From 008c773f1465c36ec4acfe8122d41325a0410683 Mon Sep 17 00:00:00 2001 From: Lukas Heinrich Date: Tue, 22 Dec 2020 03:08:23 +0100 Subject: [PATCH] learn nb --- docs/examples/notebooks/learn/Hessians.ipynb | 185 ++++++++++++------- 1 file changed, 114 insertions(+), 71 deletions(-) diff --git a/docs/examples/notebooks/learn/Hessians.ipynb b/docs/examples/notebooks/learn/Hessians.ipynb index 652b0f9adf..6dd57fec7b 100644 --- a/docs/examples/notebooks/learn/Hessians.ipynb +++ b/docs/examples/notebooks/learn/Hessians.ipynb @@ -111,58 +111,78 @@ }, { "cell_type": "code", - "execution_count": 238, + "execution_count": 427, "metadata": {}, "outputs": [], "source": [ "def func(external_pars):\n", " x,y = external_pars\n", - " z = (x-0)**2 + (y-0)**2\n", + " z = x**2 + y**2\n", " return z\n", "\n", "def internal_func(internal_pars,bounds):\n", " external_pars = jax.vmap(to_bounded)(internal_pars,bounds)\n", " return func(external_pars)\n", "\n", - "def plot_external_func():\n", - " grid = x,y = np.mgrid[-5:5:101j,-5:5:101j]\n", + "def plot_func(ax,func,slices,bounds = None):\n", + " grid = x,y = np.mgrid[slices[0],slices[1]]\n", " X = jnp.swapaxes(grid,0,-1).reshape(-1,2)\n", - " Z = jax.vmap(func)(X)\n", - " z = jnp.swapaxes(Z.reshape(101,101),0,-1)\n", - " f,ax = plt.subplots(1,1)\n", - " ax.contourf(x,y,z)\n", - " f.set_tight_layout(True)\n", - " ax.set_xlabel(r'$x_1$')\n", - " ax.set_xlabel(r'$x_2$')\n", - " f.set_size_inches(5,5)\n", "\n", - "def plot_internal_func():\n", - " bounds = jnp.array([[-5,5],[-5,5]])\n", - " grid = x,y = np.mgrid[-np.pi:np.pi:101j,-np.pi:np.pi:101j]\n", - " X = jnp.swapaxes(grid,0,-1).reshape(-1,2)\n", - " Z = jax.vmap(internal_func,in_axes=(0,None))(X,bounds)\n", + " if bounds is not None:\n", + " Z = jax.vmap(func,in_axes=(0,None))(X,bounds)\n", + " else:\n", + " Z = jax.vmap(func)(X)\n", " z = jnp.swapaxes(Z.reshape(101,101),0,-1)\n", - " f,ax = plt.subplots(1,1)\n", - " ax.contourf(x,y,z)\n", - " f.set_tight_layout(True)\n", + " ax.contourf(x,y,z,levels = 100)\n", + " ax.contour(x,y,z,levels = 10, colors = 'w')\n", " ax.set_xlabel(r'$n_1$')\n", " ax.set_xlabel(r'$n_2$')\n", - " rect = patches.Rectangle([-np.pi/2,-np.pi/2],np.pi,np.pi, alpha = 0.2, facecolor = 'k')\n", - " ax.add_patch(rect)\n", - " f.set_size_inches(5,5)\n" + " if bounds is not None:\n", + " rect = patches.Rectangle([-np.pi/2,-np.pi/2],np.pi,np.pi, alpha = 0.2, facecolor = 'k')\n", + " ax.add_patch(rect)\n", + " f.set_size_inches(5,5)\n", + "\n", + "def angle_and_lam(M):\n", + " lam,bases = jnp.linalg.eig(M)\n", + " angle = -jnp.arccos(bases[0,0])*180/np.pi\n", + " return lam,angle\n", + "\n", + "def draw_covariances(ax,func,slices,bounds = None,scale = 1):\n", + " grid = x,y = np.mgrid[slices[0],slices[1]]\n", + " X = np.swapaxes(grid,0,-1).reshape(-1,2)\n", + "\n", + " if bounds is not None:\n", + " covariance = lambda X,bounds: jnp.linalg.inv(jax.hessian(func)(X,bounds))\n", + " args = (X,bounds)\n", + " axes = (0,None)\n", + " else:\n", + " covariance = lambda X: jnp.linalg.inv(jax.hessian(func)(X))\n", + " args = (X,)\n", + " axes = (0,)\n", + " lams,angles = jax.vmap(angle_and_lam)(jax.vmap(covariance,in_axes=axes)(*args))\n", + " for i,(lam,angle) in enumerate(zip(lams,angles)):\n", + " e = patches.Ellipse(\n", + " X[i],lam[0]*scale,lam[1]*scale,angle,\n", + " alpha = 0.5,\n", + " facecolor = 'none',\n", + " edgecolor = 'k'\n", + " )\n", + " ax.add_patch(e)\n", + " ax.set_xlim(slices[0].start,slices[0].stop)\n", + " ax.set_ylim(slices[0].start,slices[0].stop) \n" ] }, { "cell_type": "code", - "execution_count": 239, + "execution_count": 428, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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X7xH/YMZSziiYQm/Qx2MH1/Kfuu1EVGXcgbpk3rAoyHS+vYPUxRVY86KOgkZQ0IlarjQu4dpF59Ee6OWhw89y2NM4whs+mgE6o6hwavZlrMi+mEbfXl5rvg9F7YvViZbZ92Eb6XkGJs22xOpEMAphjuzx09Mc4IRzUjAKEUocN1OZ9mP6/Z9S0/0dtLFBvtE84az8tqQe8P8EwDNn6dT33s9ICl+T4UQmZT5OUGpje8eNhOQugqqO9au8GMwiVcfFwB0X6XBgh5++tgAzzsxDEARCio4lGZewIvt6mv0Hebbhj3gl15eCb44xgx9XXc9kezHvHlzNr176C9YTSkZovcF2J32b6sg6Zy5ynPYzEbkhVW/itsknckX5PIJyhCcPbeHJg5vxSeEE8MZHM0jd/fi3VWM79fjojR23TwmE8Hy6EeuJixHNJmB88Mbv12s0nFhUwulllawoKSPVZCIkS2xqaebzunpWNzTQ6HLGHS+AZ/1G7Mcdh2hM1DSJKLjWrcUyfQa6tDSS2jFosgBiEpCrsoxrywYsVVPRpaWP2O/etR19egbGwuIR+5RjkB2GOjPyflJVFe+unejS0jCUlYzY7z98GDUcxjxz+uA2vUbDgrx8lpeWsrysjNKUVAD2dnWyqraGD+pqqO3vSzzOBGEcPHAEJRDEsmDaiH6HWzoIHWnCetK8wR+KZCCemZbLT2YtZ0l2CY2ePv6471NWtR0EkkdMjBYtEWjswbOviZxzZiEIwmCkBIDs9FLcqOfhb99LhtHBysb3ea35Y8QE6CaCeCKSxKyUpVxa8B1ckR5ebvoVfeFWDGKEYF+Aza+3cfr1uej0YkKEhBRW+OTZVk652EFqRtRbzrd9gynp9+IObuBw9y1o8EbLD4MwQFFBx1cLwK+9lzkCvhbjqVRmPoY/Us+29puIKH0EVR2NdRF2fOHmxCvy0BnEEZEOsqSw7uV2SuakklmVxVm532VW6qnsda7mpeZ/IKkRQor2mCWHkzLn862Ky1BUhT/sWMmLTz5P1hkz0DmiOme81quqKv1rD4LJiH1e+YTkBp2o4dqKhXy7ailmrZ6X6nbwyN719IZ8ST3ewdchGc9nmzDNqkKXlZVYLlYveLgOubsfy6J5CAMBlGNBV9RwYnEJZ1VUcUppOVa9HlcwyKd1dXxce4S1TY34I0OxzQMerqqqeLdvR5uaiqm8PKl3G+7qwn/4II6FxyNox1e/koF1ouarOYgSDGKdPmvovONM9nlxbd+CY/4iNObxteBkNlFQhzpaot7/wkVJPW5ZieDZuBHzlCnoModCReO15NLUVE4tK+e0igrm5kafrg719vD+kcO8W3OQOmf/UL0xQCz1u/Bt3xH9UY79SMZrxaqq4tu4HW1WOsZJJQk/KMlAfGJuGXfNXsEkRxZbu5t4YO8q9va3A+Prw4RC9Ly/g4yTJmPItCcNWXNuqcWMngdu+gknZc1lt7OGhw89R2/YOao3PBEIF5kncW3JT9AIWl5r+h31nj3ser2ewukOSqdbkoapNVT7aNzj4szLUtBoBYxChFzr+UzL+B2e0HYOdd2IBne0/DAIf6UAPGOmXn3pveiFNgBfq/EMKjIfxRc+xLaOb+KV/QB4fLDqxV7mnJ5JZoFh1DAzd3eIfR96+cNPHqciZS6fdL7MJ50vfymv1yDq+Fb5NzglZzH7XLX8es8L7H5zPeayLGyTc0cNLVOCEbre24FjSRX6nNQx5YYTcyr46czTKLWl83lbDQ/s+pwj7ugI+2heL4qAqqoEduwHRMxzpkbLJJEZVEXBu2Er+rwcDCXFI/YP2LycPC6smsrZlZNIMZroCwRYdeQI79ccZlNL8+CEg9EGy0J1jYQ72rEtWDjoOcX3d8B8+/eBCuap0wbBeDSgnYhsEe7rxXtgLykLjkPU60ctF2huJNzVjn1Okj4Ps6MdjBuAs+z34966Cdvc+Wht9qECwzzlSF8fvr17sB2/BDGmpyccP657WRYLp1dUctakShbkFSAKArs7O3jz4H7eOXKQ3rhBzngYq5KEZ/1mjJPK0efnjNg/AGLFH8CzeguW42ejTbGP6O9wEGsEgUvLZvGjGctIM1h4tX4Xf6r+jP6wf1RZQiNKONdUY0g1Y5sd1eiHD9LpNDKKJNPx7m5SZ+VzyfFn8f1JFxJWIjx86Hm29+//UhBO1WVyQ+ndpOtzeXLNb/lky9ssOCcz6okL8ggIG4QwG9/tIz0d5i+NOl9GIUK25UxmZP4Bb3gPhzqvQ8QV2zcE4UmF7V8dAE+fqVdffi8zzvM9ncrMv+ENH2B7xzfxytERVm9A4IvX+8gsszJ1kX3MGF+9mMOFWT8n117My/WPsce/9kvBt8CUzU8m30ixJYcXGj7h2dqP6Fh9CEUVyDipCilWd7TQslBHP/3rDuE4cSa6NNsIr7fAnMLPZp7OyfmTqHP38usdq1jbUQ+MDV6Ieimh/fVEOrqwLl0AYqKOlyAzKCD7/Hg3bME0bTKG7NzBXVkWCxdXTePSqdMpTUnFH4mwqraGNw8cZENz07jQHYBhqKOdwKGD2BYsQmMc3ZsUZVAkCff2zegzszCVViT1Tr/MAJzkduHevR3r1Fnok0gP8aaqKp59uxBEAevUmeNCeMy2kgBaCQVxb9+CsbAYY2Hx2B6zqBI4ciSqWc+bj6jTjdrucBifO6mKC6ZOZVpmFhFZ5tOGOl45sI/VjfXIsftbQcK3dSei2Yx55tQxtWJBoxJu7SS49xCW4+ehcQzF4o4FYqtWz23TlnJ91QICUoRH9n/BytptKKgJIBYEBe/2GlS3h9QVMxE04ohJHPHlVaeLrk/2k7WsgsryCn4141rKrPm83PQRKxvfRxSHBiknAuJ4CBtFM5dn/pDJ2XP5uPkptrhfTxohMfCaYJAvXu5m6hwD0+YYB/dnmk9hZtZD+EJ7ONR1fQKEAaYVfYU04Okz9epz70Z/gS3G06jMfCwK3/ab8SohAJxuWPtWP2lFFiqPS0cQhKTwDSk60vUFXFH8G4waKw9/+nM++fRjKs4ow5RqOCb4npA5l+9VXklIjvC7/SvZ0nmAztU1gEDmSVVIRI8/PMJhuNwQau3BvfkwtsVT0OekDcoNN1Uu4TuTlyKrKn+tXsszh7cSUZRxwQugSirB6hqk7j7Mi+cjGoY8vOHgjTe534Nv6w7Mkyo4dekJXDVtFstLStGIIptbm3m1upoPa2rwxeSFZNAdDkZVVQm1tBCsrcU6Zz5amy1h/2ierRIO4d6xDX1KGubyqvHBN8FLNNzXi3f/bqyTp6PPyBq/AlGt2FO9CwDb1FkTkkYmEsYh+7y49+zAUFiIqbg0aZnhQFZVlUDNYSK9PVjnzkFjMiXuHwfGk9LTuXjqNC6cMoUMs4VOr5dXDuzjxV3bOfzFGkSzCfOMaaCLjwke1l4ciCOtrQT212BZNBttqiPRa08C4gFZotyezi/mnsrSnDKq+9u5d+f77Olvi1WL4N16GMXnx3HSTESddsQgXbKZdHJPPz1fHCRjcQmpZTn8sOoCzsxdwm7nER48+BTOyMhwtfG8YY0g0bazB3eNiwf+70FmZ57Ett53WdXxOHoxFKszEsKyN8Da13uonKZn1kIjgiAMg/BuDnZdnyBHfKUAPHWmXn3h3RzMhhVMynocb/gg2ztuxisHUVWVQ/vC7N3goWxeCoWzUseEb55pEpcV/RJFlXmq/j7agvU07/fQtKmD7NnZ5EzPIMxAnbHhq6pabii9gPPzl7PPVcev9j5PU30jPRsbMOanYJtbgaARx5xQMVxuCHf1415/AH1hFstWnMRvFpxPhT2DD5r389sdn9IR8EwIvCgCssuDf9d+EHWY589E1EfPayzwDuxzGIxcVlHFVdNmUpSVRZfPy6vV1by6v5oGp3Oo/Ij6Sb5ARUAJBfEdPIDi92GdNQeN2TKmlDC8HSUSxlu9G0WSsE6ejtZiS15xDBtoU5UlfHU1hLs7sE2dhS5llEG+UUxVFHxHDhDu68E6aRr6tIzo9mOJAVYVgi2NBBrrMVdMwphbMLLMKO0qmtiPWlMDgYZofX1ePkIy8I4BY60oclJJKZfNmM7y4lJUVeWT/ft4vvYw61ua4toYXSse2Bdp7yKwtxp9SQHGSaUIurhC4+jDZxVO4Z65p5BptPJi7XZ+v+YNOjfsRpdiwrZoCoJWM+4gXfR99L/qctP9+UEM2XYyFhRxZsliflR1CT4pwP0HnuCQp2HCEFa9fhrWtKBGJKrOKMJuEzkz9xqWZZ7Hftca3mp9KOn05YHXqj/Ipvd7MeoUlpxswZaixShEyDKfysysh/CEdnKo67rBgbl5xc1fLQC/tupiJmU9jT9Sy7aOG/FIfjqawuzZGkCOwMyTMzCkxQa5RoFviWUWlxbeg1d28kTdb+kLdw56ut5+iZrVHchhmcy5udgL7URiIE7m9Tp0Vu6YfBOzUip4o2U1D238D/3VLQS6fKQtKUebHX2cHSuud7RBNrMs8MOCRVx/3Kk0OXu4d8cq1nQ1RMvGADkmeH1+wvUthJvaMU6uQFeUjyAIo4I3fntFaho3zJrLhVVTMel0bGxu4smPPuLt995DW1iIviAfjTZRJx0NugBKOEyorZVgYz3GgkLMhWVJB5bGlBFil5yqqoTaW/HXHcaQk48xvxCNaehxdzwpQpUlQl0d+Btr0aWkYSmvQtSNrvmOZ+G+bryH96NzpGAqKE3UbEfrQ+zUVUUh0teDv6EWQavFOmlq4uDeGF5zMphKXg/eQ/tA1GAqLUObFn0KTBplkcSTltxOgvX15JrN3HTFlVy5YAEZZguHe3t4ZvdO3ji8n2Asvng8ECvBIIG9B1F9PgxVZehyMycMYqtWzw+rjuO6aYtp7+/lnrWvsU7qQhCEMQfpRvOGlYiMb089/oYeUmflMWPmLO6bdxOZhhQer32VDzvWjwnhiC+C81A33dU9FM5JJ2dGBjrtkGe8LPM8zsq9llrvDl5rvg+RaNhfMgjrCVO720vtNidVM41UTDeRZlfIMp/OzKw/4Q5u5FDXTWiFwFcLwNNmpap7drYQiLTx3rYrqGvqo25/EFGvoXKmmZwpDsJEb6TR4FtlW8IFBT+hN9zKE3W/xSM5EzTfkKJFVVW6j7jpru4m4JFJnZSOIcuOKd2MYjDGyoqUWQr42dRv4tBZ+c2n/+KVD99ECspYJ2Vjm5yLLEb7Mp7kACMH2ZZll/ObueeQbbLx1K61/O6FJ3C3d6HNy0abnYbGYUMwmuIiFKIDZ7Lbi9zvJdLaiexyo8vLw1BRjGg0Tgi8i/ILuGXOAlaUlBGUIrx56ADP7tjFod7YAJ/LQ7ChgUhXF9rMTPSZmWgtNkSTeUgSiPVFCfiRPG4i3d1I3T3oM7MwFpWgtdrijj3Klz3O5SXIUa000NxAsLMNrc2OITMHrdWOxmJNkCdUVUUNBJG8biL9vYS629HaUzDll6BPHVvvnaipskSgtYlgezOiTo8hKxetzRE9V12iPKGEQ9G+uJyEOloRjUZMeUXos3JBO45OMQEgq4pCqL2NYEsTiiJhyMtD60hFY7dFf2jiwKVEIsgeD5LXRai1FQBDQQH64kIEjQa9RsPZkyZxw5y5TM/Kpi8Q4Pm9u3huz076goHYcccGcaSjm1BdE4rXg74wB21GGppUK4LRkPDjoMoyiseD3O9BautA9vpZsnQpf7r8ZqpSsnmrcR+/2/MhznBgzJC1sWbRKf1O3NVthNr7yZ1UyINX3MmSgll82L6ef9a+AgMDaEiEnEEi/R5cDU5CHW5SylLIm5WB0WFIOjg3L3U5Fxd8i9bAIV5q/BXgjLaVBMJGMYLPJdGws5/WmgAZuToqKjXMmXIpi8r+QL//E2q6v82ikiNfHQDPnTtH/fDj13ngsfOQDf2kZurIn2QmLVtHCENCjC+MhO80x0mcl/8jWgM1PFV/PwHZN26YWaDXT2+Ni2CPD293EEEjgE7HabNP5HdX/hSn18V3nv4lRwLtGIsyMOaljDvQBqNPqLBo9fx0xulcWjabGlc3d215j129UR1M8oQIN7UT6XGhuLyosoKg0yEIIqoiowYiiBYTGocNTUYGutwsBI1mQuA9paSc785fxOycXHr8fp7btZOVe3bTH8vMNVxiUIMRwu3tSP19SB43ajiMqDOCKIKioIRDiFo9WpsdXUoq+pxcRJ3+mIA7rkeryIQ7O4n09yB5PchBP6LegCBGw/vUSBhEDVqLDZ09BUN2HhrjkE4qCGDW6zGLWgw6LQatFp1GRBRFNIKAIICsqFEPUVEISzIhKZo1zSuFCUtDHVRVJQr5ni5krxvJ742et0YDqooiSaAoaK12tDY7+py8hB+kpOc3lqQxCpDVmCwhu12EOtuRPB4knxtBo0XQakAQUCUZVQ6jsVjR2O3os3PQZKQmDHDGa8UL8vP55rz5nFJWTlCK8FL1Pv65cyvtsUke44FY9vmJNLchu1zILg+gIhh0CAjR6zccRrSa0aRY0eVmoMvNQKMT0Iki35pyHN+ZejyucIB7dr7L5+01wMiQtYlIEjqNjBwIE6jvItzl5bvHX8a3z7iabUd286Nnfk6/x4kSCKG16LFmmLDm20ircKDRadCL0pgREtPti7ii6Id0hZr5T+M9yGpv9JijQBhAEwnSXuOnozmMtyfEwhnXcu1Ff2DHvteZN+Pirw6A58ydpv7+hSwwthNCHwdafVL4xs9um5VyKmfnfY8GXzVPN/yesBKcUIxvvOygqipBr8zlJWdw/eQLqe6r5Z69z+CU/SMmVhyL5LAwo5gH5p9HrsnO4wc38Zd9a+OmD0dtUHJQBJRQGDUcARkQhWh8ZtwkjvHAKwBnlk/itgWLmJKRRaPLyePbtvL6/gOE5OjFNa62OyAxRCKo4TCCpCCIIoJOPzgif7TQHQ+44+V/UGUZjRQm22IlN81Bfnoa2WkpZNosZNgspJpNpJqNOMwmbEY9VuPI8K2jsYgk4w2FcQeC9PsDOP1Ber1+uj0+ul1e2nv7aOvrp9XlxhWORH8ckkRxJJzDGOOLRwvkQc9YVVFCwainKaoIGi2iwTD0tDBMphghUcSKlaemcfP8eVw0eSoq8OqBfTy2fQutHnes3vgasaqqIIVQI1L0CxVFRJMhQaIYLktUOTL505LzmJKSzav1u/ndng8HpzTDxCSJ0dJcnpQ2g7tnXEVP0Mm9W/9Cq9yLwRj9MMfShZNBeJJ1NteU3EF/uJMXG3+KpHTHyo8OYaMQHtymiYQptN6Ew1BKcealXx0AT5phUv/2dkkCXCcC3zmpZ3BW3m0c8ezgmYYH8cnRL+FoIx1Q9Xyv8gpWZC/kk86t/OHAq0QUaVz4juf16kQNP5x6EjdNWkKTt5/bN73Dzt7W8QfZ4qMc4ufvT8DjPb2sgh8uPI7JGZnU9ffx6ObNvHPo4GD4kZBQj0RLMvNs+EDa0UB3LOCOB9tch42K9DTKstIozUijKD2FonQHOQ4bmmFREr5QmB6Pjz5fAKcvCkpPMIQ3GMYXCuMPRwhLEqGIRERWkFUFRVFRVRBFAVEQ0Ioieq0m6inrtJj1OqwGPTajAbvZSIrZSKrFRJrFTLrVjFYzsg/NvU4a+1w09fRT191PbVcvtX19+MMjk/APfmzHAuQxYBxvI8LcJgjiPJuNb81fwKXTpyMi8MqBfTy6bXNyjzgJhGFY4p8k0RLDIawTRb4/7QRunbKENr+bn2x7k+29zccsScRDeIq9iN/MuB6jRs/9B55kt/PQhAbnkkG43DKd60rvwh3pYWXDT4konbHyE4PwQCzxaWUHvzoALqowqLc/UoQlzYA9TUtEM3Yu33j4HnZv5dnGP+GP3ewTgW/8YJtZMHB31TeZnVnFY5tf4cntb6CKWrR2E/o0y7h672heb5ktnYcWXMTU1BxerN3OfTs+IyBHRvV6IebJeALILi9qOIIqqwiiiGgwo3HYopMIRolqWFZUzO2LT2BGVjZ1/X38ZdMm3j18CEVVJ+ztDpgoD3hVIWSPGyUcgpgHLOoNaKz2Ub290aA7GnBFQaA8LY3pBdlMzcticm4mk3MzE7xXpz9AQ3c/jR1dNHZ00drdS2uvkw63l96wQkjUjet5/jdNUGRsgkymSU9eqp38jDQKszMozs2mODODwjQHOu0Q3Zp6nRxo7+ZgexfVLZ3sbe/EGRiZnH3ARoNy0kgHRUb2+5B9HtSB/MhaDaLFgtZqQ9Bokscbx8FrNBBnW6x8e8FCLp8xAxWVf+/bw6PbNg1O7BgOYlVRUHx+JJ8HNRIBVUXQiWhi8plg0I449nAQz0nP56El55FvdvD3Q+v424E1yKp61JKEqqqIQT/hPh+EwmSbU/nLOXdQnJLPX/e/wGf9244qTC0ewiXmKdxQ+lM8Uh8rG+4ionTFyo8OYdUfwNsTwu9R0KoRvn9h41cHwHklBvWq2/Nw9Uo4XWBL1ZJdaSN3sh29STMCvrNTT+fsvO8dFXzjvV45JNFX04+lT+TRa++jOLuQe958hA8OrUdBQJUUgv1BJKcfwWzEVJiBviwXrS2qL44G3wFIX1g8k3tnn0lQlrhr83t82hbVtZJFOKgRhUh7N+GGduR+F4JOi2izIxj0UahEFBR/ANntQdBo0WZmoC/KR2dLAWBaZhZ3HbeMpYXFNLtc/HnTBt4+GPV4jxa8gqQS6esl1NZCpL8PQQWtzY5oMIIggqqgBINIsUdSXWoahtwC9Pb0EQAcDbhWg545+bnMLclndlEu0/OzB2HrD4U52NHDobYuajp6OdjQxP69u+lobECVImgt9mhUhChGdddwGMnnRo1E0FlTMGblY0jPQhC/TPKG5CYH/QQ6Wwj1diJHgmjNVjRmy+CxVCmC5PMgh4IYbA4mTZvB1KlTqMzLoionk8l5mRRnpA6219TrZHdTOzua2tjR0EpNb2/S5aaSwViJhAl2tRLqbEf2+9CYzNEBytigoCrLyD4vst+HaDajz87GkFuAxmg8Kq843iO+bfEiLpkynaAk8fiOrTyxaxsBSYplmOsg3NKG7HIjGA1o7NboclOa2ACc14/i9SAY9OhyM9CX5KOxW0f1hi1aPffOO5WLS2exrbuZ/9v6Oh0B97iShKqoSB09+I90EOl2IWhETBlmNCYdGg2YNQYeuugOjqucx9/ee5Knd75G+pQMTNlWDJpo2xOFcLG5ihtL78Ej9fJCw10j5AgDYTwdARqrvfS3+FAklYwsEbtdQKOF39z8FQJwxQyz+oc3qwiqeqSIQke7Sv2BAB11flKLbVQdl4bGYhhcweLc/B9x2LONZxsePCr4+v0K3dtacdX1M3POLB699j5MOgP37H2G3c7aEZKDFIGIy4+3tptAfReaFCvWOWXoUq1J4WvW6Lh39llcWDKTTV0N/GjD23QFvUm9XjWiEDrcQKi+BY3NFr0o0zJGjeVVVTXqXbR2EmpupSAnl3u/eSsXz55DXyDAo5s38eLePYOrRExUahjwdkNtLQQa6xG1Wow5hejSM6M6oiCMkBei0QchIr3dBNuaUWUJU2EpxuyCESA263UsKMxnYVkhi8oLmZKbhSgKSLLCoY5udje2s7elg33NnTT09KOoKqG+bvxNNSiRCMacQoyp2WiM5lG9XCUSJuzqI9jZjOTzYMopwlxQ+l8BccTnxtdwGMnnxpiZhyEzD63ZOupkEUWWiPicBDtbCDt7MWTkYCmuRNTpsRj0TMvPYkZhDjOKcphdmEemPRqa5goE2VrXwpa6ZjbVNVPT0zuibTkUxNdwmHBvN/qMLIw5+WhtDtAnOU8h6pFKHjehjjZCPe3oUtIwV0xCY7YcE4jLUlO5felSziivpMvr5f43X+P5115FcNgxFBagyUxB0OmSa8OKghrwEW7tINLYhmg1YpxWiTbTMdTlYRM4zi2aym8XnElEkblz29t80VGTVJLQCBL+w60ED7WgMRuwTcrGkJeK3hJbAihOjtAIIndMvoTTcxfx9v6P+fkT9wMSGXPySC93IAjCUUB4MjeV/gxXpIcXGu5CVntQVZXeWjdHtvSjRaZsupm8cjOpDiU2QSOaRvPiil1fLQD/+o0ZQKLs4A6INO52Ub/XS/GCLE457lwuLLiDWu9unmn4Az452tfx4KuqKj1HXHRtbsJSmsEJy5bxy7nfJSiH+Mmuf1Hv6xhX75UiKoG6Dty7mzCW5WKZXoIqDJUtt2Xw18WXUmZL5y/71vK3/etRVDWp1yt1OfHv3I/GZsM4tRKN1Zxc602i8xq1Wm6ds4Bb58xHAB7/eBX/qqnBN7Cw4FGAF0D2+/AeqEaQFcwVk9HaHUmhm7Q9AFlF8rjwHTkAGg22ymlMKijkxKpSTqgqYV5xPjqthrAksbu5g621LWyrb2Fvc8cIbVQJh/DVHiLicWItnYw+NXNMaSGZly0FfPiaDiP5vdjKp6G3H90kjAFTFRlfSy2BzhashZUYs/KSAn0sDVcJh/C11hHq6cBaUoU+O3fE+RSmOZhbks+80nwWlhdSGFuzr8PlYd3hBtYebmBdbQO9jfX4G2ow5hViyi9G1OmTHnuETBE7nCpJBNua8TfXYyoqwVhUgiCKxwTimSYTPz1xOQsnT6a6s4NfrfuCre2tsfLj68MIMpG2ToLVh9HmZmGaVoFgiB5ouDdcYk3lr8dfyNTUHP51aAMPVX+WIEkoLg+eLYfQGkWsc8owpkd/0JLNnosH8Y1lZ3BNyals6NnDb774C20ba9BZ9RQuLUBvNUwYwqWWqdxY+jN6Q208VX0H1V8cxu+KMH1ZGukFRkyilCBHfCUBXDbDov72jemjar693Qq21incedlDNPkO8lTDfXgnMOAmKRoUWaFpbTPBHj+Zx5dxwqRF3DXlRrpC/dyx6190BvuParBNDoTwbDuC7A1gXzYTDCbOyJ/CffPOJShH+OGGt9jY1Zjc65UhVNNIuLYJ04zJ6PKyj2qQ7bSyCn6xdDn5djvvHD7I77/4giM7dhBp78A6Zy5auz1WftgHnAS8AOHuTnzV1ZhKyjDmF0W9umFffzLojpA2BJiTl8tJxVmcPGMyZQXR7FyHO3pYd6iB9TWN7GxoJSQlNhbfdsTrxnVgB8aMHMxFFYixteGOZWUMgGBvJ976A5izizDnlR6VRiyHgzgP7kBjMmMtnYJGf2zRFAPAiniceI5Uo7XasZVPG8r/m8RxzUu1s6SiiOMnFbOkogi7yUgoEmH97n2srmvj8/pWur2+EfWGwzjpAJ4AcsCP79B+VEXGOnvO4ESVsUAcH20ROHyYcFcn5mnTuPC447jzhBPIt9l589AB7t+wenD1jmQgHj5Ip4Qj0Wn0vb1YjpuDxh436SbOG9aLGu6ZewpXVcxjY2cDP9r6Gn0hP5GGVnx76rDOLsVYmjM4gQLGDlWDKIQvyD+e7026gL2uOn679+907K6l/0AXxStKsObZJwzhCutMri+5i5rmAzy65v8omi2i0YpJE/gMaMJXVW75agH4ntfmACNXLg4pOootM7ms6Jc0dtVw5zPfIf/kLDQ6TVL4xg+2KbJCwycNqKpK9kmVLMtZwI+rrqXO18pPdj2BK+I76kgHJZZ5zFfdTKSxk9/86E6+Oe0EdvQ0c9v6N+gMeJNrvTIE9x9Bau/FsmQOosk4Ya+3xJHCvctWcFJxKQd7urn388/YGguuF5RocnP/gQPYZs5BG7/o5ijgBQi3tuGrPYx9xhy0dse44E0G3fmF+Zw+fRKnTqsgy24lLElsPFzP+6s+YX1zL/26xEQ8ow3QRTxOXAd2YCudhjE9O3mhMfoymsmhIM6D2zGkZmIprJwQhOVQgP79WzFlFUwY3BNZzFORJdyHd4NGxD5pVlIJYzg0NapCperj9OMXcvrxiyjOSEVRVHY0trJqXw0fHqih2zNsuaIJeMUqKv4jh4j092KfvQDBNDRbcDQQq6qK72A1ss+Hde5cRJ0OVYw+kX1r/gJunb+AsCLzyOaNPLt3J5KiTDhaItTYSujgESzHz02qDQ9IEheVzOA388/AGQ5wyyt/Y+MXa0g5aQZau+WoQtXiIbwiew53T7mCWm8rv6r+G53NHXSurqHoxGJshY4JQdjf4iSzcxK/uuFhmgPV/KfxXrSCP1Y+OYS/UgAumW5Vf/H67KTLxqfpp3BVyf24Il08duQX7PnkMIEAlJ9WGku2Prrm2/BFI0pIJvukSk7NO47vVV5Btaueu3Y/iV8OHRN8B8o5dEYemn4OJ5RN4bnDW7hv12cJCXSGh5eFjjQRbmjDcvw8RIN+EL5jeb06UeTWOQu4bcFiQrLMnzdu4Pndu0YMsAkyhLu78VXvw74wMQNZsjCycF8P3v17sc9egDZueaKJeLuTMtI5d/YUzp41mdwUG8GIxJpD9azac5g1hxrwhcJIPg/OfdtwVMxEn5J8RtpAu1LAR/++zdgrZmBIzUxa5mgt/jyUSJi+A1sxZeVjySkZs54iS/Tt24gpqwBLbmLCnGPJAwGJQFQVBdfhXYhaPfaK6SP2J9RTVVyHdyBo9dgqpyMIAuVZ6Zw2o4LTZkxiUk4GiqKyua6Zd3Yd4KMDNSMknbG8YlVV8dcdRnL1D6bfjN8/HMT+2kNI/f3Y5s4Dw1BM+sAxihwOfrF8OStKyjjQ08Vdn61iT1dn7Ljje8Ph5naC+2uwrlgUTSg1ygDdlJQs/rb4AnIsDn6+5S3e7DgwoVC1sSC8OH0Kv5pxHW2BHn6+96+0t7bT8dkhyk4vx5RpGRPCoV4vB95rYMaZ+SybcjqXF/2AQ+6NvNZ8f0ICn+EQvqlq/VcLwHe/Nm8EfM3aYq4r/QNhJcRjR+7BI/UTiIjseaORzMmppEzOjpUfCd+eWhfd21soPHcGZxUu47uVl7Ot7wD37HmWkBL5UvAtt2Xw9yWXkWe2c8crT/LSjvVY5k4eCd+BOi4P3nU7sC5biBgHx7G83tnZOdy//DQmZ2Tybs0hfvP5F3T7o97OaDpvsL6RcFcntnkL0Ay7+wbKKZFwdGWIyTMG0zOO5+3ajAbOmV7FRfOmM70gm4gss76mkXd3HGD1wfqEG3+grbCzF/eRvaTNOi46YywJTFVVwVm9FUNa9rhwTHa+EzUp6KevehNpUxagNY8+O81dX42qKDjKZxz9QZgYpAcgbymqxJieM2L/wNcWaG8i0N1K6vRFI+AIUJaZxpmzqjhnzmSK0lPwhyN8tPcwr2+vZltza9I2h/dTVVU8e3egtdkxl1WO2A9REEf6o7mJ7YuXIBr1ScsNHOPU8nJ+tXwFmWYLT+/ewUOb1w+uYTcI3STesKBRCVTXoHh8mJfMHJHnYhDEoQDipgM884v7OKGgkicPbeKP+z5JSHF5LBCenVLOfbNuoifk4p69f6HhYB3O3S1MurAKUatJCmFFUqh58yCFc9PJnJSCQZQ4Lv1Mzsu/iZ19H/J++6MJqSzjIfyVAnDxdJv6f69G1wYbgK9OzOLa0j+iF038/cg99ITbB2e4BfqD7H2rgarzKgZzk8bD1+eVaXizmpwVVVw860y+XfENNvbs4969zxFRo8tfH+vkihOyy/nzwosIKRLfXvsa29obcK3agnnOZHQ5GSNjeyUV7+otGMoK0RVEM2GN5fUatVp+vOh4bpw9jw6vl1989gmf1ddH9482wBYXR+zbthVdWgamkrKR5VTwVO9G1OuxVE4ZF7yz83K5bNFMzpgxCaNOy8H2bt7YVs17uw7S7xtK8j0aFL21B1AiYRyTZiU9jq+1jrCrl5Qp80eGsR0DaMfymP3dLfg7m0ifujjp43/I2Y27cT/p045D1OqStBC1icgNI+oMg2fE48R5aAdpM49DozeOaHPgqSB1+sIRC6gma292US4XzJvGmbMmYTUaqO/u4+Ute3lz9/6EeONkIFZCQZzbNmKbPgddvHw1sF+ScG3ZgGnyZPSZsZSe4wzU2fR6bl+6lGtmzqbJ5eSuz1axsbU5VnZ0b1hVFHzrNmMoK0RfmhdXLlZHUPCt24kuOwXr1DJ+NvdkrqtcyOr2I/xoy+t4pdCXgvB0RwkPzPomzrCHn+39C3tXbcNg0lB4fEGsbiKEOzY1gz9E+SmF6DRDXvFp2VewIvti1nb9mzXdKzGIkRETMb41ec1XD8AD8FWwcU3J70nX5/F43S9pCdSOmF7cvrMTX3+Y4uXFI+J8Ozc3ISsCN154DbeWX8r6nj38cu8LSEcJ3+GTK64sm8fPZ53BIVcXt6x9lXa/G0UWiLT3ENhXi3XFoihI4iAcbmoj1NiOZcm8xIxlSbzeuTl5PHjy6ZSmpvH8nl38cd06vOHwuOAdMFGODrK4tm4kddGJiAO5bGNfqeRx49m7g9T5JyRkLItv36DVcO6MKVy1eBaT87LwBkO8u/Mgr27dx4G2ruT9iLP4tlRZpnfXWhyT56I3JWYSU6QIvTvXkDZjCVqdmYnYsUoSEP1x6j+0DVNGHqaM/BH7eqs3YCuoxJAysbzBox5ngoB2Nx8ABGwlk0fsc9buQWuyYikoG7ftePiZdFpOmzGJSxbNYG5xHqGIxPt7DvH8hp0c6Ooeta1gRyuh7jbssxdEN8RdVoGmeiI+N7bYCs0J0sQokzkG2p6fl8fvTz1t8Hp+YOMa/JHImNqw7HTj37oT22mxxUoHjiGqRDp7Ce47jO3khWhiOYwvL5/NL+edTr2nl2+u/zftSeKFjwbCU+3F/GH2LbgiXu7a9hBbV35B+YVTsdi1sbqxC9/v59Brh5h5eRWW2OUbPzD3jYJbmZt2Ku+3/ZWd/R+NgPBoAD6G3/fkJgiCRhCEnYIgvDteWZWh/L5hxcCFBT8h21jCyqaHBuE7YAOvUyZn4mpy4fOqCfBVIjL9h3u55ozLuLX8UtZ17+bevc8TUtRjgq+siCiKyB3TTuGXc85idccRLvv0+UH4AmiyMqIZy7qcCfBVVZXgkWYM5cVjwlcnity+6HhevugydBoNV736Cvd+9tmE4SvKQ1qvVm9G70gn1N4aBW/ctR5sbsKYUzQIX0EZglq6xcz3li/hs9tv5jcXnQqCwC9f/4Tl9/2L37z12SB8BTm5ZBHf1sA2UdBgzioi2NaUWF6GYGcrentGUvjGt5es7eE2cP5j/WkUAWtmMYH2JgRJTdgnOfsRZBWjNXNCbY1lE+27JauEYFcralhK+DzlcIhwXzfmrIKRA5/JPmd56C8QkXhrx36u+ftLXPjn53ljWzWnT6/k9e9dzTM3XMKKyjIGHjTi2zFk5SJ7vMjuaK7agetGVRSCLU2Y8otHfNZA9BpUhIR+xLe9ra2Ns1e+wJM7tnPVjFm8d9k1zM7ORZBHvxc0KXYEi4XIwI99vDNT24y+PBqto8gCiizwn9pd3Lj6JXJMdl5ZfiNTU3IG721l2D09eI8P3vPDZEhVZL+7kTt2/ROHzsID839E+exJ9OzviZs9G/3fsd9JamUqqkGfdKWdV1v+RY1nG2fkfocy61xCSSK8ktl/DcDAD4ADR1MhpOg4PfdWKm0LebP1CQ55do5IKQlRzVdr1GItSaf7QB8wlNehr6aPK868lNumX8XGnr38at9KZDX6LR8LfPWihocXXsw3Jy/h+Zqt3Lr2NfxSJEHvFQQBQ2kRofqWhItS6nGDJKFLzxxxwQ1chGUpabx68RV8d8FiXj1QzZnPP8fGluaEGyQBenHtx98M8WWMBcUEW5oYeJoRZFCDYcLdnRjzChLaLkpz8MtzTubTH9/Et05axK6mdm54/BUufuQFXtmyF384knCTD9ho0B2+zZSVT6inEzUUHmxDVVUCnU2Ys4smDNpjBWK8GRyZKHKEiM+ZsN3f1YQ5q2jCoWrHAujh56gxmNDb0gj2RBesHPhsgh3NGNNzEGM5mUf7XMaCMURDAH/z1mesuP8J/vjeGgpTHfzt2vN557ZruXj2NHRxP8IiIsa8QoKtTYmhgb09iHoDOnvKiO8/4TzjnIHh10hQkvjdmtVc8erLaEWRVy6+nB8sWBLNRhd/T8TdF4bSIkJHmoeihGI5sKU+N/qCHFRFGJT6FFlgQ2cD3/jkOSKKwspl17Esu/xLQfiAu4k7dj1Ois7G3666H017hHB4iDHhiEDfwR4cU6IafkQVR0A4oIg83/hnOoONXFRwN1mG0ljZsQcK/isAFgShADgbeGIi5VWiS8cvTD+feWln80XXm2zp+3hU+EJU83WUpuJrdSfkdliWNpd7zvsBW/sOcO/e549ZdpAVEavWwJPHX8VZhVO5f+en/HL7x8knVygCuvxspM6+QeipsoDU3YsuKzsmS5BwkQFcMXUG7152NQV2B996523u/vhjfJHIhL3epGVU0NpTUGUJ1R8c3Bdx9aOzOdBoojd2RVY6f7r0LN7/wfVcOG8qb+3czzkPPcP3nn2bLXUtg+0eC3Tj62pEAzqrg7DHOVheDQZRJQW9OYXhdtSQVSb+J6gCRkc2IWfv4DZVVgm5ezE6so+qrbFsIv0XFDCmZhNx9iZ8dmFXL8aUnAn/6MVvH3wfV9cTDPHM2u2c8cenuP3F9whLMr+9+DQ+/tGNXLNwNoZYzgpDejaRvp6E+uG+HvSZ2QlPUvF9OhpveGtrK2e/8DxvHz7ADxcdxysXX06BzZ7UG9ZlZKI4vagRaRDCUmc/uux0BFE7NOYRB+Eadw8XffwMDd5e/nHc5VxYNPNLQ/juPU+SbU7nqR/+Fb079v0oGoJ9AUSjHoPDmLCC+nAIh5UgT9c/QFDxcVnxvejEgaCB0SH83/KA/wz8hDEuVUEQbhEEYZsgCNs8fRHKrfM5OftG9rs28FHHyhEnE+14YmIdXboNb08wOgdcEVmYNp1fXXA7u3truGfPM0c94BYP33SDhReWXcvcjAJ+uPFNnji0efCxB0ZGOog6A4JOi+wODF40Sp8HTYpjxGOWVafnkdPO5r4Vp7GtvZUzn3+OVbVHvpTXG3+TiIqAzupA8rii5RSQXW60NgflmWn86dKzeOu713BiVSlPr9nOqQ88ya9e/5TGHueYN37C9zcGdIdLFDpztC8D5SNeFzqLHUEQJgbaYwRhMtNZHMheF6KsIsoqqt+LRtCi0R3lZIuj7FMyKOssDiK+oe8IWUHyekbo5V/mCWSgnqyofLDnMJf8ZSW3PPk6TX1OfnruclbFQGyy21Ej4eiTSqy+7HKhswxNFY6XsyYK4vi+ecJhbv/wI257713KU9N47/JrOK2sIlZ2CMKCKCLarSh9sexrsoDsdKNxpCRIEpAI4Z6gjys+XcmmrgZ+v+B8bqxc/KUgvMdZx8/2PEVpViG/WfxDdEI0F4ynM4Ap0xIHWu0gm4Y7jW6pj6fr78coWrik8B5k1UJI+X9RghAE4RygS1XV7WOVU1X1cVVV56uqOt+RbuWCgjvoDDby76a/ERymt4TiTjBhooXOgNakw98fYrqjgjsn38j+psP8dN8zhGPpJI8FvnlmB/8+8XpKbGl8c83LvNO4PwG8w+E7CEe7A9npHvxVl5yuuNlp0W1TM7J4+7KrObtiEg+uX8f1r79Ot983rtc7EfDG19Va7dHkKLF2c816HvnOzbx927WcWFXKv77Ywqm/f5KHP1xHj9c/prY7/P1o3layuoISBY0UA40og+RxoTfZkwP3KCA7ANGj+TMY7ET87sE2In4POrP9mNoa1SYIZp3WjCpJqMFovKgU8CHq9Iha3bhPFsk+67G2xddbX9PI9f98hesff4WGnn5+eu5yPvrhTVx74QWosVBHZAXZ50Vrs0/oeoPkskQyb/j9msOcu3Il9c5+/nnW+dx7wnL0oiYBwlqHA8nlHtwm9XnQpNgS2k4GYZ8U5ptrXuH95v3cNfNUfjxtBbIixsZyBBRFOCoI7+iv4e5P/srkzDLumvJNUPUEenxo022xuuNDuCPYyH+a/0KeqYKz877PWPbf8ICPB84TBKEB+A+wQhCEF8aqkKrPRVIjPNPwByJqaLDzMDp8Bzts0lNiyOOeqbfQ5uvmm4//jKASPmb4lljT+PeJ15NqMHHN5y+ytqM+udc7/CKQBUSjAQKx9HOqGvUmjIbBi+jSKdN5/ZIrMGq1XPnqKzy2dQsqE/N6B2y43BC/Pf5C1+iMKJEQqWYT95y1nLV/e5Az583gmbXbOe33T/KXVRtwxSSKiXpWw481kcE4AJ3GEF0VIVZekcJo9MbYG8aF7VEDcBQTFNBqDNH0mnJ0MosSDqHVGsYd6Duafo3at+GSiCCg0RlQpNhnEwqj1RpHTp6Z4A/f0Xx3AFvrWrjh8Ve54fFX6HR7ePB73+Sjn36PM6ZUokoSAiJiwkIAyUE8pjccVze+T81uF9946SWe2rGd62fN5aWLLiPXaht0VASDATUYjtUVoveSzpigC8f/j4dwWJH5wYa3+HftDm6dfDy/mHUmAiR4w5KsiaYWmACE13Xt457X/szc1Cp+XHUtUkBFZ9aPGJgDRkB44PV+91Y+6vgP01NOYlH6NxjNJrAG99imqurdwN0AgiCcBNyuqurVY9XRCFqea/gjrkhP0tUsIHkydUkRyUvL5f5lP8YnBfnhmr/QH/RgiIuxORr4VtozeWbp1QgCXPnZSg46u0aVHOJfD85qQ0RVlNgNpoIKgiKi12j4xQnLuWrGLNY1N/LD99+nLxCYkNebdP8oHggM3Wx6vZabzjmdH3zjAkw6HSs//IQnNlbTJ41db7T3yeqMVm44QGRBRFVinY49aqMKSYF7NGAVFDDotWSnWslKtZHusJBmN5FqM2O3GLGZDdjMRkxGHUZ9NNG6TqtBkK9FZzQhCgKSFEGSZFRBSygiEQpLBMMRvIEQHn8Irz+E0xugz+2n1+Wnx+Wjs89Dn9uHqo4edpbsPBTNsEE+JXrNIKvRz0JVGAhTiP8M40O/4j/vgWPHfy8D8uJAucEyw9/LQ+W31LVw1WMvsdAucNe1l/Hwledw9ZJZ/MzdSeModQdlTBUGwtbit4tyrN8D94uoJhxTUCCCwm/XrGZrayt/OP103v7G1dz20Ttsbm1JvJdEop/RQA4NWYgmfFdikzVi/1VFQBBjYzQalXu2fog3HOabUxZjELX8fOe7yIoYXcxTERBFNcYBGY0YlTG1ojJYJiJr0GlkFEHDW9s+pmh2Jd+pPI87zvwWjze8BkQ5pBflQS7pRYmIKqITlEF+aUWZkKLli+7XyTflMyf1ZEazLw3gY7GOYBNN/kNJw82G53eAodFIm9bMb6+7A52o5cc7H6M77EKRohd+RNYcFXwnO7J5ZulVhBWZaz77N3We3tHhm5DjYeBRS0CVFURhIKuTiIBAptHEP8+5kLm5efxj6xYe3LB+RJJ0IYnHcLTwjW/vlKpy7jjtWoqy0vn8QB1/en8NOz5+H2v5lBEDX8cC3rEiFZKZKskIgjgEXFEDihKrMz5wjVotJTlplOWlU5ybSkFWCgWZKeRnOkixmUaUlyQZly+INxDC6w/jD4bxeIOEIhLhsISntxWDIxcVFSXkRxQUzLY09DoNRr0Og0FLbrqdysLoahhW80h9OCLJdPZ5aOly0tLtoqXLSX1bL3VtvXT2eZItLjLiXBVNdM00hAGKa6I/TgPQGawXX2fo9XAwQiJYk5UZC8SfbNnJurp2rjjzFL532hI+fOwh3t55gAc/Xku3x5dQN+E4A6clJG4ffOIZAPHA9GJ5CMIAH9Ueoebfvfzj3PN44fxLuW/dav5+pBaB2EnEdGHCCoJOQNWoE4Mw8MDuz/DLEX4w/QR0ooa7tr81AsIQZcNoEFYVBVWj4ZXm1WQY7Fy+5AJchiDv+qIrLg9AGKKOYjyEIcqtAQi/3PxPtOLoK3X/VwGsquoXwBfjlVNUacyIh4HtMARfQdXz06m3km/O5v+2PEZjqBPBbELyhQmHBWIcnBB8pziyeeaEqwnKEld9tpJGb/9RwxdA8fjQZWQMvp83YyYvXH4NdqOJ7777Dh8ciSZmj5cchj6EkfA9WvCWZKTyszNPYumkEg42tXLVfY+yyx1bIFBvQvH6IAbg8cB7rN5u9FwS30ohHxqDKVZeRac1ovh9SeFrMxiYVpbDlJJsqoqymFSUSUFmCqI48P0pdPa5ae508tnWTjp6PXT2eejq89Lj8tLvDuD2jb7aRCTgpq9xD9mTlwIQdHfj7W4ko3xETPygaTUiaXYzaQ4zGSlWstNsZKfbyM2wU5CVwqkLcnBYjYPl/cEwR1p6ONTUxcHGLqrrOqhv60UWEs9XiEgooSA6jQFRVtEaTEghH6qqIsQTfBwYj+UVHw2IZZ8PId/Ia1v38f6ug1w9KYtvX34xJ08t5++fbeLZTdEkO4Ly3/GG4/tW19/Phf9+kQfPOINfLFtOpUbL3e++FXVsNCqiyYTi86OxmAe3jQdhiEoSf9m3logic/vMkxAEgTu3vZkAYQkNWo08KoSDfSG0ViOyKvKPI+9i94ncOvdy3AeDrOnePghhiHq78RBG0WIQpUEIR9QwETnMaPY/8YAVdUCHSR7xMBy+kiJye9VVTHeU8b1//ZLqMjcKGkQdCBYTEacPTapjQvCdZM/i6ROuJiBFuPKzlTT7nOPCN1kWM1VWByMNAM6umMQfb/kePV4vl7z1bw729PzXJYdBuUGr4VsnLOTmZQsIRCL87u3P+efjT2DIL0GfmoEgg87qIOJ1j5gFdizgHTNaYZiJsorscWEw2geBq7c48HTUISiQl2FnblUBcyYVMKM8l9K89MG6LV1ODjV28cH6A9S19tLQ1ktzpxNJPjqxNr6/kteNwTA0AGjQ23H6XAiSOhgHPDwRjSQrdPV76er3Al0kM4fFSEleGqX56ZTnZ1BZnMmZS6Zw6YrZAPiCYfbXdbD7SBs7DjWzt7Ydl8uF1mAeTL2pFQ0IKhAMgClugkr86SaB8Vhe8URBrKgyctCPzmhDkCGAxB9fepu3DzRxzzUXcfuZy7hg7jTufeMTdrS2HZM3PNjPGCiHSxK+SITvvPMOP1i8hO8ffwLlRUV8+6P36AsG0KQ4kPvd6DIyQGRCEAYGveG/79+ArCjcOXsFiqpw9/a3BwEb/Y5Hh3C4z4sxLzVaThX49YZnyDCl8oNJV9Md6uOAu35wdt0AaAcgDNGn+QEIj2f/EwDD2INu0ddD8L2q+CxOzJrPo1tf5tOGLWSUTQOisoM+3Uagy4c1NQrC8ZLqPHvC1YRlias+P3b4ooDi9SGIOkSDge/MW8gdS05gS30dN/zlEQLFxccmOUzA611UXMAvLziFkoxU3tqxnz+9v5Yet5egx4nVZB+spzM7CHV3JG1jePvJ9g/v46BNQMcN+5zYU6oASLWYmD9nMbMKTuKkpYvJSbcD4PQG2HukjQ83HGBfbTsHGrrw+kNJDjhOf8axsN+J3jwUWqXRGRBELVLIh85oPep2B+4ply/I7po2dte0De4TBCjISmFaeS7Ty3OZUZHLDecs5ObzFiNJMrsPN7J2y272tAbZX9+BJIDe7CDsc2HSm+KOET/uEHfwGETH8oonCmLJ40JrtA4mnRfkaPRKbV0d33v2bU6aUsZPzzuJld+6jJc27+FPn6zDEwwdlTc8EUlCFeGhNWvY/cVq/nb7j3n90iu58Z03OGhzEG5vG/oMJgBhIEGSePzgJjSiyO0zT0JSFe7Z8U5MplQG9eDhENYIMsEuL/YZRYOasJhm5FuP/ow3f/0EP51yC3fs/hMdwWgM9YAePABhYsvdD0B4PPufAFiNfVOjDbrFw/fEzHlcXnQmH7Zv4m+vP42pJDp3f2DU0lCYiXt3I4aK/CHPOgl8Cy2pPHPC1ciqwlWfraTJO3H4JkumE2lqx5yfxwPLT+OyaTN489AB7njrLXqP1JKSmw9a7X9VcrAa9Nx1xolcPH86Tb1ObnriNTYdiU75DXd1oDc7BpNtCwrobCko4RCy15OQEeyYwDtGtMJwiwQ8VBXncuFFZ3DCnHKmluQgigJOt5ct++p47kg3Ow62UN+WfE20pMc/BhMUFUWWCDg7sVeUIShDBzPbs/H3tpKSOwlVTCLejmGj9U3RgKpCc6eT5k4nH26ITgq1GPXMqMxjblU+cyrS+f615yOKIm5fkI37GvhkbRarPl8N5MQdQ41rNwmMx/CKJwriYFcrhvTshPKG9GxcB3ZgKa7giwN1bKlt5runLuGa4+ewYko5v37rUz45XDthb3gikoSgQKS1jXddTvpefYV/nXc+r11yObe8/Tqf7NuP6g0hWA3HDOG/79+AVhD54YxlhGSJX+/+IPp5xQ3KxUPY3+5B0GoQbJbBExJsZtySnx99/DBPnnUPP5/6Le7Y/SBh1Z8wKDeQG2L4oNxY9j9JxpM1NV294LlzgNEH3SRFpMJayAMzf8ghTxPf++IRmj/YS/7F85CIBjbLioiqqrS/tYOUxZPQZKQkhW+20caLJ16PRafnyk9foMbd86XgS1hB3riF5+57gOVlFfx18yYe3rgBAN/2nWjT0zHlF8XVm5jkMJrXe3xpEb+56DSy7BaeXrOdxz7ZOLjahCBD356NWArKMQ5LLONrOoISDmEvmzYueI/V2x2wqUXZnDx/EstnF1OUl4WiqOxv6GDdzjo27Wtk5+49uDvqyKxcPP5xR7F4iE7EvL1NhHx9pBfNTtguhfx01W4mZ/IyxKNYR+5oYR3/BBry9uNs3kfl/FNYMLWIJTNLOX5WKekOCxFJYvO+Bj7fWcfqHUdGXUF5RFQFjAgkHf7UmzQjWiREz651ZMw+AcGQOEDUV70FU24RxoycQYBOycviN5ecypS8LN7ZeYDfvv857lgsc0L+4/hjCyO3J0vso4gq7nXrsEyfjiY9lQK7nacuuJBCh4PbnnqCd/bswlRVOSK1ZXxay/j2kqW0FDUqd85azi1TlvD3g+t4uPrzURP4uNfuw5CXir0q+oOoERV0GhlvTSfBll5Ou+gsHpz9Lbb3H+S+/f9EjF3A8SstJ1vq/tF5L351sqFlTs1QL3zu7DF1X6vGwUNzfoKsKnxr65858tkuRKsJy4xSIDHczHewlUBrPyknTUdWtAnwTdGbWLnsOnLNdq7+bCV7+zu+FHwFWcDc2cVz13+T2aVl3PPZp7y0b290nwKRvj78e/fhWHwcglY7NnzH8XpNOi13nn4ily2aSW1XLz97+SP2tnQmlA87e/Ac2U/6nKXRyIO4+nI4RN+udaRNW4LWaE7YN2BfBrwlWamcsXgKpy+aTGF2ChFJZv2WXazd18mGfU30uvyDZVVVofPgOtJyp2K0ZSQ5aPz5f/lrUpElOo9sJD1nGgZL2oj9PU070dtSsGWWfuljwdhwVlWVnvrtGFIysWYOJboRBJhWlstxkzM4beksivKykCSZjdWNfLjpAKt31hKURj7GflkQe5oOoSgR7OXTR+wP9nbga6sjdcbihLzEWlHklhULuWX5Qvp9Ae55bRVr6xpH1D9aCIfa2wi2NGFbFM0sqIrgMBh5/PzzmJebz52P/4OXvf2IBsOXhvBvF5zBFeVz+f3eT3jy8MYREFbdLvo/20P2BQsRdRq0ojJYRqOGaXttOzmnTOaSmafyf5Mv4ZXmVTzX8E7CcvejJXP/14LnkgL4f6YBjwVfVB13TbkZm9bEbdv/StuRJgLdPnIXVSAzMtbXUJ6Hr7YT7+EuDGXRQSdZETFpdDx+3OUUWVO5YfV/jg2+CVquQBYCz99yG0U5OXz73Xf4pK42um9ggMyRRtiRgv9wDZbJU4Fjkxxm5GTzh8vOpCgthadWb+OvH28gHOf1AiiRMJ6afdjKpyMI4gi4ajUGLLlluOv2kVY1fxDQ8X1KsBFwHglCq17PaYuqOO+E6Uwvy0VRVLYdbOLpdzbx+isvExIt2LJK49oYfEVa7lT6W6rJnnQcoia2GvRRwlYYX1YDwN1+GIMhJSl8ARw5VXTVbcZkykBntCUtM9zUMe6W4ecRD2RfXwuKHMGWUjj03cUki3217ew53MxvHnyMxUuXc87JSzhtyWROmFWGLxjmk62HeWvNXvbUtw+2N/C9jCVPjCZNhHz9BHvaSJ9x3IjIBFUEQ1o2wc4W/M11WIorBvsrofDYJ5v4fH8d9192Oo/fcBErN+7kj6vWEpLkwfojJIkxdGHFH8J/6BC2OXMRFWFQknCFglz72uv85eyz+OOt3ybrzdf5W3PdoPxwNHJEvP1i20fYdAbunHEKfUEfbzTtGYyMEFSZ/nWHsc0tR9VoAXWQLxpRQRb0pC4opWtdLW+lmKiy53Jp4WnU+1pZ271jzEG5sex/4gFnTMlQz33u3FF131vLL+WcvGX8cu+zfNq4jdZ39pJ5UhVieuqosb7BviDOT3fhOHkuWKxoBIG/Lb6ME3PK+e761/m49fCXhm+xzc4LZ1+A3WLlm+++zdbW1qSDbUpIwr1pA+YpUzHGlt2ZqOQgCHDTcfP5/qnH0ePxcffLH7E1LlnOoMkq7po9iFodtrKpo0ZcqKqCc/829I4MrHllxwzeqoJMLl0+m9MWVWE26jnS0sO7a/axavMhepw+PJ11BD09ZJTPR6OMPsHS2VyNIkdIK5w5ajayiUJ2NAt4uulvP0BO+ZJB0Cczb38Lvr5mskoXfqkl7ccCcyTko7t2CxkVCwcH/YaboomCsa9hF1mTlqDVG5lTVcBZx03llEWTMBv11Lb08NoXe3h/w3684ZFhTSO84iQesSJF6K3eiK2oCsOwtfjiPVdJCtK3ewMpk+eidaSMKKPXavjRGUu5dulcajp7+PHL71PT1RstM44kMbg6h6Lg3rsDbUoKporyEXVUETSCwO9OOZlvTJvJk+vW8LtdW6MT8o7SE473gnWiyBPLvsGirGJu3fAf1nXWoREVvDuPoAYC2I+fNrjYp0ZUE3IJq6qKa/0BNCYduYvLeXjurVRYC/jxrj/R5G9HKyqjShGjecD/MwCf/syFwEjd98TM+dw++Tr+0/g5j+17g7aP9mMpy8Q8NfroJiviqOFm/pp2/PsbsZ40l98dfwmXl8/lnq0f8O/anV8avuWOFFaeexEajYbr3nqLAz3dY0Y6yL39ePfuxDpjDnpb6lDBMeCbajbx+4tO54SqUj7ce5hfvf4J7kBoRHlkFW/jISLuftKmLBzK9zuKziuHAvQd2IwttxJzfFjaOODVCiInz6/kGytmM6syn0AowqpNB3nzi71U1w1FWPj7WvG0HSGzfCFa/ciJEvHeoaLIdNdtxWBJxZEzKZo3+SiBO5bXHPL309O8m4zCWRjMqaOWg6g00Ne2F0WWyCiYNSaEj1b/VbUghQN0123FnlWOJW1YUvgk7Xm66vC62sgoXzCYLMhs1HHqoiouOGkm08py8AXDvLd+Py9/upOGrv4RbYwGYkWW6D+8DY3Ngb14Slw/4voUr1n3deFuqCZlyny0FlvScsdVFnH/N87AYtDzu3c+57Vd1SPaTQphRcFbU40SCmKZOy8xETuJEAb46eIl3Lx4CS9u28I9m9Z+aQhbtHr+c/LVFFvTuGrNs2zftIVwfSspJ89Ba47+YGs1ctKE7nIwQt/Hu7BVZFI2bzKPL/gRfjnEj3f9kYgaldySQfiZhc989QA8HL5F5lz+NPt2Dnua+N7qP9Py8QEspRlJdd/Rws18h9r4VuUSfnrx9TxWvZ4/7V39peFbZU/lhQsuQVYUrn7zDWqd/WPCd8DLDPf24Nu7B+uU6ejTs0aWZwiS8wvzefCys0gxG7n/nS94ZcvepGVVRcFTfwDZ6yZlyryhPLKjDOAN9EcKeOk7vA1LdgnmzOIE73M4eK16PReeOIPLT51LdpqNps5+Xv1kF++u258QKiZIKt6eRrw9jWSUzhv08MaTFZRQhJ7G7eiMNlJzpyRII0PncPTXZcDTRV9bNen5MzBax9aZB0xVFXpb96LIEdILZqEZw2NOWn8UMIeDbnqadmLLKMWWVjSmlxzfhrvzCH5nOxkl8xDNicnrp5blcMkpszhtYRV6nZa1u+t44YNtbD/SMqLNeBDLkRD9tTvQWezYi6YiCEKCFjvaGnLB3g7cDftxVM1Gb09LCuEMq5kHLj+TJRVFvL3zAL9699PBNQOTlVcVGe+BvSiRCLbZcxC02qSDc8Mh/MO58/j+shN5ZftW7tq0FkVVvxSEM40WXjv1OnSKwJm/+SHO6XnobdF7SRTVMVfVEIJ+uj6uxlKUyonLT+Lhed9mY88+fn/wiVH14K8UgNOnZKqnPHUxMKT7ajHy0JyfYNGYuHzlndRuqsY+uxhjxZCmC2PDV1ZEzsyfyiOLL+aVdZ/yg1X/QV9ZEh1MOEb4ViLyn+tuIiBJXP3G6zS6hzKOTWRyRcTlxLtvF7q0DMzlk9CIQ6FiA3btojncceYyWvpd/Hjlexxs7x7RvqBE1xZz11aj1ZuwV8xEHB7qNqzdETkaggH6j+yMrtJbPBW9NtFbTTEZueK0uVx28hysZgNbDzTx4gfb2bCnPiFkTJSjkQT9rfuj4CqejVZvGhWayTxcRZboa92LFAmQljMVg8kxstAYFn9ushzB2XWYoK+XjPyZGEwpR9WWqio4u2rwezpIzZ6M2Zb4eD6BePqEtlx9DXh7m0jNnYzZkTuyzDgw9vY24+6owZZdjjW9EEEQE/qQajNx8cmzuOTk2aTZzew50sZT725m3b76YX1R8Tnb8bQewpJVjCWnDCEOzGMN1A0AMOTswV27F0NmLpbCCkSNdkQ5URC4ZflCvnPKYuq6+7jtxbdp6nONaDPk6sV3qBptSgrWqmkIGs2YERLDIfyd2XO4/aTlvLZxA3dsXI2q1x8zhFWfl7xWN+/feT+dIR+Xr3kGnxRGIyoTWtpIjATpWX0IZJnvXXcrt828mMdrX+WdttVJIfzi4ie+egCO131/VHk1J2Yt4IZ//IQtDftIXVyBzmEaNcdDMvjOTM3jhWXXsq+/g6veewrn9v1IniDGySVoc7IQBjI9jRPtoKoqcreTsojMGz/5KUFV4crXXqPZ7Toq+EYPAook4a87TKSrC1NhKcasPEStDqNOy6/PPYVz50zhk+oj/PTlj/CFwgn1BQUkvwd/RxPhvq6YfpcbW/Io7nhjRTfET11VFALt9Xi7GrBkFGHOKCAjNZWrT5/PpStmYdTr+HxHDc++s4WDDV0j2pTCAXx9rfh6m7BllmBLK0666OVYssIAqFVVxe/uwNl5CJMtC2tqEfo4nXS8EDVZjuB3tePqrcdsyyIls3JwltmxWNDfT197NTqDBVtaCQZTypirZiR4kYqM39OFu6cerc5Eau5ktLroD9x48kUyIEdCPvrb9qOqCrbMUoy2zOjSPHHHNOi0nL10Ktees4C8DAcHGjp58p1NfL7rCCFPL77OehRZwl46HZ3ZPlRxjIiJ5GFrYTyNBwl7nVjyyzBk5CDotAllAJZUFPHglWchCAI/eekD1tQ2oKoqEZ+LYGsTEVc/lqop6DNiT4PDdOGJQPjWefO484QT+c/nn/Hjd95Am5+LYNYnnNdYEJa9fiKNLYQb2zFNL2XFkuN5+qQrWNtRy7c3vjS42vJYEB6IjNCKEt7Dnbh3NfLkHQ9yfPlcfrL7IY54m0fowV8pAKdNyVRPefIi/B4ZX3eQ5Rnz+cUZP+QvHz3H882fYCzJQhCEcRPsxMM3x2Tn1eU3EpQlLv74WfpCfmQJIu3dhGpbkZ0e9Pm5aNJT0NjtiGYTxNoUZAElFEZ2upGdbiLN7VQVFPL2r39HBLji1Zdpck0MvmMNtkXcToLNjUT6eiipquLpu/+PKQV5/HXVev61eiuqGi2rSBKSz43scRPs7UAJBzFl5GPOKY4u+X4UXi8J+4a+aynkR/R0ct25x3PzlRdg1Ov5aNM+nn1nG/XtzqG2IzKRoJdIwE3A3U3Y78TsyMGWXozWkPiIPBHoJjNZCuPracLrbEWrM2G2Z6M32tEbbAlAVVWFSNhPOOgm6Osl4O3GZE7Hnlp01F7vaKYqMh5nC15XK6oAFnsuepMdvcGORhu3RLuqIkcChIMeQoF+fO529AY7loxCjNbMMcE9GpCHg1hVVQKuDjz9zcjhAOaUXPTmFHQmO4LROHgMjUbk9EUV3HjeEopy09lz4AgPPv4fttb3Yk7PH5R4JjJQN9THuNex7WFXL77OJiLuPgzpOehS0tBabGhMFtBG285PtfPnq89hcm4mD772Hg89/RyqLGHMKcBQUISo1Y45ODchT3jBQm4/fin/XreW7/7x92gz0tBmp6Ox2xAd1lj4XOx6UyVktwfZ7SbS3oXs9qIvysFYWYhoNiJqVK4on8NvF5zJ04c3c//eVWMu8plsgU/VH4B6Ly9d/XtkVebmt+8Gh4oxzYwxltfp5eP++dUBsDnbqpZeOB1V1FBZWcm/v/t3Drub+PGefxGJzWaLz+07Vo4HWRExiFpePPE6Sm3pXPLxs0knWsjuAJGWDuQ+D7LLjRKSEXRaBFVAlWVQVDR2G1qbg4rJk3nthlsQBLjilZepdzq/NHxhCJTTM9J47LoL0es0fPe+h1m1dkM0KTdCNBOTLKE12dBabBhSMjA4ModifEfxesebvRYPX72o4Rsnz+aGsxfhsBp5f+1OHvnXyxw6XIMU8iFqdNG0iaqCIkXQGizoTDaM5lRM9uwEKB4rdJN5t6qqEPD2EPT1EA56iIS8iIIGQRBRVQVFkdBojeiNNgxGBxZ7bgIU/5umqiqhgJOAt4tw0EM45AEERFFEBRRFQtRooz8URjsWey5a/cgFR8eTLyYK40jQi9/ZTjjkIRJwoyjKoBygKtEP02hN4aKzT+b7119AflYq2w4088jLqznQnPgkMxaIJyJLyKEggb52JK+TiM+NIkWiMe8IqMgYdToevvv/uGj5Ut7cvJOfv78GKZYNb8zBubhtg/0YBcI/WLyEHyxewnO7tnPXi88j9TmRvS4UfxBBrwVRRFVlVElCYzejcdjRZqeiy81E0MXupThN+J45p3BD1ULu2vY2rzfuTgrhsVZZ1ggKU63FPDL/u3y8fw13PvtrJJcfUadBp4Ndj2z86gA4ZVKmesLfL0RrMPPAzP8jz5TOjVv+RE/INWpi9bF03wfmnc9FJTO5Zc0rfNpWM6FBNyUcQQjLMVCKCAY9oiKSbbHyykWXY9HrueKVl6np6/2vwveMKZXcf+kZdHt8fOfpN6nr7ouu5xaSQFVAFNFo9CPieifs9Y4T2XDynEq+d+kJFGSlsHFvA4++vJaapqElzIWIjCJHUBUlulSMRoeYJG//aOA9WuiOVVdVFWQ5HO2LICJqtIhicolBkP5717GqHQlFVVVR5DBqbMFXQdSOGLCbSKTEWECeKIwBJCUyCF5BFEGvH/SItRqRC5fP5KbzF5NmN/Pehv38/bV1dLi8w/oSd7yj9IbjtyuShKJGooHNogbBqEMQRG5dsZDvn3Y82xta+d6/36HfH0io92UhfNfSZdwyfz6Pbt3Enzavj9ZBQg1HUFEQNCKYdNFUsWNowqJGRSMIPH3S5czPKOTK1c+wt789AcJj6cHxy9xfW3IqN5SdwZ8OPsvnHVsgEkaVFN4/66mvDoBTJ2epS/91GdcUn8s3ik7j3r3PsKZ7L3Lskz0a3fea8gX