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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Split-Step Demo"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already up-to-date: cvpr_2022_itt_pkg in c:\\users\\nchim\\anaconda3\\lib\\site-packages (0.0.24)\n"
]
}
],
"source": [
"!pip install --upgrade cvpr_2022_itt_pkg"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"import cvpr_2022_itt_pkg as ez\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from skimage.restoration import unwrap_phase"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"# Defining a few functions that will help us with doing the split-step simulations\n",
"\n",
"def gen_single_phase_screen(r0=0.1, batch=1, ret=False, sh=1):\n",
" \"\"\"\n",
" A function for generating phase screens.\n",
"\n",
" :param r0: float\n",
" Number of Zernike basis functions/coefficients, determines the size of the matrix.\n",
" :param batch: int\n",
" The diameter of the aperture (meters)\n",
" :param ret: bool\n",
" The Fried parameter value\n",
" :param ret: sh: int (0 or 1)\n",
" subharmoning method (0 for no subharmonic, 1 for subharmonic)\n",
" :return: the Noll covariance matrix\n",
" \"\"\"\n",
" N = 256 # window size (pixels)\n",
" batch = batch # batch size (how many phase screens do you want?)\n",
" r0 = r0 # Fried parameter value (meters)\n",
" wvl = 550e-9 # wavelength (meters)\n",
" L = 7000 # propagation length (meters)\n",
" L0 = 500 # outer scale size (meters)\n",
" ell0 = 0.001 # inner scale size (meters)\n",
"\n",
" delta = np.sqrt(wvl * L / N) # sample spacing for phase screens\n",
" del_f = 1 / (N * delta)\n",
"\n",
" # Setting up frequency and spatial grids\n",
" fx, fy = ez.meshgrid(np.arange(-N // 2, N // 2) * del_f)\n",
" x, y = ez.meshgrid(np.arange(-N / 2, N / 2) * delta)\n",
" \n",
" f = np.sqrt(fx ** 2 + fy ** 2) # magnitude of frequency space\n",
" fm = 5.92 / ell0 / (2 * np.pi) # parameters for the von karmann spectrum\n",
" f0 = 1 / L0 # parameters for the von karmann spectrum\n",
"\n",
" # PSD for the phase screen\n",
" PSD = 0.023 * r0 ** (-5.0 / 3.0) * np.exp(-(f / fm) ** 2) / (f ** 2 + f0 ** 2) ** (11.0 / 6.0)\n",
" PSD[int(N / 2), int(N / 2)] = 0\n",
" PSD = PSD[:, :, np.newaxis]\n",
"\n",
" # generating the complex random seed (see the slides for info)\n",
" rnd_seed = np.random.randn(PSD.shape[0], PSD.shape[1], batch) + \\\n",
" 1j * np.random.randn(PSD.shape[0], PSD.shape[1], batch)\n",
"\n",
" # forming the phase screens\n",
" phSc = np.real(ez.ece.fft2(np.sqrt(PSD) * rnd_seed, 1)[2]) * np.sqrt(2) * N**2 * del_f ** 2\n",
" \n",
" # setting up array for sub harmonic components\n",
" phSc_low = np.zeros(phSc.shape, dtype=np.complex64)\n",
" \n",
" # subharmonic loop. For details, see schmidt (https://schmidtwaveopticsbook.org/)\n",
" for p in np.arange(1, 3 + 1e-5):\n",
" del_f = 1 / (3 ** p * N * delta)\n",
" fx, fy = ez.meshgrid(np.arange(-1, 1 + 1e-5) * del_f)\n",
" f = np.sqrt(fx ** 2 + fy ** 2)\n",
" fm = 5.92 / ell0 / (2 * np.pi)\n",
" f0 = 1 / L0\n",
"\n",
" PSD = 0.023 * r0 ** (-5 / 3) * np.exp(-(f / fm) ** 2) / (f ** 2 + f0 ** 2) ** (11 / 6)\n",
" PSD_max = np.amax(PSD)\n",
" PSD[1, 1] = 0\n",
" PSD = PSD[:, :, np.newaxis]\n",
" # PSD = torch.from_numpy(PSD).to(device)\n",
"\n",
" rnd_seed = np.random.randn(PSD.shape[0], PSD.shape[1], batch) + \\\n",
" 1j * np.random.randn(PSD.shape[0], PSD.shape[1], batch)\n",
" cn = rnd_seed * np.sqrt(PSD) * del_f # * np.sqrt(2)\n",
" SH = np.zeros(phSc.shape, dtype=np.complex64)\n",
" for i in range(3):\n",
" for j in range(3):\n",
" for k in range(batch):\n",
" SH[:, :, k] += cn[i, j, k] * np.exp(1j * 2 * np.pi * (fx[i, j] * x + fy[i, j] * y))\n",
"\n",
" phSc_low += SH\n",
" phSc_low = np.real(phSc_low) - np.mean(np.real(phSc_low), axis=(0, 1))\n",
" \n",
" # returning the phase screen if desired, with or without subharmonic\n",
" if ret == False:\n",
" plt.imshow((phSc + phSc_low*sh)[:,:,0])\n",
" plt.show()\n",
" else:\n",
" return phSc + phSc_low*sh\n",
"\n",
"\n",
"# code for the angular spectrum. This is sometimes a bit more convenient than doing the fresnel propagation as before\n",
"def AngSpecKernel(N, L, M, wvl):\n",
" propL = L / M\n",
" k = 2*np.pi/wvl\n",
" N_mid = (N - (N%2))/2\n",
" xx, yy = np.meshgrid(np.arange(-N_mid, N_mid), np.arange(-N_mid, N_mid))\n",
" delf = 1/(N*np.sqrt(wvl * L / N))\n",
" H = np.exp(-1j * 2*np.pi**2 * propL/k * ((delf*xx)**2 + (delf*yy)**2))\n",
"\n",
" return np.fft.fftshift(H)\n",
"\n",
"\n",
"# code for the angular spectrum application.\n",
"def AngSpecPropagation(Uin, Kernel):\n",
" return np.fft.ifft2(Kernel * np.fft.fft2(Uin))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Performing a point source propagation through turbulence\n",
"\n",
"In this demo, we propagate a single point source through the medium. We do not form the PSF in this example (though, we have an example of this later). Try cahnging the `r0` parameter within the for loop and see the effect on the wave. Remember a smaller Fried parameter = more turbulence."
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x432 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"N = 256 # size of window (pixels)\n",
"wvl = 550e-9 # wavelength (meters) of window (pixels)\n",
"L = 7000 # propagation length (meters) of window (pixels)\n",
"D = 0.1 # aperture diameter (meters) of window (pixels)\n",
"delta = np.sqrt(wvl * L / N) # sample spacing\n",
"phscM = 6 # number of phase screens\n",
"\n",
"# defining the propagation grid\n",
"xx, yy = ez.meshgrid(ez.linspace(-delta*N/2, delta*N/2, N))\n",
"gauss = np.exp(-(xx ** 2 + yy ** 2) / delta**2/2)\n",
"fres_kernel = AngSpecKernel(N, L, phscM, wvl)\n",
"\n",
"plt.imshow(gauss)\n",
"plt.show()\n",
"\n",
"plt.figure(figsize=(15,6))\n",
"# setting up the loop for propagation\n",
"propped = gauss\n",
"for i in range(phscM):\n",
" propped = AngSpecPropagation(propped, fres_kernel) # performing angular spectrum propagation\n",
" ph_sc = gen_single_phase_screen(r0=0.1, ret=True) # generating a phase screen\n",
" propped *= np.exp(-1j * ph_sc[:,:,0]) # applying the phase screen\n",
" plt.subplot(1,phscM,i+1)\n",
" plt.imshow(np.real(propped))\n",
" plt.axis('off')\n",
"plt.show()\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Demonstration of sub-harmonic method\n",
"\n",
"Here we show the effect of adopting the sub-harmonic method vs. not using it of the purposes of phase screen generation. We compare the empirical phase structure function with the theoretically predicted phase structure function. We can clearly see the SH method outperforms the non-SH method in terms of accuracy.\n",
"\n",
"A note: We only use a batch size of 30 in this case. A better empirical measure of the structure function would, of course, use more random realizations. However, we don't want you to have to wait too long! Turn it up if you don't mind waiting."
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"N = 256 # window size (pixels)\n",
"wvl = 550e-9 # wavelength (meters)\n",
"r0 = 0.1 # Fried parameter (meters)\n",
"L = 7000 # propagation length (meters)\n",
"L0 = 500 # outer scale size (meters)\n",
"ell0 = 0.001 # inner scale size (meters)\n",
"\n",
"# generating the phase screens without and with sub-harmonic method\n",
"ph_sc_no_sh = gen_single_phase_screen(r0=r0, batch=30, ret=True, sh=0)\n",
"ph_sc_yes_sh = gen_single_phase_screen(r0=r0, batch=30, ret=True, sh=1)\n",
"\n",
"# computing the empirical structure function\n",
"struc_fun_no_sh = np.mean((ph_sc_no_sh[128, 128, :] - ph_sc_no_sh[128, 128:, :])**2, axis=-1)\n",
"struc_fun_yes_sh = np.mean((ph_sc_yes_sh[128, 128] - ph_sc_yes_sh[128, 128:, :])**2, axis=-1)\n",
"\n",
"# sample spacing\n",
"delta = np.sqrt(wvl * L / N)\n",
"x = np.arange(128)*delta\n",
"\n",
"# plotting the empirical results vs. the theoretical result\n",
"plt.plot(x, struc_fun_no_sh, label='No SH')\n",
"plt.plot(x, struc_fun_yes_sh, label='SH')\n",
"plt.plot(x, 6.88 * (x / r0)**(5.0/3.0), label='Theoretical')\n",
"plt.show()\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## The split-step method for a single point source\n",
"\n",
"Here we do the entire split-step method including PSF generation. Some tunable parameters would be the phase screen Fried parameter value, as well as the aperture size. Try changing the denominator of `D = T/2` to maybe 8 or even 1.4. See how this affects the PSF. What is the cost of reducing the aperture size (think Fourier optics!!)\n",
"\n",
"Additionally, you may notice the last phase screen in the loop has a very very large Fried parameter `r0 = 10000`. This is to match an observation by Hardie et al. (see https://doi.org/10.1117/1.OE.56.7.071502). We typically prefer having the last phase screen being near-infinite. The reason is subtle, but valid. Therefore, we retain it in this example."
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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L5PNdIdRxrPlRIJhYf1QplJIdcpPoRW16tU9E26oRckPbE0rJPhPo0izFzqpRU7omvMHQJQW6HXmwnhlRxIIoYvWBQzUKcy5ky215iPWHzbbDTOW+9b7Dnhrc2BOsWASbHYc9M11tlc+DhG0U/gUL4GcmUus+16RMJSQkJCQkJLzy2KQKbCJP/fu0E9U1BGrTxEvRuxxrp9qC+GCCFM03EFRcFXeyIk9Us+T1e5a+fryf6oWjRWsVvbviVqOnfb/BapyUE6OnFXSv31c++uRx7eRx3cr7kIx+2/FpLH6Dy+ti0NcRqbXKVEzqWyFUUQmFqJDOtKTlxZqioCHkkuYnDXFlzOlKlCmfBQmFaOQ5WosgKhAsnW3UTbzUC1aqI1HBhOVzDo6P8qpL9lNNrJe60JhK4zOx9jX7ThL6pobsyOBHsk01Cj2PyYMmCFHakVoqe2podoRcBRNotoVcNbuyrSNQYy/PMe4pVhusfyuf1VUUpy9gQSGRqYSEhISEhISvB66qCmyy+PUI1dqaih6RWiFc7cQY1U1GdSOqlB+JKmXmUkvlJoGuqL73uor2ulpOtNvd7K98twKBBm+idbCvTOnlvik/sCG2SlWznAS/dHX+kuP0rVanhorEp1WmNiilK59JVKTW1kz1QhdUF/stgyPk0eI3CmDi5YmoO2YmNrmO2EebHYWQLDMVAtbZ9EaiTqladQRcLIMSl04MlDBzjWqW+9ql++ke0XcQoirVbDsa62EhqpQ+M6Ch3vfUOw36wpI/NTTbAbflsBdGiNdBQ3ZscblYEu2F6WqnzNTQ7DnMRZ9I9ax/fUK1wfr3qQnVF/AdSGQqISEhISEh4euBq05oN1j81k2cNvWlaYmUjhNbr8GUCuUVLioEugZVKVwO9a7HLDT2vFWmluqRFO7T9ay6yuRMNQqziEqT7fUTqpdBF/2Gp+2Etq3tavv6dOrHBhVkRdlLhGqJTWOs3fZZxiCrBL4bb8Pn0vL5d9a+1sLnY63UVOO2PTgwF1qUmrmGwDK0Icj4CFZ6N6mZLAS4bd/F+uMlpEI1clswQoaaNpK8kcERDF3cOiZAFpb7GkCVRmqs2vE41+RHFoKi3vE012p5j5UmOzGoRlMfeqrXa8xRRnZmqPec1FMdW+qDBnNhoJKodHsmapQudadiqZh2aC7kWOj5GoWqH6PeP94vU7H7l69Cnl+CRKYSEhISEhISvj7YNPFpb7uK4hJvW1Gd2omWZ6UprytCR2r8SKx9di4TtGYroBswC0U2NbgiUO95qWGqI9mK9UzQU6AUsS5q+Zor9U1xwu3ySJgAM1eYudTGuJFMWk0vUrq/v8r1AgzqpT3x0t47iVCt4rLJ9JAsDW+/bAyqwXhr0ZKs1vapRS3yGcugkVFAz4U8qDLWGO05UZs0hJGEOQQbxO5XK8xZjCHfd7F/k0I73Y0DP/aEzImttNYSXe7bxYA49lo7IGI/1JWKyqjsczMWm6CayXO6iae8V4NXmKOM4n4u6YGTQH3YgFPkxwZOcqprDufF0ue2PS4L2GOL2xGCRKVo9hzZiaHZ9WJtzKQvlapVZwP0RY9I9f8XfqlQOfXiZ3qVy8PPuf8cV0AiUwkJCQkJXy2uOHELg/usi5VO+IZh0yT2U1j8+s/1QlNVWFVwAthpjEKPtiuUTB51pcjOFCGLk8ltIVbZmcyS3Ugsf/0yKaBTp/pR6n7cesCWalabzmenKkZZQx3jrXUZo7GzpR2MqFS1++tGQgJbm9gw2W/lmLST++H3bp0l6tuCq9r72m2fRh3tPa6r2+sHUfT2oauRy8KK6iJEKGDPJRlPbhcCjZF6KuURBUtJeEP7eu19gpbmufbMxqbUQsbF+he6k6zv95+yAZ05TCbhEk1lCZWGWnf9pbJTjX42ohkHmj2H25O+VrpSqNLi80B1zaHKZbJfs+vIzkwX2W7PhFypWuLc68MGe2xp9uJt0cpo5hIFryu1nlD1FKq2D9zaz2Z4ed3nOhwHSZlKSEhISPg64IXI596q+Uo7nqE962Xk6bNO/nqKRcLXCJsmOhsI1toY8HXPx1KtQYVlT6mmR5xiH542AMDEfj/1JF5fqOUq/SR0qoI9Vy9M1NpIc+XEeocW1Uk50E513wdvZLXfTZaT3uxUZto+h3pHJoh2pvA5cp9K0WyLNcyUSlS1cplE6PsWv6HdbNgPaY2i8q0hVEMVarht3X02Hac1dXldwES/d1JMpOuIb8+W1kWlj2KdkAVUtLjFRL7ucpDLfhRwY1FydKVw47BssBvE3qcbTVCSmsdIHqsWBntqMGX7HVLdeFRBbKSmlOdwI1CjQMikbsrnAV94qh0PjRZ1dq679xwsBB/A9/ZxJ6BKqfWqDxv0hZHaqMOG7MjS7HichuzYUu878ueG6kaDPRL1Ss1VDIdhSagWajXdr+4RqaECeBWlu/+5M7h+he9EIlMJCQkJCV8ohiv1XcgZdPaW7ke8rTeB1R+24RO2T9THkIy9ZF+6y0MlIeHrgU02mzUTohUixeB+m1alic15s6U1DgV2rnAjabbb1q+EGFutKyX1TLkoULpS2KnqaqaaHbHjta/ZTuhUAJ87VFDLOiqvwLTyGF2vHnuu0LVYtepd6elj5lpUMRtrtWYaFWTiaM9l4hys2A/dJEg4RrT8hTZgw8R6MNsjWpeFVAyP2fC4fpOwbmxdhVT1L7fktKc8rUScF2GzLa0X8U08N3ZR6W1vs2hx06WQpWZXao5Uo0SNQqxzQUv0uHKKEC2nupQaqXrfoQoHM0P+MOvUm2YSKG86sD6OS/ku6MyhTEBrj3cGtzBQanSlu7FvjixBy7gEuoTB7ng0Yn8NMVBDLaTWKQSEIE08IQ9kzy31rZr8YUZ16HBeYy401YEjf2qpbjbkTyzV9QZ7Eh+nVFykQGrO2tAOFRcbek2BX7DqbViUeakCeYWxn8hUQkJCQsIXhzD4bWpX6XtqkOp6nMRJg18SqhfEBQUqrGc+l6laK+rTusu9FLeEv0FcNnkZTnx6dSjris3X9fxZUTrbBLWoFOAVupK6qLZmqlV6go61SbHXVEtS3CjgxnS1UmbWrurHl2otfh50bWWcr6itS7KDkgl0ve8JuUdVmuxEYypLvRWoD2TSnR8bmi0vjVobRX3gyU40biSEySyEDJqyV0MVFSofAy1WIqTXNJF9YdK57vP4puBlqtRVbF+hp/opuuCQjkiNVi17rT3NbYmFrdlz2PPYSylGnrfjU7UNeYvY7BYkgGImKpNvwyPi64W4KEDDstbvWgOAOTPk9y0EWNx2sNOADoRGo2YGNRMaoGupE9Qlnb3UjYBtjy8CfuwI+3Iib4AwtbI/Np7TF6qLYPdFkHFXKgix8XUlJKg5aDBn8qBm15N/klHdjCrUlpfxPDVUh06I1K2a4n7O4vWK7GkmfamiPbC1QhJ6RLaQ4x/M8rdn49he99l+CjWqj0SmEhISEhK+GITBhLZ1nLSNUUO7Whk6MiNBALK6GExPper92AW99tWkqL+Xnja0E667nIjU1wybVovXXO8IAKyNQV4hCfCCDTAYuiagqpbeTW4cMDOZfPliWYMEYGeqS9QLhTyXqYR0teESPkOsVV4a+tL2nlJC0toV85X3GVT3mPxUkV0YUIZmK1Bdl149+ROLfWKodz3VgcNeaFy0I2bHmmZnqUYFIqEq2mSzVeLkLSvK1KWpf/DixPKbhqsSqHXHo3e5P95UqwS2oSB9y162tKd1RCqGMehI3NvXbHtMhTwIWTChI2JBsYztr6OaOhKbX36maYpAfaNGZR77aER2JvbQ+b0au1MTZhb7OMeUshDQFBJxHjS4zNMcelQW1aZGQaUxMyH4ujRy3ow1Vy6Xx7XjrVXGVCV2vm5bLVHtbkusivkTS3W7QZ8bUaFuNdjnFjcOXbqg2xKiWR06smcZi7s1+aOM6lZD9tRSH8bjN1laJvtEtiNSm5Tr/hgYbv+MpCqRqYSEhISELwaqp0D1E8V6q7iqoeu/onyM6o2TXt2o5Sp+35s32NSHjzUpEH88+z9+Xiat3aR6iE1Wp4SvBusm7ZvqGtigOvXHxECZ6iKq/fJ+CghxTLk8kqeYpmfnQkjwCrMAP6IjXnYqj/cWQkugEHLWWoqCArSsxhNAeyFfql7uRz9C3RWB6poXe9JCYxaK8X0riYH7Em89emYIpaKZBOyFTMzrPU92qmm2e2EUvdopWZhYWvxUrBHTg//Kqc2pf98GtO95SKA2bes/RrG09/UIvG/tZ1no2dCiIrqQlD5zEYlAbKwbMiFObTx60EQi1ZKqaPPbW1r+2vjz7MSgS8XiTo3drtGPC8aPNc0kMH+zZnw4h+Mx9hcTigVUu4Hq0EsABaDmYhsMKFGqghF11QpRc9dqgpX7+tJALQTLVNI+wI0Cdq4wlainIQu4qK7ZE4Pb8tJLaqqpdx11phg9tJQ3HCFT5I8t1Ws19mkmypSm66NlLgzNjsecWOp9HyPVI5HaWtaWdYpes6yb0k38LIaNfOHF8/0G5XHltpcgkamEhISEhE+Hvm2ut62bxA4JVas69UlUnOTpUiYj7YRWNwwmyHIlxDlq/8eta2xat+EAPbtgvI6KfXl0eKGZZogF14lQ/Q1hOHFpt62byAzJ07rPqo08bxPTejaffj+pVj1obXFtP6lmLERDl1IL1QVM6Bg6oWJktFv+b5v4tmMt6Njzp5a6pvp609Wj0MRBnAWoFebcUDw0KAfNtsRKNztSHzV6Lqln5U2ZPJq5ot4N2JlidGQorzlGz+S/vdDo0AuhaAlT+16zZS3JS2PU+8f6m4pN6tMmct/et3+foVranvva2ql6OdFfKietkhLAgJ4LQWpJBzHdkTbIQcfghoWivtag5wY7VVSHDuUV+VNpglt9ZyHXfzYBYPpWg9mpYWFQ/2aXvQuYvh6ovzeXE+lJjj226GppAW2VNoKkSErzXrNcJICOtNf7DrcFqlJghNyrWlL3gpaUSjeOEegXmmbLU+87ikeWas9T3pU6qXrPUx94UZ2uLdUmn6mlwreITbTj+DUzUbna/3rWi0ZvyVNYkqsVK/BlqtQ6dWp4n0uQyFRCQkJCwtUxIFKtL32YZrVCekxYEqrobceKfUU5hV5IYlmfVPVfq/9irV1PNUqCq2JdiB/FgIBmSd5WiJRdWlLkxzGsvocv/8glDPEyZWp4nxXVsaf2tHa2UbS+9aPC2/ESYhBDO0krheyYWNfRTESlksJ6UXxaq16wATvV3bj2sYDfjzwqKOy5lrj0aGNtxjK2siONfhSTziwrSXuuCDRjWLwmvYHa7wBBFIpqX2pC8qcGNwn4HLIzRb0n7EcvNFVUqOo9j431NO13w+VCvJrtqHq047/txdMjUBuJ1KdcnX9lcBWbX397n0SxevmF+rNo1euIVI/QtmETwUpT3hUipcFMFc2+Q8eGvGg5f9XXGlQtSY/l7Voun2gJK9mtUecZWx8Zqp2Af2cOc4v6XcH2c0V5EKh/NGM0apg93CZ/HmP9i16t3sh171dbj1YBFRexXBO/REHhSoM5thRPLN4EUW5tACvvqdmJfa6cqEvNjqPed4yeGOrdQP3uHPNRgZ1mVHdqsseZLDjs+6XatIiBLz0iurTHRmJaClnTc7Wajhg/p5bM9tP91pKqlxGp4fhf44xokchUQkJCQsJL0ZGmdUSqb3dp1HICkS//E5ar4+12W0eryLZE9upKJpXAcrISI6ZbdaFfuO/zWHyNrJKaaLdqrX+SXBXwVppStultXUG+40VL4jdt4vh1xLq6BHrb+nx6TXAIxAlTT4VxuRApN47WvWypzqg6kodmOSZdIWTD21grNYspfiZ0tSYtKctPxTYlkejREnihGR1ZVCN1V+U138VZtzVR1Z0GbT2+MuCUNE31Uldip1IvxZnUSnkDzgaxejm670GzvSR89Z4nO9MSmDGX5DY3CWTnss1eCNmy57rrW9X2p1paHkXF7WxRfYX5sknlp1yp/1piHVFat71//+H9hsR+nU2S5fHunwfbWh5dK1zhpZZoLP2jRo8t5b0K+yxDOaivSc8ln4vttHhomL9RQ1BkJzIew1aDfZpjp4r5LY96bYF7NmLy0ABpO10AACAASURBVFDvBKY/LJnsLpg+2cI+2GKrhGpHgk3CxAnJcIows9LIt1H9tYrleTqmXfptj79WU93y+JnFnFqxsc5V19uqPSd7ID82VAeO6s2S/MOCcF5Q36vQzzMJnrjVYE4kHMNtL1UmcS/Q1Y216nH3scRjHTSi5vlesEzeUwXb80ZLtNaRqg3uirULCZeM+USmEhISEhJeihUiNbTxrRCqaMnIQreCaGYaX4SuT47PQpeUZkoF7WpkLqv9HYI8H62a1PpNAqhKo2uknsAtm1ESX0MvZILdpp35LHRJgq7w6FJ34Rdr38slq5AJnxPD1eBNE/UwWPHvfUbKSaBCS5i6nkvzZe+l4fV+z582sAGQqPEC0FHN2ZIJbnam0aWoO82uQ880ZqqFhGUwv9NA4aDW6KmJzXcVupHVefXQxNQ/qLdlfPpMiv6ra7FmJsh7UU6Ijp3Ke5Vawrg/E9n/7FRTH3jsmZawiUYtieGFot6RGqvyhiM7jorVhe4iuIPpRXf3Ev9e+FxY/QzWkolXEUNLX7ttndWvva1dOOqd+9Yqpb37ryw4xX5k7eRekvJ69T02MHpiKN8oMc9ysZi+tSB7UIjaerdk9EFBed1D7hn9LpcUx8Oa/H4OwOJ2g5o0mI/HFBeK2bsVB9fPOX6yQ/hXe2zX0GzBxTs1ZrshTC35w0zGq1t+r1yxHKPKK0wlY6TaExtdfmzQT8R+Wh943GGNC0i/qVJj5rKg5YuAnzjqTFM8sdTbmvqdOfpBQXY/p369IhxlXey5nho5X7dJh7sOM9cQn6utJ4O4r1nolC97ERWt+TJqvrP7xc+kW4DpkaqVMJtNn2U7JuClYz6RqYSEhISEl6Jf+6S4nHwEI5O1lki5HY8511KcPI6WJEQRqHfF/69jbYDE69L9iCkfV9d7qUwhWmVaVaGJdkFzrtFO0Yzlec1cfuClKavsv5vIirAvgoRhrKntSkrVV4BNBGrThJ7BZxKISXWhUxpNJBYtUeqI1GJJIPpES5rxxvooJ2pTsy3xzKPnBgJUBx6/7dBTw+hIEzSU1z3hoIKZZfybEXYO9VZb9+QJmZe6KFh+MeZGCvfnitFz3dWfqJhI6fJocc3lvYntVXWKUzMJhElg9NRQXndkp1rUs0gQ6x1R1MprsenpfrQAxjqrTqnr9aJSYXDMX/YZfFO+Cy8jT7333pH3wWLSRquYYsX6txJ+E/rnGUAF7JmmvFujjzOyqaJ6Z456MpIaue/OCEcj7FQRvjslfLAlASj35pj7Y1Er71VQaka/KVABqh/M2B5XTH9yyLWP4OKNwPx7JXv7M3RjmD3ZIn9mCAaqfbFGu92GbK8kzx259jROUy5ymkp3iqrfAjfyBK/Qp5b8uYRVuDyIDbXwNJOAqjT2XGMW0oB3ca8if5ihPiio3irxz3Ky3+VUd2saZbt+Unoq34826bBpI9DbOli97N1lpjHIIwZV6HnsO+V79lVWlWzUS4gUy8/oUlK1AYlMJSQkJCS8FG2gQ7fi2tZI9dWqWGgdjNg97ExW0MXf7yWxbK6EQNWa7FyBkiJqnweakY9WKORHLNoygpXkKrLeMroX4qXnmvyZQTlFte9pCoeqNMUjSzMRUmXPDcGKnbDdl45QxToY1QsvWFGskkL1xWPDiv4LStVAFViXOqfayO9WoVr0CFRrr2qJuF9OZPtECuiix30eJPwhEn00ZM8s+alicS3gb5VwnjH6TcHoWFb8z9+rwQaZZB5pVGMwpdjs3FhW+oNFGvAeeKpbHlVLSEXQMuZMtFO1SlN14MiPDfZcUR96siMNWlHelBqUllAFI6v2dqpodqS2q97zZBeiqGWRiK1YINtmscNjf9nnchX739cdQ4K4hjytvDcPqmswvoF8Bl48fv16tF4UfRfnH6FLLU11Lyz5mWbxRoU6yymea2ZvV6jKsPtLw+kfVXCRM6oU5Rsl+lHB6Fix+MGcMLOM72fU2wHuzeXl/+k+B889T/8Ybrz3jLK2nP12n+KxZqKg2gs0ey4SqIaqzKiPCjgx3fjwO7JoZsqeG8DHWsHdhnIXUWRnGnuu8Asji2U7TvqjzQ3FQ0u962neXKAejxj9umDxVoULltH9jPJWQ200o0eW8k6NPre9xTdRnMxFVKDOzVKJ2u4RqKjwdQ177eq5fCUavSVSffvfJnVqE6nagESmEhK+bXjVfgATvhYIwxW/SDZWbm/aiRpSSxIbKLZ2IxdDIvJjE2OhXUz0E1ueQqx57Q9gW0hs5lLEr2u7EnEerPy4V4cy6bWnBnuU4YrA4vUaVWqyUyMrpg7y51rS0U4kNcrMowXK9d5Tn1D1E/8SvjisO/8MJ6gMSFTvPn2FqlMAWoVq1CMMPvaSKiRQot6JNUeTSLIs+JGneCwF9c1BQ3Ffxk990GAuDMVTTTOG6e9VAGz/ZQHA/EageneBNgH9uKB4IrZTN4rhEtvyHdBVDJYAdBVVCmVoxjE0RUs9ihuJlTVEAjR6ZrqxOnpiWLzWyOXHYuPLjwz1nsRDKyeLESbGaety2cS3GYsyVW8HsvMYSBFrsIZJdB02jfdPOcH8WmKour3M+tcSqjZYR68+z9rzoukdGr2c8C/tZss+VFKTp1i8HhWmp4bZvQZlA5O/HjG7E7hz54iTf3abaj9AoymeamZvNiinKR5kLG45zGFJc5Zz+OeGpgDznzzh7+4/4Z/87Pvs/SxjvwwsrsH8NYe9vuBga8HJ0Tbqgwmjc8XWVL5rPgOXS02fG0tISlsnqBeKrfsal+dUhxJ57guPb4yM7UqhaosfBfzYs3jNM35g8dOC6o2KMrcUH+cs3qjwmWH0KKO8U1NpGH0i5MpcGFSsM1NVdDdMhUCZqZy325CKjkC1DZJHfhmu0tbZtja/Qe3UlW1+V0QiUwkJ3yQMTwjriNOn9AInJPQ7yfeJ1As9fXppacoR46GFSHVWOy/RvnquyZ8baQKZS3EzXiYeOjZGBZmESCx1IORSEyVLpkHuvzBkJ9JQstkOLA4k+Sp/YoVs7UQVKg9Ue1LoXV1zsq1NfYshBS8QqaRQffnoH9eBYtCvl1ohWMNmqS2R7xWhK6+6Xk4dkTrVuELGqT2NxPrcoEtYvFdhnuVinbol0c3ZuWJ2xxHGEt88fqyY3w6Ed6bgDOE4J/9Exl65H2j2nainMbWNTOKuCaAyj7aB4MEvLObEdvax7Fxm6MEE3FhUKXtmKB5ZFrca/Egz+cgyv+vweSRah6I+uVyeYxmqoqIiIoqd6YVttNbHfm+3jQX5l63Uv6oLcuuUz3Xb4vbuHNcnVP0JeKtot8pVj3StnEO8PLnyS1tmO0Z1qaiueWiESJUHHjJP8asR9U5g+4dHPPnpLXZOAtWP5mQfjSkPA/nBAv3X29Q7gVA4wsOC3Y81528F/tbf+SXPF1v8+H/6A1574jl7C06/79h57Zxbo4rHj/dZ/OU1rj+QwJPZLTj7noOdGps5fFD4yhAqLefbIFY/txOobkB2ZMnOxPLq9xqaIjoKSjmnA+hKmhPPv1ORP8jIP84pX2soD6H4KGdxp6Y6WJKo6ponfyY1VPbY4nY8VMKGgl2en2mbGrf1t21NVS77+cIxdoOFA1ixAr5g8xviiuf9RKYSEl5FXPbDtsn7zmD7utXITc/1TfghTfjM6IiUYqnWDAMpDCspeQAhE6tf06pAmaxYtj+49b4XArbQZMdtgyi6iPQQx6mupKhfnwgZU7W8risC9Y70PQEwc03+1BJ6vU/smcZN4mo8UN5syE6kwaSZ62WNzVabruUxC901a03K1BeMdVardvtQGeifk1qCBS8kqKlAFyPdT/6SSHNFvesZPRU11O04xg8s1W4gqEB+rFjc8FAaxo8VFz8ssU9yIVKvO4INTD6Q6vfTHzRs375g/sEue7+U15i+Hihfr9GZg4uM7GmGmSnsnM4a5o2s+Ov4vah2pM7E5YAKqLHUCyonxEqssB60ZvI7y+z1hsUt2PrYMHvNdz2mqgOPKWOSWkys7JL+Yix0l3ym5EpQcSLaNu5t47qHoQn9YIo1dUEr219VDMljf1voEfU+oeo3Iu/XU7Vx3JblWLSsKiexH1KwgJEo9PpA4sSzU0l1DNsNo/s5bhKw3zvj+OEuN34OR//BguAV41OF+9vnNL/ZBhNw+w32KGN0pDh/z/Hu9x7wr3/9Frf/94xsK/DwP6y5deuUSVAcnW7h/uUBd3/pKHcCR38QuP79Z/zxwRN80Pz27JBZmVPWltJJzR4ghMqIcqpMwN1d4J+MyE81bp7R7Eg64Pi1C8rDDB4W6FpJ7d41uhj0/LGlulNTgqQXXndiZ31mqA+8LHgcSWPe7MRQ70V73/YymMJeLNWpVr0KRvbRzLXc1qpUcSEj2F4a4FB9Gn7+lylUl/wOJDKVkPCqYRPB6a8wwuqJIqj4q947OYa4vYUKyx/K3goO/dXhVJD/rUTfbrVOvemHAbSr4q4QRared2RnhmYss5PRUymO91sOc2awzw0qQHndEbYkSjo4DaeZJLBFH76zcZU/83Ifr+Asw8w0ujSS6GeQ2gETMBdamq3uSeRuMAE38csC/hNDs+OxU2kqmZ1o6n3x6Pui1xvGv/z4JFyCTZOTy7avUQbaJrxrFaqW0Lf2nvh8qhFykR9LcmN9vWHrg4zFdY87aJj8OpcakIOaya9GLK7LObJ4qpjekx48xf2Mejfg31hQ5A3NX+xz8xeei7uK8+/WqJFHnVvsScboRMiKG0G1G7Bzef1mIumAIfdiPT3R5MdiXa13JN2v3nWycFBqzExRPDXM7zQ027D1sWVxw3PxTk3xSUYzCWL1O5ZIdFUrMJFQzZc9jZSKlrJ+A99eu4I20Q9WV+pfIFWbzvnfhN+CPmlvr/fG4sqikWd5TGMbhrYNBCqSp5jW1/7Wtml+wYZOpQw2oGdSoweQH2uqQxlv5lim5fXrJdXpmP2fZhz9gee9O4+5/4/f4vy9Bp6N2TpRTN+tMMcWO1VM32oors35zV+8zvWfKY6/q3jj3/uYe1nJTz5+nclPxtz96wblap78WxnFnz7nz64/5v7FPv/8r96j+F3O6Lm8d1NAEb9XLrYI8Ebiy1Hgxw59s6S0I8aPNeOnBp8Zqr0Mf6+E6xVuZjEXJhIlRX2zxj7PyB5l1DcaKg3ZqaHelxore6qpDx2+iva+PGAupE4qOzHUB27Zi6rsBU60n8dCFsJUFY+1kuPeWf821Uix+nlfulBwyXhPZCoh4VVBS5guWUnryE97n/b+IfSehJiYFlhZch/YaZaPbYnYYF++CT+kCZciDIZJX33qVKjYV6olVm0cup0JkcqPI5HSUti/uNlAFhg9tBAUzbbH7TWo0pA9FEXALuKEdC9gvGJ0ZLvJsm7oLrsi4ApRsZwOHcHLTjRuBH4sP9LNtoegyM6ESOXHhiqmnknDSE11GAnWdlTRRr20v6RMfXasU8CH6kb/vu32qASsnJd6t6tIsNZO9ls1xkoSns+g3nMUD6RQ39+s2P5ZIXVL78zRjwt0Dc3NmsmvcpptYL9i8ouCZhKw754zPy3Y+ldjRieBx38Kh+894+L5NtnvRmQXClNCtSsx1cX1ObvjEh9gthjhjwrMhYG5xW073Dtz6kajn+SYuUSem5nEs/uJp77Z4I8ztj6yzO45pu9VFB/mmIVicbth/IklGEV14Bk9N1R7flknVkdLWVj23ukHT3Tf23oZzNE12e79lqxMPPuf2/Dyq4RN+72OyKu42bO07aGi6r48B3aXK0UoAjRKQk5sQJcaH9ND3SSSgNiEVjuoDxqyp5koUiOPOTNkF5rFazWUhtHDjGoXrn//Gb/5v9/EjkAVjuI3I6nhqzXZuWbxVin2t5/vUCzg6IeBN//oPk3Q/Pyf/x4HvwVTBh7/ieX6nz7i713/HT89usv/8+PvsvNrw2uPPUF5dBNAKeqJfGe8gaDlPSofcIWhPAxUB2BvVmx955jF3YyzozH5E8voSJGdFcxve8LY43YcwUi6n6sVzZ7DnBuyZ5Zm19Psikuhuu5kjJ4b3JYsvtXXGvInFt82QO4IKXF8LtscyH+/7Dk1FrIasijJtuN53ULzVRSpKyCRqYSEVwX9CUX73yuR3xVyMg0BDODoGjJipb+P6vXokbMLq5MXiJ361FK5ap+/T7CGiVqv6g9rwkuxYu/rqU/df78sfG9/1FwRe4Bs+2inC/jcUzyxlDfE5zT+OKPaDbiDChrN+MMcOwOfw+yug90aO2pwjcFXhsZ4lF7OuoNXhLmV1fdGLFK6Ueha0RSB6kaDnhuyY00VVSifBdmnMyncz04M9Y40OG12PflxJFbnUt/VNvlNROpLxoqCzvJc0p5r+gX//euDx/cDRLreUzOFHyGK5DMh9c2+Y/zLAm+hem+OP8/Y/Uhz/rZDn1rsHM7ercg+GUn63hsl/jc77N2Ptr6/f8YPrz/n/X/6Njd/5aknML8B0x/U7Ny4IFSWxbMxzek2k0eKooHcSnS6CmDvW1whSpM7bHC1Aic9fPIzBWeGekfT3KiYjS1bvzXMb2kWb1aM7ufYU8PilmP01NC4IFHox5p6J9pVR4NEwxhE0UVyQ+dIaAv4W0tgp/p9mpSzVwmb9nsNwW8tfpi4gONUd13qKKMSFUlUMBLQ4CZerGgmrPTcI8hvsttbquJqLn3ImjsV+rkQ6/LQibJ+arEzmP1gwezxHgcP4Phv1aippTz0qNJQPJJGvkoHxu+PpGb0boOZNHz46Br5r8dMnsLZOwH19pQ/vPuAnz28w//xr/6Y7ftwPS4AnLyrWdySmqmsaGhqQ3AKpQP+IpO486kiO4edD8G8r5jf2ObknTHbr59x+94Rs5s5Z492yJ8aRs819bbC7Xj8WOyqUgercVuOsNDYM02956h3AvYk9pZqDMrLedecWKobTZf0lz/OqK7FuPQ+MfXxc1HST9CNPaoUe3Z7/PsLNCvnjzWLNC8todiARKYSEl4F9FWn/pfb9KxWWnzBQYV4XU7eVAp0JEjxpBNaS1+IUnkbR41MRiRtSBPaYn+nuoL/hG8PhpHU3YSsDWaItqKu3mgSe3+0q7FF6NLS6m1PsJ7JRxnzW56w1ZA/ysjPFM0E5n88Y1TUhOMx9uEIe14wKpeTGm+XtqNmEiTSOgYQuCLQ5F7iqaeG4mFGecNRXfOMP7HM7zbYMwka8FYKliVpUHfkr96NVr89vwyncP2DkVSqLwRXUQbitm5S357/+gQrkqu2HkKFpQW16z2V01k73Vga7xYPJfhh9mYDc8vBX1imdwP2xoLsp1vMXpNxZS8U83sN2YMR4yeKs/cc175zzJ2tC377j9/m3r+Y8eRvTzj7XoPZqzjcmXH0bIfJ+yPe/GmNLiuqPcviQEOuyGgb94KpYPsjTX2UC8HbXkahi8VP0VyMWNxumL7h2PqdYREyypsNoycW5TWL1xqKh5ZgFdWe9Jiq9/0qsSqWRCpoYnPrSDZjPHzQcbEkqlPD3jyfd8X+lcHQ5tcqUoY4aadrD0FUqIKVyHtVK0Ie0LVG1bHucq6X0d670aK2I/U8QUPIPNkzK