgKtPOXbGtuOPBAWXCAD+0bO9Bx1N7nsNFSHClFjvAqR0wsDLS69PWy/F4S5Y3Vf0fVfUPquq/oap/wf/tz6nqP/Tv/0tV/bdV9d9V1f9QVf+f7+f5joim528AACrNXVxeK7OhwpY824UOOUmU5EMpS5AK63jiuSjOju6ftOv7AZ7fUFoOBIDmoeF/WLXBv5YNYSf5lZ/cOJF4kjoU62HGRoSGqKifkMiF6IPdqioSELLaxyEgz33ypxvHZbqKdhAHmeNW2ZP34LHUTpQVP1nFNe3zaaJ1VUNHnx/9Fj704sdufU0vv/rakb1yUZcudjLhuVvQhtzQJp4qQ/WSWoFG1IFcmd7tlA93WDQSb7XbqNjLZ9uFn6dKQjrYolxV8fquYJ+3dn32j3CyMlJjzwXoOQKT2oJNAiBwjJjxxIS6IB0uAPzgT0tv13zW3Pg4B//QKHkM0z7PbyEiyWJA1aXb3aTNwvRam1OjIwihdOPGExtpbvB8B5dPxb1GltrdS52aStwfY6pHr7WqIWyHxZxKyTnJyfx0IutIbjcbmzQZ58plx1tXi2k4I3t8/HxA7gv/w7n7cjyIQ0QUtrU0tQbQii2PjWBmCTr7AZl3VtAczi0F3NsVskxR/LAV2fNzro8xIfJkktjhggohrnlUwNBmfaktC4f0mKKWybLtOCBsuxEd5roW+VtEOxzFsf/fQFfWEjxCP4CQvrMQtUPBEum4U0VEMkgtbe1b9kHot+ce4zr39/u7fbwNZ6u3ZqSLbwP3/yXq1SOkO++xZFiRgLo0ZVO1DBtg3FjLxU83K6ooPJWWfb3+5k/A0UkUebSMB++f0m6cPhfkJGSx04qdfBrvY0zNdGjvkrEx02jLJtPOF6nzyRayw1JdFpgMfl1ZfsIdD36i1HPMKRAXI5Clx1qxP/epn8EHP/OnfOKsoastdHPHHPqGNXS0FkNd3zF1j+fZoLRTg9QC7C+BQ+PKkEsSmvpaIPMBH/jjb/KpivHyq68dmTIlcZIvEP1fhsOZl0jz9yAiwiKDRmnMj1FtPBwqiIpvUn2+zVI1YHbVFtEeCZfM46HkeNhA5ivcXWcMydxd67iFVHOzXQ+UKLf7RITGaNqdsIwTk9BIfVH4abXF3QuQd82QFJsNzaWIVPE0zKJtSWO0JE0eishAodcKVTA5SdscnIB61J7N1nLpQx6ZZBqncmkyVJ7K6SvDkYAILgQ8o6XUuNe48fK/lKXeUnvgox82tHCUirWUI+dcaHVE4zu2Hmq1jfXIi8JcdEOR0antIgSt80HSlbWX2WZg1IQhLLsm2eVjOXqKspiNACo2Q7oV/ZD9I/udjufBZOuQUIMEUwvHY97K5Gm+JNdycD2Y/SBIdZMseztMjSeBCkWcxXJNdZhvSLeu3aEVMM8ed09FmQyZ5N6Qsh24XE1IcmrsH3VBOpxj9Vv/180f9LtwvOOKjz65tjz4FmQYIe/93dDxDICrMuaDTRouNG5KUzd3A4rl1KAl71Sb5DJCqKpV+rLszSHVlQlMjSXbvbCP64UHe34AjlQLPF0DTc9Om+jd3MyRxDfaszF3gW90WPSN1zdqBliduKXzOinW0yOkwwW++ne/8Nhr+dwnfxp0/Auyo58Owj7YEQ5dbVE397A88/vMtn5YA+MaWG9NMz/vIYurjDyVV5Y9PvDT/8Wtz/+1X/klMyjq/DpK9URLHMt1Q0kizV2ViAWvbS/Za6dPf1xt137wonF2tcyexYn/bXyu3s+naml2rgiL2HH/ED96NhgK4wuQuFnR6SpFBg7h4eSmaoCTmOeDFVrSnfBksJNYGmwRe8Jlekfvi0UBEJ4xdA41O37jL4jHFBCJIPk4iYTyA8ARlypC6PJoJ2MW1AB0tcacN8H/6V/PvDrBYbECggcFmtYVRza4Ya7dufRsNJOqaOv5unJ3be9tk82Ibu+KDkbbP+7AYC/UVTlXD5DPv4nhwW+4QsdRyN5McT54FP3UDg+HHbC/jBj6SIL1ZGWZD0HI15UZdel4Zt97/hUN+mSZAn05Ct9U8zHL2NWCAAAgAElEQVTq05yP3sJ4Ei6pJ9nQqLPR/EiYEN2jnFTjrJIcEYrtc/a3ra29TZT5TYNIF9AQ3d6t2jksQk4Q2/COdiQ/mGgvtXXUSVOOf6MPDOoxuVf3V9B5ejO68i4e77jig6M+/I5ZqW+MVRyhPyQWSbKbijeH8zyoQpH+1NOdFLipCxCkInW73gJbNLixtbjppsiAB8dxMx/FJuSirWjhhsoTMQuZw2JoB9Dg5uRtG/aGs7A94xstaphYpWswqZQZX/3S480nn//YJyDz3vq9i0mK88W3jZh2eT8QH93cRbn3Y9iv7pjXwd0fQ7n7Y6ibeyh3fzQIqrLs3ahrwU/87J+79Xm//jf/cpBcZbrCoIsVYUvju7CPK4DH19sivh6aqZOCVu3SNp/+QJtg0lzKdFXDwXKVJRY8+iiYSZp9niQyknDIz0Q3d73gusJJ2WHDIscXoDGnOIX3+RtAh6a5RbRMV5EDEtkSnS/LdX7IkzoUdkqfqxV/7OmzgAxX3WVy+eRo3CmXqvYETlp2s3APxYqTB0PtlMfw+9kvNeYUYGoGXZ/hYqpHZNYktglezjUyfCJqIPVtghYuuXbErs9jsWwiV4FlwdnKuEQ3jjDB2iE5b4NrG/y6hYmioxni0D9Jtbo6AdZbOywMa5Q770d5z4/bQcKTvw0JcP6DWKvVNmJH8lK2gmR14hepRntBvM0j8x6yfxSITT++8sqXra22vefF995Irv65EQnqLfAr2tyIJGxtAXD0/OEojpD05l8LUnM19lYL8hDXRlStIPF2Md9Tb8GQpiussxWUgY5RKVWLk/n996mA0fY6ZBgBv3750Tee2MPEb2e8I4uP/OBfQi/PgVqRTu+2G2neeQtlaL1cbp6rzRGjGkBMLLMyb9pygSMo15jRweYujbBYYYvNKhkyEpAfoTdClkCcpsm870eCFTEickSM7HkjAHC1UO7ZesgB2S5Tk4R6cSWq+OqXv/TY6/n8S59upydJdtoZT1FPn0Xd3AkYMu3Psd19p107SdDNXQBAPX0W5d7vNmTk7H34wJ/4s7c+39/7pf/WkKSUzNp+/zDMfSygzbgYJJtR6cLB3jfbLCzgqIbgNWZryjYBwW6uAfE2JUPjDCyOYIVUs+OKsA1UqmJX1MhmbkzE3nQdNlBJ0fqiE+zQtYeCd+AQMA2PgGscI5LVKI98gkdRhAst4XpafQPk9khLnM4jdotJVoFuPqOhW2zRnK4S1lLMEh3mR2Mt1wN03KKOJ7iYa/AV6P0zYcCVG4DRX4Jk5qZAs3bJZrCClcXvxVRDRs/53BdQUzHJLsGB01VCurwfc+n6MFXKDrJ7o/lQ1GKyTic8psO5eRl181i8daB5ZWT88Qzl3u/Bcu93G6qzuYdy5/3me+ROoWn3wDbby/v2ePtHkJ2T053AD8BUQYMZOiKPFqiWRy8qdje+D7aKFiTUk2dcun8VLU+by1ZIUplGI7/BuSI8sPGzZuFBFDlCA3kA6czqzDhwHQ6nkUiu1VBbFiPzvqE58fMDcp1aICi5M9OFFXlaA0lhq6t3QcX6BBg3HlDamT6+i8fwr/+VH54RXgBlRtlfQsYN5O6zZtqlNfTZ8DaCJL/ZPOineI82NoD1mbmRwqswh0oDHXHSah23lnDJhUuAQRrfA2BKrVe5dYG6Dp6kxcvZIrjXudmSU81CWWaCRP5EEqCgMeanonGa3hfF6cpQmIsFGDMAZe9ybHDysA52PwuQ5z/y0o3X9oOf+VP42hc+13q5+yUWuRhHRU1tYU555aQre8+3SewA4B/81f8KejiPx9PxDDqsbMFKA8bRTlVjpgGRk8uclFccjt8tijEbMXX2z5TFQ9UuQ0Ps+i1EMJYacezMuQEkmPos6ASIvytVkVYpFsaLqSKNK2zG07gmyQtMSouzw/vkG0yluqrFHvzI/t8/7zi/STKX3nl3tFB95bXXHmvO9k4bkctUrMjX7JA+bKOxj0IbyXRvJ/IlN1dZESD5nCJnoKhiI53DZ9c2W6pCssnq57zBfjbOyOCnbpQFSxpxMRUoEJ4XLB6YNZNgB4/I7EmNc9AkwfY+k5NFJwVyaooX5iBJXVBPnsHDW5zlZP8oMqfY3tCUrXD1Db0edkjrrRHnz95nHCTK6Bcz03pcC5SDSKmujMMUB49v/hPg7u/yk/w+PI/CQoAIHblfN4zFW1u24LIAMVvzeTgxThVaAcpryDmvA1BqQz2LKjIEc6jTgAFW7B1KxTikQHE4NI+QasUmVmbPfvR6i6lVDInLgKyaQnBnXiC62rQDRB3jMxBV4x2WqbXAtBr3sLPx5+t50ubzb3e8o4oPwCraVZmAWiBn70Fd32nptYy856Y4GESowyYWduadFA94U1mj+KIxZnFSoSC5PNQ28DF2hgr4ptUcMceEdmNxUw7DqEYoWw0WRFaV0LKdyDdOPK1qi+qYBbWwl6kQlbAeFlCKu+CZdbbAqenCob+ur71aH8GDUgtk9wa+/rm/iA/8zJ+58do+96mfwd//679oxct0gE576DLbaTPyTgrfFpAyZNwgjUbq1Tze+tgA8Pc+/1dRlxkyXRhpkwtWEYgkaEpIhwusxxPksfmc0MkUsH47uRkAZbdWbJA4yo2C1ysLoCLIyRY3M0OzB6CMc+7+NhGhgLWBiipWjrYAdgq+mCvy+sSyHDio8nEPD+kWPT5ecvgfWo3bsbwZ9eDCiJTCk2VX1PwenrCxKLDyuVaTtT+yb/hWeDrJtEy+uBsheL80Eiq5NdDm73JZK6o6d8vvDSsoHU0ZT6I9k11dIVqhecS0NO+ddUaYBrK4WLxNSuIpkS2ikwmASmurEvkAEKqN7aq1bVUGvL4vgaBdHx/87M/j63/zL9sGOO9cTruPg0Fd34GePIPFkQgp82PVZY8bz7/05oDir/2dvwl99sfBHJx0OEcll8FbMExyDRfRG8bi1yx563hIA/J4AqnG+zoUhGppv1QkscKC141cruJ8OaKRRtg3tBQARGzmqyTjBDL5NntW13hi7WEYMox5Hy2TIxKyVj8kDG9CQorYawcATJemmiSS4qGUWgypM/fiRnDWcYurRSNJ99063nHFRxK4PDQj3XkP6sYsfTFdAauT1q/zZMG6uYNd0QiAWieFLBPy6BW7u3UNg0kkRSSc8nQ0MqUx1g31WHU+G0dwr8veuIABCNdF9jNJVGM2wVSbRJDqDI4gSLIHCiPQnay4MLvc1tMZVRzNSam579UF+fJ+Q3A2d6BpwNf+9l/Hcz/1szde38fxNL6f8bUvft5OEyMAP5XJ3vxV0ryD1gJZGSu9rs8w1AU1Ddh7MQa09lKCEdqmUj3QDqi1/R6VL8yqMCM4a8PQg2GpfkpxFGSVBLOq+wa0171KgqSUORuHp3jBUhVebExW4EqCsFBzmL84wjKhtdEgiCAscdltEH6R3LBJsB028dm9I/uj38WYq2Jwi3NVejiYcouZI4M7TdZxa6jEbsHVXGPzBwjB22OSR0H329LNwVUSoEwWjVApdVecrgBIwuVccTU3342pIBCQpcL9ZWwT3TgBXNFyTBLcl8bJ4+SBTF60kMPAllBVK4bJJ/nKq6/cbMRHfsewjnZcPTX+la5PreWqiuc/9om3/DN67pM/Hd9/9Uu/bC2XuiCffxPI56jjKVKZzOEzZTz36T954+OYagV442CF1joLCgaUNCApW6D2u5y/vWyeyy3XyuSHjKKOPieq2ez3LuaKO6uNoR91sbnZjzQAZbb3w6IjG+dD5n2QkzVlYLVtKhg3oVs0YRhPjhCN6+RfZf7QauNtMDesXBTv9vGOWdMI0a7mK+j+CunkDnD3d7nEcQkLdcB6i72unQvTTaBm7RYsEVOMoLaKNQzJpEk4J4fi96V5QXBi1GHTDLhgm1bAiGqL6t7lfzTFYlvFHDc1Tt98feQ8zFXx8GAM/zNPo9UutTF07GkwMue0s5t/tUY5+xGDCReTEH79v/uv3+JP6Pbx9c/9ReuN0vJ+PDUXy7P3QdenqG5DnC7ve+T1BWTeY0zA2ZjN26Ar9HISHIpJ+nh4YJhbk0M2K2Z6PGxcEdR7BSSBZ890UmlpSgkqVfj5LEhui21GVzqMDtWaF4D1dK31lrrXnNA+Rzi/4XKuR5bqhfk7PmLhSynae08KUa1/HyEvRlOMsDWWACtMJKEkI5kenIuRU0MygoBYmr8K/SI4RieeTjIGN4CcjkGax0uvlupTi6lEO1klPLPJeO82B3GU/CD+znpIoXBaeUtVxAPyhvbYVkDbc6yztM3r2uh9dermDsrdHzVvozTg+Y+8hOdf+jSe+/hn3roP6Jbx/EuftmJk2Djh/A7S4dzcjs+/dYwcdOOrf/cLSE6u5nVZFGFXX709WWpLJN4Olg5NThbgPkeONg3Jri1FAuRYWRaU2fDTiwNMq3bLAE2DB0i62Vwnww7/l/nKrfiHJjsmMdVHqF/cAfsoFZt/N5hB4ZJtbUCZ4qD0pMzn72W885CP3QPU8zcsJG60alTrYhB3R7YCbOFefJEHGvStq43dlJ0ZjpDrURc7iQ5jpNYCrfAAjk8zABwVEYxaw4ymIGGqZjq09kXQZKRmOlRh8d7JF6sMHCMfTpysXfFCAy2zEkek5xrKs2lyNxpVpcHs5gFPZtxZOu/hHD/xJ3/xLf9sbhv6zX+GdPYe6Mk96Po0CK0AgHkXlsXp8r7BussE3b4HWias8ojd0jgcU1WMgMuOEe2vfSGKBADt1FR876Evg4igeON5k1N8pqskKE5uJVQei2ECsjYWPrkfiwJDGDctkVwb5LOhbY6UYidBhJztFkUSxal7KRxcoZHgrH0Aa0/mzAK8vi947+bmsK538iDRtKgXgnWCphFJDKlM+0vjXSniMx6GhLvuhJscpgesMACA7aoplpIfHNhWO5Tqniv287PRUcJ0vByybEmCUKYI7L5Y5+QZJA0lYbF5WBRUe5oCzu6plbeI6PHRt3zWdQ8UmE33DUOHjRFkKW+VhOf/6Kfeok/gtz9Y6Hz1S79sr2eZgGGMkM83Da3Q8QSiFWdjwqNDwcXkxb23UhIah4t97iSIFOzk892WQwkzyKUiCjhxpFhh11VVsahgyIMpccgJpOSaPiZ8mXkFHdYQubTfdems6AKZZ9RxG/N9oInZsGmKo4M0tYu/b6AdcnMajFw/mE/Nu7nz8s4qPsqEdPUAy7RHuteIpswzCMe/4iFw40ksSitCtGokqgTfsABXRCgqJFAUHcawTw+PACDUJ1PlwqaxwUwyYqQBkt9tqkBKxxNnSECSFKZj5CdsVy3XZL8YmWqdEQqNBGAcGilVMYa0116cS/IO59FyAuAuhGaz/DhOxu/U+OAvfh4A8Pf+/B9Des+PoJYF6AzO+NrL2ftMTjjvUCUZqW8ETvKAxQFv42AAAkVyuDXbDuTySkH1k8d+qdF22S8VqyzhAkuL7LqoL1KNR8Ii8HADNDr5wjj6SVWRjJ8BONl5hPIEVRekNESGD5KgeguNUsyq2hJHkY3DkiR8IjQPzncwpOdJGpx7QEMlCZkfIUB5hZJGa1X6Z8zNphDxcHVT5knY/7Z4e20YEMXG7BLNCis8tlkATdGe7XkERMFIMgc6Sai346wgacXK+trnVP3kTofWVTKkBf44JG+n/fmtfAnbFDfBb3s7C49+PP/Sp81PaJNc4n918y9K8hiLhCLriE0oVXE1NylzFqB4W7lq+3fjZ1Qr9l2RlIcBh6LG5fJrTONHkWYiKIAhaxQklAVSLoD1mbdAJkglO9h8j+gyHI7OtSCysLK31h2RE/qCsFjJYyOdUu5b7TXmIWHwvym1hSa+G8c7ovgIO/VpB8wTZFhB7lqOi5nEOOJB2EvMMnxBwlRKwHj2OdumUDFELzcnc9BLvuuQZLr4QscTa6u6ETK76ifizao5L06asC81CpC5sjfJqvwYMg4yq2+Apfqip43sts7mbppFrAfuLG4iHpQFp+kSdXMv1CcyHyC7N/DBP/af/85+SN/F+OCf/1sAgK//pf8McvZeQ0FWVoTIXANSlrKG7M9B7xIMG6zE3AU3XhTS8wQ45geoX2d+XkBTzWSHmJYKW79UsRQA2UmBFajSslbY6iBhkOTUnND4BApk7/WWNPrJPEFYCPv3yU9kyZvXRpT0HjdP3H76T9qIk1mAtT/+6GqQd/oIlcvD34SOZ0ZWhBnq9W2HdRZX/AwhvSSCECgmECgXfXGIUh5KS38GEPdNcvLxKBZah7pgkQG7uVg71MGlJDE1I1eGSIUVJfSOIaol2Jd22OFrWiXBbqlY0+uj7DHnjaE25CO4e6hMO/z9/+YX8BN/+i8dXbMPfvbn8dUv/fIPTdHRD76mr33x82H2+KaRrR2hkswIMRvSd9ERrEhG3SYJ4rGqkfAHEns5p+Y98mqDdR5wKG7m5qhoPCXXZ7VDw3Z91ooCIuVhJjY3tY4fIgzFNFNBK358jSGyLslRO3FU2lsw11QtqBWDexMVBbKv2eVdzvt4Zx2ltJrKZXtqdunjSdNl+89l9k15aBHeyReLqDHFyaVA9IRX7Lnuz6F5iMwWpqCy/QI4x8M9JrI0uW1B8wzpGe4G+UrLDqn8sl9YnLx4XdkBIIyMxizYSsF6ehTvlydm2T+yIuNwaRV5HgxBuHqA/OBf/FAUHv34wC/8FdRv/DrSw2+aydi8i/hpKeacWO+8H1KLGZ651FDKgkGXsEFvLTFDRKpqqIhCXdD1ixkaBzSOz5hTtF8I6Yu0ewaw/98Mbw64m/0z5H2VUY8yKpRFg9To8dtr6j97xdWiWJx/QAMl5vhMVR1FqfF6npQ+scyHUIcR1WBLgb1/ypFJGjWFC1ya3hQPpHZUb63ZHPWivzY0a51TtC+N52OcEyYc6w37Aedj434hpLtAQ2smb7+yTcAWQFGT2G+zYL1coQ4bsyKfLpB2bo/O1NnbkAPcrET5YRrPffwzN/JOvvbFz8f3XJdQF6yz4L2bHHkwfdrtUhuJN7tU+aoIFqFN/BweIYBdZ7bSOP9aGrGtAVdFOvv8nbncdgc4pMHVOrUhTSLG9aB5JWDfe+FRtEsr5r1DE8GOP8JCdirG7YLWdz3v4x2BfADAw6nivfMVtBaku+/Fcva+xu1YbYzwAxifIK9QxxNU7wUu1SpfI5Qmr4Tr0QkGAAaYKRkkIUMw+YTYuhKm6LHunwRCVWvh9FAvHRbZF679YuWkR5tgTfUCNM8AoiCAnfLO0gKpZnaDVFp6r3M4SNrTYQ3ZPUTaPYR+5zfwE442/LCN5/7CFwAYCpLu/AgqC8bZJXyOguRlb33k6RJ13psR0+YOGCJW/VRDmDxJ4/gkSPwebbgBg9tF/GSEVliunayWBO43YP+ek7UHKrzdE597MzRau0XzejzxJ0oBy/aD9wKHRYZXiBiRVXO7T4pDK4eUsF7ZSflJkdzmR9+I7+lUCVjxYYhltbZWXlmbVAWlJ/qpoVTJlUyBVvnnynYbW1VEL6einRW/FSk7T6IlgrJ44bddGVkdmQZWNZQV/XOwaCzO+Ur+GMwPOhnMWZXGh8a/8gC3ZbaCY55QH91HevbHUO+9/wfwCfzghkwXwLI3jww/tKXdQ2sZb+9hTOuQPdPRdsyU27YD4m4x+fRZdp6VanAvyM/iZ8i2WJ8xI4Ig5UdR60ilRSN0LzqlRkYlUkIXU2+v8DmAa0WrJADl6AA8CBVT/IOKIRn6c5vE+kkf7xjk496YkK4eQK/OQ1EQPTkuSm4prNk9PDofgJYAi9D7iy8glL8hDajrUxQZMBXe+B5ElyQyOAiz9kmUYXCF1iNuzOvmigqgS1B1mB20kIafloDDUvHoUJuHAQAsJmerazO3SruHSLsH1rcczPSH9ugf+BN/NtocP8zjA7/wV4CH37L0yDL7AtXSg8ud90d/lY6CMu9DyUIHRPb9L+ca5FKz3rbnYXgfpc3JzYj4dd1xlggI0KDb3sZ7KhUiEsVoyJslRRIu70ueknhSJ9/DNqo3x5AX7w+zdTQT/dB6pN54Rw8mi9bFeDrQKBRYIISpXV0i/fU6MsGiIv7f22FUjEl8iZ9OrdChtT6fzx6LxmStwMzSUJLTVQp57I7W6sml8x2qRm+K/WLFyOToWNo9jORcqcXUXZevoz74FnTaGyl7PLMwxydoyDKbSyutzHtC5jJhs1xiM6TmRKrHLS6T5aYmle6dRz1hlvy5/pDRT+ngAdEOYVibisz5I8HZ8CTjeO21GBrC11ut8OCawNfJvUTz6FlZnvfS2R6MTlTma0ddbk0zfjeMH/riI/ge599EffgdYFiZrt2dRMPUC2gs4zS0Hq00uR0X86lb6Cs3Fd6EWp0j0pj0QNsoiiJ6/ZwkAcv640pMovY9K3hOCP4NNz3KPgm7Ay1wigRTdGx8swKemqHaam22yIfLH6iS5a0YH/gzfw14+Fs3FyBaLX8iDZDDIyOLuSV5kzD7ol/VaakIy/WDSy+X7lRjC5V9b6GAGv1YIhNHhEflJmQTpueDRIuHSpfJLa5pme4yXODNUu/k92bV5iPS7pcWcGjvEUes/HfqOIKYOzO+yL5BCn6U+ilV83gUOUBTuL7FxYKB7RkmEFuhiWjV8WPdDilMnoSfIRAZQeSM7ou6E7EhoFnsBE4iOw8NczUnVrrv8n5aasuWscToEyOATxc2f5cJSAlycgY9e/Z4Y35CRh0teytd3ofs3gBg14J27DqMsS6eHyr2jhpvhxRqpSRmL5CTeGt2FYVc1gXrnEJNxPa2oknlBx4exTNf6MfT2SL092Pce95qOSpAvI0SX/4+w6eEKAlcCUPFGlq6sajFJuQbDSDeHeMds5rli2+jnr+BdHIXdfsMFqSoQiNZkSoDrUEkVYdix2DGm08AnTEBQzaE5CP/eyaq5u5kSutm/g03h1WyRYc2ysV5B9xIlqrhyKhwuDa1k/vcvRbAbughW9rj2SphVfZIzkUBgHS4RLr4tjvnmQRPph3kcPFdWSj/MI4P/MJfgVy+bgVILW5Y5AVmmcyKWRV594ZzQCY/MVthuHK/hQq/1j6nw1K7g28FjStABQSRKZ6Y+TUktsm4UTVjKyJj2eFcAFYYUfXCGHMvPhLsc1+5tJDo2HXUhRski1EaYfHfgHd+n1jHE0tP9VCztV8HSm5JFlzc28OyVOxvc+Ln0/wciDaybQa0ayacl9rQCg7ObV5rJtgCrX36T+7vcD6V8PbZuQOqOqy/+PxVP9ioakNO/blkujIFhVbLMpoP0MtHqA/vI53cNaKmFx66WlvUwRMwvv65vxheF8iWd0LHZQDWUpt2WEuxHB6q0apidG5P5PF0jytlbo+hFWPyeyhJtLsEVoSsUpurpVtp1SW3SEMUGsHriCfqkAr/G6Chob19AlVt2iWFK3DUeh24XrDw8bXhnT6fv5fxjig+WE2m7Sl0exc6nlgU+XQZRYMcLsKKmpWpwBZ7Kl1a60UDvShqi0mkHnp6bXXdefYiRvwERSKpAMi6HEWiz056UjQXQ+4rveERf5akmVdZqJw9Bqv+IYm77dlJP+3PQwKmmzueMGnKEFn2+OBnf/4H84H8Do2f+NN/ydsqtjhZWvEQevty9iNQEeOA+ILDUdWQojGJh87h6PPi5hKtrk7ax38H2uY+eHFozAB0bqmIe4EjQJKO3c4eP4DOvdQ5Av59eIgIN86m1KgkRHPzEoEsewy6YNfDMu/EUSYgj6gnz2BxBc+2M4yjZDLQJmkeDush4WSVsM4dQoJG1uVoydOtbUqPnJGFvzYEUrq/2Q4pEJCpqEu03WvCH59o2eTI2nZlbYHFvTsGf6x1Nt8SWQ4ukzUrALl6A/X8AWS9hW7O4vBEB9PnPvUzP6hP43d0fOBn/oyF5qXB4i5E7ABxuIhiS/aPvC0zYZObgzO04iRrc6+ttt7S4ZWHTfF2SU8+7dFLHjaCjOoEbinWgikKI7LmRhLlz95kF9+hGpzHtbuP4jkcRTmaqnwcXxcsqO/JDo183HhHFB9ZXV51cgf19FmLvi5TSBnjQ+1Zxug2BRgpkKcqegSQMb/OEhHUitaWqWjwLouXE3fJVABSFyyE6tFaKGzREPrnKbw/4DKqm7bv3PwYMKdqaE2adpaFkgbLczhc2HtbnVhy4u4hpC744C2Wxu+08RN/8he9yLryU+A2zLt0dfL/s/euMZZl1Zngt/be59x745GRWVlPA8Z2u1+DRt1jz6M1P8aSpWn3/HKVMQUYN7aZpm03uMe2pi0PZhBCNGJgkI2Bhmow4KKKzMp6ZI1/tHpGGmta/jGt9nT3SC1sT9sCY4N51CMrMyPi3nvO2XvNj/XY+2ZVAZlZiTMy2FIoI2/cuPfGOfux1re+71soi1PAsEK89FVtRy8X1dRKBnWb6iGSSWfFPVP698Dr/zM1fLLrbr4NAUpmxAsjDzFUno6RD8W8qKu+K4DXuL2OTfV3QxOI2MGZULzxoKFjlulbu/PWd+YoDrGTj1hz9C7NkeXwtfsCAODi3YqNT2FIo11Hy4ijoVQEb9NeS5y1rALUZMHKNq1qwd7HkBJmxt68w8l5BPJQ+85IBx8PeiUgInc27YN9wdvMS5Ik3If81JdBi22E2+5uiPMLcOpftPXBUR33vfXtwtdTJV7pt0F5lHW+lr5UyANoGmRfDsLPMZTC1CQTaXl9GtxgElzEp8OCBUVDgXr/ufl/F9AkCdJE0xJVL99r52AfxjvKowcLkaSMYoidzQtrbjiwCBuSvrb4R00uFUZrbnaLldm+1XEkgg+apIZOqXcGcRiWAl0a6mFdH7m41TUgNz9MK1U2VGa91O7lOZEgZQutz4uPQPB6sRnWBAKgkbINO9yAhrgWqqMpoMRHzb6SbpiLjnCo/V0880VtVGWZsPVssaZl3PQSoGHpXh630rj3F94hm/RU/y6bAzzbQdk5LXosfs4AACAASURBVPblywtIPHnwFsjcXysXxMhg/jqAow2dlcw08AAq0mAHG1DlmpZRdaFuZBHFe/qgKCl2XHmHWybxf0mBvGPnlWU5+4wEuATP+CU2lwrDOxQf9RHWUlrLLOTMQFKWAODJwSxK5tsGkLYGW8jbyphSbtG6vq6PzLW/kgUTgpBI0LFS1NF+BtR1RzCFFOHkLKoSSUpAY5HSzHKUzy4W6zVwSUHaAsyClhjyCF6clNdf7wPPfhkIAWHvdhTrjKzQfxheuB39UR/3vfXtQriN6kxNQXkvIzh1EohMa+fV2b8oE070wQna7umUJ5XBpnqYowYclhC0gacnf+1hX2T9bvys8fFgm0+tBbv/rpSE5xaAUCUxX/kcaPNEcPFSjHTAbawijtm4qYMPJ5uuLoL3LwJd7+Qdh+zUfc7bGtuNzoPCnStgGhB5UumduAzOQu0hID4ZavYzDZp9yttYREtcrdMjodbxFQpf6ATs9F9nP6OqWYBaRx4yY6sL2O0jkmXdujkazBumlUThDWmRygTrWmsL8ajyPL7RCMNB3bg1I7RrwLMd8P5zumHJNTBYfpEIO11FM4R8WO3VzagNqARPArRXxKbpHCDlgHmSWrRtO7ah2XyQD1WcLW/kNK8nm5utSXRRS2/2FUjRlSuCi4DKW8mhl+ugPztqdWJfz+rzkFV5kgvLJqzzOQbyjd4gePP2SMrjMhTTyh6tzTkAWf9Q7hdZCUeSCXsNQzDqwVHLdIa4MDP2ZlISMu7JlK0kW3kGhlRZMCKNC0NV5XEBrS/LXlYy4l2vUGXL2suK9C22vT+qg/JQ9+cySWdr/b+0r5cUoCqb2K/LlpZSYWqSfqueBc0aDARv4GnEYx8sPWQ2SL3GybKgQ9EUk0RzN98QN/hQJIPUlMwk10T1UGX7bG2ppjlHiFnPHEmyjtp6vt5xUwcfNmhcg4vYok+oE60lB7nqQ6G9Wguc3JnO6/r6+wBcDlkWp8SSXR3qCEoqJUgQs95XXslh7f+ivv+g2hBM4F5j2JP7dtgwroF8L49ZrwfrS5GC9Hogs4037oDC+eblAQA/9uZfeomu8s01fvSX/qksSm2lbj4u0vQvge/8XgBAvPRVzDD6RHbjsFTJZyZXniXyQ8MOCitxdKYqUWTCkX9UuaUfYg1r3booW2Dkm8woDfzaedY1xNV22KFaAC8DWBYfNTgxzgmVCSkf7UyJDy+BppUe8sWlxKzdQvtAcv2mwQl6hv5cSfwGqpLMyp3thr9WdKP1TglUCd+ABHdevglQy++CP3jqQJUXhKGIvNb4B5mreeCoz3eJMDQYLpMgtBog07hCufQseKkuxBaMpjm4m92ya9nGvf/4nbKX64Hua0PJozStQMMh5rEx+NPuuTStKvJxxYFuqIcF7gQp4xl6Yk0ELXG0IT4hWWTf2pvJ9liaVsK1s4AjN0GKSXNNMaOmlSZikNLgZpndiKrW8VrOqs7f6ziOmz74YMAz/NItlK2upQjriWHabdvYrZ2x+S64Zl8JYHpypPHQ1RXOGzEvfq5STYEKt3TCaBSsAUj7OZkrPCwHCXu90pjxNiwjm6vt7pDlOYGARVAIeDjUTVgiYyqTcj/WNUq/hcd9b327XGNDPDQDYRIInJM4E4bVZQkmIJmOW62jZrLurUGCKhkB2Pw0AMuw5T9EVRrbqqYAbGRLxEJc87kWuwrVal1Xeuus5LM3xNYrJdoBVkKoG5e9pQS1kLltHhlHdITZoh4cOqycGokQlaDZ/o3VTZRcomw8LAvwnQNiLdHt/aiWPGeRNFNVWB51rnRa7hHkC17Gi1T9ZIBNfx+T5LYeJIEIPYmUkpbPCbqxuiREy9Qj3vO9Smoc9W/vbrnS6YsNuzec5OA1D58NdGi97+sQgCpD6qHdkk2tAShbyV1/hUPyIDUX2ccnRT0yCXLin4nZEQz53eg8M3mCohSayFoJGEXXuP5e1ASi5RdtBEoxeaA0IdSAhIs01Txm46YOPl5z//24//77QYcX5UZHyYwSSo0WS9HAIzjiwV3tMogyAanfUBxMhWUCxs3Dm7hIK/rVZXTDPmZBmsaRZrYck0DfGoyYLa+ZSNmwTM0OjADz/jcZmMGCVdoprqbao2I4FGRD2dY0rWodMs2ctPTqn/n5G3r9b4bhDZ4AQT8UEjWlT1hdRNx/Ct14iBllNSRqOhDrKV6lmNWXwQ5/O8BSqGiUSSgNCRmKZNAMVD+Zhr3ugajNu5iqGZ4+BxR8c7ISzEo5CeI3on8z4PwQK9FYoznbyF7z2tfhNffff4Ou+o0bYXlRFB0UNoi1toGnQELMA8DdHMuGswFUabMFD+ZqSVDEpEy+V1jrDEMih1xVSHYPjBi6UKKotUGIAXj5ibl0vMWmhbaVRz3X0USllkzJPWuMvEjTGjwOoH4uPA/9HFC771u53NKOe3/hHd6kzfunlEnJ9AfOeUlFpPSmQqT1ZbinU4Oa+NDypqmfRpVCCxqmCQWwIXvlEJ2T4QFMa4tuTUpDlGApVov1DZUKSx8ak20bekn6M+d6KLrncl9/n6ObSFzPOBKp872/8n7//swjV9TFTE9tXvzKgibIBKGSwaVGxIBmSCi1KR0FIC2kGyFQ4TcKiKgTTXqL1Fo+AI2ma82ZVJ7XjlmSDc04BbaRWrdGAE5ELVrntMEhgud7sgjUFvhWUrd8s3HfW9+OJx74gG86HJLLqznNkRcnfZPnbu6bUheatuUEgOAdSzNvKoyEAE+uTLJeE4A5m9ZNLDNAraLKsi3bQDRgLKmX3w0JwOAbUECsZNPmcLSunDVgBUauSqmpMN74+tfe8Ot9w4dluOMKi13C/iA9T+hQWrH3qQdZW/aQME0iX7eSSgH8HgJwKbQhjkwJ3Cfn5di6AuAcICuTEhmqpR+tMQ2cxwBEea+WsNqaFnaB3LxuLIztTlDVMK1EAq+EcJQJfPkCyjQinP4uICZHOribHZu1bOO+f/SreOKBD6D0C4TlIMq9Z/4cOKldyg8vgOcnwH2HoRDm/ZbzgcYC9ARHMCLB5fiEai5mrrO238YAt8YPBAwlYBYTMFUuRouyt66nZHtyk/j4yML9SLMdD4gFJWVFRrQUpEGxl3XaCxJuagzgho0jEXy04/WvrdneEw98AIBCcW5j+wLMZP1/p7pr2Yw0yg3ZI1w/3Mqg8H4zKfRwsWZhhqwUlueYEgKAExYtBrHDxuB7oto5FTB2v7xOzwMwTgLTa6DhmZJbAL9w2+1bddC0VqfLDnSFoRzPdgQlajYN8QEQLk0xKNUIvxZ4yCm0IX1l/fmQDYmq/BCzUZcXaz4cW1vtRsOvJbkw68EIIO3o6X8PrMV2LbGkEJwEKSqP4O/3k7dC0GHD1iQFLKdGZVImt6e2cpYgisUh+PbgN6dTuy9EVKX3XBABBF3v6yYZMCQsUmuPre64G+W3akhm7wVUAiORyrK1RLrTC5KziARmyegRO5GVTmtQPwftnkLpFkApuO8f/eoNusBHY7SeRE/+5jvBJ+/ye2dr3btKx07KNWVCbNDqWAY1LiuOBkdKvo4tkGfnbDWIGYu3Ew1LV6NQmCqqqfsMaUM5SWZHcJT7ulE2bBCXXAAEPSfs582eTWVCSMm9QDh2gmwf4TLqtY4jF3y0o53AT3z8173OzhRAsfczgpMgFa0vA4Bq7KNqCgAyIfrUHCr6rzMapXeHRdvM1v22dtr0Gj4BIZIaGAV0QeHAIuWcrDwQUT5AJ3hBWF/2v6v024LuKCRIw/6RNxO72nHfW96GJz72fnjjPHMGVMiaYycdLmOPMtuWTDivUNIcgUTOab08jBRGRG5qZZvSoIaJ8QqEKhJcStv6yLTdhTn1leCsaJq75upzMiU1LquHGTSb7wiAkiojBbzhtUevpPItDdtkQ6h+HhY0AB5AcGPQ1K6nhIo6WEsCU6pAm/k5T2i2A0LwABOA3vPgAaS5klriEAhu3z5PdMU8IO8XBVgZT8p1U5F5MjGQC6GPPeLBMwiri/6nH7W2B9+uce8/fqd//+RvvhNhfYASe3SAl7fp4FnQuEZIcyVGaflC1wsgj0XIPUihKgzbthYWJDDL8zozfrPAhwKCqSeBqlixpELXNsdOEt4CkU3r6xdmFNR1LC9iysy84ZDKBLGPGF+gjHQMxpEOPtrRMsXPamkm5Spjks2skTtpV0mZFEnKGlfU56mV7tpjgJdnMoIT1kgPsFkUZvykp4sFOxssa+UeBK05R0hNmNTlTzwuViBm5Nm2HGgxgXNTZzxmg6Y1OA8g0hqwkm8B4QaE9QGwugT0C6nhWq0YejAEoA+Va9EaEFkFxOy6AYXx7b0tADXURQ3fAAkqvF8EAMr7lfzGBexITFXIRCIMChMT14nx+ls14ADwqle9CgAw7tzlQVtQ8i948vslbeVXQEzohn3s9VvIiPp8OLQ+OGpEvvZQJPAQq+wtr7235EVTuwCqdOqME6Qt3fOm7X0kElFDAsrEYK58onmqLrh9JOeFmMJitnMP3nDMSirXO9pA5LGHPq0Ozyst1R0ihOhqGdc6WiJihHzIvOhCy8+hjX5cVkoFUMsprZx/A/VuutqqLTpRAOdJiKsqeLB5EVDnGICKkhQhi1PsAWjpL/Ygqo00X/WqV+H3fu/3XrLreTOPmzb4eNWrXoVHz51D2H/qqq2GX9ds4o//1odAJUnLdkUZ/CBpI1NTJgyHG0RUTnMgVJ8NVmLTWITAZu23fYPj4hFvm3EDUJZ99ZlgiCQMgE9qqHYc04SydVLVLbXMc1yHwa5FjYWsBoyQJNgIETQuEdYHTmgULkDETl+Nxsy0ym6XS6RVq29uqENmh/QzBKtlCIeDAL0fZSNLJwCxm9cmVNMASpBar84pRiUkA8A/+MnXXfM1efTcOfzdH/mRI7VZpfEQYVyikJQSiaDlzripZAAq/K0Bg8HrQRvNGVfGe/ZMjexZkU4jGNvoSRCsCAhcTsGRDWuNYEGOIR0Fm6WXzFzbHwBN40Ehz97KQeS3c/z4T/60f3/+o+/zoN6HJodtawy753JrCMSKnIV6f6zkFrXECUA6os+2PXhxBI4LQFHWezfzpJTbz6HJRaSECRJ8tk1OEZKgN41zL7P0rNnpwkbycpzGTf8X07jCE+94M8Lpe64JtjSr4kfPnfPNIjMQQg08RB6pk6Cb13qdtVc2kingky9o+UVMZZreMZz9taei2Vls4Tu4/pzsMQrgKHV+sfBdgzspIfgGrAvvVvcCeLFx7//wLpz/6PtAaZQsx+5NVK5PTGBW4zV1UGQKSAzZgJif177a/ifZsAhdxQETlQDa+HLYIUYQPoFtUM5sBxySpTw6h0hSoeSZ+PVwOB595KwHXvxNnnszDhoOgPUhKM1rQz3OIGZwUB6WNfxSz53QJAnExVsaAKJwMUWavEENBr3GrwEIQ9DKaPJICl6CgyYQRhbvAjlPC03ZB6iy2gAjwOI7QccNHq0a6NEzDwGQhATTIMlAmvt68LmAoG7CVYYPRUASQdBl66+itg0chW+C0jfGYlFKvi2CYd/7ORAQrtgHqFXRxF74IqZ6U0SOAS0l5xt49W7OcdMHH2F9GdPyALFkPPbZBzHFObrlBbz6p3/2ql6nlSU+fPaclE5IZF2ulACehy444sFFegswYJM6BcJ6Ys+qGfDnCBkONeNGrTdS839QQC7ATBU15hMhZmm9OK8CDu0d62Fcjxaxsn8VOg3jEjmJ1Drkwc3JmMUczFjygBHEFIYNrf25HEhc2JESg2yJyKV8UV9nKNw0EayulsbziITrksU+dOYRABYIKaKivgNHboQEitHXwVgYSIp8GFk8T0AnhoETArI1a4MgTsbd8pe02gfgcyEG/b4UkAYjHnuaWgrYIP2Sy7I12NDPaPccqM60syQmcG983bXf1/MfeQ/ue8vbrvn3j/p48jfejrI4ddUctte8/if9+8ce/IT43ugBb3OBKXjvHoCRQkBmxqyZAxwSELuNgKEwQN28+swocZhjBxBJkNCi0JYcok1mGIPyfjKCezhtaYkmI2BSAvoAYNbNgXF17MzGbvrgg/KIsNhG6bdFWlmAFCLOf+Q9frOuFhF5Q7NhPP7bH0fpFz6JLEAAAAo9IotygfIKSWuNQ6mNqMwdMTaufGL5rG23UWuMMRBWU/FeMGNh9FHISpx6mfBBFlFZ7Pnm6VKso3jYvITDeqg44bdMYPPaUAdCDkns8lUOF1aXgPkJRT0YA9IGjE8km1KESjiLGU9VhUtrDmeHGDMjo/YdGQuD9Pkl9IizhNe89tpLKg+decR7ES0nP1mBLmBGASgjgPgNXuHmG392ecQrZzMxYSsTIkpFP5pM0ruLoh7+hYFMyUnaltHazxgBSZESeLARPGA3lUPUMo+9tqGQ7ZD3rKhXSzjtAuHNf//a7+v5j74PAKRMaJLiYzru/cV34/xH3oMnPvFBYBrwYz/3T676NX78jf8AgCCCgN1LI6ISIrHKoQsCkZBRCUBUKXw3d78mKZ0UR8MdcVafKBoLQFx/Bvi5wah+L+vMQA+EFLyEq6ALupCwmorL+sfA6OepEtqP0bjpg4/SbyOcOC0lCBupR5nvIgxS73/iY+8XiBa4as38q3/qzf79o2c/i4zKXGbIhtd6kdk+FQnICtEPzBsdbUnNilKocK3ZOc+TlHQGNZDKzG4nDS6gYQm++BSwe5dbd7sX3DFHPu79hXeIvNoa71imrMNKZwCqC6wjRsHvrRhFQR7TPiGTeoAYgXhSNIMAVyYBKtHT3y9FZKB2EK4z46d+4vpksY8+chY0rhAvfAEcIvJtr8T+WLA/FkVk1AvjCMK07ojeZI5dICd/Szv56BwQbsqUQF17mWtGKz1U5PGEgjAsJZkIvdqgR2QN3ogACuScLDswipbXci7K8aljUCLqz73x9df8dz/xwAdcscZjNQy89xfecc2vecuMhsz9xMfe79fmqtGQJtB/6MwjSjDljcCSjGTKBRmhlsKNb2GcEi2/Y1zV0qnvLTI7rA0HUEt6Qy7SyDALcXmRZKsadE7NI7n0ezkWrLSp4jwFbGtjweM0bvrgAxSAfu76/55QPfe5KHktoMx2gJDw6JmHXI1ytVD3a173E/792UfOVVIiasaF0vICZEIPEyOnmkENuXhN2iRfXmYBPFuOXq8pSqIUFz/a2WsUN+yumteSGdxyQxc8mXRNHyZm0OFF8M5phe4H19HbBidyWkGruqbMIp1VCQgSgCzVOWqhP7euxspbc44Aox6o1xN0fOzBM7g9jei+9v9h/DfnAQA5RFCI6C59HTuv+FsYQsTlSRqb7XQ9KB49FEyULU2pDFdYUXPT0Csm39SLlryMLJgCYW7nhSIUzKx1eUFDI9QnhAgRlRDeEo3bg8m6Irfk8TdcR0nl8U8/IG7JwwGKyf9ZDKs4hmOPYtqwpnoIATRlDyQf/7U3IdzzfSiLPeftfauj5VR96uGzmujJfsuQJGWw5oAxVCRDS3FADVKsd4v5j7gPiRHPUc+CqcBbZWQGuvUlxINncWK+i7LYQ3rq8wgn7sZOt42DsWA9FXQxYDUVLOZbz0PgbvVxcwcfeUBYX0a+8HVEI+ooCZMpgOe7KFun/KAp811MCBgzYx4Jj332QZHQznauOhBpFTPmqlr0wAHbhiiBxDwGddKUvHnUTputs+JaD73DsWCrk3qkWa0vC7DXb6EUb5snwzbqUlA7jXxneK8XolpzLRN4kIPHevVsICEQngaADdOqDPauqeKGyWj7vliAaAGLQfGZgDf9xLXD7x/69GexHMV58fSMEP/497H60z8EhYiwdxrx+/42ypf+CAgR6Yv/Djvf83dweRC49nAq2O3m1d79iIxFR6BxFDQKkNJL6Df/DlWTATXwAHT2ayCYm4CRwNhYNNZgUg+YljDs3ai5IIaEEKoR1MSSJLzhdddHBvY1qy3iReq/K39Xw9ty5cMxHxuSVi7gtBAzsVN3eiPFxz7zSe+Dc7Vcv595Q12jv/3ZRwTFLDUxpMacEKgcIENFvLpiwcYVDqU2P6fCWOWCw7GgMGOn7xAvPI2ydQpfxQnscUD597+LZ/7tf8DdP/s/Ynvr5XhuNQG5YCrR1ZPHabwkwQcR/T0AH4QUoT/BzO+94uczAA8C+EEAzwB4LTP/6Td94dgL+TLnuqhNTdBO2jSXg4gChkn4FiMReq3XAUIyzXxtFtXGYv/Uw2ebQ0lY9IOsiQ1dt0XDQR+0ml9RiR6z9IDwsktjAkLT6H+nNVGTrGC86s99Sw5TBylU6319KIBLFv09kQRsKUggMq4QZzsAJGAppZZWhDfQ1PQjuWHUPAVvVGaGZtdDHH3soU+D+y1cHgv2hwIGI1JA98V/i/GpL6N7+fdj/LP/iLDYBk0rhMU2Vq/4AfQXvoj5f/iXuONVP4IDLb9kBMR4Y2DaG7aeAQkKV4egxY7Im1GqNLld46o4CySBXy4M1mAjBkLkWs401UlmIPZbTggWRRlX479Aandfk4ekB831KFUePntOrd0VkZsalVyuRRzi4sTa40YufNGhqhD/3oz6YpRGovM9+dG0Ascej33mky4OaJHqb2W06OTDZ89pqbWWWoBNZCzGXruYr+QcCamqHnXIXGOspoIpM8ZS8N0nZtjZ/wvkndvxxXGBLz53iNsWHcIP/hTmT74Ry//jYZx87dvw9QN5zwLGkCsX8LiM6w4+iCgC+AiA/xbAlwD8PhH9DjP/QfO0/x7ABWb+fiJ6HYD/BcA3jQKWmZHSHBS1DtwvVG899zbIXtuPnU8EQRXsA26qV9pyyv1XeZC0UfSnHj6rvSPg/R0YQBu8ZmYkzdS6SIggV8Fkhj8+KUxidXxOs6a8wOA8Hbks94aN2PRKsAPLSnB7t6N0Mzf1AgVRC3Vb4DwgGslMYXozhuoaSL4PhDHIfUkooPUhfvzvv+maP+6DqlRZRAKGQ3XArCqoZ5Yjvqefgfo5ln/jhxH+5g+DvvCvkb/6pwiLbUSesDz5SvzBeCf+dsigPnoDK74Bm9WNXM+jNMbZeEyabUWQrRvr/TJFhFmPVdbAA1AzMfmb+2jIo5TEekM1KOHFrgqhZqqZr6+sYgqkAikJDcVs8hNiFIUNQgKbRw9Qg6tj2svjBYdKo70rORcJLpZQGewaZesUeFq7DDuTNBi1vfxq93Hg+aIDViUcUcDEdZ4EK5ldgaQCGmgiaB8ZxsV1xpgZp0h4PTw/gdtiwStesYu/2J/wxedWyP/TJ3Dqzm0sCmO3D1hlxpQZU7zCmOwYjJcC+fgvAfwJM38eAIjoLIAfBdBuVj8K4J36/WMAPkxExPyNscf1xNjpFoAaEJl+P5m0klkmpB7Mls0A8Bqw+PYPANWIdVT/jUfPPATigpLm1xWIfOTTZ2BdbIkAUi5I0QDDTMYM5rfhNs1Qq9+kSoAruu1yvwU6vHBVn++WHlzA3RYoX6qPURCtPwVxycwDymIPZb4n7ar7BeKzXwRtn8aUtjELDICRqGBQyWziCYUShsL42esgGD567hxovQ/EhEtq3b2IBFpfRscFwBZumyfcvQWkp/5E+Cqv+iE8t8r4/HMr3Hn6B7D3XRF3X/xjfH1F+MOnL2Gri5goIeeCi+uM5xh45e4NUbvcsPVs/SzCbIESpTt0ZiCkHmzyYTWNs4N60OCjizVAtFXTriUA1fWWC7oQPNBsN/XXXQfC8ZFPnxGnXP0sZj7Gioa6d0PswX1ByQPC7u21aRmaZOKYk8dtWJdY28+5FBGrKFcLFEDrfUE+ui3QsETYmuNgLNjp5B7/9mcfQa9tLK7l/pro4Ny5cx6gSu8lRg4zxEDoxkMgAku1VugDIZYJCL0rWi4PGU8fDpjuOgV0WwhQ9PTy13D3zl14Rcz4V08H/NEzS3zfyTn25hHjYcZQhCcSj1lM+lIEHy8D8OfN/78E4L96secw80REFwGcBvD0N3rhVS7gfguhn29GnQaVmQ67kckCqiyx1FJrwNP0AvuiGcRwwZlHzonnAHDVpZm3/HQ9qD718FkgELKWWqTPACPqlmkTzLwjvJ07b1rBP++jfmezkvEi14Hy4N4onk0NS4HkT9yFQ+7Qn3oluvUlzCIhMyGWAc+OETEUKYXNEt5wHWWV9338YaymgufWBae4IBw8g8WJl+HiWhAtGlfiOxKArx+MGArj+3fuQA53Y+p3cGcZcPeJQ4zbd+CLlwbczQVDLvjK5TX+6+8+iX7/a3g23o4vXVzjju0el28MGHbD1nNmBnhCWS+Bfhtmuif19OF569naoscgbQhmeugzRDFQmNGnqkQiC1woeNvyzHxdPI5PPXzWJZSsqNWIyhkQXookGCa9RyBQSNJfygwMm8H9FjAur/kz3VIjplrOyJcqKtRcs3jwLGjYB3dr6RZcdsEIWGfGfDpAnO3IPp4HfOzBM14av9oEok1A3/PAQ0gqob9zK+G2MiIsL6A/8TJcWmcs5hHx0tcQ5ifAYRcxAHuzhL9zVwca9jH1OwjrfaTDC8inXoE/uzjirx18Ed+99zfxb758ES/f7XF3fhbL7nb8ybNL3LnTY5ZubgrmSz1eir/2hcCiK0/6b+U5IKJ/COAfAvjrX/nKVwRipSQ+H+3zrAShxjKWKXVq6pULY50LMhO6EEBsckl2nwap5WtPCS6IBIyQTMkIptcSST8PEQnC7+hVXUFce4hU1QtA0yR9DPIouvL27x0Ov5Mp2ciT2923mVJ7ffLO7Qjry9KqG0BJc5SxIBFhmp3AepKSSw49fvaN1x5sWKY0lJopdSEJojUm5BP3YMgsBGMGsHcPcuhBY8FYJAD5g6cK/ru/InVtjj2G7TvQ738NrzxxF3L/Mnzh6RW+59QW5jHgYncHDg4z7t7tsdPdMI+PG7ae5zGADg/Bq0OEbTOMqyUyWRzJAxBvBtayt/Og8uf++eoAtH4MlAAAIABJREFUdUAtscfrryOI/Minz6CPtFEelb8Has2vQRBXM0FLXMyDZJ4SujRzq+4rE4orA5JjO17kOpi60Z2MKYC7Gcp8D/G5L2N37x7Ei19B2T6NdWZBMkPC6b5gUP+bR89+FgMSnl1N+IWfvjp+yNt+thqZPXruHHgdwdunsZxql2VRvch73b3dod8VJDMMB6BT342v4gQ+vyTcGQbszSKw6rFIAXdu9/jK/oC7774LW1PBy/dmYAb2umu5gEd3vBTBx5cAvKL5/8sB/MWLPOdLRJQA7AF49soXYuZ/DuCfE9H/dc899/xQJABZMiUKEZQHxCR8DypZasW5EjQBgUQz1Z2w1nglc2m3Td8Qmiwrg710kwJ5k7prqRG3iMhDZx6RXCxYwzLy5kaUB8nS1wfA5afB8936Ga0M853NCgCqvNaIpZopiUvtlpRkZnvgPNYNi4FtDQACXZ8sFtAaMZH2fRDvEDEkI3R5BS7BP9ciNRNO51sgmae7fUQXZtLvZHUR+cQ9WE0FcfcufHV/whefiwAYf+P0AotEeOpwQmZRclnTsxswbth6niUCjUuwEkypTIipeigwFVCuDraBlBvDKm9WVEMClPo+ZvvSOl9e7TCEIxcxpRLjObFRNwJ5DHBflwhyOb2NXBhBieRi372uZZZmp6Xh8DvruR3GzWoHF22uuV0NF2MvScXiJAAg3/ZK7aMCrIvcm5HJm8eFmMBFfJQ++fBZ7Ca59lfL4WpJ5sbhAgCe7WLstoCh4NnVhMOxYB8vww/SH4M/969w8gfvxX9+zzbmX/jXKJefAy+2cecd34+TLz+BP3hqicQTYojYm0XMI2F6UbbSrTleiuDj9wH8VSL6XgBfBvA6AFeGmb8D4KcA/N8AfhzA736z+jAgiIGzOXWYv4N77ltn0yS1NyMP5sIeTAACmwblYzALytFrZ8QX+yCMzW60Zx455+z4q+WItNrzh8+e0w6rkhWREUrLBNLOihuN5I6Z8903HHpoAVo/p1Bb24cofRKGQynDAECOiGECGHjdVbLj2/Hw2XNgZswog+3w0LKdzRHvrAr1BHghcqWicItE4FlEZsYFnuE0XwCtLuHZcYF//9UD3LbocGrRYf4/vxFb/83fQnzt23B5kHmw0weksDk3X8Jxw9bzIhJoWqFkkULTsJTyxLiqpmmNmoCAxrZexxUI4PVwOD718NmNTsaB5BBr3z8GwAQr3hE5qBOullusa3LQD+oN5zQrpmkNnp+QxyyZ+I7UVoYGZuJYXHxdgQLKxadB/Q5Ag5dSuduS66p8IVMMBsD78oyF1ZeHMBRzOGVMKSLOdqQ3zDWq19qS/GMPfRqJ5N5bf9DTiw44WIOHFRZ/9LsY/+w/gl/+VxDv/h7wxaeQKWFx4Yv4ga/+IfZPi3qt0/5EN2g937TjuoMPrfm+FcD/DpHmfZKZP0dE7wLw/zDz7wD4LQCfIaI/gWRI37pBQkig+ZbL7zKCoCAFWjPODrdK/VU3iVANoYZcNqR6xkCLpFlI6tGF5I3EWkOj1hfAoFKCBCLlGhnz9jtmCezW6hRE2WPXlgJCyeAu1c6Nx31o8yfSUhtTAMUEzlm62q4CynzPr9f1KFXMF4CZ3YnWTYd0bPQGyQMQpCeJSUVdRhirP0AXCJyC9oQJ+PLlAbNT34XdC1/A92ydwvz0CezNArr/8+N45hV3YvF334CvrzPGIp13Awh9DDfEF+CGrucspFKKsV5DNRbbQDXyAEpzMBf0UVDJLgA0iQyTY39dShVbu60ZoEtvVb3Wmp8Zkdx8X/ooiMhY4L49Y66+PUNmUTcB4NTVuRoSwjSCS6lEy+M+XDxQfD3b4xSi/gzgThu/hQju5m4S18a8Kchebwh3ZvGDycwgrq0tiHrkLCo3Q7aHcvU2DG3X3Q99+rMgRcPGV/4g0rDC8Kd/CEodyvIAlOYoywPM//zfgacBy//07+Gp/RFEwHwepe/UMTOee0kYLsz8LwD8iysee0fz/QrAa672dZcj40TsKiHJ1C4hAZYplUmy3H7hvgDmRGmW5jEQrJwWleDpk7ZMAIvUyzY6G5lrC/XMz5fRMle4Frj69uitJfDjn35A7KWNz2KGRGa4dGMg9iM3Noi3FMRTAUC+8HWEe3bAIV1XwPGph89iyCq11V4tMUj766kwQuzlPa/wBSD7bKUAsfKSaBqkNqzPsV4iKRDmMWCrE6b7/lCwtXM74sGzuHteUGgP6T/7Ydz5Qz+Bw7SNg8NJfUgE9eiCdeJ96ceNWs+IPcpsF+H2Dnn3LoHTAZi/A60PENaXUfptlK2EsLqM1C/EbwHAj//EG6/5b2ol9i6j1DVljsWjNhVc5SJQeLJkQ2yz7ZgbtBW6IFjB+8bY625FBg2HCOvLoPVB9fSw+xU2JZvHfljAqUimPUb9XPs4xYoE6/pnqHV51nKXcvqMAIwi9TrrwUW0uV46dZ72ZpEMfLLxcWq5e9/KaDklH3vwDG7/vv8C8+0TGL/0J0DJyJ//fyWYKhnTK38A+4OcX30kbKUXKDsdg3FT02uXk7K5gOdt9vaYtD+egDxJKdiADXOiVNnUatIGcETe7M0nPMS0iXUyZgZy5qYXhBHNai+ISIShFO+MGgO5kdlUGG+6ysnbOvc98cAHQGTmWc/Pto/zYNuAStkIyF79Tz95za/Z9oIY3DlT6/4k7dr7UJVRxjPi1NcqLRfxntnwGNFyggUr6iNA6lOQGtlmJGCcnUCZnxAjsQk4ccf3IzOwvxbtxiwF7wURhkPQUewFwQUYVoIGUMBQgFk3A6YViAJKtxATQZXIv6bpvXS1wwiH5lgppmNA5AkRQB8E7h8LwGDv1dTHuuYJQB+lC2nhKvu1cpsFJKP2B0pBeUhl8s7ZvH8ROPkKdd1VRISkl8mxb5ngyVUQSwUdTARs1eDUVGyUR0cVTdps7Q+uxJIiETJL80Irx1tJzBLGAiBoIurHBgvqCVwbP6ztA+S9mi59FRwiRu3VNJRSg9ciQoPjhobd1MGHny0mv4Ms8tRv1eeULFlmyd5AzDKQWosX22xp9kZ10+CgTaiSPz9RFiMbbjgfZvhFYYOBHwN5ndFGHySK/tiDZ5CLbGRX2wWzbap0/qPvA1jItU9+6F3faUZlLojX2evm0UfOShlv4/ZpF0x9zMiGoIAI3bBMDmpBkKozPNAQa9tqdGavrAgNp94D6D4GzKK8mflYmDMnM7BSaFgkpgF9lIBlkQhYTaAjiNKG4QD50jOgxYn64DQgrC47QnDfW99+za/vXaoBv292iy3woEnLIN28aYNeezX1TVArZNPapTqG6t/TdqkO9vrWObWby4HSLxD27vAWEBtJxDFPKJ780LtQYrNODBFq+jexIR1pJs8h8oaDEQUDyzWMJM8vJPV2QzaCMLDESt2C0Kam5j4whZGColgqse0D4dw5KdFFlGvqUm2/412qBykLzWMAovQ7otF8bb4TfNw047t3O9DhvqATISFD6tyLSFWep3a8LRznnA3NcGDyR/1ZCFRtkLmAk1jpbsg1uSIdYiaTNqDVdhgbnoU00kTXjLEAH//MWcySlHuutlZ938//in9//iPvuarfvdXGk7/xdpQ0u+rOxe147MFPAICUt2LvmxZTENidDZEI6lCrv5gHREMzxpUrkDKCPJ5HMUIKCSACheq8StPknVrbXjNRVS9dJMxiQEJBpuCcgkUkoExYpCQOjFGCW7Lg5wg6ZXKUGng3SDkixjmoZNz3lrdd82s+fPYceioIy4vAtELggqKKMUs0CFCks2hw2GOiBKOARQJIr7vFHq1vkHWpjoGcIAgICpV0nyAi9++xvQVF5KJheRFl5w5FRVQeHm/q7feGD255dEayN6+WmMA5gcqEMr9DUMYyofQn3AQsBqDHhKwmgUwBXNhb/WRW464i98o6V1uXarY2Gaj3Dqh9nMzQLpYBNK7w6JmHkIPsGVdLVG0FB+aOS0ToqdSz7JiNm3/2l8n7I0idTzZkUiKmQHJJiWsDUuwRzcmLZVKHmDbKNRLJ6lBmtbVYjyE8D1KFBiZWs7fsdFRnOujzC2rwY283eechYJFEqmV8lKvtJ3E9G/StMO79xXdf0+8Zu52mlZRAUu8EUJsLxAWRgiNkrAx6Q0GS/r5LuwGAiyRrw6puIIqiUR6rJb4FC4gbm4zNr0iEPsiBFWMvWRHg/i6x3/LDro8EWgvKUrRfzVEaZbaLsNgGh3hdHI5Hz53z4IABJ3UC2HDHvHJjb633E5rnhIBhKs7/gB08LIdiDNLHyfYRBjzoYFSUNKLIHpJ60LjULr3sTsui6tCOy8fdu8eCjdY80v7VknqZ74K7mahf0lxQJ1Z3WWxyZ4zf59wqwJHu1lMJUJNHkR8oCRwe1Pca1BviQXnSezhpLxiZf2bDfrUJZRuIPPrIWfd1Om6igps++OB+G5iJvMraoSM2zcOU70E0gKcO0AkqvI/grdTb7qQFAnsRgNZvYCh4HrrRU9mQuhYEJ6tmlXQB2vGWxQPA21QYtYQZPZE/nvVNHjrzyDUFId8Z33yc/+j7UPoFuFvULqlKXLRFbgFiZdhXHwfJhCofY2IgqceMNSu05n+UR+cw+GaYh/oYUA8aDWLBBQW1hbepIaD1bDOcs34XAVGIc5FEGXVEDy7u5nj1uz5+zb//+G99CEhzZMA5FiZxBuC8AEQ53GkaNhEGK5OpColDAocktCrAG0BmJs2uaxk3hepQbPfQyrxKFahol6KxHDspGawPEdYHgshwzXaf+Piv48fe/EvXfD2O6njyg+9ASZ3we9TZ2QJ3Q7NdolwKEEQRM3FUlEnuf4tY1GBeXwMVyZIGkjXYABrEC9go7Qe15vfzIY9ebqUiyBXH4o0dHzrzCJaapVxtib0t5Tx67txV/e5RHzd98DF1WwjdwiFmZlTko9GEA2jqhUEDkACKvddyDXazIRJXyUYYjVKmQUkyAoJuQBaYkKZHXSSVculzWeqGwco+gb35lfuMwBaJsKrHwvjEQ2cRCJjFcF0SwuM+Hnvo0+AovhHYf7p2vLVB0v8FWkZDmRBC8mxqKqz3sAYeuTCy/zoh2etZAKPoRmtYZ4/TuNbD5wrPD31/qz1Lh+RQOzUrhwR5ANJMAxLCPFE93I5Yo8HPfe5z19wR2OSQaTwExqWYCyp5N2t2utFkkLS0QdKeoUVBaFrVMq0FeprtRhL5cy615AIKrnLrImmgIUcY688y1+aEmZJ8nqAoWFQ5eEpikNUvPGh9oTYKx2Vw7LWhHNcyIuBooSDbC5TZtjyue/Q4FhyOjFkizKMglNLCgjZfn4KWvRnzJPLorGXVWWAnrdpaFN5gkf2jTK5ypGEFTCu5l0kbmwZUXgpUCalo9yceOusE16tNKl9z//343Oc+d41X9OiNm3b2203o9r+GMBxIkzBmLKeCk13QFssdymIPwXpB9DvaclyOC6ulAzJfZK83d0IgUfAAhMohaLaDTEEznpr12hgLYz3JAVXlenCZnigYhPW+nmQTa3XoqwlaLxa53iKRZ9p9JKRLX8GTH1RC6XqJe3/l/TfyEt8S48nffCc4zaXzJQDEvjqgdlsosx0nqFq/j+h15d6DQduoIhnRVJULmi0NmTdKdQbtu59HwzlyxQvXQ0iMkTQwCgGFREExZnmf1kG8EvCSQLJGsKPKJbCg6lbdrJ74+K9Lo8DZNooF7TEBPPNgzkjATAGY7XiWyiHKc69ISrhVTdj90iCUY4+IggBChsyBzNJDBpDDbWqQTuOEAYaWwJVuKRDmaQ5Kc5ByUDjN1M9kElTGPov5wByzwWkma1WVZa2UlsaVOAjPT3gpk6aVzAcIAlWVhxL4tcRxbtBou0etGokb0rqtVY49qKyk5UZM4jrdEl8VRRdkbQBT8KTFVHHAZuJ65pFzzu261sD7Vh43bfDhwyPi4rp839xRa7hUplrP88ChzoRRHU/tiChMgNZ8OfUAenegNKmtvojUhs0UnYT01yIkmSoLfiqV72HOewbjG6Q7ZIX3GZhpwII8osx2HW6k9VKgydkuQGFDAXPcx5O/+U7frBhAmW2D00ysjhnoxhW4m7m1egSAouTjllhcKlnNenLEaLbZhISGsEhqmW0QrGXOZZLAolW3NPwPjr1stJaNcwEaE6tAopQI1Pye17wrWmKombQWkMPyVhtPPPABAHA5pV0zMsh7GqrMmQJCaMpWgKJZYjYHSInHfg8hVKM3I4ICANXXBwUhAUodx8tcXSCUwq5y6aIaF7KqXKj29gHk+1H3np6C8Fy0K3UYDlD6bT9wOfZ44oEPHKv1ff4j70Hp5oJgWQmxQYEojyjzXS9RMYApzgGu8tpcAAqGMFdUQwi/5Eg1YP5M3JTBAVJEG4D7Kdl8AeDqNAtMOHa+5ggAKf9j4uhOuL6mYaZ1klSCCx4+e06R903Ox3EeRyf44IJFIuwPsqgNsrS6ukWzgYBRAwezU48kE5QhBFEC0AeW7EjfQzYW+a91z7QyDICNyNoktLbZiP6//myWpOSCjNpdF2rBrP/fHwq2uwAiYIsH/VtGhOFAMrFhBT68jHA6ocx3cf6fvVcen+9el9rjqI4nHviAyFSXF2UTeObPgZN3aVY0AGlEjhLk+QGlpnQujw49oqEVGrzkYrVfwqCmRMwAgtT9gfpzmlZ1o4ypBr6N7JaJ3CqcU7dZx27mstWanUPQlgyMRF2EB2KcAii/RH7h1mDHn3nkHBIK4uWv1b9/Wgu3JvZVfhn76gCpgV1rCJhQvEWBXz/NUoEms7YRamDDsZbF7BkxELg03C4YSbG6oQKMGEVhYagZIChZ0Xs8IGE3JDnYgE0yrJX/jpnqhdNM1i3z5pznAlrvw/q4AGhQqoDlVDaSO0DKo5ZYWuPQHrLvCupAvlcbqpn1fgX92cbV14Ric64kb9/hTqRcIO8ERWNqAJQZKJosC6Ipc8Qcch868wiGa/CCutXGzT/rLcPt5lhqyWOZGVv9NribY0DCrN+WbKdMSEG8TGUD0PIcV/mVweyjkdVU9x9CAMc5hsyYoKZPhcXlUJUQU2k14uSBRCBglTNyAWKQ+vHQ8gY0SBkLMOsE8ehUSx4LULo54vIirH8BKAAn70I4vAisDwEzXlIewXEjqZ3/Z+8Fx4QwSEZL4yGws+fllbJ1SspnphoZDhXN0qZjDIXpG76EZs1mHmeGP0Wl2Gh+VliJx62k2zan2FcTsTIBaQZGqbB+7BouEjxombhC90SEDEIMwVEVgeWfr4wBcOR7/Tz5vn+CcngZeNlfx/rKH+bJWxpYAGGkUKReD+ywcT1yYVAIiN28HmjToMTdydEq7rdEGq32/ByTBKQWuEA2RA4JhQhMsn/0kTTQkXddT1XCGah+kiHXcu2kXKF5Chv3i0oGDfsoO3eIdLRbAFzw+Kc+ilf/zM+/lJf5phznP/xulNRXVViRzuJMhDCuEJfPidOzBWn6vDFL4tgGG4tOPTpAWObaBbkAHjgKIlHdaVtyqgUDlKcq+TXrBqAikAGqhsPzfla4DUZlGP/DfUUUcQ+aBBeW0tGZR86hG0XRdj2uzEd13PTpU1nsaXfIovbH8mWR6VQqgkHjCgttX9862dmXZJpqrw7x8xcCUQDy5J4OmUWx0sdKSJMaI2Mo8rWcinI/xAk1F+BLl1bY1+ZfnfoBWNbMzQQ1fwdmWVTLiUVSFjs/rDjNQF0PHlaChujnsBrx+Y++78Zf/JtgPPmhd0lZg4sbNXFIlQ+ghlJT6EXirEZVrOUqarPhdqh9vSEQXaibhSFajMrlAOTgkEy1F8KjwfVt/TgmOWCmUQ9SQ0GaMgmFyvNRtYa5cLZlF7JyoumkWh7JERyPnjuHc+fOgbf2fM0VBiaEKjMMFcW0YE8M3KZ6jbX0ZMOTiCt6YzAF8GwHZb6Lsd/BughvgzWgoTypu+QgzQhHQbYMQbVhdf16kLATTSXJMaSVPFgVRE0tv/st8GJPD7Iof6vxCaa1l+we/9RHb+j1vxkGd9XUEdPK+VOUR9C4RpnvIe/cgbHbwpoj1pmx1tYGQG0el0Ll2gSC7rVN4KemcFWppGtNv3pNNgioJb6GNO7r1eZdnlRq3wQfXLxkagnmXM+fGMgPV4YctEllwF7itVIrFzz6yNljp3Y5ErtYWS9r5qjD5FmZGTk0dXUdzj7XAMEgOZuYWVGMzJCaXlc11lbbnYpMfHPCJIhjHiDfj7owcmF0GmFXoypysyL3+kBt0ps1aJH3YwwsE54XJyXyn59AXpwETwPyV74Ak+3J3z6K9v0YDLs3NEm5weWrhojNdlFmOxuuhULyrFDuBqw7DTVwoJpBU5nUB0A2jlkkCUYpyME21N4LrC6L1SBJ3XWbEot1L2Ui2cishNBY5Rucv0HUb1UbefKsOanfgLxhQNk+/RJf6W/PIMAh9TAuZeMuXP9e48pQEBQD8LKElabs8cyMdS6+vqZuS4J44+AAFdHQgH8WyYMNk8SauVUbIFrmOpaKoEYiTyqINhUWtq+sJgkq+0jajA5YqskV91vgbu5unawqC04zmJTzVh7nP/xuucYt6mGKlzx4WbPMd92ygFQiC9R7Eshs1QXVXk6amDJ7qQOwcrgmElwPO+PgeSndkDVd0xxTnWvm09JwtjjJnsQh+WeTIEgRU50XRT+zEVOBimBaIIuoiN4tUka9mnEk/mLaOgFOcwQSNKIL5PB5YUUwujk49Q5nZ2aH0+1QsWHMdNbv2w1/FiUituAlUg1GbOIYu5oBLbUQtrqA/+SObZd/9UFssIngJjej1v06fX6vPSIARXBCEm8K3QS5myOcuA202EZYXfRNl6aVl19u5fHkb74T3M0kI23QC46dZ5Dcb2HVyJ05JOTdu5wZ7wRT+wIqDG4yWYhE0hQnvXlHcLmCRU9ysOkG6i65gLxfN2vKMXVD85JMUdSCi/gTBPF+Ef+aTV6RBxpNEFV7yhxtMyLuZpAmW5OSuaEoVfbnGNIhPV6mphSVvD+Kremivw/UclhYXhDEREtiUmoVv5Yp9ODZjnz1W4qkNWgWlw143pDQzDVxsVG4Gg3aobecCobMOFRSylQY6yBIXWuqZXOHprUgI8Atu6b/t1//tQ2FC6zZnvmufP0LAIB84m6s0bknEjNjyAWrSVHnbCpCKX8VwBPJwnB03Hh/hnTY9k+o54MlpLlpyWFqKG4SCUD2Yu7mG/NsLNhQM9oYrAkl2tItS98w5wdVlc8Uj/Z6vtZxUwcfJk8qW6eAkNQaV8lgDfs4F/ZFLTU4maA2Cajp6SJtr5WE2gQkiD0mhIqMcN107DWKQq5DrnJbi8RN201EuLgumBjY7gIWKSBF8kWyzqxeAuwLZlC5JWkmtpHVz/dAISJ/7c9Bw76gIiYdDOmWLr8Iy7yX7MDkdvp/6aNS3NpekCTy63I4Kbs9D+JQaLA6UIMQnS+rlqDczgktt214yTRZkmerCh0zBQ+Unk9wTGCVWJoHgZXibKMl+2xNoMSGzhiaEpJnzkdNvufreb4H2tkDxqHeE6+vp40upn7/Yy9BQ5oDqUem5EjDemKsiyQEQ2bw/AS423I0Y0LtVm1rrr2umeGHTUlzTJSwVI6BcQ1YkU+C7AEGesRAjnQcjgWXh4wpMwrYy61SWi0oaS7opQWm0PfNA2hcOyJ0K67p0m9LoBc7cX5VfyUAoPU+aOekoFaaeE3K61hOLI3YMlevJKqdapdj8ZKH2R4wBGGWL0Om5YYtp4LVVLCeKg8wtGXPZm8worO1RaA8eLnWElgAXkoZm6+i6PeVaFYB3J4/lkGug/7sqK3n6x03dfBho8wESo1UjX5Ym8tFkg1nnQUas660NgGsJhgNqoNBYezRqB0SkUTpYpwR2zzMRW+uqEhrQmV1R4aQm5gZz62zLI48YLsTFGUeAxYdebBhmxYgi2R/yFgXqgt0+Zy8/mwHuO1lQCkoF58W/odm0jQNtYnWLTbOf/jdwvfJA2hYKmFwRx0RR92oZo5W2L8ICZeG4vwNZ81HZddbDVfRj2oQB7dlbr0cAFwRRARX0fjPGj8Ah2ib0lD9XTlEV7kNYK/InPQ5RrYEVR8RYpYgpzvamZKVoXgavHwqbrQzgeJnO7UUYQGJ/u7EEiBkrmTQFIzQJ8/JDHC/kGAvJG2DUDyZYK57A6g2i7TfHTUNtvWZNSExOD2APNuetMy6HFnQTENFNVERf4m6T2woPEKQ8o9l072YWN1qJdUnP/QusMrhbdgcoPU+wv4zgvouTmGi5MiAlbGt1B1JFCXtkjH0OWuQZy0vis6Y3ASdtmaF+Ant2dO2yxAUxHvOBOXodIKiWimQKTiyYTySlnRqn5EBgIKudWgCauUhRTdv8VLbNxpHIviQpkIZM8rYSlovJ9mcW6IRKDgCYRuHWbJnbjgeMEdL/Reh1uCweQABFVqLDTnQegXY+1hAQkS4uBrx3CoDsfdMq0AWUSBgNQkku86MtRJXjcg6FIX45ickg55tg2OHeMfLwMsDlGe/Wg87zSAe/60P3fB78O0c5z/8bpStUw65h+Gg9nmY7ahhVy9ZrV63LpATM60un1jLKqmXAMZKN6mvKAS3jajkX2r+Pwp1Xh5QXwYLNt3d1BQtNoy3YO6m+loZQZCvXFGvoDyCnorbuDOgHhCp+oeUioYc9fpwJjV2OryMcPCMSNvV8XLD86El9KLeFwDoQ+3bYQinHDqCLnKau4lc70GD9vfQAGEqjMNJSl4GgSdFRQMqudHKs8wSkJgIqS2T7fTBX9sOT+hrFEiWPhSWIKvfqSoP7c9D4yEwDeDFHjgkPPGJD96IS/9tH09+8B3an2VLAulx6fwoGg8RlheAfo584m5wv+WB36h8u0jVVKxNLANJ2WXIcm3tHFhPFSUpEFUSQw5+U72kUPk6pQkYbN+3RMSUUu75ASm9mh8MAD9XvLRuxyw8AAAgAElEQVSiz3O+H8KGUMKCpcKQ4Kb5m4/bOBq7mDoBhsMLSFlg2uVUvOmXwXCusWZ22G49FT3oRXdt6gbmOkEA+IQdikbAGqGOergxhLRmgQ43v7Ocih4mQjYzmHWda5+XgArPBoULh8xIavs76Wutc1F4eaZujeopsXUSYfcUeL0ErfY9q6ZpDSoTHv/kR75dd+OGjvMfeQ/K9mmRFU9C9sqLk7JJGzQ/PyHGYooiWKkNFHCYK88GKml13b6VqxROtTVvGVBb52dUro4pTCxgiQQJbHJVungw05Idgc0Sij4Umnnk76GqnDYLb9n3AJTncvTNxeyaluUBaHkJNBxK0NXLPYWhH4bqUW1vkK3uz5XIHdzTQQKHRSJXPUHVQoGoZp5FEE8hNFbIPZPMF0s2uiAdh1tY3QIOIzii+Zmt/0WS7tvM8hpSPlBibOyFGxR7PZRF/UGry6744PkuOM3ddO2ojif/118VtLKT3lw0LiXo0nUY958GMaP024IQNFwaS9JEWWgJXL1fVvKOuqcb9yY3jwM1uJh0DyfY2ibnf9hcsOFL0JOOqnoEsKG0yk3AYeZnjnxxdVYNqrA0JIZZAuSJknSvPobjaAQfAGiQxkykXg+WQVr2Y54JqQzOtbDgwiLNomzoTqFaZiu/yPMsGmau/T2EjV8/h8kjbfJLjwEt2ygS8ldPL7DbR8RAWqqR9zOGfFKiobmliqviptGZMOOlD0SZ7wkkvX0CYe80yuEl0LBfYflxjVe/6S3fjttww8d9b3mbHMSTdgElLUUFNTcvE0q/wJojDkap3QJy7Qfl+cxjJQTbMJIqAN/ojH9jnjAWcIylMtRjsy1RnmrddxpE5dKQJOWNNtEJI462pb8+EGbabyIG0uZ04m9hJRYbRqD2XiEakBz1+nDeuQNh9yTK4SWE5QUhnjY+J16y0hKF1e5NpTAUK10GNfWrjRvHAg9i7PdbEyhbwy0RfVR+gCGlgwYTLwSri306+QFGqIR0e932MCsMTJmxPxTsjwVjnKPMd31ulNm2+H7kAZhWoGEpJZjZzpHlf5x/7y+Dt29z9RENB7WfTewRDi+AiSSxmJ8QBYmikAwpocQgSds8VbTJ+BLG8wJqsiA25/Akz/ZvK7EVQ7sboihrggnUNZ8ZNWEwjl0eqj+Q8YMAJ7daid4S0nZYaGFnxgshL0d9PV/LuOmDj42bUmqNzCaMZTWR4OoDyoMHHsJ2rnCrBZlBa4qW9ZIFGs5sl4liE2c5FRxONmGb+rJuUiahnUfS4IfUCwRYpCBmQ6glnS6QwIZFerzIYpGJaRkWTWs3zBK+Qw9KPVAK+HAftP/MJhnyFhlhWErL+O3T4MVJAHItkAflfAyege7OgiqM5B71ygkqDOyPgkhx7CWrLBmggEwJ62y+MXCkhADnYkyaHbspmSlVWh5HMx997pmvh5LU5IdhYwO0g8lbfDfoiCiZJGtvWfis3gP55l+y33A46XT3LoS924FpBK0PNki6Xs5qlELGtzCVAlB5PlZWAarngrdbV5n8kMvzPFzs9w01MSj9SsmkBR0i7YS/txHT29+xgydSTVCM7LiapJRwYOzXJoOWfjR9VfmMa+E0zbZrv6cjMs6/5xeBvbvdu8hKLXZ/w+EF5facEFQ3CRJkB7IFhBLE1T3XpNJB90kbbdIm/hp1P7UApAUXiGqQIVwhckmucQTdsbjfUtKzKhAbsvCVK9EsHQKZm3U7X2ppUP5G1ETlmI6js5OZFjokjZAJKz3xXbLaEP2qAmLzZTLXaBNQzTcqlMf+xV5HTEEicdu4nIimm48FMvb6ZnBzMBYcjGJYtEgVRTE3TXudTv+dJ+Ge9EH+nrLY8wOTQ5TDePs2hFN3gvo5yv5zqoDpbtBF/8sZnDotq3ReY/WDPPVYpW2spiqD9fqrQuFrLV9ZFtuiEdzNfQ7kojVhfZ02YbGNyT0npjVQSj3U3Ma7+hYAeoi0gYdm8+0GaIQ0AiRQNjOyaZAv3fiGIn+HfXaEtOEZc5THxaEIr2drt5o3md+G32vlbeTJg4OsAWMtuZi6oV7ToP9HmRDWB4g8VWSRa1nVsl+r87fXNgXtuYNqaGWGYkGzayed44oSACp/gFkOolkKODELLhOVN+lBwwHCWkjkZbGHsjglJaNpJRLcfht55w6c//C78cQ7f+7bcGeub5x/7y8De3e+cOABIF7+Wm2JEaKWZcRZ2pAjoopObXfBlS0B1ZtjKlo68YRRnmNfV6IPVgoBKgqZufqA9FH4X5NysayBI7i4Cq11QQ0k+wOj8RyB7Cv22W1EPUcs2DWrCKjq7biOm99eXUc+cQ/S058HUBnuUW9iQkGvkDrlERwTCos01+VQJBvJqBJHQ04sAraMaTUV9/wnlsWwzuyZDUECCW9exBaFk29eY5P9+IGjG2Nmhjky2+Ip3CAehXEImfA7XZVwQtU9nFYAbwFpjtBLI6Rw8Ws38tJ/24dsSDOgVG+LstiDWaIPYw06Abl3piBq5dMe4Gk2aRLOaaqbTrXAl99JgTCUmm2ZMZkFMJaxmNS3oiC1o6r1ZRHjrOJZU7sfbgTFrdslibvtxJtNCkEBE9e+Q0d97PUBPG0hhIhy6VmE+VPIp14BANLVFHB5NWIvgUC3pXJLKV31Abr+JWAXxJAcsQD1QL4I8AIZrGRxgnUhtaDDboslEFYutVikAOijNqdEXde2j+QCRy1jCAgT+wEYGmRlKnApZgoJO7EA2ufEuUOpR5ntujKLxiV4sYeS5qD5Lp78jbfj3l9897fpLn3r4/FfexPiqTul1KLKFg88NEAPB88I12e2K6T6ftvRPNsXuyDo8cWJJeiDWBYUrqgks6DZBC25MLn1gZHNjbA6iwAx+T5tiYetcfFpYiRI+TtCPJqM7L0u8l6pUbS14ULLOZkAzFP1iTLljaPwpJ3WA4PGFUq/dWz5HsBRQj4AOZAUll2oSZctWmOwmwtoJRGSe35YpGoeC0BlUROsnKITW+fEOhe3UjZ1DJUJixQ0G3v+52zJhJZpJWpdV+V5fZRFY+RUyZLkAF1n6WGzTlsI00o8SPodlMUp5J3bpevjYk9Y5C8yHnvwEy/BVb9x4/Hf/jge/+2PP+/xV//Um/370i/c52WdGc+ush9A5jgJyMbSIlIpELYiCzHUlCf91gbJtHNoVh7rdDVYULgVuTYm6xba0r24DTe8o21QVvxKDw35mfNB1BvAMq7Wel9evFF1aEBTNFjto/akUckecAvVhykAIYKXBwjDgZQYWykxBZnfXFySCxi83XB61LTN1jZQ1RKs3Iq5quCScm66ZueTtV/t0z0wRZEvnQ92v4xcauU6kW3WMo2pMyrBvG4Sc0VAh8xYcsS6P+F/L6nDq/iUzMCzbVd82TrIp16JJz72/pf4RlzfOP/eX0a45/tQ9u7SPWkhvbY08KA8IFz+GjhE5J07lOMxA8eEiZKXuO2ejMWQYnpeB3G7F4Agxbbmi6LVQy5YqeutlVeM22f7LrOUwFouX9D3j6EaP2aEjVK9BVIDB1esyWdq7z1hK4k7MvvfRd5UtDfUIwT/PLfMer7KcSSQj9fcfz8ePXcO097LaslEAwhOvR8Q68zSXGpcoe96DMqrEM8N2QwkCyEMXBBBzkgG4BEsCvkGEokwsgQgI8Q/ou8TEhcsuoDlWDAV2XAMVgPqZASsPKORNRGkv668l/kCGCE2EhxaXk+MWQLGOEci9Tjot2QR9FsIq8vgkPDqt7ztedfsiQc+AC4Zj33mk6CSNw70v+zx2Gc+KQfPtBaJ4QsN3YiJC1aFMJTiB7JNAWtRPRR2D4BAknnIYM8quZsr14OdmOayywYFAyqPgFaX5QEjPppnSENkNEtmygPcCMwCjwamZRhcGzALuis5R2n0Q4a7ORCCo2iRBAlACIh0a/g/2Hou/QKx68HTCL70DOjEPUrEHJ1PQ0VURUxBEM5IWKrEso8kGWlICDo3zH8hQMtxrNypmJBCvyGhb/keWUunQQ8SAdcCeiroqYAjYdCyqUnsc2GsUNcrUCW2ALzMGgMwmjM+ZK0vJ8Y6Z2x1AaELQL9TO/OauRoXlF7cjdms42cJFDs8/qmPIhxeEIL2X9J44p0/h3DydiHE91u1W+1Y22GE1WXQtBKTsfkJ8SUKCZO6dxjSbIECIEFAZkLOrHumIU5VqWL8CvP2MDQrBvm5lEMqshmUEGoj6F5vJe9cRHlo3EGEhKiJi6NSWhL0DrXtHq9zYBbRcHmiJzfmFdXLBi9BTGak1EzIYzaORPBhgyAHTa/12AyZsAlXEIryiBgHLFIP5oIhFwy5wtjSpbJOuowaLBhiwlxNx6S1ugQQ+4NsgAsqWMSEIUu5JWclp2qUa2gJARhQ4bkYgJzrpgSIHNjfXzMlompEtUgBiOQQXqSAWRnA/QK0fmHSEuVRLIz1kHzsM5+8KTonPvbgJxDWl4Xb8I16GmiABQARhFGDvD6KUgSQA8YCN8tXpNmX3DfryVNYjqNBOUJZX4eIvNTFenB4FqMBrfA6ktu1h2m1WXJRVKMaR6k/h5JPvZeFeRvYaxpnxCzEuaBtrS41Y/JOvEz/P3vvFqNZdp2HfWvvc85/qeru6bmQHlG2JUVSbCDOBXGAxIGQAImfAkSWyOmZISmSZsTIkZMohoFEQYI8CAmiPAhKTFkCTYrkjIec4QyHshQkL44TAwEMP8hIHCQBIiWxI9nk8NLT011V/+Wcs/fOw1rf2vuvqeqhNBwOp6c2UKjuqr/+6zn7rPWt79IdbHYPxIqD8j6GJcq40xGL3EBeHCkPIo1a2EXNQJFxg+VwjO2cmvGFvoe5BFeZZFSioaorFA0NUlUtOiapSCQvDO2odigjELQI4DhOhAq5OvLbZyAjYyXBFDn68qjEEuN5pFIwzbWL52imlIxFJ+iLvd55tCK0Q1kcIw1rhLPbCNu7xqXogHCELAFf+dQvIezu4s/93C981z62r/xnn0A4fghlrZ8Vzf8A6KjFzp1wdhulWyL3Ky88ShywnQvYQrCo4MW58nI4+iw+Klt2Ff3jv1mIUlTge4MoukF0uhRVJrrXhoGSVBsGa+46ZC/2i1k8MOSwLI7duTRD9x8iI6pe1OcqeXb3bSdKZ+UQUvZfJGA3J6y7+FZ/XN+z6x1VfHAFKwrIHF91A4IhB/ssWCyOwHwGVtSTORzeWEQUaNfE/AUlLGYsbVZHZ71FEXusgC5UpvJ+LlgtGpdLW3V2rI/rSdpGHNRRjUmD0Uh8G/Iaxz5j4glI1Yx29Ls5AwHYyEKdWC9phmVWm++QZ6SjR4AQ31YU5OVnPq0n8v4EYXtXL6h5jXT86MV/YFbleVjjdJ8dYj0zBcsQg3N0WmibbpZjEmfEB++U4Ez5VApgM3jCshMKjoeITuAESCYmI8+Q0HA5+DSJWrCYKk1oXa/5L8W6Jl7kgmXzANACkTkusRJryRVAntVMLQx4EJukvLqJeO0h5Lu3EcwIzos5N1gzFCwndAInIXLJtMMwrDEX5WmVQtMnKz4stwUlow/BuRdA5fi0JfDSEFLk4IgV0bDtXLDPBTHoxWQhgly0uVHH08otIOE9wqSihqhyj9nOBQkWD9+J8jqI+OzVy4fFa+lXkFIQtnc108pcn2Eckd/4lf8cP/Hv/qfflc9M3vuDlkG1dIM9Gc/qsT+P6gTar1GGFfLimv5hHDAZP2ZnfBgmwG5nRQU7AcasnwF9O9jEtY7AU+b4vBYeHI1HayoAQ7JLVbQEEc+HoUQb0M9uEcXP7xIGJ5SXNEJi58RmkpFTgfICkTEEVTiu+AJCxiLWa0S0sbDsd4CNmx5evnsLD+AdxPlo52IKxdqoxdxCSTbKgMP10Tw/Fp3pwhuWPKHTLtbZe2scBCjKkop2QAwbI+t9LtUgipwSzgFnr9r1azNl3NklvLpNXqUT9eBt6HSaDUrM0BNrx1Alu+8hBnd03KfiFfb55T+XgLA7Qbz3iiIOecaXv/gsvvzsZy7kW3yn15ef/YxGhc87xHtfQ9idIC+uIR0/hnTtPZciHx/4qY8jD2vfZHIp6ERJuEMMBmkX5/rQ7E0RqzoXDrYRMedhsg0tF4V8q4JBOSBDgFpe51mVKiazY+ctaXKEw8cxXmys9WJB2+ScfXzExc1Ziw56B9jv+XfziC6P6JKpQAyiBR6c+TBfx9SvIcs18uYEuPcNhHFr7q69q4g0+G1Z1Qd23l105PBcJgdgytD7yYowsZBgdz0bkkqSKYs+7gJh3h3Iq2Pj0RClEiQ5/uMFkGZjrdcEnx8voH0Q3FgExKCycFdZ8Hgh2dlM1/Kw0uNw2qtBV5qATgPPvluFB6BePGU4ViSvFPXwmHaIp9+E7M8QbOySjx5RM7WFKVqyxkhs50OLdL3wa2NF48izKfv7qfsdXBHDAmJn7rS8L8qbzwwlrRldVZpLNJmfTweV3G9nNZiUeQSzdwrgSqwSugOVZEb9HJkBddRXmTgkGF+o/o0Aiprm7KPeB+V8/sOsdxzy0QeBjDpOkGFw867eFCe7VDAjoJOAMG7RhxHH/Ropw6OXGXcdm41qOxesOh17xCAouRKKujggQiG0LhQ3HQIyjvqAIGogBDSyX+gBT1b1nAt2yIghoIPq1bezFhk0P4rFEno5ShBBBB0U9aS6voi4PgS8uktYROCJJ5+6+I1iYNW8B6Ju2uHkG/p6F9eU0NYt8eXnPg9J03cUDXn5c79myEsGNncQxjPk4Ug3IyPI5sWR+2J85TP/DX7yp3/udfdDE7mHl9G7oFhmdGZN3QdBsDd7N2efBQMqyzNk3OVzqRQsY/CLD71ZEvSicNyH6ozJ+S5QFSf09NifHhQMUorCz1RE5aTFBUPg8owcBoV0x43b4h+s2Ol95Vm5MGmqCEsIAB4Mvsf5lQu0wMsJ+eQ1yM17kBD1omZ8INquy7xDkIDV6gZK1KIzQRC7wQtKt+BOhoiVgiQBXcmQcQ90GcOwdhVbbp8Hv3Pub/A4zFxqYRLK0YqWrSEWXRCs+oA+F2yner7not/pOUE7Oo52+1gf071l+jX68VSRA6iqStLkrqjp2nv1GMoJsn0Nkqb78j7+xid/QRu1cY8y7lDmSY8nT3ZuTPJChAxLyLAEhiVKHC697/d/9BP4yqd/WV2Ix1MtDmm+1a80wqBfAClCSsYsHeZUkQexUQugF/I5ZedtAVpgbO0EbceqypkpPsZiE0ezyQK7RgjQyyFZFagN5tAb8bcEzDm7P4ePW2DHAN8nczYu9vnX52m/Jj+JIzMvIPXaNJSie7Gd0xcPy99d6x1XfHQCn40H0dkfXUoPmOpxQBG9kCw7ZmowEKohhooAQS9K3EiiAHMQ74wQBTJu0PdrpCheVZegRMMhDi4LI7SfiykqmueeAc99UDJU9ZNoia9UQuh96G22UwF6vU0nCY8sAu5OF79HX/nULwHzHgidQp4lmznX3jqnDXDvG4iLFUq3QLr+OF56/rmDiG+U/G25prqixmBx0AH09u8D1xXZcGkdZYVQqNwvsJeY7XSGaqRiElNDH9QDwx5WdIPvo362JJANtkkQYgXq3D0nOCFN0CicDJUg14QwMpNqXXHRcDMU/Uj1PWjDohp/kdgWHsZ2l3nSgoUckaLzf4X8m/cldFiv39lhcpctlTUOqnrZnCDuTzzvhPb1EnVsJfMEyAbSL9QDBEYwjZ2STAUI8x5TXDZzeEM2Ywfk5ORTBL3ABOBAWh2D6Oy/MYiTPKNwDAQdzWribUYu4uol5omMqWCAml2R/BwNp6chIsczgDYsR31UAuuckftjDKVJ/E1qnIjhSE2uhrXyYfr34gMf/Mil7+3Ln/2rSByF8L1si43W3K4xAcvMJAodXn7m05c2Jj/5ib+E3/zl/0T3FvKWuqUiB6IFTl4cOyrJ7BOiR0Os3ImUgRhJ9j10HQWqghCoBYSSf4GVjeE4bqEKzgsKVN8PigioomEy8vUhoJ82h8RyCVqMkFjevPYxFQ85ZSkhk+6bBTi4rcD2OyfiLt7VEluud1Tx4aqXuNTN3H5eoKgGZZckeq2GNSTP6EQ9H7ZTRgw238+UPCriQG7IIADyjE4CxLrbAt3U+hAQ+yXujSrlSkHQhQ4dMo6H2GQ81IO8PfgD6gUQWXkKvRkYDRGOeAC1kg8iCCjIUX+xmTKWyw7x7DZuHD1y4ftUltd1TskxAWDkxwWKrCDzHmGRXJkRTr+JSFdJ69Zp7ZxXN9QeOSdMq5uIZUbYnQBpRNifoexPVE437fwiWvol8nt/pBIrI7kQBSXPns6qMyflRFy0urRDDDofRclqydyvkIc1YgEgZjoUjETYSGWnrJsKJXf8OVCTkfeGPK06wSIGoKjapJAYyk0/W8AUCyagjlwAt21XIqr9Pg7IiyN/7UosVX4I759ISYkDRAIw7W1+vnWny9It/f150CBans8l9gjLI+TT11T1sr6pI6x+WR0/yYWYANmfocQBUQIi+RlFizvEzmLvtREZOqn7RL+AjFvlliwCOjMs9C5aBNmQR0RRpIpZJIa+BMv5OO4DThkOmZQv0BuhKEodK9BkcG06Uu4PS4t/mLPGAWznjCEIjjtgBgCxrTlVjxkxRKz0i/sWHQDwlU//shdMJXQoyx4uWW7GOq1qy109Reo5mme8/PlP4f0f+5kLH+fH/9J/oc1OS5iWoNJ0Mw+j34US/Wu8/Wzjln3KXojtjHzvoX7egNWk29kLjIJFp1Eai0YqzT2XZl91HA6PNfDGJhccDwELTMpbiQOKSd2V8x2QwoCU6/2SO9KiKueRTOtZ/X1m4SFpRMGRH//v5vWO4Xy0KwpQbM7W+YFckQMxPkAhQTCNimq4D0S9L2kOqCkrgXVfogaIIdeckI4b10bhedj80BwvB8xYd9XffzdX+Rfni2IH7G5WLkc2ItXxEIxTIuo5ItbF2ZMbouC4D97Bn006T5XdvQvfn7w40pN/9ZATwkqIWnSMZ3YbTZp0bkjJvslKmhDObkPGU8S7/xjd3a8qWW93Vx0Kp41diEfk1U21gbaRSlle12TOfmVBaDoukP2pujZOWyee0i699KsLXwc7sQ5WeAxH7tVBn4dSjAsTxHNzxDpLjtl8NCut9M5IYFbkDTwTQiWJSdL5ukLf1TpdjcB6s8TuXZlw4KTaLZDC4DNsNzkbjn2DQ+zqBXYevRhBycB+A5gChOqBB3Wlm38UcnQNCAH57J4qC0LUY0iC82ZK7PXYGfX4Iyrm57N12/TmGGzEVgAt4gwtIZciNhcpEsEDdE+ZcqljF/teQufEVcL7UeoFrl2KgGQ/n4E6bknNhYkp3dwngNqAoNOAydbht4i8YeHx5Wc/c3Bey3iqTqpnt7VxMAJvXl7DdvVofe9K9j0lnN1GvPtVdHd+D+H0m/iNX7nc2Ownf+Yvu79N6ZYuvZ0RlFRb9KIvoj4nzpXgyzQiL5ERbcbE/TH4HjP9W0Tf35XFWACtTJfp4tWlttgx0jYnWqjoCH0VxYm8JfbYEyWZd5CSjVOWnSPGcS33ejYWSKNbxQOH6IfHBkh4IMIhvxPrHVl8ACTvzDpPM/Y4SZ/thbsY012Skk/VovdwZtebGRAPUk+vNAjcK9g0QqYturTDsgsHbpMyj5D9qUdrkyhFL4+jPrjBEH9HuJfhVWJQ8X6uxQsLKhJVc1E/k9MpIy+vX/zmWCZBHlbIx4+pSRfj2e194yimdAv7UitrXlBl2gD7LbDfQuY94snXEV/7fc1lsHA/nfNqLLR7XEidJ3Ne7V4etCOXgLK4hry+qUjD8jq+8MKLr3sZTzz1Qe02t3f9Ij8jGOkMlQcSmNsjbq1NUi6zW5xg3Gj/AXg4mXfXMLkduR/GNfALIi3fSSQN9TU5EtItkIe1R4K7Udmw1sIwxIN5smeYSH0eZR51TJAmpOuPP/BdUrjxqEpudzaaMjmz0DOFnXXo/P+UZhagWrIDB2M854IAiiKk0ZVgEbXL5vlItRT/Vl1WRz82xqKfUyc6CqTfB1CVU0NkeGDAwooLWuqzI+Z4gCNF7iUJQflrEpC7pab7dgszuevxgY/89H3fxy8/93lFHtc3lYxq9uzFOFdevO3uId79GpbTCSSNiPe+ZoTwu4j3XvF05kIFTuiUP3LJ+ol/5z9UUuzKCg/pEAWmAAk46kMNhQNsDKPn6n4uXngJqtMzm7PYfLQpK58rCoPj9D6XUTwCQ0RJwICO1Hap8vGIdrefiezuKSLRr7GJK1fiwNCMMSmBtaA2uK03lCuy4oBiJPk2x6VtHkoTDvluX++44uNgE+Y8E8aANjhMYLO8VDBLp7B2MamrjTkKUA9uuxgR+mt15kijQuSx81mgTHv0aWdjERw8n37aeNKtqmtUVgZ7HIdnUZU6p6Oyn6NUstScC+6Zh8cuZWPjayfHgKpbb3RBkoC5X6sz4rX3Yr75/bo5sCtquAulXxgJddCfxwFYrIClZazEQb8orzNCmexONG142mqhMZ7qv8ezutED1QyulVDaBXcuqBkm51/CuNHMi+V1bJJeKE5H7UK40fTNh0Dly2RoCIvKtoiMAk8jjQIMcsFjN5bqVQqrSAWiyjfLQuPCfbzkRV3ncmtXt6BuPJ7jAv09OSDFfE9KHCDLNaQf3D/hQV08n9O196o99zyivPpVTW2GIRZmte/F2bRB2NxB2N3DEOrnCcACBGcMQc/NOddArxQGlIXG1UtRZENQi4ghsNuuUsqE4KM4oEHIAM90AWw8KnAu18outlSzbeeC0zF5gxNE1D3ZUAAWSaORyzem5NhnwX64jrw4fkOfnpc/92s2Ipyr6sJQnmIy8LqHbRF2dxXZ2NzRccy412YjjcbR6q2Qtj2gW943Zff9H/sZzKJ8LG6fmuKsnw+ThfV9ZBp5VbS0XImC2kC2asLQnsP27zkrcbg3yf3SPk9ySfxzNcU+MNEAACAASURBVHSJo/g+6H7MUeq4vIFXTmfdLwzpLKHDdi4m8a9oBxV43Dm0OdJYBGYGdUEQi6KnsPEdUd4HvZn4dtY7vwQrGV3oVHdfTMUSKK21i37UTabLI1Zdjymb5NWIhnSrI0kx2VfpuzpzLvmgu0WaIelUvR3ioBclO+G5P9HwipU7Yf+uKW4ySJoTN0CLIp58ScY3kBEgfrF1aPbcIoIwloBSxDfLEvS15PVNYDiqaoJusAuh3pCOkmT4c/Sh0LPUbt8Wczhk2ukGR6JkyXqiOcGyOzj5EAJme8zdnA+CmA4+3uV1zAUmkTUuT6eweJBayGWDRjeT3k5/rqmYAXIAgTqx1wrBYgVr6ZaOcmjHu/eZuxYdVrSZGyliroUHeQGAQ+Qry3CAxYhP2Qodbmx950oOh2Ubj4vcLTE/+kMXf9AP2MrHjyE8coZw8hryyWuIj+4hw7EeL3lGmLeAWdhjGhFEETftRk32bnA2I9BjHJBgKEM4lyBs5OXYDUjSOWmdjrd6TBSo9EXZ5KnQfbNeXFNW86suCE7G5I2MjlpJaq5ycMq9yVvoQsGcDzkICcU79O0M5JzxoacuUbVBiaWSRmDcAP0SkMmKtJ1mQjlnaVNDKMm3MluCEiKwPKrNAcdMwvcre27Rb/zqL+InfvbnL3wuTz95C89/SfegbO8T/T5TqeFxNAjjzxmDweZwMCSDaAO5WySTkuBPibN7Ktn9czSrKEg4CP4jn4ZkZJl3KP0a9/YJc1YOmEq+I0Z02M8TxEY5HM8TMdfPO3jTkEvlG8Ug1RaCPBiSqa/WOw/5AGrVKMbgDqJGYECF0lgp72dFQEqn8qeumQkyjIgrFVi3HFwS5icxO2HOnskcb70eLEBpiIJ1HxxpAWAM9+LP76gPOB7CwXMNhowsOsGqrzPglJVoSliXsryL1iAZY9bqm7PUAlT7byaH9guko0eQlzeQjx5BtjFIXt00q+Tqq1BCrHwEwDemYjBj6RY6ejkHEys6cE0VN6HzIKnSq4yPvJlg45KL1mjcDR1hWbowqrMgUNnvnNV2oebztB4AygOpcCiREYF1XJTSpsmVONI6sdoIhgZhr0MlQqcOlOYRQBSESbr0EJF59JA7SPD0VlXLTBWmtSLmQe+S+Pry6gbCtYcAQD1peF4R/YCN+rqmyCvZCwI9N21MkmaEcWOoRiWO+6LtPhGNqP4xzIAB9NiZOYIFDvgag2QMQYmjHNV0dlEkgqrjlOAKFwAecCmGkgQRL0ZqUq+qQHhx/vMfuk/h8blfq+O+YW2y5dl/L/SSYcEMaCEh4vJYnsv+nua5jgp5jNp4tcQB6fofwUvPP3fpc3r6yVuORDHKYDdnFwLMDekUAOZUPAeFY9Ja3MGbDhYlLXcDgKeSA8otIYJCOwUiyoEImaPlijzmxTWUYYUggodXEcu01fdned1NKNsspiB1tDaIjUm7wUd/7V5WzCBOlYdaeDzo5/O3u95U8SEiD4vI3xSR37XvNy+5XRKR/9W+fuvNPGa7KImUPDv0ypFJG/Sk81z9m0HyQbdMGBSAQ7j8GqK4dNLNpVBZ5/qfUC/GAGYETLkeoCx2+iCesrroxA1xyL7OhRW+SYhj8GCqGFBNsjJtwC9GChIChgAsJLkTrABmCEREYulJk5ImRSw6HatsogZY5fVNJOOLlGGtRcXyutoks2BZ3/SOvyyO9MI7rJSLYp2AzkK7pmDTgnEsan1+Pn76/PrQU4cnqjsV8vXav9mRkNTGDYkXBHKCUqmICR+3vSgVI4tWPoy+L45wsAAd1vWzj72+7mHl6EhnYXCIA2bouCxs7+o4CrCRzco2/4gyKLlS8gxM2inNj/zApe/LW7He7vM5r29Crj8C5IR097aSnq0ILEaadn5SniG7e5odYvyPBFUmOAppF93BeD5jKjoyc26NEogj6sVoytWDQfzCVY8RjusA/VlXZvP6aS6mmeME83iIlfew6oIaG6JKPYGKEpD7pT8r+OgHn7z0/Xrp+ef0GIqDkjyNF1IW17zL1rGVNQbWVPhotSFIo0U4+7U2I0eP6BfP99UN3Q/sPXzxxdfztLieevKWF1x399mLgamRvvM9j0ERyvr+WQOZK2mfyEWrCGyJvEQ1+lDVTVHEnZEFcD8lAEBSIz8U5c7twxLrPrjraOmXOLWGb9mR28Pi0x4vyEFDx0VUtkXaSuwtL+hqcb1Z5OPnAfytUsqPAPhb9v+L1raU8s/a17/5Jh/zYNGHgcXCfs6qckjF2dLJOpMkCv2TeMRZI4A64zU+CKHBiTN9XiRMPeLBV/tTNZFqipiajqrf2Ql1wZIaraCgP4BfBG0zakmSPefPDUE2BuAvfuzpC9+Pu/uErSE28ew2OmrXJaB0S8yhsuABVcbAOp+xBKyC8mQ8NXc4Ms7FNVPRLLSTh45NSuwx92tMcYltFpxhYSMM4y8YKbYYR2KKGvDWh/r+DJKxTFu8/PlPXfia2vRaVQJV/4+WILyMSuoFFBJtZ8Q0liNkG4O4XFvyfBBdX2IHD4c7p5AAYBkVDerBQotmWIB7gxhw72RHwAoPvu8hOqdAFUId0HXekX+Xu6S3/Xyeb/4xhGs3ke58A3J2R6345dw2RdnreKajQ3ufgxULYnJumffVIdRGq0RAxRxmg52/g2QvBtiFt48aRT2GoqEfaI8Z6O31vJYD7lgu9ncWileVb5WrUgBL1K4X2D7IfRGPl770gpGWZ5TBRpklu5KC5E89h1dOIM3rmxXpXDZfqxvqOnz9caRr78G8uI7TZCqfbnAktJj0lMqfl770wqXP8Ylbt2z8AJeqshioNum1mWpzcaas49KaHCvuDL2MVlSEmlK8iHSUrcdBFCOP47DABICwP7PQu1G5NSn77+Z+jS16FFTCLOM4nFAcxRuMJB0SgnONuKdLnn3PKLHDEK5Qj3a92eLjxwE8Y/9+BsCfe5P3920vfojcTJBn6xoEM1nGYmSjSGlVJT4tCJs1Khc/YOVQ062W2ecUC4truomVorI9ZEcvWITEIG4Hnooe4DzZhqCjmeM+4PqgkjFW6FwuM4uCoyGYDbDarV+0/srnvug2xFv0munCAsn8KqIoOrMtUcl0QU+cseihsM2iMfQAXBbGiyugDHwJ1ZhpcexujnzP96koDwbQzZGdgW3YEbkWeXnUAKp+iWl1YaOt6I0VDilXBINfnP2u+7ohcUxDIpuPWppNKiF4YZYKkORcN0gWu/FlSEArgxYOMpnqxxwNE4LzDQA0ZGjoJtR6Ksyj2lLPeyXsmgFZO757G9bbfj7nxTHijUeAecL0+7+jv+RnUIp+Bma9LmlywnOHXC/GcfD0VDYO7blVYq8Xz2mnBYp9Lu1opJRqhCWoipnZRjEcbxB1Xdl+0hbKY8oHMmCSHL2psCutp7Rm/ZspFzz95OUXqZdefFER1mhjztApurg4RptHdDorYXWKS8yDjkMTDOXoBpOu1+bC0cvFMcZccNSbVNZi7+cwuLdFLnrf5Q0QkD//oaeMg6FvBJ2gU4v6WL5Nge637R54PCgS4Rd827tbhDq2f4CKTAU7x/kRLELxsYtLmFGLwDHpiH47Z89wYeFBVJVF5hDFkVAfmVlRrM0tDqzWR7mS155fb7b4eG8p5WsAYN/fc8ntliLy2yLyd0Xk0g1NRP5tEfltAP/8fr//9p+FbQLLqJJWcjb44lhwDKJGRIPNWmNzUrDi5qxe7CACgFEG5NUNlY5OO7iKZHXDlCDVcVUJpcqmJvTfzgjb2SFZ0TFoJd8GHfGE0Eo/YBmDQYo1dfP8IqLCC/SYCqbFdfWSMBMmdvnUurMYCAYvRyOVSqokSnbhcxicOBdg0kJ7bBLo2p/7xttkdATR0UZXZvT7exoet76JTRLc3SdctFp+C0PipsZXoQvV04EoEguPXcPxUHZ7ODCoS3aUBOtOVZZNwzXtFr3w7BeHRUEcqo8K76/ggE8gea5JuK2cllbLNhoI27sIo5Jzy9swcrH1tp/PAiAPasKUz04gJ9/0ERhlygiWozONxsHZQMaNe+60kmeutngovUpQJSeE3QnCyTcRtncR83gw0vS6Yd4h5tFVEmLnDs+LYChKRFYuiCktyDXZpyrdJ0LbhXMSUnuwfSr46Q9fjnh84YUXtWhnbghRTSt6CwDEAXtDfsUQhVS0cUpFeVQcv/hY0ZRsfP+WUXA6aY4O7eQBPRc1O6XGTOSiBdFl6yNPP+ncFo5AuVfqniEevEZkmAm1XVB+XBR4cUd0UT/Yyvsjp4OIEwsl4e2a23MUAhCVMk8Y+xwWMVRFTi4NAnNY8JTQ+ZguFd3bBPCwSSWWLw9UUldL1xu+JSLyP4jI/37B14//AR7nj5VS/jSADwL4r0Xkn7joRqWUv2a3+3uLxRtnWTj6YbA1T+ApWyBbqu56YypukS3zzvMWPPE0a1hctgMIxgIXEZ1Bxkb2aDDvWLQIKXE4uIjNol1+LErcqh2VNNwDeLaBBsZVuJWbUrCTc9EJ1r3g2qBjhUtqDwB68T3qg+vcc9Hi6QwL5WKUjP7smz4a2ifNwuEG5d2CEah0rFGRgyj1eUdTiWTQCr0WU7koUTRJh23S91YAhHGDeHZbI9NtLKOsenixd34x74b330rwWEgNNpfnRqmKF+V/MHvjxiJUWW2eveCg86DbWRP9sIAzGgf5aMXGMsr1UDOlVGqRVMgJ4X0RemW3RSVRv0JZ3Th4TJ3Rv3VyvHfC+ZxXNxCOH9IiY1RjukJVGccKIaIc3VQEZNy6/w4M6pZkCo/9CcLmDiKyj00AHQPm1Y2q/oAiVX2oqOduVuQid1a8W6EYxbghBS4/b4tSyTMWoZh7cbGLqv6OdfRRHxxZ4Qg2l4K/8JGLx6mAFh4DKhkUgKvISFiezI+CF8Qg+u8gtZgqRTlws6h7cCqG6NgX70egF4iAQ5ksixpAz7ftrE6vVLlctD7xU08ZF+Ycx6rAvXfYbAH6s/Y5U1HkiDTH3OThNQVJkMOGRZ2eZ0O6Rm8uXDovtXERUTdsjoW3qXjIXW9Nooi4go/Bds4TAlTNlpo4BltXI5fD9YbFRynlXy+l/FMXfP0mgK+LyOMAYN+/ccl9fNW+/78A/jaAf+479goAIFIuB58LzqZ0oZqiD+JVPZUWBXqQD/FQCsfuYJ/FoFOVhc39WmWmdsD7bVPxk/Bsyn7RJYLCE4NzZ4bbAXDlBtEZIh7BSVZanFSTrMsJmiRd0bSsOioq4/zemLFFj7PVowj7U/SpFmFqR24ufrl4V8fFDmqXim1eyqPZp9bQq3ieis5LA7q0wzptMZxpdynz3mHeeTjGmClh1K7ns194/Qz54x96ygsPKlv4/tBfYS61Q6G2f9EFrPuAm8uIlSSLst+5AoCOg+RzyLTVQoFukrEDQnCHUyeiuonb2rusKRfP6DkoYO0i2LqXEo49icqBUZltMjLwAunmH/3DnwtvsN4J53M+fgzx+34Q8dpNpNuvIJ7dVoUQi//UmOSRZ0NFWtDPTDM5xNEpJhW7ZN7s7931dN7ZCOdUE4VDVclMhhQAQBi3rnaJyJihPjU+wiM3yB5r0TQBbFBYAKkfRXA+w8/cp/D47Bde0CYodNijV3KtXYB3qWAzF4zoPOFbFTXie0cudQzoElPA82TojcMmbEzZvZP0/mszx0L7dFQFS4E+hzEVPPf8ly59DeSpkXAapCLOIkrUdZWLnUfc6XJp1IISqr9Sa4FgTSEbO/J/3BogBC0InAQ/+PvIxqVNJZ9tb99M2XlAYggxpI6qAThBtkB/x5GsPu4739HirVhvFgz6LQAftX9/FMBvnr+BiNwUkYX9+1EA/zKA//NNPq4vVpPaHeucjjPXXTNzHZMRKVc3HCYfrJKlGdBkJ5qejNm9NhTK0wvrbBeLTiobng57g31nkNIoA+aoHIko1X8kiEnPUnYDLMDGHiwc7IetH8gQlR/yH3z8g5e+HxoNra+BORKeaWLk1SiCTXeEjSx8Uzru4F+8fRvGRLdVFiAqDyRhTH+/spyFG3HWwub06+qGav4ipV8grW+qEVGpGzGLn3RunNIuQXWH5GbtxC7/jCoBNYhg2YkHRoXNHUcgADQz/52OO9JUx0PR0A3AIsGPPI23bmRqPrS1Y4US6lLK4cZIFAXQImZ/CqQZpVsoFygbIkfipHFr3qYu6XvmfJ4f+SF0f/yfBEJA+vrvIZzdBmW3B+Z4y2tevPHCUrrlgTuo218bwtVKUUu/cmJ1ywMYQjUUY1JuiWasx0ImjejK7CRU92wJQcmM+1MfdTJevQX3qIYBtMC+bP3qM897cbBt5KpseqgGYb7RPllEfMrI0L1mO2uhpA1D9j1K0U4bM5XqUbGddQ/ZTnrx3U567u8NCbg3Jifs7+aKTGYAn3nuchLqz370afzFjz3thUWQqmDjXkfFH/dMoqqTNTe7Zl9y8jD03+24hZ+zIpbKsyohOoctIThSupuzvs65WLBdfd9iaNRKoUDyrAWncc7YFA5BERHxIliJ++1xfbXqerPFxy8C+LMi8rsA/qz9HyLyp0XE4k7xJwH8toj8fQD/E4BfLKV8xzYrrpWhF1HMY6PXjkJPMD1Yz6aspjFJiUeEDrmo66eVrhcCNmvczwV398lhdgB+AgMVcTg26d3eip/czHtFqupFn0PlheRSpaMZdf64NSfUfcqve85cn/z8F/11bie1A065kqdIqAXs8VCf/yYJtlmcQEay1EIqB2MlCatOCbI34owbi4iHBvMr6QOulx268RT9tPGETPUNUXfSJGrVTLh6CJV4ukvVCv2y5byNhnhG1Kbd0Dm6EuvsGEiGOGhYlsH2bh63vQuY3XYRUU8PLpJk06wFiPkcjOiwcYMkOJzMzRJA3YRorHbAFalumcu01RGUdXD5krDA79L6njmfy7BGuv64Wq5vTiCv/mNFkOziIc3skYhI2J/5e5kbSJ7jM/8Mms+itK61vL2NxgrIuxK3cNfgxaGOOwzJGoKd57xvk/LKvNdCZNx4Idp29angvnLaX33mef2bTA5T9jEAfX+ICORSk12Zk7Kx8Ls+CO7tE/ZWLBDtcMSj1PE0vXBYyLPYL6hNAlCdPsGf5+oo+6lnn7/v5/uzH33ax8oiNOyqqj7Y+66NYUtIrcpEflal+dxa0cAh/0ebRtoGjCXo3m3vo+6X1S2ZhoXMlVn32nDyPOU4n8s5Jyxu8+zH6tW6eL2pd6aUcruU8q+VUn7Evr9qP//tUspP27//TinlT5VS/hn7/uvfiSfeLlaVO7vQApSs6YWcs0QlFGl1vrcTh5tL17wTJDSyg/XwMbvwseNgJ0C1RywzujweBESN59AXAC7z3dtoaGtWynzulTRZlTO7uTojXrSoby8FVqmLjyQcVch1o5CGWEcNvbQSVlGiKTe2bYk6WkoFe5OhjSWYJbTK06bhGFO/xmxy2hQqb2S2v+UIKBX9+31S6JYOppcAH34f3KwAUyIBzjhPRQltq04LwOOYTU63V9OgfmHFiPIwaMVNF1IpRX8+j9VULg5qXGWdbkJAKeVg8yFfZREKujy66qI6vS6rvTVqJya7exqwd07h8nZ1Sd9r5/PZ6lGE9/0IACCf3FEb8JxczcICRBUfEbK/p2jD/rQWpBzB9FUqqryQnc/+Ww4AnU+VJzAilvmAwL0v6no5lmAFrX6mc3sxNEfbA6UZURccqjHup2r51Weed6S0s/2LjREL9bYY4FMgf4ucKKA6JRM9DEaaJQJyNtViJJfi6rtlV1GHZBfolOGKQgDYW4O3S9UMsABvWIB84qeeQtcQ5NnoteT8863WwqT0UeC+RYDyVzazjoxa1ONgJGNFY7J9ud1qSHjtTIywtWytUuCZXICiW2MJ6kptP+NrZkCke0B1byuK+T2/Hqiy7OFlxG6u8zlKbxl/3BKlqHKJUo2CunAI3xOJKFC5J4uCllgJwOFAAJXjIXAJ75h002Mln4vxIazo4fjGTcWQPWMCqN4eNC+6aFEStup19NOqPpIVR3OGM9UVes32HlQEQcDNCW733hJM2+fFDd6LiVSh0QN4ueGCzFawsfhrl8OlF6yf/ejTXvhxLsuxEiR4MTXEgGXZo9/dVY8I8joAeODdqFk0YCEC+CbmHbUEh9fbXJtUKrkMqIF1fRDn+DjpkeFoTnQb3REWadZ8DSPe5uW1t0vh8j27VlGQjx5BuPaQBs5tXoOMp/r+dUstOEbKkzuUfq3vqeUKuQGUWf4naRCPYInC82i+LtnVCVxE8OgRk1ElouQ7FQue65ARy9w8brSCMniBwrEfRzD3y2b61LPPNz5BVZbbAp8sTARwlCaV0qCDqBfzWDlgyq2oiAczS4h+nG8A+JgZ9YKbAS/AdVRTb8/bBBFHbi5b9DLhCIbn0yKUA4IwbRNaV1N/H8zWvA0MbRGolkAO6H3SJ0RdqCu6AVQ5cC7Na/eRrlkmpOKeLLnoyL91vS4tn+hqXbgemOKD1eXDy+je+8emDiFXwcPioCdrsO88OIcY0Eet9D2Myi7eSqzM55wMqyY9ZeWUIFlmhFTVCg/azkYrfdB/3xiUI8GL83kHvFoUiDueXjYb1i7F5GEGE7PAap8zu52dIS4c6WyNaDrbTDUXePfATaEPhyc9Nymyy5MhTQFG1rLZMQsPdjjko2yNHMfnGO39+aufv3jD6oKYI2w4sG+mrfq6Eyz3d43fsXOI1CH3kp2sKCQfGjKB5jjgv9VXYnaZJM2qUnM8jQZpt9I7v6+W7zGeVSOxxpmXt0s33gfgqkvicuXL0SMIj75PC5Bx54nK6iZbRyVq9b8ySbkVdaYqQlDib5d29Tig6shCFOlY61C5BD2X7VjhcU2U0C3Y7fOWNFYlhRU2DGMrDBPsVKqeEO77OX/uCy9g1QcvIGYbowB1PEuUglLyFhAlApqaYp4GWVxERnjRBuCEfRK6OQoNUDlssYbMxyCl5q54gjTqF5/vp//6C/jk57946esl0bYzxFYA0HtnLnWfEUOzhyiKNJWMhGBk11ybJTYAFmUg085RLyp62Oy1aBELM31/ijcVFALwHGehReSTBFeuEiJ2Sou6Op/vsx6Y4gNopLdFddrs/vcNmWifsoc7bS33JZl5DkB5Wc1+SVkr+zFXgiXXIgYsu5oHMeWim06/tOyH5qJk8rYDNWlT9PC2B8+j6QSYVXLR+uwXXvALO0c+UWqeAcOaWoMcohvU7Z9aui7nvZs54zQFJ57tZr0Nc1ZIyt0YZMucnLG5KLOAy6U+7hDV9A2oRVEM8C4NgCMy5xfJsvo32g26GVSAjjF291R62Wr5ecEx4qGY4kllrUt3IXT0o7HSL6Gr/AGXXlf5bwzNZsvb0CekWyj0yrhty8ApB7PohftRXG1Uh6tNvA0Pv1eJnEStgiIdpV/YaG1n3hU6XpH9KWQeXSpbYhOSaGRjAFWiTw4Qc32Ailrl2WSYFjpn40E2FV5MpsmJqAA82r5YKizmEd20wVP3GbU8+/yX1I/ENoJlFzx1lxwJrgxe+A+Vd0DlkuXCUQtjBuB7W4syct/hOIVjGB+5lOo+ygutZ01lNlXiBFY2OWrcpYmwf+Vz9y9ABhuzRMFB4c4GDKCkX8+3WTovfAoOrdXJt2qN/YgCt6+ZjUQwfiCTstnsdaFeJFM5TN/ORfdOSqmF+003YBHl6nx+g/VAFR9cDy2C8wM4NiBcCvDCLh48V1AJQ+R/8KRqFxnlycicUbTbXoTifiDbosZUksYDuSvVOJWlfui+B9QuhYRWnid05VweVC51JRunkKUNwC/4x31QYy17TYdIg5imvXY2nHMmv59iJ512WWS71/lw+zzI3dCNh52I81FwKJ8TqRuGGsPBNrlLXmfhiKd4NzhEja0OZ7eVE5AmtYDvlpZxsdS5v6tX+urXATQjmfngZ3TSVHfH4het1pK/Zvegmetb4dEv3XwO3aC+FItjTxFVv5lJ1RxvobT2QVj56BGU4RiYJ6STO+oTs7mjNvccv8yTk4YVhdgj7E+Us1EUGUnS1eIgBO+II9SzQfONGtv8bvCRTDtKYIENaFMx2/1TTi3T3iXdjoAZkvaBD3/s0tf50osvHlxAC1hEVNMtFhUi2iT5e1Qq94Bkc32+TcfO0YSNWohiBFSiKAAbw1SED9BCg9YF27mGXHLVDJv6nCZ7nzbWnKRcLkU1Ac2D8feLrsO5OOLBPZrPSWAqwCBYm/+Gc62AOnI1Tw4iFJ0VCkHogWJRGjYOZlMxmBSaxYUSVHVPZKN0ZMKGDtbQ9Murccu3uR644sO7JTtYVU576I1BN1GiBOQOKOqhzGtyKLhoxR5FsEvZiV88WdhlkNPQ+mTQye+ii2ouDcfCJHkA3UatGBId01xmwsV5LlD19xzjCIABM6716nmxjAxFgqMpDLtb92JyWZ1/snhqeQ0CG8HEGtrkwU6hoirk3PDizMIDwEGWhX5WysonNHwZqfajH3zSCb78HPu0086XMfUOdce6CaUZnujJUQzhdZNGcvHiU2LvabRzrsUiQPKyuDnSmNX9tfUH8TC6WdNEvfDIs7qZ7o2XYJyTqy7p4lWNBBeQ5REwTyh3v6mf+bRTKWNnEtiSgW7QFGVAxy/bu+jK7GGPHhWQNP8lkDOSRkvM1fGNqyjIDUGVhbMRIG8CqMdGRT8mLULGDQDgAx/5abz/o5+49HW++KI5l1qxoY9Hp1TjrqEiiBz7OBIo9XyiemNKlSjLr9m+Wr4VeyzyGoCKQqamQCFikgs87p77B/2L2scKQvMwK8qMLH4/Ke4TT9axslsPCMyg8dweAt2vF9aA0EDQFW5c3eBNXpBKzOV9tYRdvh5eC7jl7lJ1c6Yh5NJUCkMZvdA5Sfqzq/P5jdcDV3xwXTPyEP35l5129+QeBMDJngH1oKSJVxfqRbZYxcwLjpKUmhFJriqX0ZCBcPcuuAAAIABJREFUJJ1e+H2cYkqPULMJuFmQ6Kl3Zva8pcp0C1RRchlBTaTOLFuL9X3K2CY1H2ov54QxSbhadUpSZfFwfvH2tRuoRUV7ABEaBuAbD9Ek/oxFGnA4b+b/uX7p179w4WvNpWYu9GmnaAe9MwZN8jy0Ma+mYdXHo/dxCEmFKp0Umw0LyrDGPosrojaTjpho4sQNt3gnWSxor6ufYUN2LbDidn+mz5eyyyvU49ta6cb7UFbXIcsj5X6cvepZOOn64xqLbvyKsjhWY7E0QsYNwvYuBswq6bYcI95GUZNRjQoL9D5EP0da3etxtFP7famjVAYcOgpi2SosZmAIzAd+6uP3fW0vvfBFSMlGZizecXdB3LguCDkPlPQDq14J5jzv2BhwXykwaapUw0IvKow4Se6HZiRVtISrC5otNVi8A3/XR/FxUB0tG1Ef6vmjDQz88Vo7+WfvY0b2xJNP+bnJp5JK8XOwRZ46I3p7VAFwkDIrOXmBz8IJMAPJBtmBvc/cDylOoB0AzQu7YAhs0L1o3YnvNydT9uvO1Xrj9UC+U6w6GRC3iKbTtldLnTy7ekAPKLr0t118ypVURSJWJXFl3N4XnGEBxMFDzdgtszon4lHsICaJipsKZXp0vkwF1ZhMKv/jspVyMZ28YGeMKc5cN1PG6Zhwb9TvPGmJTDCLgkZpgJ7QnjvTdFaLGHxTJJIjze9ZR7REVKDpMDIOOiOOd4IVZ0RYjgfNsrloBRGsoqBPOwj9MWLXxIUvqrGUMdD1DbHvLEwAg+kbHw4GdNG5tDkWKDXkitJKGvVY8nAz55todHlZHOtDzzvIeGoBdRHze34UwFWX9EbLjcce+2Hg5vchHD+EfO82unuvQOZR1VP9cUWz0qh8i37l7rQaACcHvjelG9x8DFbsc0TDFGgBTBGjsslF3jXHRjXuS0XHpVS5kEz8/o//xfu+tpef+bSf97QBAOAjSOWTwX/Pgn8ITHOt3IRVr4guUduqcqncMXoRAbX4L6jJshzx0pmVI1k2NHxu9NKp+0N9nCN7Hnx/9Oeo92fnzhdeuNyO/YmnPqgE0VxH1VOuJoQHu0OraHOSeUP6tUKS+9uU4fydVkXERGzua0EU0WIDSK8TdYWtoxfJM7YleuFxdT5/e+uBLD6AegBMWaVtqyhuPEZIsl0C6Pw3a3aDxzU3SEAfdKbJE26fCl45nfCPTia8tlep3VEfcDwEdwpUIlY9WYF6EvPCxfsqZmo1SBOcZLe7rPZ46UsvYNkFN8Opow6mt+pf0ptkMxWcTtrBv7pNOJnVxKxNpiWCwo3CU4DL6OMgZmBEqRJmsXFLsedLQtdo0jR2Hi1CI0KWfd3EBJeTa1edaFdpPhxKGl27O6XC3dt6UenM3ZCbk1mmI2ecT4+VNKF0S+xLdAOiMVXvGPUoEZcWA3AzJ0c+THop085lukijWruPWx//UNJ7tVF9e8vHqcePohzdhCyPkM/uqbIJWuxPi+uKYA1HKsVdXnc5ruzPMJQRQ9Ns6G0tjt6KfTYFqck8cTWUFast4sdzbjDicVkcKxelX+P9/9a/d9/X9NLzzykXKKoHzBC1sKbEdGiKBEHlGPHiyELlPFgZpd520dUCRZGaNiSNKbHBb8t8kz4Kjod4cI52UW+7jLVIWXaKjIg1SZ5LhXpOEyXk6wHg5mHPfPFyBOTWrVtIRfcn2sRzxMsxjO/ixutox2WQgDys3Y6eew+5d0FqU+HorrC4qmOoQ5Kpcmr8PS8ZU1xiM12NT/+g64E3nR9MTyvzDqtu6fKwAnUC1ZPU/P2l03m+Sbg8/bYdj5SMRQxIRbCd1GJ4s5vw6Eqjn7s8AmFQUqLY46cRIgMi6tiBXU5Aw8C24gOAEeHgBMVLnfJKRhcCJIoR54LzK3iBTAWIBRiTXUCbUmY3FwTRGw5Rkyc5ZyVcSyJqlL5xU6ojEz9poRtOiYe28I4ANa8f0OdRZ9dUD+iOcgm9RbtYohrWjSKNkGLps6Fz5YNzLgztoLuppmLW97Tmqqww5sO03rYga5UGKRf01mHydXn4GCrvQwurDtifqg10VGfMdP3xi1/g1brvKotjzI/+ELrQAXe+irh5Fat+ienoMS0cFkeIJ1931UtZXgd29yz9tsdiOWjQoaEffVyiC5YsHAc3w4uGaIgISghGUjVL/jRjMawxEkxDPS20qBnwxMc+fOlr+PIXn9XXwmPSOndpyJIhzRBD4Hju8FiMos1KLgXFUEOmeJOcKb5n6f95mygCTTZQImfbFAG8OOsDxgBIaYIsM9B3+or5XKolekGw/aOPYhlQdp8QxHg4lk02PloELcKeePri9+ujH3xSFUBFPMpBrIBwDl0rnxYWGQEZAXOioWL9fLjPsOHqgzjfo7fmh6hQ25RFqRb2Sn4XbDOwmRIeWcZLP++rdfF6YJEPoKlCeZEZN1gYh4PKDRp3kd3N8zAWvYh0ZfYKnjNjFvA3FgGPHw/4oZtLHA+xngCoKpFU9PGHoGFUfdqptXioMCfRirnA3RNn6Bef/yFO0yzyGAAPt2rHNMwcWEZxK/S1JWrGUC+qXsijzm5TUS+O6gtSZbatPTMzHdr5d7ATtRRFmdR6ud1ACRubqVBDpFv1wclcr/tMn/6wm0YdjFRSLTKcSErko5G2tkZgANUvvfpvdANKqUFcRG6A6n4I6GfXx0piLrDCI42Qae+kRiaMcgTkRmVWeFx1SX+w1Z7PeX0Tcu1hFBHEs9voxlMthkOHvLqpRE9DFDiSkzRB5p0XvIB9vh4COEIaxJAX8inDxy4ALC33FAPmAxQM0M/7flLal5/5tJOQw/7MDehckREGdQYe1kBWb5KuVCI6QF8JgIncgF4YMw5l6qH5f+v1oyiHchsWXUU4fS8wFEOg4XdENOl5ofen+0TrdOpcKBtZEDHh+Mel9QLnvcWi3I6Xnn/u0vfsI08/6Y/fEmIHydrssWhLo//+vFlagRaIVOpQtdimiANwDktBVQ/xvdnb/3NRD6kxqT0BC4+r8/kPth7o4gNo2PKm9SfkD6DRoNdZ6zYVlcAGJWmW0PmJrUVL9bUYouCxVcQjC4VdUxgwS1cZ8EVHHGpNbjPhbqmbSh6dnd2ST/l9N2c/0O9HNk32e/fVKME7pQE6wuH4aBHFfUmWkTLc6r2xtlnvug829w0HM+M2h2HZBZ8Nr8zcLJtMt2W9A9VlkQnCx0Nwm2TYc01FOToke607uTyiu2QnCzrc2ph7tRHjAGp+B7RIoNJBj4vBLk6DftahyqOD1E3b4fUorqLqg/KEOoFugJa8moe1+scUdWnUxNXdQXF6tVH94ZaPX1Y3kI4f88A/Gc8wBFHDuRBQltch29cOiksAQNbPqzNkA7Ci3Y6Zyk2oBE0W3fssyMNayaw5IezP0I2nzstKudzXLv3lX/+kpuemSUPw7N/6Amq66my8MM2RqSOfYIXOAeei4XAAJHzWBgLAwXjmvFoGQB2ZNMRUjjiIjrScM952sL1iGYMHrwWpIWvkfww2rnE0xpDVmC3KIOs5/NKLl3NAPvL0k2A0A6DnHVEofrXkbn0vip+vuTB+A2450AXa1ktVJEKLFHLneK63aMiyq+8f97ir8/kPvh744qNdJQ4Q6AVu2Wl3OyflQbRufW2FC+h3dgBBBBtLejydVE0yI6iqJB9ecDkfZQdCo64kpogwo6MW1mMhQiWFogcX4x5ffu7z6AxJIUGMDqX7ZI6rhpqwOOFGSbt4l9Z2iuhoym8lvA22saw6cVVMW8xoJDg3tuDPn8UGH4NhfyToqZZe4U7+PQBPCkUa0dQnh4v+GS3CAcDzM0y5UvoFkM3u3vJbnCtivy9xcIRJ8nwAb3OD4vx9GbUoui6jp+kC0LFPquMWQrmrKJYTclYh4fXNq43qO7AEQF7fRLr2HpQ4aCEwbRCDYCcL91WR8UzRLytY1V9FzxmqSfbWcBCpjEW9QCKy7RfBPSvGVLQA6RfmonmGfnsH3bTBh5++PCDuy3/9s3rONz4W5CVITkqILVUeSvl/ARwRafeJjjw2TFiF6sbJhG5e6A+LjDp+4F524ORciFq+PkKB5wJQz202ImoQWGWq3L9Y6GhDce5iQ2Jov0QZ1u5t9NKXLpfhfvxDT+leFOXAyK10g+e2AFoEssFkAUYzNiJFfG762uxnoaIjdDqlgKBA97UjQ43ZXL3vuLs6n/+Q611RfPDgEADIM5ZljxuLiFUvmHItDApwAKUHqYRVyTNWmBwJ2M0qqd1MioSc7BWCo5U75buLqCZkyy64WdfJmLUwCAFhdw9dUkOiMJubYtHHWs5nBx4er1t5VjKdyQA5vgEqcW7DcYmhO1OulsW86IsZLbXSNsAY9dDnswjFX8sqFM2yaIoGNK933QWszbyMPweqTbRIfZ4dVMaoskQL++Lm3NqdN6twtEJZK90pDc6uJkPZEQnPaqF3w7BG7pa1yDT0JFrRJaBCIBgMb8WJxXd3aVddMekVYpySCIWDw/auXvyg9/82J9Y+MKsdv5Tl9Zpqu7urKigRZEppVzcUkRrW+rmbmyxQj0uxEeHW0MYR1TK9SzsMkq2D1+1yOxdMcWkeI4pM3M887MUXX1Rp7/KaSYJVkeWGZkTjbBTYWRFBXoqHpUGPzZ1DGgzGGxHGDboyq+mhEVcXtncs2ShAb986H3NEEqRysijdZ2zAyhU01c25evrUDaC0xZEVSJ0VcpJnb1g60XM4iY6Yt2Z/kIq+F/crQJ568pZ7pyDU5sOdaqGFTy4wNLaanbUZXMzsapHNueBA1caAOwCe5UKE62zKePiK5/Gm1rui+ACaDSt0kO1dDNs7eGzV4fpCnfG2TWosOwAnbJJLUYyzYfyJAD356O2xnbNXzZpUW4CS1WdgdxcPhdERirv7hCmqvbcnqcKgVvpO8GJ2GQJAAqXlyXCUw9ksYUp6l7gU1jbafSqVK9JIUA+ksq2EjeY9jZwUgOfAdDYr1VEQnVFpHlbfU0oGo6BuvHM13HIC2WXrXFAcUGXKxTgejDP3oDgSeW0Eo+OxepfsesdcUZmDTAfzjEBWCe0Ul/Vz4hfdSxPh5Gq1ndc3AVzBs9+p1b6P+egRRTX2Zwgn38SAWWMB+mtK6lwcq1JlWOtIxhRIucAt+7sgzjOKdtwXKify7KjDzoieY9J057S6gfd/7GcufZ4vPf+cIqw+RhkOJOAl6AVM0qT267kiLrxQC6xBELgJ3yYJknSYw4CZ+wjgjQigY43OGqcILc4HG3948W+oKUeyrYye5zUfmwUQ+WpKcCUpX5zjIe0+0YxDJY3up8QU7zFlR15KKW6B/+J9RjAf+PDH9DykXb756jjHDpWnUYo6s+5TMYkv3G+Jiygz0WGRqtoZm+sBs2DGVPDY6orn8WbXu6b4ABoEJCus3+/u4uFlxLITH7eQZNQG0aUCjKJkwX1Y+onLtMujPuD6wuRsEM9C2M8FpzOQ1jeRF0dAmnEtb7CwsLvTMWNT1ElTcoLsz9xsaJsFowwHduTn1xyXvnkBUImnFSGLeYOVJB17GMejNQRqDcUKKjGynV9P2Rj5odNRUZON0SZEepFiG2qry+dzp9TuBps9PmmGcPGLaIaNSi6aAz/x1AehYWHTgTroQFLb+nkAvuEXUSIvMzqIcHHWzgyLZVQeT0Q+GKvwsTiemQsO35tz6ailX/t7dbVRfWcX389dXCFfewylW6jMetpVAqYMmiYcB1dBybRDiYMpJxQRiGVGh+zHwr5EbNFjDgP26P3Y4HiDRNP7JdO+/OufdF5IR3WVFTOeH8TjBqhjGZPzomQfS/LvVp2eRyJVqr9PBdss2JdoNu/NOXCuWeAIsbfzsXKc5OC16e1Q/84KonZ0Q4Sm5ZH4c7WCfC5Q3xMrRKYMJ6mfTpWDMZoqJZf6/t0PAfnAhz9WRzeGepCvo2gHOX0V9eA4NDvqK65gqeGXeptFDB6/MabDYoUjmavz+c2td1XxAegBk268T70AAIR55/H225nhajpK2RqasU/ZyV4AzGWwzgq5Ka26gFXPk1AJmK/tEv7vOyP+wUnBWTzS0Dk78VNpChCDYGXcYMBcUzNx8UH+3PNfUph4eV0hZiNNcvwgaULYnehIZ9x49wLA/QSkZIRZ2fRhtjGCzbrPO51y7qlPKjsSIvPON0xueiS2Lc9xQhbQYoHyVL+7cBj6VdCoCww5eN1KdVMlMa8ESyhdHCmfI0TI7p4+Rq+hbgchgg37XgCXV/bBkjHbvBaTQ7I4is3mXwB7LzQzxF9Xv0JeHCEfPXK1Ub1F64lbt7CIokiUuduG/QkWklwivg9LUzgpCknb/DGrAq0Y0kYPD0ElaU7Godql4lylDD12PvrByzkeLz/zaS0m5p0icOZqS4QOMLQjBMuoWbgM21ERk426ut1CDjkOGKi+Ii8DSmofk8qF9yViNvXMCC3yfdSEevwDVZninDNBdRm1AkaJrtq8DQFesLVbRSrAWILGEZRKJs/dEtssfqEnL4OuyYtOX083bfSx5h1k2uHLz37m8s/e5LlUpLT8jjHl18l9gepfRK+OXSrYTvoFVNfrfcpGTK2kVSLc71nHq/P5O7DedcUHV1mYI2KasQ4JN5fxoNrdp4qECExyaydm13QKNSa+eFex6iwN0Yhb9/Yz/tG9He7sknfBvACLGLlsaIyycu3C2hTddnF8wxTasQTMYdANOJpVuAS9SDdZB1GAMG7M92Dnpld1ZDB7KFYfTEJaspooMTZ82jnTHHZ7oMrzuiBYScICE4YyavBeo0oRM3ML5HqQa2JFDG2t1YFyfv2L52cYe525t4WLiKMPdD+lzLWSCospAlSNMmUcWjbbxltRnirf5XObi3KFyPHxYmza2+Op6gWNRPNqvXWrEyAvryEvr2mmy9ltrKPZ3ufio9MSIsL2rhfECcFHY+RdxVKL/za2AKjd/oeeuvzi89LzzykhtVGrSCnqlCrBz3MfORpq57bgVviKFSEsJsZcx5pEKwfysKzYZyFAXgYXRxok0kahokcLbl4IvNjIxkGZR28MeH63abFFAqYM51bQG6MlyZN/Vv2C9HlpsdNwR6yZkP2phfNtIaXg5c/92qXv9RO3buGpJ29Vabx5mqRC8n22PVsdTFvn1zYcj1lXqy645QK9UQDlfJyOCX9k/cBbY33X1ruy+HD57eJYEYLNHRxP9/DoKuLaIpgsq/gJM2dgWyLmQoe74qOXNlBJI+ervpxoyI1lh4dXimzsTRXDsQelaFMG8uJYixDbJPrxFCtMl76OI5PKth1MQtAIcZMEUhnCaPACuKy0xK6yxBkxbw6gMiuJzS+q40YLj3lfRxxNWiwAJ4yRoKvpvpVAmhrvEi1i9up1QAJZw/MQ4ID3cn6VfnnIR/HCpUD2J9ptpkmNvoaVFme2ObKDZffbLkd8JDhvwwmuxutgB8RZtYg4Z8e71m5wdOeqS3prV8vnKsORoh8WKrfsrKFIasHuY4TtXb0I57HyEgBVR+X5wMWUF8spa17S/eS0L774Yi04eZHOs8pq571nDamzqZ2fxl06SMJtxieUsOu/a5GfC7xAQcnaVGQlh3dZVWPkkAxRlDDtnCTdD/pQOWF9QC06oIgkuD+Yai4VfV0z9Hymug84JJzCniMbtmQoQv1ZVc4J1BZAUVstOujbU0RQYn9fBARQIipH3YmFTq7Pg3JfjspZWFD+v+6VJD9m/fk+qVkaoIXHZsr4/mv94fF2td7UelcWH0A9gPL6pp7wecZyPsONRUQf6kaj8F12DkMqxX/Xm4z0uA9OZro3JpyOVaoVA/DoqsPjxz1uGLmVclMWIOQXTFm/kjSW3/PFY4cCO7mRjWSqP0827/TiouVpWJeyLxGzkdVKVMfHfSrYzEV5Jp1C2LzwH5hyWX6G3v/ghQ79Bw64FhKU5Gez54isBDhuLLGvcDNQZ8TNa0ToLjQgeuKpDx6SYKlEodlYHNzfYQ6Dmy21VvDcJJna2Y5bzhcTbYHjvglUDQiUszNt9aaxv+J5fJdX21CUfgGZNognX8dw9k1cG4LnHE2L63p8zBpK6EhDNJTNrPclqZyah+N+1vHaxz/01KXP4bnnv+QFOAAPKtRCfmsd/RYy76u/DBG1aV9HiHEwp129X3p60HuEvBQnbDcETxbzYiRuopRh3CDsTpxE24avceWi484SByWziiI3VMcBcPUNZcAkigLwkE56jfC2tDAIUpUyK7Nyp1EbAMvQ6SunrCn6Ebr7ckAA9QKhNJ6k0cpJsabn3N8wMiMATaSCjlqyFUz7VK4Kj7dgvWuLD6AxLLrxPt+E1mWPh00FM2fgxFpjniA8OJMpWop5YRzbAHZMBffGhK25gOZCKV/12phM9hpFnNgJVIZ2KsBGFth0R5cmYk5ZDdHGYieVk8m0i2i7l7w4xtyvrVPRWSiVOdu5GLdFnUsZQrdPBfQiKVZE+IZpapGxBGxnLVrINHdejHE3+H8x9MSRhIYbgTQfyAUdfuWF/5LRhWa4jPX+J6IyHfKwQl5e19ed9TMi4ZZodEYdo4mYsiBZLksIVTnjz0M3ZEC7petDwLUw65zaOkkvuHC1UX23l5/P1x9XztB+g3jva+h3d7HqBKdjwp1dwri66RfecHbbu/rSL30MKfNoTpzB1Q73Kzye+eKXFEGQc+hjtzCkkaqW0YtbmW20Ejsf03DR42efDgMwXXHCwoPoIkMRW/luCK6CKdFybOIAWHHh5ypqIZEKnPsC1JEJ/PeUxdaMGBYXc6bTcR13cc8DasaLc6zYrJC7FbXIyMtrmlDNoEDAz8WXXvjifY+BP/+hp/z9IvLMHJk5F2zm7IUkC6BFVC+PGPi9oiZzBh4/umok3or1ri4+gAYBWd3QH6QZR4kIiJJGyQFpTyJlm2sh0QfguA94bN1hZWZdu9kioKeMu/uE0ynh1V3Ct7Yz7u4Tto1L6hCUaEq3TG52fLzz66UXvuiSWrqaJjQGRo0MlpU+Nxem8vKuOR/NRcdBRGzGrOZpRBFc1iedk9pYSGnabyV+jQ16w82SowvncOSsTo/2Fc9uI+zuaudGhr4RYC9dlLfaRT8vrznJE2ZvzrEINzxC6oOpgDpkdGmHxbzxWTNVK1rQ7BQWl4A5Lt3tsg8GY8+jm4iVfu3H0dVG9fasgwTcrkN+7VvoXv2HWE4neGzdYc4F9/YJ4/oRRd1Ch7A78WMIQHUdTaOTOj/xU5cXHp957gVsZ417n4uSJsmNKMMaZXHNuVjkdPl4IWeXb5d+iSSdBy2yWE5+ntnxbBypBFOzMHsmV8VX6ZeqhouDubKatX9LHEe9LxYDzuswkz/yQ2rRY1HzbSAM4KZmAVXGS0J+e0sqUQpQR7pEK88vplVzxEoF3PPP3bcI+cjTTzopl4omPkem73ZUveRRPzPbS6mGSaXgZJ/wnvWVpPatWu/64gNoINvldecwrNMWj60jHlp2TqbKxv+gSQ9Pql0qPj99dBXx8FKRkxjEJJ36d3e2E755NuEbZxO+tU042edqGBSCjzb6wFHMeZCwLkpqO3subq0uFQlhx+6dO+C+H/yuEjVxrX4XKrozpoISOydvpVy7HeY9RHn95sLNSvJsaa6bWnQQ8bA5OBqEpkjQrnDa+8VASa2XjJ5CdFKffi1skx9QUJN3g22izgtJo7pYzjvftGl5XWyjKt1wqDwwa36+31HIW9naGztceXl8jyxPtP6+fxqyXGP+1tfQvfoPsdq/hoeXETEIzqasHBBKX400zXGgHg8jnrh1676Ix+e+8IITzmkyWLqhHltARUCcV9UEHM57f9yxVIt1Eihbi3NXlRCpAXQ0YqMSrgO3z7bSaPYB/n2RmlUFWJFBMqn9zFHNxvOCP29DGFddcA8Quq0CdWxEeXuQuielUJ+7m/VJqK+JRSGbEWuG9iXi2ecvT8R9+slbBwaNi6gk+HUsuGZOyxHZXa9JhCWBfHvF8XjL11XxYavNgNF/ZByHGTeXEceDpiOe7FMNU8twU6I5F2xL9C57bSTStbkidlaEbKaE/+tbZ/ibv/st/B/fOMHv39vjldMZd8eM3KkckDPSXSoHRNJ2jej0ImuOnJ0Ryjiy4YnbXjy51FDHyJbp0FSNv+cJO+UCxMEvum035nkI3uUoVBzL7PbUyprPzQa/VSXC7gRhPPPYeX+O3VJhYY5mSjZTpnOs0HaZa6VCypUYxw6uazZsGh05QpRNbZAmfax+5V0jl3de5lWgFutUBtVcjivE43trOQLyQ/8iwrWHkO+9ivja72NZ9lhGPQf2KeNsuI6yOFK+xOaOk7Dz4vKRJ9d/9enn8OzffwUnY8IrpyNe3c54bZewydGMzJrxZ79EXt1AXhxpiOHiCGU4suwZTbN2yWxD3IwCDMXMwkrNERJUBZ6fK/1Sxz2hw5gbySyXFRotoJqbUSkdVcnpGpPlXJkB1457XymuKmnRWTYiVAfFwFA6cURkEYqOVgFXn41FHy93+vw95I+qunGj34uGBJ5O2rTNueCzX7icB3Lr1i1X9VDmTHI7x2NsrIA6LrrieHx31lXx0ayWtIaoCpB1LGrsE5XfQCfTbGZU9PRIBufuUz6Qk01ZI5gfP+7xgzdX+Dd+9BH85T/zR3E6JvwvX7uH37l9hm+czbi7z9iJWj+XUpnjF63TMSk5tAQdA5TgF1pebBMqyTSZqRY3nlSIxpSmw1L1DGCeHLGGSdF+PUrdrJgE7OFRkrEIxQl2Pq4AwFRXXyTWmeW126mnUf04LATMiwTgQpj1Ax/5afVIWBzrpmuIx5g0mGsulZjbbqruBxI7NQNruit6pXhBxDm8OZzSclv2p05opW361Ub1vbXaAgQAMO4R7n0dy7TF8RAw2cV0H6pcO4xboORLI965/su/9hx+dPpH+Pd/YIf9XPCnHwY+9Xf+IX7n9gb/4LU9vrkr2HVHeqxVaM6FAAAgAElEQVTluZ6PcajH67A2G3hFKlgskLtF1RjNA71YBxwNDA3XiMes86xQz9fRpLq5Oe9ZKPAx2UiQYJqh41fK0Nl4Ma0agFuOFxun0NsjF92LhiAebtmijzOCjXn162zK/vck4CqnS72BSqcN1VyqyRedaZ+7DwJy69atKg+G8XqsyStQNIb+PlEEYy5XHI/v0roqPs6tFgGZi17Er8mIh5YRDy0jCqo1OWVmbR7Mzgmc2Zzx9MS/NgT84PwKHt5+Dd3v/M/4sU/9HP7C0e/i8WsLfPVkh398MuKrpzPu7ZN3Fhd5CXzq2ecNllUjnTlrMfLaPmNjRCryGiSNkP2pB1axCdJI7WofDsDVPED1EXDtvW1shF+pj2/JaJVVv61cjvHM2f0M9iqdFhdlOEJe3ajsdrLaAbixly03ELtgjTK4oVGRcAgzo86XW+dFmCMiZcCekAvUmHNTQCDPkP2p/nymNHhbU3EXxwfHzdX63lpOQv0T/yoAIG5fQ7z3CobtHdxcRs/ymXoLi/s2Co+/8clfgPxHH8JXP/VLeO0rn8WfuvP3MP23v4I/8X3X8b+9coLfu7vDtzazjlaTZpg4x4Fkaqjs/sy6+OQX84ZM2i7K4i9AAWXaGV/J/HnSTqWrNl7siD40RGsff6TR5b0t50MAV+UBWlwEa7Zam4GFNWaU6vZWNHmhAbi8PiFgXyL2WbCbs6MoudTRTWc28DCpfukWAAsPBN+jBpPpBvv3/ZQwT9y6pXtmp5yaubnskfuRoXsgfTyuzue3fl0VHxcsHngkXJVuicV4D48ZnyOKuqGe7JO56BVLsTUnvKzz3yDA7c2M/Vzw3/3uq/jv71zD3753HZsf/jH86H/885h+9MfwP/4/t/Evff91fObv/n84GWecmn/Ebi4XPrfWOKhNiyUBdkzFL6406kKpYxluIG7u0xQg5HRQNpyLmTPZIimN8+eDx2wIomIuhfQT0D/mLLd6d5y3LAfHNFFlwnNcYhSVAp9Or990gYrAVBXSIQzMHJn2MWTe1WA4NARDFlqdSohdlVDKgY176RYKn1+pWt4RyzkgP/AvoIi4DDeefhPHXbXc3oflfXNaAE2S3r3nT+CHP/kMHv/Zn8eNP/OvoDz8Ppz83jfwF771W/i5P9nhRx5Z4852wu3thHv7jBNzTW45WYAVASAqUQ5GIAC8KGDXTwWYZIuR5/Gbk0u9NczQRpv7Mwtb1Mwnjjso8///2XvvMEuu6l77Xbvq1DkdJyqOkgGRRDIZjG3sC8YIbJIkhAgSYIxsDPa9gA3G9sflkhww+V4yCINQJNngRw4EEUw2QQGQEMpZkzqdUFXr+2PtXVXd0z3To5npuN/n6adPV9U5tU/12fusWuG3Su8NrBJttVYrrRJMXd3FerTlGMusq+xwKlVX3Uz7tAeTJNM7zBMTtEr8zUDXV9aFfk8h8T0YO0HOPMgF4FylUmziix3zivibntBdNySTBu2SvRkgp512WuW1CeuEQOV5meyXbGy7WZ+XyKElGh8L0Oyc2S8t9u9mdrEp6XPkSGpqqKVVwgxKrZKshlJrOFd6V+dRoy2OHE154BFjPPnwAa3Ekf7HB5g86sHI1z7Jn05eQvIv7+DtJ9+Tm3b3KnGcYoG4SxXmUapmSZmzhWE4dZXyqRPL/ejRokerdmlS312Ffi+hJC1LrLlUMGqyxNV3MCH04ptVNVt4Z4n4mGpBkKkG0NYwmvnuoq121e8E8EZAb1bCXShLzJOOjdsbdqosmHwbsu/DTzDOQglz0BuotEBKU2WlqeMhzjw0ZUGZDZEnPufDpWaYhMXUlwEOYr+WVUczCbUc3mTlpFN3WSlubzeJsFfVUoCLX/ci5PIv07n1MqtMGT+CO+7125Sjh7H1SSfTfvDjEC25d3uGO6f73DLRY3evYLJfMChMG6gb8iig6q/ixDwL/bJWVs5xtbfPa3OQmDggwTPQ7OJcmFiaVWj5yq2gKzLokmNVNonvUJ1KQ5cHauNfy1nlvIlgxkaitKUg7U96A2e6zsUYdKvwpfSmqkqx3Idnq5x66iT11K+VHZ+kGkLCuS9TzhP7KRvrXOmfH5LjE83J1HtufLn+3hrSPe85z64axRX+encLMzxio7ilJxofeyF8EDNnSZ5lZwwZ9Bjqmxpq5nw/mEHpuyFK1adgNHNskwk2t4UN/R2MZo470s1ccfskNz7mhQxN3kLrXg8meczTaf3Wc3DdCbYOtyqFTcf8X7btxERxgucBmJWtXrV5D2qGoXrDewdCrDeRcKdTJ4YFL0gq1vOimthNZURf7ubybtU2O0inm4u0Y2EV3zK82fhOXVKHNBpjBXzS6DB90kovILhWw93Yp87fc2F57umWVJaJia2FSxH0Bhz2fiqhp0HPFsqg2hjGmbarsSaUVZXOLMVHEUiyKq8mLlSri6auTzmyBfVltm56B6fvRbX0ok98jE9/8O24kXHSw49h4kufZdcAZmgxkyvX9Vpcte1xDI56AGhJt72B+x42Si8vmR4U9H1FSHDKhcROoVZBDknphTYSOxvl7YLPURDr0YLvjlsZ7+Hz7CtFbJv3aJQFrcE0FLm935ldJjE/s6s2HrzmSEgUF6i9LKEVQ9AkEak9gf7cptaa+flkFWil2heM3djYewzN7JoEr2UQ+Qo3SlUCLHYjFxriDaeWR1LppICNy7dumE+UMPCi555eVbX0fIVSLKddHqLxsQ+aBkivFJt4eZeh7nY2D6VV/DO0jQ8xydHMcacbp/jCe+gPW0JiqXD6Aw5nPEsosxH6Rz2AW2Wjdb7ccT3HjLcr4+NlZz1n3vFM56UJlIWqFT9ZQ+lcWIRC3DTTvmX4a4+2sxBEv6TKZ4G6v0NYGHJ/B2Jfzh2fnOmrZ8pGpUhDG8FaladV+StpZuGVpNG1E2zB9P1PSDKrcKl2WjZ+25cZpyF2TF3qNx/NRLZKKEm9O1cKpLu7loWHyutSlRS2R9HOuJVag7+rm6kVS1vDVpnQqIKJC9XqpNL1GdliBkiS8cyzX73g8Reed24lPta/+sdct/Ekpp71Wq7e3mV6UHKs7GLrkOn7pHdczcRnPsjQrhs4YUPGiVtGGG4l5CVW2puHapHZiaCDsg7dhvXEhAm1KvNvKp7WRoZvSBmMf28cV52ik7rkFvDlw11vTEzbvOhN1EnXIQza8IbIoGtJ2i1Lyg2PNbSC6IxXFWFle6Qu81VTXW47JSMnE5vLQaIg9IApvPdhJrf8tUKD0GLdf6mkIQ9QNpJvfeJ6nnQYJB36pLamJdlePSBnnvFsZvKS7d2cbaPRg7lcRONjEYQPZjsRSzD0mhLDMmBD25E5EyOb9AtMiJhsbguTv/MnvPHL1/DFq+7kiHIno/2dbN19Df/fN++0CpeiJN9yAvnGYxhuORKRSi11Lm/78CeZ7FtOyEzIDSm0anAGdbKoffE3lEHLEulPm6vSUbldM2c/Qb+imXDGHLnzqqurz8mwE/r+J77Bmy0+3k3spaJJ0so9HHo1VD+tthd7sqTWVOsmeNOFMFNK1RK70kSZD63bj4cYdavoWtzbty+vvBtNd3aaVe+xdiPPzAq1WAVOp7qecaFa3TRbKzzjj1+z4HHnnHs+M5owXQjl6GFkD/8dNncStqYDpgcFG9rWn2V04DsnZ0NseNIp4BztfJqNnYSjRluMtx0OMyKmB9Yxe9qLDELQz7BzquIbxPnSdhfK2n0FjFAlTWvLq6j6/AhRrXOrgvfRJfaZD4Z280YCqtYJoqZPommnFi+Dqg9U7vsy9UkpXFYJDYYbGXsxN7ukvanP0xA9bBodfZ/HIVjFXfByJmI3VyLiPR5YGMn3l5LcxACDVzIIHCpUwmV7q4J5+VlncI8NcT4vJ7FF3yIJH9ALL7igVkMtc0aTkjxNmRqUTPZLEqc+50MZnbmZifRIvnbZbfznTM7njhjlRY87gYt/0OWojaaWuW20xfZeQY8NtEtlqOXoJLLgOOpQS31MoZD5BSrcUaVinVfFWflp6TPRoS5hrUrQtCTxXo0Eqi9dipzWoFtXdrikaoQlocOJX9QGLqNUB5LhvHFTqCkISn+m/tIP3TuD9keQgQ7Gin8/VbVQQ51wwfJjL0Ymgy5OHGkwjPKGARHCP+IoM1uABz63JhMsubSZ35FkXuK57oERF6m1w77+l586/4KqLL1fKIXrMD52OO1vnstVDzyV4zZ0mBqU5Ixww+4+E/0Z2HwEPx+M8ZChUYpS2dB2PrdBLNejrLut2hdrXeKaOalCM/2iJHH45Er/+ZwrtBX+9nNGyrz2glS6OWZkSN734RIHrbbXH0lnN0z0YZNcQ/lpnYgaCAKCQNW9ulqqQnde/1hbVqFmJbuuFmUM+R8iKFq1n3AIg0JnVeS5xOTqbW429HhChZyWkOekYOsXjTGLIxXho588jxcuIBIX5/PyEj0f+8ncD6yUOa3+JONZ3d9lJi/Z1SvZNbqNE/o3ccm2r/Husx7OiUeO8tkf3sw5Jx/BVbdO8v1bJrj8zhm+fv0uSoXRLGFICms1Pw9DqaOTOJ+7oZV8caUoiu9V4pu3pY3tIZY8KGtRn1xsAQrlZ+pSk0X3d/iaWFw5qH5aYltDFAyqyR4WzWqxbixU6hJbCLNh8sTK3aqFrzTXaeGsqiUs0qHnQkiItUV64f9JuBuy8t5e5UJWl/g7oYHvcpvS87F68Am8Zb9SuDSV1DHKoQ1MSzsaHuuQT3/onWRTd9AeTJoEv7MS+h0MU85MMfr2l3Pstz7KxnKSb1y/iyNGW2wdzhhuOf7j53dUYn9guUidYobxzDHeNsHCscxVxkXo+dTzn/tQTebweQ+NTtCzkkPD4/maIDaODQZBqJYJ+1Rkdl6WV1hOKS1pPRgxPgck9Q0sE7UGkUFMMHgcq1BQqLBz6SyxNAnvp6EbUiqV3lDhw06hajAturQG01U3bWDWDYTlYlmVT5U87jWNckmr3DFgr0JkkeUjGh93g1ktvNMOJCmuu5uNrs/WoZRh72K4Y7qgGDuc1nH35thzXsNb00t59/TFfOG2FsdsHuKff3wL//qzO/iN4zeyoe0bWInjlDNeMO95R1q2aCX+LikvvbpqrlXia7dQvwB0Zne+dV6yPSRm+rK6kPUdQjgzecmMz7YvFBPx6oybJkdn3PIjQpO5VsdivdkwmTPjaMiZKFtYgAuXUXbGGSSdqj9OGFcV9pC0cr9W1XZQJcKGvhalsrArtVHeFxpSVQl5fiHVpEXuMvMMOeuo2ertrtqcl+0RBu1xptwQk7ll+c/6f0fWPBd/9P+Zt6DoW6+hidsYdbklOrYc6a89i3KQk2w6HCkGPOzocY7p3cT9LruA8Us/yltPmmGsZY3ZBqVWHgrXn65Et0JFWWjtPpOb13RyYGW53SJ8OWujm7Z3GoScDqj1caC+KWgaKFB5Gavy1xC2COW5jS/wSi8kaIYMunVJb5Cgb3hf1KWm2eGTY4OIWhAMDNUyIRzSLyzkNDOwZM/Qs8YS4E2scMhppUKKc/YTwrzBCxnmeTCg2qN281KKrYF5aQn23rib7Je85QMLJ6FGlocDCruIyKnA64H7AY9U1e8tcNzvAu8EEuBDqvrWAznvSuDU007jQp/UpGkHKUukN0UmMxzWGSNLEib7JTf2M4554G+zpd/lrm/8F/3d0zzlmQO+cpXjDU86kU27r6cc3MXutiWlqsxvD15wwQV2FyNu1h1EUCysynMLpSilStyyWKrg8Alt/q4BLXFaIonlaPQLqwxRn3xa+IqT1I8n956M0PRNQkmts0x86U+T+vCJYHdaVRzbv4fQ4K1Kdvd3SmXpY7z+yNAvIsRxgUrifUG8h8Lcx2mtrurj33lr2BbwUmknDW+H8wtbkrGrX9LLQzMpWXdGx3qez+BDqv6xdHf7ipC7cDO72Dx2BKUOUXbGOOa1byaZuovB0AaO6U/jJqeQbfckv+36qtJkpOWqMu8ktAgo+qiz/eGz3HJCS5VBYfkgJXXzMxP0CiqkUn2JSyhlB8SlaEplQAMNVV4foglVL6o2P4KuDVQhxqbeR1Ak1iTkfqTQyqr5HtafEjMgFLtZcIljUELLn39QUiXSBm+oEyF16n/X4ePMN3mkzCsV0oqGequKVDctiPdyFEqhZdWJtuNv/rqDkt39guO8VHpkZXGgOR+XAc8E3r/QASKSAO8FngjcCHxXRD6vqlcc4LmXnWYeiGbDVRWFm97BxmyEbGiInd2CGwZDHPnY0znyHg+g999fpfsvH+RtTzgdnbyJfMsJoCWmk6mzF4a5+LuOBEhcSpa4KsfDssJDWW2dMR68I6XWEx4cnTSt+kQkrlYoDF/4lXJpkaNakga1z0ZWvHkvcn9X0sjlEDe7P0XZr2LLYIZMCNMEWs6ySELZHUArMfEh8MaH1IbMvNcGfFxY62RWN8KMJvQHlmk/nDozPLRE26PkmET9VC9nZqD8yoZ13dMhzmf8fO6Mo4MZ6JYwud00KtojVQVY94j7s71bsKvXYdth92PoCEWOewgFIHmXTpHbHbumPqmztJ5ojZyJJAn6FkJPtNINUpSe/86vC7xKCg1N26gL8Zu9ihqGBg1jJBgNFPms9gFVLlfSqucvPn8k71v7Ab+9wOdl+bkrImhpa0ro7h08NDPYfB54wcK2mAez02j0VqqFpNTLs9vGcl6VY03SWpAwNHwM6xFmyKUIhbNy3ERzckmZ7JeV4bFO5/OK5oCMD1W9EliwAZrnkcDVqnqNP/Y84GnAql+sAsELop1xuwuY3oEUA4adQ9ttunnJjm7B1Jb7kzzx/hQKk35Vcb3SYsClj93OI58M9WIjIe9CckgzXCNJE2yCizcSNK2z0oOuQPAozORe40MSKMzLkahU53DegBh4wS1zJKQkSQpJQwI6uECx+HSV54E3PPDleu3Rujum1sl3Ram0ktrwcLPu+oR2Wee/qDjz1MxHMD58UzptdareN6pKO5WqkyVJRrdQugNlsp8zNSi596b6ddfrQhXnsxHmczl2BOXYEbRuvcL3aClBzZuQDqbJkg5O4NbJnE4qtJM24+2EVt+Le/XyqlGlVZw4RPoULmskYFqSd5ZYKMbSM4USbQgKmmcEoKj8DMEgrxsp2s2J/7IOHr2mJ9VrYeA9MRpCNVraa1beBQe+71JYW0L+RKiKG/g8jXCjED4xzUT4YGykgt0RVbkaedWxVoJXo1EWLP2gkDwwbaCGYVUZSHkX8j6pOJJWBwnGUmGK1CnEMtoVzlJUu2wDbmj8fSPwqCU475IyqxpmeFMVtxxOhXaSkPs7g+mB0i3MRZj4PImZvGQozUiTsg4XzKXpdWioiZJmpC4lTVxd8hba02tJ6hylvzMIOR65T+hUrcMciZNaidC5RgvtWm21ucBYUz2HVNoaplUw7IpqgSjUXov2KL3SFtRAywkjSW3sgLl5S4Uhr+JVdcX12FvKufD88zj12bMz2J/14pdz8cfeT5m00FaHmVLo5SWpszvM0N57phTy0uLOu/sFu7o5DzsyyqTvB+tuPg+OvL9pYhQDXHcC6U6geZ8N40fAUMpEr6hK3fuFkmbDPlnT1V4GcaAFFOa5nBXmwLx6o77Vu3kpna+GkeqL36pCqOetQikpiYM0qcOgIR8DqEtmmz2NfOgnSRrVM3NCqSqu0hUJa1dQGc1LM4ZyH+pNG0rHYcwtRyUDbx4NG1MwEsL5Ziki49cY5yDPqwq5EBYNoWTXm6w0S0KYK4RhBi6rvtTifF7Z7NP4EJH/AI6cZ9frVPVzizjHfLdR83rPReQPgT8E7tPr9Rbx0iuPygvi+34oWHOnwTQdlzIyPMzUQJjJ686yMzkUWtJJ2jzvec+e/4XDghJq/EPuRVEbJKmfgGHxKDE3aTAeQt18uHtJnFRuy3AnFjpaBkGvoVQoVKruj8F7Eiprwm8toPDjlFC6S/DIOMK/PBgBqeZIdxrSrFqcSDJ7XtGMX7u6r8WcsM9cBkOb6gVKldHMkfqQT05KNy8r46+XKyduyoD1Vesf5/P+MderiUuRmZ1I3iPdcSOb2iNsHNrAhGZVcuikQpaNkzl/h+6F+ULFVVAKnUviUlKXWjuBxIcjStPlaVaqWPJ0Niu0WRkegTnHlwrOpfRzrcrWLbckq7paJ5RVm3n82hSSYquXVarcitAbqp242Q3xtEByP0fLsgqbCLPnbZXf1jDCqmvsyirJtMCRF2bkWL+oXqUhokmLsj3KTK4MJxINj1XEPo0PVX3CAZ7jRuDYxt/HADcvcK4PAB8Qka+02+3fPMDzLhvNuyaz5L3RUOYkM7sYE2G0M0pfHb3C7sJn8pLpBdI9LvrEx2aVsw18CERRssw3aQtiQXkf6CPOhI3Uf6HnpTLwnSxTb0QEgR7nZYkBpFEA1U4Eij6ps9hvWFzmChS5Iqfjcyjwgl5u0MU5hwx6qIjdDYpD+lO1+9V3s2waauF6BfVVl3o3K9SLeLNHTIPpvLQGVYNpWr4UT70npF8ou3rW4OpeG9dviCXO5/1nD42foQ24iduQQZd0963o1F1sGNpA2R4jb437uVwyDQylbdKWN+59xYgpihaWPNmo3iCxOYvUhkd1g+E/z0BlWCQhyTqIiHkvQRDiCpVfUhZIYlofqfNhILQKr7kqCdxuVkK4tJX6KhlHdVMTSuhFXG1c9ft1SX7DoLDwT+NChlwxr0zKHOOjEgpzKZqls5rstROpetUEZdNyaAMztJjuFmzpRIn01cZShF2+C5woIr8C3AScDpyxBOdddvZISAVkZheuPwX9KTpJRrs9QtpuMzMoF+zcOiEdMnVVolmGuUoLP2kHpYnsJJXwTh/J/ULl+mStDq00o1+Y56PlqJPUfDOqsACkRdeabolDel0btzhfTQNO6gWqmRTmehNo3rPkNajuTiQ392iZjVRKp5UEs5dr7ge9Mn+HVVKHTIZSV7X+BiBJKdP58z7GXI6b2lGJKpWZdZ6dLoTJfsldMwMedNjQrP9NZL+J89nngyS7bjLjdno37LydJOuQjG6mNbKFmc5mSpiViOnEMZSN+l5D3bo8tuEFCd6MvkIWBMKCcSL2BS95Pls9NHg8kqwSynO9Kauu6YxZ8mmrg+vP0B7dWneVDiHNRmgz8caL603M9p5gRoFkI5ZjUfSQXl3GXoWWwrFp255b5FV1jm3P6tCQf79B4VSpK2TEV/ekPjlcelNI0ff5XEPk7XG2dwsOGxKGkiTO51XIAel8iMgzRORG4DHAF0TkEr/9aBH5IoCq5sCfAJcAVwIXqOrlBzbs1UVzYlTqqLnJD0tviuFihs2ZsnVoflvwlsmc26cG3DlTWBM7seMSzXH9adr5tLWIp47tVndD4Ov1+7SlqJrFSWgX35u0OHao7+9bW243vcMEuwpryd1ydRWMQNV0Ci1naWnIYAbXs3belF5OPe3UHW/TbFbjObubqvviDEqtYtzgQzv+Tkdb1ulyWucvnTv1Oc/D9WfQNKNsj1F2xpkuhB1dK5+NhsfeifN5cTQb1A2OvD8yshFxCTo9gd55I8kd1zCy45eMdLcz6nKyxAzoQaHs7hVMDEq60vZy5r56w3dlDQnb/aI04b9Wp+qPFPRrqrYFwQMZGj/mXctNGdRJ2qGPUjBibH5OWZPF8JP3qpCQ5H3zlHihvqZgH1Drffi5XVWxNVSLm8dV8z4bpmyPWqM8XNWrxgwOE1mbyUt6RWmKzQ5ag2lrj9CdqENNw5voZeMkQuxEu8o50GqXzwCfmWf7zcDJjb+/CHzxQM612mneNRXjRwHYQlEWNvkHM5z5wj+a97mjmWOiXzKTF0wnQupKRlqO4VZKltbhE+tA6/MnSn/34d2fzVr5cNdhoZfCyvWoFzOoX5PelGXOuz7ic0qaeSZVUyqok8gATVuNTP/Uu0oTK+/z/SLCeFohDOQz+8GHfDx9dagKoSgvdcKF553LqafvecNddkydNJeUqX7JhswxHLPeF0Wcz4tnVkLqEfeFI+5L6/ofoN0pNB/AzltJexOU7TFcZ4xsaAN5ankhpTe0JamrXpLM5kOQsglzosCRJBkk4SbCx2Z9jxbybp0H1ehiWwmBBQMhSaEsqi7VzeTUZnimEuRLWzZH837VVK567RBiCWJnUJ1P/DlFta6eSYfI1ev3eK9p4f92UueQpF5AcUgKpDtd92RqDc3qVRX8nnE+r25ib5clZg8tAb/dzeya9/jPvuv1lPltTI8fzR3T+ay+J4NSaTlHlrQZSkOJbd/3WVDQAm017krUEsoqb0JK1V6+2XBNClflmFQejbBCJLYgVaJebnYMd5ZIWjAwvOFhxydmICX1a6eVIqIZSn2vhGoKj3Wny3YitAeTXkJ9fgn6YmSLJZ+lsMHL3cdFKnKomGWEHPdQAFq3XlEZCdKfJCn6JljWHiHzTSk1G6ZfYmqcmAHScgnSEOZKSgutVFUoVVkslVEhPpcslNnajUcjJyqUqHrxP8DWh9DrBfzrir95oPIykGS1qqpv1lble4lDw7dH6HrrXxt8/lYwlPxzHNDXUGJfV8oMe0XYtOgivZkq4Vw7Y7O0g+Ze88jqJhofy0Rz0YJGOGYOOr0bmd7NSD4g2XwCu3oF/UKrBnOhzt66uabmoe1P2wQGq88LyWLNBk+zMsHwCWoD85aEjpReUKlZ8ia+vLeq0y9yQg2/uqRqQw8gAys3tlBQo7FclXBqC2+ugPPVAnlZqSYmXhSt4/u7uP40rjdhSazp/KEXwcqbm9c4EjnUzC3NDaR3XlMnjg56Fm5NM3QwQztpkWXD5GKVWIVCWfqwA5AkWR3aLPJZHg2ow6pAfaNQmmHSzL8wbyjm8XBDiIRcj1qSvVJNdQng53GYo+E4NRnDSrK98oA0bzgshESSorTQxPpFhVLk0KE3ScXLqlNpdgRjRVtDaDZMTxPaDVXjOJ/XFieIVDUAACAASURBVNH4WGbmGiF7sOFIZGo7TG0na48wOrSVflJP5NLfJYGXWZeUdprNco2GRShRq7mvuk+WPhRSNhLYQi5HkGZOqapSKs9GuNsKhEqb0OQqLEaVvHPaeE6KlI3s+LRDP6/7WDgxQ6OTOmuQ15tEBn7R9a7mMhvZw3iaez0jkeVg7nzOt94DMCNEfUdZ1H+uAfpTuCSj1R5B0w79UupqmYElkqcuI0sdWZojg6Q+WRD4c6mVsQbPR1HWHajB5nyjG676uRhCq5pkXg24Vhd1/anaM+KPr8KoIZkUZns7xZfFi924FEla5XQEefjEJ49Lr1u/NlbxNrf0tk2cz2uZaHysEBaaZPmWE0jLHNefwnUn6HTGyFodkpldkHf9F3LLEte8EI/6L+kwmUPJmogj0X4dx00sf0NbQ2jSqt2kUMeJi9r1C1j+iG9xXRkg4upmUNUC5MD5/Y1yQikGZnRoCa4FRZ+hNLMEVd9ZU3KF7pywSpKhLjFXrHchX3jBBXFxiqxImp/LCy+4oDJCkt23VJ9fyQfQn0GYQXuTaDZMuzWEy0at0WNeVqHHflGQJY6sNVq1GqDMLbzRn4a8Z512wrwLng8tEfregzmnvDUkcictWzt8/UHiqMW7qt+t6nlViEVny6FX6qP+tROxOZ86RYrebAFFr+8TlIjzUiuP5dzrF1mbRONjFZAfdi8Aku3XIYMersit8VXX54mIq0pZk5apK5adMUqvZBgEw0QEXEbSoi6Ja3XqBFR/RxbkjjVpWTgGc8dWnSWDC7Ys6jbXServoIZM7yPcWeX9KvksJLSJD7u43mSlXSD9ySqLP2hzVIlmzTswmFflKhJZqcyXbA6Q7LqpKkWXvETLAi36ZHmPVmuI4ZaJczUVPkN5qgn6mWchbY/WodAwNxveTYqMsj1iHs7+TK0JApbP0Sj1rW5UfCVas4VCU+I8CJNBXTYcQjeS9+qQjp/PYGW2hbM8kqJUJBUywX5cDJWuN6LxscKZtXBtPr7aXrRHkbsKy6vw5a4ymEF7U36Rmcb5/gxpuGsJiWdNrwXYXYjX+5DQg8Gj2UhldKiY+qGII8mGwfdgANCW6ZjgpZNdbwoZTFf1+bPi06EEOCivFoV1zXSpuX9bw5TtEXKXkc5jacQFKrIamesNKTZsq/5O77jal6r6EGZvAhfEwgDE4dojkHbMcwiz8rCqhNQq98NLmntND/WaOsmgFh8jbdfGvdfvASqVUU1CH5W+v9EAihJxuVcizmtBs+Z60rhZ0LTNoDVMUSrdQtG8ZGPbkSbRy7HeicbHKmHuwgUWkgkku25CQ1Kal3KmN2mhDp/ZLnMNgLKcbRT4sEiV9wHkG4+Z5XEI7l4Jiot5t16AGs+jO4X2u5QzU0iSgE8QlTQD5+x3kpiXo7OhMjo0aVWCbM0PZ1ygImuJPcIy3rsZcJN3AFSlsYjDaYkmXVyQOw9VZMGL6edN5a1waeVlTPKehUtD7odPJJdgMzgTKUy0NBGz/lStghzyVILeyGCmNlhCKwRx5uUIJbitDjmObl4yKpAmMqt8Ps7nSDQ+ViHzGSLNuyiwxatKKAtJXWFnVakyXWXQS5lb4lrpvSL9HpoPSBJz2c7qG+Gz4Glk4Mtg2pJIB31f2ZIgnRGSrAMdS6azeHHbFk3wJbfpLFf0Qu8zElmrzDefy9HDAB9eAdLbf25h0IaujmiJNKpqy5BXFaTbQ86HD3u63gRla8g8JcnM7CTTULarJeJLg2eFXEL5rThI23WH2SRDs6Eqx6wM6sfYl8toK5bIRuYnGh+rnLkTeu7iNRfp7vbZ60lVpULZqnpNKCZMJm0vPtafxJV5o1umz/Gowi1tyAVNNlj4Rq2ldZWghs8r8ZoBe8vXiItTZL2z0HzOD7/3Hscmu27y3gd/E+DbF1DmJgxIWYU2g+CYpu3qJkRDG3stG/M1eFJ8PlmoqAnHBi9Lktlrdcar8YTS2YXeSyTSJBofa4z5JnyzjLe5WDQfB9zEbeBSSp9s6roTs1y7ITmtKotLMnPheuGkvdE0POLCFInsm73N57nezrkku25Cg+KxOGCccmQLQfU4VMdB3VOm5SzUIr1JJO+RNzRL9neckcjekNDMayUhIjemabptfHzPL8fIweWkk046ZK99+eXrquXHsrB7927yPL9JVY9Z7rEsRJzPS0ecz6ub1TCfDxYr1fj4b+Aw4OoDeJmjgFsOzogOOXGsh4b1MNZ7AXeo6q8e5PEcNOJ8XrGslnHC+hnrip/PB4sVaXwcDETke6r68OUex2KIYz00xLGuHVbT9VktY10t44Q41rXI/BrVkUgkEolEIoeIaHxEIpFIJBJZUtay8fGB5R7AfhDHemiIY107rKbrs1rGulrGCXGsa441m/MRiUQikUhkZbKWPR+RSCQSiURWIGvG+BCRU0XkchEpRWTBTGMR+V0R+ZmIXC0ir1nKMTbGsFlE/l1ErvK/Ny1wXCEiP/Q/n1/iMe71OolIW0TO9/u/LSInLOX4GuPY1zjPEpE7GtfxD5ZjnH4sHxGR20XksgX2i4i8y7+XH4vIQ5d6jCuFOJ8P6vhWxVz2Y1kV8znO5YOAqq6JH+B+wH2ArwAPX+CYBPgFcA8gA34E3H8Zxvp3wGv849cAf7vAcZPLdC33eZ2APwbe5x+fDpy/Qsd5FvCe5biO84z3N4CHApctsP9k4F8xMdhHA99e7jEv47WK8/ngjG1VzOX9GOuKmM9xLh/4z5rxfKjqlar6s30c9kjgalW9RlX7wHnA0w796PbgacA5/vE5wNOXYQx7YzHXqfkeLgL+h4jsrXXLoWCl/D8XhapeCmzfyyFPAz6uxreAjSIyf9e9NU6czweN1TKXYeX8P/dJnMsHzpoxPhbJNuCGxt83+m1LzRGqeguA/334Asd1ROR7IvItEVnKBW0x16k6RlVzrBPVliUZ3Txj8Cz0/3yWd31eJCLHLs3Q7hYr5fO5Wlgp12slz+fVMpdnjcOzmufzSvlsrlhWVWM5EfkP4Mh5dr1OVT+3mJeYZ9shKffZ21j342WOU9WbReQewJdE5Ceq+ouDM8K9spjrtGTXci8sZgz/DHxKVXsicjZ2h/fbh3xkd4+VcE2XjDifl2Q+r5a5DGtrPq+Ua7piWVXGh6o+4QBf4kagaSkfA9x8gK85L3sbq4jcJiJHqeot3hV3+wKvcbP/fY2IfAX4VSwmeqhZzHUKx9woIimwgb27IQ8F+xynqt7V+PODwN8uwbjuLkv2+VwJxPm8JPN5tczl5jgCq3k+r6u5fHdYb2GX7wInisiviEiGJVctaRWJ5/PAmf7xmcAed3kisklE2v7xVuDXgCuWaHyLuU7N93AK8CX1mVZLyD7HOSfO+vvAlUs4vv3l88ALfKb8o4FdwZ0fmZc4n/fNapnLsLbmc5zL+2K5M14P1g/wDMza7AG3AZf47UcDX2wcdzLwc+yO43XLNNYtwH8CV/nfm/32hwMf8o8fC/wEy/j+CfDiJR7jHtcJeAPw+/5xB7gQ61T6HeAey3Qt9zXOtwCX++v4ZeC+y/gZ/RTW7XLgP6svBs4Gzvb7BXivfy8/YYEqj/XwE+fzQR3fqpjLixzripjPcS4f+E9UOI1EIpFIJLKkrLewSyQSiUQikWUmGh+RSCQSiUSWlGh8RCKRSCQSWVKi8RGJRCKRSGRJicZHJBKJRCKRJSUaH5FIJBKJRJaUaHxEIpFIJBJZUqLxEdkrInKCiPxURD4kIpeJyCdF5Aki8g0RuUpEHrncY4xEIvsmzuXISiIaH5HFcC/gncCDgPsCZwCPA14F/OUyjisSiewfcS5HVgTR+Igshl+q6k9UtcSkjf9TTRr3J8AJyzqySCSyP8S5HFkRROMjshh6jcdl4++SVdYZORJZ58S5HFkRROMjEolEIpHIkhKNj0gkEolEIktK7GobiUQikUhkSYmej0gkEolEIktKND4ikUgkEoksKdH4iEQikUgksqRE4yMSiUQikciSEo2PSCQSiUQiS0o0PiKRSCQSiSwp0fiIRCKRSCSypETjIxKJRCKRyJISjY9IJBKJRCJLSjQ+IpFIJBKJLCnR+IhEIpFIJLKkROMjEolEIpHIkhKNj0gkEolEIktKND4ikUgkEoksKdH4iEQikUgksqRE4yMSiUQikciSEo2PSCQSiUQiS0o0PiKRSCQSiSwp0fhYI4jIV0TkD5Z7HAshxkdFZIeIfGe5xxOJRCKR5SMaH6sIEblWRGZEZFJEbvNf5qPLPa5F8jjgicAxqvpIEXm8iNy43IOKRCKRyNITjY/Vx++p6ijwUOARwF8t83gWy/HAtao6dTBeTETSg/E6kUgkEll6ovGxSlHVm4B/BR7Q2Hy8iHxDRCZE5N9EZGvYISIXisitIrJLRC4VkZMa+04WkSv8824SkVc19j1VRH4oIjtF5Jsi8qCFxiQi7xSRG0Rkt4h8X0R+3W9/MfAh4DHea/P3fuxH+78nReRoEXEi8hoR+YWI3CUiF4jIZv8aJ4iIisiLReR64EsH50pGIpFIZKmJxscqRUSOBU4G/rux+QzghcDhQAa8qrHvX4ET/b4fAJ9s7Psw8FJVHcOMmS/5czwU+AjwUmAL8H7g8yLSXmBY3wUeAmwGzgUuFJGOqn4YOBv4L1UdVdVXA08GbvZ/j6rqzcArgKcDvwkcDewA3jvnHL8J3A940j4vUiQSiURWJNH4WH18VkR2Al8Hvgq8ubHvo6r6c1WdAS7ADAEAVPUjqjqhqj3g9cCDRWSD3z0A7i8i46q6Q1V/4Le/BHi/qn5bVQtVPQfoAY+eb2Cq+glVvUtVc1V9G9AG7rMf7+2lwOtU9cbGOE+ZE2J5vapO+fcYiUQikVVIND5WH09X1Y2qeryq/vGcL+FbG4+ngVEAEUlE5K0+nLEbuNYfE8Iyz8K8KNeJyFdF5DF++/HAK33IZac3eo7FvBJ7ICKvFJErfWhnJ7ChcY7FcDzwmca5rgQK4IjGMTfsx+tFIpFIZAUSjY/1wRnA04AnYAbBCX67AKjqd1X1aVhI5rOY1wTsi/5N3tgJP8Oq+qm5J/D5HX8BnAZsUtWNwK5wjnnQebbdADx5zvk6Pr9lb8+LRCKRyCoiGh/rgzEsXHIXMEwjVCMimYg8V0Q2qOoA2I15GwA+CJwtIo/yOh0jIvIUERlb4Bw5cAeQisjfAON7GdNtwJZG6AfgfcCbROR4P7bDRORpd+sdRyKRSGTFEo2P9cHHgeuAm4ArgG/N2f984FofkjkbeB6Aqn4Py/t4D5b8eTVw1gLnuARLav25P1eXvYRIVPWnwKeAa3yY5WjgncDngX8TkQk/zkft53uNRCKRyApHVKMXOxKJRCKRyNIRPR+RSCQSiUSWlGh8RCKRSCQSWVKi8RGJRCKRSGRJicZHJBKJRCKRJSUaHx4R+XUR+dkij329iHxiL/uvFZEnHLzRLQ+NfioroonbSryuIvI+Efnr5R5HJNLkYH4u97Xe7eO54rtv7xCR7xyM8UTWBuvO+PBfplONhmY7AVT1a6q6P1Lgd/f8HxORvm/iNiEil4nIW+boXaw5ROQrIvIHizhuxP9fvrgU49ofROQsEfl6c5uqnq2q/2e5xhRZfvbHKF7sPDhQmp9LEXm8iNx4qM+5AI8Dnggco6qPXKYxRFYg68748Dy40dBs4zKc/+98E7fDsEZwjwa+ISIjyzCWlcYpmCDa74jIUYfiBPN5claKdycSWWMcD1yrqlP7+8Q4J9c269X42IO5dwe+xfvFInKHiPxSRF6xl+c+X0Su823gX7fYc6pqV1W/C/w+1jX2hY3XfJHvk7JDRC4Jqp9+n4rIK0TkGhG5U0T+XkTcfjz3bBG5yu9/r4iI35eIyD/417wGeMqc97lBRD4sIreIyE0i8kYRSfy+s0Tk6/75O/w1e7Lf9ybg14H3eK/Ge/ZyWc7ElE5/DDx3nv2PEJEr/Dk+KiKdxvieKiI/9KJl3xSRBzX2XSsifyEiPwamRCRdYNtrxHrgTPjzPMM//35+XI9pesy8J+uNjfO8RESuFpHtIvJ5MfG0fV77yNrg7swDEbmviPy7/8z8TEROa7zex/zn5Av+M/ltEbmn3yci8nYRuV2sn9KPReQBjee9UeyG5l+Bo6X29h4tItMisqVxnof5ta61wFvriMj5fgw/EJEHN54771opIi8GPkQ9Z/63376vOfIyEbkKuGpf1yeyilHVdfWD9Qa51zzbHw/c6B874PvA32Ct6e8BXAM8ye9/PfAJ//j+wCTwG1gX13/EZMafsMD5Pwa8cZ7tHwfO94+fjqmJ3g9Igb8CvjnnPXwZa11/HKYq+gf78dx/ATb6594B/K7fdzbwU6x53GZ/DgVSv/+zwPuBEawPzHeAl/p9Z2HdcV8CJMAfATdTC9l9JYxxL/+b44DSX9NXAj+es/9a4LLG+L4RriXwUOB2TBE1wYyYa4F247k/9M8d2su2U7HGeQ54NjAFHNV4j19f6P8J/DZwpx9LG3g3cOlirn38Wb0//nP0hMZnZNHzwM+lG7Abj9R/du4ETmp8vrYDj/T7Pwmc5/c9CVunNmI9lO7X+Kw2P5ePx69tjfN+Efijxt9vB969wPt7vX9PpwAt4FXAL/3jfa2Vs+bMIufIv2Pze2hf1yf+rN6f9er5+IHUnVrfNc/+RwCHqeobVLWvqtdgfU5On+fYU4B/UdVL1drA/zX2Bbq/3IxNOLDW8m9R1StVNcd6sTxEGh4M4G9VdbuqXg+8A3jOfjz3raq60z/3y8BD/PbTgHeo6g2quh14S3iCiBwBPBn4M7WW9rdjC1bzmlynqh9U1QI4BziK2R1p98ULMIPjCkx6/SQR+dU5x7ynMb43Nd73S4D3q+q3VbVQ1XOw8M2jG899l3/uzELbVPVCVb1ZVUtVPR+7+1psrPq5wEdU9Qf+s/Ba7K7vhMYxC137yNphf+bBU7GwxEdVNVfVHwAXY+tK4NOq+h0/nz9J/ZkZYD2V7osZN1eq6i2LHOM5+DYK3nv5HOCf9nL891X1IrX+T/8IdLC5tT9rJSxujrzFr20zLO76RFYh6zWm9lBVvXov+4/H3JQ7G9sS4GvzHHs0jR4mqjolInfdjTFtw+5wwvnfKSJva+wXf8x1/u9m35TrqNvcL+a5tzb2TQOj872XxvHhdVvALY1IgZtzfPW6qjrtjxtl8bwAW7hQ1ZtF5KuYB+O/G8fs7X2fKSIvb+zPGvvnPnfebSLyAuB/UXf+HQW2LnL8RwM/CH+o6qT/LGzD7o5h4WsfWTvszzw4HnjUnLUmZbYhMO9nRlW/5EM37wWOE5HPAK9S1d2LGOPngPeJyD2AewO7VHVv1SjNNa4UC1EfjXkqFrtWwuLmSHNOLub6RFYh69X42Bc3AL9U1RMXcewtmLsTABEZxvI3Fo2IjGLt7t/UOP+bVPWTe3nascDl/vFxmOdksc9diFv86waOazy+AfMkbPV3YPvLXpsIichjgROB14rIK/3mMcz78arGOeeOb+77fhMLM98Yqm3eO/RB4H8A/6WqhYj8EDPe9vke/Fia+TUj2Gfhpn08L7J+mPsZugH4qqo+8W69mOq7gHeJyOHABcCrMe/r3s6JqnZF5ALME3Ff9v1lXs07sfyyY7DPe87i10pY3BxpjveArk9k5bJewy774jvAbrFkxCGxRMwHiMgj5jn2IuCpIvI4EcmAN7DI6yoibRF5GJZLsQP4qN/1PuxL+CR/3AYROXXO018tIptE5FjgT4Hz9+O5C3EB8AoROUZENgGvCTu8O/ffgLeJyLiIOBG5p4j85iJf+zYsHrwQZ2Kx3vtjbuWHAA8AhrFwT+Blfnybgb+kft8fBM4WkUf5RLwREXmKiIwtcnxg8WXFcjEQkRf6MTTfwzH+/zwf5wIvFJGHiEgbC3l9W1Wv3Y8xRNY2c+fBvwD3Fktab/mfR4glOO8Vf9yjfJLoFNZJuljgnFtkz3L+j2M5Gb8P7EvH42Ei8kyxCpQ/w25EvsX+rZWw/3Pkbl+fyMomGh/z4GO1v4d9Af4SS3D6ELCHFoeqXg68DJtUt2BGxL5q6v9crGX8dmwB+D7wWPXlaKr6GeBvgfPE2txfxuwvYDC36fexhMkvAB/ej+cuxAeBS4AfYa7RT8/Z/wIslHGFf58XYfHsxfBO4BSxCoBZeTZiFSunYQlvtzZ+fondkZ3ZOPxczAi6xv+8EUBVv4flfbzHj+1qbGFdND7X5G3Af2EL9gOxpNbAlzBv060icuc8z/9P7K7zYuyzcE8Wjn1H1iez5oGqTgC/g31ObsZCLH+LJWPui3Fszu7AQpB3Af8w9yBV/SmWQ3WNz3M72m//Bpaf9oNFGMifwxKwdwDPB56pqoP9WSv9Ofdrjhzg9YmsYEIGdmQVISIKnLiPvJVIJBLZKyLyJeBcVf3Qco8lsr6IOR+RSCSyDvGhkYcCT1vusUTWHzHsEolEIusMETkH+A+sdH5iuccTWX/EsEskEolEIpElJXo+IpFIJBKJLCnR+FijiHXK/bPlHse+8OXGP/U6BZFI5BAgS9RNNxJZLNH4WIOIyGFYWez7G9v+Uqzp06SI3Cgi5895zpNE5FKxxlF3iMhXReT35xzzeLHGT38+zzkfIiLfF2tY9X0ReUhj32+JyJfFml9d23yel1j+CPAXB+XNRyIrFBF5v4j838bfLRGZWmDbo0XkBD/fJhs/P/LHnSUiXz9E41QRuddBeJ1DNsbI6icaH2uTs4Avhn4lInImVpv/BFUdBR4O/Gc4WEROAS7ENEeOwfpQ/A1Wv9/kTEybpKm7gRfd+hwmVLQJ6xvxuYYY1xRmYLx6gfGei0mjx9r9yFrmUqApyvdw4HqsKWVzG5iGT2Cjqo76nwezTvCCZpE1SjQ+1iZPBr7a+PsRwCWq+gsAL+D1AbC23FijqP+jqh9S1V2+qdpXVfUl4QXEZONPwQTVThSRhzde//FY2fY7VLXnJZ8F62CJb4r1T5go2B6o6o2YeNGj59sfiawRvgrcT0RCr6BfB84DRuZs+y/fwO1uIyJP9OHMXWL9X2TO/heJyJVe7OwS8Y0nReRSf8iPvKfl2X77U0Xkh16k7Jsi8qDGax0rIp/2HtO7ROQ9XoH0fVjTuEnxvVnEFJc/7o+9TkT+SkyuPXhKviEibxeR7Vg33cgaJRofa5MHAj9r/P0t4AUi8moRebhYF8vAfbC+DRft4zWfBUxiHpJLsLBO4CSsG22zdOrHfvtiuRJYN3d1kfWHN7KvwwwMMI/H14Bvztl26Z7PXjzekLkY+CusKeIvgF9r7H861prgmcBhfgyf8mMMXpgHe0/L+SLyUMxz+VKsD8v7gc/7fK0Ek0C/DmvGuA04T1WvBM7GDKlRVd3oX/fdmPrpPTAv0AuAFzaG/yjsJuVw6l5XkTVIND7WJhuBqnZfVT8BvBx4Enb3dbuIhL4toQnevlpxnwmc7+WUzwWeI9ZTAqzL5q45x+/CGsMtlgk/7khkLfNV4Df83f4jsRuDrzW2/RqzvZYAd3qPw04RedUiznEycIWqXuQ9KO9gdmfcl2Jt66/0DRvfDDwkeD/m4SXA+1X126paqOo5WG+XR/v3cDTwalWdUtWuqs6b5+ENlWcDr1XVCS/p/jYsJBy4WVXfrap5CBtH1ibR+Fib7GDOF7+qflJVn4B9wZ8NvEFEnoT1g4C99GgRa173W0DolPs5oAM8xf89ifWZaDJOwwBaBGPAzn0eFYmsbi7FvBsPBK5R1Wng641tQ8C35zxnq6pu9D979G6Zh6NptKX3Hsm5berfGQwaLI9LMK/FfBwPvLJhAO3EvKVH+9/XLbLT9VasN9R1jW3XzTnvDUTWBdH4WJv8GLj3fDt8M6gL/TEPwMIzN2BhlYV4PvZZ+WcRuRVzi3aoQy+XAw/y+SOBB/nti+V+WEO7SGQtcykWXnwK5vEAmyfH+m3fVdXuAZ7jFv96QJXXdWxj/w3ASxsGzUZVHVLVby7wejcAb5pz/LCqfsrvO26B5NC5CpZ3AgPMmAkcB9y0l+dE1ijR+FibfJFGVr1P5HqKiIyJiBORJ2P5GN/2d0X/C/hrEXmhiIz7Yx4nIh/wL/EC4H9Tt7p/CGasPEVEtgBfwVp5v8LHgf/EP+9L/vxOrHNty/6UTqMSBhHZBmzGXNCRyJrFN4O8DfhTvPHh5+C3/bYDyvfwfAE4SUSe6Y2CVwBHNva/D3itiJwEVRLoqY39t2E5GYEPAmeLyKPEGAnrCfAdzNh5q9/eEZFfa7zOMWGu+5DtBcCb/Fp0PLb2fOIgvOfIKiMaH2uTjwMni8iQ/3s3lmB2PRba+Dvgj0JsVlUvwmKxL8LaVt+Gtar/nIg8Gkske++cdvefx9rWP0dV+8DTMSNlp3+dp/vtYC7lGcwoOs4//rfGeM8AzvGaH5HIWudSLNHzG41tX8OSLA/Y+FDVO4FTgbdiYdUTm+dS1c9gbenPE5HdwGVYhVzg9cA5PsRymqp+D8v7eA8W0r0aK+cPBsXvAffC1pcbsbUE7ObjcuBWEbnTb3s5Vnp/DRZuOhdLZo2sM2JvlzWKiLwZuF1V37HcY9kbXtvjR8BvqOrtyz2eSCQSiRx6ovERiUQikUhkSYlhl0gkEolEIktKND4ikUgkEoksKdH4iEQikUgksqSsyMY9IvLfWDb41cs9lkhkhXMv4A5V/dXlHshCxPkciSyaFT+fDxYr0vgADkvTdNv4+PhCinuRg8RJ23w/q0oezD+YpRfGrG1SHTNr5x7Pu+zamw/WMCMLsHv3bvJ8MeKSy8phmIplnM+Yu1kwNa1ymccSiSwXK9X4uHp8fHzbYx/72OUex5rggrNPBkAS30/ONaJtzraJ/z24+ZdIu4NkHbTfpb99J2knQxJ7jrQycA5JTSPMDY3Y9uEx3Mh49drh9ZrnaJ73Ga/51L2duAAAIABJREFUx4P7Jtcp3/zmN9m+fftK9yhcTTQ8aPvfLUyRLzYuMYQ6/l8s50BWDit9Ph8UVqrxEbmbBEMD5jE2XEK56y5IW5APKGemKAd211wWJS4YGMU0OjlJ3u1TdPtI4khIKwMEQPtdcI6y5yAfwNRuyomdUBa4kXEk69SGyNAIrjNSGyHA597+Onudhqfk6X/2xoN/QSKRFULwT/WJGuJNogdofRKNj1XOHl4NAOcY3HIDhTcs0k6lZG7HlQWUJeUgp+jnlIMcLUpclqLF7O3jJxyJG9uIpFl1Di0KKAvUv47mA4rpadi9i6Kfk2S3zRpjMjqKGx5HkgTpDNc7yhLJOiTb7gnAZ9/9hmqXiuMZf/JXB/VaRSLLSbyrX5hojK0/ovGxCrng7JP38GrM/PIXaFlS9nOKQU7ayXCtlCSzf/Es46QsoSxIOm1cq7E/baG9LlqUaGn3Iq1j7unDKQmStgDM6MgHaK9L2Z2CfGCejrIgKW2JLaena8/JVJeksxvAh3DsXOISpDOC5n2kM4Ib24hrD1FmIyCOz/zft9p4xfGMP/rzQ3pNI5FIJLJ0RONjlXDhy35vj1yNycsvoz8xDUBrpAOA+GNaIx3S8Q2Qtuq8DJ+nEYwHnDOjIuuYYVGWZkx4A0I6I5XBIWnLXqs9hBaFhV0A5/e7jYfZb29AFLvuQmemKKd3o71udV5xyazfmvcpdt2F606j/S46Mo4bLdDOKNoegSIHcXz6/W/z79vxzJf8z0NyjSORSCSyNETjY4Vz4cufZg9cwvRVP6W9dTOSZvTvupPBVBfXslyM1tiweTtGxgFINmxBhscs1JF1LN+iLNB8gM5M1YZHwwuh+QApC7Q7VXk6tDuNdqeRzjBuZLyKzWreR4vCElCBcmIH0hmxMIxLcBu3wuhGXH+LJaj616csqpwT7XcthAOUkzvtdQd9yundVhGgJZpkaLC5vPF08YffbX+L41kvetmh/hdEIpFI5CATjY8VjqQZEz/5Eb2dE3S2bCAZ24QMj5EBrbFRJOvghkbMe9EZRtpDlXEhSVInefocDe3NoP0uMjwG2Jc9gz5lPjBvCPiwTEk5PWFVK262Fp24BNKsqmhR7ynR7hRlPkB8MiplaePIOkgrQ1qZGRtpCnmOjG1C0w6atmn1p1BxSGl5KlIMIO8hec+SUpMMLQvK9ggkGWhMUYtEVjOh3DiyPonGxwrhov95Kqe8/cI9tk/97PIqtNI5YivJYdtww2Okh20zT0L4kg+UBWVZoNO7K+9FyNmgLGybNzwC2u+iXTuHdIYrzwRlYd6TVmYhmKyDJAnqEiRrI6pmvPS7uLFN9lq9GZ/QWqCDvnlGsg6atMxgSNtQ5tDKQByatimHNlCObEG9Z0PyPpL3oOjjelNQ5og3Nlx3wl5LHM986SsP+v8hElkK2kCClduu1y/gEazKZT1fg/VMND6WmYte+ey97p+5fQcAY8cdQXaPB+A2H4m2hu2LvLR8CMm76MxkVT5LPkAHAyQpLYm0KJC0ZZ4RqIwVzfveS1IbJG5knHJqtxkgLjHjIW1VnhQtCrtjcQlKad4Mn8MhWQf1OSAhlwS8p8SHUHCpeS4klP8683IE70mrQ5kNU7SGSQTK0RIZdJFigAymke4EycxONA2qCXOu5yc+VnlqTjnjBXfvnxKJHEJSINvnUWufEjPAhoCe3xYrgtYP0fhYJi569Rmz/i523D7vcZ0tG+gctpn2fR+GHnYCReq/wLXEdSeQom95Gj6HgnxgiaEjtTFR53yUlUGgeR9JM9R1EVciQ3VyqRsZN69Fo0JG+13zeLSy2qMBVc4GPnmUkKDqEshG6zfiUsvhKHMLofgEV8SBlvY+8i5aDNBWG3EpSAriyFvD0IIkG8KJs9cq+vNeL00z+qRk5Fx43rkAnHr6GfMeG4ksBzkwyey7fcE8AUH1Zpq18UUswLh/XGDvOzDt97cwIyQcE1kfRONjibn4L55fPS523WVGQFMNdA5nXfJTPv2+v6cYtrCG5D0k7yK9KWR6F+XkzsoAsBwPh2t3LBziCZ4JyqISBzN9jsYXeFmgpavKcEOOiBklmRktrQx1KbgE1RJRrTwW9et4rwoN9fXEGyreaFKXmNGROEsoTVoobUj964szr07RR/I+Satj21xKOXaEeUP60/NeLzd1F9nwJgqXMTko2ZA5LrzgAhQ47bTT9v0PikSWgLmGx2bMAxBmU4F9Oa92OkBQ9glejt3Ung7FRNci64+DYnyIyEeApwK3q+oD5tkvwDuBk7E5dZaq/uBgnHu1cPFrz6weD276RaWNIVmn8k589h9ew9Nf9dY9nlsOb8L1p5BBD+lPojOT5okoSzMyfNVKyMswAyOpfgtYgmjWsTwRqCpQaJtR0fSIAEh7yNRKxzeDSy0xNLHwC0WOlAUUdm5XFpZoGkp58755YPq9Wedz7SF7jbKwxdc5y/to+XMnGaXaglTQInFCKymRvG9hJn9sXx3Pff6L5r3Orm+i1ZKNMJqNMjko2dktOGq0xafOvwCA5zw7GiGRlcN8d/69BY5dbcwAwf/psC+cDmvn/UXuPgfL8/Ex4D3AxxfY/2TgRP/zKOD/+d/rgotfV39RljvvsC9pbwwkG7aQbDkShsYohzbM+/x0543Q73qDo6hzLIbHYXgMsjbkueVw+BJYSp/n0cos16MzjKY+B6PMfRKn1vLmYoaAKwa1Z6Lftee4FG21qxAJaYZ6/Q2KPpoA6QykaX2OvGuvXxZodxo3utEbHt6joSmqia28HtGSBFM37SuIem+JA+lPm8GjJe1k/o/theedSzm9w97fYIZUHCPZMIXCLZMDbpzo89AjR/jEp87nec/Ze65NJBKJRA4dB8X4UNVLReSEvRzyNODjqqrAt0Rko4gcpaq3HIzzr1Q+/TcvsQcuoZzYYSGJtEWyYQtuwxbc8Bi0h9Bs1L7wF6C47fpaKCzrIJlPtnQp9O1Lvsz7VchD2h0zcHwDOO2MUqYN46FMKyMAzOMgWqLiLJkV0LSFJBlS5qha6S3qu1OIA+cs9BLKXse2UnTGzEuRpGjehiRF2j3YmFC0zIiRvNsYR2n5Hnm/3oa5oYdD+MW3nNJWB7wHRAbz3zftHDjaQ1sZksIbWCVS5oy0UopSOXykxRV3zHCfrR3OOfd8AM48IxohkeVlgHkI+tShlrWU+7Dd/w7hlxXfgzmyJCxVzsc24IbG3zf6bbOMDxH5Q+APgfv0eqvXMffp1589q7trUAOVrEMyttH0LbJRSpdAkkLeRwYzuOn5+1w+600f4TNv/rNKJEygCmeEnBEtCwvhDI+bjobPkQCqnIvgOQDMmxG+8JPMDAyojSBxlJ0xZNCtcjGkzO05vlJFxKGYd0JTy9lgZpc9vzNung5zhFgZbSNRVAY9ZDDtq3V6Nh5aaJJaqS3mAZEit+eKs2sFlfT7XNqpUJTKJA4lQwQ64igVWokw2koQhGt39pns59xv6xAf+eR5ALzouacv/h+8zhGRYzEv55FY0cIHVPWdyzuq1YsCE8s9iENIMKTW8nuM7D9u34ccFGSebXuUdqvqB1T14cD32+35SylXOp9548tNGXRqwvqkeK2M1jH3Itl2T6tYGT+KcngT2h6FIscNZpDpXRQ7bq+9JfOgXn20nNyJdqfM8Mg61hdlfDMyshGyTu1FKPrm4dDSDA9fmquttpXKpm20PULpf7Rl3orKQBGHDm2kzEbQ1hBlewzNRux5adsLhHXMuAnGDEDID6kqWQaVwaJphzLtmLbH8CY7rz+3tuy1tD1ahW/A6354w0eTjDIbnntpABjWHqMtRyd1DAplol+yfaZgol9QlJAlwmjmGG8nbBpqcdkdM3z9+t2UCh/8p/MOzgfg/2fv3YMty+76vs9aa+99HvfevtPT85JGEkagIEOc2A6xE1NlO67YsVMOAcsGzBsMRhjMwxhVjM0jhIAswBiE3i9GSBppYBDGVfhROCF2YjuFKSdlGwjINpJGGknz6Ll9H+ecvfdaK3/8fr+197l9bvdoHt23e86v6tS9fc8+e+/z6LO++/v7fr+/F0b1wHflnH8v8F8B3+Kc+9ybfE7b2ta2bqG6UczHI8BLR/9+CfDxG3TsG1If/OHvKL/Hxz4mkeXU+DvuIddzog+4foVvj8VOqgyDyxnXr4jL48G2uqH8bIfc1WKpVbbDTXfEgWK5Gb4SNiEn6HsJ96qm5GY2AANrZ1RpCO9SMackkso55Swti+JaMRbFgIklkWq7xsUW6pkAD+cGdiRn0X+0koqaQ0PCEzP0TEgp452j8sJaeDLLmKm9o/INjXWj9PnFDF+2wbXy8+9+uzBIsaeqGmZ1DSQWfaaNmSZ4godp5WiCo/byc157fv3RI37/vTu85d0PkoFXf/VffGYfghdIabv0Uf390Dn3mwiT+Rs39cRuwdqmfG7rhVo3Cnz8EvCtzrn3I0LTg9tJ7/HB1/41ANLBEyUp1M928HfdT9y9G3xFdfkjLH7tV/jor/wrFpcXfM7X/Pf4yYz6M15JspbJdGdwh5yq7JwmllKEpIVdUECRnSNP9krLJ58O9IKi8ygCztRDqIvjBETvkRVs+OWhAKVKtR1RhKplW4taTz30K2mjoO2YUMm5jKLQXWwJocF7T87gnMN254EuZWLK9CkLIAmaPZLBJcj5jK9qc9ro61Hj8LVnWsFRm1jGBBEcXkGHowmBafDsTyoePep4ctHxyrvmvPGBB/krX7MFIE+nVOv1B4D/++aeya1XARg3ECeIFRUEkJgO5FauwLDI3LqN9G09H/VcWW0fBP44cJdz7hHg+1EfQ875zcAvIzbbDyGaqq97Lo57s+sXX/fd5fd0cih6jGaK378EF19MnO3Lwv/b/4KP/r2/x0d+9XdYXF7yx978nfyT+/4kf2r3Sdr/91fxe3cQXv77yRq0tbGcJozW0uJIoRkYjWoqIMLYiX45/B7bgd1I2gJJI8mXr2Thrqai3Qi1gBI0xbRvRXOhwlLnWrlSy0mdKHrrTtbPwayxzpOne8OxTFQaWyYKFPoMSTFF8I6QIWeIKbNImZjBO6j8pu6dHk6PG11FnzLOSZvFIdoU18o+V1H2N60ck8oRPEyqwLz2TCrPo0ct9+00vP5n3sdf/dptONm1yjm3CzwMfEfO+cqG+4uG60af21XngsiPEudnERzznPt6sy/kFjnnWx187DMAqgQccH7zS7Ys1I2t58rtcs3LRHW53FbjR//eT/zN8ns6vgIpyiTZvYvEvXvLgus/9C957Ff+MR/9Zx/iJX/kM7nykcf55O/7IlaPHvJzj+/xolf+Bb5g5ykdcV+tsQrj+qJv/0F+4c0/Kq0LBRzZB0k3dQ6Xk7RcANcuhlaKCUmrSQEVhSnxYQAWUOy22ctgNze+LDO9yHiom23vHNRzAS6aUCoHHZ1DaOizMA/eIQmmpkvxDX3KpJwl20NBRlRQEmMmZVj0iWk4Q6ak5xRcIjpPzpmYHZWDaXA008CiTxx1mZMu0UbHrHJMKw9kppUDAtPgOOpEI/JT73ofKcN3fP0WhJwu51yNAI/35px/YdM2Oee3Am91zv0q8Mdu4OldfS7AkvO5uFRIFsaMQRzXc3s4XioG8OEQdjNyfgDguKzFfB4/I7djbRNOn0H94t/9W/IB7fuSveHvvJc0u0ia7BZGonrq4/SPfYyDf/8xPu8f/mP+r49c4fKy40v/v3/Io+7z+TOvuMSd08CHTxpeutcRDkQG84uv+26+6DU/etVx8+yOgbXIScBB6nGpl3AtBQj2t5LR4Ry5mYujxZgHmwujglRzsxSBqv2tXwlbwroTxgLC7N9JU0VDo/+JjXHRuSy5mlCp3TbbPvQ4FYnkPW2UdotVF0UPEpwAEY/jG7/qDFdKaMq5eyeakpgyEWFMYobaO6bB08dIGzM5ZxZ9LjoQ+RmIKbOKmeMuMQ2On3jHe/nOv/QVz+Yjc1uVhga+A/jNnPPfudnn83TrvC4qUW8dgw31CsIQBKQdY22YW61WyPOCIUyt5nyCDzi/n5Hbsbbg49OsX/zJ75NfcpI482aK27tT3BuTPVyKYiPtl8QP/TruD38x74lfwJP/4Ld55Ysv8IWfczfv+Y9/iPvnNS+ullSPP8Js925ylumuOdT4avPXjFlfXXs8/NF5cYj4VgFDgFCDMRA21j62EHv5ve+GcLFQqY5D2zKWvxHUFjvWi4zsrlZ5dH8gQZarB6eD5FzsB8dLTkObR8GH2X0bB74SW2zMwk4s+0zwWbUhEDc7bHnne9/PImaCq4g5k5VFqb3DOUefMl3KAooczGpPiPK3qCAkZb8mRA0+E5wjZtnux97+Xv76N2wBiNYXAF8F/Bvn3P+jf/uenPMv38Rz2ta2tnUL1RZ8PM36xZ/6AfklJ/LhZRF/znZI+/cWt4nrV4WZ8O0C99JXEFeH/NefcZGX3THj937s/4APB7788qP8b3v/A65b0N392dSf/C3S5U+RX/b7yJNd0hkJntL2qHTo2ggUpL6Mo8fYjZxwfVfYAFBAoO2aMXORq2rQY1iOhzIoBqjKfq2NMsr7ALHDQrvWknEwZHQYY5N6XI+ElJ3eBxAceOeYVR5Hkqj1JIDkLMlHMn1ITPS6rXMwqzxNEKrXO0enrEoTHJPg6BO0MbPoE22U+2LKAj4czGpHq9x3lzKve9t7AXjNN76wQUjO+f9ks31+W8+gMvA4okkxxZcxIHOGePLA+mC281YNsIec5wLJ9ThgaB9N9PdbkcHZ1nNfNyrn45auD/70D0lrodkZ5qr0LXH3LuLu3eR6Jov96kgXYXGnxDteyiM/8j386d3HeOV0Qf6sPwQvegX+D/wp/lT8DfzJZVy3pP/d36T7yG+LTsRXpNnFjefxF77kS2SSbb8UUWm/lDHz/VJaJt6LtTXnoYUCxRGTmh1SM5MWTGg0HGw65HKoeDT7IMxI0hkuY5CgLZ0iKA110XqABJkV3UrS9NLUF7ZDhtH1wrb0rTA53RJyIqogtFPmYlZ75rVYZIPacTdVztKWAQEebcys+sxRm0TfoaCj9g7vZF9WzqFtHQEhq5iLPTcpi1OpDiV42e5H3vqeZ/Fp2ta2ri6bdNuzngDqR/ef90W7RYBUjeg89HKII709ATzF7aFl2dazry34uE598A0/LMCjnuE7HVo234N7P0uEpcZ6xFYWfQ3USvOL+I//Jp/xbd9FfuKR0ub49fYu0s4l0uFTdP/2nxM+/K/xe3fQfPZ/xhN9TWpm4D0//77NY3LcSq99jP0oDMcQVw6UabElzMtCzUIj52ogQoWnaEpp9kHEpr10ZV2/HMLKQLdXkKI22JLpEQemZfw7DO2Z7IOGiVUCVEbgxisIWPWiuRhrQASAbH6PzJ5rbRXDFn0S3cZRm1j2SUGNbL/oc2FTJpVnpreYpOVjt8zAlNRebME5ww+/ZQtAtvX8V4cwCE9yayzaTwLHCFg6o0u6rW0BW/BxzfrgG18ri22jwGNxiJvtki+9lHjH/bRU+PYEtzqE2MvC2szIzQ795ALx9/xB4v795Jd8Hv3kAu7D/5qX7jc89tpvx73s8zj4t7/Bp/7+B3nk/Q/hdu/gsE1EP8qr2FC5mUvSqGV8ILkceJ234kM5D0I1gBQorRNLCjVrbdY5MLlq5BZqSTKd7Q8Jps5LhLqBlGYm2zZzyfNQ54owGSfy+5gFsfPXFFNgYFgQgWqVeyYaBuaQlkgbMzFJa+WbNoR//dS73kefBrBiuhADIab36BOs+gHQGJAxVqMJrrR1uiRBZ8te9tePgE3lHYtepvL+4Jt+9pl9sLa1La2zJzpJtZx/xuN0PcXA4pxVM7Y9/xd6bd//M+qDb3qd/GKDzGJL3r1E3L2LbnJBtQGIG0TbCtl5crNTQr7oWw6qParG8YkrHeH+L6BJmftf/Rr6X//H3PXlr+afnNzFn9g74Gc/PuVPXwyyAMYed4buI1c6sE1FrYWFqGfSEokdrlXLbd/h+gNxu1iImAaP2eTaXE+JGgomD4JqKrbYyqGMSo9zXp4jOsvFV6QsNGuwIDOz4ZrGRK2/1HMZChcGIJTDKDukDIFrCXXFrPJMglhrjflY9Zuvo+LIHTPewiMBZpEhvAwkL6RobZ0rj29jxuNogseSUXGwjIk6Dy2fWe3wrtK2TOYH3vhufuCvfPXGc9vWtq5VE669QDukhXErZn1c75wTAry2Q+ZeuLVlPjbUL7zlx3XBnpDrCS62pN276S++hJN6jy5lJj4TFgclFCz7SoCHukeq9giqhj3fMw2OV/Qf4zM//Kvc/7v/lPafPcy//L6fZfXPf4n//N5dPlK/iD/zikvMa49fHSmAOON6xw+gJDe75Nk+abo36D3iSPQJg/1WbbfGXOArcjMnatQ5qEsF0U9Yh8O0HCUwTBmTaMDDUVw2wqJMyc2utmWaMiV3PMW2TNM1IOJGrIueg1fB6KzyTCrHbrP5GjEoKAjGXiBtkYS0cNDnI7kfwoK0UVorxmj0SR7TaTiZ7avXpNWoj5HgM2E/JpVjVntiznzvGx54Oh+rbW1rrVZcu5ViuonbUdm74vzabbd1Y2oLPk7VL7ztJ9Sa2qkosiNeeBFx714Okyz8s+DUutrqwjktoMC1C1y3EM1E34rGIvXEnTtpP+9Pkl7++Uz+yBcy++A/4Nc+/xs5WEUuTgN35BOmx5/ELw8Ke/ALb796UOif/8qvHf6h9lm/PMQfP4Frj+SxlYlJax3aNi26DpDWR27m9HhZgLO0IUKW6xBxnOiirdke2Qe14Yot14CKVa6nut+ZgpCJtG6ambSALH9EBaauPRGgpfNYCgOCgJpOzwtQ6+vm90scLR7nJAckeFfSUnOmPE5yQoTtsJ8xSVsleGFDvKNYfJM+tk9w0osYddkLaFn0qbSCdptASvA3X78FILdizYBLersbcWvczLL/VxXyeZ0AdyJJoXP993ksc7rsI+6c67WTbkZZZsp5fQ1faLVtu4zKFnu3lOHPLkURa0736JFWQOPSwEqM9RSpF+BgV/N2xZ96sq848LscHnU8flLzyeM7efnFwP3ThguNZ9od4k8u47uFsBijaPJN5ZaHxSEiglNpaWQ7HxOTxn6Yu1KSUNVtEhppq+hiHTN0OVA76JUFCM7JB8RXouswm21OeO+HxyVH7RtShsYj35p5vU3ilBEq4lSdKyPTcZuSC2JMSofThFNph2waef/A+z6gTAV0egmZdHqtHEQYjzbn0jbxkrcOSdJUY846T8/RpkRwQ4tGdyHsB9CRWfWJmDN1cOxPKoKDi7OKx086XvOT7+J1335bTA64LcvcFxZ6tQvsMHwJnodUUfvkWTvCkk8Dcm4tw2j6x27sqW0sswHfyZDQ2iMhaY9xvkK75qzPzrnCln25mbVlPrQefsfrZTprtyrui7h7F8vJPke9/KeapKU4RdTJIUmmYkn1iwNIkgqaJnukZkaaXiC6ii7JotcEz4v3Gv7LF+9x327F3VPHbPkk4fhJfLcQ8BAFOLj2ZD3LY1R+dSzsSs6lfVLYF2UX6IfWRgExao0ts15iK4zHiMKI5hzJ2lJJUYBHEaiKvsPaLp1ua62S6Cp6V4lw1pxAmpaa6ympmdM3u6TJTgEedp7y2gqb5KHErce8+StMgIm0QaaVx7sBYAxtltH2iLaj03kx0cSoUbYVBkVaLnbIJtgMGMeqTxysOi4vOlaaDZIQLHNxJkvYd/3dd33an71tbWtb23qh1RZ8AA+/601i9VweFtYh7t3DFT/nqaVcCwVUsxB7cZpoawPEjmqukXbnbo7DDgvqMhANhOaf1447poE7p4ELrpWcj34p+pLxdNqgLpJ6dtYpk+uZLODmekm95H2cDgqz/drjgmR7ZBWI2pV9Gi3GtgCH1KqItV9rt+B82T5qJgcMw+GiLu59ht5V9GFaWBnDOQZG7Dm7qC2X0BSAUPZ1hmcveAEFjRdBaBMknMxyPNqYyQyOlZgGB0wbxdHSJwEQogVRW3AehtgZ8HFAlwbLbhcziz6y7A18OS7OalLKfOffeefT+NRt60aXMQcZYRKsNaDxeCXS/LxUQK7UjaGZIUFkFeeHsrY2kUfEsTtI++Wi3s5T9WjgIMKC7XK1nuZ21Nec13rBg4+Hf+YtgIyOt+yKeOE+Vs0Flr0sPNPKC5tgmoRmLoup5lnkakqaX6TdvVf0ADnTeEcdl/jVEZP+hHnl2HMt0+VlAR06/G0MNHKtTIACiCL2PFVf/M2vUbZDhsVZyFhhOUKlNttTCaIpDrNVrHLC6WJdj4a6VU5TS03noToN10qoWe2Hxd87twa0Ku9o/JA8aiJSCxIDvc9V4rTxFcswowtTFv2ImcgUV8mmsmdmx57rjJZZ7aiCK+2XIirFrLaw6CNHq8iiSxy3iSdPeg7bxComiXLPAshW/QBadpuK/WnNpPIso2aBtJGTLuF1gN1dOw0xZ77tx9/xdD+C27pBNW6p9Ej65mUk/OoJrg08xmDlRldEkk+PEIC04PzYb004eoycnw3vqzh/2ooFQ+DZEvkMnP5mOU9totu9XtDg4+EH3gbOEw4+Jm0U50g7lzh0U55aRoKDeS2aiDyaR0JscX2LXx2X/Iuu2VXNg2O39lRxKS0cEBBgs1VSL7/bnJOcRLzqh/Aul3rRgBw9xi++/gc3n3zq8e1xsbNmtdBSTcm1JJiC5Ge41RFueaXkcPh+KfkkemvoaeiZBMfERSb9iYSZ5USuZ+Ki6Vdy6xbQt/h+SZV7ZsExrySO3Fov3un5qXPEISxIS1XAx7i6BEsd5LbsB4BiNlhztJyupTIkOasjJcljHPI+7GhCqgNOWgEaBoh05I3OkYkabpYk4KwfbLnBu2L3rbxjXntSyhyteh49XPKRgwWfOl5pMquc115TkXLmW3/s7Z/Gp3FbN7oyg+PDg6bpAAAgAElEQVTkLK2HCVLv0Nv8xpwaIAvkCRLc9THgPwCfYDjfsRD1RjAhQY+1rzeLUg9IPPxH9fye4vpOnptVBj6eQsDntm5enRf27obXz//sO8k5EY6fLEFa6cK9nLgJbZeovPT7m+BpPLi2Leml9G2Z1JqD6BuSaiRC7nDLJTZqPlcNh6mi7TP7k12aNeuqw7mpoG1tm9j+rXI1PfM5WNvHQrvW5roY2AmVaENyJFvyaDdMxl37aWyL7cdX5GDnOYpXz5msuRx4yegIzRyNxihTa2VIfRI7r7IZNvBtEtxoXky1FnvuR0Pkgnd8w1deLTZ987sfVOtrFtCYhxZL5aEOTt8TR19l+iTnv+zlK7FLCRLUXto0y5joyHgvYGhaSeZKFxPeDQ4aO8eYtWXjYNknln2kc8IC1cFRe2FHvvlH386bvvsbrvNp3NZ5K4cssDv6uzENN1KgaK2gFetMh30jzKFMu408/5kZCWlXTBHAkRjYIjsHY5Bm3Hh2xprUBhBPrnEO5xEYvdDqBcl8/Px7fgYA3x6T6wlp5xL9nS/jqdRwsJKPpQkYy1X88mCIDk9RszJETxEc1B6q7kQGymlkeK6n9L7hqJWI75Qp6Z+SQjonTfdKlohbHcstRYlG37lEmm/unLqcyNM9sbP6ESEcW2U09DySrOKpmUnWhwETdcQ4nd8i7ZthMF6uJqTJjmaENEVfkquJiGwNsMTBHhuciVBFQBoc8joggV/VqK3TJmizZ5UDiz6VabYgLRkTm54VqV55h9PjCfBAHzvMZulTJniJT59WXo/vhfVQoDBvwnBcjVYH1b9EucE4AyUzrwN3zmomQSLhU6Y8LqnQtQ6OlDIpZb7pb7/teh/JbZ2DGn/UxrNJVgj7cKMjzm0xvdYCukBaRzcCFGWEMXhcj2nti+Wp7RYIq3CjwUent4AApD2G19Cq0dsL9qr7HNUL8z3wHrcQw1oODWnnEk+txL1Qq3PC9AKVXsqnZkdAgeVleM33SL0AB1TMOUrxxMkV/6zy7DUwaa8oG9EUsWVGtBVudSzi03oui3w9LULSTZWaHTlEeyx/0JyM4tYZPdcMciznwAVysyPsxSiNtEyqtcFylbhVjMUoglG1Dpdj6qRcoCSeWtw5DExIAR7OaQz6oCI1ViGpdqOLAjzqazhdAAV9TgLFUhbtiYM2Jc31cITKkXOm9nI2GWFFbBVZ9pFp5amzAA1pvSSohOWoR+gng7ZrHDWeeR3oksyHSSmz7JMyO55J5dmfViz7xEm3vc66FWr8SbMres/NmSRrttBNnxzjRZcMttsbWaeH322qm/GJt3N6isECfFqrbv8OyPu9/Z958+oFx3z83IPvITz1cbwJPic7nKjIcVJJT38SHFVqqZKyCN1y0HuUeSqjdkhKpEpYjt43RDeMqJ/GBXe2j7F/9DHC4adKuya6ShmVKyJAjW3Rj+TJrjArcHbY2Fd/A251LAFjq2NhXPpOB7dNhDmZ7kkK6mS3pJsaI5Ome6MwsJkIXnVCrcx3GYAHUOy5+ZSLJlfTkohq67SliC51QFynLMRxJ06RpTIdII9rdGibL7qRgfFoN4lEGISsCVWvB2FaKq/BY8qMHCsj0QRfBsSVfSiwMYZDhK5yfl0cfnYpFSdMHeTcljEJCPGO4BxdWgcZKcG8Duw1FffuTPj6H3nr0/h0bus81Qk3FnjMER3HnciVe+RqRsMCvALny5lzVlUIA7HHAAie72oZmKrTr58Bp/OqSXkh1QuK+fi5978PoCywaecSR9HTRgmXaoLYNr2jWD/lAUlzNRKuXxIvvKi0Fxpf0dUVx63tw9M4seVKiuehOGkQwBL37iFXEqblTw5EDNqvRCDqK2EcYovvJCRM0kk3v02uPSmBYbL/Wi2ss8LOAGuAwY2jzeupOFrKDn1hbsZppta6wXvJMtFtcZ5+hA0MJxiQiGm9lbLShNAxADCGI2UIo1j0jACPV28YJvfGBx4EKC2Ryjt8zuraGU7IWiJ6xuQs8emTyhNzhDToN4JzBG2VdClx1PYKggYNh3cCTmIWpqMO8phaX2e7r+uiPCYEdppAG8UB9TU//BYe+J5v2vhebuv8lgV8PV9lts+K4erd3Bgm8mwQ/UnNsKCep8XzTobzH7txxixJgzhgtsFe24IXEPPxcw89VNoGaX6RtHcvT7aOg5VQ9LPa61Ws9n69Mh3eDxZV50kTSTs97mRB6TNUpDKHpEHbMO2Jtmkq0nSPuHcv/cWXkBqRQ/njJwR4FOGqjKd3qRdAEEWLIRufAT5UvJp9kFCziWhAqBoBERp6hgIbYy5cTuJ2MfuwWWptIJy1enxFsYV4zR+xtpKBGUwLQXGFBCduk+BhEtYnxgbVWlh+h2WFWN6GPd50H5vK9mX3jgfHmabEbLq2iyJg1QyTeR2YVPLxTznbU2Rei35mqe2XLikLEoXZSEmOcXFWU3svoMQ7YUGCp9Pt7LZQgeu9Ow0pZb7qh958xid0W9va1rZeOPWCYD4eeughgBLk1YcpRyvJaWiCL/kWDhFC1h5cSsV5kkMtC/d0D5ynS7kwHC6ucN2KiYIHYwdkcc7SzoASc+5SX+LRXc4Sp26tHGvr1JXOUtErdueuflLo3BXThxhzotNwrU3il4dFHCsJrioPMwBhICVUJaBsiHj2hGZerLLy/BqiRq+TKS4fUNZC2xWW7THWTFSe4njpE1Q+0ydHJo/cJAIqvDu7r2ytGfu9KwPi1sGKAZisrMgyZmaVsBnToMxIJ2BoWgViyhz1fdn3Mia65ICkM1zk7/M68PhJSx3ksSTK76vegIqwPLtNYH9aUXvP/RemfOzKaXnets5rma00MFytj0WnAbmaf6bCyoohNAykjaIKLjIDI2LiV3OYbPoE7evPm2UfTQgrY+xGMzoXe32e7+m89jqayPSE88UObWu9XhDgw4SMLrbk0LDoEku9FA4eZpUrmoXgKFNXgaL1yM28LNiznCB1+KV+VajodEgorSFUJBWNuvZE7LkpihvFHCX15JQ4dMQqVA104j5xZzAff+7V383DD7ytCERdFNbEpVjCwYpoNSF2WWNA9NwiHl9pC4mW3lVUfkiBtAhxS0EtDIYxChqo5lRICpSWSVC30DKmYosNGgRiThVAh7TJfW2U1sXpGSvjCl7iz8f7kPc5r4WdNWHYX1LA1CcZouecBqGpqykmm9si7IjZdM2aaxVz5tGjFZPK473I1lZ9YpLFUSPW3cRR14PmhwDsTytihHt2J3z5//Im3ve937zxuW3rfNQeg/YiMQDh8WXAWUDg6Vbm2poSW8g94uJYjH6i911Ackhmet8ekrWxCbivNyWvLpvNstiwXYPknEz1OAesa06e0sdZEqvpO8Zg6LkGApas6vS87JgG6Ow8n3qOj7ut56Zue/Dx4Acekqtw1S/ETInENhFiUI1CBnx7MthpfZCf9WRIHTWdha/IzYyVn+Id1O0RfmXa8zkpzHRGywLXnZC9MguxF11HraFlBlrGsegwDK/TULOH3/kGXvX133L1E7QhcjkNQ+N0P1kdMcZ6mHvF5USPV7AgOoicAd/Q9pJrYWSLsQldFDdJQrbtxmmlAYLLawmnxk4I8zAIR2PMCkxEexE0TbRS4FG2y5nv+ktfsfE9jSkXN1LMlFksUY/l1AVjC78IUZ2mpSpb42UujAlGhX1xHLap2GWTtoMqP4CQVT9YatHHpww+ZegT08qzq/bdRRdZ9YkTH9ecMynDl/3gm3j/920ByHktG2U/TheF9UX9Wgv506nrLcamNTGrr21vi+yLkAjzXWQRPtbHnMUYXu98r8fgzBiYoEsI+LCF3cSdK4bJtpb18XwxHuZWMVbIyiMLmzlaTuekwPWB2Lae/7qtwcd7HvzAelugmpb0yibIohNGzgqZrFrhYk9qmvJzAAQnotEINXjPMRMeP+6ICV52YZe6PZZ9OFeARsnNqGc6NMQm1joFCZPCrpio1XQZRSh6akLsuIzNuQp4ODfoNHQWy6rPhWGAPCzOej2Xcy7Aw8K06spYAAEMBj7AlQjy4AagMWYvmgAxOyplPZwT26slgbZxOAcTp/bJUks3P983v1vEpuO7LcCs9o7ksrZN9Nw85OzUHWP2Xx0c50ZsF44YJHDspBOwgIcJvqSfWtJqytApSAuqEeliKm0ZmeMTSMmG28nPuQ/UwGddnPM7Tx7zJf/zG3no+//Kme/ttm5eHSKLeEKAx6aPo0MWWFv4OWO7Z1qV7nvJOlCx/JE561kkh0gS6vNRLQI0jGGYI20W422vMICeAwYWpeL5b7e0DHN7QF4vYz/OAmKebUvmZtdtDT4AVjExrzzRVSy6VBY8yWIYrp4rUhFg5mZeWhMRrwsbuCC5HLmZS4hW1KvnytCLJ9UzaZlo5WoyAAI/AAmXIiaxdDbuXoGKg5KrAZwpOEW3y6EmN3Nc3xbNR3GjIKFaUa/mT6tHZpUfbLKxFQ2IgR07roOGKBkfaq31ToAFMASEqeh01WcqO3WnLS8FHgkBBPal1SvTkVgfIHdav2HVRmE9kjIeIlYdWI80+umdAi4EEFQevW/Qqjh3Oj49lMh1EABCkhZQKs87K+OROWp7upiZ1QJcvDcHjFvLATFAsz+t8M7xuXfv8m8+eTNSGrb1dMqGzZ1VlxDWoUEAirUXPsEAQAwctHz6ttgJ0sKokEV+XDbx6YQht+LTAR53MFh2QYDL0wkFO0AW9rsRcDFmWWrWF/pxGupzbQmeIa+tR17bI4bANXh6Gpwt8Lj5ddu6XR543wfkP4B3tClz0icWvSxUtToxxpXVZmqZGDk0RDztaBHMoSFPdon6sk2C4+55xYvmnnpxWVwr0wus/FREp9oKGbIzqtLSAQEdJip13UKFn40EiI3zNIzR2FCv+vpvEbBkNl1tr+Ar2uzLfJRGp7/u1J6Zz8yCY8/31O0RVRyG5pXn6iv6rKFhWabTdmFKnwWsdaecKoo9AGUb9HfHEDBmA+xyhlbZABlJ7wrwMBBxVi10qqwdswmeWTUMkWuTCD6jAoxKGa7BbYO22EQ0bJ8Dm3Y7byS9dH9aU3vHXhOodSOvOpQu5vI3+3twjkkl4uVlTBy1kS4JSDnpIkdt5GDVs9S2jTE+r/r+N5z9ZLd1Luse4D4EgFxgEITaDYZJtIFnduV/kWEw2+nHW3vjceA/Ar/F1cDDZtHcyXrK5/7oPps8e6c+l/GsFksBPX3ZswIeAX4H+BQCLDaBixZZXHZ135eu/XQ31ukLJctAeRHy+t/L8D5s69ar2xJ8vOu97wd0jHqGRSfx5qYnmGnUdtQwrJT1g655Gb0urq2KFMX9IroKUUlIuX7JbPUU/ugxiUyvp7RJr6hjd5VV1kWZi1IGyxnDYDNdxuAk9SIk9WFoo5xRLvWiv/CVaFIAcqL2yKC4tKRaXWFCN4hd9bxkOu60AC5gLVdkPOTNNBnGoiSGKy/TQJhQ087Wjxf+Mi9HgJC1vbKyFNbeeGrZcdSekeyaYdFlFl1i0afiZGm87HcaJGDMznH8OPuwOyetl5gzHsekcng9P69alFrtsxJAJloOs+aCtFkq75gELxZbFawKOBEb9qTy1MGxP5Vr12UfOWp7Vn2i9p4/+OJ9UoYv/r4tALlVyq66TROSkCvtQ72ZK2aJMAVP8OnNXNll0HQcIQv8WJR65+iW2JyZMWEYPnea0TgAHtXzuqy3J/U4h6PHtVw/yfQAYTxqBACMp9g+NTpve073XGNfm8pE7wZgbD8G8qbIe3EBAU7burXqtmy7ZOBKG5lVcuW/6DMrXSxmmuVhORBeFz9rSERkIRl0BJodoSxEGzNtykyCZ5KG9oRkdTTypdSeQL8sYV/FxqqAAj9TkKEnHJp1XYe6UmxGDDnh+hUP/8xbeNXXXh1SZXNUMkAzF8dG6vE5Sdy6CmTHCaUCKnyZ8uoRBsI7f9XocHstxlqM4FkXlTKIUkFe35gpw97GNcZRwUNrGE3/HjP8+Hd83cb31hwrXYKYJSl1WjkFApY+Km6cmHOJzE+ZwrzUDjzyHgdlRgh6zjoPZm8i/zUOVj0xZy5Oa2mpOMflZcdRG2X2jGaY1MEzVds2eFZ9TxcTtbZxvDIrB0v5Or/oa4IPvOLSnN954lbIqtyW1ThI6wR4jKup/mc65M32s8kF83JkobW2y1ntHGNGzqoVAkCebUXWh7ntIAyMnfuTiBZmf/SYOZ9eG2Y8cbgd/W2s6wh6bDvuVkh6a9Rtx3y8/T3v16tcYTaWUa6Q+9ECuOgziz6VlspYSJgUlCx0tLpd0bfZ08ogVLnaLZfR64FbxFZGzxfdhM1LWQ/nGrdRCrsRmiGtNNQD8xGatSCy05VDU3I4XN9StUeiX+lbmaw72aGb7kvbxFVlkY3a+uhTZhnlNVlqe2rR57KNxaXHlIsTpItjJsQEoxRxZVb9RxdN5CrviYEXN0IgtY6qbzSoa3q6J6b1ure9twANkPfppEscd6mwXJUyIEEdPBZAVoStmnLqnLSB7O92XuLUEUAxrwPT4JlWgXktN2NDTBfSpcxeU7HXDJDNnDwg7pguJvYa0XqcdJHHTzqOVrE4aGLOfOH3/vTG57ytbW1rW7dj3XbMR85wsIrsNn4t5dL68hlpEaQsOggTnSbTN+iC6x2l6Wiyj5yH7AqHDpJr5kMuSOrxC5Ge5dBI0qgNZNNwL9evyrbkJGDD6cJlgKRf4kKj7RbJA1kToJ4qlxN1bMUlE7thym3VkKuptIps0R89zl6fEi/uKW6XoUUhfzfXiJWBsqyvj3OD6wWgquS1bJO0NmTBXz9+zpmoDhEDD2c3l+QcjJkAYUDaKGCij5F5ndnRpNqoFuqVzu0B/Qyo/sRAiWGgqPkf9l6nLMFhk8oziV5ZD4qQ9LAV/UbtE109gJtO92Ni05QyUwUi+5OKg5UwIodtX6y3r7xrh996/Jhtnf9aIEzHU1xflHq92kNaFuM48rOEkC8H7kK+sO0Kf3xsa0Uc8/xc+d+BsBxm+7WynBNzwNwHfJSBeVkhLZ1nU+PXZ1xm/TVHzZbxuLXqtmI+3vzuB0l6Zbvsx6JEx6zyTCuh5m042FQHkFWpXVt47EreosC9g8Zz1Yj36BtWMRO9MBaubyW5tFuWNszaBNh+NbAXIwYk11PZ3o8aHqrzyAogLN59U/2FL/0yiWPv2yG4zPniTBkv6q0CAksaDR52a89u49mtVbzpHROfmcYFDT3T4JgGx7xyzPQ1lMm/nnkljzPgUXlJMm2CMBTT4HGOwpL0egOz7Q52VHv9583pxs/oNddtzKFiQtE2ZY6UBbGEVWAEnFQcW+bBUDQiZf5MOUYuLh37rFirLmVhNeZ1IChz0sVUtC5J2R5JURXNRxczE2VPdlXAmvR9sZj3lDN/9m+9/sznva3zUysEAFwLeAREl3EP620HKxN5zrl68urpuoch7GyB2Fqv6O8BeBnwCuAliAjzua4JAi4u6jE+W88bBIg9hmhHFsj3zEWufRFhNRboPpNaIO6iT7AOiLZ1a9RtAz5s2NiTy1gWhcM2sdJAq+DHzMegVQDKaPs2phKANV5AXZYhcRVpDV0H0vDFkXpxrAQTcUq+hrP7LB8kJ2mnhJq0c4nUzESIGjuZ1aLtGsnpkEm0fUamwyb4uQ+8f+Pzz1WjIGY6zKVJfRmuZuWhiDNnlYCHic8ywVcDy0ISQazNcbGFss/Dvoo9FxWGnXIQ1eUYrohMRXDqi6BzVvnSfrGcD+fgb37TV258jn2SKbljG26tok8QwPnUKnKo4uKsgEDcTYMWxZ6PBZM1fjiH8noqAJVZLrL/zibbKntiIGQV03BfCT8bzjHmzMGyow6OvaYq82O6KHNjUoJX3CmBcH/me7YA5FYoxzqAMJfIDAELL0HYgoaz2QzTi1xLn2FWXROFfooBfNyBMCL3ISzKtY71bMrAVkKe313Af4I8RxOcPsYgZG0RDcb1qkVYi8kZ919CnC13Xmc/z1Rfs62bW7dN2yVnAR6zyqm4b1gsUqVf9imXxa7Q7VlEpq3qQixt07aRPC6JV4+jhZec1HKrcd2tEJB5NLoe3c71rbRZdMYKfUue7NLjqWx0vd0PuOjX5rTYuc8qV6bSnq7eyzVEFzPTaipR6noOZi91QOUiMOSNRFcVgeumMlvxuPXklA2yrIyollJzrgDF4mvHr72jRgBfWaATg03XDS2cTfUDb3w3q15aGKb/XXuPkPc7JkdMSe29MjDQ6XaGLRZ9Ku2zMLpGs+dkKalHq8gypgIWfO2GyPdOvuZPuuHrflJ5iKox6WKx41oq6rJP7E8rupQ4WPYctcI+XZzV7E8rPueuXX7jUzdyiPu2nmndhyyaHbLgG1c3ttha8Nemd/TpXqlvau0Yk2KtEIt5/wQCAsbluLodMdPHmoLMElyvJQS1NtPL9PhTBITY9cZjPLO5MicMmSGwDp48IrCtEAAynhVTMQCzbXz6rVnPCfhwzv1p4CeRz9Dbc86vPXX/1wI/ymBH/+mc89ufi2MDvP5n3gdQotJTHuaCmPgxJsBrRHi+OpLbnC+2FNVqxa29I7pqLSJ87jpcToTQiDhSrbMWKDYe7ua6ZZk+6/oVuZEQMhdbKud1HsswJDuHephwmxM59eAbppUn5F5SUzeUZUp4tM3im8JMBJKu7JIX4mK7piHJsC6YtXRW5wna7qniUliVnHFxRR+mNE7cM5PgcL2CLwUy1iIywOa1dbGMqqfwjhAgZUfUVFSXucoZY1UHX+y4GbHK1iOmpVKx6kkbOTFtjoc7qJgGj0daR8ddknCilKk9ROdICKBKKq6No8/OXMPDlmqjnerk2knlqTNl8u1JF0uLTqLUPSllvDIk45pUEs90edHRxcD+pGbWeKY6MOe/+xs/xT/6kW/b/EJs66aX2UoTwkAcMiyeMwaL6glPf0GuGOLCr1e2Tc+QLDqe53InAo5gAEhLvXmEqTm94Hf6fDRaz7L1gMGee4JkivweBBQkhgXk2QzYO+tx1saZMlib0fPu9BwtcXUL2W+9etbgwzkXgDcAfxLJn/k159wv5Zx/49SmH8g5f+uzPd6myhkWMeH0KvykzxyueoJz7E6Czi7JzKrAJHjVGajmwYKvdF8mSLS/dWpDBQrz4Hq9FqmmMgsGVGMh7MOKmol3wxwYmxarmo48ttZ6P0So20wZbc9YHGiV1gHBpvrqv/ilPPTQQyQnGhZ8BVHstjCAAlI/xLY7T9WLK2bNfTPZBaex7anHOU8XpnQxS1R5bohtUpFpUsaiYaeWFk1DwqUevzrG+0BVT4nKrNQjC2zw0qao9T0kQTxDNmazWsyR5DQsPbj1vpL3cLJKul8vQlafmQQ3AI4sFuCE46iLpe1i4WgGgEyvkRxcmFS0UfQk3tdMK8+Ti05yQcLQljH7rbBunnlwTJuKZUxr82BAWJOnlh3704p5E/Ae7r8w4aMH28m357XM2rlEdA7DZYPUpxgyKeZIC+YswaVpKWxY22nWAq5mBCqGTIuKgfEY190MWSG2YHfIZ3tsV93knXMMIWN2f4UAAWMYfhe4nyFiHT2n53qOi+WNGDCzfV9BgFCj51CxmeHZ1vmu54L5+EPAh3LO/wHAOfd+4H8EToOP56V+4h3vlSRLL5R/m3KxMM6bUL7oKxVNNrllpf9l2pjxyZwaIpY0fYBD4sMtTCto/LlfHYtmoxYXyVqUuq9EkOjArY5wNutFE0fLts7jVkdXW25DXZgTyQWRlk2uGkk/rae0VLzrve/n677iyza+Hg29OGtG+zZQFPEEa8UcflKi2Zsd8BVdPS/7CMh/ZpvUK4s8oKxShaNFZ5s4sS5XXtoZMcFRzuzUgdRcYOZV4NkekauGuYPWN0SfixXXO9GEJDL1Nb5BJC7dtBW+sFnWSpP3zzOvoUviKOlS4o5pTRtGM3y03dJGtQIHeX+b4Ii6H8E0jlANyaV9ktZSh8Tz7zUV00oEpxYuZm4foFiSjaGJGS4vuiI+PVr17E4quihgWVpSsvF/+z/9JL/y2m8/+8W4yeWceyfwZ4FP5Zz/05t9PjeqMtdvUQSGhNIVskiOgcU+w8KdGZiJTR/9MRNyNwJmdkf3bWo5HLHuNjk9gXZTWdz6Uh9jU31h88LeMsS0M/r9wzw9BmSCvC4ecehs4nP39H5LUbXXcJz7MQYn27q16rkAH/cj7iqrR4A/vGG7Vznn/ijw28B35pw/umGbZ1TWQrHIb4m/FleGTTPtRx/Pyjs6XcQsOGtSOYnb1vYAORFyTw6Njpvv8UuZxeFyFjFpEodJmXhLKyyJOltwfkgS9QFiL6PsNQ3VHivTc1kDJxnDDtKayUGyQnqNiN9UXYLaV7hqXUPukjyPanUFFzv84oC4d4+AEmVDKkaJq5kB9OSE01Cy4GQGTo84XUBcQAbO+pS1lSK7WXQJX0tEfQg7VDrGftIvxQkUPAsnbhebNPydGybZ/tjb36uslrxHwk6Y20Xe+8o7soM6yOtwsoos+yRTZbvIXfOGiepFrFIWpitnYVxWUQLRDD8IwMmlPSdaFXHH1LU4WQ7bKP9G3is/emyJY0+puGVAGBLvHZ9z9660a7xbs+i+4tL8VrDe/gzw08C7b/J5bGtb27oF67kAH5tcVaeB6N8HHsw5r5xzrwYeAP7EVTty7i8Dfxn4nNXqWhpwqR97+3tJDJS80OmUKOwmSL5Eg7RSEmKPbdMoHMsyLhyDhsAW4dAMQ+VWSx281ihY6KFvC8jAV5LH4byAFF/pdNsswCOnkjK6xkxouyXXIjbNmu+B5nbgPFQVbYJFm8TBcQ2PUpcghKlYRfulWHB1Wq5LPbmeEy/cN7ArK+mW5npaWBqb3ivPy5NzEsbEqZZjJD7NiM6kjYkmSJsjy3vJTu3XdDg5ZxYRcBNCdjTI0L9FlPtMU3O6bIAcnivr0LoAACAASURBVDXgVY90OyhoEBdN4MhHDnpJJ91rqpIsuj+tyvA4Yyoq71j1w+8mOBXb8DD52A5dJ0dKFCEqCKCoM0UPMq8DRwpMlr3Es8/rUFiS2jvqJjCvvTpeMmjYmrF155n9yDn/U+fc77nZ53GjK3JtFsEh7IQJOg+RtspFBnuqDUVbIS2Ep7g+W3AJEXuOhaLHbNaUPJPJthOGzBEY4uLtvtPMxEK3N+bDWiAgupDr1Qp5TWyejGk2TLuyizBEMwZR6Vl6mK3b5das58Jq+wjw0tG/XwJ8fLxBzvmJnLOhibcB/8WmHeWc35pz/nzg1yeTswxYQxXjQZIr1kWfeHLRcdjGog3Q/dIlScNcxXXg4W2c/HjHFqVusoz2BL88UAeK6DHc8hC/OCiTcIECFnI9K6mltr9cT4X1MHBhA+NA7LRBbLIly8MPLpRVlHj4XhNGg9uE98w5IhkVLra4doE/fqKAnVxNhywRX4mP1HlhXCxh1QCRnV/scSpyde0JLidsiG/lB4FuM8rLMKeJtUPCaHtLHV3FxGEv9t15XrE38dwx3ZzvUfn15+ughMOBaDTMWmt23TpIGNj+tB6srSlxqAPfzG49tsZaS6fof3T2jD2vxqLYR8/ZWjL291pnvaQsAKOzIXMKrCwL5KSLJG3LdCnz+Ekrf9N8md93z3Zaxa1Yn4EAhCmD6PQy0loxOy7IgmpCzusBD4e0XMzSa/Hph6zHpN+DiEHv4+q6H8kC+WzkC/qe0e0zGIa1fSYDiLDzvaiPv2d0/kfIYLtxlPsEAQxPd4aL5ZTsIM6Zu4AXM1wRm3V5X5//pkF327p167l4L38NeIVz7jMR0P1lwJePN3DOvSjnbP9PvhD4zWd70L/9tvcAlGmmBkBSkoFeotnIxCiLU6N9/aRX2Ks+aSshFzvm+MK76ANQl4ouzK5fycLerSSLo5KAsRzqQRRqU2hDRZzsFtcL1srQFgp+XmLR25j1KlvdKQC+KpHlx11ipmxO4zeDj6/58i/lwQ88hIst4fgJ3OqY3MxKSJmxLy52kklif0tRBKbNHLc6EhakXcgQvCSJqa6Tc3LtCYSKRgPM3PIK1eSCtEL0uUyDZKN4bddUCHNShtRpmyTq82rCRBgLv5n5MEYkpiGvxWy+qAMmZThqY9FczOvASReZVKHEnV9eJFZ95HAlwMSYE+dgWoW13rYdQ7gdJ89Vj7/XVJx0keM24v2QZmpXpKs+Ma/Xcf0yJnZRgW1yHC5kwJz3jqNVX4Dy/kSYmeVZtp9bqMZM5s0+l+e77FJpF/nOWCCg40MMTIkJJqcM80nOqoZB+GnswAnr1t1P6nEMOBgLccC6LTUgX/Rej7lAAEMJ1dNtTPhqn1wDIfsMmpAXI6DjEb3Zc7qfweljItDrMRIH+pjMAGoS67qaC8hru8cAqh65zn63dWvUswYfOefeOfetwD9CPkPvzDn/O+fcDwL/Kuf8S8C3Oee+EPk8Pgl87bM9rly5Sjx3RHQDiz4yqTwXJhXBDymYJiYsY9djUn0ERbsAajFzw3yXSXC45RV1oYhqpEyF9UFARD0f2ipxxCTEvqSbZudx3pM1UyNrtofNWLEvAbOjGiPR6/0ZmYvinQVjwXvf/xBf8WVfctXr0iwPiqMl794trR+dkutiOwyZs4F1qyPyZBeXErQn5OkF3PJKed6AZIZ4X+y5OYulOCgYq5yIZ6t6Cqkn5oaqWxKaOb49IddTAolAoqkkNG2hLIN3w4yWV3/1X9z4Xsc8DKcTp8vQIhPNqWgmDttY4s+XfdL2irxeJwqeOgWedXAEZYGG1FNhcoIfUk5lQq4ct1ddRl05+uTpogTaJdVqdFH0JTL3JZXPXp8khGzVCxjabeRzYdtYUNnupKIeJcMC/Dev+bv876/7jmv+XzivlXN+K/BW59yvAn/sJp/O81q2eHYMk2QfYZ3VOBz9tCv6HeQLMSKMyd26jYEZYxYeQxbjsaX0bqQVc6fux0BPe+q45hpZcbUzBt3vE8gCb9uNz/cy0mK5oOc9QRaO32Vw8nxKz8Mm6loWSWAA9Mdc3bL6BNJ6sm/hBUN75eMI+NpHdWUbzn1bt249JyxWzvmXgV8+9bfvG/3+N4C/8Vwca1xj22zMkhRpX96mPbCkUgMeyz6NorldmTeSkewHC8qKGdoEE3V7ACXgK1dTcG0BIi7FQThqs1V8RXQVMWnAl6/oXYVDFjtL3FzGgdKvHKIr8RVtVpuoXtVX3hw5QxtgY8VWpum6mYAQZTHGGhLXL4cWUdWUjA4Ad/SYWGSXB+SuhWYizxdKcFkOS1gdFnAl4GZV8kpcaMvrlUOloEfcOsZ+TIKnjdIGKyzGhnrjAw8KSzX625hUCM7RaytqXntWfeKo7fFOQMOqFzZEdEABiMWFApFZFQjKwlhgmQEO5wScdimX98I5eZ9mlaONEr8/bzy+h6TtltQlln0sw+hA2kyPn3TsNol7dybsT2q867XVI+2b4FB3TMZ7+Ny7d/k3nzxkW+e/bFH9GLJ4XquVMkHYinE2xhwBE+Nk0CNkYf7Iqcdf0p/3IwuzJZu2DIyBSc73dbspwnp0CNA4XTMEPDQMrSJjNY6Q78cVQ+jXBT2P8b7GwWm7er8FkqH7+yTrrSJrLm76lPcIc2Tnde4l2Nv6tOqWbKH9r295zyA0RH4uukTMmYkPeDfoBGqPzHOxSahpPGjMrbkfgnO0I7q78U6u+IP+99H4cWI7aCRSLy0X/OBwqXfofcOyTwoyHPiqWFijc8WWGlTU2HiJfjeR66JP6uKQBXGm805k5sgZKzWQ65m0iaoJ+ArfLoTBqISVKDqOnPDdQofRtSUYzKkANi2OcY2CjtH9IGAjAy4ucWpFdn0LoZLMkEYJW+elvaMBbH55CFP9uvGeNgroWvb5TKvctHJ45wmqjfBZptH2ChZqN9ishX0wZoPyHoMs6ruTsDYx1zQe0ypQqShWHCrSbqmcK+JQA6T9KPfFBLb22QkB7po3fPK4LZ9N7x27k4q47LQtJC2Y/UlFl/xa4qt3Iny1gDTTkZxH9sM59yDwx4G7nHOPAN+fc37HzT2rm19jZsLaJh3CHBhosAFxC90+MiSj2hfyAmFQTgMPGASnNuvliIExCKwzKLsMraAjZAHfBD7uZgA/jiF4DIZhco8iDMwuwlRcK9PjiAHQzPRvNsfGIthnSBtnxgDCPs7VQGQ7t+X2rFsSfMQ0RKBLRDfFVjmtfAEXwnj4gWXoE4tusNbaPrxzxAQnSYKgvNNptyYINcYgD8AEX8kCD7K4d8cCTMax5goqgjEapd1izIu1EAYQtIx5ZCOFWSULXONSseAuYz5T9/Hnv+rrefidbyiLPspaWAprOH4C2iW5b2F+oQCLIQhNHTlVTW6XuKRfdc1EtlXhqvlRcz0pzwvncW4IQnOtvCY2bdfaPOIMmjKtvGod5H3ZVPNKshYdFA3GKiZlqGyKrACSJsDFWcWVZdSMj1wYFZss6zUL5KQTKy4MrhUDGyAtN8sRqXHankuFubFPQlBRqXeu/B6caI8ur3r2pzW7jTAgvQpdV31kFbwIXr0vjqsuaeS9guiLM88feelF/vlHL298bW5m5Zw398i2BciCOkMW8QYRbd6l9+0gLMQhAxAwBsP+FzzJ2a4Va50cI0DkQI9zD7KYTxnaGJFh0u1l4D+esc+PjI5v0eXGStj0XWvbPN0488dYT1K1XA+bQmuzYu4YHasG/gPXzyXZ1q1ftxz4+N43PAAMSZQZWayTXvlam8IGmzUaLpW0D29uCM+g74BcBKc2hK72DrJaX9HWgl3dV1PSZEcW05ygH6RVabpP76pBQIoGhangsrUreCfCzCa4oouI+KLxMGFpBiZeckVabddMg8P3Sx5+5xt41dd/y5mvlcsJlldEJNudQLsi6wwaqnpoEYGAg5EeJLdLufmAq2qcD+S+xfnxNBSIO5cgVLhOA81GoEz2XxW9Sa7n6y4fhjZHOuOTuIqZ3doTKwheBsY1+g29jKlkdAQnlt/gHDtNoEuJoxO5dtttbJCbsAyWNJqUzVj1qWSAWAvO3iNwBRxUwUmgUZYvVF+ZbseAg2aAeHW8tFGttfLazOpQpt52KWlraGBIal0ypEWk4OdUNPu2zn9NkKt8G8jWMLAe6N+PEeGm1Yf1ZuUQhsFEnJuu/k8zBLawZwZQ8yEGRsRAhSWgGtCxCbmf0O3R8/1s/f2CPp99NmtGrlUfY2BI7DUxYGGvwy7DQjRHgJptY6/BZbaW2tutbjnwAbJokOQ/aIm8dpJEOUwvzXg8lcZStFFi1x0qLLQr9wzdKPY6eFdcJyXPwpJC1Sqbmhm9E1Gr6zWzIzSkekZXz8sVd+MRrUNoaLMMryvHcYNTJ5vVdaSHqD0D0+I8vl8SmUiUcGyL1XdTlQySFHEnTwnLUTXkviOniGumuKohd6382wdSu5Q2i+WcTXfAgEkzJe3dTa4a/Eo7rznhuhMBZQpiTPtiJUJcBz7g2r60rXKo8YsDah/Ik10ql/jKr/zy00+DB973AVLOHHWZvdoz1der19ZZExy9Tvtl5JSpvGO3qcRyrcB0qe0M8KQRehKRqLhhDAgsexGSzmpfZvo0QfbrnVl7E845AllYsl7ZLo30t8+gCE0T3omTxZi1qKDXWislQVbBSRO0z94nPvPinPjXf4J/+mPfufH93ta2trWtW61uOfCREiQyO420I5alb++L0NRYkOAHR8myz5y0kXkjfzfWY5xNUXkJxqocKiAVBmPiE/RLye+op6yocRmqLIs8IEyIF0FpabUok9Amm6RKiRK3mAoZVR+KT9Wr4DVlJ8FeOckoez8Vu5wDvzggHD9BnF/c+Bq51bG0SJbHwnQYa9FM8bMd0mpBvPwpXAjCgEx3oKoFiPQ9NFPS7j5+eUCaXZRBeTmRdi6Rmx386lDBTYM/uUyuanzfDYJbG1xns2SqCalRKZ2KVFMzx/Xt2uC90yXvpyz+R11itxLR61Ebh5k8EilLm4zNsMFujjundXGfWHUpU9eOrhfWY9nL9Nku5tKKq70v+0qlJWKCVBEpV0Uhq2DXU/RCFvG+jInVSJ9TB19EsYBmhMDBqiNmEcUmKM6tlND20PMxKH1bz1eZaNN0DC3CRMTR/S2bZ6tY+8G0EB3CcCTd3rI+QJiDcWvmHkRjMXaFzPXx9yHC0zsRNsGi3dHzPGEQtz6q+7bzM4fLRYT9GF/y3K8/J7qPMTNSMThVQNib0y2bTyGMjelCTn8TdMhrcpHNs2+2devWLQU+XvOT7wJgpwkamz7YGceTQyeVZ1pJvDrAQgPGljFRR8e0CmXxMn1ISbHMcrEe8TpIjaKdyNMLtBrhPvHgOmEX0mSHFTUpCduhHZuS02G2zZhVYKrAJPuqXMVby8fOpU+ZFgjOl21mlcevjnCxJc32Sbt3s6nc4gp5eSzMhbEXVUNeHpNShL4TUNJM8c2UdOEeccWYPqNb4VLki77jh677njz8rjcBkJtdFbOKtsR/4nfgjvuE0emW5GZOribDxF8Tv8JaG2Zcq5hKOFfGcRJF17FTew5WqbTYugQOjXdXi/WkkvZLHRwnXSytjokPMok2yoTaWtmGo7ZnUtWSppoHwLBm6XYCMMwRJY0W0X04J4xFVOA7qTz37jQcLHs5fsqs+lgAqL3PCdne/ua9AA77Fk76HAH+6Jb9uCVqk3PjgMGtcR+i+7iHYe5LAF4O3KvbWKro44g+ZBfRjDQM+SBjcesrkYCxSwgcNqvrrp7PBGmfWBtDFExSTv/tEOvuRUSH8SK9fw9NjtbtfouhDWSAasaQX2Ig4U59jiX/Rh8/biElBPRc0X/3rLtaTOw65elXGJ3Xts5v3VLgA+Rq8oIX9qKLmYNVz7wOXHABhyOfstYCrPrMsfbf61CrQFFaLlkzHI5Lzz7RKngwMSggrZYsi0+tWg67qs+hobNch9FxexVE9hrnbq4Wm3Rri4p3MqO11nbQeGETFkSAR+OHwLO0e/eaRXZcX/TXX8sHX/vXRLOxOMbVAjxyJyyN379Edee9kng62YHY86q/9Fef0fvxqq/75qv+9vA7Xg+XXqqamIxfHZJyEtCUhQHJk91BO3IG82EaDYcMr2uCMhFeBMEnnSS61l5EuM4N8evLXgDfTOPLNRFEAEdwdD4r4wDJSZJKTNC7PJoVpEPj4noeTFNDzoJUrX2nxqgyUXdaBZKxWd6xbAVgxQx7jYCTbsR2WeCYpZ+akFYyQyJPHK24tHv91N9t3ZgadWWfdt01+mlD5xYIYLgXWajNahsRcPEEspjfy5DfYQ4YY1Y+G/gshmm6mYFBsMU9IiBkjgCFerSNuWA6BvfNBQYGZcKQdhr03x9GhKHGdDzJ4LCxisgCY+FnuwwW4Cf1XO5j3e3yCa4Wm45TVJ9Omch1c1N6W+elbinwIWFRkVVfEf0QiT0NXhedQbsBQtcvegEoj5+07E6qYl01q67ZKyeVkzaN/mHsiHGdpH9GjWbvE0xqSQvt67nafDUwy8bCOBUt6rlXKhQ1LUn0KmRV3QCoY0MQR8n5sJjuxkuaKM6TZvvCMMSeX3j7T/LnvuHq+R+5XcpU3MlMnCspEsaAo5evnj/3jc/9lfQYyDz8wNsg7UHqCUeP4ZaH5OkeOXYktd3++Q0ABqSV1sbMlTaKMNdJG2YVU4nPtwAwr8DD3lugOIjmTWDZD/kg1oaZVEHdKQ7vHU8tOy7OhP0YrLeyE+eGOUCrfmjxeCf6HmvX1CHprJbIUgfIpU4eZy0gw6cxD5/VOjhNs02aVRLLczjpttdx56msbfLp1B5Di2IXWejNJtsgX8QGOND7Ps6wuH8CASGnPwmfq/u1Bf549FiAf/EMzhU9ljEWmaEt0jCApxnw7/TvLVe7c55gABsgYGOKAA4LDdthSFCFASQ9m1oi4OmZAMRt3bi6ZcDHt/34ECFw0sVindxtAvvTSq+OJTQKRBRo81wOlr24CXQGh/Xye2Ul5KLWFUEhyMJg2o2+npdk0aAuGtdLgJb9LaAUvBsWPY+Ai3mlrpfVIeSGrFkelmgacUwMpWRhVIJvyE7Ep96JsNXFTnI8uqWwCrErmpPTlVdL3GQKfYfbuwfquQhnU/+8AI6z6lVf842AgJC4dy8utiKUVdvtWa2jn/vA+yW+HtTJIu6P407EmzKwTtwwjXc452m8aD/6zJojp/Iwq8KQyaGW2ElVSQsmKWCAEvrVBGmRTSpXgI4FhxlgcCo+dU7OcVp5Vr2nU8t2sjwZL+CGlIug9MSWkWrY3+CEyRwqUzKvA9PKszeVpWDberm5VbH+2QIBFna1fhZMvJshtbRDrvz/PdJmmCDfFU+w3lI5fbV/H+tj7HeRxdzp9gcM7IW1Nl6OgIU5Ako+hmg6KoZWhlmBL+nfjxFthjlmVgzsx5TBzfNZDHNcbBDdAeu6j0dH+3kJQ0jZrp7jFdYZkQs8++r1PLbA43zXLQM+QL6czb1gTobxlNKg+RwzzfqIOZcpt3vec3FWFYBhtLzN4Jip1bJTO6tcaavjQBcEo+IvNB66Xr6ETo2vB4pt12mIWXDgVicSyOWHybBqcGAVM9kpC+JlmJwFpcljj4bgsNSLi2V5BZezWGg3lJ/t4HcuDFkkzvPF3/ya5+FdeXplIOTn3/12sq8EvNVTXHtGbmFOdFlSP3cbz+EqctQJ0AheWiQeea/bmAkIeAjOUVWDkygm1tgGEJA6rSSMLnhhRbwbwr4kZVRzYLwC2VG2iB0HBbDLPjOv/RpwnQbPpIKDZU9KeS3c7KSL+CgAaK/J7E6qcn6+5NeIhXxaeSbBc9duw+NHLc3WentTazz5FYakUgMKZ4GP8eTWJ1mfT7Ip9nwMcPaR4TimFbEvbQMaj+stMeg1jGUxmywIOPD/P3tvHm1ZVpV7/tbazWnuvXGjyYjMJHs6fTQCgg3qG+io4hXWUyEhEdAHKIqU0vgYvLJBhsVwKD5USqTxSSPSSZKZNJbtq3pCqYX6fIICAoqZkJmQHRnt7U6zz95r1R9zzr32OXEjMiLJjIyIvHOMO+695+yz+7PXt+b8vm9yvE27kUkPkIDNhASoRshgfod+7iF63Kv6tx2fNcv7KvC5zvptenSnrquvr42Q0k1D4rqg+3synw974p4so7OTKzz745wBH+bNYP06bDDoKhNAvlyzEBnXoVW4gKTezVTMvDZEWpucJA00RH3PmrpVSiQEGQi9ymuDlmI84qJqpFHLathg5OqJuII616o9Cp8eMD0FOsHIrXo8WawFtDSz1tq9dVl1HldtnFAp4sp+y0ch1A8o8OjGNS/4cT70vncRB6u42RROwFsBIe9GnPI9PJmP7bXNVHEi/B3hXvgoiM6UKIUX749SQeB4Fpg0kX6e9ACFd7g8Y5BLBsN6xzQxUjqHuNMKuBjNAlUTyH1GpqsQT5BAiF4zJcIp8Woa1s89mXNsVDWFd+q+6ls5Lwioxgtp2ozGxlUjbqfe0Rv4lheyAz4emOgO+BbLyOA+4+QD4TIyaBvgOJH1+l4SybNBAEmFcDou122Z2RfIQH8b8Gn9/6EI8NhDAhGWVTHr9a+SgI4BkIMICPgu3b5xQmwdA1KzuBuBLyA26Vby6Z6LXSQwdiOSFTKAYu6mi0DrVtL5W+Kee7gEBPgcYSe7cS7HOQE+XvL6dwBwxe6+NiFrOKoP725r9V7uyTMh6VWNAA/voed969UkNtlxDhyUar/eVb6AcgqsLBMcuRdjMKbSM2VcSxamzP1xX4JGB7HMIaWRpoJi0DpkCvcjUEXf/p9FIaK6uiLrLQvwCA1+vCY8j1CLRblZo88qmtEGH3rls7nmN2+Y2/4zfubX+ehbfpmrf+rn7qOrcN/FNc9/ESClmFgMtl9InVYDIk/t5WKhb9cIFDgAS94zqWPbo2Vam8+KZLDMEyRE4fhP1IIdmFNJyXWX0oc1vjPACsLLmDUCTKJKeh1iKiblO/GJmVZi7545p54eApQnjSh0RpMZmZeGdNa9tpd7Qkjk1UEpZaJGS4chJufb8y1OpQPqYpzper7dpV0+whABCfdEbMyQAbe7v3v18wZIdgOP7GzHmq3t1fcKZNBdI6lJbmTeft04IwEx5ULXkSFgYAMBB0/VdVocIoGKoyQprpWJ+rqOZeAKEoj4G+BbdJmrENDTQ8o3V+oy9j8knsh2hmnW78Wa250sapI9ezdDYqDlTGY9dpQ19z7OCfABysHIRE5pPI5e7tkfSjIfmdQNK2VO4Z1kNjRb0TTJA8TCBpmkNkHNn+aJqKitdh2i2Gx7aRUf85KKnKZrt06S2MbOPmdRyiRkpZiJkSS1Nb4FHa4WmSs+hyzgqhG+2sJVY2I5wFUjcSrdOkoYbdAAcbwlBmIniKtf9pr74tTfb2GlmMX40Pvf3Z7DvJmQh8CsGELhKTPH5ixQa0O6qPJl43PkXjxU6iDeIGUmHWJz7+jn0ESHD7FVmqQeMImIGrRJ4dFxzZ5BTukdee6glpKMyHRFlZSrC21EMmoGEGz9QFsClHULYdYH19q62zLGTi4yT5mJ2+3GpBZX2zxjpZ+TebfD+9iJndiJcz7OCfDRxMhDdw9aWexo1sgDXB/8m1XDaBZYLtUzQ2eh3d4eUbWzTmerudpxe1yb6QAYFJqxUG5IpRLO7rSl8SVVHVobd2vbXur8LfN5MjBTgy4rp7TmY84TovIE1NDMzSbgauFBOC8N4OoJsejhZmNcPSFMtghb68RqQlg7TLb/EvILL7//L8IZDDfdwNVTQm9JfEcIFLMRRQzU5bIojlR5ZNyOXu4Yz2LL/QFaVUrp5eLnSjrOOyUO6xNkslZTuHgf8bhWUWNflK5DqXXBdSj40cxHodm3EGjVSrNGeCDWB8bCtuuRskpS4niGZdaCj8xLNuTwZsVK/5z42p5yWA3/dLIf2Wku//VEj+2zLOZpcbLMxwqSKeh+/iKkvDHTz08RzoPJb0HKGkeQrEFACKBGGL1Zl1k8/ltJnhiLhlyXI9mJSxHy67Dz3sW6fSOj/gvzs/mLkQyMQ7gg3QzDf9e/N5HMzV4EQ6/o318ilV1WddtXArd01p2RsiGnqnTZ4Hji76KJ206c3XHOPMVsQDEC56yJHFiSr8FIPTac9JbVhm2xrbGbZizGSJ45YtNtDCYgQcif6XY27oiku2k9OCAybaw8My/BBDXPQszBBh7cZEMbqfXavibmnFqFwCD3bYkhlkNcNSLmAja8ta1vhOfRHLyDsHmMsHFM3EpXduNXdhMm51ezaVdX4qDqMyH0dkzIslizty8qo7gwIhQ+qZGa4IDQKklSJ1pH1VhTQekqK0Rf8FGyZrIur7+F9Guvl5mU2EKUjrrOC3gwfxFR4ngxwPPShdfCSkaFT4orc1jNXGTShFYhU3jphmscD2tCd74BD5BB9HRT12eyz0dknqBpcU+cA4eUBhYH1L3II2mEgI0SeR4dIpVhDNDMEBfQTQSA7Aa+Wd8bIMqUm5ESx6XIwN7r7O+Nup9HkIG+4nh31RnpGsw4/lp4BPgc48QdZj+nx/IwBHjUpEZ1/6rLrCCcjktJTfW8vmbXs1tGWUbAzomu9YnO/ZkEHjsll3sfZ/2T7IWve1tbHhEFgPxttfqRmocBauYVtCW6NQ5L8kVnnUpJmZAmQGjL/p1eG97RtCZQMMiddnXN20xIJA0khVoG1llf2r3j6FXrOPWziFnZAhObTfcysXKfNo4yE7lwzEv8eE17oJQtEImbx8S1tJ6B96JmWd0nfvPnWcSij2sqss1DxHJAKJf0tRpXV8yKvOXobFahNZUrCsfWzABdZKUU/xfjfWSa4ehljiZ3TBoIMaliQDIorkm+IUCb5XBOwKrdj9JSRq51iIHQCDHWOSmdNMpLsh+IFFbGWyj9GIAdN/I4y7xrVVyglvGFI8Ssz4G3+wAAIABJREFUdfY9X+L+GizuK17IifbvntZthmFGMLVsg0ltjXiZ6/+Lre4HSAZkjGQNvolkuw4y2K+T5K97dZsNqWndbl33JvB3+nOpLmt30WH96Vq3d2MfkrHwCNi5W9e/TOKOGED5Z5IE2M6bga9DCOgZIERVk+VetM02Icl7d8zCzs8468FHCJEsc4xmgdw71qc1TRR/j16eyWwxRnq5WHWNa+mLISlsTXtnXf+O2Mov89y3qfMQ0YFKBplunV41D+A8NZ46hDblZ8TEQiWyVRO5bX3G7n7GgSwn5iW1L8V63XnpbtsCoEgdHQG0h0zENQJQ3HRLHEx9jhutabllg7AupRa/uo84q3BZhusv8X/95i/w9Ff+yhm6KvdffPStryM4LxmfLEBTi0OqZofIcvJQsVyWrQrJnGp7uWMWJHthRGS7huZQ2hC1v47HOZHKdhJeROUWNQFynxrYeaxPEGk90bUzH+9St1z5XwDDLIZWPhtUpTWpQ0t4HZKR+0DmxPBMOjSjXXbFej3dw45eLgB7h/eRYjuQUSID14mUJXDviK4nClOGdDMkDdu3nz+MEDttn623yjJJ7WLETMuEPAEpmyyRQINtdxcyUDtd19c6n9sFPB0hg0LqprtOevhfgYCLFZIk+Fbg4/r+Z4Hv0O3vIpFsj5DOnwGrg8Df67HtRRQxbclSj7tP8hY5iJR7umUgi03mMzT2Ne1z8ut6qlEix3I62YucROA9nRiSiLI7IXHWg48mRpZzacZ1qKqlFBJiSy61Ph2rveSzYBLcpgksl7kaQyU3TBuQYoxik01ymjQOQYjaql15AgD4vE00eO0FA9rbI1r2RWbHS4XHTcfis6HTiRrfZlOGOjiO1VPCgfA6ZmP8ZKMFHsRArCY0R+8mrB+WcstwpbVKd2UfV/bPC+ABcPVLX81H3/LLhKV9Aj5ikOZ1PhdlTAj4aoN8sIrLSvqZb3k5mXfsKjPWq4YmJBVTpEPy1euTq1/HduUbj1ilT5pkwe+UyCquutInZrlMPYKKzBFjkm43yg1p1+mdWFp3X3NWshEb967jrqzTMwuNcFCcHIt1Xj4fw1q+n8zjoRt2FvaQeBEWFSeXbO4lZRzuC6XNdmWZxQHSBp7F44vIwP9vSMqQilTieAKSKRggA6UVWafIMfSQ478L+ASSaXiaLvNohM8x0GXMVXVMKkUOSX4g5tdxhf4A/BmibLmQ5DWyV/fZsjdWPjHDsE8gAOexpOzIWJc/hACIJRI3xc5JVz0yZR4Y2DlfNBcY6Hk4XWdUOyen87kLdB8ts3QqIMTOb/ea7sQ5AD5AiHqTJnB0PGMWIqu9vFUKTJrQZinMy8EaiXkvrpNmGIbOcmNQM6pM5LPlwsNcVBQGUNJDzprESdo9qWUy70SpAoQoaf8lplKm0U63ll0JwCBzrVX6oLcs5uqhFjVLNRKS6eYa7L4QV20Sqgn13bfjl3aR7btImsWFBjdYwpV9nvGf/vP9fAXObFz9ste0AMQ1FbFclu63dUXMS1wMuNmErJe3YHHSBGoljzYBbQInGYPcO6baW8c58f2wAaRuIg1KHmV+VmklNVBiqYMyOhoPwhcRUFNmsn6RV8s2MhxFBv3omVWNAFh1OjUukcWkDi1Jupf7lqQKotSa1EGXd23pqDkPHQ6WSL4U2w3mi2EOnTZrtl4pFiea0TrSQLsdJ+NkMUQG1+0yGieLHief9V7CvAvqSLdxub5X6H4eJQ1gS8jAbo6eNyOci8cjWQp0nVammSDAxWS39lwzbopHzmn3B33vs8iAa+BjgIAP25eDyHnZhYCWGrFeD6Trs6zn4EYEQFiX3e6APCDxUiy6RFw4HiyWbH8dzbL+RN8Uy2Kc6vW35nndLrynAj669vk7keKsBx8hwmo/bxUukzqwZ1AwLDNGasS0XGas9ORQjJjnXewoE2Jrj27rNHsHaZHu1P8DZnUafmzGbJ+bNpGJvh+d0z4xrv0S26x1bz+D2YiY9wn9lbYrbUR4HjSVdHst+i3w8OO1Vk5LqHEre4S3sn6E2R0347KMbM9+cS0db0Fe4PtLhNHX2wnh7IyrX/YaKcEMVuXJW1f4aougxFw/XiM4T5YvyXVW+/VB7ljteUYzAZ+ZqpqcDuYxzj+Q8szR1LHtVBsjBC2ZZLqU8T2MzJzuHbk/ovI+IBKJZM4TkZthZt2SnahgskbAM9BylUI0dZVkNrz3LfBJpOdI4yO9zDMszj/eB8jDqODED6VFT4W889ssu7vgw3wlIDlqQhoMzANjMXoIx6LheB7GEserLBZjhfkBzQDA1/T/xQHL+qXkJND1JQQoPAY5J0cQg7B/JKmDHq7bGSAg5ClI5mQPacB3up5NxKH088DHttnn70CyFJeQjMIMfFymx20ddo/q+zPS9+guEuF0gJSP7kT4IaZ2WUKyJ5cDX0TAlZmFWfT0WKxsNNDPrOu6totJ55xYOITbgn5uu2xaRO6Bbvmt2+zhCNvfb4HjgcSARNxdjJp7R6o+3+OsBh/P+j/eCsBKL2OmA780lgvkPpFOM3WwdKhqQU3B+uo22QQbcESVYNLIopPxkNIJrX02aNbDubZkI/wQAR2RVOePOGYhZUX6cdoSTafBqeOpLFt68OOxuJ3G0M7i8bnsuPNQTaHs4UZrNEcPQgjkF16OX9kj3h6hwWd9YjXhma/9nTN5Sc5ouKaS7FEI4hCbleLo2lQiYXZelSopEW7y5+XSpLOiZml0sLaShYva0l7JxE2MzGJSsXgHAekyW/okxy68ghQScbjMXKt6agI0XiXAHa+PIjM33kARUoYD0gBo2Y0QIqGj7iq8ZFmKzLf37EZV8z0/80b+5hnfer9egzMZ91R/NwLiJsfPZh0JbIyRwWg/ifQ5RQZDS+XXuq7tZsWryIy8QQatxfJJ5HggZOWSi/T9L+r7PVL/E2sbvwg+HooApyniNAoy+F6CAIBDuj4bfC0r8AWkrPJIZEBfZd6MDP19JwJaPgf8O+A/kqSztl9fAt6p+/xvETt32+9lUpllrOs8TFLgoOfJMhpX6j4MENmugYAV/blKj2cNuUaXk8o3GXLtzGK90G3vI/E/FhvYTTmelGo285nuy1c4PirmAYNlc7qAdFGybPdPF8wMSVmd7TJiY+Rcny5P5HyPs9qr2eSIA/U8CDGyOamZ1FLTn9ZBO9J6rYenh7V5LZjZWB1SmQSSdBesbb38njRiYmYdZU2Gm7l0sqomqq03ravmZtVwy7FKvCWampj3qFypvAJZT5l59fTIiL1lyMrkAdJUuHqGm42I1UT6wEy2hOuxtS7KFg0/WML1l7j6NW8+I9fhgYpnvOK1YrKWl61MWRxgpaGem40pqelnklVwmokYVOsCCEhcnu4gEztgEARU9tSqPSLN6cwsrOh8Q7yqXUo1LTNDOqelFysBSYNBAUW5N5dT5nggQbfhnWNQZPQy6eFiTeiMl1Rkics0rcUpdbl3Vs8ZdmIndmIn7jHOiaeYOJbOp5nHtbUnd6xo7T9xMSRLYvV+SDbZ3kmKPLPUuk8N3KY6lRGw4dpW6TQVznkCWVvKgWTvHUmT3Nwjs/Si1+6rERBjjEIkNb+PrBSiaYy4agRNRTh6N3E6JoaG5uDtkBcUlz4MvE9Zj7IvstsHQbimwldjYl60HBrJGEGMAT9eo9dfIfiCOsTWtC1TYCg9atMsL8bUJ8g7K5XM83m8gypEck/rmBtjbJsQGj9E3E0l25FlyYEXlOCq5mDDImt7tkjTOgEZRafZnPeubZyYXqT9f6JA29Z9ya4+t6+fuC/OuRg2mzwRAbQgzYynpJnkFCUJI7NQRyI/WtnFurhOdf3Wyr5VsiHfY+MtLCGzYsukWFS6zCqS7q+QWbbZ/FmHW6vxL5MM0ayMsZvET7kUKVHkyCz7ps62zJfjy0jW4wrd7mc7y3wzkqXYo8exgZRX/knf/5iu+2nA/4qUUMza3WKKlHCegKhcPo1kQb5B3/8OJJuxSurfchtSBrJMjUlo/1H39bLO+u2Y9us6diMqmC/qOdlL4rqs6Xmxa2sZlG4Thokep/FophzPpylJ5bVlUlfffmeZMceXVQbMl3CsWZ5dww2kjNWdzBQkT5PtouH0ybAPhjirwUcTIxcNe0yb0D60jXCXOceMqJLEZFu9OW2YBeGGrKgnh4GMWn1CnIuUToioRja1JnJAO4uulAQIgM/JVEHh1SvC3C2rIAPCgaWcXb0MJhDzPnVtpYDYzoRpIGZ5Ah51has28VPp2RJmUmaIWxvE2QzfG+BX9oifRwjSMC40PPOX3vEAXJEzH894xWv56FtfBxSSKWoqURbFgJ9AzArorzDIHKMoQHUQA36yTlbukgxWJ0MFSWUSlOcjnh6pXwug3A0BtML5kOxFP3f4oOnXjmoK0n3ZRFHVBCUlZx1Ds+BU+eIdm01owU6RefEGWZDeNDHO9bNpYqTn/Fzm7nwJS4Nvx8PogoS6szzIg91KIZ4ks+2mdSPzA80x0qBkdf6K5Jlh4GGRWVPpZ1b1/0nnMyADkevso3WEhTTwWfmiQUDLbj1u44SgrxvwWSWpRg51lvkeBDSYAmMdAQT/g1Qu+HckYucqqQzRPRdBX19BAM4ehGti5mCf0OP+RqQUY7LeDeD/02UeAny7vvZpBNyZyuVW/X0VSWZ7ITKIL+l+2YA/Yr6sYmUOIwejn91LIqfexfHljpkel90PB/RvK91sMd9ZGBLwsH3pIdfazlfF9hLfLvdlJ049zmrwAZZdcAzLjF39nMOjiuVezqCQTp9F5ugrEKiDql8a6RzqO8TAJqiKBbNPl/eqkB7uRjA1N9PSmtY53w5SXZmjDRwxSutzp2AkFj1qnUmbdbcHcicmYkQxQitjpQqXsYCRegL1TKS1a4eJdUV+4eW4vCBo1iMb7D7vyy2LcfVLX81HfufXiUUPX0+IeR8OfxX2XCxZjq3DhP4qwfWFc5P3pCGfE0DZ13KIDQizYI0FJVMh/h2xlezadRXbc3loTZtA4bM5hZM3a3bNnNUhSXrBJN/asNA7QhPbrrezJrA+rUHLgX0tuZjFupWLQlC+SUYLvEM8fx91kRNnPmq2J/tt6msDkgy2QgYYAw8Tjh84LLNhoGBKej7YYLNIVBwjA9lukiqnq86w15rO8rciWQwz0ypIRMddJKLpVzvbGZCktI/VbUbmO8I+Ehm4nX7+TgToPJ4EhmYIYLkFOX+rCFhZIYG5CQJcbHumOnqMvn8EUdJk+rOP5EnyjbrMrcCTEcLpRcCnEF5IN3P0ef3cCgnAZSQFCRzv9zFGrmNBui9yEs+iJrmvdmOTdO2cLmucIXttkbdjoMNe64KXhhN7i4w4eeZjJ7aPsxp8dB+yTYisT2qq2nqkyGNmNAvsG2gmRIGHlUyMiArzKfVCH+KmWjCwYaqYSRPJXGwzHLI9qG3g0UErU0VCZqkXIEP6tNgsuz0E5R9mKsnt1SNRtUw321ICPsctrYD3uK11stV9+MESsZ7xrF951/13os+BeOb/9r+3f//Bm14Lq/tVKdQQfE7McjJ7nLocmpneA6gtvvA6qibo9Zb3LPthg1ShfAvLYhh4CJqB6GGdcl0LLJ1T4OohU4t2p/dZ7lO3ZCvXWdYFBAj1cgVEyg0qOiUZA0qTOrYW7L08b03MHiwRObn81gYGU2FYZsFe305tUCIDbVfFMCZZehuw2C6s06u1qrfBr9unpBtWbrDtWDbE6TrWF/bvkO7LNyKD+bJ+5ijwXbqMuZQeQoDHFlLGWSal+T+N+HQ8DQEG6L7eTCpt7NFtXKDHfhNCZv12ff9iBDB8GRloH63H00fKMSClIOvC29dz8hd6zAaEzFDsEhK5eB0BYAYKjCDcjbv0HNn5sRKWZZmKbT5j8uNGlzFlU1ch1QUfOXKPdQGG+aFYFs1z/D1kcYx7VkHtxHyc1eDDIiKmTlY3twHC/BBijG0nW0CX88x8ZKB3pg0iNljIerULqndkBCq8GIs5IRWalLKbwI0RqhBksNGUfNSSzSD3uGaqJZVkQmZ8k8yhzeLEr8LXU2JeSvO02QSO3UU4mvjV1/zmDffbOT2X4xmveG379x+86bX4qYesZFgE6qxPdH381mF8PSDz8uiLMcmdQ4wUzlFFAZBRlU+NXubca9NBzX6Y50ujktdMr7nJczOXCKg2/zFyauEdMXNKYp3nm/gF8JApmcRAjwFqSD2IZuro2+WL7IREV1VgmQuL7QaGruQWXf4waUCr2N5QzAYghwz+WyTA4dh+hrybNKvfREBEhgz8GalMYqUFszx/gu5Lo9uYksy/HMKv+KJ+/sm6vop5qeqvIaCkjwCzNQScmFlXV80CAgj+CTD3oKcj/I8V4B8Q5ci36ees/ITuw0V6nHv1tQx4hP59DAEfHgEkxxBg0Sc5sHYHpGXk/N6pPxY9krdH4PhM2YpuY40EWAcLvxfBaIZcx24vmU1d/x7dr3sSt+9kPk4vzlrwsefyR9AE+PLREav95OGxZyjJsbE2k9s7KCgzTyCyZ5CzVGZt6jRXwh+klus2Y8y0RFJ4yWKMA9jtlSmgCYh9duZEpZI7L63VY6RBGow1QUyq+pmj9MCsxoVAWQ7brEfm1KSqGrXdbX01JvoM5/qifsl7uAtLrnn1G+/nM3t+RReIfOgD7yUjSGO6psZVYwb9nNpJIzormZlVeq5kUrtXyk6PFUtmyX0g94kNUmLPTtsvplOJUx+Q9ELmIUeIr42H9WkjstvMt1LxroS2/ZyVFHNZbqqgo0to9c6x94pHcOTI3923J/UcjhO5o243MFiJxwYV6xzbjQPI4Gjgwkoqxk/Z5HgvkN3IoDxGwMGQ+VnzJkk2a+6kW0iWwzIAn9ffHhkQN4HPICWPXfreBpKh+BjwEwh3JSLgwI7jKSRb9qmu5y6kDGPZmkuRvjH7gdVVOBBgZQNere+/DngliQ/yMeB9wA+QBpBHA3+J8DFM4grJwwTd7yNINuYqPeYGkeNa+cYIvTP93HYy2SkJxOR6fiBJg/eQOgDbOV/T5QwULZJNT2SFj+5nnx1wcV/HWQs+TLWyp1cwyDPGdSOEPZ3BWpYjdaylTX+DpsB15mn9MoxAaARBe+CbKqIOcS6VLbNakc6afXr0Ofgcj5AbA7SSW0ItShbvWwWF7ZN4VshcIzpZ1sWACzXP+vGfvp/P5YMjrvmhF7R/f+RtbxBVTKhxmdzmBjordbq10ljmXfuwrIOAimhgxamtutqyGxm5zBxjoWy0UuwGMSJrlGg6a7TUh8MTW/LzTC31h4X0cwkhUpRWHxQANGkke+eNxBqQDrjep3t/J76uOIIM/t0BqhuO1KzNZsx3MJ/SX/ScABk095EIikY6tUxMdzC9RX9fiZQjbNZtxNAtkjnYTcAzO/t7CwIEXoRkJkpd96cQoqnti+3nZ5DSyVOA7+3sw80IwPgR4ElrcMEq7OvDN+mo/n2Ih8dDERXLU5HMyieRDAgIP+SLwF8jChzT4jUkLsUAAQZ36/sXkbITdk6slGVlKsskLfptrJFUTWMk22HZE+uzs1gi6YLLxfdO5i/TVVbtxH0XZzH4kFjtFyphVB8EpxkMLw/3Wq3VZ0oYtDBioHMwC/a/mD+JQsa1y5kPiPBA5megDY7M50Rr626+HGpwFTuNyVyo1YvCQ574Btn8KgWEhJpn/djL7+vTtRMaz3zJq9q/b7j+eqIXEEGo6Wc5k07HYiNxWrbDOCEtoNXXSvUCKb1T/o5jFgJ1UHM7Z+URVVbpdfea+bBozcUWeBu9PKOJDbM6Mpo17TIW1hxvYrwmv1NnPt1YLKPceaIFSWRU66kCic9ghNbtyLF9ZJZfI9mELyODtw3C3VKADYYXIQOucTVse3cgmZU7gf9J12ef/zOkJPJoZKA+hhiJrZK4E4cQ0PJm4PeAF10Glzwclo2AAmytwfd9CT59qwCKf7Mm4MnKME8GfgH4Vt3OxQi4ebu+BqJ2eQbwIf3fsh0G0tDjt83uQoDMKlLiWXQvHZIs8Pcy34jPIef2GClb0SXQnix2QMTZE2ct+DADJ2P/B63Pb1aNEkvlVjTr66gzzVkIhCDGY9adVLwYYtuxq4svfKd+b34fEVp+CEjWIjp1HwWZUQOlFxBjM2gQz47YGWoyp31bZhMBHD/6k/f6nHzoVc/hmjdcd68/f67HR1/3H2HXBVz9stec1uee/YM/2P59w7Xvx4Wawuet54fdP02gLbcVTjIYZnNuPCNzqxWSauKCxOjazAZ6vzkr37gEdMT8zilfSRQusyYwmpkPiPUmSvymaSN8p6oOQoKuA73ct/2NdmIndmInzrU4a8EHwF/9y0Ge+c2XtNbSPa2TW8+LwlwmQ/JcAFqJrWRCNAWuJNRMW9o3iIlUIAEdAmRqVmbAI3NaarGMByQQotFmNxpx4KSQJG2mRNZnP/eH7vU5+PDPv1A8PvKCsHm67azOr7j61W/kD974Gj76X34Nmuq0QQjAs5/3HwC49rrrW9AhJmJiENdEISbHRm3ZtdxizQsBKh9VhieuumatTnAtKXUWoPCSOqkaIZsCcyTTWQiMZw0b04bVPq002BojQk2ReTamDZuTmlHVMKoa+go8FrN0O3HPYUTSU4mMRCq1DMcWkq3ockO6vUEgcRHM4Arm5bi7SZbjn0dm/3uQEtCiGdWt+tqTkK63A+azNY8i9aG5A/HdeCbJD+TjwHcCf7cC3/gtsOtKkkmGxq4x7HooXP4VuOnT8MW7pcxhi1wCPBtRtFzAvGW8kVZ3Ixmf7wX+FslsPFT33bINAxJJ1X6GyDn93MJxm6Gc9fvZRTqXA6Rk1i3FbDDfGXcnw3H2x1kLPozMGaLVz5P/wbDw9NWQqQ7JOn2qMlwDH4ZHZk0Qa+rCtaUZeW6LR0iltfkQI6M6SXJNbplBAhyd7Ed0fj7V5zwx7xF9zg92ZtunGx/5xRdDLmQWayIH8Ozf+si9Xud5E3Xdavc++pZfbq/H1S999Uk+dHw87znp+rzjfR8E0j0HiZxqDrgGUCABVqAtuYmXhzaC2263O+U5kNLMpA5sTBu2qpp+7lnt5RSFZzwTe6vlXs6sCWxVNcdGFYc3Zfha6ecsl1lLPt2JU4/TyRXVCGDodtldJLReQWq6BlIiCaQSgflEVCTJ6cOQ8skUKT0MSV1l7RZ5lL62pdt8jH6my034XgS0mNz2k0iJZInkB3IN8JQr4JHfDJnpcBef+gPZuaUVeNw+2PsFuOkzCQgtI7Lb9yOg6UrkPD6aBLrMkKvb7O5S5sFUgwCJPcwDNANekECDgbVIMgwztdCqfm6x8VsXjJyu9+/ON+nMx9kLPiKsDmXQ7ZY1QpyfPWZan7ceLplzhAAzApnPxCIbz7I5jHaiDskWPdMsiriRJkMnb1Jb5+dqjijw6K7ymv/wI/f6eP/gN36OsH6YsHEMfIbzGbGeiatpURJnpzpfO88jpMeNU4t6YuBDr3oO+eXfQBju4ZkvfuVprfLFz39u+/eb3/2BFoxarxYzIDNOSBNiW3aJ+r9TIzmvrALjfjjNzBlQMLl4CFJSnNSSzdg3FMv0ldKzsdzj7q0pV+0ZcNvalGkduPPYmM1JTeYdG5OazX7DpA5zgGYn7jlOpxewZTiMX7AYK6Qkgl2GSPILaUjES5hXfZjt+pDEBTErcUjgY53EHTGOiD20D+g6NkhupN+k232C/v/kA/Dwx0N2ITLiH4TmMBy9GypN3+w+AMNLaQkdl+UCqv/10/L+lrzMU4E/QTxDCoSnYoO87fuKLmseKmMScDNvj0ByBTVLczs3RuA9ouvq6d+bJEm0WbnvY54rYtmoNVJGZifO3rhPwIdz7mnAbyHfhXfGGP/zwvs94L3AE5HJwXNijLfc03p3Dwt62sTL7KsLGxBM+dIEvPNJBUOkn4kiIHMBh285ItLrxWvn2jSwmNLFUuz2IGn5GqGWLIfzSioNRO2q+oNfR0nlo//l14SgCjBeJ04nhPGWNJHzGfiGGBpoGim97IScDxD1UaihGEKo5Zxp07kPv+cdoD10nvWil57W+l/+I+l6vvndHwCcNqIzOa75c0Q8jlkU4GEKqoC4oiqFoy3V5N7NZSpmQbgdx0Yzqrph37BgzyBjfRr4668cZd+w4LsPwMPCTfzzJY/h4FbFbUfGVLVwP2ZBMiIPVNzTd/5sjdNNx28gz4NFJQwkozHr7QHyQB0hBMkKGTjtm2u/zfDKzKtsgI4k8GHljYLkxGqW73YXFbqtw8A/I3brB5AsiElXL3kEFHtlZzZvgv/+57KOhz8Spjpa//E/wJP2wjf/ewQ5XAAXXwWH1Cxk85CApUciZaJPMQ+OINnMGzAoEfBgWR902XXdv2U9FjP7spLKPj3n1tNmhQT8bD21noM+kgVZtD3f7lrtxNkXXzf4cM5lwFtJCqy/d879YYzxC53Ffgw4GmN8uHPuucDrgeecbL1GEvVqAlbb31E8EuYlsebPIFmRWQiiRmgiXp1Ki0x4I65TKGlipDLbdV2Hi641kapDxGcirW0j1MQsb7kD9yY+/LtvxsVArCvt7zIhVhNiXcnM3mb3IeB8BqEhjNZPus4HSzifCbCwUHCIz4jFkNBfERAym0Be8uH3vINQyiP9dK9ZF4i89d3XKpBw2lguZThihFmEqhEiqM+EKTDTjIfZ+lsIryMwbQJNiDzuklUec2CZo+OGP//SIf7hlqPsWy75qxsjb7zwK3zD7ov5p9U+n8m9ZF1CYKtqGDxAhNNT/M6fF2Gz6O716yED4AwZdE0eCglIbJAAxWrnNZh365whHI4eMvA+pLMNM0GzDIEtb54jy0ip4R8QfsUVui+bwIUqVVm9AHAwugN+48/hJU+Ci3/4Crjyu9vjedQtf8Hkz2/l4E2wX7vqZbthRU0xqkOpAdzjEFmuJVKMf3Jt5npMAAAgAElEQVQMWcbAkVmTd/1NDiOZjVHnHJhdvj2VVxHwchvHe29YBmVIOv/WdG7GiW35t4tFns5OnPm4LzIf3wrcFGP8MoBz7oOIAqz7IHo68Fr9+0PAW5xzLpp15HYRYVQ1bVfPiKSq6yDZDvPoKDKvVtaemUsSRZB+GWYC1aoRvBBES+14m/p4JBASnZRfcu/n3u/yBE43Pvzut6V/rFzQVc/kBS4vidVEOB4GQryXLMhOSPhMslBK/nWhFkIw6qVSTwj9VTmXPhdPlUzmpddffz2OefXLqcZLf+R57d+//8HriUpYroNkPyCV8AKRPJMsSN0STcFnjhAd07phs6o5tFlR1Q2PPiAjxdq05ordAx7/5F18+s51/v7LR7jmyJV8b+EZFoFL9w44slkxrpq2zYA7JYHhfR6n8p0/L2K7Yqe5Y3YBhgGCxfLMkMRxME7CiFSCMOOvzyEcCZOimpHZBvKQtqtckciZxgn5BPDzyMA9RUCAAYeiJzt41y3w1BIufuEj4bt+Hi58XNrJK7+b/vAtNB/+lOykplx6SrKwUk+XaLqm//+L/v9EPU6ztB/rsZujKogPyGJWIjDfQ6eHlKUWuwlDyrIMF85Nt+/LqcaOP/ADH/cF+LiE+Z5It5G8Z45bJsZYO+fWEKB/iJNEVavsMERh+tvfs4bMiV/HpG5a5n+ICXx0ZYjebV/rtWZgBkrMFKxrwf7crwNwfPC666V0U42gloRv9FkaLrJSfUEi9JfwK7vJaulqi8+ITUOsZzgfdsouGi7LRFEUapE1mwLJZ3IuQ8BVW7hqDOUAZoFYDhnHjIGPROd5zweua/kc9wZQ/vBz5TO//Z5r2/vEMhyblezPcunxxNaJV9Rajpl+QEouUkpZm8w4ok/a5V7Opbv6TOvAU67ay+v/24187Atf41seupfL9y6xOakZVw0bk5rdw+26WpyROJXv/HkbTee3eX2cyC/ESizdmJHARxfc3EZSwezT37ciJ9tKNDOSo6plGZb1p0DARwkMrI5hTE7gyd8HPOxpcPET4cLHdnYyh8u+k6X9n2LtDljVNr9G3B/rOi0b8wRajmobG539mSBcDCsTmYHYdsDDwMod+tqFpC63i+DDAIqBm5P1+rmn2GHQPfBxX4CP7aZeixmNU1kG59xPIE7B37Bx5G7GVTNnX22KlGkdWCmtB4b0YJk2sQUn/UykiEtlkiOGGNWJUurzTRRZZZkJaDEpZIzwwh86aUXopHHDte8Hnyf79QiZdrI1h1PUrj36TAFIwDkPeYEr++lbb+dlsAQPcpmtRXROPFeKIW7a4dJ3zlm2dZg4WscPdxHzPrG3AtmAGk8xWWfYWyY6h2sqfvs914o7aYSfeuHzttniiaO7/It+9e0U3rFR1Txs75C9gx67ypwqRO7emnHhUsbeQUaZOe7egl7m2bfc4/lPvIzcw91bM/YOCi7b1ePWYxM+dfsaL37SJTz60lU+9uk7GF26ylMffgFHRxV/9S8HqUNkpf+A8cVP+/t8v+/RTuzETpxTcV88vW5DFGMWl5KA7OIytznncgTcHtf8Mcb4duDtzrm/WNqz/ynL/ZzlMpe+Gj4pS7x32mjO4QPkQeYWhZcKo3UhBcloWC+PxVD3bJowr3g43XjPB66jlzmyKPbq0XmIibA65w/ipeNqtFJKJo3lQgz4fgVrh4nTiQCOuZ3dSRTORQzEppGMRwy4vIS6xtVTXDMjAjErCf0V8qNfYbj6ELKNuwnL+5nhydUKf38vMo1yLa6//nrGdeTQuOZVP/bDp7U77/r5n2j/ftPvfYAmRNZqyXxYibBpnXbhUQeWedxFu3jIck6pHKa//eox/u7mI1y6d8hluwc0EfYtl+zfO+Rf7ljnMRetcGClx6Mv3UVVB67YM9huV85EnMp3fu77jLh6n3cRODmJdZPjPSksE9JwvCTUVCtWwvgkcqK7pRd7aF+EEDK/hVQKapCsRLbQvnXXPvCrQFbIz3EHUlOtw+E7YfVhcmCWbJ2QGrnNEOXNPuazyUa8tUzPPyGZkYiUWxbDSKPd/yH1YzkZadS4JDtxbsd9AT7+HniEc+4q5N55LrAoAflD4IWI/8w1wMdPyvdAbkzzM7DIvMMHp+oVT5NrJkPf9/aQj0Iyzby6Vuq3Nkbt1+IdHseLfvjeA45rr7u+7RMjWRRtQOd8SzB00FqxAwlwWDgPYSay3WZGnIzkG2/feuV9hK0dsqmFi1EJpWO57jG05N1YTfC9IaFcgt4KMSvw4zXCQHpvNnsu1Y7DULtcfofYtrx3WhLpZ57fee+1rJQZpQs8+zmnd5+84kfT7f+6t72fQjskj+vA1kxcSr+yNuHwqOJPv1jxsm+7lKuKEbevDrj88ZfwxIuX6GWOKsBjD6xwya4+f/TZO1nu5YxmDQ/dv8ywyBjPHjCp7al858/J6LZZv6dwJJJlN6wZnZUbDnaWB5GgOmQgnyIg4lKkVGGfsQHbGq1Z2SVDvDRAAMoeRFnzNaQ8AzrodyU2PRiuwORu6N/1j/C1f5rf4a99Bm75C/72j+CKR+trDVSKjKZIecm675YkEq1WaNit253psY8RtUo39uvnbtJ1Bj0P5cJyd7F92NPTlD/HzV5PEl3VzU6cHfF1gw/lcLwM+L+R++NdMcbPO+d+CfhkjPEPgd8F3uecuwm5Z07pab46LOnnvuVhGLt/WGRtR9CJ2q9nnYGjG6k7qfz/ytOc0Xbj/dde11pmm8dH1YX/7Tdezce0eRwxpKlICMSskBJM1MdWI18Ll5fE0MgguqLUM5/h8gLyxa/ogzPirIK8J0Cu6Xh++Iz68F1kK3vAVQLs3DKxHLTNAI2YasCwVpm1gdeocm1zK61DJDrHB6+7nkoBygued3oluVe/JCls3vzuD4jvTOYJQQDy5XsGwj+pJ3zHxXvI1u6k8UOOTALLZcakCTz2wDJPu/pRfOgLBzkynlGq0+8DZXB6ou/8A7M3913kCDDozrrN5XQ7QuN+EvmxG3tI7eBv67xuqSLLCEwQ4HI5Aj72ksBHd+A2l1VI5lwgmYZl3d7f6DoOIAPtxAxGxsAAhsvwpc/Cw/7y4/L6Q74lyfxv+QvWP/IFPgK8/kpa/e9Iq5pbCKhYR2S2yxxvnGZ+J77z2mLTvUfoe1sI+LBzmpMAyOK53E8Cb7bePkl9cyoAxADODvg4u+I+KRrHGP8U+NOF136x8/cEceg9jZXCULMerf25RpF5+rmn8OJyOsiT26OBkn4ustpce2N0B4HTjWuvu74drCzTYWF8gRijdq0KeFXJWMbDzRLZNPSW8dNNIZ7WUwUmCVi4si+KFxBzsWpCrGldTh/sEeuZeq+oB4or0+s+E3DiMyj7KevkcylbaUnMqYKpzByTxjoe0/F7ibhMbNfNWr1WD5jf+/0PysBRx9PmiHSlu8YRaULkxqMVj9y9n+zoVyHLcbMJdehRevjWhwhz8L9+6Sg3HpQR5fK9A3q5b8s5D0Rs950/F8JksgZbc1IKv7fN8ubH0QUfQ1K324LjMx+FLrMfIYeOkTKFKVmMODrSde/WnyXEPwNENpTrOmbIwGllDTPWmuprFyBt6p+sf2fAmrJS1w/Brp4cXG8If/YuePxnP87F3/Dx1onri/8D/ust8HNPgv4BOdjNI3BQ0cMR5NF2G9LM7uW63cMkX5Iu4RUkC2Pg43L9faEe00MQtvJUPx9JTeyMTAsiHbbXDzJvMmbnbdHqHo6X0ZpL6omi1OPbsWQ/s3H2OpwCG5MZh0Yzmgh3bkw4Oq4pMtfOGpd7GbvKjKoJjGrYOyiY1E3rdvozL/76shyZP17IaK9JHw4ZrCZ1YE8/w01GuBgJ5YAsK7GvS8wK/GQNnCertnB1lTgcQUoIfjamWT9M2DxG2Fon7rsovZ+XO5wPi9AImAiqBOoNBGR4IezG0OAL4dEA0m9H73I3m0A5bDMdXRBp1uohKgs/SGncrn+ZObXz1+WjcDvQz51uRq3LEVn91beT+yGX7r6C/nQNQs2FOcQmx7uCzx8ccXQsj8+Vfs6efsFqL2/LRTtx6tEnlTt6zJdNZmw/kHUBxgoyiA5IMtHFz3SdOy9EMhyruh5IPI91ZBA1JUmuy4PIAM16fYaUODLdpoGPw4i/x17gR4CbkZLMEnBE0zd33SJfjeEu2HMArrgMPvJJeP8n4ft1Pd/l4Ye/Ey64XDZQHYGvfDHppm/T4/wT4Ed1vyYIuLCyS6n7NtH9vVT3/UaSgmdVf+/q/G3KHxPnHCOZj+3RdYwQ8DHrfCbT83tAP9PNVm33pDwZsDhrB8HzPM7a8x61QZd3Ukrp5xmzUDGpI8tlxnIvJ0RpL96E1IvlF176wnu9zfdeex3TOlljE4QfkkchjeYxEINvMxVe/UD6ufhOuNBIqWXmUorf57hmMudNYa+TldBUuHqq5YRCZu+j7VUcH3rls7nmN2+418d33kRLNvVtqcv5DL+0S95uGmJPfFRcPSX2dyUeTVORO6Gs5XAcqIsxUmauLeOVmW/LMSDX26sU2yEFtuDgje/6ADGePgiBeSDy2t9+L2Xm2d3PqGeRW9dG3LkxYTRrWOnn7FsqWe7lUrqJzQPj8nEOR0PKfNjAb2BgsW8LCDjpkQbH3cigaGZeG5xcZmsupcskIGsOnkd121NkQPUIcAABFRfr580p1TgPj9Hfd+tx7EIyJlMko1DSGai/LE6mF1wC/SW46Eq4ej/8QAOlpnqWd4s0N0xh82sCPP72dviArqMC/hFxhXycHsvXENB1Red4R7qfI1JJqkcCKMYJ8aQSTdTfZq9eIqDGDNa67rEGIMxbJUOuhTnNbnbWsWgMZ2HZrYx0vXcg/AMTZy34sFgpc5Z7GcuVfPWaEOnnGXsHhShMnONVL773XLf3X3sdMwUZMc7bqwPkBMlUdHkbJFMy75zKefUWVtIpQIOXbrdqxU4MxGKIYyQkySjrjlmB6w1w1QTXH5LtOSCKl6IUv4/Q4Lx/0Gc/Pvyzz5fyUwdwtOfVTNnqGeQl0Rj9xshUcBizZEhGCOTlEKdy7qA+L14l2CbL7mYYisyyYY5C3U6zYF2WhahqZZyXvOD0yjIAr/2pFwDwst94J02EtclMZLVlLt+FMmNYZBQ+eYbsxKlH1xuiy584UZTIAGjLGRix/iRfPcHnLIsyIflwWBxCBm+brd9Bcva0WEIG7yUEpNyu+9sngQ8b6C9AyjqPRNQxIwS42LrvvBOuvBMuuljMxwZLAkSsktvUcOwgHP0a3Pyv0gn3VxG7dpDMxxVI35j9pC6/K6QMxlT352Y97lXkiXhB59htwDfwZT4nOZK9gWS7vkZyMV3k29yBZDx26znarovtbJvX6OyvAbkRx2euduLMxFkLPiLJZKzMHCtlTl/tpb2DX/g6OBy/8c7fZ5B7Vnu+dTodaz7dZry5d5Se1mU0urxVShADmVNgQfIhiT7DRS+DHJARZJCrq1Zy62YjXDUWwGEDonMwq3QADYTpGI4dJLvwMm0wJxVf92AnnXovgCMGYjURIq6CD+czYl4IX2bPxQL4mpo42K0upyJx9tMtYj5f3TcCcQThYcSorrZCZC47HZRz5Wk4l8jMIULprecLlJncP+943wcZa/O3Lt/jVOIt/+nH279f8vp3aC8jGBbC9TAp+Q78uPdhs+sTxSpJlWKZBLP2BhncFmfN+5DBc5NUDthL4i6g73W5DZ9HQIV1urV1VyRA8mVd78NJLqMFAkz2IYP2hQhI+G2k+RvAVYhR2ReAh90JV9wJ+5dgaVeaS0224PARcU79JaSD7c+Q7OD/X6Tcsh85Xxu6/92meMeALyFW74/T82KcFis3WQbnCyTpboEArK4n2qqeNzNwW5TdVkjWx7rbWvbEwgim24EPAx0GKnfigYuzFnwQJctxaFRxRT1g0gT++JdfDsiX4XTj9e94P9AFF+m9Wjkk7QPd0TYKw+fioulzARKAa2piXlK7PCkOjGOgDc0INY0vyZzHR3HWdLWoMFrJbVNL2cV5KMRsLFYT+T2riNNJm+3Y6WyLNtvTcxca8H2V2kZRsOQlbtdegmY9Yqn+0F2ps+tc+Bjk/CON6rK8r9wOuU9yr31+ZCXtEy7zToiIrgNUgnZE9vY5R+6jmtilbrlN4LS5SG/72Re3f7/sN94pDRSbwNp0pzvFTuzETpybcdaCD5tRjGZfn1Llre++llmIjOsgaXUPhaedpYYog0kI0qXUbLcNUzQRMgMeyhuI2mzOxURajA6cz+fKLlmscY0MEM4GycxL3lKVGNad1Vm31rKPHyzRbBzFbR7DL+8WMNI0uKLkQ696Dte84bp7fT7O1bjh5U/HFSUuywgTqda6LCMq/yPWM8LWOtnybskmNSJzDv1VYl7KebYGgSZ/bs+//m/EVNAmhUmWK/2BkhdI1vGOsXvFOwErpkIRvpC8VwfznIn86tvfz9qkJsTIr/30j57WeehmRF70q2/ngTL6OB+ia/bVDevHYtbfG51lIokc2jUIs5l7H5nxH0NKKzYrN4UGbD/j/hTSidYeyEeRWf/lSNbloK7vIhIpFSSTYLbsfSTT8TzgWn3/+3QdY6QHzGeAy7dg71bKFhxESi1/jShZLkOyC7fq+7v1NeuiewdiItYl696GEFKv0POziWRrLiNljSbALfpeTjIUezhJCQRJXbSm29yuB0ely9jPiJQh6ZH4PIvTNfv/dPxcduL+ibMWfFRfu5lb3/2a9gtwOvGKN/wuRea5YFi0vg2WIm9ipDQJbAeAyP/iG9JKGL2T0slsknqJOK35NzVZlpP5PCkrNIxvIN1WPTHIZ2zmHYtS1hmDNJgLNa6Z4fKCqNwOl5eEtcP4/pKso2049+Ds8eLKvpyfRnkdFnUtypdqgl/aRSyGbZlFSL05tS+FuxN0uMhy0CwU0AKR9v7wjl7mqPW+yAhE58mU79HEBD5S6ksW7ueenECDlAhjTNb+5qhrrzURfu5N76bIpE3AL/7k80/rnLzr53+Cu768nX/kTlhY2WK7uv5sm/dyRCZaIqBj0fDqLgScLDY+s7JKjgyC3WYI6ySXUJjnMDxU13Mn0qTtos52bkcGy/368wVkkDfeQh+56/5O13+l7tejgGfqMv8P8N16TCsI0Lixs18gZNIrER/8C3RdXwVsivMDyIC+jpRb/gopFX03iUPzKf39KN2v2xDwciGJ2HlEP4du7y6SUZlxPqxh3xpJ5owel4E9m5iOEdC3pcdlYMLKPXtJQMiuh5ViPMe7y4JOPPTvnbzi/RtnLfg43fiVt72fWSMckUkdyBzMmkjmYusR4kieIeM6kHnpsdGossbC2kHXIeIzD3mJC54YVNLZ1K0fQyyHOOelKZ32cAHalu4WonrR29kJwIheJKGuqQjO4/Ie+dIuapLfR6yrluvhegNxQX0Qhiv7LUMuhibxX0JDUHWQGy7Lg8l54dX0RDuQO+SaeZ9UR+b9YWHXTf+to/h85N4JGNRsSaOltiYKKMkAvHRPbm+hUOOzsn1IFplj1tH1CrdEynGZkxJN5h2v/e33thm50wUiD4Y43dnqMgIU7LOLjciM09AdZC5A1CNum+W7n5syb5neJVUeXlj+JmTwtGVsJj9EPC9snZukmbn5ZHwG8e/Yjwyk/400UD8EARTrwG8BL0YyDxnJW+PhwB8jXf8uQu49a9pm4Ms8S+5GBuQNxIralCz7EDBwG/CXCAi6Wo/HTNRuBZ6k65qSPD5yJIuDHgtIY7pdpOZwm6SsxYhkMW928Qf0+O06GdxeJ4HAxfui0fNl/ilRt2HLTTgeXAx1W/ZUOMzJbd4XYyebcnpxToOPV73x9+hnniX1+jCQYQ3nci8W6z5KbX4xZzBrotTlvRNmtXI/CvXyULWtDDCWmreSSWfm7OoJWSYt3F2W42ZTorZ+x3mcD8SclhzZZjyQ12JW4vxMPl9P8St7aA7eLuTTjWOthBTvcWWfG376mTz7tz5yf5/esyZu+OlnihooL4mTLcl8lH0pt4SGOB3jV/cRe+k8hXwp9dlpqkRMbWpxdsz1emmPF1PBeOfkPlFSKdACGpzHIyU07zxNVJfRKADHbPxxnpmWWZoYyXEUmbQBqBrJgvRyz0yzWAY4mhgp1KH35970bjarGu8cb3rVj93v5/hcCOstcipmUDky8PT1/4zjB6ntGFTWQ8VkoN3XQQbcCfPAYzcymKKfXWYeuETgs6TsiIEeI7yWCDC4iTTrvgwZ9L+s67oE6eHyCf0BeKou8yTd7tuRLMXFneO8VPdnL1JKMpJnd6CckLIAQffpiZ33DyPZkk8goOb5ut1NEpC6SPfZI2DjLl02I2WPjum+WdnIjnVM8i75KseTePcgoNDA0j7dp2N67qw0uvi5Ern+5rmy1lnHdiBhF3It7Vp7Th187NPtn47l+4M9zjnw8YSX/Tr7lksesW+JWRMIIbLcyygyT1M32mclMmkCQzJNcUvNfdYEisxTh9jONoU0KMAjos3gSK6lmabVY5Ynya3NuptO07ionWlDkLS/DnSxNQjLIUbcbNTafaMKmJj3pM9BqGnyC/CzCjeUR5Ur+yq1zcRUS71AHkzh+0tScqkmxHomlvOqAgobx4j1DN8bEIzHUc+g8NLjxXgeSgJ2zawjw1XgR6WAQlQqhfq8mBOq3R8gqpbMrrXtn4IOy3xkPqdppLmhAGBZYNYkQFNkMsRN60Bwkan69Dcq+w4dIP2KN/wum1Uz5wfyYItuCn4RfJhdeRdM7CXZgFuskBQkNrAsApBaX5MWlRLmygnybFjMbJjkE/3csPPeiq7TuCPd2CCVCAwkGWjp6X6uIwPzhcgA/xREUQKSXdiFZAW+B8lyfBpppGWlmYcCD0MG/VXdtyHzzq7moFoh53ZDt2kmY/+ov5+KtCe2Y9rsnKNH6zFsIuUjkPM/Zt5i/pF6XMdIoOQIadDeznOj0PNh2L4rST6ox9VVClnJxnri2LHBfLbDjNHstYx5q/chSXlzslhFjrVmJ/txOnFOgI+f/PV3csGw4MbDI75w1waNsv0Ln1FkrjUYI5fH02aIhBAZVQ15P5NavnI/CgSI5D5SNZHCx5Yk2ERTMgQy76mCyCqzTAinMS87xmACRHw1Fokt6YvjmpmqWuT0hrwvM2yAULYcg5j3WqKpdbd11Sh5VgCxmtBsHCW/8HKoZ7jBErGe8eGffT7Pev37ztxFeIDihpd+v5RbFHDF6TiZiU1GNIfvwvX6wqex8+ocMe8Ti74APC2BuLoSAAKSGbGsh1qwG9HU5LN0/rfwTtVOaCPBSLse7/O2qWDmXMcTRMp9sfPboY0SPW1JxqpAcq9KRqSXC0Dp5Z5XvOF3We3nZM61fiDnU5yMn2HAo5u9tDLGCokrYDwAk4HaAOuQwdHKH17XtQgkzJ/DLNBBBvguoOg+NG293egywB6i27yd+WwJus93LRyTHfshklfGXUjmYx+STTCh+DoyiC8jAGgFARmPI3ErDpJKSQP9cciA3ibqdF+Cbv8QAiCMb/cUBMAcIJmeHUb60Nix274eIZVcrOGdbefbSRmCoyRAsAg4Hq778uXO+7PO8l3AaGZjtn07HmvCFxFQsMXxYffJlJQVqZi/105lgMw729oBH6ceZzX4WL7mFylzz9HxjNWe7GpVN2xMakazRnw/oqS38445WC/34kTpBWgU3hE9mgqP9HIprSy2xggxsjUTeWQdgpqIqWrBC8cDTdu7WnG2z3EBHcB0Rc7L7Nr7NPP2OTELEHttTxeHzMbxmQCYoFySwTKZz6i/9hXICyGdKskyTidtFuDBAEBcfyhma6EhjLcEhOjxh611stV9+NV9hN5Km5GKJmc2bod2vpUVavlFLe4jtNfIaBkCZhUkROF19LPULLAlGGs2xYCmkNUCRAEmpXc4NSprQPkdyR/EIU0SIQGQzDsF1o5CAddEM3xFkVEoQnnl//kuJk3gb77TuoGc21GSDKYmzA9IDnlQmfrEotf5bYOMrWsxE2Iuoku6vBl2dWOZZL9uA7GF7/zufm6g27GMRcY8kdF8KxxpBt3drztIpZpuP5TPI7N540vcTlK07NPXGoSoamWbIZIh2YuoXtBtGkg5pPu7j+Pt3tcQoGK8j4uQcg6kpnFRj/MuRO3yOeDxnX2Z6rE8QvfXnF+fqL8v1fNxjHlCbjesOZ6tK5KyRnaOF0FcH7mudef/Rj9rvJHt7Bnt2tSkDMhmZz0j5rNsjpRR6u7/GLbtbtwNc2vdMTRLcVaDDyOBjmZyWe1BPa7k9ii8Z9YEqkYyFRbTOuB9kswayJg1kWldk/mCEGFrJtbsw8Kl2aguawNF7h25A1dNUoklL2nb5MZUZpESStmWU2hqcJVIcKOqZpQ70Kb+/SABGR3YYrkM401Rb0wnBMuOqOrFr+4jTkZtA7rzNa7/if9lvq9NPcP1+sKFGW+JDX1/iFvalQBBDGoEF8VkrMP1sCxTLAft8i6G9u+4MAVrOxIrsLB7xJrVtf/r+3aNY65ZLO2AXAXhejQxqsIq+cnYvZmZeZluexYifSVDZw6mms2bhUAItHyR8yWMa2GzVnuQO1IL+hHzoCTrfLbWZcx5dEySY4IMwJYWXyYNTPZ5kEF5QJJ5WpmkSwTtM1/Ksb4jNjCa8ZeFuX32SETRu5AsxRIyI18j9SkxQHALxw+yVk7oDqR36n5uIYDB7MYNIFnztaNIJuNPdF8vIslbb9PXloF/CzyWZFyGbs8yIjcjyhYDFsbVWNH1XUCSuN6KACrr7bKMDOY2wF+CXCtbB3quLHtg19qWt/OxmCnpkUookJr2DfW1qf69OPBbdsSR1E3HmOeidLk7ZobmSffVpm7L7q0TNbDb1Xl/R0UjcVb7dTfaYXRjWjNVCeygzGmCuE16rY03MeLU6rrwniJzrdql1mZhlgpvonA/ovd6EQkAACAASURBVI40VstfUedIGwSC2mpXTWDcREI5JPaWieWQmHXsu9W/oy2fOFHH4LxIOrtSXAMeeS/5gThP7C0R8x6xJzyPWPRg5QLx+FDZbVQ5KUAcb+H3SMeEG17+9DNzMc5wfPCHvg03WML1+jifEbZUGKhZj+qmz8q/F19F6K/O9XmJPicWPWLRl9KXqYtKSexbmaVbGmtiAp8u1C2AdKFWHhGpU7ECD9sWMcj/BlagvUetZGP3k0VKeTvqAJO6aQ3KjHQqrqaRWRPp5V7u9wAbSkRt5b47sRM7sRPnWJzVmY/qD36Z8ppf5LYjI67aM2RYeIZlxuZkplkMkdVO60A/T1mSSR3mGoFBzrQOTJrA5rSWFHbmyb0g7NFMuB9GVu2mwJsIPiZvB4cOXnkpTctUzhm9+EqECFlW4k40M1XSI84zG+yRDpixluU7KXx6oqIxjocLnlg1MvjWFYy3WjnudT/+P/Ocd/75/XsxznD45d1SbsoLIZVWE5HbhkBYOyzlluXd4gwbA9GLkVgshoRyAD6X3jqg2SmPa2pCbymVYkIt141EMHbOUTrfZjDqrE+l91LfajGhlmzWdqF9fEJE+8PM8z1AQPCkCdpPKCpxWkqHmZYHDVg0UcqImXNt6XFtKqqsruHYuR5G9LQ0uYWpFSqOT2vbzCmQZrjTzjpsnd04TCIi2kzYuCa2LStDWCyWVRYx3wbHk0ktbkdmzDmpTATJrMwkwLUuZ2n9ZaSsAZJRuFz3e0TiLxxBMhBHEGvzRyHllv0kZY3ZmHv9+fdIqcfKGrb+XQg/xT7bLS1t6Xb+AekdY+ehQXgf6HaNZ2OdakH4G7tIsaHb39RjtUyBHbeVJrpZn03msyOLYd1+LaNgfWHuRM6jlTx2M18uMY6HlfNOJK22sPJf91raZ07mPT0gZcvO6tn+GY6zGnyAzCA3leMxLDyDMqMJkWOTGXsGBYV3rE1qCi+S21mITOs08FvJxur5vdyLzFEJq4A6oIoSQWasEBByqlloB9VR5p3utNFnSbmigxlOMx2mjmln3nlqphAjoRyQz0bt7Nz5GsghEyMzAyLUMyk32MC7cQy/pEqYpRVcNcGfZw3nPviC78Iv7ZISC+LrQV7gen3C2mHqg7cLONmzn5j35Vy3wC0TQqjPxRwMnwYLldgmu3UBjFVjZZDOsOJVWqtkZm8ZkY5M2rIlXn1ecgWODb7NrFkpoAlSZikVcIxiJNNs3ayJc5Yjk7rRbIfTUkukX3ptYGhOqudX2sMe3osAI3A814OFZafMDx71wu/Fz9yNDB4GGGzbNhCOOH4wMUmp9RI51RiRWs/bALSi+zuCtnfMOlKWMWLrhchx3YgMoPv0fSsrocdhKpGADOozpMSyp7OtPuk+HCIlly4PwpGIuI4kvbVzfhQhoH5SP3+ZvnY3qYHdPhLvYoSUci4iqUBArs9tJJMz6067TOpXExDgYdyXLkg8URi/xwCjbc96yTg9H4tPyc3O+k/EQelGReqWezr3AKhDAycuyzwY45wAH4c3K0KMLJc5B5ZK7u4XLel0tZczUY+PSLK2tqZg8rcQBgFRwSgg8apImDZRSy6Kbj1MG1MkyOBTq+9DFaXNeo5yAULd3oiNU3VLFLklqCqm8ImUGGqic/jxmqgw8pIGj2908Cx60oguBmLel9k9ELbWcWWfrOyLxHS0IbOZ1X2EtcPc8NLv59lv/aMzc1Hux7j2OU8iW92H6w/BZ4SNYwK++kPC1jr14TtxZZ/8IVfiBstt2UTcTEstf2n32qxMmahqJCUzvQZO+TVVE1t/l4zYDvDm0QJ6+aB1lzUptpVpasuK1ZU435bDeSCD3EchSPYj8P+z96bBtmZlmeCz1vqmPZzpDpk3yRQoWi01qm2NqA6j7YqgyybCCiOqSRIRBQWLQSltFBA0bZXIILDMlskJWyykxQFBkszUqjKioqxWCINuu6kOA6FJBRJI8+a9eedz9vQNa+gf7/uu9e1zzzk53Lz3nntzvxE7zjl7/L5v77PX8z3v8zxvyvYIIUlaFBRaR+C58x7aK2biPFwwCCBg0lgf9U83U+119tiAFpO9vuxnvZ+7o/cO6qv3rZfyGgAtpgPsndUgzycD1Z5KnQV90QogeA5o8RarbwBtf9+BUiCdXc9BC+cIywPR+gzBbSBQMAABC5m2O+X7i5ZlxteROJoqR7KV9sW6slB2vP3fwc99CXSsFNKE3U1+vm2QLgT8mD6QuwDgC73jYvl1n8f7JtsrLhsReO5+P3Y7Smp+jcewdwUQuNsNPmSi7UFAoh/B34DetxxPzJL0a4HEzjxV0HIz16EHH631GBQmAoWNKsdaleH8tGHGg3rkMmRLNCCdD/AKPIQrwFRZZD+kDDteSmnBBAIvSgFK7I4egOZ47D7hqjRZOdneCbDTgc+CHTRML+HUMiChyPXEcKiuRpaTLVTZNgWU5UPAWei8oGjxhoWmbQ0sQBZTjlvXG0fhJxfxxz/y3fi+3/6PV/kduXr1+y/+VgYeIwYeF2O2SbAduke/DGUM9MZRyvkwbFv2Hkp5ard4HwPDABZ0csy92J0FeMAU8C5E/cQy85HF7JYAkL2aWQ8585HWiAglYxAd2MoZAMAj1zp+flygyHX57HWOPp+5UbHlRxH/DJZ7ILq2DvPOY6PKlhJTb/baz0XwTGf9StrmQSVn4bsXQGlzWOx9pn4ayaVyBLRYnwaWxkecRDrjP4G0+F8ALXqScipC0OeA2jGP8HYXSO0Lqa+BwsueTMljhUEQJ8vtSPHmp3vP9y1Ynski7RFpxSxAaaX91kSOBPYUKDekHyDWn+NyDJe3uIDLPw8iuD3oP2I/MPpE/0W7X+vpfuaeClh5ttShBx8iOv3SuRmODXOsFQa3jMt0dshnqo316HJyBnQ+YNE5ZFqhyqgVM2kd1goDYxRKRT30zlFSpfUB1qvUc2cmpPMBOgCl1pehZifX9MKmjALgWhhT0FwQDhJTrkWm+7E+iJNtlW0SkNEsQlEawWiEwQZliZgcWpsoONVrmzAsQCU9iKPsC+/xsR9+IV7+u5+8Om/GVazf/e5vQnH0GPTaJlSWw08vAd7xTJcC9vFHoIyB2boFev1ojFrvi0zBjhZlGxLwCsth2zTrJaSWnEyvvYxE8D6KgR3rNTIlsfqJ9QB6FKyITbmtUxi5XcP1gILzwrQQ69GwZik3Jtq6c6Ph2d2ilSKtU06fWe8DjFF431tecxXehVU9mdoLXAgbMcbeUe4ByY0h2ogcl8+Bkdo9U+bvcLkjxoMW/0dA7pjnIwWryX36LI3cLt9CwkjMkRbZvtZCHivP6bG8GI+QgITkrJxHCmS7iASmAAJUR0AsxAWQTuQEqC0kx2D3cXsyi/ZTiUBf1eGpQy8WMH/2S3A+4KHHdnBmRv8u48Ig0wqL1jGAIAcLXQL36Gl56JxHbR31zl1ArjWqbDmdsnWB49klEhtYdJ7cmvyN4ZguNxy93p96GktCrtALpuo5XYIEWsl9AXK+AEv5Ecp15M5gRsSXawRMfPrXj4PWmhrgia5quAa9tok/vOvbcCPVh77r6zG47VYGHgUBD9vF+S32/ClKMR1vRu2HqoY0aTh4arUET6Cjx16oroZuF4hx+D3gAaU5XI51G+2cJg+LTZpZEsn86EewJ7Ms4t+i0fFZBRsSQPH8u1bMqLF+JNq/GUBXmSF9kQ+RUem8j/qlXGtopaB1+myv6vCUtHKkhbFXXeSLQ2IpbufbFKj98Hy+rO167HnQALnPgtiEvweBjn5I2hSpTSUi3P4XfI2UwLoBAi4iNlUgQNCfLbPFlyGSnbU/o+Zx3oZHQIFgp0DA6zkgkCQW46/nywt6+zXg33M+HnO+9PfnLJ55dmtVh6cOPfMB0NniybMznJ402KpyUv9rhXnr+KyR/sWmrYvhYfLl3jjPX+gOZZYsjPPOYQiDQU5CwM4DQwWUmYJyQAgarfOAJnCiFaBCyv+wbL2MOQ0KkXYnQaqGhaahZt5DoSc+BaBCAALnTuS8qMngOW+hGhoJD556C++higpu+zzFq2c59MZR6NE67JmTUIZOtfV4E8VtHn/08gw7Xz2NH/3rfrjx4asPfdfXY/icW6iVUlTw8x2EjvI8gndwjz8S001VXkAP10h8yy0X5VpysnQ1i3xrAms926sKAcHk8fj22zICHGILLd6g0+0CRhg8anA+CHR0pijbxvv3WRGAb+crA7dRyP5N9xiyzRuQdgwlnzpHMexlRmLTlgF2/iyL178RSs7QD9KDSDbGcSR9R8WPGYFYAHGGPB/EBjwOWpDFcfN5JB2CDIiTcvycee95bufn+SqITTmNNCVXgMkOliPQ7wC1VEQEOgIBGYUUxAVQS0dYhw2+DJBaUpu8T9LOEYBzhvfnNhA4qZFaNU8lHbTEk5vzs6rDWTcM+DiyUeH8tEF3dIStQY7bNyp88ewMnsWknSKAIP3w3Ghs1x0mDSWhlhkxHrkRWpvOLJ03NHxOAa0PGCsFrVIglIhNC0OLggthaRBYCBREpmwdwUfIgNwUpDGRYXLWQmXssOAgMmWbmCkRgYYsgBILrg1CuQazeQLYOUOMhzE0Wh4Ashxm4yiCbRFsRwzB5nHk1RBbG0fxe8c38ap//7m9D+x1rPf/N8cxOnEU1fEjMFvHyTY8nyA4R8xGUcGdPQnfdsiObEINRlEPossBTQEW1qObIxRHOdRNs5g3o4h1zmNRjhNitSHgICFh3JYJWQGnMpiQJg8rW5ObhvUhAckGazjMLBctickQTIHGsV2Xv9mNAlwvWCwzCiZQa9B6YFxk9LnU9PmrrSNwoqj1V2Ua62VGTJ8Nzzq9x/UqmUvyVKOyz4AW3YMWxs+Czug3QFoF1/spX8j9AXAAARCPFKUu26iRLLfCfKwhiVWPg0ShmyAh6BSJvRCL8TqoHWL5+mN8ERGoOGAugiy9Us/D8jTf/vA+DwJWa0gunzkICAm78hC/xkFtk90so9Rwn+tXdePUoW+7AKCWiA+xzZJrhUFusFZlmHcOk9ZGkel2bYnGNppndFAqZOdTjoeUC8DCOvhA7MaiC5h3tKiURkUHTGFUdEHEx7IWRQKoAFrg6GLjGXAACGwoHcFJv1UQz6qDB2zNICbJo1S3oDP3vIQabcLcckccOgfbQWkTGRA93kRoasrEqEYwR09g+A3fjI++6p9d1ffnqdYHX/gCbP5Xt2Nw+3MuBx45tZLsyS8D2iC/7eto/1iEqgejCCAEUEBn0PWE9B7dYilwTLkutWW6Od0OLNtt2QWjFZbYqb5GpPXLTJewLmlmD7XcaFgh4ntrA7Fv1oelnA9hOspMYZRrFPx5NTzPhcLydGQ95CUA4N6f+OGr8basalWrWtU1qxuC+Rj8x/8V7nt+FpfmHeYdnRkeqXKczDS2F120HVaZ4UAmAFphmBs01mPeOUwbi7XCYJhr1Dadz1BAmYlUuQ+kCyFAEaLGAyDqXIOpdaUQQPZbo0AuCKWh20Vc4MjtotnFsmAWpOSz5HxPVB8UnUmHrOpdp4BiDJcPoRfbUMEjKwcUMd7WgCZhJmwHvbYJd/FMBCNquIYsy/HHb/geuItn8AMf+wyuV/XZDj1cowRTAR4dnQ+57R34+RxmfRNm6zgJabMcergOeJc0MhJrDwIYQRuy2gaPwAwIXBtFv3GAnCkS6xF6YLCf1QKkZFQu0ffEVFERoCqKbocmpiST9y3QeyliU7JfAyoo1hIFZtSS00orIDecLaINtE0jBSxbxMflquVyLUqBzq73Cw87qOZIUeL7lThG+q6ZR5G+kNd7t8tkVoC+f8SyeytvowWxH2eRBrkJIwEQg7KFlCkiYWbCSEjWRuDXr0DMhViZZZDcl3lbvh1p9LwMeNjm++zw/dexHLUOEOvSt81KjD162yv7IyxPhr1nwYj1dVU3bt0Q4AOgL+sL0xYnt2s8d2NA7RNNEz/Pz1scHxWoMgIbMlFUAsUmrcW885h3HuOCbI2d5+FdhlwvZUZf+tZjKQa7ddJaCagyDa9S2mnBcewBILq/mdFZuQwck39vkwEuHWoJJlPeAVkVF8CQlcyEOMh0VugB60P4PnmJoDag21mKW29qoCQBql7bhB6MYM+chLdnodePxOuVMfjoq/4ZmnMX8Oo/+/9wrerXv3kL1dENVEfXUWxtUYBYQe6eMJ/ANwTWmtOnUayPYMZrlGDK91PjjcRGKB2FpmgbGsqXZcl2C0B5h6AB3S7IfgsSn4aC0k8lG0Q5sjZL+XKU6AXlodo5RalnBRRnuGib5ukEDpIT8EN2ab7de7icFADEdAiwJeGpB7Fpih0uAlJErySgONekD7E+YNLaFfi4RjXB0/9ybEH/+bch6TU2kdoYM6TFtN/WOY3lFoW4ZvoA6AJSS0UGvpWg9sYaqO3zFSwnatZIyagOqaUkpzeykHPMYRSYCvSu+bFbAL6RX0chzaUBlvUfsv0SiCbHsT8xVmoNKZ9EXkv2d4zLHTZSK+Bx49cNAz46jqP+8pkp/vEtY9w2LrFWmiVLWm0ddG5IlxGI/i4zjY0yY9cBfcEPsuV/gb6Go/MBjSMdh+ZefRvIitty6mTL2wLQP1MGnpIag6kctQRsSwteVkHbNmk8QK0YOlvPKNvD5AxSLABHOpA4gZVBRjGmxRcAmglUNSS7LV9UltMEWGlPeAd38SyCbUkvUZCWotxcwx/e9W145f1/c9Xer35tfuPXIV8bQ1VD6AFneMx2KLmUdSrwDvmoghoS8JDptcToWIRqDBU8dLdA6FqE4QZ0CMyYZFD1FCgqYqC0oVaVCDNlzk5vmFx0F8n0W9HmaGJIVC+/RSy3hUbUlQjwiK0zlUd2RXGuSAC7XkRsCgIghVYotMIgUxjkxNQZzpuReTC5IRFqYcgBMw8Bz90Y8LiAVV2LupIBYAI4bkPSUojTQ4NAxUksL9gnkIBFA2IRTuHykuvGfClBwEbAwkmQNRfYm7k5KKq8X7K9z+Ftk+h1AwIeE6Qws710GxdAQEZsv7KdkkZ7AiRu7Tt7fO+npKw+HfZpVYe/bhjwMfpPv4z2X9yN05dqTBuL4dYQt4wKnJ40mLcO84ItiUZzxLpFbigXga5n660M/OJPeW5oOJ3Ep7ec8VHwEAcVSCBofUDrOCLbKGgg6UBkMqpS1F4xvbmX3qa2jWg7gJTtwVoQ1S0A28Tx7nHhk5h11oToeoJQDOCrDehmAd/UMYQL3iM0NVRZUSBZs4Cd7SDUc9j5hCLJByN47/HKj/z1VXiX9q4f+pPP4uM//i9JJOs9/GyC0Naoz15APqrgnYfJM+S3fR1C1/G20yyXMOzFJgmzkRdAPUUoh0lXU42TXiMrEFhUCmljmYIGy/F7ozicDEojFMPl1ozSQEsmP9HrFPBQ9RTKNvCDDVhdIMtA4lYREYMYFgBkkWacoMEAJCSgazTld8jnsp/O2/ZYEBKfIsat3/Njr7o6b9KqntGShXcAYhj64tGid7kEAhoDELMw6D1HhmXw8Tx+DsnO+BKovaGRWAKx+krbRhbuNRBTkmN59gqQZtpIeunuabpDLIMImZIrM1oAAiYGy/kkYtWVfWpBjEiN1NaSb8p+tP02Uoz5agT9zVs3DPgAmJng9glA/fD1iqbcAmkAl0zAHeYmZiMIfT3vHLljGH04Bh3zzmFcZNAZCVwHuYlnogABjr5o0CMJTU08280A7dIiaRui5E0OZAW80tD1Nt23nUG5joeg6TQlNyug2kUCHQCdbQcPbflfVHEaWlHCbN0Cd/4U6SE8L+71DLqiibD5c/4RDWazLdzFs/AXzuIV9/2/+x7jD3/Pt8DVLbpZDVs38K2FMhqBA0/kJwAoo2GqAllVIh9VMFWxr7PmZe//d/joD34nQteiPr+DbFRBs8U4Hw2gqhFdsg6hqaEH5GoJHDMf207OAVkGlMOk+2Cmwud03ijMhZJps0CaLuyYobItt2cMtXH4OAeT9dgMmsljA5B5y8JfAjDOBeTRusuOmt5zQmnkHCTWsjiZhs3RSwmroUG39zp9yDVF+JveoDkXQmTbVnX16ihokXwmzrbPg9gPSfUUJkWcLAXfLguvwTJLIBkYD/F1DqTVeD7/fRYEABSSnXWGFN0uNQa1NsSFI0PmBAzJsDzLjxXQI8fgIhKzMuPLSRDQkNfdwOWtkCNYHqZX8zGR43CJ9zFD0pc8jmcecAxB+7hiUA5X3Vjgw3oUucFO3cX5FltVjllLOF5cBJJ6mmsNZEBjddRxiABVNCPrlcGCwQxR2gpKKTgPWJVmfbQusBsh5X5A0yLioCk6HQwYem4VKE0gI6Npqh7sYPEWPispmMoUUIqFqTX9iyjX9uaQ8ILm6N9bdQ10vU3XlUOYo7fB75yHX8zobN52cNvnY1qoXtuEn+0gu+35+N53fWTf4/ux13wXTcz1nlobziN4D98DHsGn35XR0HmGrCrIHpsVB0a8f/8ffBoffOELkFUFXE3Pn4+qlFZqifVQ1RBquE6hbL2UWOU6wBggBHhNmR5oG6AckObDU9skshrwUFqzGFhFFkQ1MwYMjhJJXTrGSlisjATECB4ZSD8i72frgSo0UM2E7i9sltYIXsX2Wx9QtD7lewjDUfDP2iVQC5CYuWC3FRElAetltrIWXoOqkFoDV9J2AT9HB1q0JYMDSFZXmXYb+H4LJHHmJgicHAO1Jh7li8xDAZI48xQICMjskd3bPQXFlmdI7IgAEPD1ih8/xeXpql8FLdwyHG/Kr+mRwEfLry0lbMcUKSjsJJYBygXsPUenX6KV6fDk20W7a4SDp86u6vrUDQU+xv/5XVh8989gUltMWotjwwIbVYZzc4POe0wZhJQZ2RS1BobGwAXg4qKLNDZA9Pe4NHGBkOyEAa+DpP+g1koRWzMMUEL6Bw/c0x+YLFlmd6WYwrXQCwtfrZGtM6+gG2I+0kIIWrAGG2TVrbkNwDkTqpnR85kCqpvDFyOobo6wfZZmoWQ5sR9tze0NRy4SraGqEb73PR878Nh+9BXfgWBbqKwg7UjJU3QXszT5zPuUsqpNjD+XUmWF0NT42OtehJd/8M/3fJ3XffJhfPQV3wHfdtBFDmhDduHRGoGOoqIcD1NERkJ+Bm2AZgFUoyTsrEbEgJg8TqIV7UbsrYm4l11Hqp0TKNEZYJP+R9kGaGdAPiBQYgooW5Mo1bXklDEZSl9DLbapBcYAUkCL4naaFfu1UnE+S2BHi1KIYXhL9l0uo4EqYydP7/qf+9EfPPA9XNWV1xSpHfB0wccaaMFTSCxKv80xwfJZeMm391/vDpCbJUMSqgIEDCTnYx0pT+Rx7JG627vuDIgNGSCBjn4bSMDHud5j+s9xnh8v7RxJTxWWYobldNKWt3WKvQWju0vASocEsI4hiVufLmshDp/VbJXDVzcU+ACI/fjMwxfw7XdsYKPKMMwpJGyndnCenCzD3PD0Wo+NMsMw15g2CpPWosoMaudZ65HsjS445JraNi6QvqPzARXHUxqtoD07FgwxI4Yjs41SaD1QsIAxih0li0JAg20RMtDI97yEapNdFHyGvpTM6Vo6azcFtN8mKy8zHtS6YSaE000FCITZhMCBpu05iO0AgI//+L9MAlDv4KczqLaCm04QvIcZjwkUrG3CbN2C7qtfoO21LdyFs8iOHEf92EkE79HNamRVgQ9/z7fs66j5/o/8Nf7wrm9DcA56uJZcLeUAarSOwJkcAKBdRwu8CHW9g2prhNERqDZ9pcQZOXz8ASBkeWrZKA3VzsjBAgAqI4ZEdDac2wGwhkRaNL6XbqoNAcN2RpZnz4CS01F1u0BQiqbl2hDFof12XedIcErJtxZtMFHj0WsSRYZEBiWuEtWvTW1jmYF4OjUAtRyEoZiCFubdWgqpvZwbj4KYgltx+Rh2YRtEwyHTWaXVchTJjutBC/cOv86TcYnI4DsBJxew3C7Z5Pt0SMdpNzhweHIzV27Bsi2Y5fYokXQm7ZPc7r0qYO/ZOau6/nVDhIz1K3j6Mj4zbTFtCDD0x4uLxgMAGuuitkNrSiutreN5LxRcFjUcXgLJAs13YZrc8EJBv9Pzty6gdh4L6+NcmBACaz4ymoAqiZrlKF1nm5imCbBWQGlaOG1LZ+TtnN0URRJMuhYhq0g4KWf/DS2iqqjgmwWzB+vQa1uklxhRDPnLfvX+A4/nx9/4YqhqCHP0BHQ1gl7bRHbrc+nnsROwdQs3ncJPLqH9h4dhH/sKQltj/tVHMHn4UczPXsLs4a/AFBl0npGAtLNQWuN/f9E37vu6r7z/byKY0dUIerROrZ7JRfidC/A7F4C2gW8W1H5h26ouB0A5TMwHT5oVsakKITFQMiCO3S3KtVAhEOPULqLlGd7ScZeptcWQNCNdTfe1dU8DoinQzNYI+RB+fBxWZZT1YWuoENC6ENt8Ns4GEhEptfXgLYLO4n07H2C5nSesCD0OUXe0qlWtalU3S91w4GPtL94NZz3+9tFLeHzWQGvgllGB9SpHaz2mrcW0sXE8ufdkrT02zLE1yIkp4dNIHwIFPwFx7kvHi0HtAhrrMes8ml5QlLhdCp368tGqC00W2nyQ6HjJkVC9loBUfyhatyDAwgtcyAc01VanaawhH9JCCwBsqUU5oFbJ2hZFj483YW6lVNAnarV87HUvIn0HT8elnaRWi8oKwLsoCm0uTTE7dQE7f/dFTE+eRTuZo5stYGcLuM7CVCUM6z/ytSGyqkA2qvD7L/7WfV//5R/8c+jBCGowiq2dYDuExYwsuG1N+8Z2Y9FlBM25HtHazCVaG6UpD6UYphAx17KNGQmoSLR9y8mn3lOLpqtJB+I6wMrvbWyTCUPiRkdwtqZ2XASW2mBhAxbWR0Fy60IURcdi4CHAQiuKXi/4Ip/Rhvs3P/sjh6PlopR6mVLq80opr5T6p9d7gwtqegAAIABJREFUe65GXak+YAH6ThEHy60gy+0JJMvqHXzdQYRWALUu+u2Mo0izWY6DmIPngCbESp0HsS1T3hcFaq0IzS1/Swrz7nJI7SKZVCt1G2hezO28X2L39di/Bkh5JP26g/dBBKEifM35EkCszgVcrkNZ1Y1fN1zbBSD244uPT3Fic4BjwwLjIouWxYvzDiXHUssl0wqDzGBuPHzr0HDC6bxz0MJuaMUBYx6NBYaFoTNULsOgQyLV6Yw29FJzqIGvTQb0h5TZNg1G847dLHMSoQ426HalKLzKW8AXUI2NZ+VBG6BagzcyD6amBdLWDEAyoGBRaz2DGm9A5QVecvd79z1+H3vNdxHgmE/gbRf1G34xi/kgoa1JpFoR2DFVgZxFpuJ4yUcVXGth8oyyRQpQRLomYapmQepBLZi73vFv8Ymfew2UMdQ+0hqq5A6w5HS4loCXWGkFjLEgFwAxESYxSlGoyhNtFQe30XMNKPdD3jlu2cAkcWscEChpqfTBo/eomSNUY9hyHXZuUcBCNVMCnsUQ7SIBik6cLgAydq/wJwcdu1wcu1lyZucyTfqQhSV2TR24RF3z+hyAuwB84HpvyGGtCajlMAIt8hrLVltxpwxAYOIMaIEvkbQPAaSj2N1u6OtCcqSFHQD+MVK+x0GLdcDBAGsbe7dMvgEEnkQA2m/j7J4+exRp30XzMe3d/wg/j+znDl/f8v7Ifja921Z1c9UVMR9KqSNKqf+klPoi/9za535OKfU3fPnTK3lNILEfJy/McXHRofMBG2UW561MW4d55+BDwLS11HMHBZW5EKC1Qu08OmY3KM4aqDJq4fSn30pbxvZo9BAIiOTMgCiAe/OciKp7mI6tm3RmbYnuzyuErIzpmIpFnKpdRE1CtH8CaSYMT7cNhrQMIauiIyNoA7VGh//On3zHvsfuY697UfxdDdegqhE5XLiC7eJ8GMuOFAEbpiqgjCaLrUziNRq2buFraoOovIguGDMeQ5UVBs99Pj7+xhfvu00v/cUPITjHwMUgdC3Frw/HBEhY+Bm3kd0xirUYqscmSXBbDBRrF/H4RmZEQAUQ21yXtWd6AWKKLczwllpfg3WEfACtgKODDGZ6ltiqcg0LTzog+VwAJDqtDGV6lIZCxcg+yx8Rjfg5c722zYxdWD/9+lfue+yudYUQvhBC+Lsnvuezu8SKehakOdhGcndcQkoTHYPO/jeRGAdhK7aQWAYJ+ELveS6CFn0HWui3QIv+7hrw44/g6Z9tCmPTTyK9CJpGKxNpS6SJuLchiVN3+NIXfWYgALMDsgvLPk1Bx+wU6DhJHLyEm63yfW+eulLm424A/zmEcK9S6m7++2f2uN8ihPBtV/haSxV8wMNnZzh1R4NbxiU2qgy3b1Q4O6OFtLGs6whkuR2XBhsV7e60dXCB4qo776E1MC5IuBo8ohi1sQFdFlAEOhvVgUSEhSHdhwoKLYMSmvdCC01Mx4yWT6TFsJtDAzELAgC1aFwLpTMWqIYINJTJot4BQAQz8Px8Pe0DdHYg8Ljvba8AbEcMx2gtMh5m4yhtZ5bTa3L0eS4uF27JdBygJQDE1S200TCjCmbzCM1hAcW9K8MJpdoQuNEG973tFfuKX1/6ix/CfW97BUJZITt2Gzl2rEXIi5TqKvspbAQf59iWEseLS8Fu8X48tyWw9RlKk7DVNnHKrbIdFLoI5oIuKMSMWzDS9vGDDYSshG6mqBjYhKyCzYew1kenigwdlAGFGWs5ZMChRKm3jiflqgRYLIfhmZXS9NCWMBj9MKw+o3AS5ELpu0KkzoK+fMVVE3C5IHQDBCjGSFHoNRIT8ChosV5HcqvkWK4MBDqkNTJEAizyyTIgUFEgzXTpu14MkiNnxtt7GsAXe8/xj/h1ZC5Mw69zDnuLRVs+JvuJe2X7xNEj14GfXxJQz/a2c1U3Vl0p+HgxgP+Bf/8wgL/E3uDjGS/nPJRV+H8evoDnbgxw27jEvPPwATg/b8nxEgDvSRw6CgaDzKDJKOejcwHG6KjXANiGq+mLv7E076V1AVUWUBKywCDXzHwQCyJnr9luDinwwDEBIhJCFiO+A8BOmLgYZjmUBQERcXfw6PbQT03luS9KGBGdAV2LO9/6zn2P1yd+9tWs7WiptWLbaJUNbU1D6KohzUppa5oXYzuYoycQbAc124Ee1j37KiezZjmQ5ciO3gY1WoPfpg6xynKEeg4MK+iiilHq9735Zfje9318z2383nd9BA/c+xaEroXKC2JDFlPaLml9iG1W9ltYD3YKBV1AuToGs8U2irRn+PihD2hALEqQn8KmSAZICFDtFCoE+HINoVonUSqzVL5kCzWAAX8QfAAmbP3ONCJLFkAhdoE/b4Whtou0ZQpD93Ge2JM3v/basx5KqT8Hnezurp8LIfzJU3ieHwHwI6COwE1Xt4LsoP0Ba3OkbI8OyT2zuyTfouTb93JkiO1XwEeJNGwNSOBmDAIOez2PBS3Qsk0t/y4hZ0ACQXL7FMsLugOxGw4EUiTnAwCeyz+fw9vqkEDFBPu7VBZYDjnbbccVYDdEykKR/1eNZPUVN8yqbry6UvBxawjhFACEEE4ppW7Z536VUuozoP+Fe0MID17h62LzU+/F5J+/FSfPz3Fm1uD29RLP3xzgzKyB0YpZjwDNqabDXGOtyLBZ5ZzpQYuRUSomppqSbLbWY6n10rqA0tBsj1wT6xFATIfzAVopuABUcZw6KBMCSGDDO7JuSvskLDMiMdPDeygHOhPvWT8pa4qBTJwvkgOBckBe8tZ79j1W97/99cRmjNbJUms7Ymqq4dL9zPHbEeo5QlEBQwd3Mdl39WCUIsRzPr9itkRpA1VW8JNLFI0+myB4Bz3eJP2I5IesjeAXswMZkJfc/V7c/44fgy5KAkejTSjbUPLoruj5yIj02i66ntDEYNsktmO+A6VN0t4Yg6CxxJ6An6dvd1bNLAEcUyDI++ZaKF9S+wzpvc6AmKA69zQpWStq58n8FmFDQgCUTum5LiAOKfSs9zDXifQIIbzoie/1pJ7ntwH8tlLqLwG88Jl4zsNUMgG2QlrIAfpmEYHnEexvs+2LQveqDdDCLAFkCjJLKr3+k7HPtnj6AV1SAWnqbl93Im0YARBi+d3GwaDAIQGcvcSqW6BjGEDAziKxOjnS0LpnCnjI1/aqrl09Ifg46CzoKbzOc0MIjymlXgDg/1BK/W0I4ct7vFY8U2qaJ3Z2O+eRaYPTOw38rUCeK9wyKvHZnR0sNKWYbg1ydN5h2hD4MJpi2TvvMWk56RQa3gMNWx2dD3CgxaB1AUYFGOVR5B5Z8MgU4EyB1gc07ICRMelKK2RdrxViyK1CbZaSJ6km/UK8jynSQLJ8QGwIawzi7Bg5GwfSQLp8gLt+9Kf2PUYP/Js3kXh0MaNWCLMVIiqlSPMCajAipgKk24B3ZNfNC6i8gNcG0Nx2KSpqxfSCvPxiBrNxlIDNYAR0LSWWDigALTTEpigGAPf91Mv3dePc9fbfxJ+87+cQCmpHBaWiY0VmryhvGZTkSSAK0DHraBpttDt7TtCI2g8DFGUCHv2ZLv0WDYt8I7jpTcNFJxN1CazoXkS7L8dwopNRBEglKdf65HyRaH+AAIgITWvr+ffV1+FhrilosRWWA6BFkkYdLrMLDpeneYqGYa8FdADSOVT82IuglocADnn93WWwnNEx3+d+T1QbSHkiHimpdPe2ynNXQAwDk5RVj71ZDWB52u5e5ZAm48o8GGk9CeCZ7fG4p1ur/7RrX08oOA0hvCiE8E/2uPwJgMeVUrcBAP/cE2CHEB7jnw+DWjPfvs/9fjuE8E8B/Jey3G3Murw2P/XeKDw9N29jMNOwMLg0bzFpyHZLgWMOFxZdZDWGuYn5IGVGaagKRJuvFTr25ymZktiPuTfR4hn7oRL+GQIWlofW9Sye5LSwtEjpjESixZC0GyKMdBa6mbHzRadgMtEzANDNBMo7su7y8wZtDgYe976FmI5F79+UJ9+SrsPwFFxN7ROtaUqs1iT+zNL5nCoqCgQbrlECKk/IFWYkApqupUtbE+hwLmpGAEANRlAjErp+4mdfve+2v/jNv0itlF6rKj4Ht1EoydVyC6tdZjHqGWWEOBbzZgV0OYjgB5YfJ0xUj/HQbHtWtuZsEJ8yQNhCDY69V8FT+8XZCDxmHYmZc6NQsv5DWI+Oxc/9L7tMp9EAfYnH9Wi5PFEppV6ilHoUwH8H4D8opfbO0n8W1DaI1RDx50X+/XEQ07GNxGzsdXa/4OsH+9wmi3bHz/s1UNT5Sb7slfq5CWoFPYcvzwPNgjmBZNMVu6xYfyVFFPz7CwB8Pd/vNn6+dRCQKrEs+rzEl3MgHchJ3tYW9BnfL920w/7AA6Bjdxq0oExBYEaYonMg4CFalFXdmHWlOR9/CkBWkFcDuKwfrJTaUkqV/PsxAP89gL19l0+jQgj44qkJvnxxjnOzFluDHCfWShSZwaS26HyIoWPT1qK2DkYrTjOls8zOUyYI9eMDWk+i0n7QU+0o86N1AVAamQIGOmCQaQwycjJkmulAD4RyjBggBsTAqpAPolslJZmy9iMEAhdsJxWdh7g5lK2Z8ndQIRwIPB78tXsorrysKEBsMCKwkBdQ1YjCvdY2oTePkb6CHR0qL6JgNNg2ulDQuz0CiLwgMFMNie3wngPO1mE2jlJyaZlAjt46TvfVhubOlAPc//bX77sPd77x7fSLtD7E/gqwMrhYalvF67l0OaAhdFpT3Lzj4Xssgg1dm6y7zDIpYVqkWjrmwl6FLIW/RUsvi4BDVqB1BEJdoC90jdRW6YuTgTS9NgAoTRKbukPMeIQQHggh3BFCKEMIt4YQvvt6b9OqVrWqG6+uVPNxL4A/Vkq9FqRJehkAcPjQG0IIrwPwzQA+oJQSjdC9IYRnDHxsfuq92H7hT+FTD51FrjW+6dgIJ8YltmuLM5MGk8bGYDGtFc5MWxwbFtAaKDODzgVs1x1yo9FYj40q42wQUIyHrGnsUJh1Hp1R0Cog0zpS45lWUQglLgWTMysgQWPSRtEZ6TV8AeVrQGnoZhJnvETdQb+4NaA4GfMl//qn9z0m9//WuyiG3LXQ60cohj3Licmw1A4JVtonlsLJBqTHCLYl0MCsRXSw2D3IYW1ir9SsbdFiXpRxMUfbEOAxhiPhHQllQ6BUVha7PnDvW/bNJbnzJ+4BQGAqinZZbCq6GDqW3B6xlrQieZESZAeaUmG5Qj0jZw87jsQtE624rO9Q3iFkzLyYIs57kRAzayq4QBNoRRRct2TdLo3CKJcgM8AGEzNiJJ6fGA9q74lwedrS+/6m17xi3/d3VdeuCtDZ+15n8APQGf4FJFGp/GxArMh+bQepg87+paVhsdzyEJA6RBpOJ8xAg6QPAeh/U9whmu/bD/SSfRT2pULK5pBvoCnvY40UG2/5dQQmy/aJkDRDmpy71/5fCbyWlpAB7W//+K/qxqkrAh8hhPMA/sc9rv8MgNfx758G8F9fyes8UTnncX67xt88chHP3aiwNcjxdRsVthcdJrXFZkXJpp0jNwwJUA3WCpoBM2ktGhb4OR4gJ1NsaXFNlkfr6W9xt4jeQ2h1NsXAcuCYMjzKHYj0PbEXfMZtsp4WgVsBbQ1k1KIBEhiRXIuX/Njd+x6L+z/wnmQ7FR1DVhFrIgLNnvgy2JZAgFLUThmt0+On2zBbtxBzAEBZXpi9i84VFCyQ1ZpySyBC2Y6ACADkRfyiieDKWxK78mwaXQ7w4Lvvxp1vvXff/brzJ+4hHYgcI/lK6zte2oZAV1ZE9kIAisoLctFog8AdemUMPR9tVNJ88DFXfkHvgSngiwGFk4lGxBQEPBikhqzCrKPPkO4DDwZKnaPWneH8D8UCVLLh0nXNrum2q7r+NUDSMgBpIZUFUDQY+y1+T2ao2n4lc04MyNEy479FeDlGCiuT3JAzoLNAaY081defg1pG/VaQ7FvJrzfm591BAk+WX3OD7yeg7YnaK0+lJOfkGNI8mCmw5FqT2i2MXdXhqxsuXn2vOvJX74P3AZ97+AI+9/gEnQ8Y5gbHxtS2mHcOFxcdpUmGgAt1h9p5DHODcZm0Hy5QvHptKaTM8RwZANF54BFokZWsBiSxYKapb+88tW5qF9Boyn/wxZD0AgBrP8p41h2ynISTIcBNLkaWYSlojIFLbEXsUff/2/eRfoPnl1ArgJkIiSNnAelSZeQkUXkRk0DV2hYJVJVObIIhoaYajKHWj0JVQ2rnaAMsJjQBt60JZJSDxIL0WkgA4qReMOMSlIIyBg++e39QBbAOpG2o/SFsh2vpNes5RcT39CUAoLo5DfrrWgpQ47aLGozhi1EaKicAkAGIirkhLBaWbZb3wlsCHgwwFi5EJ0tpesFnpkAbdJzxAnAQHbtbZHYQgDgP5o0/vGI9Dkv1NRt9LjIDLdBj0KIol2eyFNKCfwJkaz0BWtgLpIFyFskJI2BjP7bmydaid5Gqeq8hOR5yHxG6ShiZaESuZBt260s0EpsCJMfLXsBvBTwOf90U4AMg9qMoM/z96QnOzVtUmcZWlWNzmOP8rMWlukNtXQQa885h0loMMoO1IqMJoixMlSiLaWsp7yuQjqOxxIDIQkJnsBRIJiVntwC5XyQsqnYkRJVFU7ku5Xl4z4mlJc9UYY2HAAEWPUoLYq+6/wPvSbNLekmeUVQJLJ3Zx0m4WUGtF9clgWazQFhMib0QbYUs+DxlN+pSsvJyMLPH68VhebKI91Nge6zKg7/y8we+z3f+9LuW961tEOoZ/OTS0oyaCMCspUmzPn0N6sFoWbMBEMCQbReHkbhbvCMQ0y1oMq53lE5bU9zTIjCLxAxYIB8toDPYADSOdEWG3SzSYtFIjJkMKVzV4SpxXewWCS9AC7AD63r40l8sS5DI88jTfG1hDErQYi7zXGSeyhRkf30ExHjsdtM807VAmrPyZX5NATlroP0UJkbhyqbRDkAMTx+8iIX3IlJq7O5MklXdOHXTgI8jf/U+OOfxlcen+MqFOc7NO2itUGUarfU4P22x6Dwa69E5j2ljsV1TsNSwIPZDa4WG80EAYFxkaNkyKWPNracptjI4TMCFC5TpoNgh0y+laGaHD6Dx6zxjRIad0TC6kqj+4ZjaHyFE1iJk1YGMxwO/eS8tjLaBsl1sb/SDuWIce04AKOzaxqAUCTQl6n0wTqCCGZOguYXUm60S00A5sAxZEodeZmOVBd/kcWqvuFGiKyUEPPjuu0njsU9JiqtfzODnE7L3GpNcOAysgiO2JtTzNCivpKF/NCXYxYF1yjuE2Q7Zjdsm6UpMTsCEh8tJwBtMRu8RAxTHIuWcBw4KiPHMpgFJYCqfJYC+pF0AJqz1+PEf/oF993tVh6fmSE6PHSQGoL9YNmAxMZ4eAJFEUeE/JYlUWBaB7xJJ/ky1N/YryQs5g8QsjHuXErSgSFrrXm6cJ1s19rcInwFFsktM/V6R6xn2bses6vDUTQM+gGS9/cJjOzi5U6OxHuMiw1qVYVp3uFR32K47YjqMxnZjsV13cD5goyL2o3ae5sXw3JfOkRMm57PWjlsqUtK7F8CS9yy6WimyVobA4WWBFt18QAs4p3CKliPkJfxgC2G4kRiSdnqguPSB9/+bJIhUmhZT28TsC3g+85eLOG1MQUChHFJLhVsTogdR3sE3i8Re7Ar4kpkqkR0YbZIGRFo8PS2GijoKjj831MpQro2uGmVoQm/ISqCk6b0P/Mb+ia13/uQ7iOno2uhkkQrORc1J6NoEPEbrEfgkRoneN98syG4sJRZfk8WJu1FDozOa/luOIutVGB1bb6r3HI3zMUU3BIr2L5gZU0rBMoAtjMKPvXoFPA5bSTtjr2pBZ99nQeLS83vc5wJoEe72uG139YHFEMSk1Eggpz+YTe5/vUvEqw4JMGyDAJnYiPv79GTridgMBwI7a6B2T19IewRpls2qDm/dVOADoPbLw6cmOLVNgVjD3ODoqMAt6xXO7NTYbixq5+ME0Y7bJLnRsf0iGpHthr4yjCYQIboPw6CiPxI9sEi16wETASQ1iw09ENmPkJVxsqqyHblQfL+rDNJ4HDCr5cFffXuKYVcqAgMlseK2jnoGWWQjA6FpZkxQmhb9ngg1sh+cTQKdRLOyXbGFAsTbI5vBaa0hHyJkFXwxSsCDS9kGaBbws52YvRG4peOrtfi6BzEgd93zWxF40ERcYj/Aug54R20YFs1GdsXWUM1OvC6yLz29iGhx5P3ZHeke8gpBZ2icgE4Snxr4mDmycIGi00P67NAMIWJHrA+oeQbRqg5nbYAWMVlAJetC5qXIbJaDaoonxwJIfPmAn/8WkJtlAcrPeATU8hAwsl+65xoSG7FfSUbGbl3FUy1hfC6B8k1OgcDYAnRsxrwPMuH3maojoFaUHK8RlhmYHDfh4naT1U33/kj7ZXveYrumr4VjwwJbwwJFZnDq0gLTxmLS2jhc7tysRedolsuRATljam63dN5j3rqY+ZHzLxo0vC7lOiR2Q+h1Yj9IkFoYYk5aT3qAkPHZNw+RU67jYCvK+bjzJ+7BnW/a/8z/wV9/R7K09rUdIS1+AGJQ1tJEV/kpQWai48j5UpQEjooq3SY6DyCyAkGpCDyik0cYA9FNZDkxHby/8J4XcxszRyLjIdvllrf1ICHqS3/pwxEsBcuiUtslAMKAh6btGnpOFqhiMYmPWwpC6+eHcFuJbuDrGDR6djfFCbacwgoAVmXRuZLzvJaCEcgo1zCKovwv1bTtb3jVivVY1apW9eypmw58AICzHp/9ykWc3qkxbS20ArYG1H5xPuDzp3ZwZtZipyaL7YW6w7xzyLTCMDfYYgCyXZMu5ELdYad2aBlYKEUgovPAovORBQGov+9DIPqdAYsGWLjK4MQDUJoGkvXGwyvWgbzkx/+XA/fvwV+7J7EP+ZBHwNcxAyS2SAQMcL6I7hbQ7Yz0JuzoULZOU3gZiMTqAxRtEIpB1IvEqbycPRIrjqSn7Ymj621L4+1tQ+AIzNZIjsZiAkwvpBaUNul5vcMD73zjvsfjpb/0YWqz7AIQoRpDjTaJhTFynB0P1fNRhKqyIia1wvvUwpE2CwBfjqJeJh4eAJVRML5NOSOOskicJxas4EwP0vwEDDIVXVc7jce4WA0JP8wVQMyAnL1vIg08k7Pup9JOOKhakG5Dps5mSAmeE1Bb5yRSmup+NQW1eTqkPA/J8hBhbNn7XfbjqTIhMnsl8Pac4m3cRprU24J0KzM8c5oU2W7wa4joVfZ5AWr7HHSMVnX966YEH0c//StwzuNTn38cDz0+xcUF6Tzu2KhQZAbnpy2+eHqC2no0zHBs1xaXalq8cqMiTX6Rgcm8c1h0y8O+OgYgjaX8kEXHjIdW8XmHme6NUFeRDXEqo0mopkAoBslKe4CjBQAe/OW3LQMCbWJLJOgsRoMDWGZGbEMLfz2LSalo5hS+1cyZIaFIcViysIbFlN04DAJEA6F0FGkqWwP1jJ6LNSfCxEgSKJxNbYse8xLdKtNL8PMJYIn5Ud7FfYj7kuW4/x0/tu9xeekvfTi2XVRRsai0TGBqCSD5pO9gC7HKi5gCi7zgGTENJLmU5uuope3PQPNkIusj91X0nosWyIVAg+KENVPAvPMYF/S+/eiK9Ti0tY00sRZY1jhYPDktxxNVf7GXCPGzSGLT3a8hi+8xUEz65q7bRfApbhwBATK+XkDOhC8yo6b/mIMqA1lqn4PlwK9+dUj6D3mdZ2oInGhtBISJ60WAm7SlDmqHlVgJUq933ZTgA0jtl88/uo2T2zUmrUWVGdyyXqK1HpfmHb50ZhL1HZPW4tycgEauNWeAZMjYgls76s0vbOAhcvQ6AkAW7JJpfcCi81GIaHsaEACRDTGBtRrVGkI+hC9GTwg8HviNd1JLRGLXbQPdzmKYlUSDRydLW6cZJmCmQZtkbQVi1Di6lqy29RyhnsUhc0Gm52oGEQwQ4gA316YhdbOLS9ZeGqLHLpxuDtXNCRz1hrVFnQWHlwWlIoCBaxMLYTsobfDAvW/Z9/jcdc9v0fGpxjHsLAp6AQZqLP7kMDKxEEdB7mAdvtqgNlO/5O/eEMAk6vVQNkW1L3qWWQms6zugZp2PSaav/6HvP/A9X9X1rwZp0ZaF+xLIcXEGV+bqANiyv+s6izQfZvei3WdcNkEg4I49nuNq1IBfTzQvwpbspee4koyPJ6opksj3qTAqAtyEyVrV9aubFnwA1H65sF3jL75wBn9/dobaOhwbFvgnd2xgWBgsWofTOw02SrZLhoDHZ20EIDm3YVwImDYW5+Ytzi86zDtPSaYAOuc5ITWgtgHWBVhPZ7fWByilUBqFQhPtHrdNJZGmL0e46w1v23c/HvjNe8nVwpbZCDaElfCW2Adps0jbJcuS7ZQzOqKuQ9gSiU33joSftiMGQcbPywA120VmRC4RZGQ0nC6IQ6Zt2IXSa/UIAJC2haEUUj2grwA1XIMeUpQ7gofq5gSEJLuD7bxhPsF9b9s/hOvON72TAI6t4/YvDZwDiB3Rho6NHAsR4Jp8KesD3tO2ZiVCOYaX1Nn+hNveEMDGq9hi00rFqH1ivgh4bDcORwardsthqCdasAukzIoW6Wy+Hy1+pSUtir3KgRZJyQs5jsS+dEgLfAUaQ3+1S+y9kuEhxwUgMDQGAaJnUlz6VEsEu0dxueg2Q9qHlcz7+tZNDT6k/WJbhy+enuDUpEFjPY6OChwZF5jUFovW4tGdGrnRWHQO3ofodMmNRpUlcaBEs3fes0uGXmeQpYWk80DrPGpL9w/sdCgMZY7QfSgXxAdiFl72Az+47z488BvvJAaBmYa46ItQtBgj5EOgGlFro55FxkMq6jOACE6UdwROeNCbLO56tJ5Emvw4YjCIuUAzT2mg0jrhoXOwHQGGGMFuCYyA8jv6mhJpFck8Gfqh2IuFAAAgAElEQVRDQtU6ytrwwo60NI/FdpSiarsDAciL3/yLiQnSqU0UFlOE+TQmncbBcgAdQ2kTRTBCgIPsyUWcrdNv4aiO2kTBZGg55VQpQCtFbJinVNxxodG6gGnncaSiz8vrfnDFelzv2m/Rl0jzMdK4eAEhV6N2B5T1a4w0jfYIyMmRgxiX0yCG5AIIFO1XB1mGn0pNAPwDX04htVQMCPxsghb/vViPIdJsmKtRwsKIHkdYjv4MEcuXZ1KDsqqnVzc1+ABS++XRszM89NgOzs9bdC5grcpRZBqnLtVYtA7n5y22qjzqO7Zri85RkJhmW64LgQPKCIA0ls5uA9IAOq2AuaWMkGlLk3AbR5HsWbAY6BAPuvUB3/d937fvtj/4a/ekM2tHrZG4iPcCsCQ0izIyBnRGLw4QcZHI8/QHqAGAKaITRJeUHBCtr5ZSWCFumf