8fPYZ/HnvGv5ave6YIx4EWcBhMPLSRZeRb7Nz1auvsLer878K35uPn8+PzziB7Q2t/OD5d+j3BUb1aEeD77HIDQCT8jO4/coVzK0qoLalh0f+vZpN+xrjyjPCksE0GXiPFbpHE+nw3wTsl7FkcB617DhAHg3GRwPi4WXj27SY9Fx/zkIuP30uqqLy7Adbef6DbQRlKa78xLzh8SA8WpnTZ0zi/m+cTqfby63Pv0FDrzOh7JeF8O9OOYUrps/kN2s/56ndO2JlJj4wF+8Fp+pNvHn6DWgEkYs+e4LekG/CevAAhHUiPDL325Ra8vjBjgfoDPWiFRXeXPrYVwfA1uJU9Zq/fJdHz/01q9o38YdDr40LXxip+85NL+D5Zdeypr2WW9e+ijwB+KqShNLvQ/Z4UcMSoCKixeyw858bb2FGTi43vPEGm2JLxcOxwzd+csXdZ5zENcfN4b3dB7nnlVXRWW0RBcnvRfJ7IBxBVaOenkZviq5bZjAixiXxORav16rXc8sFS7jslDm4fUH+8ep63l6zDzkGv4F2VFVBCvmJBDwokdBQX7R69Dp7NMphWLjYaAD90tCNKMhSkHDIgxQJDPZF1OjQ6a3oDdakoWuJxxn/MDBy0CmZyVKYcMhNJBKIJVQHUdQO9kUUtRMC81hAniiMFVkiLLmJBH0xD1hFEDVojNbounta3Yj2cjPs3HbZCZy6sIrmTicPvvgZ66sbhh3/6L1hRZCR/B4kvxdFiUTHMEQR0WRCa7EjmAwIgsDMwhweve58BAG+9cyb7O3oHNHWIHSPEsKiIPDIWWdxdmUV33/7NV7buAElHB70gAWTAY3DjmCLauaCRh0zPG1qSjavnHItO3tbuXH9C4M380T1YI2gkGVI4cmFt1PT28j33/wFiiyz4bbXvzoAthWlqdW79iEicObPr8UvKFhKMzCU5aG1GCak+6bqzbx18jcJyRLnr3oaTySU6P3GwVcJhgg1tBNpaUf1BhFtFjRWK4JOh6AICIrCkzfdyhlz53HjH//Ah3W1GPMK0NiiU1RHi/OdCHx1Gg0PXHQ6Z82s4pm12/njO58R6Oog1NGC5POgMZjRmm2xTGYCghwFoeRzg6xgcGRgyipEb0kdfMQcDb7Dvd7lsyu446oVZDgsvL56D/94Zf1g8nJRjkZEBD3d+PpaCPn60Wj06Iw2tDojCGJ0ocZIkEjQgyyFMZhTsTryMNkyRwBwNOiOB9wBzzaqufbjcbUS9PciCCI6gw2dzhTtCyqKHCEccCNJQfQGK1ZbPhZb9qiyxJexcMiLx92C39uFqsroDXa0BjOCEJ1jqygSkZCXSNiHVmfCYsvBas9Do42OuowH5KOBsRQJ4HW14Xd1IEvB6OditA5GIqiKHO1LwIOg02N2ZGNOK0BnsCS0tWBqIXdcezIluWl8svUwD678jB6vP+6443vDihQm0NdOoKcNKeBFY7agNVsRtfroOSkyUtCPFFsIVZ+RhTGngPLiYh6/+WLSLSa+v/Id1tc3xT6HuM/kKCGsyjLh7i7Ujg7+c/vtLJ46jSv+/CfW1h2JDgoqCkowGB3zkSNoM9IwlOWjzUxDGPh+kkD4opIZ/HHxuWMm7hkuRYiCjNzZi/dwJ6EOJ5csO5s/XHsXD3/2BC/teofNP377qwPgyllVas3uQ/xwx9/Y1VdLoDeA63AP/oZudJkpOOaVgsUyqu6rKCJPHH8lCzOLufjjZzgwylpuii9MoPowkY5edLlZGPLz0aQ4ogNMDMkQvzxhBdfNmsMvP/+MpzesJ9LaTqilBdFkwlJRhTYl5Zjga9Jp+esV53F8ZTF/fPcLHn3+PwQ7W9Db0jBm5aN3pA8taZREcpDDQUI9HQS6W0BVseVWYkqLpS0cw+vNtFu448oVrJhfyeGmLu57+hP2x81cEyQFb28z3q46NAYz1pQCTLbMQe8padxuJEzQ043X2YIUDmBPL8HuKBzVEx0LvPFygqqq+L1dOHtrEQCrIx+zLQedOPqy8YoiEwz04XW3Egz0Y7Xnk5JW9l8BcSjopK/nMFIkiNWej9WWg1ZnHjWqQREUQkEXXncbfm8XZksmKRmVaLWJ/R8LyKNO5pD9ODsPE/T3Y7bnYE3JQ2u2j/jMB6QJVVVjg3Vt+Fzt6Iw2UnKr0JlsgwDTaTVcfeY8bjx/MaGwxF9eXsOb6/clnlMSb1iRwrjbawj0dmBwZGDMLkBvS0EQNUkliWiUSJBgTzvBzhbQaSmZOZenf3QT5dnp3Pnyh3yw/3BCHZgYhFVVItjQQLClEY3djr6wgLT8PF6+8iry7Xa+8dp/ONjbkyBFKKEwke5Owo0tqJEwhqoy9CXRcM5kEL5v4ZlcVjaHm9e9yJrO2lH1YFVVCde349vXiGjQ4ajKxFyUht6s5b6Z1zMvbTI/2PF7/rHg518dAM+fP1+9642H+FvNWwnSQySk4jvUhnt/G9ZphRgqC5BjV1e89HBr1fH8ePoKfrb1ff5Tu2sEfFUZwo2tBKtr0ZcUYCgtQRxYlylO8wW4fuYc7l22gie2b+O+tWui+2IzziJtHQQOH0KflYupvBJNLI54IvC1GvT84+oLmF2Uy0+fe51nn38BnSMVa8EkNAZjQtnx9F5VVZGcfbib9qM1WrEXTBlcZXi413vGgsn85OoV6HVannhzIys/3I4cW1FClKP5evtbqxEEkZScyehNQ4loJqrvSj4P/Z0HUVWFtJyp6GPJbEafiJF8uySF6Os6QCTsJz2jCqMpbczwrRHtyiqSFKS/7wjBgJP0zMmYzRmIooDJqMNk0qPXa9FoRDQaEVEUkGUFSVKQZJlQSCIQCBMKSSiKRH9fLT5vJ2nplVis2dHoi2SZx0YxRY7gcjbicbeQklGB1Z6f9HzGg7GqKnj6mnD31WNLK8GSUZj0x2U4uOM1YlWR8bracXfUYEkvxJ5VhqobollRTio/vfFU5lYVsHFfA795ahVd7qFBugEIq6pK0NWJu/kgxpQsrHnlCMahH5dkWu5wXVhVVcL93XgaDpCWm8+zv7qTeaWF/Pz1Vby+e//IOqNAWNGA5OzHd6Aa0WzCXDUZ0WYerJ9rtfLa5VcgqyoXvvIi3X5fUj1Y6nMSrD6IoNNimjMZjdU8YlDOoNHy2qnXkW20cv6n/6Iz6BmhB0veAN6th1HDEmkLyzBlR2PYB6SIVL2NpxfdTlugh6mO0q8OgKfOma4WPXwOfjlKm+EhZ5InQP/GGgRRwHLcDNAM5f+dk1bAyhOv48OWA/xgw1sj4RtR8G+vRvEGMc+ZimiNBqAnG3RbXlzKv86+gI/ra/nuO++MWDIeQAlG8B8+iOJ0YZs9PzHXwSjwdZgMPH7NRUzJy+T7f3mKN959D1vFVAz2zIRyI16PM9imKjLetjr83S2kls/BGDd7LMVk5M5rT+bUBVXsOdLGrx//kKZOZ0J9f38bzraDOLIrsaQmwmE4fJPBNF5mUFUVn6sVZ2cNadlVWOwjZ3yNNXAW8jnp7tiN1V5ASmrJqHkYhLgfGFEUyMywkZeXQm5OClmZdjIyrGRm2LDb9disetLSHJhMo3vPyUyWFVxuL06nF69Xot8ZoLvbQ3ePh85OF23tTtra+vH5h5LgjAXmcMhDT9d+dDoT6TnTxs4xMQzGiizR3bYbFZW03GnohoW2JdOKxwKxHAnS334QORIkvXQuGq1hKEOaABctn8n3Lz+RiCTz+xc+5aOth4baURWcbYcIu3txlExHb09N2o+kU46TDM4psoS3uQaNz8nzD93P0snRJO//3rZn1HbiIRxsbsTfVIe5agq6rOzBdSDjjzk1M5OXv3E5NX29XP7GSwQlKSmEVUUh0thEsKYe87xp6HIyRgzKldrSePv0G9nT18b1a19AEIf04HB7H97N1VimFGKbmo9OG603XA9ekT2HJRlVnJqz8KsDYFtVjjr/71eNGXKmKirOzbVILh+2ZbNQNXpsOgNvn3wrsqpw7kdP4Y3pvvHw9W3ajaDRYp43nYFsm8ngOyktndcuuZJ6Zz+Xv/wSAUkaOegWJzsEmhoINTZin7MAjck8KnxTTEaeuv5iyrPS+NaD/+DDL9bgmDoXjcaQUG7E6yTwHS3KIejqxl23h9TS2RhsaSyeUsy9N51OitXE429s4IX3t40YZPP1teDurCWzeE5C+sWjBe/wcuGQl66WHaSkl2FNKRgTuoOrMfj76OrYQ0b2dMyWxJwNA8BNTTFTNSmH8vJsSksyKCnOoLAgDb1+iC6KotLX76Wnx4uzz4fT5aWjowm/XwLsBAMRwmEJSVZQ5Gg2K1GMesNanYjRoEOvF1DUPjIzc8nIyMSRaiE9zUpmhhXzsNWR+50+Ghp6qG/oob6hm8M1HdTVdyNJsRjXOCirikx35z5URSYrdyjRz1iDfrIg09WyHZ3BRlr25EGpIZlEMTJeN5mnHfuvqtEcE54uMsuGEv0MtFGYncK9t5zBzIo8Vm0+yP3PfYo7GMDZsA9FCuGonDsU+32MURLx+wN9bUSaa3nmoftZMb2K+979guc37xy9HQECjXUEO1uxzZ6HYI39KI2SwOfksjL+ee75fHDkMLd99G5sf/LICNnVj2/rbsyzJqMriDlIcRC+uHQGf1h0Ln+u/oLHDq5FIyqEWrrxbT+EY+l0TDnWcUPTAL44+aGvFoDnPHYNMHbImaqqeLYeQfb4sSybw4MLLuLswql845Pn2N3XluD9qqqKf0s1KEThqw5kCEsebvb2N67CoNFywb9fpNPnHRO+AxZqaiLQ1IBj3hJEnW4EfO1GA09ffzHlWenc8tDjfPz5Fzimz0cj6BLKjXgtj9w23kBbyNOLp6maX9x9Bzeedzx1rT38/B8fDMb0xtcPuLtxtVSTUTofncESPdaXBG+8SX4vnS3bScuagtmaOax8YtlI2EdH6zYysmdgMqchyCqiKFBWmsmM6QXMnF7IlCl5ZGcNTZ1t73DS0NBDU0MPLa19tLU5aW9z0tPjGZRXBkyWI3R07sRiziIlpWTkCQwr29a2BYejGLu9YMR+i8VAdraDvPwU8vNSKSxMp7g0k+KidCyWKMTCYYnaui72Vbeyd18Le6tbcDqjA1uKqNLTGdVXM7JnjJAjEmCjqnS17kCrN8cSFCUB6jGAON4bdnfV4nd3kVWxaPAHYaC+RhS45qwF3HLhEjr7vfzgN4+xffce0srnIoiaUaMkjhXCwf4Ogo01PPmn+zh95mR+8/ZnvLh1d9J2gu2tBJpqccxZiGA2Jh53WGTEQP1vzpvP3Scs448b1/LY9i2xMkMQjg9Nk5xufJt2YFk0C21m9KkyHsIPLzmPswqncvkXT7P9yAF86/dgXzYDQ4Zt3NC0rzSAx5vtpijRmWH9n+7h4tPO5LELbuHhvat5tHr9COkh3NhB6HAD1mWLGMvzFQWBp8+5iEUFBVzxyivs6mifEHwH9nkPVoOiYJs0I7o9TvN98rqLmZybwbf/+R/effUlUmcfh1abqPfGv55QfO8oUQ45Diu/vukU5k4t4/XPd/Pwi6sJhaUR9WUpRNehDaQXzcRgSZuQzjvxmOChbcFAPz3te8ktWoxWTD47TVUVOpq2YLXlUVU1nfnzSpk/t4Q5s4ux2aKfU2eXm/37Wjh4sI1Dhzs4UtNJIDD6st7JTJKCtLZtISd7NgaDfdRy3d37EQSRjIzJR9U+QE6Og0lVuUyuymXy1DwmV+ViMER/aOvqu9m+o4FtOxrYuauehroN2NNLsdpGyjQD5nI14vd2kV0wL2GQLemkkGMEsaqq9DbtRqs348ivSlp/WlkOv/32mWSl2Xj05TWs/GxXXJnkURLHCmFv6xFUv4en7vsFJ0+t4Bevf8wrO/cllJPCflzbN2GfvQBtLCppxLTlUWKEHzrzTM6bNJmb3n2DLxrrx4wPjrR3Edh/GNvyRQj6mPMW04NtOgPvn3EzQTnC8jtvgap8zMUZ44amxXvBXzkAT//r9cD4s91kRSRD1vLeWbfR4O/nss9XEolBZAC+ijeE54vNWBbPRZtiT5xsMWzQ7SdLTuDb8xZy18ereLl636jwhSQRDyqokoRrywbM5VUY06JZs0w6LU9cdzEzCrL5wXNv8ca/V2IuLMOUlhet/1+G76LJRfzu1rPRaTXc/ft/smrjAew5FSPqC4pKT+MutHozKbmTxvV6jwW88dbfdRgpEiArd1ZieVlFEKCoAJYeP4VTTj6OkuKo9NDZ5WbHtnp27Wpkz95mujrdSdseYeOEt3m9HThdDeTlLRiMNIk3n6+Lvv4j5OctHD96YgIz3HQ6DZWTcpg5s5C580qZMb0AvV5LMBhh245aPvhgFfv2h3F75BH6cTjspaNlG7mFC0fk1xiwiYB4IvqwRIjOmo2kF81Eb0sfUV+RI4TadvPw/T/jlEXT+GxbDb9++iO8oXBcubG94YlCWFUU+qs3Y88v4vGffJellSX89LWPeGtPdEFTRVBx796KLjMTU1FptFKSgbloP0ZC2KjV8spll1Not3P+yytpcDnHhLB/RzVoBcyzp4zQgxdnFbNyxVU8tX4VD3RsnvBU5QEIrz3lwa8egCc62+1fx13BgvRCVvzxbrrLM0bE+wZ2HwRRg2napDFnup1WVsE/zzqflXt38/NPP41uH8f7Hb5+myBDuK8HX+1BUucej16r4W9Xns9xFUXc/uL7vPXJ54R6O0ipmhcN/P4vw/fa0+bz3UuW0tDWx51/fYf6pna6Dq0nd9KywTCyaLsqYb+L3qbd5JYdnzAQ9N8Eb3z/VUWmtWkDmTkzMeqinmfVpBxWnDSFk06cTFamPbo8+55mNm2oYcuWOlpa+kYePN6OcX04VVXp7NqNxZyJzZY/Yl9r2ybS0iZhNqWP0sIEbAww6/VaZs4sZNHiCpYcV0FuTgqyrLB7TxOffXGQNesO4fEEUTUC3R170BvsOFJLhvo4ilZ8LCAevt/nbcfb10xW2cIR+109dUSCXtKKZ3Ll6XO57bJltHQ5uf2vbyUkgD8aSWIsCEs+D/0HtpG3ZAV/v+ki5pcU8P2V7/B5TR3hvm58DTU45i0GbaxC3GEnAuF8u523rriKLp+XC199cdRBuWhDYdyfrsd64gI0tuhg+2D6yqCfO3Jm892zL+aGtStZ31U37lTleCniKwVg66Rcdcaj140pPUS3iVxcPIv755/HvZvf59FH/oJ1+SJEs3Fo4C0o4V61AdvyxQixCIVk8C20O3j3squpd/Zz2csvE5blY4IvRG9g19YNWCum8Oebr+KcWZO559VVvL51H/27NmArqkKfkvGl4RsPXqNGy89vPI3TF03m4y2H+O0TqwiEoomvnfV70Jls2DJLE8DZ17wXvc6GLaMk7phjw/dYwBtv7t56HA4tl192MWecNoPionQiEZn1G/bxwfvrOLA/hM8XSl75SyzGKSbpoz/QS5/zCPk5CxM01dG2AyhHMdV4ZCdGr1tUZGfuXAcXXHQmhQXRz2TDpiO89/523nxjJTn5SxD1o0g3SWA8HMRHI0uoqkJ7zVrSS+egN9kH96mKQsehtaSXzEEbix6aU5XP/bedi16n4Wf/eJ/11fVx7f93IOys3oYhJ5e0ghKe/OYlTMrJ4OanXuOzD97GkJmLIS8/sY2jhPDSomKeufAiXtm/j7s+XxXbn1wPDuw7DKKKafqkhNC0YHUNBo2GT+64H7NGx9mf/GPM/MHDZ8ltOv33SQE8gYmY/+/YgPcbfZ0oPQzszzbauHvmaWzuamRl/S60+TmEGloTJluEWzrQZqYhmmJaaxL46kUNj55+DqoKt7333jHBN95EVcCUX8Rdpy3lnFmTefiDdbyxrZqIux8kBZ0j/djgq5AUvhk2C/+88xucuqCKv72ylp/97b1B+IoyWDKK8PU2Q9yAlCyFCLq6Mafmx46nJsBVlEfKFcPhK0jqCPgKykj4CrKKqKgsnlvKX//8Iz758M/cevNJuFx+/vTg+1x80SPccvPPWL+ueSR8FXXobxwTJXXUv2RmMqahohIMORO2u72t2G0FSQe6xjrGaMdJei7Dzqepyc3jj7/PRRf8nG/d+hRvvbmdmTMK+MP9V7J+7UpuvnEF2WnWhLC7AUv6mQ/7bpJ9f6P9uAqCiDW1AF93c8K+kKsLrd4UndIcq7vzUCvX3vsCLV1OHvrB+Vx58ty49uOON4ozMda1PzhhKbeIQGsT/nCE7zzzJm1ON49dez6TMtMwZOWMbGOsr0EZeAIeOsa6pkb+tmUzl02bwUVVU0dUGWCGKgsYygoJN7ajSnJcCgOZUH07FGdz1+b3yDHbuX3ayUOHTMIvSZkYWv9nqyJDYieHSw8A984+E52o4e4t76MCurxMgtX1MJnBD0fq7EOXnzMoPcTbwAd713HLmJmdwy1vv0VrshUtxprlRuK2gbrfOv8cbj53Bc+u3c4Tq7dG+9LXhyE9G1GNi689GvgObhu6wipyM3jkRxdiMxu4869vs3pHbWI9wGBOQZVl5EgArd6MIEHY7URvSkGj0R211ztRj1eQVYxGHWefN4sLz59Lfl4qfX1ennjiLT5edYD+/tgkm0gAVVUxGBwT9nLHhd0ETBAEzKYMAqF+TMZoDKuqqgRC/WSmHf3A22j9GtVrjj9XUcBszsTn66KmppOamk4ef/xzKitVrrj6fK6+YglXXb6Y9RtreOXVrezb3zpCKx6cmBN3bwuSmuANDya7F/8f6t47TI+q/P9/TXl63V6z6b2QkNB7B1ERAVEEbCD23rtiRf2gYkMBC4gooHQpSq8JJJDek+29PL3NzPn9MU8vu89u4jf+7uvaa3dnzjlzz8yZ97nPXQvndK46snne4W1ipGsTkpbzlIiHR3F4cqWzZN3sNzQW5oPf/Rvfuu4CPvOu05ndXMMNf30S3RDIushJwgZZkS7TN8N3pmJycRVmyQBrTT3B3ZsRCY1xYnzw1n9w+wcv5a4ffofLb72boVCkdAwBSLn/869Xjn7+8kusa2vl+tPP5o2hAfaNj5WtsCzZnMgOB/p4CLXBD4A2HkF22JAcLjaN9nLbrvVcs+Q4HundxoaRrmxl5YwkrBtSVhWhG3JWCi5HR0QCzp/Ceh7g5qsezm1dwtlti/nZlmfpDI9j6BKK34MeCCHSuUUxJPSJIIo37TpSpqzQmXPm8b7VR/OHTRv59/59kxrdKjFaDL5nL57P5y88gwefeYEf3PNItk0qHMDizAVHHCr4rls0i1u+fDmSJPHB7/2tLPhmJB+r00cyFswa2lKxIDa7d1pS73Qk3lqvk2vedyp//8tH+NiHz2JsLML137mPd73zV9z820fYt29/tn0iEcBm9UwKvtOSNDNULHGW+bGrHpLxYPb/VDKCIllM18Aq+ldDVfFuCGwWD4l4IHtI0zQeffQpvv6Ve7jy3b/hb397maNWdXDTz67kphuv5JTjFyCXUwlNIQ2bbSZfdC2qE0NLomtJJA1z0Y4FsTpK5wxAPKnx5V8+yB8fWs8lZxzFTz7yVuyqmm5zaJKwLGRUlxstHEDSoX8ixHu+eyNup4PfvPsinNbCtJ+VVINy0Ted/90aQvDpf/2LmJbipvMuxCorZXfLAEqNF30imB1LHw8g+3Pf9c+2PEtXeJzvrDHH0csIkpBv26oMs0dMBVFO+gWTWY/FxtdXn8+28X7+sHt91ugmqVYkuw0jkPazjCcQKQPJ6Sj7MOudTn505nnsGBniR88/Nyk/U+l9M5NlZXMTN7zjArb0DPCZX/2BVCiYbaOFAlgykXeHCL7nrF3ELz59MUPjId7/nTvZXca/N/9DsVm9pEK5jzsZDWC151ywpiv1VgLehho3H//IWdx1+4d41+XHs/H1Tj76kT/xqU/cztNP70DTDGw2H4lkKAtiiXgQq9VTMNYhbe2nAY42q5d4MpT9P5EMmYtBtTSDa1e6L1V1mFnnUnFzMUhEUFQrsqwyOBjg1lue4Yp3/opf/OJxamtdXP/Nt3PbzR/grFOWoBRdciZqifwFWJIkrDYPWtScM0IYaLFwNkinXD8h4Nd3P88P//hvTlw1l19/7lL8zlxIfHb+zgCELU6fmYAqTVu2bedTt93N4pYGfnzpBchFBu0sTQOEhyIRvvj4Yyytb+TzJ5ycPl8qgCleH/pEKDuGPhZC8ZvfkqFLxPQUX3/1UeZ76/nQkpOz/fJ371m16hSqiCMjAacfWjnpF+DTy86k3ubiK+v/hV5kJJRtNoxkCgwJkUgi2W05XV7RSvajM8/DbbXwyUceOSSjW6Zfo8fFr666iNFwlI//+QESQkak3XOEEAgthWy1HTL4XnbaUXzvugvZdmCAa7/7N4bGwoX9oEhyBUW1Y+ip7DlDT6KothlLvQX/64Iaj4OPffgs/vLHD/LWN6/h309u573vuZnvfPMf7NzZl2tsCBTJgqHluS0ZKVTFVh3gzhBoC/jVjOyPKlQMLQEpHUkzMFIJVCwFbWZEVfKYf8+SJKEo1ux70vUkqmwr6B+Pp7j/vtd4z1W/5bvfvR+Ar3/lrdz2uw9w2omLSnTElYC4sE15aVix2ND1ZHq+aGb60bzIjXIADvCPpzbz5V8+xOLZjdzy5XfS7Muv4zczEJatNkQyVw9RpJI8v7eH793/FGcunc/nzzmlYv/sOFWA8JMHDnD75te5Zs06TmzvyHXOww7JbsPI+J4bEkYihWy35txedYnnBw5w38EtfHDRScx115WVgqsB4SNohCtveFvmb+aK+Wu5Y+9rbB0fKM1yJkuQ8UbQAEkqu4q9c9lKzpwzjx8+9xx7x8ZmDL4ZsqoKN73rLThtFj76p/sZDUfNShHpBUIyzMxIUhmVxnTA9+pz1/HFq87i+Tf284kb/kEoXQZ+MvA1/5DAMHI6QCEKcgkX9zP7Tv0xOywqV737RP7yxw/ytrcezRP/2cbVV93MT294mN7e8VzDPCDKlBDKkmYwiRps2mCbD57lfopaF/4rBFLRsanGqwqkqwBkWTPfSWY8kVFk5vfPDGcInnpyO9d84Pd8+9v/RBiCb3/9bfzq51dx1LK2KYG4GmlYMqS8+WuYcwiyKon8vvn9AJ5+bS8fv+Fe6n0ubv7S5bTX+fLazACEJdmsfJLpkzYo/+2Vzdzx4ibee8pa3rpySfn+01yjf/Dss+wbH+OGs87DY7WW7p4NmQLvMCHIQKXI+6a+v+k/xPUUXz/q/Oyxcga5yeiIATCUGt4k4JtHXcBYIsKNW57Ntsv3ehCakavCq8iQ+TiKXM6+dvLpPN/dye1vvF564TKRbpUo87K/ceGZrJrVwpf+9ih7B0dNvnQdZLN0kCTJZgRTpmRNkfRccL0K4HvthcfziXecyuOv7OSLNz1IIlUa2VYWfAHSEkyGFMyaWJk+k0m95YBXNgTnn7mcO/7wQd7/nlN4deNB3v/+3/N/P36EwcGcqqMc4BhCRxZyTvorBuT8flOA7ozAMI/MZO5SdpckSTJGMS9V0LT5qHB/htDN5PKaQNGl7Dsq6ZflH559ZifXXnMLP77hYRrqPfz8p+/m+m9dTFujrywQF/JdWRoWwkDOhOxLMuh6Ud/y/TLz8fXdvXzkR3fjcli5+YvvYE5jTV6byUE4O27mmKYjKbnUrJKiZJ/xjx96lvX7u/n2xeewvKmx4D5nog+OaxqfffRRmlxuvnnKmenzeYuyrpuFPTOqT0kxF4T8HbsuMZqIcuOWZzm5eR7ntS3NSsHlVBGV6AgBcHnD29tmr2JNfTs/fP3JggTrZkMz34MRiiK7nAhdQnY4ELEEIpUGGt2UbX505rnoQvDFxx4rm+GshJspVA/vXLeKS9at4Df/eZknt+/LttFjkWwhRskA1e5Ei0VmBL4fvuhErrv4RB56fhvf+M2/0HWjrPog+3fRx5FKmLxk+qgWJ6lEpCqpt/BZCBbNbeSXP7uKL33+QgaHgnz843/m29/4Bz3dY7mGFcBT1gR6LIJFzUV0WSwOUqloVaA7U7CVDKPsj5YKY5Ht2f8tso1UKlyx/XSoal7T92zoGrqeQFVMvalFdaAlokgpo1QtU0YifvTRzbzn6t9yy++fZu2aOfzh9x/gfe85BbtaKG1VKw1rCTOZvKyDJKtIkoyeiE06zzKUmZc7Dw7xkR/ejUVVuPmL72BuU21em8ogXJwLRYtHCoqaKtbct6QZBp/5y8OMhaPcdOVbsnrn/P7AtEB48+AAv16/nkuWLuesOfNygxmghyNmpWdM1zTZ7UDPS1yfr4r4y97X2D4+wJdXnoNdUSdVRZSjI2eEK1I9uFQrn1t+FptGerjv4NZS1QNghONmgb1MLlxJRXY70UO5PKbvXLaSE9o7+P6zz9AfnjrJzlTgu6qlia9ceDrP7jrAr/79UraNEAItHMDizm29VJcXLRgo6J9/rUrge82Fx/GBtxzPfc9s4fpbHsMQYgq9beE5gGQ8iN2a48Xq8JKKBfL6TC31OiwqH/3QWfzmpqtpbvbxox8+xCc+9ie2b+vNNZoEeDMgkkgGc4YuQ2BVPcQTgZI+Jl/TA9zpAmciGcJuzRkjbRYPyVSYSgFIlcavBpynuo9kMoxFcWSLnKqqWSZH09NVSsrpx4uedyKh8de/vsR7rr6Zp5/dydXvPpE//P4DHLt6zrSkYcPQ0JLRbC5nxZCwOrwkY8F03+pBeG/3CB/6/t8B+PXnL2VWvT+vTXUgrAUDqC5fzijn9qGF09+SDuORGJ+840Hq3E5+fMkkRrlp0K/Wv8zOkWGuP/3sAlWEPhFE8XtzXhF+L/pYzisin3Qh+PbGJ2h1+bh20YnZ48YUkm+GjqgKIp/JDy06mQaHm29vfCKr0imu7aaPB1Bq0l4GmYfj9aKPTyDpEk0uN1866TRe7O7i79tyWf5nqvf12m3837suZDgU4Ut3/cuseZVuY0TCSKoF2WLNTgSrw0cqNFEefMk/lpvEV52zlg9dfBIPPr+VH/zhCbOw7CRSb7mPQRhmba78xOg2q5dEGoCrkXqPP3ouf/j9B3j729by4MOv896rb+bxx7dkDabVAG+G4skAdkvO7cxm9ZBMhjEyKpEqAfdQJVSAeCqIzZLzelAVK7KkktSik/Q6dH7K3aO5MKUXg/TztFk8JIoWp2qAeHQ0zI++/yCf/tQdJJM6N/zgHXz5CxfidxdJh2WkYTBdziw2d4HPus3qIxWZyOtbPQgf7B/jIz+8G1WR+fXnLqWlpoynSQUQNlJJjGQC1enKHlPdXrTAREH37b1DfP+Bpzl50Rw+eMox2bYwMyk4ZRh86YknaHS6+MIJppEPLY0zeW5nstePPhYgX1uULwW/OtzNQ13buHbRibQ4vBXd0srREfWCAFP6bXP6eN+i4/jHwc1sGesvVD1kyJBIdvahNjcXHLa0NJHs7EMIwbdPPROLLPOVfz8BlAJNtZTp9723nUujx81n7nyYQCxRANCxwR7sdS0FE8BW20RiYghDy0Wp5fgnfSx385eeuopPXn4aj7+yk+/dMjX4FvKYOxcbH8Dm9CPnBV3YHD50PUkyHCjqVziO22bhy5+/kB9+7zLisRSf/OTt3PSzxwoj1qoEXoBEPIiupXJAAyiyBYfqJRoamBR0Zwq2lQxnRjJJJDqMW60tOO621hMO9c3c4DZNniXNgJROKNSLy9lYcM7taCQY7qv+GRcB8ebN3Vx37a38+U/Pc8ZpS/nj76/hlOMXTCoNS5ogMt6Ly9OUPme2dXqbiQT6C57BdED4QN8YH7vhXlwOK7/+3GXUp/P2VvITzlB8qBdbbSNyHnDZvPWkwgGMmFnKPvPt3b1+Cw+9voOPnXUCx3RkojwpaDNdVcRtmzZy5crVHNPShjYyimRRkR1p1aIuITsdYLWhDY0WjJO/O//h608B8JnlZ+ZutQqD3BGTgPOl308tOwNDCH76xjPZYyXSbzCMHoxgaW0qsFqq9XUgBGc2NHPe/IX8/OWX6AoEDln18M51qzh7+QJufOx5tnTn6qkBiJRGfLgPZ+Osgr6K1Y7NU09spHdK8D1n7SK+cOVZPLtpH9+8+dGyaofs30UTv9igFhrvwlPTUXhckvF62gkFurP3Vah3Exy1rI1bfvt+zjpzGbf/+Xmu++CtU6obKrqRpdsGwt343G1Zg2AG1LzudgLhnpKt/0y3+NUAZig2gNNag6oUJlb3OVsJxgcwjPJGgUPxhqh0P/HkBAiBU/EVjOVyNpJKRUmmwtPaZeS3TaV0/vSn57juutsYGg5y/Tffzuc/c0FpAEOaJV1LEI0M43a15p0T2CwuLDYX0eBg1XMxy2O6/Z6uYT75k39Q53Pyi89egttmTZ8vBWHTt9ggOtSFq8F0CcuCpqJib2wjNlBanfzb//gP3WMBfnTZBfiKqp9MCcJl6MaXXqQ7EOB7Z5yD0dOLrWO2abTNXFeSsM3tILG/K6eCKDLI9UeD3LZ7PRfNXslSX/OkwRf5dERVELohs9TXzEWzV3Lb7vUMxEIlhjcAoUN85z6sc2blPCAyL9GQ8S9cwHfOPp8dI8Pctmlj6YWmCb4LG+v44ptO47ndB/nz8xtL2sT6O7F661BseeWJ0uecTR3E+joxdK2Qz6IIt29fcz5v7O3lq796uCSpeDUTPnM/sfAwQhg48rJ6ZfS9bl8bsfAwWjxS0E9F4pr3ncqNP74CXTf45Cdu549/fC5b2WEmwAuQTEWIxkbwuFpKAMtpq8UQOtH4aNWgeyiSqWFoTER78DtLE61bFDtOq5+JaM+0xpwuT9l71HXGQwfxugvzT0iaaWj1utsYDxzIY74yEJdQXrvOgyN8/KN/4s6/vMh556zg9795L0sXNBdIw5IBgdEDuDzNZph60Zhe/yyCowcQhj5jEN62f4Av/OIB5rXU8pOPXYQ1nYmvHAgnhvqQLTYsbn8J0DobZxEb6kFPxnPX0yGaTPH5vz5CvdvJ9Redk72vqqiCV8Q3n3qShbV1XHfamVhbC/M2S7qEpa0JfTyMNjZRcC5fCr55x8uMJaJ8fkVpnohKdEQBGOBzK85kLBHl5h0vZ4+JIqZTvQPowSi2ebPL+vx+5m1vp72+ni/d+Re0PF/CSl4Pk5FFUfjxpRcQTiT46t8fK9D7SgakwkGi/Z14Zi8uuEZWD+ypwearI9i1s+x2a0FLHT/52FvpHpzgczfeX+JqVu1El3XQtSRjAzuoa8xVUMj/oBTFir9mPiODW7NuYA1+Fzf++F28+10n8OjjW/jgtbeyY0dhIEUxTQW8YEoyw2M7qHXNQRWlKUZkIWj0LmJkYie6kSodj0MAXMMo+RkJ7sFp8WNX3WXP17nmEoj0kEgEy56vlqrhORDpRRg6Pntz2fN+exupRJhwdLDovqpcCPPaaZrBrbc+w2c+/RcUWeamG9/NpW9flwXhWHSMaHiImpoFefeQG8/hakC1OAiMmN4+MwXh9du6+PYtj7Fu6Sy+9YHzMi7GBSCsJWKEunfjn7W85JlIOqh2F87GWYT2bYMilcr23iFufOx5zlm+kEvXrEjzkesLTEsV8dS+vTz0yst8/p1X0Orzl/gGy6g4Vi0h+to2RFIvGAdMKTicSvCrbS9wcvM8TmqcV9YtrZiOaDa04xpmc0rzfH6z/cVsfbcsZZOtx4lt2Y1zzQrkdFXifJ/f2T4/1xy9jnu2vMFzT/wbIxBKnyscp1rp92OnH8/ilga+cc8TjIajBSBu6BrBvVvwdCxBsTkqupt5Zi0hGRwjPj6YPmZerN7t5MZPXkw0keKTPy0NspjOBBdCMDawHbenGbuzJt2nVO/n8bUjyxYCI/s5euUsfveb97JgfiPf/e79/PSGh4nH02A4g489nybGDyALBa+rMPduvqTrsPlxO5oYntiVVUVML9ihDFCWActwfJhYMkC9e37FoSyKnTr3PAaDO8urIqq8VjEV308iFWE83EmTf2k6P3Sp9C/LCg01Sxkd3VWyWzF5mca7SdPWrT1c98HbeHn9Pj76obP45tcuwq4KRoe2Ud+4LJ2kKZ9vc9ckSRJ1TcuITPQRj4yZ15ohCD/20k5++bfnOPe4JXzkopPyzptFMQP7t+BqnovF6SnrGQHgapuPSCaJDXSVAOyfn9/Iy/u6+OKbTqXV5ynoP5WBPZ+EEMR27uKbd9+NLEt8+cRT030KgdPS0oTi9xPburuiQe7OvRvpiUzw6eVnVL5gHh1RCfhTy85gIBrkjj2vlXc7iyQIv7AR24J52VjsDGUeztdOOp2UbvDjl17GuXQpoY0b0SOFk7ha8D2qpZkPnLqOe1/dyjM7DxSMQUonsHMTVpcPe31L2ReauY4sqfjnrSLQtY3U+Ahg5vP9yScuwu9x8Nkb7ysbXpy9tyrAd3xwB4aWxF8/P92ncJuZnYiSRH39Mt5xybH8+AeXEwjE+MiH/8hTT27PXeQQgFfSDIITXYSiAzTWLMlJ4hVUDLWeueipJCPjuyA1xRZlBlJpNDnOcGgvTb4lyJNUIwbw2BuxW7z0B7ZlPTSmpGnwlIqHGRh5g3rfAiyqo+R8/jOyW73UeObQP/oGeiJafkGqZneS957C4Tjf/Nq93Hzzk5x80iJ++bMrWLZ4FU57nrqq2CNGEyiqlbqWFYz2vpH1pJkpCP/5kQ3885nNvO/Nx3Hh8UsBsxJGcP9mJEXB1Ti7pE8+iEqyjHfBKqK9+4mPFJYPEwK+fs8TSJLE9y4+lzLZRUufV5FghiaI79uHNjbOaGMjv92wgbcsWsKxrXmCRJ7A51i5GH08QHznPlOIKJJuk4bOL7Y+x6raVs5pXTylLvgIeUFInNw0j7X1s/jlthdIFksghoQeDBN+bgPWOW3Y5nWUbAkATpk1m7PnzeemV15mOBrB1tyCY/58wq+sR5uYKHk4k5FVVfjepecyFAxzw4OmMTCbgD2RYHz7BhSLHc+8ZYV6vDyDQsF4Lj+1s49i/OBmYmP9fPW957BiXgvf+O0j7OocKumTzdU6xYQ2DJ3R/q2k4mEa29YgyUoJ+BbwIct89UsX85UvX8O///MyV17xLTo7R3INyoBvCVUAXlI6Y8GDBMLdtNavRlVsU3oDKDq01qwgmYoyFNhZCHwzVANkxg6HBxka30GLewkOyT2pMc3UvwoaHfOxYKV/dDN6Mj5tXXMlfuPJIL1jb1Drmo3X0jCplJ95Zj53O15nK73Dm0imIuX7zEAa/ssdT/OB93+Dulo/f7n966w9ek6JXriAH03gcNVR27yM4a6NxMLmfJkpCN/wpyfZsL2Lr77nHJZ3NDC2fxOGrlEzb7VprC3zWPKBVnW48C9eR/jgLqL9nbndkw5940F+9NAzHD+/g3etO6qkL1BRFSE0QWz3LpKDg3jWrUO2Wvjda6/SGwzyzVPONH2Ni6RgyWLBedw6tIFh4m/szmZmzJeC7zu4lf3BUT6x9HQk/kezoX18yWn0RgLcc+CNwurGhkF8137Cz72Gfcl8bPPm5jrlrUSyJPGVk06jMzDBn17flG1ib2nHuXQZoU2biO7ZhZTW10wl/X70tOOZ31jHN+59gnAimQ22iA/2Mvr6C1h9dXjnrzBDjitsl/J5lHWBzVNL3YK1vOPUpVxwwlJ+9bdnKqaULKayKQEjYwwceAnJEDS2m6XCJwNfr9PGj394Oeefu5I//vE5fvC9Jxgd7ad/4DWSifDU4FvmY8+AQjIVoW9kE7HEKK0NR2OVbWWBt5yKQZZVWmtXIoDu4VeJxceqBtxyQKon4wwEdzIaPUiLdwUOi6+qscDcITS6F+Kw+Oke30QoPpRN3DP9fBAGhp5iJLCX/omtNHoX4nUWGXSmAOIaVzu13rn0jWxiPNRphlLPUBoWukEw2E1f3wa2bR3lox/5M8MjIX70vct485uOmhKEne5GGtqOYqx/G6P92zH01LRBGEDXDb78y4cYHA1ww4cvpKWpmdp5a1DyExtXEGTA/FYtLg81y44hPtRLcPtG9Hgse/7eDVt5fvdBPnveyVlVxFSkBYME17+MHongXXssss2WNcj94LlnWdbQyCWL83TT+dhjs+I+eR16JEb46fVoo6GCsXUh+MW251jsb+Sc1snzTh+RkkT1S+aJkZ37+dqGf/HXfZswdAmh6SR7hkns7kKy23CuWorsdCB0qUT6lXSJS5cs58dnn89HH36Qf+3ZU7LqGbEk0V07MAJB7LPnYqtvQVbUgjaZPosb6rnno+/mwdd38LW7H0cIg9ToKLG+g4hkCs/85VjTeX6nG2Z8zKJZ3PTZS/jPS69zzSe/ibthNm5fG4rFlh5n8kkshECLBAiNd5OIjlHbuASnOx0PPwn4tjR4+dH3LqO5yccNP3qIp57akR0vFOhmfOIAbncLXk8bNql0e1xJ6k1qUYKRPsLRAWo8c/A5WspWlpg6V4J5PpIYZTi4F4fVh8/Zik315BkUJx9DM5KE4oNMxHrx2JqodXWULcBZLcVTIYbCe1AkC35nG05LTdl7y5BQcwBiGBqhxDATkR5sFjf17vmoSrrEkFxZzskfI59Sepzh4F40PY7f3YHL3oAsK+XbF5Uj0hVBNDpCINgJSNQ3LMVqNTOWOZ1WvvbNiznumHn8+S8v8oc/PVeQ+L24/JFQJQw9xfjwHmLRETy1c3D5WpHyXNzyyyHl21+FbKYPiMfHCQ93sqC9jvtuu4Hd3cNc95O70dLeP9mE7pMU+MyWGDIMIgMHifYfxN4yC0dTO7LTQWuNl/s/dRWvHuzlujvuK9sXCbRwiFh/F6nhQeyLFmNtaSUzZYSS63PvO99Js9vDmXfcVlJHLve3QapngNi2XVjaGrDNa0etMZ+zqsJjF3yQuJ7ibU/+nj2XfuN/pybc0tWrxJMvPs9pd/6EyEgAbWSCZM8Qit+Lbc4s1MYGJEmqWN3Ypqg8ddX7GQiHuOSuu8zjRnnDW2pslHhXF9rEGNb6Jiz+GlSHF8XlMhPGSBJ3Xns57X4v533tpwwP9pMY7Ee2WnE2zMLe0JoNHTWvT/Z6mWuY18zdXwZ8G71u7vjWlUyEY7z/23cSGB8lOtRFLDCIzV2H3VmL1eFFtbtR8tL5G8k4yXiIZCxIPDCAMAxc/ja83jZkxZz4lcBX0gXz5zVyw/cvQ1UVvvH1e9iyJc/dKmstjxMM9hAO9mG1unA5GrBa3FhVF4qc+7h0I0UqFiSRChONj5JMhfE4W/A5W7AohVFXJl+TgGYFKVc3NIKxfoKxAWQh4bY1YFNd2FR3QYl7Q+gktSgJLUw0NUEsOYHbVo/P0YJNTadE1Gbg+pIhVUEIg2B8iGB8AN1I4rY3YFc9aV5yqU+FECR1k5d4Kkg4MYLd7sfnbMVpral8jQpgXA5YhRBEkuMEI70kUiFcjkbsVh82ixvV7sr6Wgsh0Iw4iVSIRCJIODqIRXXg9rXjcjXlFpE0UCqKzCc/cz4XXnAUjz6+hR//37/I32mXA2GARGyC4EQ3scgIDncDVncNVrsXi81lIk6GFxKkYiGSiSDRiX5AwtkwC2ddO+cev5Tvf/TN3PXERn7yt6ez1ygG4cnqygkZtFiE6GAX8eE+LB4/1rp6rnnreXzl0gv4zF8f5l/bdwNmyk8tHEKLBkkOD2Ik4tha2rDN7kC22szrlKkjd0xbG3+77HJuePE5frNx/aTVlI1UguT+bpJdvchOG5a2Riy1bi47+iR+esrFXPf83/jdKe/83wHgdevWiXM++n5+/8wjyB4PSo0XtbUZJR19kvP/LS/9Xrt6HV85+TQuv/tvbOjtLRt0UWx4M+JxEkMD6BMBtHAQI2bmlbj6zefzk898jI/94Ebue+k1VIcXW20TVmfO6Fc8flm9b57qAUCWJH7z2UtZNreZ93zzLxzsz1mUDV0jPt5PIjpBKhZEi0XT/s0SGDpIMla7B5vVg8NVj81Zm5kj5vUnAd/ly9r44XcvJRJN8qUv3EVX12gej6UqB0PoRGMjxOMTJBIhMyBAAgkZgYGkC6wWF1aLB4fNj8teX8BLjqfpA29xXyEEsdQE0eQ4CS1MQosgEOkscwKBgUVxYJOc2FUPHmv91CXlD4HiWphIcpSEFiEhohhCQ8qkJcRAlW3YVDc21Y3H1lAQ8FFJss3SNIAYIGkkCMeGSKTMd6TpiWz2MEMYKLIVm9WNzebF5WzEajHDekvKJeVJq1ddfTLvfe8pPP/ibr7zvQdIFr2ngvLyeeNoRopoaIBELEAiGUJLpuevZGbgk2QFi9OL1eHB5mvE6vQjSVIWVD99xem867yj+dxN9/P0G6ZKrlyBz8nK3GeOGUInMTZIMjyOiIZ56Mbraayt4cT3fYRINIKQzLBmxevBUlOHpa7ezHRWRTHP3190Ece0tnHKn28hmEhULOSZ6S/Q0QZH0UbG0CdCSOEIG268jZHQBMcsXPa/A8Crjz5aJL9wGbGMMjw/uiQPfKFU+vVYrTxz1TW8MTTA+//5zxlHvKHp+O1WHv3stezuH+Z9v7+34Hx23Argm3+NcsEWH3zLCXzwohP41u/+xSMv7CjkqUjtIISBMHTQDVPHLCsoeQbE4si33PEcL5IuOGrVLH5w/aUMj4T4wuf+yvBwnm4qX6c8iaFNCMP0GU5p2RSb2ai2CjreijRFroSpSAiBEDqGlkJCRs7jJUMev5O2OfU0tvqpb/ZR1+TDV+vC7XXg9tqxO22oqoJqUZBlCU3T0VI6qaRONBwnHIgRCsYYHwoyMhhgZDDIQPcY/V2jaEVeGobQs/7UksWKLE0Bshx+IBbp9hlehCIhSUqhx0dxmfpJQPiit63lE584l1c27Ocb3/4nibyUlJUkYfNcXspF2TBd+YQAVTHTN1rKtzUUsKgKv//65bQ3+Hn3t26nfzyUPjc1CE9WXVkosLK9kTs/cgV/em4DP3z0GXORSo9bXFW5AITLAPCS+noeevdV/Oa19fzk5ecnlYKzUokssqXsJdng3fNW8/GVp9Lk8pYF4CNSlHN3YJiW/GTUUNZjoVzQxQdWr6PG4eD/Xnih4vhVuZ3JCp87/wxcNivfvf/p0vNQolctd41yFty1C9u55i3H89AL20rAN58yOl9JMlUhmbdR2dBRGXzXHj2H73377fT1T/D5z/6V8fG0K141hrZ8niTZvL5SWCJ9WuB7iMCbUSNIgISELFuRJImOBY0sXNHOwhVtzF/Wxqx5DXhrXAVd49EkE6NhwsEY4WCM4Pg4WkpDSxkIIVAUGdWiYLWpOD0OZs1vxON34q9zIeeBoa4bDPaMcXDPIHu29LB3Wy+7NncTmkgn8dEF2coAAGp53XP+/ZYF1cyzKgLi7K6gqI9kGAhZNnXdkmLObVEEloYoAFlZE4UgnHf+/vteI5lI8ZnPvokfXH8JX/nGvcQzz9+gYgFQyRBZYFUMGUlJ7wwy180r9pnfFiCl6Xz1Vw9z+3eu5HvXXci1N/yttMBnhnfdBMgML/mFPcvRlp4h7nl1K1edvI5/bt7JnqFRMEoXkxIyJBM80+NLBuwcGeGB3Tt531FH88fNGxmJRgsKeZbrD6ZAKckCYcjc07mVezq3llwu+0yPhARsbW0QDR96O5LLjez1ItttVUm/XpuN566+lhe6O/noQw/NSPoViSRaKMiSWh8Pfvtz3PqvJ/n+X+9HsbuwODzINkc2Q9RMVA9um5W7vnM1iZTO1d+4g1iisuVYJDRSiRCpaNAsUyOEWaDQYjd1a6ojL6dCZfBdfVQHP/zupfT0jPO5z95JMJi2EE8DfA2hm3q7VBjdSJrVPSQJVbJgVd1YLa6sxPdfAd483a0QgpQeo3Wel6NPWcLRxy9l9XFL8PlNPW80HGffjj66dg/Sc3CYvoMjDPaMMTIQIBKKV7rCpCQrMrUNHupb/LR01NE+p562eQ3MW9LKrPm5BDp7d3ax8eUdbHpxJ2+8tB8tphTozIGKYJy9v8mk4jIScX57TU+aagg9lnXhkyUFi+rE6vCiKLYSnW+GJpOEzzprOV/80pt5/Y0uvvz1ewrUEZUkYUNPkUiGSSXCaJjzV5JlFJsTi91r5vctIwlnpNpzj1/Mdz98Ib/95wvc8vArOT4r6IOnUkVo0RCpWAiv3cLTP/0Gmw908Z5f3Irq9iC73QWqh7JSMJiqhLyx5/j9PHH1e/nDGxv53gvPVCUFC3REJIw2EYKEWf+v/7u3/u9IwABaOInR14U2HjZ1Ru1NWDvaUdzplHRlpN/3rjoar83GTS+/XHJuMvDVYzGSvT0khvoRyRSK