/a+0pDN4mex7VDnEvBQHga29+ao//OA6d0gvcsWCr8lKuviukcXDeZ+AUqsgdQa9aDA1LLPp993bN09pywtf/5/vcfOR1DtKs7fCtQHDrNTo1TAAN4rvNNoHVDW0VSWyc0pr++fYrTnrCx48Nvr3PiXhlv/Ysq1n2c8/+EBj992mGsl4+sz5qMR6iwjO1PoI2ky7XcbwsxgzzUoUetU0FIHtedwaPRC6pzMTNMcNGRPLb7S4k44kYh1PdMr6muwoTvOei4LCZ06VYhdUAWWtYHDsJV1Y+AzEClIZCoh4euJdT9gfSVIIwTHLq1NfuQ777Bq5OTux9LPBycr+O3ERHm9LJfSsqrmRz6SMy02pyKSqrmWFLV+HVVLrlxPxfqm/sh+C9EpUX0S1dYP9CLDdRlXYs+1pObNdNfDRznwB478sfR7cvsN4w9z5rcd7Nfs/EVBeRiY/WjOeKti8WiL4oMJB9PA/IaivO7hekleNIQATS2Wj1Br9KmVIvs48TNzUM6iG1jcdCxerxg9yKl3PPO7DZOPLfM7UujdBWjUS1uiH8mPcr0b38vWMjAD2kkUqX7qy0D/3NGfyHignzrXUwo621VQK/V7xHHqDajYQyo7kRlUfdgwepihHMxve9CB3b/MqPYg+8Ep8492GM9h/r2S4rcFzY6cSyePFKc/qtm9ccGzB3s0P73O7hPHh39/zNt//DHjsuDxo31mv7jOrd948mnD/NBy8h7Uh55gHOQeNZO87JB79Llh/ERj50CQCV+546nuSM8hXSmycwmfKK97pm+JEoU3lDcaRs8M+VPD4k7N5KOM8poXkjaNse/lst8OitWUzVrFYBdJk+ua+KresW4Jlmfz5PJVxGU2v6E6Gol7S6g6hapNl2vHXkyOo1k2KW92/DL4o2fND9aTnViqQ4eaS60ouzX2kxG6EQun0hJh77OAenPKxUd7bFuobteouSFsN+gziyskrEI/GcmYfs0RGk32LJOEwAMH92ryomb68S6j5xoV4PzNAG/M5G3XGneWkT83ouxXvX01bVu/gg8nu1Sv1fzp9z7gH/z7/4y//nfu8D/+f3/G9f/XsvdBQ3ZuuLg3YX6jQW03hK2GJkjPtfxIUwFh7Gic9FILVuF2HPYk9pXa8qi5FldNAH1hqK83Elhxq0FPbYxGl6a+5sJ0tVA+D6gYLhQyiU/3hSTD6lp+n9qeat2iwTpSNbx8lXHTQyJTCQlfRwy/1H0S5aOdT8vKix95sHQnJb/lUAsjTe2MEZk980t7x7BOKp4oVK3R5xrlFc2OFEObC+k0rioVf3jjialVqXRYWgFTOMU3BivecuiKsNui/rboWmKnxSZnL7SklkUlYHGnJn9s8Rk012qKj3LqnYA6qJj8dMz8ZkC9NUU9mFD8oiA3cPZ7nvqNqRR5T3P0kxFhWsiqugVT08U6N7uekPk48Qno3OEvMsb3LfWOpnqzxD7MsTPD7N2S/H4utQm94Azd9jFZCHFqJ6Otuqar+CPcV0jSGP9isa5+oTfuOoXKLUkUWq2MQ7xcNgsJfGh75JjYBHdxt0ZfGMwC5ncloW/8UYYbi41KzXL23lecvudRR7kEQ9ys2Xo/5+JNj9mqqf7NAdceBC7eDDR/75w3di741f2bjH9ZcP1RIJt6jr+vKf7ohOvbU7aD4rwccTEfsZjlqD05p1rr2Lm9YHZvxOKjLXY+0NjHMH6cc/5WwN8sCSaw2DdkTzJGz2R1fnErqlKn0n8qOzZkR5b5bcfouUSlj4415Q1P/lyJOjVfqlPDFX1dyUq+breZZax6/9jLjXzzxv2GMdfVjPWIexsq4a1C14jlL4ZQBKd6FlM6V0cXzz2Otr8tj54ZGcuThuJBwfxeDVOLncc+YHslzZOxJPN9v8Z4zc6HmvPvOGg0IfdQauyForouv/NmrqhuNtAo7PMMs1BUux51WBG8wv54B6tg+m6FsqKCcZ5hTyzFuVj3lIdqD8qDgC+EpJi52KfzM5g8BP3LjF/85Hv86z99k//4h/+a/+rv/i/8z9/7t/nJj99h5wPF+CmYhWX2nYDdrmk0NFVGfiI1gTUQRh5fGWksnYlSnD8zeCsBQThwW1JHVW47aUJ9Yqn3pZWGG4e4YCcuG71QkvR3YXBjj67iaoqOc5ci2itjH7aV3lNXIVXrrm9AIlMJCV939JUgz4q1L2SxyLXw+BGYc0OwEj/tMtALjTk3nfoU4sQT6CbGbT+gYMBtS58UtTBihdqW9CmUnGT1Ip7IVvavR6S+iT+63zYMauHaePL+KreKEdR2roRInceGvBqyI83iTo09suhG0bw1p/jVmOrQ4/dqJn81Zn7Lw2sl+U+2QcHzP6l5++3HTBrL45/eYvKJoqjoVshBoqV9JsEUugb72BC06dYHyv1AdbNh/nZF/kmG/XBE+VYJpxlbvxgxfbvGnlqCDlLnNZcJt51FJWoqamw78dRx3HfNOunZ/HrHJtn+vgCsmbysxE5Hq5V2QEuinCIEmeSaUtFkLBUtZHtxoimveVRsdFrtBcLYYZ9mKA/TtxqUV+S/Kah2JaVs/MAyv1czui+peW6voXh/Qn4Kx78fGL95zsXRhPpnUsdi54HZTcWzv1Nx784Rj452ufjlAWYu8ehhBCMFqpHxW95qaIqaH95+yMOdXR7ZmxRPNMXzwPW/CJQHBRf3An6/oT5sCMqSXSgURmx+Tw3ZkaSb5c9Ml1hoFlJvk53I++wTyhBnesrTkU2fgW4UtDaorn/PJRPNVx3r3B7r3l9XMxUIRsUm5KJChbZvmG+jz+VzlQVJFWtINc22qE9hy8sYbhdrtj2cZQQLdqdG/2YsTZuv1QSn2XtfM78JB7fOuPj5IfUE2K+xj0a4mxXmKJfXM4H8ifTMI0B+JEStPHSEPKBOc8YPDK6A7T95xhg4ev+Q/FyInreSJNlsQ7Pl0YcV40mJUoGtUUUIiqoxXMxGnJ0UjO9bJg8D+/+k4H/97b/L//beBX/r7gO+/0cf8Ytbt8j/asLOxwG7yDj7/cBop6TOHYt8RH4Sa6QOncwxLkxM6GukZmqqRAkuRbFqthT2yNJcq8k+yWgOPebEUEdFz29J2wvfs/WiYrPq7djUVwt5s2cGNwpdTHo/tKZTX3uf+3AcXHq9h0SmEhK+jmi/tH0i1bMhhCw2qiukkWnbw8LtNahIoPxIvMooxEddSYG+cnpp2VNSUxC2fFS6NHoqzU7dtu8ScYKNdr9oe1ohd63H/Jv0o/ttRvsj014dWv16qX3NlsecywqgcmBnquspogLU782xHxTSM+d6yeSvxpRtLPVfjqkOAvs/eI6qMj7+8V22P1LsusDxj8TnnxnHyDpqp5me2Ce5xwAAIABJREFUT9DGs7c9JzeOWZUxW+SU05zscU52qjAfZ5Q3PPW9Cvsop/j1iPkbNdPveCYfZsxfl2a9ZkFHnJpJjEcfx0SuuFggaWixwFyHRKS+SrQlnSbWQMR6njY1jZjwZUpFMw4rPZbsNNbDtda1g4riV4UopPsOak1+FpWbnRp/lGPnMH3dkR0ZFjcd2ZGEmyzu1hT3c3QJZ99toPAsPthh65kwjfM3A/VrFaOtCtsYHv35bbY+VqggzVBdIZNtAtgFTB55sn8D568f8Od/VvB7d57yd//sL3m82OGXn9xCfTRm6z5MPlGUpaW65mn2HSoY7IUiaBObmxqJld5dNuPNTzRuWw6fjNnld9dbGetd016NqLmxruqF6OjLrE/fJLVqHaFq/3tQqCWhqhWh14xXOQijAHWs14sW+xD743Upp1WMnw+yGNBMHPknGdWeJ1SGbKFY3PRk4xr9q4mMm3dnXMxird4PK8zTXNwiTpGdKxa3HfpCFk7DVoN9nEtYymEDTmEuNHYqiaajPzzGB5j/i+vsPQ8sriNR/yNPfm3Bwc5MSNO04OJoApXmfOTJtyp2txbcvXZKvX/B82tbPP/OCPs0w84U/OUOP/7td3G3Km7ePKX8kwXP9w44/Hlg8puc2esaxg57c0GpR4yODCH2inJbDn1qsMeW5qDBOdPFnZszizuoGT3IaYhEtYn28XhM0RI2Ue8v+1CZqYmNe4XUNvtyrg+xR5ZaLBcVgPW1gf3PP9VMJSS84mi/xIpOiZI4UEXIvNRAEbpif18EiV89l0gmt+1w4wY1M2TPMvDgJgG/3RAKhzZeOpzXWvr5VFJjpRciA/ixJxQONbUdkTKz2MPBq653g64iuWpi3dSr/sOa0EGFpSKkYDm5VXTKqB+t2uF0pahu1YweZHgL7q0F2a/GAPg7c7JfTPA5+Gs1k1+OKA8D+t6U8x9f5/a/rKm3A89+BFt/eMTv753yqyc3uHi6JVHDQWEOSqrjgulPtimnUB1IA96t21OywynnF2N4OKJ4omnOc6rXK+o9w/ijjOrAM/9uSfa7nPpQisKlFqJvd5L3GzRL+19bLD5Qp2Aw6Uz4fOhPZNrzXpDJrLcBU4kKJSpKVKi0TLRakmCnijCREIDqugRNlNc8YW4ZHcP52x5yjzmSxL7ZGw4Whq0HhsXhcoKMhuxMMb8rMc72AqbfcSivGH0ULYDbooKarQb1PMe8PyJrZIxcvBFortcoG9CZx2YNISi8Dpw9H3PwE8PBryp2P874+I/e4Lc/OOT2wTlv33rGx9kB5/kWo2fSuNeeaeoDR33gCMbIe9TS0Dc/FWtqO8mstwPFQ8Pi90rG74+Y3/KiQLU1UXHc6gaabVGy2vAJ7WOd2brJZfv5XGZ9+iYQqyGhiiqnIi6w+Nbut6yDUk2r8LU2aLGqtcq223JdDY8uNd7KfdpFJ3UqzaDVtZL6PGfnRHH+jpN+Zu/vUO7LvmTnGn13hvr1lvQsGzvMNBMiPJNa0XrPC9k6Nl3biOZGjZ/nmF9usf0wMLulmH+nQucODWxPFsyqjPNHO9gTQ7FQ6BJMCcHmTEfbnGzJXCOMPGQB//qCCvALQ/Y0Y/ThiKfH1zGvzZi8e8Kx32fnwwDBsril8dc8YdtROYWdqq6hbrMjgT9qIaUI2amhGYvipOYxafV5Rn3YkD+1VDcbaei762Tu0ZIrI6qTCvG4x98k5eQ3qd5zQnK1KI2t1W9oZV+5/BnGdyJTCQlfF/RJFLyYoBdXvvzYi4K0ULhdaXxKULhrNdQKe2JRAZpxoL5ZY0YOf5qRP84wi7yzmwQrK7qtncMbcPuyspU9y2gmnpAF7Kkk7ui53NGPYlLR2HcWQ1XppXr2TfhhTVhphNr++CgXVwYdkqQWyYiuFfWNhtEnGT6H+lbF5Odjqr2AfmuK+mALXcP8uyWjD0fUe2JrKf5iGzuFj/6jwPff+Ri/GPP4/RuEX17j+iNH8bSStLJdy/zamGYsyX8o2H/fw/ua6e09Tt926MMSdWfBbJIz+Z2l+OmI899z1D+coT8aY36XU91sGD22lLdj5O5NUSOaXY8pNfXussGwLuUHWCajvKhGJXXqi0d77ugRVuVi8lxY9jjzRqEdEgMew3V8jvQ22xFrsq6Ag4rRhyNZ7d9xUCuJbZ6A3qoxDwqxvu2LvW9xw6EXQkyCCuSnhsV1aS1RPLKoRqxRLir5xU/HbD0MnHw34L4zl7fglTifZxZ/ZqlUTsgC4+sz3nz7CWd3Rvz2/h47v7bsfeBpHmzx7PY283sN4+sz3EFDXWdkp5LqF5ShudbQ7Dcob2UifuCpt31nVTXzWENzbNHPM6r9JVlqj6PPozo1jrVTXibcpmpXTSRUoT3Wsu2Sz6iPV+V8v2kC3XN9dN/rNjkypkcGG9PhuvRcOYbSeqQdg0sSpRZG6npqcHue7KlY8tRZJlbl3GHPMyG21pE/GLO4EQhbjvmzCdsniukPSrJHOYvbDZyNmEwV5Y9mqKMRdqYob0o9c30g4VP2zIjd86aTBVEd0L+aUDyD6R3F4t0FN66f8/+z92Y/kmTZmd/v3mur77FlRO5Z+9J7U2xxSFHkNJehwNFIAwKCBAgaDeZBf4KgNwGaVz0IEKQXASMJGlDCEKIEaTQiONyGa3eTzS52d1XXmpVbRMYevtp2Fz1cM3PPyKil2RyRVRUHSGSmh7uHu9m1a+ec7zvfd3Tcx+WK0/EanQeKtYmr/aRAakc493+cBJ0Kyp5EdxU69aiWHhiSjQzTrSj3U5IDSVV0KZ6Zk7w4ZqIGdB8I0j3JQsQEWzm6lBitatqpwMUWk/jZLB3X13I9ox2MJdVORfgwREeWYCHQHU3wIKS6YgmPFMWOJjgN/Cxa7aHm6Zee3heeeOEjYb1thknt0tB75Vw/sS5W18RFz/uQuCymLuMy/qbE+a7IE4VUzcfu2FZdzypHcOxhcgSEBx6Fqq6WCOVwi4DgMCSc+cH/csMgOpq0W4CV6DLwOhb1DJXJA8L9EBxUm36gVU0VeqNCTgJPX5D1zaIppOL688SXCNWnJlYTCnwyS0Nzwy29VOZetSo6kRTXK4Ijj0hVWxXpuzHZNV/gyDd6CAOLF0ovApH6jmnn7Yj5Hc3tZw/Qsy53f/cOg7uOTQnFCA6/LKn6MbZrCHolvW7OIo9I4oqiDMje69HZFXQO/OD9YqfD4oWS3tUZ5opkcpbQezPCPuyQvZwT3YsRuaJc95LExbYmOgpaSepq4GcC28TdgO7Y5YB+QwtxK5THy0Lq4vjLNFRWktpGbQ4nPBoQOf+WK4aojUKpbYQnep7qVu0Y4gNF1fcUwXAimN2yiMSg9mJkBbPnNMxCkolgcc2j+ibxKHy8p1jc0l7KOvaFUzj2PmXVhvVI/VyR3lOkR47Tl+H6j+/y+GxAfpgiC0lnV9J7aJGmRjorKIZ9Ht8eeDW+zQx31bB/2CU6CEgPIHlNcfrFDqKrqTYrnAxJDgTJkaAgoBoadM8P5zeqZlIrjzoFEEz85+7eDZjf8WIV5ZohnHi6F9Aq0wU5mKgpVn3jTTV0NHjSj+d80vlp2N8/RrHoBIhmpsbWvkWNDLpa2R/rn6ncz436fUEsBT2aglYLROLVTcs1gysUqhBkVzWMYwLr90458UV7vuEQyhKOBdGLc/jmkPkzFaFwdO4qZs8a5FqBPUwQgxL5OCFYePpquJVRniZEjwLCOWRXHMX1irRbcnLWg9MIVQqSY8HgfUvVFd7AOgCcoBgJsg2w8RKFQ0CQ+YaGyhU5KbJXEV6bk9MlPpRU97rkNzI6z4+ZpgM6DxTdB5L5UCE6GmsEYurVgnXgsKlDTWu0KrXIQnlrFwlUAhMBhUJ3HLbwiJuQ/noXiUFWAVo5hJGYjkcBTepnvsEXVWq2VGVt1/V51LVZCz8C4npZTH3McGLF9LT+//kQTjz1vMu4jB8qVi/e1XmkZui6RqZkLpGZQG+XqJMQrEBfLRDKIQ9iorFXJdMbFdHzGTaLECcR0X4CeYJyNZBU3zydAvoOczPHVpLwcYTuWcxIo05DbMd6zncpW8pCK37RqYUpGndy+HTccD+rUd9UlqaV3py3kd9XRrSStGomKde8+WQwF+TPFCR3Y/IrBnqa4O0OAMVLGeH9BBeAvlKSvhOzuKWJ1nKOfvsa3V1HtglHX3VE1+coZZFWEDlBEBjm45TJwQhRCSYjTdgr6X/umOz5iPFxSuf9kPTAEZ+GTO8M0UNDuJZTfLWCex3iuwn59Yp4N6RcNz4p0rIeQPY0P1F5hK1RPzORT+ZF5WcTG3nuy7X9AXHR3Mlf5vkNpZTl3I8wK8mspTVQlQZ0CsGipvBUQJ1sVVcsTLyapB1qxGlEcijItv3mF+0Hft4qNSRnYas+WQ5dnTgKytpzLJgLsusaUQnSXW+m6gI4+YJj7aUT3r+3Re8HEQPtP184dYSZJVvzogDRFKKZY/SWw7yvKEd9sm2H2ClRL08Zb6X03wzpvx0wvyVhVGF2CjIRkxwJgqkA50UndNcSziQu9MIp0Yk3oY5OJXqz3oCVR1NdbJFlTZlqBClyP0tmI+9NZTp10m+BsEatPq509KflWjhHa2zEJxD1F2zQKenaAsup+ue1hD9QN1o8cu8UXi49cojcz5W6ZtYq9VL5JnKQWMIDP0PVKNQBcCsjeNfPmIo8pD92pNfHzP94k3zDMbwxZvr2iKAUVKlX5rOhV4NMQgNHinAO+brD9LzqaT6PkEcRnQOJKiE9sEjj0B3pZ6n6/j5vuhY18P5TppJeAVA6xDwgOpOoXJDsBthYUWwYxHpJrkKiE4W5nzK9EtC9OmOuuvTfCojuxRRXK4gspuuVhxv1YVfP89lGabXyqn0y895wciGpRtab+K5ZGHt/LU4jT3NsEMFayc8FjmDihT68HYxoZdQvpPRdcP6bc/nDxGUx9SHxQYXR+UJKONEeePGp2V0u468lVrsjTQelphLQJLNzCdbT+sK9CN23yI0c9TBd0j2+MIEyQB4k8O6QBO+tUj2bYQOL0f5uKZUjCI338TlJid9NccpR3Sxw84DwKKBaW/rz2LQ2zkv87JYLHKKoFf4+bTfYz3A0yIus1an8XECtfNfz3T7Tt0Rzgd7WdN6KWTxToU5CvybWSqJ3/LyUeXmOutsB4Tuvyb2YcuSQ/Yr4mz2cgMOfK+gOcmQWUex2SQ4k4QzCme/0JvVncgpkGeBUQLbVJXu2YvvmKcPncx6Nh+jvDundB+EUJuoxfd4gb2W4+ynhYUBxy0ukl1uG6FhRbhiS3YD8RkV47Gkhsja7dLH3KNLdZSF13sT4Mj4iPqr4PP/zlaSmVVOT3h/PCS8GgPPqajau55yaOaq6EKam8tjUED8OqYZ+70xqiXG3kxPdTwBPWWpQKUJLeug9pYKTwCuEAeFcUKxbREcTv5cQjSHfcujnM5Kk4vi9Nda/LwkW/jpxygtPHH0uIH8xh1lIdOxnPBrvp+gMug8E5iBmcTVC7uRMX4He2yG9e5LyJCa/UyKuZyzimGTfNytMLNvEOJx41Uyn/F5uYoecBOgOfk+uGwYIoFbrcwrkHK/2l/nk0iaO8ERgEp6Ujj6vcvZpQKcuSpov+rkDXO3H1SDSdkWIxtLS4kTDbpeulkxfFv+y8vSyYOKl0SlrlER5SwnT8S8OJ4LFsxViofxHkBBGmnhPEP/dQ+a/c4XxC5Yoi4knIL46YXxvyPB9ydnna1n0HLKBI0or5vtdBseCcgimb3GxQYYGN47o7Eo6+9ZLvhvIR5LFjqPc9Aa+UVwx7GaE0pJVIYsiRPRh2MmY5jGzYQdxGhKdSaKxAKuohgLXMeiOJD4VBHlEHhvSzQWzokf6WBKcBeihbuewsQJR1DO3E4WovMqgWkj0yCBnEpc6gpmkHGrCg8g36+7FlM9nJG+m3oy9HkMIT5Wfjyr8teYRZOmv4yaPWvX8uoii/SPQVy+LqY8TDexbD14L23CMeZKaUNOlRH3RrSJVl4jVZXxkrBZR9ebd0ua05xi37ukbnjJVbhrfZX2jQ75lUHcWuJMU8e0BaeHloovPZ2xvjOkaxcm4i9lL203EOShSh0s8B3p4K+PwpO83qqsadzsjuJ96kYukLqTOI1HCtd4ay8f+mo7hZfzo0e53ngIkK4/c2ACE9v4demCITjxvPXoUUY4cIrLERyH5qxnqQYKsIH81Q97voCpBsVMRHoRUfYvdLEm/n1KsO8prJeooQn4noZ85P0zdg2zHMdkpUbEhjiuEgGweIQ5i0n1Jd88xeldRdrd4cE1Qvpqx+eMHzIuI2X6P3jsBvbuKmYhx2yXJ3RhzFqK7XpkSC0TWJ5gLtRTXyHzC6n3a6n2/kstrcVVW95Lm99Gxeow+7r7QJj5ied814FRtmGqW92BZejEUWXiqn5ovaW0qh3Ld+/sIDeUzFeI0IpgJ8i2LcBDOJPntguT9mGIdVEfT+/OQ8SuGYFZL/q+XiOOIdN9RjATFjkZagf7egI27ENaFlO5IihGUI4u8MWd7OOc07aBHAd1uznp3gXOC3ZMBi+OUzn1F/66gGKdktytmL1Qkj0KiU6iOQ+xVg1grKYuEaOINT43zCWgwk6hJQNX39EYvuqHIt73vVDnw+7VOHTLzCFQw8/NgwoKoarXBrEaiZG158GEzU5/kQqqJD5qROv+0FW+99rmuPlaGVsHvIiXExnOqeX/h8EyOhcSGnqoWzAXZDY3Ia3uH0BIchejU+XmivS7mqiOwnjK69vP77H9rh2zHEQDDNxXzG47e9ozye0OcADMwdCONO6rFqBJ/bxaRxc5C+u8p+g8MTgryNUG+KchuVgy2Z2wmBXkVYK2k1IpxkVLkIbaS3vfPwaCTYweSuQNdRj4Xlp614KyXNa8qRXwq0A8SiuvAWokZxwQzge7XBXxQG6373og3KC689LxoCh9WgIuWrSOeKIa88fTKeZVNU8ULWbBKt1zds88jrBehUj/kOr8spj4gXO0O3pwIYX1B1G7kzQl3PuFtJKM/CCK/LKQu4yNjtSvWJHZV7ScVLWelXGJ8AnvFi0Ukj0LyF3Jcpgi/1YceFJ/L2Fqf4PKY/K0h2R8kSA29VJBvOm9eKiAaS+J7IKzCBhGTfh/7TEnwY6eEr48IH3bQX5phdzv+GjiPRDnhu56VXAoTXC71T3wII3C41uizkQw3qU/i2lCOcCZYvJITv5dQrDtvnDsRzJ+tEGeRV0a7oZFzPyNgb2ckb3TIr1hsz9B5O8YJmLygSa8sEMKx1s24GhUczHoUVcBGb+F/X3fB+q0F2kmOFl1OFwn6nT7r37WIuzGz6ynzG5bB7THTpEPnjZjksSK7bSk2LPGJJL+qSfY8GpW+F5HdrogeB+i+74o2iIcsBbrfUEX8jEmr+Ce4RKfOxw97LD6qMLUgJK3iXEM9tStNzCaBteGSehXMJOWa8QWyBNc1RA8ijAejSPeUp/LV8srg2VrJIehfOEN9Y+Sf2NcE+zFFTZ1L9yU4R7ZjCfsl5nFKfOxl0HUqKNaEN1cdVXR6BaNORjcscT3BLI+ptGKc+Q8x7OWUScUk7NF5PyScA/dDsuvaiw0Q0H0omIsYe6XEdSymlK2JtI08ChfOBflQI4+kz1kMuI5BPVTYq4b0YeiLq0Nv9BudScp1Q3imWhGiRkpeGLGcVbMrJ/PTUECdj49CqGCF6lxn/KuIBiuvFysP1s8XeqXhvnL8GqTfVRIcyK5GPkyo+g6XBa2EPVslnW90kF8/YfLaBsEdwZoTdHYFZ1/UVLs9ggjCFyfMTjsMjgT5FUe6npHlIdHMqwzq1CFSjask6cOA5NjLvE9vSGbPadZvnPFvbu0RSY22isOix950wGSeUOUBLgv8cSgki1yhdixpVKG7krIXoAqvOglQdkH1KyrhECZAlaAXAUG/olyzxMcKNVPeZyrwFElZCmxar7d6Rtwjf6KdN3MSyCW65xC5FweyM98UE5VH+kRZe05VSzRRFmKZl9saFXbNOeLJIuzceX9qbupjxGUxdUG0aFIto9j6ClT+5LjQPk1pMsLPj0Qegm8lGy/Rqcv4sGgu3GY9raJSOGxUS6Erf6O0qSHaC6mul8iz0CvhvLhAPE6IZgL3t8Z0w4rTe2vMv73tJVtvWqpfnADQSwqUVswWCd20YJjm5DrgdNqhOE5JHwWM/ixicTUkeGXK4jil++c9zBcy5IMEva6RM1X7vXi6n5p57rMon+7eX8YnLxrTTp9c+UaRqLwikpVeZj+cKMp1Q/wwYnHNwCT05/taTvpG6h+TzhcydypEIYlPJNmtChYBKgO3VtF5K/bqfy8uWOt5NTQlHbv7I9IfJKRHjtTCQg48lz8WjEMoB5Bf04yuTvjiT7/Ja89dR7/XIzmG3j3JJOozuDpleisg2VUkD0Ly2yWcRu3N1M/WgIgN0oTYxBCdBeQ7XuGv8SSRtYlvqywXLu+ul+jUSvxlku5zyWabsNYGvc7h98Jz9D9EzQARS9plo1ynSkEZOdRYriSxeKpepkB46pOaS4KZILumCXcjyqFveg7fs+x+3SJmASoHNgs4jonOHFVf4PoVRnuRCWlAJ6A7gsV1i9os6PcyNroLFlXI42mfLA+pThLiw4Bp7LylwNUFvU5Bup6x0IL4SBEsBNGhorxRkt+yYCN69yRzHaPXNFUfP6+yEOhurV42F95zK3T1bAhQSaSmLQBcPfOIrRGASqJKb/AbLBq57jrhVDxhbvojn99PSHzgNbyS5wl7QV7tVgrQVS8JgacFnlvXDUJF3aCR0hdPxZb2BUHkCKfCj2GVjs9f2eXunw2Z/CcTHt3fYATIXoV4HDN5UbMeVbh3h6jCUa4ZdroZ++9u0p1Btu1wPU0Ya6osIaiRoGxTMr9tuP7MEX/ryl1eTvdQwrJbrvHuZJOjwz7qJES6ZbMBwBaKWdKhu33Gnc0THihLORsQzrz5sw0DTGoIByVmEtB5LHAqwPQ0DCvMVHplw6boDPz8HvXsoxXLa9gXsP55NnRePTjxyoWmY1vVP7moZ8gzTxFsxWlaoSDX7hNetv4CCPKi8/2XiMti6lysFj6Av4gKietqRKFQi5pmFS6TRtG4iKe2Nger6U4XvO9lXMYTIVb+XuX1Ug8CAy6yBFOFuVISPYiobpaIkxCVC+ydDHE/RUqQr05ZPOwRvKNIezB9qWL7xikmj1ncG6BygZkJkmNHvwIbdjlJBItth7uV0duZ0btT8PjxiO6bMfzpgOgrM+Z3BPG7CeWtknA3orpaEhxE6HWNOgswPT9T5bManjQZ/hTfgD9Vca455JRDatEOUi9lgf2MBTW9QxUg1kriN1OyZ0vESeT3x74muRtTbFhEaIkfhFQ9x/aNUxb/8oq/0S8U4Qz0z44JhGP+F+tsfM+RnGgGxmGDEpPIuqso0IlokaHeriP8lkN3hnz/2XXyVwu6L0yYbaZ03okYvhEwpo8clmQqpPt+gMgVxZbvypfrhvAgJL/iYBp6Xr31cyfgi8lqzRCMlU+AgloqPfCIhlf0cpeF1F9RtMex2S+EwyGW8yjCo0fUxZVrGjZBw9Oinm2pRSuMaBErXE27ijzdTddzKrLyazvezNj4nQ4n/8GC4kEf86pk88YJ9v/aYPKcY9DPsH+WokrHfOi81cRZhCrq9w8F0+c1P/Xlt3ihe8BuMWQvG7I3HjA/7BCMAzpnguSoobBKxv2IuQBrJNFGTpGGuIcR8anAxhH2Wk5+uyRYRHQfCSapwnU1lRaki/q+0FgWaNGaxFrlr9Ni5C0tyqH/u+rVsygdPytlavQV669nWYllHrlKffssNMXO36NWC/x68Tnp97ymZmrrpnbdiuXxcivHDtpZNWz92qAWkgpW3iPweSN4NMkdxcyvw1unV4iM46eu3+X3vvFV8i1QykIlkKOCybTD2kPH4qqgd3VGrAzpriIeW2Y3BSrVvmCbScK5oxwIZjcd0faCl0YHXI9P2QhmSCxvmGvsngwIDiI6e6L1zmpQeZ2CjUPmo4jnhsdEm4bXi5DCpCTHgvSxYDoIWL814cgJ3GGHdF8wGUakV2dUIiY+EVTbFqcEFKq979hmzkza1qAbuTx2wgDKi3OYpmhSXi3TBH7O1XTroiqoGwJtUfv0+b2QxvpB1NaPGed7D5/ZcMItqX11Uuj9BLxZWXAS4hIDV3Pv86OF5xo7sF0DWwVEtnWlRlIbi7l2xuoiBcDLuIw2VlBOhC/YZenXmO4b5GFEebWCifca4dk56m7qO513ZlTv9IlPFNOvZXR+8ggczH/nCsHvDgmmnsqRPVMy+7cXTH5uwelXNfmmo/NYEH+3Q/n9IY/vr7N1ZULnpw+96eN3ekRrub/ZFhI9sMjTED3ytC0XrFwrobsspD7JsYqQCurBXa9wR50E4ASy9qpRU0U5cNh56M1TY0Ny4AsWcuWT2VGFehx59bN6Hq+zb9n+0j7DNwImz1levfIY86cjbv7Lgs7jEhNLqr5isR0yu6Y4+LGAh/+OxfzHx9z4R++g/sMD9n7GcfpiSNmXDO8aNv4gonhrQDIoyF4qAOg8CHBaogYlTkJ8oJCjElUIXGo8h39gCGvqU1T7TQUT5YfxrS/edNfLozdCB57K7VrKyGV8SJxPUj/ua5xolUbP3zZbZOrcy5yo56cC11LebOigWhp2qrxWa6ypqlXfUhUB8djw959/jeGbkvK5jPmfbBLOHf2XTyi1ovfQgINqzdLt5shcECwcQsPiquNnv/oGf3/z27ySPmIjnPN41mcxSYiOAjqPBPGp/zxeFRPCo5ByGhFGmijSyNC2zYlg5g3V435B1fciLLIUqNS7Rqvc3xvEasIPrey5nyHz72V6hmAhvDpb4UU7ZIm/fstzx3gVRTmPuH4a9/KL6F0X/OyJxNvyxIFxspFC94+3M1MN+g1ga+RQixZzlSWhAAAgAElEQVQRl6WfYdOFqulpEqn9XmuHmuRAYZ/NOHpjk/EzAbuLIfGpo7hiqKZ+5q/fy9DjiKBwLK5arg/H7J0OSA8d4cJ/lkEvI4o0wcIXe2Uf7PWcO5snXE3GKBxzG/PN+XP8zu4L8H6Xzp4gnDpk6QhnjmDuiKbOK1KeSaZHXfYWA7SVDHoZ7k5GvuF9qZLdgFIrdtYn3mOw8vOpN9fO0B1HeuCQ44B4mLfXK8rPdQFLGfnSI1GyqJlhzciNbYAJfxw/ch5ztSGwCmZ83H37h9jfL5EpVlCjFhIXoMF1TOuvw42M6G6KyiPybYPYKnDOU1J0FiB3E4ISP8eivKqO7RtPiaqLLyfdJUJ1GU/H6gUrAee7iy7yMypqrjAbFepE4RJDfC/CfmEKb/Wo+g65WSBe7+O6DvH5CfaoQ/mnm6R9yL6y4Ku3HmCd4PX9Hcoi9Ep+Ata2J6w9k3G6SJnsDon3A3pvh2TvbjG/ZRg+e8bUjnB7HcrrmvA0wNzIid5JKdYr5FmA3qgIjkP00LRIWotOSbf8fpdL/m92NIhUq1SF56vjC+SG4iyopWg7Xmq53NYkj0LKkcUdR/5+NaiI7ntUCi1JDwU2gBubZ5z+i2scfdnxfFQg72u6v3zE9/d32P7TkqoXcPgVP1CPw3fxh5a126f8+OZjriYT+ionXq94fe0a39y5xeSoQ/ogpLvrGL4Lp3GX0XOnTG9EdB8KsklA59aCvO/nW7RwXo5YS2yEZxYY2sFlFxvUsaTYNIRjL83bIFE29shCe5zqDuol1e9jxkX7QNv9X/7/qZynSZxqBKpdo0+8h1gmTnVHW2pRiy/UynZ1k8qGEOb+fUzPEuwmHH9O8IPpNumxZSJg+J5ldk3y3PCM733rGdKjkqobI0clN0dnvKlHhHOHiQTcyLiVnvBGfo0H+RrvTLY4Ou7DPCCcCtJjD1GYsJF6d765FQfonuTKYEYUaM66MThBcgz5jqK/VXDS7yLrkYFBL2N8EqFy/82d4Kkuvo2dpwH2vFrc8rp27RzK6gxaK5oArVJl+96ran4fdR4/6fFR1+/5nG2liHUNNX8VmlilBzYy6c6LqBD5wrYcWcQ08HtMfY4bSqsqoDecU3yzw/QZyzvHm4SBQAxLwnsJpuNIQ014pjAhuG7FKPbeUumRRZUWG0qeXz/i0WzIaeU/sEkgijXOCV6f7HA/XGMrmvH7j5/j5PVNNr/nC6Cq65kApikUnV8PyRE4EXE32mR7a8xaJ2OQFNybh1THIckJnB71Gd48pBpYgsyr+13vjLl/fQ2+3Sc5kgTPasrYoUoQyvomQ7MOld/7TcdBIXH1z9tr39VFaSsEt9JYsAKk9cfziXN0ToTi/Pn6oFhtMHxEXBZTsKT1rXTYhRNeZSVwuI4hfq3D/NmKZ5/b5/G4T/awTzj17s0ycVQ3SzqjBdXDAeGRpLzmZ1psalsRgVWE6rKgugzgyRuTFeDcUvSkFLjE+cT1KKS6URC/nZLdqlAPuogQ0htT7GtDTOoI78zIDjv03gtwP3vKl7ce88dvPsebv/YS6ZFla2yput5bJygcJoo5uLXB/NWCZCOjd6Nguogxd3sM3lRMixHy+gL5Vpdqs0IcKWyhyLc16jBC943v+tZdJaF9AehFKJY02E/djfdTGE/QVpxAWLfMH5rZ0Sb5qnziZmLfQZQFuFFF8m5MsW5hFnoUZ1ShjkPCmWP8oqOyksE9w87ffcTdP7rFetfxxfU9fvs7XyY+nnL0pT72C1M2+wuMlYTKcLt/Sqoq9rIBf3LvDkYrttan9OOCrf6copNz2O9jo5TuI+jdl8x2EvTAIGxA757C3pA1fU/4xlenRtU2DMHUm7vKhfc2oVzSRIQGM7Kohm0ArUnsh8rrXsbF8TH3gdXxk/b/5x9olZ1WHqrDKeriwiNTDZLaDKcvk1sQHc3g24rTnyz4zp8/x2hdeHNQAboHu7MB8YnESW8gujac87nhHq/vXEUnMeHcoechb8+ucJj3eHQ6JJ/FMA2ITiXJoSM9MlQ9SdUR2MBfW8mxQ1hJYTvsK8e1tTH5zSnF0ZDOviOYKJS02L4BAlQhCAOvLqgKvEG6aCip/rOpEqquI5z4BLQxW10WS3UR9sTwvXvy4l8xmf1hztknNlbR+B/huU8gUfVzm8caOil13iekQ2UCd90QHIVe/KM+Hza2Xt6+C7MsJi5BbhbMH3fp9jzFT2Ve0Od42iU+8ZRNBJzmHYIzRXqQUfVDzHrF19d/wP80/QnPDFAelZVWoJ1kf9HnRHZ5S1/h+O0N1t+A/oOCqhtQ9gNsADbyaLwLQBYQziE9BFklPDaCa1dPSQJNNCgo1gM6u4JwP+RsI0WslVS9lOTI8f5sne3hlEnSRxWgjawLfBDK+ftK7o9BK261UtA3TRUngPq6bhU922LWtY2xtiF4Hl2VF+zXH1lIf/i5b+KymKqjkTNv5SvXKsL9CHcrI3y9g/3xCYPAsP+bN+gcONgRZDuWcqdCzAM6P4ixNsY9X6Fvl0TvJ5TXS+Q4rD15xNL0zX7ad6jL+FjRXKTNchBLXrZNLKKQXuZ3aJCnEl13rWSiie+GyB8/I3t3QFyB/NKEbBbTfztg+mrJV9aP+P6vvcLz384oRprjVwMOfrEkSirW+gsmRcRkr8/wdcnG70XYMGJ6o0f1bM7VL+2zF18h3ZPkO8qb6Z1FlFua+FGIfWEBpx1MUku5DrWfK2w2LydaZZ7L+ARFc8Nou3jeU8XVP/PJ6fJ5LvAzKOXQ4Qr/RLdWEb8Xk1/TkCmSI4mwjvDWnL2DEevrkpvJnMWfWR79+xXjKmX9dXBSkG0LdkZTfmzjPpmNqKzi9dNtdt/bJJwowrGgO4VFnHI2wBdDmxk3Ns/YFY6569J74Fjc79B9YcJie0D/HpzOI+xAw26EmAW40HfvTd8jTXpo/eD/hiGceDRK1cWVRzhAd/0Q9OXM1EqcRyg+6Lb2w9zuPvA9VpN+2mTV1g2bRmXXSZBl3bDUfh8N5spLptfD7qJGI03qcKUXa7hyZUz251eY3vbd8KonKEeWo6M+/QWUw4ByJIgcJLJiOFpQDhLChV8AD2cjHh2M4DAmmnkqbDSBZGzQqWS+rSiHPqlWuaf9pYcOqSWZ67ILjHoL9rf6hFPvsTZZJKRrGcVoQDiBrAy9RUEoavno2jeqqJX9prItmJq5Mz+Q34wcNAWVWCaG55q6F+aM5ymAn5U4fzDcBY8/9Rz/gFvZS50UTxZbzTJWfv8xon6OFrjQosaSqm8xpylBClFcYY4TyqHDWi+tTmDJj1M6AVRdgQgsh/Mu4UxgYkW2qVjbOuVmdIyxkmDuf4dJHEmkmeQJiyKkKgN0EZAcS9JjjdCuplkLsiuuFYKxoUMkAt2F5FCQHjhwMY+DIZ1egVKWbEsTTkOCueBsv0+ylrPYcQzeg/f3Nrh+5cx/1maWrG5uOF0LbDVWMNDef/y845KO2u4DgifQJ+Hw7+H8tY89p1uwfLsnzsFT5/oDqIIfJz7zxVQzxyRcA4E7XOwQkxC9UxLcTylfybCLiMFvRIyfg+1/8D5/Z+t1vje/hraKzITESvP22Rbud3dY3JQEr0zgBwOq6yViEjx1E25+52V8hmP1BtUUVc4X9hhwscUZicj8TIc6DsmvVajHCYsbGjFJ6O1Kpq+WXOtm2NeG2Aj+va98h9/8ta9x+5/vs/eL2+Q/M+VXXvgO68Gco6qHQdJXOZ3nS978sW3+8OGzLHZ7jL4vkQ8SHn0lZHBnTD4fIe8n2Fs54d2E8ppBdxz2OIGhV8Zy0tXzgZ6XL4slUtXYBlzG3/CoQcRVtGVJmXDLG1HTDK87hp6O4eXD1Ux5dTFq+fDIEu6HyBJOX3G8tHnM/d+4w+nnLN+6d5v1nuSXXn2d3/iDL/P8D2ZMn+lSbFgWVchh2ePtsy0e318neRSy845FWIdO/GdMThzxiaA8UywWXU6SiuubZ7x/GpMeBAzec0xuhsgX57gHXTiMCa8tMHFEfCrJr1cI41uUjZCBsAJCh6jAjizBTFFu1qiUok0622FommPEp797/0HxV/W9L8jgV2snh09ElaEd2n8qqa/XpIm9sTSNP1Do1dKqdYucCnTXv1DlgnLDoE5DFtuCqAr8fNxmRXgUojsCt1YgD2LCmWO2oyjWHaETvD27wiKPiAMo+/6ieHQ4Qu4lRKeCaAxB7lClwwaCciSo+lCsOT/DNPEWAeHUEU0cKpdM4g6Lmxq1lZPPUpJDwXSvy/DWmLIPnceO44d9xFZBcZAidG0QXM/suNAiK0/ra5paNqwLrWiFFmjFCipV/3Xu/58ptPXDvucqIiFXMm3BU4Bem8o1B65GRp2sC96KWm2ufusAXC1chgRR1oiM8BS3cuTVcXXi0Sg5FyyuG0+5dkBVGzUn/jy7XHF60KdjYHI7olgTKCd4bXGbrAyRcb1/pYYiD5mddqASiFISTjyCioD59YT5jiS74tADA9IXe600vACcon8f4jHohwmzHUnSKwl6FfmGn+dWU4XpS6pNg94LCO8mHHc66HVHNBEUeVTPQeFl4pvCx9bFf4Ufl9GgV+apVqmonv0iajPllXP517Qff+aLqSYabwBhPG8+Og2xW35IeW1jTPWr25y+Cv/g3/0thsGC//pbv8D2b0R09itwkF0J2ftZy+d+6S7v/eYz5FUfd6OAceh/gcTTthq6yGUhdRnw5GZedxNxoi26GxUx06tQpwq6GnUQ4HYqwrsJugvXbpyw+/4mV953yP/ogD/Zv8ON35ry+OtX+Jl/+E1uxSf87w+/zMG3t+nsef8JqaHqwuK2ZvPGGZ//ytv8xc411DcGjF4PmI5i5HNzgu/2yE8izE5FtBuib+dE76WUtwuCxxHVyM8Fmo5tYfcnTE6b73i53P/mxhPc8vqxhtq3+jQrsKquHhrPMePPt8ql9/GZB0tTyoVApxDdnPPmw23WDxz9nzlk+nvbHH3V8trxNa79K58Mnr4sCW9NkcLxjft3kK/32H7X0t3zYhI2lIShoBhKioEXhkgPLNFYMLYjzl5xrN8847RaZ+vPBOYk5s4ruzwe9eg+FBTXoVyzdPYkuXLIxsMkwKucda1X01q9KTtqAYp6VkosE9LVNudnKvn8UeOiveBDqFNPvVwuf/ZEYsWywG/PS9PNrrvVzS23lbYPHNGZILtmKOcJA+1pbuFYUIxAhZZg6i+OagDVyLDII/70wU3M4w6RBN3138fOQqK5IJqCKhyq8MlptikpB1D1fSElUoNJDQsXke4J/zwgnEgmx11Uqqn6luhUEZ5J7E1BdtXQfSSJDxV5x/tDqUJgugZhAoRZOQjOHxxZipbi6OfFWK5f44W1KJqh/svN+SPFKOpiwoMedXFx3k90lYnR+iXVqKmWENYKqdRrc1VxrqG0NaIKwvs52tjhtCKsgEGFy1RLaQN/XostX2RFRwE2gukzvqmgj3r8r+6rZIuYYKOm0kUWXXkVPVFKOo8U4dSbThcDRb4hyLYd1chA2EBIQAWEDqTDdCT5ukTlEE4FuhdQRRZbSaRwXp7fQbUIkb2KYi0gfSw4u5nAliaahJhcIULPfBCl9EJvzfUZeTRZNJ6uyh/4ht0lmqaKW9oWuYCl7Hlz/Joi96M26L+i5X+p5teEAJQveAB0z2H3E7I7JXsHI1TpuPUTD/nJ7tv8N699nef+B8fad06QpcWGguRE8/z/UvLubz/Dza/fJxzL2uVawkAjFysUkZVC6lLh7zMeq+hU3aVqPRYsUHOtm43a1pK/QlKboVZURtF/K+D4C/Dy2gHxf7/O9Nkuv/Sf/SFzHfPf/s4vsPg/t9n5hmHtrZLNvygYvqfZeq3i1v8N4p9t8I3vPs+t9VPmX8gR2iHvp/S7Ofk1Q+ehQqUGE4NdBFR9i8vVUpmoEF7ataznDRsu8+U9+hMXqwPobbQ3JZZ3DOFWOOqNSlrtA5J4U0on/BBxGpckr6dMb/s3jU8c4krB3sGI+LTi9JUe5QsZQWA4POnDO106e17udrEdcvJSzOmLIeNnAia3JbM7MH4B5lclQeYYvgXTt9aQAjo3p+Rrgv47ikUVMrujCWeOchJjt0qfxFS1SWnhaVGyFpdQcz9bJXOJjVkabyq34htYJ/LN4P7lGl/GB93KziemF/1MfMjPVrOUFf+ZJ4QqzqFbolGq07W08srfwtZzJg7Che/W63no99XYb7S645qcDICq5wiHBcVxini7S3LgmwfFhqGZtRYGZOkICr9Oyp4gX4fsqqFaM74TX0pkaNHXCuY3HMWa76oHM0F4EGKPYlAebUgPBdNJSrCZU3WX1Cao12btd+lzxfpgxMsEuCmSvOy/aJP1VXS5Pfb2guP5QefwMxbnESjRaKOvrrlVCt85BL/xUSKoVVNsLe9d1dTLmk7dCjgBBF5tUadgjEDlIEOPVtnQebPfhfIITl8j+1X7+8s1ix4Y5DRg8fYI8TBBp54WLQKLKyVoQXgmCRYQjy02gGxTkG84dM8iOhqVav95i1qxxArQEpNayqHDpPVHnUtMpnClbO/9QnvNgTDSVL2a+lBJwkHpZdAzhUtNXUyJJ4+h8jNlIlipTgVLanVdYLWzj43ZdH2immvhKbTwgn3jqXXtPuRnHxGfeWRqeeBreUYpEAuFWytJ30zY+twR+39wDWEtLwwOeayHpN/oEj5+zP1f2SH/QkYU5+T7XXZ+P+DaHxa8+/Im8qUZwbtdyk3tZYIlPuGsna+Xg7OXd+PLWAmB31QM7RwfQtTGjOAKL9tsSr/zbF4fc/hwxMbUcevvvc+/+uPP8eLdM3b/sWAtnPPrv/5vcfUNg5OOYqiYvxKQb1ps4hClJDmUjN61rH1H8Wa8w50bR+zeuEZyIDi70WXj9imzw03cYYzdqLxh8M2CYDdGjwwiU60aEXiUQpYrfOVLVOoTG43qke+i1ieyRqIaU+n2JmvBJZbwIKDc0ohctrQr57y32cm/oZkXEUkBQagp8hgnHYttgZSOPIuQjxLiY3/TzNcFxUhQDR229rpyaxWj9RlZETEbpJg0oHffMXoTJuUG0atjJq9o1l5T7B2MSLYyTNInOA7gVoUJQRQSnTqCmUT3/EC3C72yVFFLo9uk9uFpknznu6HeDLV57BKS+iuPVWoVrKCBK0lt04EWFzRuGuEbfBEh6r1o+Zo6KQuoJavxQlN1Fz7ulkgdewPdTkGepjgF1ciinCA6ViTHApNAOXC41PjPUYoW/WmKlGJNkF/VxBuZX9+LCAqFKRQq0ZjNktJFgKduRWOBMJJqYCnXvB8UZyHRjQKT+FkwQrekOiq3TEAbSe7WpNQ1jKylqbGgpkTV1+8KArsa5wVAPpOxWiStrLPGLwqapqdfoE7aFXNY/HGOatq7tE+u53q2r/k1ot5HxCotXuApxx1LqBzBwqGUxTqQRqACA7mnlC6sYGNzzvhBslR3FN6TKRovwQFj/e/Gita4uVGGrLqCYs1RrhtIrP8KpYJ6nsmDDTVCFHqgSjiFyv18oMi8SI+Nahn/XGAjgdYK27foVHn0LNaIytNP5UYFRK3CoWgbBZ6uKlaKUWyNUEGN+jmU9vLpq4Xt06ITFyzkCwRsPlaca9icj898MdVGc3ylhxNlaFuDSAToVPDF7gN+Z/wyV/48o7w+IvrJY/7xK/+cvsz4rcnn+FX5E9z5PwTy/ZQrX91nctKD5wvMgw42XUEbJJeKfpexjOYibf6w8u8Wuaod7yuPAJApypFjLazovhdSdeBO94Tjb97m7Asj/uEL/y//9O7X2HpNM70RMLvl0CPNSy/s8vJwn1AYjsoe33x0i6PugLUfOAbfiTle68ALc8Qf9UheTwl+ekLVr+kuV0tkESFkTXsKLXKqMOsV6izw9Bl77jtdxicnVrajxjdllf4nDMvuX528+WK/TurCmuoZOOSkLqY2KhZ5xNrCITsaYyTx1BJHmo3rc0y8gapVnKwRBJX/XSYRVD1Pj9JrGgJLmGiStORKb4brCu4DmUpwKqT70NF9AKdrPdSwwqkAcRwR3Mmpup6O4kKznKVRS1Ps1iPGiJqKA0Y5VK3s167pJnk618G/rKd+hFhF5pt/Noe4SaSac3NeelqsPKdJpFafUnsumYhlklmj/c3siq3RKgaGIFckUYUtIRrDVm/O+8lwqay64n1lAy+rLmOD1dJfKgGtWp8NPLoFYLRCRpogNGgHzgqcEcjAejpWsz5rtNNFDiMsNlREZxJ3Haq+95eSkVkej3MFkZP+vUVFnWP44t8FtKhyQ5FqCz+3cm2vnotzM0JPCS581ppkTYG5Is7jZ+Dr679ugDbRPta8XOHtGMK68Sj88703I0thlMAj5Y2qoiykL6JCMMa/oaiW76lKB0YQKINJ/TySVwE22ERiM1HPbuER98jT712wLMptIJC6/r3S+wUK4S1/GmPssFcSx5o8izCVpyzq1N/vZSU8qt+1vnGRC4IMnBKUWeCXTAAyk4jmXmEFYaRxDR2y9pAitIjcKwm6Ri69ZkC4sDm41ArcK8f3g9ai+ICF+nHW7w+5vi9pfk2sdL1c7NB5gIngcNolv1USZI4j3ae0AWpeEcwrxu+s8Xp2nUM9YC2ce/+A0uIUjJKs3YBahMGtbH6XcRkXhbjg75UbpjCiNvP1iV4caJ+0piCFRWrHYlv6Yun+CKkd46/l/PLPf4v//Kf/H/7T63/EC+k+sdRsRjN+7NoDel86ZrEt6RxYpvs9Xto5YHbbEp84plmC6VrfJcVv4K7uHKHFkupkRZ2krHTzL+OTFasJU/vYSsFxjq71hHJYTV/xN1PlFaAC6A5zdKlITgx2FtJNSsKJZvpgwN+7/l0WVwKiicOUirRbAvUA9gCKDevNoVPNaH3O7SsnXO1PCaRFScuot0D1NMW6oRgJnBQEU0UQakzsE2mtmxmT+qMa/7ir5Xjbfbkpsla/v2VJK1k5Hpc9sA+ID0xo+PD73gU0wLbZvDp3ufr8BrFyK3/XXksNdfOJwX8tsLUyWUvTrJXugpmgP8hQJUznCcWGT96kcNjUIjUEc0EQanTPojtL9MnmAeQeyay6XhTCBr752tAKdRZQlgEIhwwcMrC+oHLePFp3HDby38NEtA1dYSA5ElRl3agSXoygPU4ChGZF6QwvKtDM6dgnC/3WX2cV6Wvm/+rj6s4f6w86n5+WuKCYb3/UFFDNIWpRp+XrRL1HtO9x0Vpv3qdBpJpZH+P995riyakatVL4gkdBsBCEyqA7AjMLcbFfj0L42T8T+dcmgcYFDlUsizI2Ck9XrQtrFztkYpCxIRzlVH2LDXxOKjWtIl4Y1WZ6VU3bKyXWSqpKIaRvaqGeXF+ymclLfIPA1uJEuGYP9ddbqAxl37MAqkr5IilwvsgCj5oZby7tmlk+K2qU9dz9ZmVxiwuOvTi3Z1wolf5Rcf6+9yFxWUzBcm7J+j8utKiTgGroWOx3eemZPaR2/M+vf42/PXqDs5d7yHce8uL/eMb/9k9+jv/i93+F/+4Pv87OvwxwUhA9P2Fv2q+hyvMY+v/vX+8y/ibGBQnEU26VAt+FtAJig8oFLratgWqwEEicv7lryExE2feIwPfn1xFOYCJJd5Dzhc5DXk0esa5mVE5xVnU4qzr0gpLPbT5m+oLGSUh2ffvHDjTCwWKSEK/7xoDRaulVUg/QusB3xqBJTFe+xmete/lpi9XZTlWfypV5PmGFF3IIrd/rcoWt51RMbchojKTXz5GlBQsvrh1SrAXEh4qOLDl7CcLMgXSMOhk2qgf4a7RKdTVRrHlh45Avjh6xlc6YlTEnWQfAdzdjSznyg8/CQRgadALpgSAMtU8oApDSYiOfGDec+zZRaqT8z984xZP/brfzy6bYDxd/mX3AsSzmoU0KVyWO22S2sY2oBDZaFlXC1Emk5yVhlaf/qUJ4Wf+RpbMnSKOKYiiQ91PiL57RObTsT3uoYUk4t/Qe+gSWQeW9eioIJl4BQ3Q0LjGeTmd8p9/EwifCE4k6DTB5gLMSZ8HWzSgVWGRHYxN/bai68KOerZZNoST851U5uBXVYZz//jauxWLa4ghPMVsttFbPQ8vCWSmu3HJtX3iqPoP7+FOzNU0BtXrt14p0jTiFk6zM8PjXNA1QUfriSegV9bmgoRP7tUnl5zZFrqhGhnBa/5oIgtOAcFh4w99ZhO0ZTALBRBFI65ushVeqTHoFSadsPaxk5e/PTkukcsSx9tm/pEalfA4hcokxgjipIDYeOatpf1UZoPOQchqBrscOlC/qbOjXXNgvsB27PFaRBeVRMOEgK6LWF0o0++mqkIelpt86nJFP77N25dheFKvr+4LHlkqAH/DaD3rsY+z3n/lialUAokGlwC9IdyOj/05AojSPf1Iw+hddHpYbrP+j+0z/9ovIg1Nu/PpDXvgnmmf+mWX49ozDL8d87fp9Jm9skG05qiLw3O0GGq5P7CXF7zMe5zdqnvx/I3fbUDmE9DdUkRhvytjRhDOwCGzgN7NUlZ5+EsFMRzjhCDJL/vaQselwJ5ixE0xZVzM2ohmDIEM2vzyy6MTfsDMd4o1bQQQW25hNN8O0kWlvBk9Jkn4s7P0y/sbFufX4gaex7qy2qEE7P0Dr96My4c3KDeSHKdeHY4q1gP47AdpJTl9WxGfwsFyj2qkIpwa1GxMqg0ksqoDeQ0t8JHHON6SsExgk2knmZcR4npKXYa1MJZ5IGntJge474hOHEs7PP9llN9d/j1pZa+XGLDVP36zPdyZXO6KX/L5/LfFUwlOjAS2lskGWmuZnPeDfqEva0CFLX5hI4ylPopZPFvX72VrFzqSWIHNMs5jx8zB4B55ZO2F2Q1J8d8TzO4csthXJiaXIQnrDrFV3jCa+a48AlXiRCZNCOLd09g1B5kWCorFETAN0HmAL5V9Tr2ucp18hwJvaOVQAACAASURBVIR4mlXiUQYbQtXz67aVN68/vy+ylsdMVnVjS6zsyXYpPrGU6q5f4Fb+DU8LzJyjs35ok+HTHg3wJM79+6Ln1RR4F7h2tqf1AyuFN+UtanZJQzNepRFb73+mZpJgUBIsQFtJOXAkh4KN4dwrpD4OWd8ZU/UhOvVNVdHRSO0VKovMswCo11FD9XRa0OkURIHGxp4+2ISsQM0l1SQmz0NEMyOlLEI4hKD2E1wW7I3BOQChrYu0Zh06hHTtzJWwYLT0zIAAv7c317CRK/NeHk2jrD21msZXo45YN0+eUPY8t2c396OnKKpc8O+Vc/yh/77odSvxmS+mmmgWhAu9WWo1sNhSsbhm+f6fPMvP/NT30B34p7/6c/zM5tv8nf/y93j9v7rF7i/fINuOyTdDHv78gGu/fI/ff+85OruC6IUJ6kGCHWqvWOIaQQH/Oy+V/C7jfLim7dp0reqbtTNeHS0IjTcSDS0ugL3xAN11xGeOk7JLcuY3z15Q+o6StvTvwhvzq1QOFI6X4z2+0rnH9fiMuYn49t5NOu9EBLkj33QMoww5U4gG7T9LfPJyHiZn5f8riXUbl+v7kxUX0JBbud6VoWth61mTZo7FiJZKZTqWcCp8cd6BzoOARFVMbymG7xu++e4dzOdnBHPH7+09z2B9jkklvft+U5QbJfm6IJpbeg8cHMZoLXk0G/KD8TbHeZfxLKHIQmbzBFNJRCkIpwKVOUzsCKVdzsS4FYTC+SaZrcUHnrgxNhQcu5JktrQxlgn9aheVyyX+ryM+cA6tTkz9fNKKJLL0XXVb+9P4maBlAeHFe2rFycjVJrd4xbCexkSwOO4wePWY9Njy+t42s1cKNr7neOfxFmdfLlGlQ+7HAJiupepBsMAbORuBlJZoLacc+g8ejw3R2CfWsoT4xBdUIlNe8CILvAHrPCRYiFaZrKWd1vMi5cgnso2fkFKWYL5yrFb25FUpeJxHjW2Nyj1lML2CsrSiCTWFdbVf8NSs1GcxmsJSuLa52ajIQZ3cNyhqPQ/k1HJ9+iK2Rg9j6xv1wRJebZTobOALaxdbgkWNDkmYj1P0nZzBfYuxkvyKJTkURIGh2DDEZ469aZ9Or6AcCuIzhziImecRLrReIAoIZgpR+EUSKo8e6cRTUquOIMghPhXEjwPYTXCzAKGlR4hguShqJK0pkpr1JQNLlkWoqf8dJsYLZYi6yaH8fiwr0H27/O7gZ/2cR7KaXFxoUdNbG9quW6pyPmHUvVzbrhFgWUFdgaU4yOovvSjO/0j8f+y9WYym15nf9zvnvOu3117d1XuzuTRJUSRFaqFG0sxoNjszcBD7woGBBEaAXAfIdXwRBAmQq8RAEsQIYAS+ccZG7IzHVuTRjKSRxBElcWeTzd6Xqq696lvf9ZyTi/N+S7e6KSqyxyJZz01/9RVZVd/7nvec5//8/8//ech7j4jPvAHFhCEab9CVTtR2CoJbIfUXdsl+uMifX3qSk39rk/j/WOGP/+dvUvvbm/z3X/tnDL8acml0HI1kzhvxL289S+PVGt3PFbBXw6sObhvY6eygynziiJ06ikmMMwjBZJgd0jnj6MhALilrFn0YIuY1HAaMVg3cauKfGKLeaVBaSdYUxLuWm4N55hb7pAtzNDY0f/bG0zz+1U3aKmG3aHI3m+PHm6fYv9uhfsujeddglcCsZLT9FL8nKWNot0b0NufQ0Xi3cn+rSqGcN8iBwlQblSjF1EYaHk65H8WvXUyS1xknNGCaaY2lKhWoEMZV/1UiyTsG2XN2+cGhpFzJkbc8yCXZsmbpx5KNQZvh5xOCXoTYD6ifG1LWG+xvt1lY7JPMSWo7mrs7czxzYoO38hO0bvs07+ZYGbAbRxxI178nhKXoh06OIkDkAm/o1qOOBKZdkJZelTBbAk8T7Tgbf2Mk/shV+8cJtigqIDhS0yrtGETNJvV29kKNr89fw835rMa4p2fGfMIKUOU0F5rIqsYVblHN81HGLeVCUDQs3qFH2TCE+4qy7uTR6VpBbdPH+JrhGjQ+9Gmdzdh+SlH7YYPG39xkuLBK8F4N8UKXdK5FvCPITvk0VgYMZB2hfWrrkqQIsKc0C60Bm8cCkrs+XmIJ+k7epDLHDJhAYPyqoFpITBHgDyUqdYmk8a3LE8RUtqfnC6SWyMINaLXWgbi8DaLqn7LKYsspozohTqvB72pHoavemXHVfrK+mXnMx8WCR+3bn4H9fNJXBj8POKm+Z4VbY0W1H4ztvUWV241NTsbsaCIxNYMYVL/jASOVsQOeiU01lkEjcw9rIV0A/07AF7/5Hte4yM5Gh+bZLv67HXYPmnhLKd7rNQ7uNVk7u8vmcotwH6IdyWgpxG9llIXE60n8vkCUktFcyGJjSLw4ojhsEu+CP6wAiREgqv4tTyJK0FKifQeqROb+eOuJKld218kE7iKZTOIVTuatawZpJGLooVIwscGmngPsXsV0yYrFq+S5VNfPKjtxMKaUrpgXGGShnPHLQGFC42YEtsxUoj1eo2q6OUwKDtJihbivz3LaTvHgQnjEex8RR8wUVD7/VaWgFJhmiTjwyZZLDm7NIb90QOdnAd0kYvCfdlEZyP9pkf/2H/9d/perX+PKYJnv3X2M//PPv4b91gLdp0r8Zkaw5WGOp6heZb0qXaLsnEg+q2Weo3hkjA9DDSY0zlLfVgfiQKLbJf6BglaB35WwnNG8IVloDbEK3tteJfkbPaIDwwe3jvH4wg6jZUltI+H4dwT/+5/+Lv/Dj/+Af/Tq1/jOt5/H/ukCx/9c0LxlyBuC3Rcsz5zeINE+0S4MTllCvyTaleSrBaaqxI3/HTeBuz5DO2Ve4b4m3aP49Y6HWSGLmUqrlbYylHBJnizARAZv4IpO0a6EduEkTUGJjiDYVTTWesjSsnV7nkbTzcoRhUAIS7oAcidgqT6gewHCg5LW92Le31zhG099yOaXwSpB52pK/YaHvdwgudlksFsn2PZoXle0P1A0b0rCA1fZzzsuwewOYoIejI45KZU3hGzBUuRelZS6GVNF07gZKVX1vqzZysrYMm6cngzIHCebakbWAp/dav2/y5iR892HV2cSWFNVo4WpEjcqNiq0laFIdV8EoKuevURQtrRbp351xo+b9CMnVdZbMeKJAf7QcuvSMZpf3cYfWja2Oxx+viDoQZoEHD4O9XWD/0aDLPNYPbnP6HyOLKF5C8xWhBSWldVD+mehf8I1GcZ7xrlXdp1MSxYOyHhDiTesklHrgFLZtMhGgTFOGlg0IGrkFL2AeEdQxpYydUDNBGCLykXQn84/k1kljRJ20n8yDitmGLvxuq4S6Nlhxz8njfoMrfH71t740s2eZVXRycopSwJMWaj79oYpKz6xPMftIQ40VUOVw0oaqJzLnqj2m9FhTHqspLYl2E0bdM9Jmu/7fG75HtmCQF2NObl0QLIoiO96lEZiV1OyBYE3ArEfuD6/RkFZd/bsQU9QDnxCVXJq/oBiqSCbE5NCUtC3BF3r9vJ9SdCV+F2FGfjYVKFSiSiFU67kDpAXTYutaTx/amdofLCNEiksftetSRtrxFBNwSqVtDowiMrp0BZV48GM4+aYAZS+dv/92E14RrYLVYHgwfl/D2NYH1TQ/BJSvo+KIzAFE5ZI2KrBf6iwgaMx1UDSP6jR/0qC+cEcntLM/ee3ufM7injbov75Ahv/5Czev5gj3pQMvjrCn8sQV+oUpzPEZohuajcgcgzamGHEjuKzHZPqiJ1WxBWg3PBQW80SkYVAxiUqF65/KnEyAC+xdEcxwzVB+WaH3zx1lawpqX0Qshz2GX1lSO9cnfa7+5z/4z6n/qlk7d9Kjv2gZOH9FB0Kuuck3VdSzj27TqQKXr30GADBhR5bO22w0FkaIPYCyobFpm7WFeMZLkX1r3XrelKY+JRXMT8t8VH23mM3O1HZ+IpsevBa5eQZsgQv0MgCstQnXSmpbQrmawnDY5LWBx5ztQSrIN5y8pSibWjcEewnNaInuiTLPp2rOcFPG9zsz/PiS1dY/w2fbMFn+Y2cxXcsa983HP+3ipWfaDpXSlq3Sryhs5bun9fwdJ+V5S7FTowsoTiXctCtO+eolRydO3MW2yrwRgIbOcmNrpvKuKBKbjznRDWe0fOgS9esi9xR/HuIse3+mBGFqSU1LlEb2zi7uXZunpnMBWXN4vcFxWLpepqCyhylcBbpMhFkCxb/bsjgXEn7siAbhBx+MWf+bcHOfpPhmqD+TkTYScnb4F+LCZ7s0T8l6VzVNL5XZ2e/xerxA/pnXI9fuCfZuL2AsYLOxT26j1uGxyRl5PqjdABeYqltCKJdZx0dHLp5PDq2ztEvMkhpsQcBKoV83mV9wbar5hcLJfSdbXTZ0k4uWCXzMq9kgKmgrLuq/oRRVg54Ws8VRaayNHedRVW1B+6b53VfPABwP3XxkM/1c8B+bP7hVTmjmV5LURUURS6mI0LEeHYUTkbsgSjcbCQ1ckV7byiwtXJqBFIIbCkpGhZ14CEbBUUdPnj3JOpLB0R7lku7KxRf6NO8CRsHbQaPF0T7lq2NDrVGRrpg0SFEW5JiNyasFfgrCTq0eCPw9zxu7s1T83JOnthjcKGgfxbSBbdW/AHEO5bwwLGgflfgH6rKOMM9Z04N4GSkZUsjA02ZK8TIid2sBD8q0aUk6Ap0DEJZ/F41Qyouq35XULFGZNUNKCvma2yVPo6JKkLMmAe5wdoTVVk5U8ydBVFyWhyc7bP6SObp/4fc7whMVTFmipxUqdqkhwq9muNvBehUMfxcSvEXi1x56yQLj+/R/rvrNP/eOtF/skX5tw4IXtmj7AaIazXyEzliN5gCKX8q7TtipY5iEjNV2UmV0KvkKtbp80UqXTVWuKTBZIqiaUn2Y/qnIf+whXi2x9wHhve7K+y+rJl/v+RbVy7yD174V7T+yzt8+PcX2f18E1kY4s0ML9V0z0bsvAjhy/s8f+YOsVfw5t01Gpd9klVLq5YSXo0YPuZmBYV7EruQ4+17lO3SyRfCah5bVckXhXt+gM9URfPTEg8mUsarDnjh7q83cgmrTCU6dvK4vGUpuiHZPHg3ImorQ0Rp2RvW6D+VM/9+zla3Sf9iTn3TMMwCWmcPCQ8da7Xa6tM7LSlrisZdw81bSxyPuzzxtRvc+4rCeILavYxoO6N5fYDf01gPspbk8KKl/ZUtvvDCVZ5Y3qY7jKnfVCRLsDA3wH+/hg5chV/t+aSLQC5RmZgOgVTWJZu+mRgZyALw7ES+avypbv9+O7m/xpvzGYiHsVKT6v/4tXT3x/hUUqsxkICyrQkOBSLUjslKKmnfQFJ2NPGWRJwaEu0KRL0k6wg6rweE9ZyDZy21N2PS8xl+35L1Q4qLI8IDGO7UKD43ZPdzksY9TeOvYrLC48znNuifgeZtS3zLZ2ejgzaChSf26D2bc/AU9E8p+iclo1Xh5kVlDvy4Z8oxpbpmIDDoXOF3HWNlapq0GxLtCpJlN6ct3FGUsQDf4HelY1krC2od2klxwD9UFA2LTCs5q3n4Qp0oC8bJ4qPYqU9r/KKC3zg3l9Pk3s7MinLFxKk7nyyrlo4xa1W6PUNmEl0zeAMJrRK/L5ChM0ahlM4SvzJ4EkPn5KdSgckVw7MlnUuSdpzSfQyKHyzwhRN3SJYE8vUmnZU+o2Pg7fsko5ByOWd4whD0oXlVkXZDGrWUfLUk61R2+1ebXNtf5Hijy+qJffJ5TdGArO36CYXBDQqurNZlLlADiT+QVY9f9dzVNbJeIJRjlUQmUFn1mZXBHgT4fevWom/who5hDeICux8491ZP4yVi4lw5vh8TU5VKAmtyNR04LZjmSoVjvsZDf6dmKtOeqvuk7NV9/ciiwaPiI9bKZ75nahxjpshWLj+iFG6h7PuUqzneVoCODeVXeshrTbJvL5F6UNSd1ECllQZ5wVCczFBjIJUo7ExT3dGw3qP4uRgfZFU1y0qLGkk36BknCdCdEm8jolgpCO/6FOdSGm/H+F/dw35rgZNf3mW93WTv1TX+8A9+ynevvsTK/yX47/w/4H/8/D/DP6V5IznDn248w/phk7zvIcOUx47vcL61S6J9NoYR5k4dbwSDp3O291rURrB0/JDuG4vkHeM2TAP4djq4dWz36tvJhvZZk4d8kuM+9mXm6/FcjzFrM+6bsoHBO1SU9Uqz3rAEu4rsRE7njYDiacg7guxym+e+fJ31tXPI1wOOf30To5fpbzb55vPv8Xo0x9ybitEZn9GFnGTDJ+pqWu8E/OvGRS4e2+KlVz7g1aVzyG6IVZZgX5EdL1g8dkgjzPiv1l6nW9b41r2L3P1wmdq6IuhbBhcLdrZbzG9b9l8uEMOA1m1J/+WE2nsxozMF3q7vBk/OrllwjloBLhGNbFXtN5CLyTUYS84+1Ynmv++YTWTF/e/NzkRCTvcVXfWXjHtNVCLcTLEKXKmBJFuw2KFHuliBqIahfltRrpUYz0Nv1Oif10SXI/TzfeR3GpgPG4izCfJWDYSlaAoaHwSIV4akCzG1mz7FcxmnX7nD3fQUi2+X3Htvnse/dpn05S0Ge6vUtizC+BzQYun4IYvLPbxj2vW2+Joi90j7fmWVbRx7FBiEbxDSYnMFfQ+VuoHVslbCTuhc0I5liL2Q8ACSFcc8eUNBuuyeQeMzHW4qLF4iSFc0/qF0vShVoj57jR1r5VwtJ/MB7UzV/sFK/adJafCos+lhYH7MZlSFFivcQO+JaiRz7OLEkMJz57eumUm/lNeXFIsl3paCsMTKEDP0yTumKk5qVF9RtjTBrkI8PoDdBv62z+mX7tL/yzXufrBC57l9xL+a59XrZ1HPD2h/u87uTgN1PkXcibBbIbXTfZbW9tjsHmPxbYPQAf2vRDQWhwyTJkFfUbsnGPptPpSGU+1D+isRQ1En70hU4mz9x89U3nLyQ5VWzHDgTK50zSBCjfIMunRNjSpzjJ2JDUXmEe66XlS9kkHhev/yE5qaMoS7iqJlKTOPoBQUTT2VpVrHpprIOCAaucKdjpiCp2LG4CO0kD8gsRwzsmPnSwPOj726nw+u818xZzkCU1VMmClTMUcCRCYdoDrwKZcK1L5H+WETeybBPJ67adClREhLCZhcIXsetu87RiFRTjY4fsiOgNRRPCqqxlbrm0o255JW1XONlmiBzCvbXOEjpJtLUWiFXoB33z5N/Hs92v9Pi9d3T3Luj66x/o/Psfq/hfzXX/n7ZAsGW9N849kP+O3VyxRWkWgfjWQ7bXL1cJHda/O0bwj65wytuRH563OMThiyXg0vFZRnUsJrMdnJHLXvuUbQkTss1FCiPesOmHKm6n8Un5i4rykXKnkprgIZWtdfFDmHSSsBBTKDsmUQPYUMNOkCFDeamBOa1oeK3Ch2v6BZ+ZGk5hdsnJHMvyFovZSw/2LJ2rcl63cWePzcPa4+d4Lln0jmLxd08zpvvXiSVy5e5XefvkSifZSwxKrgdLTHnDeksIq/2HuCt//yAs1bsJRA3oDDJy1BPcd/o0H/jMWvFYQ/q9M/4xxapQYRacIDn+H5An/Xo2xYvL5jMVQ6luJIjG8wSkyMKmThRhFYyc+B0KP4iHjUdZp9fyapmQD6yh1tVlYpqyRq0l9aN/g958AbbSuS0wXxbZ/kREG07lN0nOxJbYWMzhV03vLpfSmBrRhzvUHv6wlz347ZXVPkbaDvM3gqZ+l7Pjt7dVgraL7qU16pky90yZ5OyG+GLLxtea1+gS+8cJWfnl9i6aeSxrrFBD6HzZjlzoDQK7lwbJtAarZGDUb1gLlagpLOma00klwr9vYbkEnHShko2garBfGOJG+D9Cy125K8BfmqKwSYAExgCA49siWNfyApmhavpyjqlUoAl/x6Q0EZVNdsbCs9PnMqa3mjXK45Mal4cH1/2gDVR8TEkENMC+zApGAoLOjxaxyrrRJZWdEzA1jdOS4zhaiY7jLzMB1XgCrPpASXYsxagbet0HMGYRTZYQRLmsYNj43DFqNvaI59R3G45pNdtNTfiPG/sctotUH9SsDwyQw6msZ1j5FscvylDYYvBPQOF1l9dci9qEHrtzZZe6bLh5ygfVkRb0r65Ty3n4L5+gi1apBVHjxKA/KBmydF4Ea0mES53u26m2lFYFC+cXK9no83ktOe1FhXTpUO/EeNjOJ60xmytAtG+zXqGaTHNYylgaFB9bypMVBVIFCJoOhovJ5ykuzUmXLJTLoRHFVxZXrjmEgwhRCT9S5LpsZYjyqEPWqNf4x1fwSmqpgwU7OAR+Ia42KDGLgbqZsWuRWR5rG7QeMhpgJEaDE1jUjlpPp0BKSO4hfGeCMYs6LWGVCIkcJ4YAOLd6jIjxeoexHFvIHdkGRNI2606Ly8i/+dRThp2HveUvvOKva3N5n/e3e48eOTtK5Zll836FDy1uvP8ON5QbZoYDHDZK4AULsnaSfQe9zQOb9P/70FRGiJT/Up322RnCoQe6GrwI0zG+uqPpNEM3dyVrR99GZ1FL+e8cC9mriklY6dwQg3tyYyBPuKsuZAswkdG5C3LWojIjuX0n4tQvzeHvLNed6/fILnnr7FvVfPcfXKMZa+uoP6Jwv83z96iccubrD7zkna7yjEecsTz9/m/doJ2u/5LP90SLwX8+bVi04CIyFdK1wf64Fz6/MHgsYdy2JhSRYlB2cs5VqKLSXigwY6AHs6