6wO9F1SGx5W/NkXHdZxHm0s3YtsSBtDVVPEabb8f4Sjx4mF+FnO6QBiTNvPELXws924nOrLD94Iu6b3kmtF95Xv5jxa7QJLMl+snMnaEMtJdZ3kFW47OlcZPKtXRLThryE09wKE/eLotacCwGV0bHtIsLk17xyBTwOawnQ2B2pfrWqAOkmjuPymPYGSThaIeV/FEgWVwEfB7U5whPc/lRKNCUSPd8iiVg1kn5E6giSdXid9+NqlAhPReQq+pm+9kO29+kmr67qmaubHnwA1H7xPuDhszN87tFtzFqLjQFFrxut8LVzM8xah3PzllwuDdlwp62DUUBlNMqM2jCN9dhuLKYNgZTGemSaptoKAKGwshBtuAsbYh6EaueoQoMCFj/4Ay/fd5vv/+CvRmofAJ2V50UUPSqJaFeaWh55yYCkIKajGsX2i/KONBz1DP7SGYTZDjES1sYQMqk4EE7aLrsnnRWSUVJclg2itCGQwW2b0NbxZ2hrgNsy1EpJWhF5vJ/tILQ1/ZQptP1skKwgpma4RpN3iwqf+LnX7HsMX/I//zywmCDMdwh0aA1dkag0Cks5oE139HoykC/kVdK6eM8OHnbp8LBA5ShNtjNVDJ7LNbVanCdmbJhrGE2go3UBJ0YZ/tUKeBzqCkiTZCXBVMSYVyPK24POzoXhkIuUuEhmWBafHoYvbwFoDgQ6JPpcag3U/jiKNIH3mRDp7lXCakx4G55Jkeuqnvk6DJ/fq17Sfmlri5MXFzg/bdA6j1vWK2wOc1gf8OiFObYbi1PTBrlWuLiwPP/FofMhOlrEvSBC1dp57NQOziMOmSuMwiCjRScwiJl2HotgyOGiNF72/fu3De77yO/Bl2vwgw34aiMFdclclH5WBzgES2LVdZqGC1Bwly9o+Ftg0WZoa4T5BH6+gzDbAdqG2IbFjHQb9YzmpcwoiEtEq0tZIrINwk5kOQEJ28Fvn6fY87aOP4Nt4bl1IhUZlq5FaAig+MUsghU/20GYTyilNC+gBiPo0TrMxlEgy+kCHMyA/PS7KF5dAJG0hPIiaWPYoixgLmQF6zwK0nhozRZmnebu2JYYp7yK4uJMK2R8rtwy2wUQAzLrPDbKlc7jRiyLZW3D1Xj+Of8UVmMTxBRInQbNcZFwsRaHw60hoGwbl4tvM1ArRtpEAQRQrlSgu6qbo54V4ANI7RfbOjx8Zobz0xaDwuCOI0MMC4NTl2o89NgOFq3D2Rl9zWxzDsi0tciNRm1dXGhyo5Abxa2ZNN9FEk6tJ1cMBZBRHsh24zCxOFDjcd/vf4jTNXkBzHvTVEUzIbNhvIXqFpG9UK67PExM0bj7MD4KNVqHWtuC2TgKNSRyN9SzyD6Iy0WAgIAB+BRXrrwjTUk9Iw2F7WJuhjhnop7CO1q4uz3SW+VvAUMyybcXcR7aOqaXqqIi1oNDyXQ5IEBRVkCWH5gDctc9v0WAI8uJPclYd6KzZAeOU2gzhHxA9mewLofdLYFZJslFCXkFB826Hmq/tUHHz0DOwXK181FgumI9VrWqVa3qWQQ+gARATp6Z4qHHdnBp3qEwGgMOepq3Do9eIBnSxXmL3ChMW4vSaGzX6Yx9rTDItUbJQtPOB5xfdDg37zBrPXYaF6PWjSYdgFIK1oUDe/2f+J1fh+oW0PUEytnIZJB4sov6jiVhJIsjIyshM1UkXIzzO9KgtAI+H0CNNqE3jkFxG0JmukQmA2BthIuOk9C1CVQAvXaKp/tJq6Sv++DboPUSqAn1LCaRSsiXKiqockDb4z1UUVH2xnCNrhsfifNjQlYmuyzXQTkgd739N+mXLIushwSaRYDGc2+o5UIgzyikZFYOESOh7xBt0LCeAuUKbq3IdFrJ9PAhBdC9+hX7t9lWdfVLArcOY22DWI2aLxrUhunPJxF7qTAfOa5/ic5CgtH6JU4TCRm7ANKnrGpVwLMMfAA0fM4YjbMXFzh9aYHWeWwOCxwdF1i0DpPa4tELcxi2xo6LDNuNReM8dhqLMtOYtC62XgDA+4DGusiSXFzQEDvJA5FMkDe/9pX7btd9v/+htCAKowEkm6g4VExGLZh8mFgQcIYH6zBCVtJZumGHBrMkkiwKICahquGYnDLjTejNY9DjTei1Tej1ozSILYo+3dJYegBxYJswIwQm2KHCM1eiIJXbKX4xS7oSgNiIEWs4eIquKge0DRtHE+ORF+T08ZbnwpAN12+fJ0FqWyM0NT7xMz+07zF+yd3vpV/6U3mVRshyAhzlOEWpy3FnsW3IKwIexRALrzC3BCgyHiS4cNSOC4EYDwDR3XJ8mOFVB+h7VnVtSpI+9wMgQ6T5Ldeq+ttyCSm7gv/7Y8Kp1AIJoCgsOzmudYmDZq9morhNahDouABqHV0vDYbMstlve1d17etZBz4AGj6ntcLXzs3x6IU5ikzj+HqFo+MC09ri/LTFpXkL58lau1FmpOlQCtPGIudBc5IDkhuZYEtBZC4ElJnmnA9ywLzpNftrPD76sT/uWTpTm0V5B+gMvhikRdF7YhFMTiLTvKSWSw8YhGKIUK3B8/Tc2F7QGZRrY/aGsk0SlHoOI5OMjyyjFgfPSgniStkFQPoTZMHR5dTaSOdlShtiDrQhJqOsEtORFdDVaHkOC+s5VEZzZuI2MsPjm0VyrABJrzKfIHiH+35q/4X+zje9E3e+8e3LwIMn8UqWhySWqnZOsfCWYu/FbgtQeqlWgPEtOtb7SEtOgsV2Go9bh9dzeVhVvywOFo3mSI6Sa/Wu7f4CFuvqNmhbhQHplyR47sU2XKsyoOMlzEe/MqSsD4e0T9ezov4K1++YrWq5npXg48hfvQ9d5zBfdHj0wgKt9RgWBkfGJQaFwfa8w6lLNb50hv5lXAjYGmQwSqHMNGV9OA8fqLUisekAePqtiizIdm3x1tftz3h86A8/itYH+kKMw9d64WHBR+1HyEvSggCkPegamogLMHDJoy00Lq69jI/QG3MfHLtLupb0G9Nt+MWMRKjR+tom9qInBI2Xvm0VYJaCwAU4xEvlRWQ3lLRQeB9URm6S/jRZYVhURvZfsfMCoO3k3/2ch8JJC6etGbDkT+iCAcgJQ+BtmBgjk5Yc1dUpkj74CDpUoInIpQ7IXY1gCmhFk4slet/6gGnrcftaDg+sWI8bpKagM3VxTVyL2m8hXCBZbDdATMJe97ka7psnU2Jp3atuRbLUHpYFRoDnqg5PHZbPxjUv0X+c3a5xZqfGIDe4fXOAbzixhiPjAhemLR69sMDfPz7BovPIjcbWII/R6dPWkcCUQUhkP5xH5z3nhATc+xM/vO82/PrvfgSd47j2wAJIBjGqq6GaaZrDwoFi0T5ru3TmXgyJOdnlhumzIcQa9ESffJufT8jdwqxF1GXMJ/Db54mlyIuoxZBIcpqjQg4UVVbQo3Xota04H0UPiM0gHUcV2RBJQ5VQM4BBi4hBqxF0NYrJp9K28TMCRX56KQlkm0XcJlVUJECVbS0rmoNzQN31+jfH/BNy8/g40yXamIFlfY23yAKBws5U6DxQW89zXEjjsegIeIQQVsDjBio5S59e7w0B2Vct6Ix9ALLe7mZADmOdAG2nQbLg3ki14imvXT1rwQdA+g/bOXz2a5ewvehQZRpftznAHUeGGFcZTp2b4aHHJvj7MxMsOofaOhwd5misJ2ajscR+uMR+kCuGJt2+7y37n32/+4N/CM1kIM2M8WiCQSjHAIseYVhs2re39iLZJdsjDpnLSvhilIacKRVDySBuDVMQe1CUSU8hmR5ZERNOVVFBr23F9ogW0afWDBQSy6CKiiPQNbVqZFIvgwrJ1kCWE5tRDem2wZheO6f2ColLx0A5QFCKMkFEUyIBZv2BcOUAyHLoreOkGWHni2y/ygs8+O67D/wMvPS1b0wsk22hW3IPgUPc/GADoRgCSkM3M57OOydrLojl0EoReAxA4wJOjAl4HJTjsqprX/1pqIetMqRIcMnEEHbBg76or1Yy6DNVA6TYdwn56pCC02Qa8GEtCUlb1bWpZ/2x3vzUe+Gsx5//7WnMO4etQY5vunWM5x0b4nkn1jBddPji6Sk+f2oHOw1lf4wLA62AppeA2vVCphrr8aGf/ZF9X/Oe3/w9bDcWO62D9ViKXW+8ogWvXOPAsCwmnMq8EgnGCvmQbKEmpzN3mQBryKaLrKBWjIgnZSBdXiR9R0ZtEbO2RVbc0Tr9Pt4g8akwHjkzHnbviKDQtcvuFyBqOAQ4qKxIzI5Jsi/Fser9sDPaTdKfRMYFYPeMTyAjTy0cAknrdOG01tDWePDdd+PBX/n5fd+Pl772jSTKFVdQfw5MnPFiKQHVdQh5FYFHplW0Wu+0DseHGXzACngcspK49E3QInjYagxqVWzxZQ3EekyRgs6ut27iiaoGaVXOgjI/tkHHfZ0va9i7fXQYKgPrtq73hjyL6lkPPgBg45PvgbMe93/mUVxcdNiqcnzTrWt4wS1jnNiif5dHLyzwpTNTLDr6eArDIQyIUeRy+LWfei1+/+ffsO9r/cL7P4ztmrQg5+ZdsmYqRQ4bUDx7KIYIxYjARcb2UnFf8KRZYj+q+HfQZonpACTLwsTbfT6AzwcIWUksBDMR0dbba/0A5KJRhqfBighVSvcABItIhXVAlhNwyYvUqslI2Cmto7CYRlcMujbOo5F2kcqLCC7IrmsiAyNsDTExRdSbwFMuSBTCag3kBXy1gfs/8J5935e7XveTS8PyYGvoZgJVT6AX2xyp7mJcvQyubRzN+Zl1HrePc/gAvPL794/MX9X1KQc6Cw84nJZbEcLK4LMBSDPRIrlFFvs++nBUAIGlCZIepUIKGQMO7z5Y0LZdK63PqlbgI9bGJ98D2zr8wf/5NZybtxiXGb7h+Ai3rJMIddE6nNlp8LnHtnFu3sGHgGPDglNQCUj88k/+qwNf43/6hd/AL/y7L+DkpMYXz8/xD9sLnNxpsN041NbHN8OHgLkN6PIhfLUOX63BV2vEhjDTsdSGER0FwC6N6dLkW3GLLDEjAAERTk4N+TA+PuaIZLtEq3JdURIoKCpiGKS1Ug3JuZJlUMN1+GJEjpu8oMdJ+qqwHL3gsSheVZrACBDnuYS2jvoRlAOo0Tolna5tEUuT5Wm+TC8lFQBtx+goaWLyCp/40Pv3fX/uev2bUwsGAJyF6urUtjI5RaubAgE8INBTq+X2cY6AFfBY1apWtaonUyvw0auNT74H3nr8wf/1CDoO53jesRFu26ywMcyxPe9wZqfBV85NMWcNSJlp+IAD2ywA8KK7fxV3ftMx/NGrvh3btcX3fONRvP/PHsJ/eWwb//fJbTw6aXFu4WC5fSOzQGoX0KoCrSpgGYzIQiriUgm/Ut7RwulINAlnKQNDm8Qm2CbGidMVkgdC54LBFMvTchkwyDRagOa9BOdisqouB0DB4WdVyiAJxYDBUpEAjTALOoMejOixMhfGdgC3b2BtcsGwRRclP29WwZdrDAbonCrGsUtwGQMVGrjHcfMMxj7xO7++7/v00te+sXdcMtJ7ABw8RsyNnDUbrVA7j1uGGQKAH3j5Cngc5poAOAdiEa6XS2S/kiFxkuEBkD7lMASJPd2SSb39mSu7J8kWOLytmFVd3VqBj1219hfvhm0dfuevvorOBRwZ5Hje0RGed2yEO47Qv8m0tnjkwgIXFxbeB3z07f/6wOf8wO/9EV5/+n6s/82fYu1Ln8TrvvUI7jj9GRw/PsanHjqLhx6fEhOy0+Dc3KHhwCrPjEXgnwvrsdN6astwi2SpOIwMJiOtR3SWpKmtkNAxW7POoYXq5jRtlsfQR50DwJHiWdJBtA3lbOxVwhhwGwjexwU/AqVuTvoVlxJTA2eJxN0YjmnK7mAEtX4UaryZWBQOVgvaxHksEXCULIytRgjVmDUx1CaR/QpKQ9kWD/xvv7zv+/XS1/x40tRkJXwxWHK7BADOBzQ24PhgBTxupDosoEMm5/ZLUk4vIdlCD6tA9slUCdJQzPmyvev2Ad/nag2aW9XhLiUL22EqpdRfHjly5IXf+Z3fed22YfLP34qsMHjZf3sHNLMC52ctzuzUaK1HkWkUmcbnf+tgN8Xdv/a72G4sbh0VOD7McWvR4aIrsPXZP0V2x9fj3NFvwZ8/fBHn5i02ygzP3xri2DDnADONwijkPKK9sQRKFEikWhpK1yQQYZNgspfOSYmpPtlug49JocQutGnAm3dQ1TCBmOATa+FaqOChbBPnrcSfzKxIEJqwJDJ5t59oGm2ynEiqBqOk28jyyFZE3UpP/BnBFie1KrbJouWvam0QKgoJ8/kgsRem4GTUFjAZsULcRrnrDfvbcT/+R38QtTaKj50FzW6Zth5HKnPdgcenP/3p/7+9c4+TpKzu/vdXVX2Z2dkLu8sCgrKgeIsSE5GYaLwEjIQYvMcbilFfXxN9o/H1fb0Qb8RbJB9N1CRGeXkhiRcU0RBjgojXGFGMCoiiwIIRWUWYZXdnZ6a7q+rkj+ep7tphZnbWne257Pl+Pj3TXVVddaq6u+pX55znHMbHx79kZo9ZMiP2gaQvAo8+2Nup7rSXa17BTMTcYmgTIV+iIHhqVlp31g2EETslgy63Mz+XEYLw8DyLu7Gsf8+LhXs+5qDygHz8qlu55c5JOnnJlrEWxx8+xuHr2hSl7VN4XPjhi3jwllEevGUNO6dzbtvd5ZKb9nDHVA6//NtMH/kgAB6zdQM/umMP2+6c5Ce7prl9okunMCZ7JZO9UDW1qpZaNTDrlUanMKbyEJYpm6P9pNJ+OKIKOczoggshdEIWEz+r7rPTk6EDbFmEi3eZ9z0j6iewpv331eknqVpJ0ptCkzuxyV0UO++knLiLcnpPqCdSFSgrwvBZm9oT3lcWQXjESqMoGdQlqXJXepODET8QhEFjFEbWYqPrsZF1sSJsTIqtFw2L/XEUh9KqDGGq+UIwT3/WmVFsQLcMTeOm8pKJbsnmkaUXHs7e9FhZoxXmu+2bYNC5diXU96izgTC6JSPs41wdgauCbs6hiYuPeVj7hb+gyEu+uW2c67fvYnc3Z7SRcvhYi23nnz3n+577lvfzmvdcwJ5eyfh0zpHTt3HLXVPcunuaOyd7fPHmcd7/3Z38cLxDURq378m535FrmZjusXM6Z3y6F4uVWSjVXQ6ak2UJNFORapAXMtkrmcotCJCYExLu+BuxQ+ve4Yd+WCRthhEp7TWDuh1J8Ggk3T1BoEzvwSZ3hceeu8KolG6n32DOiqLvaVFZQJ6H+hwxjFKNfIFYZj0mjiYjoZCY1oTRK6G+SAjvqDc1KP4VvRxVjkq/VkljJCThViXpq/LosUy7NUdDzkuRh0Z90dsxSNJt94/JJR9895yfZSUuukW5l/AozYXHcsNYPVUsOwwESMryro9Rp0nw2MBgBMlsJc3n8/o4hwYuPvbB2BXn0u0V3PDTCW746W52d3P+9W1zt2//nde9l52doOcPb4v3X/lf/OUNCZd/72fcPtHl0Vs3cvS6NqONlKPGGmy57SqOGmvwK0et4z5b1tLOEqZ6Bdt3d9g5nfeH4vaiAJnKrS86IHTMLWN+SLcwuiXkJJRVobIkXqyTDGvGYbaxu63F7rDEi3+yZl0YyRJrcFhR7OWtKHffFcqv15rMKa2NhCGMWklaIyFvoz0aRMboOpJ1G9G6TSQbNqO1h4XtrdsUqpnGomJE70bSmxqEhghei8rLUeVgWHtdEB2xdog1WsHTkWYxFySKl7wThEwlYrJWGD00sp6ytbbvHfrEhR+c8zN9zjN/n8mecedUzpFrQh2PZ7rwcBaRjLvnd0wRmsxNsHIqhZYEu6t6H7Pleaxn5XlznMXHxccCqAuQz73j5XMud/wL3sp/je/hljsn2bZjkmvu6HDMYaPcd/Maxie6bB5tsKdbsHXDCL3Yfn3XvX6NXmmsb2VsGWuydcMIm0bDaWiim3P7RJe7pnMmukGEFFFk5CX94lZpEkq7S6G1O9DPUQD6HpCyuQaLQ3ettabfA8aSjLK1Ntb/aPfDHmRZv2hX1WsF6DeJoxXFTByma0msGZK1wmiZ5lgYldJP/hwN02MvFep1PPK8n5fSD+FUgiZ6KcrWmuDRqI286YeSisEIHuVdKGP4pwodFd1+Hgux9kl/W7GI2Mcv+uicn+1Ln/8sjl3XpDjEhYekcyVdL+kaSZ+UtGGpbVrptAiFxTbWHnWmWDkenZwgOHYyCLVUtUs2EUIyoyzPWivOcPFS9gtk7Ipz551/7PPfQpqIbl4y1e1xTV6QSDznxCP4o09cx/Fb1rB9osOtu6a5+r/uYqpbUJpx1c3j/N6JR5FKbGw3GGulrFfGZC9ciAuDiU5BrzBoZzHkIlq1vtCd3LA0iJFUCZmCS1PQ74JLSUwgbQSXZ5lDc2QwRBcGoqPqa5Jk0EzCyJhGTAiNDeOqcEfIAWkOkkOrZNdYy6PqzFtd4KvckaqfShiyG/I9yplDcivxVCtmVh/h07c3GXSepZ54G8MsVZG2fmioMzFo4leNGooJrh+56GNzhlMOZdFR43LgtWaWS/pz4LXAq5fYphVPyd7l31usHMGxL6owTPUrHmbjPmf54p6PReBRr3o3x28ZY8u6NiPNcHHcftc037hlnAT4h8c0edcT7scJm9Zw8b/fwrGb17BprMlYM+Wb374NCF6OXlnSSBLGmikb2g3Wtxusb2Wsb4eOur0iDO+cykMiajfWBEkT+mGXTmFMFSFXJIRXYq5E1hyIgHoJ8aTqC1Mbmquknw9R9ZKpanjQaMbE1uhlKIuQxBlRJTDKPHSFrYbzxodVHXcr70NVj6MuPCLBg1LlrNS6zzZHgn39RnCxA21nT78L7V52V4JlRo8cqlBUa03MH2lSlMaFH77oYH1VVjxm9lkzq64dVwLHLKU9juOsTNzzcYCc8KK3MdktWNvOWNdusK7dYLSZ8sOf7mas3eCym3bwlMMSdkwH78LDH7iFJ//SkTxgYwP1pjnldY/l+jsmmeoV7O4WrG+VtLMwxLZXGkpCRYBEIa9jKg/lvCdT0c5SGolIk9BTJpWYyktSCTJiyfYmKbElfCOJuRA2aDSXZIiYhFp5AiAka1a1OWp1Pypx0J9WXchn9ETZq74H9IWAZUG4qDc9qLgal+33sanKxTdjCCd6Kapl+sOHe1N94VEXGSb1vRxW88IAkI3EImhh/Z0ihK1SEUe1hFLpb//AP/LaF595UL87q4AXAK7U9pOMgRegS/BwVE3kql/QavIMVOPTSoJHtspfqYZGwyBEs5r225mfAxIfkp4OvAl4AHCymX1zjuVOA/6K8F07z8zecSDbXS5MPf7VXH/bbkaaaWhEt3kNR4212DzaYKyd0c1Ltk90+FSyiXvR5ae7O/zmvTfTysTPp43NI6N0dvfolcZY9JhMFyWtvKSRhotltyhppAlpIihDT5l2Br2i5I494Sc72khpZQntLKGRQJYKKaGZBp1BkmAGqZKQYKkkXLSrWh41kVElo5KUg9odZT7IIennTAxCFVXXXUuywfDYKqE1FjazRnS+Vl14q4OYNUO+hpUxeTQMsQ1VVRuDIbdF8KYk5dSghkkek0hba/ZqZlfZUYWeLEkHPXBaoZx8btArDDNoxTBVpyjZOV1w9NoGhx/CZRclfY7QHX0mZ5vZP8VlziZcKz40z3peDLwYuN/BsHMl0yacDBuEhNKqAuhqJJ/xHwajYqouuC46Dj0O1PPxXeApwN/NtYCkFPhr4HHArcBVki41s+8d4LaXnJHL/hyAqdNfy7bb97B+tMnm0SaHjTQ4CpjsFaSJmOjkXH7DHfzojj3cvqvDI+67mXusazPWTGlnCalg82gYjloY9MqSNEn7CVlFTCrN4gNAJCSJ+rkhVUfeIhVJGS6qRSkaaWhWl8Y7/4yBB8ME4U8aiodV3oPK+1Dm/dLkZrFQWcwbCWGLBGiFTrdFN+RgWDX6pH13j0glPCRojAQhFPvUqCxiVdQc8hDtrkrBV/aqNx1GtNTXWXW7TYgCBaQoVpKEMoabqs6/Ft+XCUhERhgRU6RtdnVKjl7bOORHs5jZqfPNl3QW8ATgFJunSqGZfQD4wLCKjK0UcsKd/giHruu57vHYs5SGOEvGAX33zez7ANK8ecsnAzea2ba47EeBJwIrXnxUpJ95O93TX8u3b9nB9bft4vQHH0kvjkxppAkFxvqRBs0soZuXXHnjnWxZ1+LwdW22bhzl6HWt6LlI+0KjopEmTHZDD5lKeCQKQ2xHG+FCmop+FVaA0mA6D3kfeQnNFNIkdM5VmpCmzXABL/IYroieiH7YJJ4asjbWiC6AquFaFY6pFfCyRgsareDpqDwj8WJfdeENQ2Vbgz4rsUx5WEEJVfgkjk6hEhr9brK1ZnpliWUZRG+KetMDAZPE9cUht3slmpY5yXSONUZQ0aPRaIV1NUdJgCPXZBRev2Neohfz1cCjzWxmqw5ngVRZUlWS6UqrYHqglIRwzGpJqnX2n2EI76OBH4HvANgAABtISURBVNde3wr82hC2O1TSz7ydApg642z++ertHLt5lE1jLRprW/2wyLGb14SiYrs63DUZ8h3WtjNaWUIi0WtYDLdEUZGIorR+CMYII1qMIEDGmimNJIlDbUPeR5aIwowkLgOx+6qFNfRK0UzFSNaGbFDoR1VJ9DhixKJHoWqoJiuhV/NE1PM9KnGRpGFaFpvTWYnyRr8hW25QFEaWiFQJ6k72RUO/FHyRRw/FoGKqxSJlIcwThAU1L41lTZR3sTTpJ9Za1uoLJHX2hP3Ku1ijHUq+R7HUTTJSw6uVLpz3EQZjXB5vOq40s5csrUkrkymCzG8SQg+HStGtlVYG3zk47FN8LCT+u69VzDJt1t9ZPUbc6axMTVxc+lamnvA6fnTHJNvvmmZyyxhbN44y0kg4dsMIh69pMtEt+NGde+jmJXdN9ihKY6KbM9bMWN/KGG2kNFIx1sxCMiRBhNQPZCpRWhjpIgbCo5mGBNWqHwxxXlWUDEIeSGF7fwhZDJFYkoU8ibQJaZNuCUkShEiatftJpKHseieESpKkn9jZzwmJ/VAsC7kfpYVQR5YY6uwedOCNOSJVEmmoPho8HnsN200ySGrhlthcDkJ4qp9YmjZCyKfq59Kb7guqkHsyQtlex55eyYgSElx47A9mdp+ltmG1MUK4IFcVTVczYwx6urjb7NBmn+JjX/HfBXArcM/a62OA2+bYVj9G3Gq1Vm6M+NNvC2WFn/SnbLt9glvHJ/nle21gfSvj6HVtSjOOXNti13TOnZNddk/n7J7OaWYJR64LnpKRRhpHvwQxUoViLGZRFmYU5SAfJI66DaGeOAImVRjFkSWilWpQ+4PgFSmjAMkoUSeeCtIM8i5JVR8kae9dCrmepFoTHupNB1ES8zUGoiHUAcmKOPQ2n4a8doqtxESaYVlMFK0SV8sZnXXj8tVoFtIshmBakIwMkmBjQmrSnQpddAkenHJkPZPWYGKyYONISmGheqnjLBU9QtGtEYI3oKoIuhpFyBiwlrCfK6kHj3NwGEbY5SrgBEnHAT8Bngk8ewjbXXK6n3oLXWDsaW/gW7fs4GHHbWSiW7B5tMHmWMV0fKrHjqkeN9yxhzQROyZ77MlCEmkzTdg02mBtM9T6GG2kJBJ5OQjJdPLwM04SWNvMGIlCpFsYWRJObiNV5dN6qKQsw+iX2GK+EgbWHEO9SSxro94krTWb+l4FFdE7EdcjM8xSkqJHMrVzr8Z1/cTU5uggrNILg+5kNkhqrZ+GYvfcygNDQr+2R1/MpLUiZLEKa11U9UM53T1ByCjBmmvoNccYnyrYOCI2tFP3dDjLgg4h/FCJ++qEvBrFR8qg0dxcIRfv+XLocKBDbZ8MvBc4HPgXSd8xs8dLugdhSO3psRLiy4DLCN+/883sugO2fAUxcfE5jDzl9Vx18zjXZAmPvd/hHLOuzVgz48ixFhtHGhw20mBnJ2eik7OzkzPVLZjqFkx0cg4bbbC7m3HEmhZJEkIqo42QFFrEvi69nsWOtwnNRGRpDMsoDNc1E1mSkCYzanFEQdAfPluvtwGQd1G/tkfRf9+gCmm87Fd9WMr87gXDKqHRaMf5tfVX4ZA4bDesJAgGq3I74rSKwmKzKjMsD91+R1QMaofE0JClzeDtKERmsKEdEnrPfNYzFu2zdRzHcfafAx3t8kngk7NMvw04vfb6M8BnDmRbK52pS/6MKWD977+Ry79/O60s4UknHsX6VoMkgc2jTda3MyY6RRAh3ZzJXsF0LCq2YyqnNMKomDShk5e0soReObhP6BUGlJRZQlpCO4MkDZ6SvDQko52GvJBKUFia9etl9L0MUCswVoDCNgZlztOB+ACQhaqjsXhYaGhXExi1wmFYHBpbFSBLayP8K09F7MSb2yCsVMTmeonU3+dGLA7WqgsPJVisVpqTRAFmmLnocJYHTfbu9Lo7Plb7Xf9OwrDagrvvZ1VWpyq25qx+DtVh5kvGzo+9GYCNz3wTn/jObTSzhMfdfwujjVDzo5GKzaPBEzLZK+gVJb0YXunkJRPdcLFupQljraxf2bSVJbSyICgSgRFzQiRKDX7qYZiuaCSEUEraDCeCvAumQTGwqkJoNYJFYSRJVUTMqjAMYCohVg0Ny7VC2fVYTr16v6p8jSSDqnx7MRAfVcVTy0IDt9LCSJ1uGffFQiipnSrUPSm7A9GRZJQj6ykIw4aL0ijjKe55LjqcZYQIJ96ZnWpXs/ComK2YWJNBDogLj0MHFx9LxPhH3wTA4c9+M//2vZ/RzBKaWcJvHLep791oJKKRpJRmjDZSytKY7BV0ijIUF+vk/dyPsVbo/xKSU9P+MFuoRreE8ESvCJ6AULI9nAiTqkvsjBErEBI1Q37HIDejSgAd1AZpok4sFbRXYuhgGO5gdAqDvI24nIoYiom1OXJlTMdcFiMkzjYzkEJBtpQSFZ0gmJRQtteSJ0329EqaqfX3+axnu+hwlh8rcxzfwcMFx6GJi48l5ucffiMAR515DkVpfOWmO2hmCb++dSOdvOzndow2UpJGEBeFBRFSeUQmi4LJiS47pno0ErG+3WCsmbJxpMFIwwbVTROF6opFyBNJE4WczkQoafYTN5OkCsk0+sNkUxGqmCqBtEmnMEoaYCEvtC2FGhtWBsFS5FCVVq+qkMJAlEQKgyx6X6bi+N9uXtKI6ikVIUxUdIMSURAuvbRNmbQxizVMCiOVezkcx3FWAi4+lgnb//EN/efHv+Ct/Pu2O2lmKQ86ai0QPBdrmxmNVIwmKWubGdOVBwTo5CXTeUlpxo6pHjune+zs5KxtprSylNFGqKCaCEZi47pEoXZIVaSstEG9kLw0smwUKwwpDNOtRMJ0ETroFv2uuqLVGhvU46g6yhL0Qq9quyLie8I6i6oyd19oCLOQl5LFfI7KFV3EWiPdKLh6pTGSDYqvveA5zzwIn4rjOI5zMHDxsQzZdv7ZQOiYe/VPdtLMQoXUBx6xltFGwvpWyO9IkuAZaCTqD7ltZQll9AaUpcUy70UM2YRl1jZTRhoJRcle9UCkUB+kmSh0e5UYaYR5AIWCp6IbS8f38zAMOmlCiZEQ1lHlwZoNcjaqgmjNNOmXhA+dZcp+gzpLQ3O50qBTGNOx+VslVEKybPhfGLzoTBcdjuM4Kw0XH8uYG857Xf/5iX/0Tr79k520Ym7Iw47ZQFkb6TLaSBlrpSHnI4ZZpmOSahIFRmFGWYaLficP781LaKTELFUjL6FIQodXIdIkCIUwpHcgAgCKMogLoC8wpFg+ue7ZIExPFauwJgyG1cKgPLsSOoUx0SsoSpjKS0qDw9qDfeoVxv983rMW+Ug7juM4w8TFxwrhmr/5v/3nJ/3xX/DVW8b7SaqpxNYNI7Eke0qahDwMy0QjDRfuysNRiYW0VnI9ixVRK62QxUTXLKHfV6Yq8ZHUi7wnRhqTQCtRkSYKHWOt7DesK2oVWBtJ8J6gjDxO7BVB9HSLgumiZE0jIU1grBlyQwozXuKCw3FWPYdik71DFRcfK5BvvudV/eePeOW7SBNx045JUolGKhKJhx+zgW5R0kxDeKYqy57GobkSNUEgSqzvnajKs49mCd3SosfCyGveDQCzQQhkREUsWhZa2VfN6QSkabNfw2AqD/kiodldCKlUXg2AdhrCQQAvfb4LDsdxnNWIi48Vzlff9cq9Xp/6mr8ilfiPH+8gkfYSJPffvAYIeSGN2P02S0RSKzAQEkRDzkiWGFMxTyRR8JRUeR1VSEWCvBTtduzLAmFobdbGCAKniEXOuoUx0S1QTWwAlHFdr3jBIVF13zkEaRHu6iHUuvCOrntTHZuU1V9szQm4+FhlfO4dL7/btDNe/z5SiWt/tptGmpBED0cSvSDV63tvHCVN9s7puKtTIIJ46ORlX3RU3orRZgjPZIlop+LHuwHyfp0RzWhqnAgw41Uves5B2HvHWZ4UhFAohAvtNH6BrVNVEZqt+qmzOpHZ8vuoJd2aZdnR69atW2pTVj1HHHffIA80kAlSrVHbjOkV1dS9p+293LYffP+g2OwM2LVrF3me/8TMjllqW+ZC0q3A0Utth+OsEJb173mxWK6ej5/nec74+PiNB7COo4Dti2XQQWbJbB0fv3J/3+LH9eDwi9p6H+Dni2zLYlPZdyC/5zor4XN1GxeHQ83GlfB7XhSWpedjMZD0TTM7aantWAhu68HBbV2drIRj5TYuDm7j6iXZ9yKO4ziO4ziLh4sPx3Ecx3GGymoWHx9YagP2A7f14OC2rk5WwrFyGxcHt3GVsmpzPhzHcRzHWZ6sZs+H4ziO4zjLkFUjPiQ9XdJ1kkpJc2YeSzpN0g8k3SjpNcO0sWbDRkmXS7oh/j9sjuUKSd+Jj0uHbOO8x0lSS9JFcf7XJW0dpn01O/Zl5/Ml/bx2HF+0FHZGW86XdLuk784xX5LeE/flGkm/OmwbVwqSzpV0fTxOn5S0YaltmslCz0lLwXI4D87Hvn4rywFJ95T0BUnfj5/z3Ss8OnOyasQH8F3gKcCX51pAUgr8NfA7wAOBZ0l64HDM24vXAFeY2QnAFfH1bEyZ2UPi44xhGbfA4/RCYIeZ3Qd4N/Dnw7KvYj8+z4tqx/G8oRq5NxcAp80z/3eAE+LjxcDfDsGmlcrlwIPM7ETgh8Brl9ie2djnOWkpWEbnwfm4gPl/K8uBHPjfZvYA4OHAS5fhcVy2rBrxYWbfN7Mf7GOxk4EbzWybmXWBjwJPPPjW3Y0nAhfG5xcCT1oCG+ZjIcepvg8XA6doZtOWg89y+TwXhJl9GRifZ5EnAn9vgSuBDZKOGo51Kwsz+6yZ5fHllcCyqwi5wHPSUrDsfzcL+K0sOWa23cy+FZ/vBr6PV/JdMKtGfCyQo4Ef114vVdnnI8xsO4QvMLBljuXakr4p6UpJwxQoCzlO/WXiRWAnsGko1s1iQ2Suz/Op0T1/saR7Dse0X4jl8v1cabwA+NelNmIF4d+zRSaGnX8F+PrSWrJyWK7l1WdF0ueAI2eZdbaZ/dNCVjHLtIMy3Gc+W/djNfcys9skHQ98XtK1ZnbT4lg4Lws5TkM7lvOwEBv+GfiImXUkvYTgrfmtg27ZL8ZyOKbLhoX83iWdTXB/f2iYtlUswjlpKfDv2SIiaQz4BPAKM9u11PasFFaU+DCzUw9wFbcC9TvfY4DbDnCdszKfrZJ+JukoM9se3eq3z7GO2+L/bZK+SFDWwxAfCzlO1TK3SsqA9QzfTbpPO83sztrLD7IEuSn7wdC+nyuBff3eJZ0FPAE4xZaoZsAinJOWAv+eLRKSGgTh8SEzu2Sp7VlJHGphl6uAEyQdJ6kJPBMY6iiSyKXAWfH5WcDd7pAkHSapFZ9vBh4BfG9I9i3kONX34WnA55fgArBPO2fkTJxBiMsuVy4FnhdHvTwc2FmF55y9kXQa8GrgDDObXGp7VhjL5Ty4ook5bv8P+L6ZvWup7VlxmNmqeABPJij6DvAz4LI4/R7AZ2rLnU7Ijr+J4BpdCls3EUa53BD/b4zTTwLOi89/A7gWuDr+f+GQbbzbcQLOIZzsAdrAxwmdSr8BHL9Ex3Jfdr4duC4exy8A91/C7+hHCN0ve/G7+kLgJcBL4nwRRiHcFD/zk5bK1uX+iN+7HwPfiY/3L7VNs9g46zlpOTyWw3lwH/bd7bey1DbNYuMjCeGqa2rfw9OX2q6V8vAKp47jOI7jDJVDLeziOI7jOM4S4+LDcRzHcZyh4uLDcRzHcZyh4uLDcRzHcZyh4uLDcRzHcZyh4uLDcRzHcZyh4uLDcRxnFRO72DrOssLFhzMvkrZKul7SeZK+K+lDkk6V9FVJN0g6ealtdJxDGUmfkvSfkq6T9OI4bULSOZK+Dvy6pIdJ+g9JV0v6hqS1kn4pPv9ObLx4QnzvmbXpf1eJF0mnSfpWXMcVS7jLzirAi4w58xK7Nd5I6CtzHaE089WE6pxnAH9gZsPsuOs4Tg1JG81sXNII4ff5aOAO4Blm9rFYQv36+PoqSeuASeDdwJVm9qG4TApsBd4JPMXMepL+BriS0DX4W8CjzOzmapvD3ldn9bCiGss5S8bNZnYtgKTrgCvMzCRdSzhZOY6zdPyxpCfH5/cETgAKQsMzgPsB283sKgCLnVclfQ04W9IxwCVmdoOkU4CHAleF1iWMEBpfPhz4spndHNfhwsM5IFx8OAuhU3te1l6X+HfIcZYMSY8BTgV+3cwmY/frNjBtZkW1GKEHyV6Y2YdjWOZ3gcskvSgue6GZvXbGds6YbR2O84viOR+O4zgrl/XAjig87k/wUMzkeuAekh4GEPM9MknHA9vM7D2ErrYnEhpdPk3SlrjsRknHAl8DHi3puGr6Qd8zZ1Xjd62O4zgrl38DXiLpGuAHhPyMvTCzrqRnAO+NeSFTBG/JM4AzJfWAnwLnxNyRPwU+KykhdJV9qZldGZNZL4nTbwceN4wddFYnnnDqOI7jOM5Q8bCL4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4ziO4zhDxcWH4zjOIiDJJP1D7XUm6eeSPj2k7V8g6WnD2NYc23+IpNNrr8+Q9JqDtK3H/KLHVdKbJL1qH8s8SdIDa6/PkXTqL7K9Bdq0VdKz55n/b5Lumm+fJb1S0vckXSPpCknH1uadJemG+DirNv2hkq6VdKOk90jS4u3V/Lj4cBzHWRz2AA+SNBJfPw74yRLaczckpQdx9Q8B+uLDzC41s3ccxO0dTJ4E9MWHmb3BzD53ELe3FZhTfADnAs/dxzq+DZxkZicCFwPvBJC0EXgj8GvAycAbJR0W3/O3wIuBE+LjtF/Q/v3GxYfjOM7i8a/A78bnzwI+Us2QtFHSp+Kd6ZWSTozT3yTpfElflLRN0h/X3vNKSd+Nj1fUpj8vrufqurcFeJSk/4jreVpc9jGSviDpw8C1c6033n1fL+m8OP1Dkk6V9NV4x3xyXO7kuI1vx//3k9QEzgGeIek7kp4h6fmS3hffc4SkT0Z7r5b0GzMPnKTTJH0rzr9irm3N8r4xSf8/3sFfI+mpcfpEbZmnSbpglvf+D0lXxW1+QtJotO0M4Ny4L/eue5UknRLtuTZ+bq04/RZJb477cK2k+8+yva2SvhKX+VbtOLwD+M24vT+Z+T4zuwLYPXP6jGW+YGaT8eWVwDHx+eOBy81s3Mx2AJcDp0k6ClhnZl8zMwP+niC6Ztq8l0etOq7xe/UlSR+T9ENJ75D0HEnfiPt/7/nszeab6TiO4+wXHwXeoOAePxE4H/jNOO/NwLfN7EmSfotwsn9InHd/4LHAWuAHkv42vv8PCHesAr4u6UtAFzgbeISZ3RHvbCuOAh4Z13cp4Q4Ywh3vg8zsZkkPnWO9O4D7AE8n3A1fRbgbfyThYvw6wsXpeuBRZpYrhCLeZmZPlfQGwp33ywAkPb9m13uAL5nZk6P3Zax+0CQdDnwwrvfm2j7dbVvAU2cc89cDO83swXFdh7FwLjGzD8b3vQV4oZm9V9KlwKfN7OI4r7KzDVwAnGJmP5T098AfAn8Z13eHmf2qpD8CXgW8aMb2bgceZ2bTkk4giNOTgNcArzKzJ+yH7fPxQoIQBjga+HFt3q1x2tHx+czp+8MvAw8AxoFtwHlmdrKklwP/C3jFXG908eE4jrNImNk1krYSvB6fmTH7kcQLp5l9XtImSevjvH8xsw7QkXQ7cERc/pNmtgdA0iUEIWPAxWZ2R1zXeG0bnzKzEviepCNq079hZjfX7JhtvZcCN5tZ5R25DrjCzEzStYTQAMB64MJ48TSgsYBD81vA86K9BbBzxvyHA1+ubKzt00K2dSrwzOpFvLtfKA+KomMDQRBdto/l70c4Rj+Mry8EXspAfFwS//8n8JRZ3t8A3ifpIUAB3Hc/bF0Qks4kCJpHV5NmWczmmb4/XGVm2+N2bwI+G6dfSxDTc+JhF8dxnMXlUuAvqIVcIvOd7Du1aQXhxnCu5D8x90WiM2O5ij37sGO295e11yWDm9U/A75gZg8Cfg9oz7O+hTLXPi1kW3O9tz5tLhsvAF4WvSZvnme5+rbmozpe1Wc4kz8BfkbwGJwENPexvv0ieofOBs6IYhaCR+OetcWOAW6L04+ZZfpMcqJWUHAB1W1eyPdlVlx8OI7jLC7nA+dUHoQaXwaeAyFeTnDR75pnPV8GnhTzENYATwa+AlwB/L6kTXFdG+dZx/6sd6GsZ5BI+/za9N2EsNFsXEEITyAplbRuxvyvAY+WdFxcptqnubZV57PAy6oXtbDLzyQ9QFJC2MfZWAtsl9Qgfjb72Jfrga2S7hNfPxf40hzrno31wPbonXouUCUAz3fsFoSkXwH+jiA8bq/Nugz4bUmHxWPz28Bl0WOxW9LDo6h4HvBPs6z6FuCh8fkTWZina5+4+HAcx1lEzOxWM/urWWa9CThJ0jWEBMOzZlmmvp5vEe7MvwF8nRBP/7aZXQe8FfiSpKuBd+2nfbOudz9W8U7g7ZK+yuDiCfAF4IExafIZM97zcuCxMXzzn8AvzbDp54Q8k0viPl20j23VeQtwmEKS7NUM3P2vAT4NfB7YPsd7X084BpcThEXFR4H/ExNL+4mTZjZNyJf5eNyXEnj/HOuejb8BzpJ0JSHkUnmkrgHymPh6t4RTSV8BPg6cIulWSY+P08+RdEZc7FxC6Ojj8TO4NNo8TvAgXRUf59TCWn8InAfcCNzEIE+kzgcJwvAbhDyhPbMss98oJLk6juM4juMMB/d8OI7jOI4zVFx8OI7jOI4zVFx8OI7jOI4zVFx8OI7jOI4zVFx8OI7jOI4zVFx8OI7jOI4zVFx8OI7jOI4zVFx8OI7jOI4zVP4b49bKOm/qkqsAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,10))\n", "mono_psf = wfi.calc_psf(monochromatic=1.2e-6, display=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now you have the calculation result in the `mono_psf` variable, and can use various utility functions in WebbPSF to analyze it. The FITS object has an extension called `OVERSAMP` with each pixel split according to the default oversampling factor (4), and an extension called `DET_SAMP` with that image binned down to detector pixels." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Filename: (No file associated with this HDUList)\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 OVERSAMP 1 PrimaryHDU 49 (180, 180) float64 \n", " 1 DET_SAMP 1 ImageHDU 51 (45, 45) float64 \n" ] } ], "source": [ "mono_psf.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot the PSF in detector pixels:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "webbpsf.display_psf(mono_psf, ext='DET_SAMP')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "WebbPSF also includes functions for measuring EE, profiles, and centroids (described in the [WebbPSF documentation](http://pythonhosted.org/webbpsf/api_reference.html#functions) and the [POPPY documentation](http://pythonhosted.org/poppy/api.html#functions)). Below we measure the radial profile and encircled energy curve for the monochromatic PSF. (Note that the FWHM is also computed and labeled on the radial profile plot.)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 6))\n", "webbpsf.display_profiles(mono_psf)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you want, the FITS object containing the PSF can be written out to a file and downloaded to your computer. This can be useful if you need it as an input to another tool." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "mono_psf.writeto('./mono_psf_1.2um.fits', overwrite=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After you run the previous cell, this link will take you to download the FITS image: Download mono_psf_1.2um.fits\n", "\n", "How that works is a little tricky: when you write `./mono_psf_1.2um.fits`, you're saying you want to save the file in the current working directory for the *Python* process. If you're working locally, that's just the directory where you started the `jupyter notebook` command. If you're working on a remote server, files saved from the notebook will be available at the URL `files/your_filename.fits` relative to this page.\n", "\n", "For example, if you're viewing this notebook at `https://example.com/user/janedoe/notebooks/WebbPSF-WFIRST_Tutorial.ipynb`, your file will be at `https://example.com/user/janedoe/notebooks/`**files/mono_psf_1.2um.fits**.\n", "\n", "# What next?\n", "\n", "Keep working in this notebook, if you like! For reference, there's always a [pristine copy of this notebook](https://github.com/mperrin/webbpsf/blob/master/notebooks/WebbPSF-WFIRST_Tutorial.ipynb) to refer back to in the [WebbPSF GitHub repository](https://github.com/mperrin/webbpsf). If you have not previously used this notebook interface to Python, the Help menu available above has a tutorial and a useful list of keyboard shortcuts. \n", "\n", " * **Review the [WebbPSF documentation](https://pythonhosted.org/webbpsf/) and the [POPPY documentation](https://pythonhosted.org/poppy/)**\n", " * **Report any issues to us on GitHub** — \n", " WebbPSF and POPPY are developed on GitHub: [mperrin/webbpsf](https://github.com/mperrin/webbpsf) and [mperrin/poppy](https://github.com/mperrin/poppy) respectively.\n", " The best way to report bugs is through the GitHub issue trackers: [WebbPSF](https://github.com/mperrin/webbpsf/issues) or [POPPY](https://github.com/mperrin/poppy/issues). (We also welcome pull requests from the community, if there's functionality you think should be included!)\n", " * **Contact us through the STScI helpdesk** — You can always email your questions to help@stsci.edu, and our helpdesk people will make sure your request gets to the right person\n", " * **Sign up for WebbPSF update announcements** —\n", " This is entirely optional, but you may wish to sign up to the mailing list webbpsf-users@stsci.edu. This is a low-traffic moderated announce-only list, to which we will periodically post announcements of updates to this software. To subscribe, visit the [maillist.stsci.edu](http://maillist.stsci.edu) server" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 1 }