28NXP/ItxsMRbvrnoxipFKmJHsKREGg6ttomnA3tqG5ftqzPVC5nGfrcu86g3u/mmu/eRSxRGHIrGQJDSxGZ6CM62ouWjGKxubFaPSiqFcmQEEIjFh4mMLwPXUtid9Xidbdhd9aa6oAi8F26pJXvf+cS+vsD0wZfw9CJxIYIRfpJxANYVAc2iyety5QQuk5MjxCI9JDSYtgsHry2Jtz2hkJvg5kCbxHoJkSQJesaOfncNZx+9gm0dZihu90HB3jmX+t57aWtbHx1M7t370aVbHhtjXisDaUAOAMydIORgQAjAwF2bDxIQg8TSAwSSY7i8XpZvWYla45ZydoTlvPmy07jHe89j1RK47VXtvDM46/w4uPbiAzLpmEyc19TSMUVJeIiEE7FwwRj/YSSIwihY7N4sKou0ytCktGMJLHIOImJnQhZxu1swONqzeVkzpSon0QS/s9/tiHLEl/68lv45tcu4pvfuQ8tLbnkS8K6liAU6CcS7ENLJbDYPVjtHmTFglAkDF0jOTFAILEHQ09h99TjrG/H5qolg3oZqfbxl3dx8pr5XPOW43n+jQPs7BkqehaAXCoFZ09rpi0lNtiDFgujOF2oLi8TSRs//8cjfPPqyzhldiuPv/ACejyG6q/B3tKOpbExK7GXfT95UvDBiQke2L2Td684it9uXM9oLFZWChaGQap3mGR3L/rYOJLDhlrjQfXYSxbCgmsdCQnYNq9NtF7/MdPvVwiMYIzkwT6SXf0oHg/2FYtRnZ4C6ddtsfL8e65lfV8P1z3wQFXSrx6LEtmzC218DFtjK46mNhSXh7MXz+eXV13E9ff9h7te3lwg4erJOPHhfuID3UiKird9MVZfXVVeD6cfNZ+ffPwibr3/ZW7+x4sF7UUySWBwD9HAAA5nA66aNjOFZF4+1mIdsaGniE4MEg70oOtJamrm4/Lk3L7mzarj5z99N8FgjE998nbGxqpTOwhdZyLURSDUjc3qwWtvwWmrzeoRy6kbRCpFNDFGMNZPIhXG52yjxjULqcL0mQ7wzl3l4/S3ruLcN59KTZ2PWCTBppf2suGp7bz67C5G+gOFvAhBTAsSTAwSTY3jttZT55iNchgMctHUBCPRgxjCwGdrMo1rcqE6RlFllqyezTGnL+HY05cyd4np6/vGa9t5/P4Xeflf+4kGinROk0jFlQ1vMUaC+0hoYTyOZryOZlSbq8Q1LqMXFkKg6XFC0QGC8QFUxU6dfyF2m3dyaTjv3FvfejSf/NR5/OfJ7XzvRw9ipM/pWoKxsT1EI8O43E24atuw2r1mLbciHW+GNCNFNDhAONANQuBrWoi9prmgrddl56/fv5pgOM5V3/lLNihrMq8IQ+iEe/cRHenG6q3F3tyO1VcH6ecoFFBlmfs+fRWGEFz0q9vRUikSY0PE+3vQ4hEcHXOxt3dUNMjlS8Hzamp4/Or3cvPGDdzw0nOFxjjDINHTTWLvfhSXE+u8NiwtDUhWJasLlhXB/nd99b9jhJMkaRbwZ6AJc7P/OyHEzyfrY5vXLlqv/6hpfMuv92YYJPb3ktixH9vcDmzz5poVMPI8H97217+weXCwEICLa7ylDOI9XcQ69+OYNQdHy2yzxpQBiixx/0evAuDin92Oboiyul8hBMmRIUKdO7F56/DMWowq5UlaRdKvz2Hnb9dfzVgwynu/dSdauqQQQCwwyETPdhzeRnx1C1BUa/o6pcEW+cfz1Q6J2ARjgztRFCt1jUtpb27klz+/EiHgkx+/PVenbQrwjccmGB7faeZCqFmElaJ0flXoepNajJHgHjQ9TqN3EXaLt2LbAsoDXrfPwRlvXcV5l69j/qIOYpE4Lz+5g2cffoPXnt1FKqlVHiePdCPFaKyLSGKEBsdc3JbaqTuVHUdjNN5J1AhR75yLy1I7qQ9wPjW113DKBUdx6puPYuHydpLJFM88+hr/vvsNNr+yv7BxFUAshMF4pJtArC/P11ou2zb7f5HULIRBKDnCWGAvbmcTNd65yGrhTqESCL/zncdz7QfP4N5/vspNv/434egA46N7cHta8dbNzfrTVzLKFbqQpX2BE2NM9O3AYnfja1uGYrFl252wag4//+zbufXBl/nN/S/mjVMKwongKMGD27C4fbjmLEax2dPXofC3Amcum89NV7+Vb/7z3/x945bseS0SIrxvBxgGriXLUdLBG5N5RPziwgs5tWMOJ//pd4SSSYQi0ENholu3gwKOlUuyPsDIOXVEBoQPXvmV/xoAtwAtQoiNkiR5gNeAtwkhtlfqY5vXLlq+/THzn3wAzkTEheNEN++AlIZrzdHY7Xaevfoa9o6PctW9904q/QpNI7z5DYSu4168HNWWy7IPcOmaFVz/9nP4xO0P8J9t+6b0ejB0jUjnbhKBEeoWrEW1u8qqHr753nO54IRlvPdbf2F317A5hiYI9O8iERympm05NldNzvA2Bfhm+ueOmx9VcKILtBH+cc9N1Nf5+NQnb+fgwXRo8RTgGwz2MBY4QH3NQlyOxsL0gEzD0GaYBq1wYpiR0D7q3HPwWZpK22UoD3jb5tRz8XtP5qyL12J3WNm6cS+P3fUaz/3rDRKx8lnSSscrBeeYFmQouh+nxU+9fXbV4AmQ1GP0RXbiVP3UO2blkj7lk1qddN2xoJFz37GOsy9eh6/GQ+eeAf7xh+d56oFNhYtKBSDWZJ3+iW3Ikkqjd2HOtW0K3XD2WFE7TdIYmdhDMhWmpf4oVGth0E0lEP7wh8/i0suO5Yaf/IVbbr2Huubl2Oze9DXyeZgchAuOyTrBof1EAn3UzV6D1enLtvvGtedx/glLec93/sKu3uH0GDkAFkIQGThAZKQL75xlWGtNvXyxLrjYW+L2D19Oe42X8372B+IpLaczlgWJ/h6i+/fgWrwMa0tzAd/FUvCyhgYeevdV/OjF5/jtxvUkhwaIbtmOfekCrB3toBa6pGV+/9cBuGRASbof+KUQ4olKbUoAuIzfr9AF8e270EbGueb9H+BH576Jq/9xD893dVWUfoWmEdq0Edlux714RVp6Trc1wKYqPPqp9zEQCPHuX/8tNwZTu53FB3oI9e2lbuE6VLs7fU3z2R23pINffe5S/vDAK/zmXtM7Q9IEE73b0GIR6mevQVYtZSPdpuvxYJEkfnD9xaxaOZtPffL37NqVtz2fxNUsEOgiEO6huf4orBZnCbAWg28l4C2mpBalf2wLfkcrfkdhJrR84J2/rJV3f+xsjjtzKamUzgN3P86/7niN/r0hpqQygFuOdEOjP7oLq2ynwTGvKhBO6jF6I9uptc3CZ2ucsn2WpgBki1Vm9dmtXPHBN7NkxXzGR0Lc96fneeD2F4lHk3nj5NdGTNEb2ILD4qfON7+U/xmCsKFIBEJdBCN9tDasqRKEDb7wpbM55+xj+MZ3/skLL+6tGDFXDoSLpeBcW4gFhxjr207dnDXYnP6sKuJvP3gPg+Mh3vu9v2KkcSkDwqH+PcTHh/AvXYtitU9qkMsH4aNnt3L7hy/nxsee53fPbyg5r4WCBLdsxLloEbbm1kml4D9e/HaW1jdw3I+uZ2LLNpzHrkat9aXblXdJA1MKrgTAhzUXhCRJc4A1wCtlzn1QkqRXJUl6VQ9mdJV5L6Y46YUk4Vi8BEtdHe9ftoptQ4Ol4JtHQgjC27egOBy4l6wsAV+Ad6xdRbPPw88efaFgjGp8fp0N7XjaFjK2+zUMLZkFX6us8IUrz6RrcJxbHzCNg7IOwcF9pOIR6uccXRF8C+63SnezT3z0HNatXcAPf3gvjz/+IMlkGsAmAd9weJBAuJuWhtWHFXwlzcCGnTbfSiZivYQTaUlc07Pg2zG/ka/+4kp+ed8nWb52Drf/4l+ccdRl/OprD0wOvpqW+6mSFFml1bWEpB5jLDF1snXd0OiL7KDOPk3wrYK/VNJg/cPdXHHOZ7n2kq+yZ2sv7/vsBdz27y/wtvecjMWaBvD0cxJC0B/cbkrwrrkluxOAckl/yuWWKH6fsi7we2fjdbfRP/IGxmTPND2PRkZ28+Uv3sSOnf189UtvYf686T2fyXKdOLyN1LYtZ/TgJrSkaTQORuL89I6nWDanmUtOXVXQPjrcTXxskNrF67LRl9UmYN/Y2cdTO/bz/lPW4bJZS86rHi/e1euI7tpFamy0NFtaHv3u1Q00uFxc2NCC+9i1qH5fgZ0qS9NIAnbYAFiSJDdwL/ApIUSw+LwQ4ndCiHVCiHWKJ893sxyzmZuSJM4991wWt7fz28cerXhtWYdEXy9GNIZr8fKyko9NVbj21GN4ZX83G/ZPrxJC5qU4a9uw+RsJdO3Innv3eWuZ3VzLT25/imTacT8RGSc61k39rKOy+rIMVVI9ZM9PAr5ve8sa3nLhau6880WeefoAtbULGB7enqu+QSn4aqk4I+O7aaxdYbq1HUbwzZBFsdPsWcJweC9a0vST9de5+cR3L+HXD32ao09eyB2/eJz3nP59bvjez5AiXhyqt2TMmYAuALqR/ZENiWb7AoLxQbMSc9654p/hyD5cih+vUl96fjpUgW9Jkmh0zufFZ9fzqau+z6cvvYmDuwe47qtv4ZbHP89pFx6V7q8zHu5EQqLONbcgF8ZM3geUf69+TwdWi5uxwL5JF+xoeJhYbBSfbzHf/Pq9hEJxvvedS6jx5CTncoU+zeNTzW/zt8PTgKd+NuPdW7L9/71+N69s6+TDbz+JWpd5LSMSJtS7h5r5q7P5U4p5mEqQ+vW/X8LntHPVsavLnledbtxLVxDesRUjVeS5lDf2CwcOsPXgAT76jstRPJ6ynlqiDBAXF5jIp8MCwJIkWTDB9y9CiH9U1amM9Jt/Q5m/33fU0QyFQ/z9n/ehBYPpc4Vj6LEo0X27cS9dmS1ZVE76bfC6+M2/Xy57fjLpN5+87YvQI0FiY/201Hj4wJuP48lX9/DyloNmg5TOePdWalqW5hLulMGTqbKhFdOK5W189MNn8eLLe7nt1mcAcLtbUBQbExPmtctlwxoe24nX3Yrd5p0++FYpcQHYJRdeSyNjiYNccs2p3PrE5znn4rXc/6fnee/pP+Avv3iCnuE9WGQ7HmueNDVd0C0HpkWkylYa7LMZiO2rmOc3lBolYUSps82q7jrVUtG9SJJMk2sho9FOtry2m69c/Tu+dOVvCY5H+NKNV/DTuz7C7KW1BOJ9NDoWIJW51uEE4Xr/IiKxYaLxsbIgrOtJRkZ3Ul+3FFlWGR+P8I2v3YPf5+AbX3krisgfP3/s8iBc7ljme/DUzUYgCI92Zb+Hn9z+JA6bhY9fdgpCGEx0bsHbPN9U+xV7IlVJ23uHeGrHft5z8tFlpWAAa10D1pp6ont2Vhw/unMnv3/qKZY0NXNCW968KeuiWp0UfMgALJnL9a3ADiHE/02r8yTSL8Bsn58z5szjzi1bUGZ3kNi7v6S5rEOs8wCOllmobk826CKfLIrCB05Zx4YDPTOWfjN8KULGN2sZof69fPzSUwC48S9PZ9tGx3tR7S4cvnTF2cOg9/W77XzjqxcxMBjgh997IFtVWhJQX7eEYKgHkcirYgxgCBLJICktSo13TsHHWS5nb1nwLaKyQJCnbjj+2BO489H/45ovXMiW9fv50AU/4ffff5DQRBTdSBFMDNDgSutmqwXdGQKh21KHVXEQSo2UnBNCMBrvpsE+t/rsadPlI+/+bKoLn62Z8bhZ8PSNl/fxyYt/zo1f+jvNs2r51T8+xze++wXcrsoJhcrnBp4+CKtCoc6/MFeDrgiEg6FeHI5aHPaa7PE9ewa58f8eZc3q2bzv6pMrprEsrsgCkwsakiRT27qc0ND+bFWSzv5x7nz0Nd5y8goW1tkQQuCsL10kyyVvL/i/6Phv//MyfqeDd65dVfY8gGv+YlKjw+jRQhWppIMejZIaHOLRiXFGY1GuWrk6fa5UaCyg/wc14U4CrgLOlCTp9fTPm6Y7SDnmr1i+Cs0wuGvrFmxtbWhjYxjhTKBBWtmfSpIcHMDe1pE3Vvp3+iFftGopTT43v3vylbLnq4p4yyOru4Z1K5dx7nFLuP2RVxkcM3WZQgjCI114ameX3t8M9b6yIfjKF96Mz+vgO9/6Z65cfLqvqthwORsIRUrrupkVituLPoIqgHU64AtYbSrv//wF3Hj3x6mp9fPJq67nWx/8A70Hc+AXSAzistahGvLUwDtTVUAR+a3NTCQHSioxR7UAsqTgUDwzH7xaHtNA7LM3E06OZOvhGYbg8Xs28L6zvsPf//wQV1z3Jn794KdYeey8dL/yk6/aXUrB/0Xn3ZZadCNBIpnWFOblAQkHevB5OwqOAzzxxFYeeuQNrrziRI5ZO5fisvclfFapirDYXFgdPmIT/dl2f3jwFUYDET531bm4G+cgSVJOJz7DKbG1Z5AX9nTynpOOxlrOA0WApKrYm9qJd3eV8Jzo6sLW2kZKkrhn2zbOmbeApsyCWcRXsT1rMjpkABZCPC+EkIQQq4QQq9M/j1Tdvwyzki5hVRQuXbqCx/ftYSgSQZZVrK2tJHq6C9om+vuw1jYg22xlpV9ZkvjAqevY1jvIi3u6pn+DUOJ2JkkS3/jMtQwMj3H7IxvS5yARGTNLWLtM6WEq1UM5Ktb7vuvy4zn2mHn86pdPsG9fOlKoCMz9znYCod50iRTznKYniMXH8ExhXDpU8J23tIWb7vskl117Oo/fs4EPnv9jHn3kCTQjZ+kXQhCM9eFTGiblZcagm6/GyPtxCCeSIYglxguOB+J9+JUGJF0v33e6VAUYq4aMU/YSSg4XHO8f6eSnX72dL7z7NwDccMd1XPvlN2OxKAW7i3yqRiUxGQhLkozP3kog3FvQJhIdxmJxYpfzbTS5ufarXzzOvv1DfOWLb6a+Lgc+M1VFZMhTO4vwaO67jsZT/OquJ1m3cjFvPvOUkvYZmq4UfMtT62nwunj7UcvLngewtc0iMdiHyMwDw4wITfb0YeswF6Y7N29GliTetXxV6f2VM8b9LxblnEr9cP68hdQ6HNy5eXP2mKWxEW18vMD1TBsfw1pfCjKZh3vmonnMqa/hlqdNoDxU6RfgjNULWL1kDj/59Z+JJXJAkwiP4XCbuYxn6vWQT4sWNvG+q0/myad38NBDr5dtI2siG3KaMYABxBMB7Kq3IEx3umqHstvePFC48Irj+dndH8PptvGV9/yOX3z1HhIRDbvqJa7l7LCppFn/zq4WJs7J0nSAdxqAKUkSLsVPTM95WwghiOkhXKr/sFyjhCa5F5ellmhirGC8qBbAZallyyv7+ciF/8cDd7zI2993Cj+56yO0zEoHlfwXQNhpryMeHcvray5ULoe5SBbYE9JzNZnUuP7b/8RmV/n8Zy44ZFVE5huxuWvR45GCiht/f+hJdh/o4SOXnoyaDWE+NCl4/f4e3ujq532nrDWTXxWTAMXuQLE50UK5+asFgygOB4rDgWRAdzDAs10HeceyFWXLFkH1UvCRA+A8KqdHuXzZSjoDE7zU3Z19uRaXFz0cytVhEgJtIoDq8ZVkPMvQ1ScdTe94gH9v3Tsz5oqkX0VIfPjiEznQN8q9jz6LlohmJ00qEshWzsjezwy9HqyyzJc//2bGJ6L8/P/yPEAqWK9tVm9uSwkkYwFs+RFqMwDfEkoDgd1p5cs/ezcf+9bFvP7SXj72lhvZ9MKeHC+qi7gWyYJXQo9gU8qA73T1qTOQTm2Ki4QRzv6fNGIokgWlXLBFtTxMR3edR3bFRUKPZMcTqSRJPZpdmBLxFL/51j/5zof+SEtHLTfd90lOOHtZuv3hBWGL6sQQGkYil7wokQjm8keUjGvOte7uMX7326c49ph5vOXC1ZOWNTKPTa2KkCQZi91DMpqbv4lwgF/c8Rizm2u58KTSsvXFY1YrBf/5+Y101Pk5bcHcijyrXh9aMJAdWw8EUbyF3/XfNm+hxe3h1I45uYMzMMYdUQAudNnI/dnh9XHirA7u3rq1QKsgqSqyzY4eiZiBF8mEmUHMXlqZAWBZYwPHzG3nLy++jiHKhxzD9KTf809Ywry2em6+90UUm4dU3qRJxYJYHN4ZeT0Uqx4+8N5TmTOnnp/++BHC4fRHMonrkM3iJpEygUbSDBKpUPZjOpzg2zKrlhv//lFOOm8Ft93wMN+85jYCY4VVqO04SCRzASJxPYxNydOXTUN3OiOVQD4vsouEkdsZJIwo9nKLwXRpBkCsyrZ09Qpz15Q0YqhYSiLvXvr3Nj72lhvpOTDMN379Hq76xDlpw+XhA2FJkrBZPCRSGfuFWefPmveeyuaNBh54YCMbXjvAh687g9ZWf9k201VFWJ0+UlFzzsi6+S09v7mLLfv6+eBFJ2BL5yk5VCn431v30j8R4uqT1hTyk3m0AlSPr0QCVr3eAuHuyQP7GYlGeOeylen+UxjjKtCRAeB8V5YyzF6yZDm6YXDv9u157dK/LTZEypzARiplFtNDKmyTfjlXnLCaaDLFPzZsmxmfRdKvisQ1bzmBnZ2DPPXaHmTVisj4DepmQcZMngeTj5mpHpYuaeWyS47hwYdfZ8OG/VXwKVAUK7qRzH5supFCla2HFXyXr5vDjfd8jNoGD19//y3c/bunSwxcaBqKZEEXOXAyhIYqW6YHvDOh4qrKhoEiFHQjhdB1MAx0I4kilLJtp1uJuYDfKgyLkiFQ5Nyz0Q3NlMTL9B/qm+Dz7/w1j9+zgSs+djZf/tkV2OyWsnrhmYKwIlvRjRSSZmAYGrIkmwmZKi30ecd/8qOH0TWDz33q/BmrInLtQFatGFrOB1ekUiiqjd/c/TxNtR4uOnVlaceiMauRgjXD4K6X3uD4+R0sqCufN0S2WiGdyVDWTV4kW84HWTIgZRj8Y/sOzpwzjxp7XmRhOWPc/6IOuJLxDeBti5fyYk8Xg5FwyRbB1K9mdEgCKoSbeu023rRqMQ9v2kkonjgs0u95xy9hVpOfW/75MkKQLqldPNFL+ZmO6sEiSXz+M+czMhrid7/5T+7EFB+FhAQFYCiQisDxUMD35PNW8oM/XktoPMqnL/1lgcoh19YEEdMzMXdtYRjpBOYVaCbS7jTAs2CRECK7YB/quCVUxT1kEj2lmSnkpahvKqlx45f+zi0/eIiTzlvB9/5wDW5f+mM/HCCc/540nUpwUG6+jYyEuPnmJ1mzejYXXlBYYbkcTSmMSBIII3dMGCDBqzu62birh/e86Rish0kKvvfVrSQ1jXcetyrNR5qHzCOV5NI5IwqFPID7dm7HoihcuGBR6b39/0kHnP8gj25upcPn574dO8q0kxCGngu2kGVTsqEUSN921DIcVgt3vfzGIfGUrfEm4L1vOpbd3cM8u2mfeVIz619Jhpm8HEnKlayp0gJccF4XXHbJMcyd08AvfvYY0UzOgKnKCWFuIaW8lVYWOV7g0MD3Te88ji///Ar2bO3lM+/4JX2dRb61RcAjhJGtnYZuIKfry5WOfwigWyUJ0mWeMtFlkowx3S93uted5L4EBrJBtvxU/jvK9i2ie299hu9//A4WrWznJ3d+mPqmtD6yGhCehISeq3EnSwroWg54qggOeuThN3j9jS6uu+Z0avzOHB8zkIJJmd9SrpGClDIH+sMDr9BU6+HCE5dV5GU6UvB4JMZjW/bw1jXLcFrL5JLW9YJUBshy1u6Uf487R0bYOTLM2xYvS49dveohy/e0exxGKsfwRYuWENdSPL53b14787cQAj0SQXG6kHSQ7Q6MeDwLwvn0jmNX8npXHzv7h0vOVconMRmduno+c1vr+NOD67PHtHgY1ZabeBbViZYo1IdOR/ptaPBw9btP4tnnd/HSS1UYDfM+klQ8jFXN58VBUoukrzdz8H37+0/h4995Oxue3slXrr45V5In264UMJJGDItky6obLLKdpBGbsl9ZOhT1AJA04lil3PbRIpXhZTo0HX6KgNgQOpqRRJVNfizCStKIlVXjFNMLj23hq+/7PfXNPn5854doak8HSkwFwpO866QWwZrJrSApSJKMrucF9FShivjZ//0Lu93Cte8/bVoGueJjqUQk+y1JhkC1Okmlv6VXtnay/cAAV56/DkUcHo+Iv728GY/dxgXLFpXwq0fCKM7ct6TaXeiRSFlVwv07d7K2pZV2jzd3sJwaogL9b0jAmGAsSxIXzF/EUwcPEEmlSl6iEYsiS4rp8wtIioLidKGFC5O6rGlrYX5jHfeu35oeO32NCi+rUrL1/IQoV56/jt7hAE9uMMtdS5pBMhbCastZja0OH8lYoGrpt9jwdt01pyNJ8Jtf/Tvvpqf+CEyjW7DA6GazeLMGlgKaJvhe+6U388wjb3D9R/5EIl6ULrICiMaToQJfUluR9X9K8D1E0C3kJYhNOBApDZHSsBk2EqlwKejNhKYJxAk9ikW2Z0s7qbIVSUiktDILQpnntOWV/Xz5qptxeez86PbraMwYwGYAwoahoelxrKorZ5SzeknECpPf51O5+dfdPcY/7t3ABeevYvGi5rL9qpGCi712rE4vqVjOE+GOR15ldnMNp6yeV5G/6dCmzj72DY1yyboVhbzqoIWCpmdVmlSvFy0YKGiToYd37wLgwgWLS66Ry+z4P6gDzlLe3DiutZ0Gl4uHdu0q005Cm5hALXIHUb0+9PFxIAdob1+7nGgiyaObdx8WFlfNbWH1wjb++thG9MyKHQ+jqJZccnUNrA4vidhEtt9U0m/BNVa2c9YZy/jbXa8wNFgYoQSVVQ8AhqGTTEWwWTxZo5vd6iGeDEx7W5r5mN961YlZ8L3h03eil/gDVwBR3SCuhwq8HuyKi0QqjJFKlO+Tu5EZgW4GXMv9xI0INjknzSiSiiKpJJKhin2mTVUuGPHkBPZ8bxDArriJa6HKxsmi57xnaw9fvvpmnG4bP/zzB6tXRxTxlogFsFrcBYnebRYPieI5U4Uq4o47XmBsLMzHP3I2sjF9KdhIxjG0ZDZ3N4DN7iMRmcj+/9Sre+gdDnDl+bmMjsVS8HRd0v6xYRtrZrcyvzZnjBNCkApMZAFY0k2MMcYnyqoheoJBXh/o58KFi9Ptp6eGOGIAXI7RC+YvIppK8dSBA3ntcucTfb1Ym1sKXEZsjS3E+3uyEo1NVTh/5SIe27qHaDI1feNbmUnzzrPXEIrGefDZrdm20bFenN7CFd/hbSIeHELXS2vBldx/3nVkQ/DRD53F4FCQu+56qZSBYiqSfsOxQey2GhTyPyavWTMrlZeYbirpN/0Rn3nRGj789Yt48Ymt/Pgzd2IUg0M58E17OMS1EIbQC4BG1sGheAhpYxXuZ5p63SoBUxcaESOAS/EXHHcrtQT10UMevyxVuA8hBMHUCG7JV/D83JY6gqm0mqxKEN63vY+vve8WfLUuvnvbB6o3zOXxFoz147HkIhMlw8DtaCQUHSxNYDTFLiwaTXLL759m+bI2zjx9aVmD3GRScGSiF4e3ydTVZ4Mz6kjFgmgJU+WlG4K7HtvI6oVtLO+YJPn/NOihTTvQdIO3rllq8mhAamwYxWJDduQt2g4nst1BanSkrBri4d27WdnYxKx84bDK6XzkJWBMMJaAc+ct4JnOA8Q1rWT11IJBRDRWEvWm+mtAltFGzQ/q9IXzcNttPLRp5yHxlFldG7wuzly7kAee2ZotsmnWauvHVTfL5D89aRTVhsPdQGSit2rpV9IFp5+6hEULm/nDrc+QSGRCIKtTPQghCER68LkKk6HLusDnbCUQSYebVgm+R5+0kE9//zJef2kvP/zkHdVJvnnAMZEaxGdtzqUETbf3W5oIpAYLt/7TAN6ZAGJQH8El+wpLSQE+tZ6QPlYxU9ohX7vMfcX0oJnjOpN/Iv1c3GoNKSOeU9FUCcK7N3fzrev+QEtHLd+++X1YbeUDS8qBsKYniCbH8ToKgcymOLBZ3ERiw9PeOT3++Bb27B3k/e89FTUvSfxUUrAQBuGxbjw1swrayLKCy99WkCntoee2EYknueys1aWDzkAKHglHeWlfFxcelVMfxHq7sLd1pL0ycsPbZ3WQ6OrM3UPe1Hlsr+kRdO7cBaV8TUFHFoDzXs5RTc00ud08vndfSTOhQ2z/3mwRvXySDQlH22yinXsRwuDNRy1hKBhm/b7uknEyNJVOOJ8uPm0Vsixzz5OmN4WsQ2j4IHZPPaqlMABEMgSe2g7Co51ZKXgq6VdRZN73nlPYf2CY//xn+v7KkbgpPTktvpJzXkcz0eQ4iWShLrgS+M5Z1MxXb7qSzr2DXP/hP5JKFgHUFOCb0KNEtQBea0OJDtOhmPq9iG6qi6YLvNMlXWgEtGF8amn+CVWy4pS9jGuD0x53WmCcBmIhBGPJXvyWpsJc1ZqGJMn4rc2MJnK7uGpBeMsr+7nhM39lyepZfOZH76gYrFFMY5FOPPYmZFktmQs+dzvjoU4MQ6+oiignEAgBt93yNK0tft50/qqqpeDoaC+q1YnV7s1rZ/52180iOt6XTdoeiSd5+PntnHvsYmrS+YLLJq6fBj3y+k7aanwc3dZKKjCOHgljayzc2Uo6WBubMcIRUmOFu7iMGmL78BDnzV+Qbl99UMYRCsQoZersuQtI6TpPHdifPZYBymRfL0Y8ZgJwnvohQ7bmVpBk1NFBTl08h0c375408q2YKhnfFCFx0SkreHnbQXqHTCV8IjpBZKwHf9NCc8yi79Dq8OF0NTI+UOhGV0n6Pees5cxqr+UPtz6DkZnkVUq/mp5gZGI3Df7FBR925sNRZAu17rkMBXbm3OMqSDYev5Nv/uY9RCMJvnXtbUTDRfraKcBXCIPB2D7qbLNQykn/kkSDbTbD8YNo2uS64EPSx6ZpONWNS/EXJpbJo3pLG0F9hLgRKXu+GqqWx4lEHyDjUetLT2oaPrkezUgUps6sFLRS9B5eeGwLt93wCKe96Sje+eEz020qqyIiiTGi8VFq3XPKnnda/NgsbsZC+5mMytkk1q/fz+Yt3Vx5xYlmMqHM+BWk4FQyQmBkLzUty7LH8km1OnA3zGG8Z2v2+/nHk29gtai8eRKXtOnQv7fuJZ7SeNPKhYR2bcG9YJnpWlo0hyVZxrVkGZHtWxDFggnw+N69rG1po7ZMUMZkIHzEVRAZ5s6YPZfX+vsIJhKFLiHRKNG9u/EsXYWklM/dKgsZz5KVnDqrCauqHjbj2/ErZtNU6+G+p8yKqiRTjHdvwd+6FKWM9Jshf+MikvEg0fE+iqlA9ytLXPmuE9i9Z4AXXywNbKgEvmAC3vDELryuVhxqzhOjGGC9tkYUxcZo+GD5m9R0ZEXmSzdeQV2Tl+s//CdGBoos4VOAL8BoogdVtuKVakrbpskhufCq9QwlD5T1Qjgk0M0L5gglhkhoYepoKp9YR9NQdZkGqYXB+H70VPyQIvAm4zuuRxhPDdBknV0SGJMhWZJpssxhJNFF0ogXnqwChO+95Rn+fd9rXPmJszn29CXpNqUgrOlJhoO7afQuLrAXFLSTJBq8C7JJ26syyOUd/9Mfn6Oh3jOlFCwMndG+rfjq5mMrk6QpI9h462YjDIPwyEEA9veOsnlvH285eXme/WbmxrhoMsVzuw5w9tJ5WP112OqKEnvl3YK1vhFLbT2RndsReQIewFMHDiBLUmFuiCroCGZDy/3Z5HKzrKGRp/OMb2CCb+jVV3EuWGQmWy+i/Aeg2B1c/Kbz6RseYePOUgCeifHtraesYCwY5fnX92PoGiMHNmJ31+PyVjYCyLqpv6pvW8X48C6i4eGK0u+ZZyylra2GO/78fO5EFVZnUhrDE7sQwqDW1VG5Xdq9qNG7iEhilIlgUTrO9Ed69afO5eiTFvLLb/yD3ZuLVDdVgO94oo+INk6j2lG+EGaeTrTW0ooQgqHkwQIQnjbwVkiOEzECjOh9NKuzs+5elcit1OCUPfSn9uf0wYeQmrIYiBNGjP7EHhptc7CkfX8rqV5sipM6tZW+yA5SMwDhm756D/u29/GFn76rbBY1zUjSN7EZr7MVp9VfMlw+0CqyhcaaZQyNbyeWmChsOMXu7PVNnWzZ2sO7Lj++oi5YGDrDfZtRVTvuIt1v2aTtHasIj3QRGzaLKTz47FbmtdWzYl5LyX1Ml4QQPPCfZ2iq9XPKaWdWbJfBDff8xRjRCLHdu7LzVzJg69AgI9EIp8+eO63rH3EJGODUWXMAeObgwewxfSxA6NUN2GfPxdbWDlBW/ZAhh0Xl1OWLefyNnYxv2UAqbZSrtnhfhjKrqc9h59TV83n0xR0kYlFG9m3A4vDga12SbVuuxHyGbFYPDW1rGBvYRihg5uot8PuV4N2Xn8C+/UPTkn5FMsng2HY0PUFz7coCN6JK6gVVttLuWUEwPsBIOC19pj/O1SfM5/LrzuBff3uFx+/ZUNhxSrWDYCTeRTA1TJt1oZnvoZiKjX+STIt9AZqRZCCxDz2ZqB58JwFGIQRBfZQhrZsWdW6B69lkVK+0YZMd9Kb2oolkaYMZgLFIaUT1IH2xXdRbO3CrRbuCCiDsszRQozbSE9lOXA+XbVOJkgmN737kTxi6wRdvvAIlD/ySWpTeic241TpqnHmAN4ke3mnx0lizjMGxrURC09OV3/Hn52lq9HLu2StKpGBdTzLUtQlJkqlvWZFdsCdLAWBR7dTPXUtwcB+hwf088fIuYokUbz6p+si4ciQMnfDebTz69LMkUhrnrVpS0KdcoJakqrjXrEUbnyC6fVs2CExg4tepHXOQqN4d7X8CgE/umM1QJMyu0RFI6UR37ya0aSPOxYuxz+qY9OVkHtZJc2djs6g8s78f76JVBPdsIbRv++QVYCehs9YtxKIq3PvwkwztfhGXpxl/69JsxelyVMynzeGjqWUtoYkuhvteR9Nyks2x6+YxZ049f7/r5VwKhymk30hshO6h9SiKhZa6VShT5TTII1Wx0e4/ioQWpnvidRJaGLfPwWd/dDld+4a4+fr7C/tPAb5xPUJ3ZCsJPUK7bRGqXKbWVoUPXJYUWu0LkXWJrsR2Inpl5/8sL5O8x5RI0q8dYEIfpk1dUFHvW44kSaJeacct++lO7iKgj1QO0qgCjA2hM5zqYjC6l0alA49aPuFLJQ8Qn6WJBks7/dFdjMS7cpJ5FVLwUN8Ev/jaPSxeNYt3feQshDAYD3XSE9iM39FGnWt2qdEqP1F70QLutNfSXLeKscBehoa2outThManj7/66gH27B3kskuOyZ4SQhAJ9NPX+RI2m4f6VlN4mCw8P9++YrG7aZh/LPHgEJ3bXuDpV3dy1jGLsKQFkKki44p3vqmJMcZefxGR1FDnr+SV/d2csbRCkEcRi7LFiufoYxC6TvDFF7OGuec7O6lxOFjekKfGmEIAPOKhyBJwYnsHLxzsJNHVTfDFFzFiMXwnnIi1ofIWo3h1OmPpPAKxOBsP9mGtqad29YkIYTD2xgtEew5ipJJTqh8yL1EYBueum8+eAz1sfO1V6hcci6dxbpGha5L7yptUVpublo7jsNq99HW9zPjoXrR4lEsvOYbhkRBPP12a8yJ/UgvdIBofY2BkM2Oju2jwL0kb3QpfXaGurrzLmSJbaPWtwG9toi+0jWu/fg7+Ojc3fObO0ii3YkoDQEKPMBTbT390J35rM63WBSjS1JJvPomUBppBo3U2jZbZjKS66U/uI6oHC8FvSuBNMKr105PchV1yMsuyCKtcPjXpZCRJEjVqE62WBYT0MXpTewjr46V5GvKpiDddaExog3QlTP3gLNsynIp3aum+zHNyq7XMsi1DMxJ0hbcQSA5iCK0qEH7+0S088Y9XeeeHz6R2YZJoKsAs90p8juq268W1A+1WL+2Nx6AqVnoG1zMePIimTxFQA9xz93rmzK5n3drZRCPDDPZtJDB+kMaWo6hpWIQ8iYRYCZRVq4PGucfi8DVx19/vxe92cOzi8tF35UgIQTI0TmDPZoK7N+OevQjfktXIqspT2/fTUeevmCENCjFHUlXcq47CuWARkS1biLyxmWe3mraik9pnV83TNLNSHz4Suo4+EWGR002908kTjz1GanQE57JlWOrqzJstN//LvBtJglMXz+X53QfRDANJB8lixTdvBcnQOPH+bkZe34fNW4/V7cfi8KI6Pcjp2xfCQItH0ENBUtEAfjXFuuWf4xd3PEr9gmNMsKsghVdT0ViSZGpq5uN2NRMMdOO09bHu6Dn86pf3EQqNYLV6sgnChRCkUlESqTCJZJBIZAhZUvC4WmnyLjXTBUJBmsnJfDZLMmDpBl5bE+dfdAbnvvUk/u/63/P0S//CZanBpriwqW4UXUKSJDP3hkiR0CMkUiEiqQl0kcJrbWCWaxVqpTR7U4FvHjkVL7PkZQT1EUZSPQgM3HixSU6ssgML1uzCpwuNhIiREDFiRoi4EcWj1NBmXYhVKg+85fKEZJ9FkVHXJjtosywkbEwQMEYY1ntxy35skhOb5MAq2bO8GEInIeIkElHiRoSoFMEle2myzsUhF0a7Ze5ZslT43AwDitwrVdlCs3UuUSIEkoOMxrtxWWqwKx5sFjdWxZnVcYtUkqSUIqGHiWthvvSZr/PAMX/kR7/6Ch99y89L3AklzUDkqSjKXT+fZFmlzrcAd6qZQKyPnoFXsNv8OBy1WC1uMwQ+ndQmM38fevAprrn2FN503nweuP9u3P523N4WUCa5jg5GkZ1d0kCo5ncmZAlJknE3zGbHaILxQJgzV7Zw/wP3YffWo7i9qE4vstWanb9GMk4yFkSLBolPDCEMHXvzLDxzlyLlJeJ5Zsd+uPgsTls8l70vjplZ6yqwms+ntbEJpb6WZE8PB196me1dnZxQ18BNA0MoXg+S21aQJKuYjggA64EggceeRHG6Oe5tbwfgDbsV95o1SEYF3cskaoglDQ3Ue1y8sKuz5JzVU4PNVYORSpIYGSQVDhAf6kWLhZEEgIQwDFSbE6vdg8Xh4dLLLgHg2c19SJKcp0+qDLbVBF5YrC7qaxdz7bVnkEpp3HPPfxif6COZCCMM3VxJhIEq2bBZ3VhVD421y7BZvdX7O1bhX+t02/no1y5m95Ye/n37Hmrts4hpASYS/SRCIQyhISEhEMiSik1yYFNc1Nracaq+XFXjaV6/kjQoSzJ+tRGfqCEuosSMICFjjIQeQxOpHC/IWGUHNsmBR66lWZ2bA6FJgLYiPxX6eJQaPEoNSSNOxAgQNYKMi0FSIlGQPtIq2bHJDhyymwa5vcQzptz9TweEAZy4cDoXoRlJwtoYcT1EIDlAUsQhy4vAYnFlF1C31MYvv3IfP7j9Oi7/0Jnc8YsnTJ1/XjHKEhDOo/xzkmEg0nzZLG4aHEuoM0wviUQqRDgySDIVxpBEbv5aHFitHu775/N84ANvYs3RZzMwmvZFLwNsGXCd6lgBKTae3rSfc089gdrbHicUGCbRf4BEPGRmeZPNTHOS1YrF6UVxe/DOWoJaU2uCs1zIy2AwzO6BEU5aOIdbX3wtx4cOolLhbEMCWSBbLNjnzsU6bw6v9PVx+ZqjMfr6iW3bbobfT7K4HREAVrwe/OeaWf5POeYYeoIB+pPJsgrzavS/Jy4wRf4X95QCcPaashVn4yyk+kz0mjBzjhqAJKPkXfuc41ewt2eErsGJ8tetUv1QzCeA1apy/rmrePb53chyK60trQjdAARCCBSdnHqhYKz8GPuZSb8Zw9tVnzwHf72bb157G8IQuKw1uKw1Jqg6TClGYKaULLvoHEbwzR9TkiQckgtHng7X5EVkUu4XqIGEriMqbU0OgTLAbMFCjZrzeMnwkuak1OMj81zUyp/VTEAYTEOq35rbbgshEIqZz1cinW4z77qvv7SXJ+/fyDs+eDpP3r+Rvs7KoddTXTufJM1AVlU8rhY8tICcljRVkydJkpHSUu6TT3bygQ9IXPimo7jtj8+l+c0fSyDUwmPlpOBiyrR5asMeLj59FaefeAzPbjH9lg0lk4ZVmLylF5IM0JYJQciC7It7OrnihKOwW1TixfNVQCWTS6a/JEm8OjLC+2w2TnjT+Wwa6MeQdBCCwIOPlb+XyW/1v0RSbvIe09rOKz09pW0mEduLpeETF3SwZ3CE4VDOqX6q4AtJkkyHa1kp+JD8TjtHLWzl6VenTgc5uQGhvOvZaacsxuOx8/ADmwp5SVcjKNbtTouqkH7nLGrmLVeeyEN3vszebb1l20iShCwphwV8p/TtraKwpizJ2Zy+QtezP/8vKP9aGV7kvPzCZWkKw++kz6PccywzXo6XvPlb1O6WHzxEIp7iQ197a/r8FLkiKpwrrqpSjhdFl9LzV8oKDkODQdZv2M8F561EzpNmq03Sk+OlfJtXd3QTisY57ejCEGBzEZj+t/Ti7k6sqsq6WW0V20yVwnZ9r4llx7akPbdkuWL8AhwhCdiIxYnt2cv8jtnUO5281lceCEqozDuyKDJrZrdyz4bC1JNluwuBkYiTigTRI6F0mRqBJCtYLE4sTg/HH7MYRZZ57nUzJHqm6odKdN45K+jrn+CNN7rQ9SSJeJBkMoSha0jpJN2qYsequrFaXeYHVuFjmIn0e80XLyQainP7jY8WnDZScRJ6lIQeQTNSpgRsgCpZzK2t4iypXZbrXBl8J6UKQGUIg2Ra16uJpCl1GgYyKjbJjlVylOR3+G+REIIkcZKpGEmRMKVxWUZGyaog1Dw9dZY0beaScDnSNISikBIJEnqEpB4zpX/ZXJyssqkmsijuLC/jIyH++qt/c+2X38KaExey6cU9JaqIAqpSCoZ0bm4jSSIRJpkMmwU+ZRP8LKodq92L1erm0Ufe4Fvffjtrj57D+k0Hq79fplZDaLrBy1s7OWnlHEQyRTIeNBP4GJq5u1VkFIsNxWPafCSLmpNWy6hCNh7sJaXrHDu3nef3d2bblFNDlNVXGzAai7F/fIw1dQ0kDnaZ+con8YU7MkY42VwlV3v8ADzzz/uJJhPY2tqxuLwlzScD1ZXNzTisFjbsr5z7QYuFiff3EBvtQxIyFqcHi92DrFpBmP6AieAw4YF9rLvqNEbGAryxZQcWVw3F+45DUT80NHhYs3o2v//9Q3T3vIiup0yDitWDoliQkRBCJ54MEAz1kNSi2G0+fPYWXPb6yVf0yaSUNPiuPWURa09ZxM3fvZ9wIIYhNEKJEYLJQbMgo+zEprjSteQUhGSQNOKEtFGSegwrVryWBjxqnVlBYZLrThd8hTCIGAECxihxI4JVsplAKywoyAhkdDTGjWGSIoaMgleuxSPXHnYwFkIQE2GCxhhREUTFglVyYJVsyChp3aFB0BgloZt5CjxyDV65rtALYwqVREUQLgLChB4lkBoirI0hKxasihOb7DS9TwQYkiCcGmM03o0eTuG2N+C1NWFXPDx4+wu8+coTufZLF/Kxt/08F+6epunqglNajFCwn2B8CCF0bFYPVqsbRTHfky4ZxOITBMI9aKkY992/nU9/9nzOPXs5G149cFjVEJpI8eRzGzjn2MU06L3sHBjE4vAi2+ymPhoDLRY280nEwqguD47GWdgamrNSaT7IxtDY0jPIMfPa4T+TXz9LaT2w0HWSg4Mkert5ecVKzl53DHoohOywg1p5fh4RAJZtNhyLF3LCCccTTCToa29F7ukjvGkTitWOc8lSVLevKv3vMXPN7cKrB0qlaD0SJnRgB3okjL2+jbolx6HaXZPmfjj95ON4+uUtTPTuRBg6/uYlOLylCV2mq34wkgmOO6YDWZZ44P5naGxYgdXqSRsCy/tTGoZONDxEMNLLyMQeat0deJ2tk29/KS8ZS5LE+z9/AX2dIzxwx/OMRDsJJgZwWHzUWdpwOHy5ccu4O4lUipgeJJAaZjTRg9fSQK3anAPi6VBB+SJB0BhlTB/AKtnwyvW0qPMmfb5CCBIiRtAYpVvbhVPyUqe0HBYgjhhBRvU+JCS8ch0NSlvlEvaS6UmRFAlC+ii92l6skp0Gpb0UiGcAwnERYyTRiSZSeC31zHIux2It4+Oc51mgGUlCyRGGInuRkKl3zuUPP36Er/ziKs546xr+c9/GGUnBKT3OyPh+4skJ3I4mWhpWYVFd5pzJk1KNPDA10IlEhnj4wWd4+yVnYuhjIJtGsHIS6GQSb743hC50ggN7iAT6eDI6Hz57JRdd8g5GHjGr1RgZkM+YUhTTtTQeHCY23EOoeyfO1rk42uaUJPfasK+bD5x2DA6LSqwKPbAwDOKdB4h3HUTx+bDNmcNWIbjC72fJSSfSFQwglMpz+chIwGl+VjY2sXVoEMnhwDF/Pva5c0n19hPa+Bq2ljZcsxeU6E+KpeHVs1vZOzhKIBrPndMMIn0HiPV14mqbj3PhWlMXM4WKdFFHA363g9f2jtCw6ARSgVEmencQneijpnkximor6TOV+kEIQSTUz/jwbs47+0p27OwjHq/DZmPKwAtZVvA4m/A4m0ikwoyM7yQcG6LBtwiblJ/0Y2rp99gzljBvSSvf+9St7B/ZiF110eFbg2pUseVMG8icqg+n6kMzkowku+iKbafRNhunUrhrmVLnm6akEWdI7wYhaFXnY5PNe5pKvytJEnbJiV12YohWxoxBurXd1CstuKWa7EIylRSeD3yaSDGi95EQURqUdhySe8qFLsOrBZU6tZVa0UzAGKU3tQef0kCN0pjbtUwDhA2hM5bqI5Qapc7egUetK9TzFo+jG1kQVmUrNfZW/MosIqkxBiN7uPfuES7/8Fm847ozePL+TSWBJpNJwUIIgtE+xkIH8bnaaKzJuUKKDE+GKADhDMmyisfTyvoNo1zxbhurV9Xz+JOvUdewFNXiKGlfjopBORYcYrx/J3ZPPY1LT0GoVnZ1DnHM0tnc+sj6ws4GIGckahl7bRP22ia0VJTgge3ExvrxzluO6vNnu2w82Md1Z8qsbGlmfVcZ2xQ5lYQWDBDZvg3ZZsF7zPHIHidChi1DQwCsbGiiKxj430zGo8oyS+oa2Do4lD0myTK21jZ8x52EEYsRfG09RjLt9F3B/3d1Rwuvd+aS3hhaiokdr5EMjlO78gScLbNLVrlKdMxSM6/Cq9u7zI/cU0/johNRFTtDe18pKX1UwEs5MNUNRod3EJjoZNWq01mxYi7PP1em2kcVZLO4aatbg9vRSO/o60QS5a3alfTC7/zwmfR2DnHnX++k3jmHZvfi8tFrU5WNx/zIm63zqLfOYjBxgIlULlS1WvCNGEF6U3twy37aLAurBt9ikiWFeqWVFmUu48lBhpNdGMlUVeHNGQNhIhmmJ7ELVZeZpS7GKXuqAt+CsXTdTC2pNNBuXUxcROjT8nJMwKTGuQy/mkjRG99Fykgwy7kcr6W+srfFJCTpOm5rHR3e1QD86qe30DG/kZPOXZEeY5LnnF7QDWEwNLqVUGyQtrrV1HrmZMG3EpXbyW3b2sPYeISL3nohdquf/p71xGPjOV6rKFkkhCAwsIeJ/l3UzFpBTfvybDWaDdu7WLWgBXt6YarkspkRwFSLE/+Stbia5zKxcyPxodzueXN3PwBrOloK+hRTYqCPyMbXsHfMxn302mwNOcmA3aMjJHSNFY1TJ44/YgC8sKYOm6qydSj38WYkWNlmw7XyKCx19QRfzQPhIppbU4Pf6eD1LvOhGZrGxPZXUR0u/EuPRrFVt8pm6JilHezvHWE0kCs8KcsK/pZF+JoXMtz5Gsl4sCr1gxAGI4Pb0FIxWlvWccYZawB4/rnSREGTpZzM/p1OrONztdHiXcZQYBfh+AjV0Krj5rHkqA5+/4u/0OJchtuaSdZSRZh2uTbpD9St+mm3LyGQGmYs2V81+Ib1CYa0Llos8/ArDQXeDdOlbK033UqbPI8USYZET4mUV4kSIkafcYBauZk6ucWUBmeYlS3rviZZaVHnYZFs9Kb2VQ3CmpGiN7YLp+Kj2TbfVKlUWymkwsKpyCqNrvm88vge9u/p4rLrTivbrnjhNoTBwIRp2G6tW43VUn14dzEZhuDF53dz/HHzaWhcQH3jcob63yARHquqvxCCicFdxMOjNM4/FofTnL8ZkF6/rQurReWoBa1V8yRJEo6GVmqWH0ukcy+xgW4kHYKxBHsHR1k9u3Cs/J13vL/HzNC45hhsrW0lC2TKMNg1MvK/DcBL60296o7h0qrFYD4g5/yF2BqaCW7eWFCPKbMqrWgz/SI3dw2YW6Xdr2Nx+XDPXZrd+lUbfqwisWphK6/tKL/tcPpb8DcvYaRzI7qWLByrDE2M7EXXkzS2rEaWVY4/dj6dXaP09