QV6rkS5bvLUR8Q8bziBoI2S0pvH2Pce2KYtIBLZmJwyU66GS1TBM1x8w7iFjLB2Bz0yC+SvFo67PQ3oT7DgJHcv7tLvE1huzKE7SNpZSySrxkpl0M6D6yvVQjdw6DXYVyemc1jsB6emMbM4n/CCmfHrIwp/EHJ7X9E8L6u+FDB4vaF3yCX77gMOnFohvBiz/xgb3Th+jdk9w89oKzdU+e89GLP/McOwHgg9OLXPqyS3Wk2M07gg6VwyDYYONUzE2cKYScS1nNAjhIGBYtl1yGlhsrAk3PWr9Sl5VQtlweYTaDfBG0HsuI7wWgYDkRAnarf10VaOGyiXwpUDmgmJOE+w5l01vIKsxAOPrWNlvj81krHCvffd8j1kYoR+o2j+MQfy0xOzneRDMw2SuHjNy04nct3LxM9V8L1EKTKMCVWHVPxU6sxvju17jomWQuz66UxLc8ilMNfy2lM6u/8AnW9ZE6z7psZLRcUPjB21e+TuXePv9i/BGi/jFLt7lFgd7Tbxnh8Q/ruPtBHQu7jHYXGThTcFPlk/zXzz7Q773hxfo3TrJ/KWSOxfnOH3h+nSt3hY0b0DfztM9kdJopLTjlE6Y4ElNaRT7aQ1tBWnh0R/EFDWfsJGhS4Uu3VgAO/LwhtL1LgZuTpYMNGLbyfjyBQ39kMauIFk2hFFOeT2iaDpAJg+9iVuwyiBfcIUsHbtrh2Xi5Fd6FjGUEFZ5yLivqmJZJ2z2WJI5A45mHSvFLGh6EEA9DFB9jELCEZh6IMY9TWI8K6BKIqioQpG5ZvsyMtPquwW0qKoUcmKDPu4dOQJSR/GRMVuZNVO5nKu6Ovpf1509OkZgawXBeoA5lxC+XaN/LEafNvhvzbH00jY7ZhH5rVXuvZDy1d98j/zrHq+9eYH6DUW0Z2nfMJT3BFZF7tdKSOfh8IWc1vyQ3vsLboDfU32yD1tICape4m165Kcz/PWQYqF0f1fFTtnQYq0F/cDnOVr2n6yYOWCcQ5UDEE62YidyIFtZo+u6cRK/UxnR3RD5RAJEHB7WkU9A5x2P9HGPvecsiz9W2BOCrS/B/JuS7ZMNes+UnPpTuPmXp1n44iZPPL7OrYV5dosGyz/pUdvwsb6kaHgkN1zzvT+yCGPJOtA/I0jOFtTaCRQKuV4jOHQN3Holx7sdu36SlYzgzQbDtXHi4z6D3xckpxw7Vcxp/ENF2Rgf5mY6YLLqB3SDUashwDAFVEfxy8WDe8MMkT1J5Me26FSJbNX0bzy3Z3kJFC0H7vM5jd934yP8niRf0ESbiuRsTuODgOKkmw1lr9dJz2e0XwtJC8XguCT6XhP5e7vwJwtO4teA/o05WM1pvhqw3WugzyXY7Rq12x6DOMY/N+Sg12DxnZL0/Q6NLx+y+LltDs/VGH3YINqFziVJ0LeoPCBvRDQKi5faimGzWCXAKsoYkiX3mfJ5i26ViFwS7kmSVQd04m1B/6yBSLu9P3DSq3BfMDpZEm94JGsl4bZHWXfrFqrnNBOVY2UF4LSoAKid5C1jFzRnRjFzPx4GqB52/z5p8TDmYfb9cWo3lpvCxK7b9fAAxvVI6dhMxt6AKy7quttLio7G31cU89W/KwXBPR/ddi54Yj8gXS2JbobIZ7vIV9sMlzR5RxLf8Vj++gbDt4/xo9efYOG3dhHfWaTXjdBLgvjDkJPf3OTGUo3GLUF6wSN+YQ9zZ575b8X8I/tV/psX/4R/8PtrnPqXgvqlkNeC0zx5fAt1dkDWc7bo8bYgKyN6xxVFqej6EVFQEHnOjU9bZxrkByVBWKKkoZ/62KEHpcBLnA7S+GAiVyDQ3YAwEQ4wCYu3FQCgTo4YHcbUh4LhmRJyiZcIirZBJsoxzlQS1NixUWXdOpXXA2jFVu7Y8JB1W908qypGSlbfNzxcxjq+5x9VNDhipn75GDuSjSV/E4A1Y04BQCmm7mVyhgKmAmJWHAGpo/h4YXE791gmYNzcCVFUQ3tjjbfnU3ZKRM+nbFjYjhhdTInereO/0IWfttm9tEjrwiE92aH1k4ifXH+G6Pl9Xv78FTYea7O+3cG7GaHGtqZtg13OaDRT/NQnf3MODzBPDchvNlAa9NkUeSciW9aIgY8J3QE/rrrZwFXhnD26+9vHdtJH8cmJiR16ZbAgqqRhLGsxocHrKnQ07VuZGDJUOvbBZhOeK2j/NKL8Rhfv/RYfXjrB+efX2do4SflXi3Re3qO8uoD54RyLX99l99lFll8vOeyucvhKEW/dSAAAIABJREFUl988c4XBfxbw5u+vYW2O1pLQH9EfxJjdEBsa4sURnqfxADmIGG3VCXc8lIF0VWMjjX8vwBs5sBTdiNAR6JWc+GpIci6n8X7A4Kmc4J5PWbOogZrMfLGeY6VM9VndUOKxi9RUBiVmk64jZevHi0cBqQeLMOMJsuOelSqpNX51j2TFildfm6p30828qVz/uh7JqqF2KSJ5JqH2dkyxIOk+qYmuRPhf20P9i3kOPlhAf7GgcTlg8FRG52ch4ncPyZsL6A+aeI8PyOYg3IdiPaT9XJ+9pxWD/Yj5dy3vR6epn+3Srid0vrzPflLjsB9TdEOCXQ+/L/B7gv5J99mKhnXufFrQWethSkXWj7ClQA48ggNJ3rKUiwXBhk/WBrNQuKQ7g9GZgnDLo2hVecaYNSmdrM/vSXTIZJ4UVCqCUkycz8Z9rrIQk4HUkz7Y8etHyDA/sXv7g2vto2L2c1drUJbV+2NrdDktNpmgcjsdG1CI6f8j4hJhFGSVFPPAo5wridZ98scy1E2PNPMxZzT190LkKweYjTlubyzA13IW/yIgPaFIjlnkoU96Omf5uz7XNpdQFwaYnSb5pTbtF7fY+I2c+R8EtL8X8b/Of53feOYyb1x+hvlLJfumxqXyGM1WQu9cjo59ZAl+X+BdDchbPmnT0E8c0+kl7kOUNTcQ3VYsnLP2n17EomHRscVGGgSooZOrlnUnEfSHgtExQyMs8N5qUDQsIi6ROw5k2Vjjb/rkC9oVZ4UDSqL6XrDjkc9p14NWFQEmbFN1j8ZDfd1Fr54Fv5otVfW7iclU6pl7O8tO/QpFgyMw9cuEoHITYXpTYFqtrR6sybwLOAJSR/GLY0bmh2YCqoQWVZXLIIaeSxIqK2o9VxJfD0g7rtFY3Goinx1R/0mNw1aTpQt7HI4WaV2HNJ3njecDnlrdYv7UiFutOaQ0RH5JoDQb+22G19qEe5K8Y5Gnh9hrdYSC8nSKvBu5TVG4hLNcLFAH3kS/bBWVvK8CUeP5PEdL/5MXYup8NHZBUpmTsojSNSXnc5pw0ydf1Hhd5xqmuh6jx3LabwTkX++hI5/hZp3hy5rF1xS3FufQzyfM/3nE7nYT+XLC3Pcj+j9bpP7lXXa8RRbf0Zi7Tb53/gWSJ1O+cuE6p+J9zkfbALwzOsF22mRUBly6t0J+q+EO6gQ3U6hmHeCvl/jrISoTJOcy1J4PFsoLCcHVmOR4ib/tky5YyKWT7QTOJr1sVqYFNfe1NZUkqmpkHs8FevAwPgJSv0R8HCDFbGI/7U0ZW6ALA7pmCQ4l2YJ24CFycsyy7mbbZCsljeseyXMJ6m6M6fsMT2vq131GT6Wou4qD3Sbi6xmr/yZg+49KhA6gkJQ1GN7qYJ/OWPhhwH6rBudSrAppXYPd+gLnn1nn1jfmiX5SZ+lnhvT6HJmFm0uQHXOSVASYswm19pBAaRb9AmMFWelxMIwZ9SK6t9uEe4pAOvm0sJC3DSY2eLs+3kgwOu3YC6Fh9FiOv+MjSkFxrOoPO1UQ3fFJVzX+vsSE02toZmSqoqjMtWbOl3GPipgBVOOByPcBqkcpDj5JLNWjGInx92a+HstNYYaZFhVLWskinRHCGGk5pqpsavyuomg7ZiWfN8jtkGLOEBwo8tUCdRhQLloHDPZChucLWj+uEf/eNuWbS+z3YuyTOa23QsJv7nD41CLmSgcTG8IdRfuJQwbHlwnereG9fOAMVbYU6xvzPH56kw9fOsbiX3n0/nKF8m/u439tj0F/ntYtjY4ikqc188s90o7P6DDG2/Xx+4LaPYHddvMtg66ltl0irKWMJHlDusHovjN9MX7FprYs5XwJhUBkEmGcgUXRsNhmidrzXaFjOaO32aRzCOlTKeyHeCNBPl/5C0icS2XfI1st3LDtmvueUdX1zatRFllVPKnkl7LAMVfV/Z2O9KgKY4WYugA+inV9GKD6GPK+cRyBqUfEGAT9HLtk7wdSk7Dcb15xxEodxceN8RIZ638rUCX01GZVmEry1/XQTe0qrmdz4msh6YUU73ZInin65zSND30OWzFLL2yxMbdI60OP4Lt13jtzDnsyoV7LGA4j9kcB3rbbRHXHkjyeuV9/uY6uWfR8iX87ophzTQuq51EuFKh93/0NY2v0sbPReH7Jzw05/Ou8mEfxq8Rs4/m4fwJbGVAMpKuEp24Ak1UWfyBITpbEt3zy45q8A+lmHXuhoPOmT/L1Pt3HG8SvNgh+Z5f950LmX/PpfaPk4OsprR/F9N9ZYOHLW6wvLNG8Lpm/rIm/p9nN1tg1a3zvQpPRsmR43FI2nTPb/IahrAmKmqCsQ7KmkfMZHAbE70cIC8MnMkTPJziUJOdyvPWIsuHYXjUSZI+lRFcj0lM5QQUOgz1F0TZ4PUnZdMYqJqzkO5qps9c48fwPdqc+BfERUr+pJbXbB4VlIlWTJZRx1aTuuQIT1sn/vIEAzyALCdK6frvNkP5Z15xfvNxHXWtC1ydZNsTXA+Iv7pIsLmK3I/oXSmo3fAZPZbRfDxl8KWd4QtC6oug+bcmOF6gkYPk1y+3eCfyLPYbPJxTXYqIdUKmlfRXEFYU/ssjCUkYhvdM1DhddcSI4FARdiEpLa2Ap6oLhMSZy0rLumuvDbQ/rWUYnS/xDRz2l5zOiGw5UJScLwg2fdEUT3fXJ5w2qLyc/Z8LWFc5tzhs5W2qVi8qyu2JXixmZ38ze/XPDTx+VYH7SHoJfBOarr6fyPiYmKGYiQxtLxyqg6jNx8wOmtttVYi81aGnd/UgVRdOg9nzy1YL4ZgCfH5B3fEbvLCF+e8Tcd2u0/vYGu5fX6L6+yLlXbnPnz06TXszxb8Zs77bgYsrcj0L2dxqIZglbivh6wI3aPJ3VPsMT89TvWl59/zzPXbjDW19q0LgUEu6DvVyn97jg1PI+WT1hK26RDHyykUKlAq8vsFKQdbyJG54OqtEsvp30j9rQEHQyZK5g4JwnhRaUMeh2iRi6fqq8Y6AU1G94DM5YlGdQ+5J8zmAjTbDlU7QNYuC5XCIweImgXNSE6z7ZsRJvz8NEM6zfuB1HMmGpJ6yrmRlnISvmduxoObt+Py6g+hhxBKY+RjwIiKywiI9xhY+A1FF8rHhQPjFucPcrUFUKTM0gB6qS/lUSl0SRnCzw74YUpzKCOyHlqZQ0iQjearBxIWDp1AGDpZD+eoN4U+Kv1zB+jQgIKtvT9IkUISzqXoTMIFvWIC3etk+xWLpqUyHQrRJ1MAVSrjdQTv7OhzZ0Hj0Cn5i4z82vuncyn1a0rQQ8i78vyRcM/oEiXXI9fUXbwr2QdEUT7iryx3KyeR/xXpPmF3YpdhYZ/tUijS8ckOzM0fpuTPb7PfpftSz+64jt2hK//8qb3PzcPB/cWSV+v07nqkblFi8xtK9rmncFRSwpIzcQdXTCoFaHKGVRhYI7Mc1td3AOLjjQH+5KkidTGHrOSvpE6Sr4Z3KCOyH5vMHf9SlaBr/qvQkOXKO4N3QMlcxkJduegqhx1X4CPo/il4uPw27MrEfjVYn/JIkFNXQy5bGkbSzHlIlARxbVV6QrmtYVRfLKAO40yPZj8jOG2rpi9HSK2Is4vDKPea6g9a6P/c0u4v05KCSj49bJm8+miCKidttjdLYgeTLFyoiF9wzJZpv0giE7m1I+bpDKoJQhOYidgqWQeD3pBqHeE/gDi45htOYWjZUCcyrFWrB7ISoR+H2JzAXZosZ6lmDP9YukxwriKyEISM45eer42TSe+3n+UJAcL4m2PPKOqazjKwv5AFQunGvf+FoqEDPyvtlEclJMmU1Aq/vyy1Tsf23jI4DUJCQgxkk5Tt5XuSSOE3cEzhinskMf/+t1FeVCSbjhk625+5UfK4juBhSPj4hfr5GslejQR99qEH6uS/tbLfSTGaNjdQavHWfxtzbx/+EC9iuCbN5gBj79CyXx5YjGV3YYLEf4ex6cHpEu+bSuScrrdYonNcnxkvDAY+5nPu/WjjG3MODgcUntuk/jlsVsxNw9uUZ+vEB4hrCT4i9pssyjMJJSWOq1jE4toRm4QuuwCBgVPsMsoCg8ykJRpB5yO3Q9jA3XT6rb2q39gZM/2prGvxeiI/DODiivNyjrlWHb0Jtcz3G/o9oNyBY0Yuh6CsdeBZP7VPVLjdfo2CQIc3+f1Pi18Xi06cTDABU8fH1/xF5/BKZ+yfhFAOkIQB3FLx2zS2YslZs84K53Sg3dBo3FbdYN42xKPefg5N0LyY8V+Hcj9MmUUcsnvhbQXV8kXy7xllLU6YzhKMRagVQaKS0692AvxOs5iZNeyVG7AaIUlIsFYug5WWFDo3qOFVMD9/tlKqcDDGcnjx+BqE9kzAKpiaNadYCpXFC0nGzFhO6/ExpsZPAOPbJlNx9FN4yTEG2F5E8m1F+LOTho4L88IPqrBsMrHbzn+vBnDdT329S+ccD2NxUr3/b5f+3nef4LV/k7z77OOyePc/ulOdIkwG6HyGp+ifWgbGlUs6DVSOge1hB3Q6JDt+CGJwwsZcjdkOBAkl5M4DCgcUsxuJgTrLsKvux5k6qxFeNKZjXTrXKKM8o5xFnPTpN4wWQ+z6R6fbTWf/n4qGs2m8TMzEcaA3rXzyawPk4WpwUmMPh9J/X0hm4vG0v9dAjmVp3BkzmttwPyr/Zho4m6F5I8mdL6aUTxjT46blO826F4PqP1ZkjvuYzahyEQkl9MCC7F1K77pMsK76UDdlodFt42HP++pXc6ovd4idfOObFwyJkTN/GkZidt0M1jCq3YH9bQQCPKKNKQNAkwWmC7PvE9D1m4ZLSsWcxSiRwpwh2FrlmKliba8CmaFnsyxb8VYZWToKpEkC9oanec1Da+HpCuary+Y1VV7ta2GNufj0HUzPod26NbycR0QYyv/YMV/dl7+EkHVI8CUvftg9Oh5aKayWVCdxbLQrh5S+P+KVkVGOvG/ahCTJltIxBVT7ROPNJli7oWo57qE77aIl1TFOdBvTHP/Jc2yf/pCrwIO8/5yH9zitbX9hi9sYB6pou40WbnzhycLKhf80mimOjEgJ6oE+4qhtt1/E5G90lB511J9HaNw6ckfjNjdN5SNH0ad6B9DfQdH+MJimZEumApWxo8g1crKbRifa+NUpZsGCD2fVQukJkb1RKWoEN3rYqWwQaWMnaUntd168+NCZLITJCezhHbNYJUkJ3IEQMPf+AMKNSwcvAzApWDntcEGz75aom/41G2XSF5wvaNJaqVnM/4FYjyxtI/x8wyu+Yf1gf4iyR+PPDeI+IITB3FUfw6xPghHkvlxqBq3Agfuvdl6oCM11WUbT1x0tMNJxso5kv8OxFmTpM9mWB7AeGWh7rlU4oaMrKuqlMxXr5yTaL5iRwyhb8RUtYstl3g7fuUDY0Owet6LokdA6mKmZoAqfHfPz584ZN9yH4WYzaBGCdZikrG4pIEqaFoGvwDST6vCbY88gXjXJcaFv9QkS9q6jc8hi2P4SlD/d0I/XKP3tM59SsBo6WA4mspjZ/G2B/NUftSl81vCpa/63Pjgwu8ffYC6vwAKas+vdWEOM4xVpAmAb6weL6me6tNbV0hC0iWLeZEikk8gpuR65c6n+Hdiwj3BcNnU9ROgPWckUawr8iXypneL0nZNviH0sn8BlNWagyk5NjcwNgjmd+/y3hYcjPz+r71WM2dkqUDHv5AUDTNxJBizGaZyCAO3YiSdNESbQuSNY31IL9TRzw3ovnDGodLjoFSb7XJLqZ0fhRysAaD04bgbkDyREbzzZChF5I/PcK/XKN1VXIYNTn34jp3z3Sw1+us/ESz+JbGG2h0fZH3V45jJehAkCw7S2jdMCAt+W6L+oYgzC1lLCiakLcteqFAKINNPOLbvlvXq842MtryXB9VpyS+FDtQVVXjy5ZxQOq06wUsmxXY9Ny1mlhCzyaVY8apus4CpuMQZvulYOqSNpt0MvP1JynGn+PBdcZDvmaafE/cJCvTDkS1LwbV61RQtjTeQDl2aigpWhq/pyibBjnwKFoGceAsz6PbAeq5LuG3WqQXLaNjhuCdBvbzfeTrTTbW5xEvGurfWeWJP7zC1j88x2a3hgos2W4NuWoItzzMEwOyOc8x8K0I0SlgX9G47jE4B80TPQ5ti/YHivp7EemiRUSGYqWgd1qjBx5ypPAGEB4K2lfASoUoFcb3yeZqhCWEh5a5nmPn8wYI4+Spo1VLvqghdOODbJULjMdnmFaJSBQqkWTLJaTSuWyuOSe/4NC9L7RwRYHl0plNLJX4Oz7FnEF1q2tY9We7kUWVzf+MAY0NnEPmpAhoxcSEQlROoD8Hmh7FSMHPr/dfEEdg6iiO4tchZiuxY1BlcNr2SkYni+mA3LL98wyRrmvkSDnb8p5C9CLKliY/nWGNgFJOf74R4BlXKRt6eDsBxrcUSwUiVagDn7LtLHrlSFB2ZqzQq14pMctIPfj3H8UnL2YTV1wCoVInEwL3uqw7xyodVgdaiBuaaJzUglSghpLh2ZLoro+5OEDebVC+3YJTOUXTEt4MKR4f0XuypH7Tw7zRJnhmwM43DdHliNY1S3rQZLSmsYHFRJre0IfcNTfLVMChpDmAvA3DxwrwDP7tiKgvyDuWfKXA2wpQOYyeSvHWXZ9Jfsz1meQLjlErG+MhkBbVd5bqqhpOrCqWytlMW8e4jXX5M/0lR05+v2J8lKxmRuo3nfNDdX8quVVo8fYFuuZAhA4h2FNk827mUrasyXPleqfOlyy8odibUwxOWuLrAcXFEcFrNTKgfw5ab4X0n0+JbkXoKGDwhYTO9yN6OqZ8YkSR1Zh/Q3GdVZ5/+gZnH9vjT848S+3VOvVNH29kqN/LKBoeeVNRuwe1TYFRCmFAlpa8BYPTUDTM1AFtzyfougQwb1unODhUqBzSYyUiF9SuBORzjgHxe+6zRRuK0fmccD1Ah85VzRtOXeVme6AmgGosUZMz13oGRN1XyX+UdPuTyEo9imH4RVI/xqyHc7SbDkQ2btZXWCXsGmzswJNuVFJOYfFSSTFXEm55ZB2N0B6jXkR6AYI32iy9skX6pyscHkZwrqD9VkD9b2ySvLfCW7dPYP5AE16PKc4nxJdj0vMZ9EL0vRqcSNE3Irwdn7KtKS4kiPdj2pc8uqLB/JkD+ksR6v0GtXvCzWuKFcmKQR3LOHF2h1PNfXxh2MvqbI0a9EYRyWYDkblesdFaJaWby6jXMjylmY9T6qXH5n4L1mM3/61RAcm2wQbOOEslAt00iFxO5qPhG6JbAdmSBmXxdxX5kkYOHAgTmZyy0IVT5VghpqYg1f0Z91Qa/34maixPZ+xa+SAr9SAL9TAA9TBJ4EfEEZg6iqP4dYoHQYm0k9lNNrDISo89ZqjkSLoqbCER1YBf1VfolgbtEltxGDrr/rFUYYx/tKskmchOgJM68DGxcXK+nocJXUV1POtqYjpRDTM9Mpv4dMV91sjjWTS4w8kq13TsjSRlw+CN5GSOStlwze9FRxNtOqfHsm4pDyKKz6fU34mQPY+iY4jXFfJmjF4pGK1pom2FvltDrmZkTyWkKwG1dUXzhnJr1vPQPlgfROmSaRNA/4KGRoHcC4h2fKyC0bkCCkGw6WF9yI6VhDcjrGenQKpjkIlLMo3nQKINpoytrQoZ4yZ+W7mdWWUnSeiszO9oyf87iF/EFIyt6Mc9awrUCIqOwd938iBwayNf1ET3PGi4JMrrOra0dsdjdNLQfQwa74XkLw0QbzUQt2N6z+S0fhaRfHlAYuo034wYvFi5T3Y89r+cO+lfx0dfTLEfRCz/SPHe/mNsv9jkdx/7gOK85F7SpublbA5bdJOIXi/G7odOKl1zzJRqFoRhgS0UbMd4hx5eIpCZW9ejYxorLOG2wgSuhzXYU3gDQbJqnJV1T5KulMT3PJKTJeG6K4bpuiHcVWTzTvaoIzfoeOLYN76WeibBZFoQEGZGzjZbyX8YiPo0LPxftO5mJc+CCZAS2pnyyMwhrfHZXDZcb7OOLCKXzoVu8rucDFV2fZITJdH1EJ7tE363ye5BE/OYIbrrI57tUTR87l1bwn6+pPWzmPh3tkneWaYUbj6VtxGQncqIr4ZkNnSMzq5H46rH4AmL+Vyf8vUmCz/16F5Y4NyLd1g4eYfXbp1G3ImpbQo6lwVcjjioH6dbHqeMIDlmCE4PWGwO6a4ZilJhjCAISjxpyAqP3m4dMfToJQKVCaKR+5vyRe0GFIdub/T3nXlFOe/6rlXm5KhIS/3DgNEpDc2C8GZIvuCKszIXlB1NsKMoTmXEVyOSs1W/2bx2hkD+DOCvnPrc2SQmRQCrmCl8Td8XHwWiHgagHsbIPiKOwNRRHMWvUzzsYZZUTkHWbdoVEyUyJ/GTubwv4dOxQXU9x1bFBhp28jMmCXKFqEQuEblwtH7oQJQcSdDOcEKkylXuG471skH1+8YSv8mgHT4dh+tnOR6QVY0d1NTQ9Q1ZWclMay6J0FUCMZbAWOXmi2RLLplNT+XENwKSc4bBYyXRhkd6oiBZg3BbUaYKmiWpEUTbkrKIKI9n1E/2GbZi6PoIy4SBwIBQkC5ZbL2EUhJfiTCBczyTzQK1GREeCJKVsUuU52akdFzCmc/pSd+DjqrG/NiBJh26AacmmD5LQtgJwBr3SrnxF0xB5xEr9avFRyU33P89owBhUaOKFa3YFStxvVJ1W9lSm8nX3kAgckk2Z52JxPkcdgOKnZjiyZT2jyO6xwzGh/CnDbIXh5TdOvJexO7LmuXvexz+R0NGawHND30GZyT6830OWg3al2F0Z4U/X1wlWzSYWINvEdI6NYAWqMUMowUU0n2G/ZDyIMbLBEHhPl/RsGRLxq2tTBL0JTpw/YHRPQ9hYHS6RA0k3lBOAFY27yTfxreULUO4rdwQ2G3PMXMHinxe4x86wCnHtugPJJiz8j9RNfFPGICHSfsexuB80uIRTOiD35tKnsf9OeOhvZXNfGUKBS6594auqOR11bTwGVpXiIwdA24aDsWm/ZDylMW7XINn+oidJsluDfFkSvNnEcOXc4q6T+/uHOKMIboUUz4zRFyrIXo+yZmC2nWfUWQoTmQIHdL40Gf4tMF7ucvgnTbz71rubZ5i5xt7/MdPvkXvsYh3949x78oS7Q8U7Rsl4V6OvzcEbbC1kHxhnnjVx6xJlAFRgBxZmomlZSBZlIxWLTqyZCsar5Uj9kK8oZOXitTtq6ZZIvvO/KdouWJstC0ZndTITo5/OXZGK8Li9RVlxw07zpdcH3i6aBBD5fpYCzEpMIty6tY3+++EHZyw2JWjpZxZ4zP39z4568cBVB8RR2DqKI7i1ykerARaHPtTVQut55I5B7Ica2U9e78cMJPoprMzF4VApK53wP18ixhVh3pgMTXj6PtUuj6o0GJit+mJocLUDOQCkarKvW/6e37OdOLB10fxyYpZyZqdzqcZMwHuMKtAuHXN735fUnTMfT1HJnBN9ME9n+RcTv3DgOHpkmzBEN5zzlZFWxBtKIqmRB/LSGJFtOETvx6RLoZ4jw3xGs5BqiwlRrvTUSqNMhK7HhPtCkbHDXIpReyHhJdjdGgZPZaDFs4ues4luNEdn/R4ib/vJDljmZiuG1Qi0dHUhUslcupgWJlPCGalUXYqh/oPdKs+8fERfQkPTXBm3he2sqIWDigVHYPXlxNQ7IxRptVr4zugVXQ0euQhRop00RKvK0axJl2C4FbI8HOuZ2q0GVOcLmle8SjPjcjmWgQ/cSArMTUaNxTpsAFnhuzOhYRbHsEh+DclsnQDR43vWCYdAvjIvBreqnF9e8p9P5k32PkCawTejk9w6EBi0TQY3xLueBjPkq8VBOs+4Ji3CRsnQOZQtCzhjnIga1+Rtwx+1zmjhbuKbM6By/G6hgekfmN3SlUZUVS9KZ9aVurBc+phgH7mta3c4yZASkyHeSNcwadoabx+xUpN3P8cq1+2HbgamzOIoUd6rCS8E6AvjPDerDHYi+F8TvPdgNbv7rLfXEXdiCgujmj9pIb+jS5lt4W4VqM8nRLciMhqMDpVuiLBKSjOpogrMfVLIclzhpUvbrLZWmblxxb9x/P88y++zPmnNvijtXc4cXaf9766xl9sXuDeQRNLHQB9GLj+2NJZ/XsDgY4g7wiyBUOwOmK10yc5aFGMfNACeT0mGAmyOYtuaAicFbq346NyyOfcvuqNBKPHcoSyhO/FJMc01neOlflcNbew6s1G4gb2bnnkKyX+rkcx70yQdM1Me3lngdWMdT3SKQ8mbn4z+8rsPLVfyL4+yGY9Io7A1FEcxa9bPAyYjHtSSjEFVvdZktvJxm9C49gmUx2aCmxgXHPopNomoBSOWfAtJtauPyoRmAhnxV4BLBNXzZ8zEqhJjJmzWW39UXxiQ8wkDw7IT2VuVHNSvERQViCkmJnFJBPnyhTsKbLVgmjdRwyUk/Ldc8lD0YRgyyef06QrlnhTYUYR6WpJdjYlG/jEdxXqtcb/196X9EiSpNc9W9xjycilsqqrq7p6uqenp0lphCFFbQAFECLAi3QQwF+ou6CboIMuog4SBBESNFyG4JCz9DR7rSUrt8hY3N3MdPg+M7fwcI/Mqq7ursr+HlCVsXh4uHt4eNiz9773wZc0cNFFgOU0P4AGe94AVz+qgaBQ/GIKAFi+20CNHYqvSpilwurtBmahUT61WL3ToDyhgY63SD5+e8n1UZFIrTIiVXQIlccmuRJV6uXRHchmj20kJPapApy2qAIrT1c88LKAWYKao560ikx9QEEVZqnRTAPGTwyW79WwiwLF0wLrY4fJlwbBKZz9xGP81GD1dkAzBqpPZmj+9RyT/z3D6Gd7mP+4xuWRwuw3Fng+Q/2jBs2HK6xXBvrCtrPigb4nZkmNrr0lK1QzAfzE0wQYJ7+Vn4zInnjksXxE6lRxZmCWFK7hx9QPq5kF1Idko60PPJRTKM6VDxvsAAAgAElEQVQU1m85jJ4QkYoKlKmohqw401jfcyhONZoZKbG+JGUqt/8lhcq3iX+DkejxM3uTr/W7rH35fb7drduj9D4Ahq57uSripw72ueV6ZpXO12gR9KyANxOa1PGPx7j6yRoHPxth+YdzrI8LPPvzB3j0x5/h/D8+wun7ChcfNZj9r0Pc+ZPHmP/3t+GejFD9cI3ZX41R/cs5qss9HP6txflPgOp3ltB/M8HkZxM8/mcBP/zpF/jtvbs4/rMxHv034ORv3sV/eOdd+A+X+P0ffIZ/+87f4v0PnuEte4GTZobPqrv4ZHWMvzt7G08uZtifrnA8WVAAUFPg82dH+PL/PER5pmC5ce76TsDiRxXstAHmBTWb5vN3fUTqabAB6w/WUPOCJjLerwGv0rlrz0iZMpcGygHNPbJlrx82KE4ozc/MNdyEiBSpp6pN7is2JwfgAcVW7rYOuL2OBG5cvVFHFT/7PoKVnx89EDIlELyuyL/QABGnWM+RESu47G+cbQyqJU8abQPpOFhWASgCYMiqoJYGvvTwE1YgPJMy7mqeiBuwefHpbqPgViBZW2LoAtcIxUEAhTIg1Rm5CTX1DRbUq+kpWfomnxZYPmpQH3iMH1us7zk4p5L9aPFeg/FXlgaIh6Sorn+6hpsXUCsNs6AZ0nqf6kEAPvdLSo8anRhUx57sJOcWo88t6v2A1Ts1ihMLX4BSB08M6llgNYNUNHtBg2u7VFTzNWd1o872O4tFz/sciSr1inCdQhCjuhvq7OgmNBANigb9um5jq+1cob5Dn6ubEEH2JWAXNKgbPzVYvlsjXBWwzy3ZUb8ylKh3EDD+eITVoxrNHlmf64NAlqTxBPN/sYT5bIz9XxRYvOOx+OkS6skI+7+08NZidd8nNwAC2alrQwpTKANdn1kRUkGhPDHJWlodeYTCozg3sAu6djfTgDAhO2N5YbF64BAM2RSXDx30WkPXwPoutSSojqhm0Vukpqaam/UWZxrNHimxvmSrX5aKtpHuxw7w3vCJ/LO5LSf/DlI/5LjIA3rib63bI8Wk2fdkh7ft5GbgHlTNoUNxSgFR+szCXBg0Rw3Gnxdo3nZY3Qvwn01R/O4ckz+b4bdf3oX/A4fZX05g/+g5mo+P8eQXb+Hoj55h+p/u4upP13CTMexfzHD3j7/EF+ZtTD+xWHzk0fzTOczPZ5j8bIqP3x/h6L0zLP99hbNfHmDvM4W7P/fQfzHCZ5Mf47ejj3jCAvBWkaJaAs2Uzt+neoazi3ZiYLai55b3KYGy3KsQGgNcFtAfTzBZ0fm7ut8AGkl1wtij/GwEeJA6NTcoTw3WD2vYU0oL1ksNswaa91cY/3KC1XsV7LOCmnRzxL+u2kh0qKg+s1JYZOdy1mA9fnYbcep9wRT5Z903ttlx3guZEgjeBHRnzqLNji2A1AskpB/zjdcFVqLia4OCAikN4MQcOEW1UCbAlxxoUQMwAFzYjkDPt0lw+xAHDpmdU6V6C5oRdFOOEN9nYnJIkeluDIpJP7FYvl9h/GmJ1YMGvgDK5xrVsUewNKCsDz1W79Swzy2KS022wX0DHNdQkwbhLtDEWeGVpRqUS4PywsIXAev7NMgsvyqAACwfNlCNwuixRX1AgRHFGTXh1WsF3XBoBsft2guNhi1R9QFb/Gyr/KqmJU8xCl16S71CDE3KxJoGHiwBgCuJEASDzdRJSwOpZhqot1LBA1hWBVDTwGl9x2P8RYHVDypMf1NiuU/2uPJcobrrYVaGCHhJliE381iWNHPuLseojxyaicb0S43wfILFew0uf5cSyMpzzZMJpHy6MbES5RXUUqVWFCqgJVEPGkAB5TMDXVs0EyJW0EBxroGVQjMLNCN/qVFcKix+0MDOKRWQ6sNoQiAGRqQEPw14DpFxYx5o5lHSTad5bwpWofuqT5UCtgeXtwVDClW83Xk8KXkN2Lmh24CeS01JjBcU2qTYjpZqp+YGzQERK+e5luiTCdyPVhj/9QRXxyOs/qDB/s8mMP+GSNTFx0co/9Ul7v6XGdyPgZOfAsVfHuLwD5+g+s9v4av/9wB3fnqCE3tMtuofaqiPVhj9aoz9Xxssn96F+0dXuPd7T3D+4QTnpxOYC4PxU43iEjAVXetgQIqOA4o5UMw1dEX7X8+A9WHA/LhBcbBGYQLcxQj+t3sorhQ5+2YBy/crIupzA3tFVlOUHpOPS9SzAP/OCvaLMZQD1u/UMGeWrJFeobjQaD5aYPzzKRYfVjCnVPsNQ4EeYUwX39Swl3ugUa+51uq3FZ7CroIUb29bhSpvETCoSonNTyB4w9H9AnclaWS3NTj5L2xeINJycYSc1TrFi4kNCDxDo6LS5dE2bPShf3sEtxchU2Sixc0D4B8uO+dUPyZUxRn9cBbnBsFT/7LiKfVVGT0xqO56NHug5Y4daqvYlqTQHDdouKC7ONcofz1Kg+hYKBz7CLlJwPKdBig81IJmN92ElCt7QX2n1vcczFLDrIgs2Quq5aoPqcC52ePtPiCrX+wtleod0kznpjIFiL3vlaI7OdO1/MUkU02No+k8aAlDUC05MSuupQIpqG4SYBdEsooLauDbVAr2pMDyAalSy4cN9NrAXlJwSnGmU21M8Vyj2Q+oDj2KuULx3KA+drj6gJTX6T9YarK777G+76CXCrpWsFcKo1OavPKWaqNi82tdK+oXNfYozgyKC4ryp8G3xuiZATRQHZLdb/TcAIFqTpacnBksEcviXKceWypwulytkk2vJUQqKchRufI5efJIA8wUUME1tmnAeltqpfrQp44Cg7+zuUrtS5qIVA2rU+cGzYHnaG/6DdUN9aAqzgxqrp0KRtO16Nygvl/DflagviiweNeRpfOfXKE+KDD/9BDq95cY/80Eq3sWJ78fcPBf7+HOv3uG5f+4h8ePDzH+kzkm/3Mf57gL+8EVFnqCyWcWy/cD3E/muHw8xeSxRvnnezi5P0X9oMbkzhIHj1aY/F6N/XINHxQu1mPM1yWqdYnV5YidLh7FuMFsbwUdFLQz0I3G+vkE6pnBhCc36kNPCcLWQ11aFOeaav+41cr485LCJI7XKH4zQTMNaO5QHZQbB8AGFM81qg9WmPx8isWPSZEKhq7rxZmhSbBTg/oOWQHDyPOsCn9crkOkcuQqLE8G9p7b3dsAtkjVAIRMCQRvEroXifwC0E1fylUqTR79rR+NgO16p74fk9v4IyrYDdX+MAUejCEQkTIrsvuZuaa/CxrYRbVJ1VSjQjYjsuJFW13Yo8fcmOJ0zdygfGppRn/iaSZTBeqFpkNKRwOAEACsDOy5gW4MfEHx2KohpcuV9MNuLznhbMIzxUeO6lOeG6rz4llis6BtSvuxVIMhFDmxlO/DK0LfNQfZY9Hmx+OmYDZVFc0DWlO1oRQ6NvRct4mN9aHH5HOL5TtkK3VjheogYPKFxfL9GuVjy5MD1KOpmRKZLi4Uqjse1SEweq5hP6fmudVdBzfRKC40ikuKMK8PPOpDh/ot3zoC1gbmigJ/gg2oZ9SaYvzYot4LWHxAFqfxlwartzzqe9Siwp5rmLUmC6CliYvi3KI68lSLVSmyrz7nOsBUgN8eHx3tT3UWIhMTzbr2PvBg1GBTtbrNrS+G1KgdNr+UdOq5GaxXG+qUH9NK7EIRQT4ndcpcGu5px7WZCw1n+PO6IPtz+cygelSj3tfwX05Qv7/G3t+NcDU1WB8HmM/GMB/OsVjOoP/vPaw+aDD9+xGW/zhg9dMKs1+UWKs96PeWWNoSe78usD620I9WWB0D4bTE9AuD8UkJV5a40Ac4L4DPJpT6G0oif9RmJSBMG+jCo6kMzp4dwV5qmErBrgBtSNWt97lPmglQC4Pigq7j9aFHGHkUzwrAA8sfrYFaY/QrTu8be6qHequB8gr2UqN60GD8mzEWP6qgzywQADdzKJ9ZmqR7ThbJ4rlNPdhSXVqRTfr1Bdjw+CYPnOg9t4fUWGTPD0DIlEDwJqDP0zs0WxhJEsBXmM5zQ+u/7v0E3z9kdQJEJtoUK7NW8OPWTmWWpPDEKHU3Dm2D1blOoRV+FFINh6lokOFHgFnQ4DQOWtIA0LdJaNQoOKA+8GgMvae5ogaP9QGTuCsqUjYrDdQg1eycMnHrAw97RbHusacO9a3iv+OQtjEpU9xXSvUN+AWvBjtqVzYivHPlhJVTpKAdPid5kAtExYXS1tbHHuOvLNb3HUZPKfFufTdg/GmRwhtUTSqXXSiqsYPC+InB6m1HdtRTi9GJhnqmsXxAFlW11hg/NZg81giamIkbgyL5Jx7NPsXxmyuNYkXbXB2RojT5pCCl9YMKxdMCxVfUL42i0lulrJnQREMxp9ANvVKU2nfkYVYqKVK5suQjaerUjqTmvXkT3zhjHziAolsv1f2MbgN2nHPd8Kekgjb0N7ZPADZvB9tO3hhO9gs68EQUH/Mi9qii66e90PB7IVnj3IzSUX1NEeLFkwL1cQN1alF/sgf3TgX7tISqFarDgPLjMaofrjD/3RqTTwr4X06hPlpg8ZMG5cdjmJ9PsHzkoO+tsTjSwGUBw/Y97UhJtVcmhbs0EyA4wFyWMGsFs6L9bvaoyfTqoYMaeYS1hmo09MJQ+4pANj8/pgAsc2HhRgF+5mBOCtgrjdXDBgAw+YcCy3dr6CUHrdxxsCcWq/sN1IJqB6tHFcrPSlRvN7BMoIrT+NegPm5QnFqqU1uxKgVO7yu5R6BuJwI3Jg/yCefrrH03PO+FTAkEbwLUwG3gepl6Fxnqe3zXewm+l8jrhmDCZtEvEw83DinZD4EaqAYNmrkdhZSUR/UbgX3y1JsqmAA39XDRnupUqkmAUmn2PfBA2VxpCr4YU5S/4bAKP6Ll7EKngYyZk/oEgNQHVh02CFLcx7qNj05EipUp+S58Q+hO5PSoU1tF/7o9J7Xneqqq7REGhbYOKIuoru54lM8M1ncdRicG9V4gVeA5qUDFpYYr6XwrLkjRgtIYP6YY/+ZOg+Z+gH1aYPSMNqI6Clg+okGiahSrsgrFpSISD5A1b0ItA2JPLABY/oBq/Ca/LeHKQFHRlvq4FafU080X9N0xl20MPDQFvRTnpP4Gfm+fHZ+NupH8uGaz8luEiu2BW7P78bO4bd+B69SpLpHiGuNEnops0G6J5DYzai0Czfa1M7KHmksDP6bn3B7FqGMU6Jo4N6juUrPa6kGDYDQrMA0ADVXxBNFCQ58VcFNS45vjBji1GP9qjOUPatQ/WcD8aoLyr6dYfFCj/nCJ+ukI4y8N3PkEYY+uoc1hpv7HfeYeZ2aloVd0/W32PNZveWDsoaxHaDRQaZivSpiK0laDBupD6q+mrwzsmUHga3XQAfbEUpLf2w1UpSgI5lHTEql7DeyJpX1yCnahUb1TY/RpifWDJiUjmnmsc2XLX1SoYlT6iiZOvEWa8IsNljcmD4aCVfqsfS8wkSBkSiB4U6E6fyNuOqNyG38cBd8cura/Jmt0W7QKVfSkexvaZLCm/XGjInmaRY9NppUjW2A+aA46kHVL0/O6UtBzTT/yk4DAKpIKCs2UfGB2QQPhaNkLRvEPMbG0Jka5l9l2FiF551OKX0EDIz/mwuzM4iPfmVeIvmvQwIAmWU2j9S/2komKFBegJztg3dZSuTGRLb1WlDZ5qlNT20aRClVcUAhJcanhC5UCHtwkYH2X1jP+vAAU1zDdq4FGoXhuUX5Os/BE+oH62KHWPFjlmiSz0DArsoUFSwPQ8hml+i0fNYCi0Bazoljz+pjO1fKK+vw0+5TM58Z0PMpTk2x/AWhrnljFo+bSKhFSAFSIz8/HY9+rUCE79rdVmeq6L4DNfQztsYrHJuiMSJXciLekF6drXKxhY0U+1vjEdFw/9rBz06b73WvI8rbn0MwCyicW1f0GxVMLvSTlvjinfn5uj69fClSPNTdwD9dw5wVmvyqwvG/gf+cK1dMJ9n5doDqyaB5WWB0HqJMS9pK+VHRdRfquhDIAgSaOmn1H9ag2IFRE5MyzIk0oqZpeu37LQe01CGsDtdQoTqjeL6amIrDVe9bG/asGWP6wgjmz0LVCfb9G8aRIk12GGx4XTwqs33Iw57btKTX20EtFpHJOhMqeGbh9D73Q9HylAINk840TY9Hel5/j6fPuI1Qvcc4LmRIIbhNe5Afvtv04Cr4xbJCoONjSreUvKlNR8Qmp50fWnb5ulwWQwh3Mioq1YyEy2M6lHHhZWk+wQDOiX0Gz1ECt0gxtcUk1UJEsqYBk/7BsMVQNefOjMgUVEsELJtBvaSzEr5hIcX+tVLcj4ROvFrmavkMliOSJQlBUIgAA2hoptrrFhqpu0hIpu1Cpz1JxqVHPqF6uOvIoz6jez41Deq6Y05vWRx7FhYZ31KTa3SHiXVwo6BNKJ6uPHJoDhfKZwegkbryO40lAcQPfMZ/jvC/jxxbNlF5fPjWwS7Jtre872EuN8kTDjYi42SsNs2iVKRXIKlhc0H7pivpG5YqSYiIXSVZU6LZm5uMkQf4cgC2ie9tI1Q32M02yxHOt3lSh/Mi3x5n7HqlAlkx7SZY9w70cY6gHBZMQEWv2POypxfphTUmT71VwjmLTa27pUN3xqa7T7RGhUrVCGJFFEF+M0DyoMP/IE9n/xQz+dxao7gXgkykmfzdCfRjQPKhQ3wsIC5uCeoIBPBTAiX3gABe9sHT95u+etzR5BSZfGHmg0hj9mlP5jj2lUzoFvdTQrKQ1bPs2K5qoCHsOxWN6k/p+jfKrgtRfgBwERxziEY8bW1ZTnZ9FSu4znIpo51SXpheaPg/+DHzJVsos4TI1p+6GT+TnQfdcEJufQPA9xtBFQNQowcuAzxkVNi1/SpNyQ4Xu2IhRjzarvO6IfsDbZaCJ0ERboFrpjdS8wOuDV9AN0uypGwXoBlwfFVKsuZlTM15VqxR44UsajPqCbFZmSUSJiq0zGx94Nj9rZipE6htGfj0aUgl4ojsmcsWahzgYijU+PtX9cA3fqiXvzZTT7w6JYJuKiJddKiJU56REOe5L1exRj6cUULJSaRAXLBEZu9CwCwVdGTSzgPX9ZnOfdGRTdJ7pNVn/AjcYro48dE3plaQ8Uf1TjDv3Jc2uG67x05VCeapTiEVxqVJDYl8g5Q1pz4P1aMHlGfqU9Ne1f/f93fV53DbsOO+ATMnzrTqVehrFAIqSo7Y9KVJ2bkhxX2cJlLHB7FpTYMVSkyIEuu6t33IoPy+oRujMUk3UXVavjigBRy+JMAC0PfUdSgm0X5Zo9j1WP6hgnhcY/fUUq/uewigaDfvZCKPfjlDPPNzMw729htcBfkHql1koPscBaFCtkyXS2NbcKb4WKpgLiudfPWigJg76pMD484LWP6UaWL3S9J274+GOqA9g8WVBoRUFWWXrIzpGulKJSLkJ1Vxt1DvF3xy+PivNwTMLbuK7VEmZiol+USncaujbvZ4P2fzyvzeAkCmB4DZi6CJwW38QBd8atgiVV6CYvdb+lxLwbEukuj9gLalq1+2LkOwn0HmH+gCvWZWoFcyafkyDZjtfQbPBek0kyo0CBV4sNEIBNFP6odVVltZXUF+YblJf2nauqRIi9Q2ibzC/a3Db0xMmkqr4+XjTNvaMCXemon4+xTmpAeD4c28Aw4QqNp32HFjhmHibNaf7NaRMoAJ8wXV8TFqKSwVcGprpL5jM1DRA1Q2ts9nzqO60llWzJnteM6Fl9ZK2OTChCxoc4qJS1LubtPVWMXnQle05mg5NkynGHBEf17URMDH0GQwd//z+bcGAxS8+1l6vkIWgtAQrKR+K1ZCl4gkiVkg6Pbz8iK5LzT5Hox9xu4Z9j/rYo3xqUd1rUD61KSEy9sVTq/b6apYaLtDzZkF1Tt5ZuH2HVaFRXCio8yn8IaVENrWGXmgUpwbqhJJQw9TDH9bAPY/GKQSnqaekp8kDxBhxw46BGAM/9QgTD3NuUDy2WB87VB8u4a8KFKf0PXCjgOrdCvq0wOhZiXovoLrLjXlXGs0BbTcU0By1LStUwzZKzWESRXv88j5SCjQpQZNfNGHhLTbtqhuqVodQdcMouufArnOlB0KmBAKBQHBzBKSaijRb6Nge1w1uyJrfbg1MOGodup39BEC1AB5QXnd+vGidoQiAawfMfkyz74aT/poRW/3Wiqx+S02R5xMPXaONPeeC8o3tymdC81odIVLfHPqUqSFSNXA7aI4Cj3VDxea5GGv6KGRCwZf0Us2Eyl7pZFOFQQqJcGMaRBZzxUSJJwCcgrmiwZubBjQ8ONO1gq4Bu6Dmz/UhzcLD03sU82hpZRJVEeEKGmkWHYGfaxTskuq+ggXKMw1vApoZB7csWgtTqgMJ7QRGskMtVavIxrj/nFANEald9qfbgCFbF9B77uVNolMfrnyADrDSnalX45DUpBQM0qhkA6wPs2S6E4vm0FPi6KlF9aDG6PMS1R1H/fwuaSJAryiAhCLXqWbLj8h2aFaKItenDus9pGQ8e0X9nNy+g9MBakmPT74wUJ6IVaw1Tc1t8/rEWqUa18DfLXNp4Upg/cM11PMC07+aoNkDVg9rsvutNMpPS9T7Aav311AXBeyZgS8DmhkHR8w84JF6uJk5kat2IqRVo2PokXJq63xV2W9Kt/4vfX6uJbTR8vfCEwY7vgNCpgQCgUBwc6jN26nY3WHD0pcIVccutzEwMZGxZJYLIEVbx2anaZmG6xOKgKBa5cGNKYRAr1ilmpKFysRBMg9wmwn1rEr2viz2PPnoI7mKuyhE6pvHkN2vS6oGbqdIb6c2CVXsucTEyi5IqYkDMp81szVV28wWmSoEZOoRk52g6THlFOyc12XpfG4KAFO2rq4V1EKlgIz1saPB6JKUg1C076PXNNgLtg11qWfg6HNgfcdDN4BlW19KxswTDLuz93Xbaysuf2Mi1TfQvE2EaheJio91LX+Z1TQorqGKwRSdRtKR4PixT8pVqlGrN4MUymcW1VtEqOpDR03RTwqsf1Bh/A8lqiPPfapUSgIMjhQde0FN0t2M0/AuNFlP9zzc3Rrurkc4L1E+MyjmGvVegJs5NEcNfOERnIJfWqiVJvV+RcwwKFDvSkMEq5lQfZha00GJ/QDHH4/gRgHrfz6H9xrFJxOaENj3WL/bQM0Nxh+PqPbryEGtNQVwsK0vaKB+ixr4NnsUJKTXFCgRr9O6Vll9K5ISG1Xf1KS6E4O+FaySJ/rFz7tr9et+9jlEmRIIBALBq0bgGT+YsKlUZf72LpFqByQh/ZjRrLpiUkP2u9C1YPBz5Icni0fywiPAjdlCVStoT4oY0KYMOs2DVBvYQphta7f4XvDtom8Q20eqdgzw28QuDmJwKp13kWilvlQxcIGtg9q152WyczFRhwKfN5QcSPauVlFq9jILlFOpp1DcTpqJp0GiWWqYMxrQ1QdkHbRLVrg4cRAxUKNR0Bw/TeEYRASbfRqkxwFmCt7Ati1KebTLxb5p3Zn9PvJ025Wp7mB5iFh1zre851k61l5tqFO66RDdWEsV69diI2W+RpkFJfWVT7k57RkpVlAa9gmFUhRfFWj26L2JiDQwc0OhDftknStOqVF5fbchNfXUYvT3IzSzgOphjebHFfxZSc13nxkobykxtQTCnkeYOrg9AE7Rv+z7pCqVAiH8JCAEwFwamDWwelRDTxqUv5ihXAGLR9SU15wb6MsCvgBW71VQVxbFKZO8SUhqlGoUiqeWenMtNCnAU66Dymv+sjCJVI/bsfUB2wRq4378remSqO7nLsqUQCAQCL4ttBHM7Y9WsgAGJAtfIlWGiNAGwcqaroZcneCaBAAb3vaUKFi3tj/qJ0IqU4w6jyl98flgqcYlr4FKA/DbNuv+JmOIROW3+57L0XksDbTibHam5kC14RXJBoR4m+temIToaO/SNDimSH9WhbJzNw8t0LXi9Ei05AsUIBEMNffVNcf6jyIB4h4+PIiEop5Xdk7WVz8KZKWqWyUuoEOkOrUjUakjQonW5nQTInVbMEQM+wbSfaRKt59rIqZMyAGkGioiTUhJf75oycAGORgFuv419PkWp4Z6J51TQp1XgH1WoL7LDWr5sdisVq0VpQbuedRjT/3JnlsiVfdq1G8B5nmByccl2fzuOiJbkfizzbQ8MdAN90TTfC02SM3T/TiQquRI/Y/nU7XnYS4Myk8LLB820Ps11NMR7NwS8Z94wAHF0wJuTMmV5ooOVn3MypQNqI/bujFV03ukCYBxTE4MbcBEbiPvKK0prKbbS60nxXLrc+67f0MImRIIBALByyGKS2lWf1PpaXsDMXmKgWeRwAQAKlOhIjzamiWFllQhJz5tM91YtxUJVdCAQrstYEUrRlVLqMRriL4Bzk1UqQ7J3loGfA6osKHSxLhreEDl50Wnt1Cyl3JPqxjNDs91VONWrYrndD5L7mPQimvj/iOpUo4CMOJ9XdG6XR5KwWEGqUEvK2XBZKl9vAzFxIftwSYrZ75jf9qqG7mOXL3pGBowDylT3fvxfIrNkSNxziLUU9Ifn0MbBLdWG6qVXmn4KfXBc5OA5sCjeG7QHMaEugDvAXNByo29MHBjj2bCSaZ7Hs7Q7djUvB5RwE7xtCCyvu+wvOOh5xblM0Mq6CQANsBPHfyM90sHKFbtASA4BXCfKeUUzKVJ1/HACaz2ktSw5fsV9KVF8XRCoRl3HAUFcQ1Uc+CBwA3aOSUwkic4UAT8vQYmhbhk39UlHaPYSypZ/ZxqyS1/ThsOg+zc7W1g/TIkSmx+AoFAIHjliLOBAP0Yd5SeXPHZCnToPpcPoCPbUp3n+D0TKcrWE2KPKqda8sbrjipYqo3KtkfwmqBvgAP0q1Kd5VNwSKx5YgKe23903mS6bFWFpCLxOvMC9Tx0IJKVoDiIghMBdUwf423MkyFVDSD2JjKgWj/QQNwsKazATUK670tSBNLtEdVMURpg2AirUGxnjf20iLi1s/apgYVVpMEAABX3SURBVG8kT2hvx+CNrdqR20ykgOHzC9njuxSLeL2KRBvZ+cLnTkz6Uw4tYcpIADWgZbVl4rm/EilPbhxImbo0dK4uNNzUAzVgLwyafbLC+YLrROdUE+qmFCeuV7QDfkTBPGiobhTBwE88qnueapaWihQxpdvoc1bcopIZrdrNlNaPMaghMaf8QVNtKrxC8aSgmsBHFdTCoDgjktUcNVANhQEhhqysNVRDTavN3CCYgOpeg+K5JTss2yZj4123RySyOWyPS/x+baX3dWsBu+d1n+L6IqRqx3dByJRAIBAIXh6dgcmg4sPP5a+L1ijVHSQrIkbRAthdYSRIiXP5bH06tASP3zepZ35g2wSvB/oGO0OzyNkgKTWdzYlE929BNUmpzq6HkCNgM62NFa08rjmmmwGt8pQrUymi3RIxioNsVdMgMbCaEQxtV6zj84VK4RF+xKERJajB8JICKmLQiuL9gG/DLVSjeFIDPBjt2KCQEalsH783RAroJ1HdfbxGAQW21aiNep3YBipa+7inVEz0y5vJ6pWCm3kKnjh2MJcG2hOBUtyUnHrpkb3PzE3qpxQMJfrptULgpLp0TsdAEg22G5LCAwB+TMoRuM1E7B9FhWD0+mACYD3dX2kU5yapac3Mp2ChGJpS33FQlUb5VYFmL6C+09D9ZxTvHgoilQoKbkaqVcHNeeEU7KlFfYfS/HyBNr1vFGAvOazizKSGxQDagI+iQ6L6SFP3701IVR9EmRIIBALBN444OB14Dth+fkt5yn7wYtPepC6FzddFT3+yVwFJkdp430iubtvg8Lahb0YZ2B78dAdO8bzg4IlIJLxBS6jqzbS+9NpukXrTWgBjMAoNVLluymekKpCta2OigLdFewXUfJ8bkHoda6+AoFQiNdHS5K2CqQBvuHEwN/pN6tUqWvqQlCdoZM2nmeT1EKlod4rq1VbPrr7jfBvRHVDHx9B5fJcylYfpdI4vgGR7TgP+kW9taa6t+/FlgF5oqh86o6hwValEhlRFZIt6kAGBFcmUYFe1cfe65lo6BY7Gb8/pYGNPPcUJk5ZqSLnXXtpXrhGkgBOTlLZm3yOMqSBWX1rqycZkDg5JMaruURiGPaO6reqYa6QCkyhHJMqVAfWBS8mBzQHXiU3bxrtgFc/NPD03823ipUKqq0qBKmg/h0Hr6g6CLMqUQCAQCN4I9BIpYOtHKlxzP3996AwEe8ncbR0Y3jZ0B0XA9kB3aCC0YcNSyaaXrG95Wl9Wz5cIR36fLU+RBEVSBcWqDlv8FGj9IVOnIgKfiDFZUDkiWCHWXnHz3phKaVbUgLeZEokyS+5zVSKRKM+387oSUmORwiWCyvYzWtDQHp+4r/GxrSTLITvUbUGXRPURqz71oud8UwPHKlpON8ImMgUl1eY1FJ1uz8nGZuamJV5gJTGrFYLKiH+0nrI6E1gJo1o+tvkBUGuKOw82cGAPbaxqFNfoKZq0ymarqIaPe6QBRJAuC6iG+qqRsgWYK/qyNDMHvdYw54Zsh0wAYzgGXIA9px5T9RE37r2ifQVoPYlIFe33y4+oCXK0MebWSl9gk0jtIk27LH6iTAkEAoHgNmKDEF0zoBPb3i3EdUpBtFv1FJxvqAXIBq45cVLZ/TyIIa+T6kQpp1qoLDY6hkvoug2faIm/av/X2KiXirbD2BcqKIV6FmCvFFDHXliAXbSNgc2CBo5uQrY/5akGTFdsHYyplqrdj96eOp2B5PeKSHX3KSdI8X6XNL3IIDy3AeaWvvFmLPrG35Um9eXSUGPxSBo4GCXa+jyP1hNR4yATPwlEmNaa6+wiQaHkRzfxCKPANVVtgVSwVMMEQz37VFDtvgRQgMRCQwWQknToABOo5uqcWI0bB0AHWK59clNSj1Cr1Pcq1nU1dyhgonxmUB07qIL7AhoQgczDYTQpYimooxMYs2GtzM/h6yx+6DzWp0z1nSfoWaYDIVMCgUAg+M7RtfEl3LYBneB63EQpQM8gqkOSot0tJxYbilSu3HTev5sMGGtkojoAFVL0tQI2rH9bCoZHqk0JJgBetXUvowC7JKtfDJmwC1IbotXPzuk51SgUFwrNlN471lvphvsWxX3qHp/Ocbt2xr77GdwW3ESVypfrU0XRcztfX2iJrI7pfUtSlxKxyu9PKKnOTTikgol9ClWoO5+rbkkGwKl+owBXUk1WVKfchGqe9EpBcc8mP+GTlUMmdK2Atdo612O9nyvpCdUwsfLcJH3K614qKEepggC9V+Dm1fbMtHVdKwW1tGgOHdxBQHFiSWkdE8lTjUrKmi8zZSojnal/XFKK0Tb0tZ1rQf4Z3VSZGjonbgghUwKBQCD4ziEKk6AXfYOdHcQgJ1L5QCy3WEVL3067W8+AejP5LFOossdDNhhT2fOpro9DMnxBNSG6JlVKVwrFXKGZtIqVcaQ+KdMSrHoWUhPhFDaRpZn1ksTrFKcXtTvdBvQdj6FjsIPQD1pNY9pcrVp1iUMn+u7noRGpKbDNrouRZClQ7VRDaqibEImK1s5YI0XhElxHNQ6pfxMVHAUOp2CvYr4vHP2vGwCVTv0BqR4rUH+zNa3HTz2CppAMxQSOelFxCqFCIo7gMAkEkNVvrdtgDk+v8ROui1LtRIi3aAlTdl4nshoDZTrhRjtrAa/7fF8CQqYEAoFAIBC83ugOjgbsO6lpZ1bon+qg8tfcpG6oQzySOsXvFxUqhKzHVM+kQCRVVOzPikCFVEdjFzSwdqWCXRI5ikETsadUM6E0wq0BZN7TLcZDdxvy7lKfbru17zpcR6r6SFTXKpY/l6ukkbhnn5kv0IZIsBUwpUNmJL+bOrlhywz02XvdWuAS8WJuFIlVJFWBUyLTCcwR5Bv9/FhdDSYglLxTMSqdrawxmh+a7YWOSBBAKhOARIoQkBQ4gAMrPLhfVkAYe6rnKgItt9RJccvr/jZ6dWU23a5ylT67XRbXvvP9FZz/QqYEAoFAIBC83uibbe4SoQ652lJqehSZLSKVBzRky6WbZvOpaPUb3Ob4+sDLarL2xX4+UDQQNqvW2qeZNAXV9pQyVVsjlQ80Uw+pPptTdx+uGyh+34hUjiFSdVOr364Bex5+wudiazVViWgnBSZgkzxk60vqqMcGkdAxuS8n1ciUqkxRyhulb6RQ+nguqXRepzTAsq35Sw2LuVEw9bdCalaso3IKUK+sMc0ymCsiS80Bp/xBJeKlXHs79mXTTUaY8p5SsV9aVn8WU/56Lbw3tfuJMiUQCAQCgeDWYGiw0xnA7mzUiX6lJlcABsNO+pQKdJaPjaDj+8YBrwI2FKtsu5UHDBfZB019n6BIedK1gmE7X+DUQF1zBDqrVLERrwo9g0Zga//79qG3OP/7TKSuI1D5MvH5HVa/0FEL43MbSYqqPZeCzohRRmL61NJ8fVHdQiTdjiLSY92SYsteUrJYUdog92jXB+ZaoQjc+LxN/dOVppTAAgArRTEl0E8C4Fo7XsgIULMfI9AV1U8tFWxlUi8tio4PVEe4aqPele8oT90JBNfuf94oeWOZrhrdpyIie/xrQMiUQCAQCASC1wuqc7urCPSRp6HHsPlYbzx4n+KAzu2cFMUxKUej0x2VnkNQqbF0fG0iXqEdKMdeU6ai4v7AdTYAJ5hlA/Nob0rhBNGuOESKrhtI9hGt7yOGFIpdJKu7fEcR3fis8sRIYIMsRWJPyguteIhIbZyrnPYXz+OY6pgCHDKLYFKr2NaX1/V1CWFUxei+au2BkVjVABTZE0PBKYELtuol+ykHbawU1Jrj0Rtazk89VM21VBPaCVW3ZC+FUDjFtsjNkIkNdS8nnQGD/dW+aSIFCJkSCAQCgUDwumJIEQg9y96EOGD7+Y0Z7O4ycdGccPGANHA0eh6XntaLzno7xCqpAzE4AK3KsBHLzstv1UX1HYM+kjSktgm20adK3USlGrjdVVK6KZPJypan0SH73PP36ihTG8oL3weQ7KF5TybNJIyscHzOxgCVDqmI4Q/xvRUnTwLg0AokKx8UqUfRRqicSrHtqlGkWPmQ4tH92Le39xzspYEfhXQcEDp9ufj7kdcIdpXmjdYFL0KkXvH3QMiUQCAQCASC1xN96tLQ7e6M+5DalK8b2B5w9Sy3FXmu0NqkMpK1pWTlxCnfvnzdcUCYpfJtDeaxSag2tr9v/4dUqu6+CzbRPQ/67l9DojZIUVYfpRukvkmxBqibUpfIUV7LF9eZGkmHlsDnrwu0Pqg2wZJ6NrWkP56zqVYqe23aXbepYMV1IrTrDGzNS5MBHG2uGg2356ArDXvJse0zin+Hbm1/Zm3o9lqTpY9rA3XVWv1SwEonfKKPFHX7yKX9GrpOANvfia8BIVMCgUAgEAheXwzNLHfJQd/zu5SaXe+Vv1/fe3cH175zv7vOkP3Ltyeu2wNKZwrYwHurvu0Y2te+v4Jh9J0rfSQ1fz6/nZ8Lua0vWvkKJlJ9NUAZCQi6R7HKiFNUaTbOFWSKZtOqU0Gh7bWm28doRT0zB1zn57MJBOV4J9lqqhu6n+qjuCbKTz3QcFrfvkddemro60AEa62pOfHUwxWBlptyNPqaa6ec2iCb0Ni2SvaRok6z7m+TSAFCpgQCgUAgELxJGCJFA7PW6bn879CgrG/9XbUpXyYbMIcdgzOVvyaC7Vcqu7+xiusGhN3lBF8PfSQZPY/lJKt7W6HtCZWn9mVx/X01QL3hCt2UyOxcA7ClUMbaoQ0licNKfJE9xsupzgkbsm3fiPMH2tRKxf2pQls/FZUoM9dwMw83C0mViuqTnRu4iYcrOdWv4FS/habAFe675gsAkVxm27KlTOXHZOg7chMi1VUgXxJ9vb8FAoFAIBAIXi90B1JDywy9Jv87NHjqe7yPVPVshwrZP5/9zQfFHeVqy7LXN7jr2+9dhFHwYuiS5S5RHvps+o5/tq4NshQJT4cY5CEKISMRqTYqV2P6yFz3vm7VqbxnFUCPUW0SmCgR8fIW3DOtcyw4fl01vPFZ2IVyZM0LBjBXBkEHuKmHvdRQtUJ96Ci5cm4QFOCm1FNKryjVDwEwS001Uk1L+EgFw9b5vTO1c9dkw7dApABRpgQCgUAgELwp6CpDuwa2fa8ZWt+ude0adPWpRPn25Y8PDbyHBundwSN2PCZ4edzkvBj6bK6xW/apTqnnGS+XE6suOdgiEX3b3D1X2fYWNJOoWD/FBGoruh/YTPjrrG7DSqjR9q3i2PIwCtBrSvSrjxzMXJOFb+YBR2l8qKmPFByn+o08xaFntkelho/R1mTCkLLcvf0tEClAlCmBQCAQCARvIm6iyvQpWd0B1YsQqT7FIn+8T8Ua2r5cbei+V9/tofcVfHMY+mxuopAAnQa9REQwVNuTvS5064O6y+fb1DmP2yQ/IjxgNSzVUMWYdAfaFlZPlUNSUnOVNd8n3SCl+3nLKpVXHHmuYM+5JmrqYa40PVdS5L9eEuXwY99GubPtMdgAsJIbDDZrEPuO0U2J1K7jNvRdfQkImRIIBAKBQHA7sYtk9Sk71xGp7nJ95Er1/AsD//rWN/T+fTP0okp9O+iSJXTux/OpQwJiHVKy73F4xC4Cn5pKd89Lj+3Pu4dYxJooICNROmzF7W+dn3F9AYlkpfUoIoK+CInsqBCbBYMa7k493DjAXhoop+AmnpbjuHY/8tA1kbxo74vbqJqMUDH56yVDNyFKfQrwLiL1Cr5DYvMTCAQCgUDwZuJlB0N9r7nJ7PUusnWT9xuyK8VlXrH9SPAK0FWhkN3unjOdGifVJUDdz7pDZEJGvABsJgN24tMHSUPn3KEmv2rzdbzMUGiK6pAVImEqvTbF+HOohgpMqCzVR6mmbcYLxOPADXkbBRU6DXkVrSutd+gYbWxkz3HItnnw+VdMpAAhUwKBQCAQCN5UvCrSsUsR6nuvl7UG3WTgt2uQJyTr20eXqOQkqnt7aPkhW1rn70ZYSU6qkL2u+x7549h+PNZL5XVUkUXljai39jm/ne+fJ/ITo9kjYYxx5qohggRkZJJfHxv7ks1wMwId2bpucqz69nXn89jx+NeEkCmBQCAQCATfb+wiTt37Q2Tr66hku2bSBd8dbqJKXUeigO2Bft9nnq9nSJ1CS2IGz9H8PQNHpWu20OUKVVym+/7dxxU2Aio2+k/FfleOV2EDNfN16D9uXK+VCFWeYjh0LIcmLl6USPUdq1cEqZkSCAQCgUAgiNilQH1du9917/myipfgm8F1qsYQocpv99nxcnTtd/ya0CVVvExK1xtSlbLn8jCKFDrRfX3cPt3zD7QNsV+V6tnWVOOksNEweOtYdbYn1kX1NqJG5/U3Vae6r/uWIGRKIBAIBAKBIB9gxvtd0qR6Huv+vSkh6hsEiyr1eqJLPHaRpF2EoG+9udKVrW+jdqrP0jdE9OLNrF4p9m8KGVFqwyk21xW66433YyDFEKHi9Ubi1Uc4E/FCtn9D35ebfheuI1XfAsTmJxAIBAKBQHCdta9vcHedPfBVv5/gu0GfRW/o8etUqyEVZsjmOWS/y9+j81xqEswEKCdMQ6ETaTNCZ7lcDcu3I19PXkfVPSb5/gV+6KYKVPeY9FkZd6lS39J3SMiUQCAQCAQCwS5828RGiNTrhyHi9CIkKl8XMEwEhpbPb/cRqbhIn4KUPxdf06fcqM5ykZx1SVW0I8YaLu5R1aug3fRYoec1uyx+fcfiO/juiM1PIBAIBAKB4LuE1Eq9Gdhl54uP9S3b91iHlFxrUxu6na+7j8j0rbOPbPUty8vHRr6hu1zIHr9JdHt+u+/57nK7/ub4jicfhEwJBAKBQCAQfJcQJerNwdBgvo9k7SIJQ+u7rh6r+7oXIeI5iYr1U6wuxX+D5IpJFdAhVdnjg6pU93bfvnX3q2/friOU3xGETAkEAoFAIBAIBC+KPjIQH9+FLsEaCqfoW+d17ze0rhgg0aNAxaQ+dZN9yclT33b1bedNSVT3eOwini9DJr8hCJkSCAQCgUAgEAi+Dq4jVrvUqfz5oVqpvnXuUm76iIjueTx/bdcCmL92lwVxF6F6Eevj0Lb3betNl/0WIGRKIBAIBAKBQCB4GVxHkjDw/HW1UkNBEzdRgvqUqu5j15GnPvTUTA1uxxApvEl91HV4DQhUDknzEwgEAoFAIBAIXgX6yE8fibquVio+1nc7YheRuo5cDa3rpsvs2qeh9L6b4EWXfw0gZEogEAgEAoFAIHhZ7FJhdi2b399ljeu+7jqycxMitYuwXGcj7NuHoXjy697nptbG1xhCpgQCgUAgEAgEgtcBN7H37bLxDdn6uut/kW3J0Wfty5+7yfrfcPLUhdRMCQQCgUAgENwEr0FymOAWYVea3zf5nl/n/fpi02/ynrvuv+FQIdyyPRIIBAKBQCAQCASCbwGiTAkEAoFAIBAIBALBS0DIlEAgEAgEAoFAIBC8BIRMCQQCgUAgEAgEAsFLQMiUQCAQCAQCgUAgELwEhEwJBAKBQCAQCAQCwUtAyJRAIBAIBAKBQCAQvAT+P7S6MKb9b1t5AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1080x432 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x432 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"N = 256 # size of window (pixels)\n",
"wvl = 550e-9 # wavelength (meters) of window (pixels)\n",
"L = 7000 # propagation length (meters) of window (pixels)\n",
"delta = np.sqrt(wvl * L / N) # sample spacing\n",
"T = delta * N # window size (meters)\n",
"phscM = 5 # number of phase screens\n",
"D = T/2 # aperture diameter (meters) of window (pixels)\n",
"\n",
"# setting up the source\n",
"xx, yy = ez.meshgrid(ez.linspace(-T / 2, T / 2, N))\n",
"gauss = np.exp(-(xx ** 2 + yy ** 2) / (delta**2))\n",
"fres_kernel = AngSpecKernel(N, L, phscM, wvl)\n",
"\n",
"plt.imshow(gauss)\n",
"plt.show()\n",
"\n",
"plt.figure(figsize=(15,6))\n",
"# setting up the loop for propagation\n",
"propped = gauss\n",
"for i in range(phscM):\n",
" propped = AngSpecPropagation(propped, fres_kernel) # propagating the point source\n",
" if i == phscM - 1:\n",
" ph_sc = gen_single_phase_screen(r0=10000, ret=True) # the large Fried parameter value for the last screen!\n",
" else:\n",
" ph_sc = gen_single_phase_screen(r0=0.1, ret=True)\n",
" propped *= np.exp(-1j * ph_sc[:,:,0]) # applying the screens\n",
" plt.subplot(1,phscM,i+1)\n",
" plt.imshow(np.real(propped))\n",
" plt.axis('off')\n",
"plt.show()\n",
"\n",
"# generating the lens operation\n",
"lens_phase = np.exp(-1j * np.pi * ez.normgrid(ez.linspace(-T / 2, T / 2, N)) ** 2 / (wvl * L))\n",
"plt.figure(figsize=(15,6))\n",
"plt.subplot(1,3,1)\n",
"plt.imshow(np.real(lens_phase))\n",
"plt.subplot(1,3,2)\n",
"plt.imshow(np.real(propped))\n",
"\n",
"# applying the lens and showing the resulting phase difference (unwrap_phase can't always be perfect, but close enough)\n",
"mask = ez.shape_mask(ez.linspace(-T / 2, T / 2, N), r=D/2)\n",
"after_lens = unwrap_phase(np.angle(propped * lens_phase)) * mask\n",
"\n",
"plt.subplot(1,3,3)\n",
"plt.imshow(after_lens)\n",
"plt.show()\n",
"\n",
"# Finally, forming the PSF\n",
"xx, yy, psf = ez.physics.wave2psf(propped * lens_phase, T, D, D, wvl=wvl, mask='circle')\n",
"plt.imshow(psf)\n",
"plt.show()"
]
},
{
"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": "3.8.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}