KQnXTVZzyqQw+qjpWYlw8HdxBOT5FFISzkXXnkMYyMTrH+4B4sySbBAFdJvMVlkG232RQQTg4S0Cr6meaATN6IMa920qPOyORumC7yV8gXLkkKzNBudFGNiYMpxdKHRbxykXm7FI/krXmdavOW5rDUo7dhkBwNaYea38smEDPqiu3CrNdRZiz7qKl3TJmvjtTZz9y1PsGjFLJasbp+y63BwNxIKTb5lBfmdK3rhTDGfX3xxD06njZUr2nG46mloXsXQwGZSycIq2+WEm/BYF4nIGA2z1pZVA27e04tuGKxeWNl9rBKpTjf+ZeuIdO8jMW5i0ZbuAVa0lwfP5Ogo0f178R59TC5DYxmX2Z3DIyypK7UdFdMRA+DFdfUkNI2DE+OTBmA45i5AtliIde4v0f+uaG8imkxxYHiMeH8XhpbCM2dJVsk/HZrfXo/LbuWNPb0F18+fEE5fM05/K+P92yeVsOLRMSLBARqaVyLLCna7hdVHdbDhlX1V8zOVH6bd4qHeM5+h4K6shFVO/VDX4uLkc1bz8F9fQmh5r/sQpd98yqgkRrQeUsUZxQrKshsMap3Uq+3Y09nKZgK+k5EsyTRJHYTEBDFROaOYEIJh0YtH8pt12qa45nSAuBCE29CFTsCYfLcypg2goFJD46TtJqUpFtCXHtlHYDzEBVcebR6ooIYIx0eIJwI0+ZZMWxUD5ZO1v/56J8mkxvHHzkfSBQ5nLf7auYwMbjUj1ioUnU3Gw4SG9lE/azWKUt7IGo2n2N01PCMABlAdLrwLVxLatw0jlWR77yD1bhct7sKQciOVJLJzK+6lK1Cck+8Ido4MU+90Uu+YPCvfEQXgPWOj6FNsFSVJwr1kBfHeLrRQobS3rLWRnf3DJKNhop378C5cNeNAhszLe2N3aRJ1yLmf+RrmoyWjRAP9uXN5IG0YGiOD26hrXIqimDqq1Ud1YLWqrF9fCsCTJV0vz0fuI3Nb67GqLsbKJVvXdIQQnPWOZRiG4LG7Xp184BlIvxkSKQ2b7MSvNDGU7MwtTkUAPqb3Y5McuGW/2W8a4DsdEFQklQa5jSGjp2LdtzATpESSGqn6Ao/T4SEHwjJNagfjWiZ8OE0Fu4IIQX2ERmuFfMpwWKTgRCzFY3dv4Mw3HY+jpoynjGagGUmGQ3tp8i2eUt9bFaXndCKh8fobXRx3bC7jmMfXgSQpBMfLR7BKmsFY3xZ8jQtRrZMD2Ru7e1kxvwWVTHrL6pK0Z8hMxt5EeN8OtvaYatHlbU0FfSJ7dmKpb8BaWz9luoRdI+aCO5UUfMQAeEFtHXtGy2xZy4jzstWOc+5Cop37C44vbq5nV98QsZ4DOFo6UB0z11Mtn9vM8ESYwbHKhjYAGZmalmUEhveVZMuSNEE42IfN7sXpMh+8pAuOXjObZFJjcybZ+SGoHwquJ0k0eBYQjA2iJ+Ml51MizFsuO5NXntzBaKbUPRxW6TcfkPxqE5pIEjdKJU9NpAjqozSo7VmdbzU0U32sSzIT+oTEROmYQjBuDNEgt06ZtL0ST1W1S9+jVbbjUxqY0IcKG6Sf8bg2QK3agipZJx+/Gn3wFAvpo3etR1UVTn3r0oK80BkKRPtw2eqwWwo9W6oKBppiXm989QAds+qorzMlS0mSqG9YSnC8E8PI3XNGoImFhpEkszhnMWXaZIB1274BHDYL89rqJuWhdJzc3+6ORSQDY+w40IlhCBY150pI6dEIqbERXPMXF/SvpIbcM2Zi2/yaytnV4AgBsCxJtHm87CsqcDcZ2ZpazKJ5MVNn1Obx4Lbb2NU7SGJ0EEfTrClGqKz/lQxYNreZ7Qem1hsC2Jx+VNlKLFy4rRRCEJroxuPvKDi+5qgOtm7vJZWavpFpqjBQRbbgttcTjJfyvuS4Juoba/nPP/570m8+SZKET20goA+XAHhQH8Wt1KBI6rTA91DIJ9UREKMl6qIoIWRJwS7NfMGeLgh7lTrC+gS6KOyXSkWIG2E8SiFwTCtJ/TSov2uUba8e4M2XnkVCK1woDWEQjA3gd6YBr1oDYBmqpIYAWL06931YLE5sDj+RYOn8DY134akr3BVUCoTKfLvL5lSfnjKfJMP06XY2tjPWuY+e8QCLmnIAHOvtwt48a9Kw4vyxRqJRAvH4/yYA29JO4PvH81xRphDpJVXF3txGvM+UIhekH87Wbdux1jYiW0uV89VWP3bZrcxpqWXHfnPrUU1osadmFuGJwui7eHQMSVKw55V88XjsLJjfxBsbKycKAip6P+RTpZy/PkcrgVh/3tZfRzMSnPe2EwmOR9jwzM6pbyifZiD9Zsir1BFNBdBELr+wGWwxgk8uU5SyAh0q+ALYcSIhEaMQaIJiFJ80PUmpHE0HhFXJgkv2ETQKhY6APopHqateEp+JFFz0Pp+8fyMLFs+meWGhQTaSGMEmO7Cq1VUTqZrSc3vfviGCwRhrjppdUCnD4+8gFOgu0AMnE2G0VBSHx9SJT5X2tXtwglA0ztI51auUypG9eRaJ4X529w+zMC0BC10nMdSHvXUSIa/Mzn3f+Nj/JgBbFdNf7+DE+BQti/rVNaCNmxN4XoNZ5mXnrp3YagsNF9M2wKW3Lbu7Cj0yJnvpDncDiegE5Elz8dg4TndDwYq9fKnpzrJ5c1fxEGWlhJmQXXIiSRKpdFgsQIooZ5x3Ii/9extavuRdDK6HSfrNkCwpOGRXgRoiJRKAhE12VCX9Hg7whbQnjXAT00NZNzdD04gZYRz6zKXffKpWRSJ0HZfsI1aknokZYVzCXb7Pf0kKfv7Rzei6wannrUn3N99JLBXAZa28MM0kJ0k+GYZg6/Zeli0tdPGyO/xoqTi6nlu0E9Ex7K4GlGoChdK0p3uEhbNyOtepqmSUI8VqR3G42NPTx6xaH6oso4UCKA4nii29YFX52XZOTDDb75+0/RECYFMC7goEqk5BKemgerxo0TDCMJhTX8tYOMpwfx+qx9RXTRd4MzS/3Vzp9vWUt1SX2/bIigVFtZFKRNJtBMlEEKstpzuTdMHSpW3ousHu3ekt1mHS/xaTTfUUbClXHjsbj9fFi49vnd5AhyD9ZvrbJCdxkVsMEiKKXXL9PwHf/GxpQtexYSdBjpckCRQsKJLy/zyzmk12khDR7E5FpJMOFUQ1Hi6aRAoOjkfZ9uoBzrzgJDQj57US10LY1aLFYLpqiCnm945tvcyZXY/bnduxykLGaveQjOfsFIlYAJujNC/MZLS3e4R5bXUVcaCaOnEAqtvH3s5uLIpCu9eLFg6ieko9ZabKjNYVCNDi9mCdxJh5ZFQQssJwJEI0NUUZnCKSFBXF7kCPhplT7+fAsKnoVibzba2C5rXVE4knGRgNTtquWCK22r0kEzmjXTIexGYvnDRLl7Sw/8Aw8alK/mSuMUMpw666iWvhrDRzynmriUbibHqhtODnf5syQJOhRJUgcyjgWwlIbThIkDNQJolho5SXQwXjanhXdPNz0zHnQlLEsUg2M59GBSm27Lgz9YjIo5ee2MriZfOoa01HIAqDlB7DqrqrlminonI7vB3bTTfPpYsLpWCrzUsykfv+UrEgVvvkAFxsiNvfM4LbYaO5zlMVf5UA1OLxsmffAQDmNtSaAOyubjHIH7NzYgJZkmj3VXZzPCIAbFEUekJlAgjK5QAueoeSxYqRSjGr1k/n0CiyxTYjX8V8mtNcw8G+MaoMnsq+cEW1YqS3TUIIDCOFIhWG9y5a0MSeXf3FQxTSdKXiMh+gIlvMumFpOv60NWx6aTepZN6HORP1wzSlXwAVtYAXXWjIleq7TDXmFDQVaCqoGOhZqVNHR2FyQ8qhROVNRpIkIRsyeto1TkevnOjnv0zrnzLtAutOMSsBG6kkEvKMvEKqovQc37PHtLPMn99YoAdWlNy3BGDoKWSlTKg8lQ1xB/pMgWx28+R615Lxiqa4bLGyP52jvL3Wh5FKZcOep0O9QXNBaXNXXhCOEADL9AenV3Y7Q5IkYVVkmrxuekcn0mnnpqbJPCA6mmvoGpiePjrNzKQBGbW1Lnw+J/v2D5WcO1z635y0kuOlqb2GjjmtbHzuMBjfZsZVwbopDGOy+s0zokORVqUqufmvgDBmFYt068KThyoFF9Mkaoi+zhH6e4ZYe9LSNCeiKkHmUPXA4XCcwaEg8+cV+sdKkll2qlJAhnm9yb+ZzDfc0VRTFS+l42f+kBkPhIgmkrTXeEGILM6Uk5orGe17QyYAt3oqS89HBoBlhf5JEttMRkLXaaupRZYlesYCCL38pK3WA8JmUWmu9WZfXjUJ2LO8aBpyOtGPOXmlAt/g+fNM4+D+faUAfLhJCAM5fenVJ5gVAjY8v+2/ft0s5Ue8pcsZZUhCwphkoZppuG9VbdM5BDPgIiFhTMMqc7hB2EDPSoMS8uSVl6dL01xAX372ddaeuAxZlpCRMYReXqA4zHrg/fuHmDe30HBuGDpSXmpTSZr+sxkNRAnHEsxunhkAZymlIykyPeNB2mt8SIpSkAqhGpIMGIpE0A2DVs//mAQsSxID4ZwEXG0RTiEEejRCW7PpajIYiWMkEwUfyXQNcc11HmRZond4kpwKFSiVjKDm5We1WF2kkuE0/4KOWaZFubMzbdyboQGuGukiqUewKKY+b9nRcxgbCbB394Fcg/+2+iGfFxHDKplGFqHrWCUbSUoDRaodr6D9NAExSRwrue2jBRsppi6rXnzNw2GoM4SOjoaa5sci2UiK+JR5Iv5b9MoLG/H6XbTPa0SSFGRJRTPMZ3O49MDlqPPAMO1tNQVlirREGEtetJvF6iKVML+l6VSc6RsO0NoweWj5VKRFwyh2FwOBEM0+N4rDiR6ZvsCoGQYj0SiNrsoeN0csEm44Epm6URGJSBRJVWmu9QMwFIqiOt2kIpMbzyajljpzezAwUn6MSvomIQyS8RA2uze7bbLavSTyDAmz2msIBmMEArHyg5Rca/L8D0BFaSSeCmct2EuOmsX21/eXONpPSofxw0+IGDY59zHZpEKj3ExpJiCYKDK6Zbwiqs2WNtPrl1tYEiJuVtWQ5KxvsCwpVS0IM1ZDVCDd0Nj06mbAnC+SJJnG0+nMmSqonKqtp2cMq1WlsTG3NU/ECz2IrHZvgVdEtdQ/EqSlzpuXfGv6rmhaOIDq8TEUCNPodaN6fGihIl7KTZ8yNqzhaISGSfJG/P8KgFPBcVSPj0avCTTDwQiqx0cqWD6hTzXUUm++9L6RySXgYpVEMh5CUW3IeQlCbDYfidhE9v+2tlp6eqfQLR+CW1oGsA2hk9Sj2FQ3Lo+djgVN7NzURUwLzghopk1FFS7iRhi7lA/ADpIiXpKXYSYJbqZL8SIAViQVBUtFify/SXERwSYVBjnYJSdxY/rfQtVUQQ8c10P0HxwnFIiyJB2ZZlc9xFLT3wlOlzIZAWe116ZZSmAYqYJqH1aHl2SkertMRkoeGAlN6gUxlSuaEAap0AQWj4/BYJhalxO7r4ZUaGJG6qL/WQAei5WXCiv5AIOZh9PW2EKd20k0kSSaTGFvaCE+VH3+12Kq97sxDMHoxPQ+gvBELy5vYdij091ILDqCrpu+lS1NPgb6J2bE13QoFB/EafUjSwpzFpk8de4cNsFQn5mufabqh7iIIBDYJGcWNGVJwSl5CBkzMHQyc/DVhUaMEC4KjSBufAT57/OS/7wypZc8UqF+0i3XENSLcqIcym6kyr7BxCBuSx37tvcxd7GZfNxtrSeUGK6YwChD06mYXEBpYaM//U00N/mQdEE40IPL3VxgBHQ460glw6SSk3+XxYLR0HgIt8OGw1ZdeapiVWdybBjF5kCxOxkORpBliQZ/LYrDRXJk+racsWiMukkyoh0xAB6Px6YltaaCExjJBNa6BupcTsYiJoBbnH4kRSU5UV1y8mKq97kYD0XRq5REZR10PUU0NIDHX5hXVZWtOF2NhAK9SJJZhHNo8L8rUQghmIj14bOYwNuxwDRudO0dwm9vJhCfwgXuMFNAH8GnNJRY1H1yPQEjl5fhcEW7TUZBxnHiLXH18lJDhEBJXoZqaSYLQlSEUCSlQALORMdppP67UnARpfQ4sVQAj62Rrr2DzJpvzhmr4sCuegjFy+TorgJoq9Ubj41F0DSdpkYvQhiEgj14fLkwX0kzK5W7fe2ExssX262kGhxJC1J1vplFOsb6u3C0mDuCiaiJMbUuB4622cR7S6NZpwrGmIjH8dsrxykcMQCeiFe/BRRCED24F0fbbCRJpsblyAKwJEk4W+cQ6d47oy1Cnc/JaHB6+sng6H6c7sayyaG9/g5CgS48HgtWq8rQcKkEerhc0ADCCTNjlEM1pbxZ8xqJR5MM903gsTYSTQWIx4sWgcMZfpyf7tCIEjNCeOVSP0y75EJCIlwmO9lkdCjSb5BRfJTyokoWnHiZYGaL9nRIpDSEMBg3BvDJpQuTJEn4lQbG9IEpd3GHSw88Fu/Ga2tClhS69w3h8tipbTS37X5HG+Oxbgyh/9cMcYYhGBkJ09joJRjoxmr1YLWVhmO7/e1Eg/0lSdsno9GACcD10wRgyYDkxChaPIqtzhRmMhhT63JirWtEj8dIjpUvIFEwVt6UnYjHcVkr+xAfEQAWQpCcxocV7+tGaCnsrebK5HXYCUZzAG6rb0FSLUR79lcaooDyfYBrPE4mQtW/4Hh0nEhgAH/jorLnrTYPLk8LqmS+qNHRGaoAqqCUHmcksp9G98Lsh93SUUd/tylpKrJKg3Mug7G9GJMtTofBAJdLtt6GnA7zzSdJkmhU2xnR+9CKk7YfZhJCMEwfbvwVI/DqaCJMgJiYmeQ5nYVh3BhCRsVdpuoGmLsDXWgEjTxVxH/JGyKcGiOWClHrMCXOvoPmItTSYXrsOK1+HBYfI+HqvqWKNMWOcmQ0jN9vJzBxkNqGJWXbqBY73rq5jPZvzQpXU7mHjodM0PR7phfebWgpgvu24l2wPFtDMpDGGJ/TjiTLeBauILzLTNpeLQWnEDSPCABPlYQ9n7RwiOjBvbiXrMw+GI/dSjCesxxLkoR3/gqiA10kQ5Po9spgkMdpIxSuzi1J15KM9m+lrmUZqlxZx1RTOx+P11z1AhPTt/5X4+AuhMFQaDc+Ryt2S056aGjxMZynd3Zb67HKDkbjnYdkkJtMZSCEYFTvwyo5cMuVfTBtkhOfXM9g8mBVu5WZSr8hJtBITlpdQpFU6mlhmN4ZqyKqobiIEDBGaVRmlQ10yBTzbFJnM6b1kzCq85iZFqV3PJqRYDh6gCb3AjP8GbJzpaHZb7bVdOpd84imxglXKPx6OCgwHsbjUqipnV/gflZMnhpz1xscOVCxTT6FIibgeZylu9NKJIQgdGA7tpoGbN5cxr5QzMQFt838lq01dVjrm4jsmrwiTj6FpwDrIwLAZZ3yy7hw6OEwoc2v4VqwBNWZAxmP3UY4Xgiais2Od8FKArs2kQoXbrkn8yP0unLS9GTtdD3FcNdruDxNONxTZLkXMnPnmtVne/sOYxL2NDALYTAY3IUkKdQ4ClPk1bf4Ge6dyP4vSRKNjnnEtCBjiSqNldPY1gohGNcHiBnhbLL1yahGbkRCThfOPPxb3LAIMM4gjbRPGVbrkry48NFP54xAeKoFIi6iDBhdNCqzzAKbk5BVtlOvttGv7SdpHKKHRhnpWTOS9IZ34Le34CAHeFkAbvVnjymySrNnCUPhPUQTMzNWTkaGodM/0ENdnR+3J5dsvZxNSJIk6lpWEJnoIzRWqoMtplDExAWvq7r8MEIIQgd3oCdiuGYX7mpDaYzx2HNg7pq3CCOZILK7OhAOJ///AsBFlJoYJ/D6BhxzF2JvKkzc4bRaiCZLk9vYahrwzFvOxM7XSEwMV2Xkc9qtRGKFD6l4m5NKRhk6uB67qw5fw8KpBwX8fj8AXZ1bCAS6p3xZ1erbdCNF/8Q2hKbR7F1aAHiKKuOrcTE2XOizqMgqra6lRFJjjMQPTq6OmAYZqSQjei9hI0CrZX5VeQ0kSaJJ6sDAYEBUBr5p14oTgoAYZZQBmpmNVaruA6ylEQcu+jiQTpt5eCgiQgwYnTTIbTj16vLrepRaapVmerW9JWkrD4USepSe8Fa81kZqbIXfUjyaJBqOU9tQ6Lplt3hp8S5lMLiTYGzwkHZP+TYPTUswMLCJUDCGz+euKvxZtdhpbl9LaLSTwNDktp5I3PyW3Y6pJWBD1wju24wWDeFfshZZKZy/sXSyMGeeR4WkKHhWrUWPRghv34yYQlUUmyLh2P8cABuaRmTXDkJbX8e9ZAX2ltJyJDaLSqLClthe24Rv0WqCB7YT2L8FQ6u8AkkSOGwWYonyD0kIg9DIQYb2v4K7Zhb+pkVVJ/5xOMyX5vEsIRzpZ2BwE6nUzIMRhBCE48N0j76GRXXS4l1WIuG5vabeKxQovY4qW2lzL0czknRHthDTDk03HTPC9KR2oYkkbZYFBRLeVOApSzLN0mws2Og29hAWgUP6wFMiQT+dhJiglTnTSu8oSRJ1UjNeaunlABNi5JB40YXGkNHDiNFLk9yBS5peSkWvUkej2sGAdpDhVPch+U4bwmA03k1vdAd19lnU2MuXbQ9NRHH7Sp+Zw+Kj1b+SiWg3A4HtaPrMFyghBKFQL719r+Bw1CLwyyUcuAABAABJREFUYLWqKEp1EKRanTTNPZZEbIKhA+tJxivP31gihd06uTCQCIwwuuUFkCRqlqxDVkt3KEJAIqVhUwvHklUV76q1SLLCxPoXSI4OV9w9JyoUPs3e16Rn/0tUboIbySTJ/l4SnV1YamrxH3cScpkMRFZkFFkmPslEtHprqVt1EpGuPYxseQF3fQeO+jYUtVAqslrM248XAbBh6MQmBgiPdiJLFhrnHYdVLf9RV0oe4nRY0XUDIay0tqwjONFFX/+ruN3N+BytWC3VWWmFEEQTowSifWh6nCbfMhxWb1mJOfMRhSronRVJpdm5iHBihIHYHhyqF5+lCbuwV7WwCCGIiwhBbZiYEaJeacEl+6eVjS4DIJIkUS+14hY+ho1egtIYPupw4ql6vKSIE2ScMAH81OOjbsaZ8XxSHU7hZph+wkzgE3W48E2pxhC6jqQoaCJFSIwTEKO4JR+z5IVZPet0ySV76bAsYUQM0JXYjk9txKvUVZ05TRca4eQoE8kBrLKDDtcKVEvlRSkcjOHxlj9vs7hprz2a8UgX3aOv4XW04HU0o6rVzl+DSHSYiWgPAkFL8xqsVk82PavDYSEUq86opag2GjrWEg72Mdz5Kg5/I67aWVhchaHHlQBYCEEyNEZ4pAstGsQ7dxk2fwOizGuSdBAKxDUNu0UtOYei4F66guTYCOGd20h4vFg7ZqHW1xbMwUSFXDUZOiwALEnS+cDPAQW4RQjxw8naC0zANYJh9GAQfWyC1OgYlvoG3CuOwuLzmzdZBtss6WTuyUlWFkk3cwd7Zy/FUd9GfLCbkW0vYHHVYHXXYLN5UB1urGnleiKZIhmZQIuESEYDxAOD2Jx+fPULsGcqXExTh2uzWUikgV2SZHy+2bhcTQRDvfQPbUJVHTjttVhVFzaLB0Uo2eQsWipCIhUmkQoRjQ6jyja8zhbc1vpJAcHpMrddsUhlSUWSJDyWOpyqj2BymKH4fiRD4FR82GQXNsWJKlQkzOxUmkiSMKIkUiEiegCBwKfWU2+ZhXIY8pjbJRdt8gIiBJgQw4yIPlySF6uwYsWBBWuWFwOdBDGSxIkSRiOJhxramZctaHkoZJFstIjZRAkRYpxRBnAKL3YcWLFjxZZOMiQwMEgQJ0mcuBEjLqK4JR8t8vQk8EqkSCpNljnEjQgBbZhObRtO2YNddmGTPdhkBzIKIGEIjaQRI6FHiRtholoAh9VPg30ODsU75aIUDSdwuifxVZVk6txz8DibCUb76fn/2PvraEuuMv8ff5Uel+ve7t5JOq4TEiL4YAnB7cMQHAb3gcEJNgMMHjRBQ0ggCSHEPd1p9+7b1/24lOzvH3X0Hrnn3m4Iv7V+z1q9uvvUrl27qna997MfeT9TT6G7Anj0MLrmR3cFUXJOadu2McwUmWyMjBkjkRxH130EQ334vG2FmmqZHAC7XY0DMDjz19/UiyfQRjw6wOTx7ciajivQiuoLonkCZA0TXVMRtoWZSZHNxjCSMdKRUSRZwdPRR2jZRiRtbvgzTAtdrb2Q6s2thM86j8zIMMmDBxD7DfS2duRwECUcJNtcnxrzpAFYciiMvgVcBgwAj0mSdIsQYk+tc2zDIHrvfSg+P2owiNbainfNemRNn5N4Q8lFQjRqx9R8QVyL1xPoXU1magwjGSE2PYaZimMFfcD1TA/uZ2ZwrxOP6AkSaluGqntqBns3IooiYc7SUlXVTXPTclr8S0imJkmnI0TTg2SNOLaZRQiBJMlosguX5kfX/HSFN+DKRznM4RxTcxPKyM6NjIqk0uTqIqx3ks7OkLKixM1JJrMnsOwstrCRJRlF0nDJXnRctGl9uOVSu92piR6QJZkATQSkJjIiRUrESZJghgkMDISwkSQJBQU9B4ZhWvHiRzrF/LWSJOEjiI8gpsiSIEaaFFGmMcjk2NWc6tgOKLvxSyE6pL4Fa7z1xC37cOs+LGGSsGbIiBSJ7CBZO+0wq+GwqumKF5fsxaMEaNUXoeqNLwJG1sTdQNSArnppDS6nObCUhDlN2ogSSQyQiSSwbBMQSIqCqnpwaQF0V4DujtPRNS+2Wr4I5L+NUkKe+Yiiugi2LyfQtpR0cppMYobk1CBGOkY2nSQTGWFkx93ImgvVH0LzBgkv3YTmCyFyY2lEpbJsgTzHAiapKu7ePrRFvVjxCMbUJMb4OKkjh5kZHIJXvabmuadCAz4TOCSEOAIgSdIvgecDNQFYUlXCz7q04CSTLKqTsVeR/MNoNHOtcJ6i4mnpxtPSXYgDbg042yh/x0raV6XnRUU5lyiKglUDMCVJxudtw+cuhrxIpp0DYGlBPKsAquYAgFnP7jQrCUOSJDxKAI9S4oSxi2PJyz8jcw0c3gjd1glJRc2hUa7aUy2qpBNiVrViUTkW6R8AvIATzZCzPyqSSlB15kup5lYYj7zwhcg0rMLcaURkSSagteD3ONFAIndtIQSU9lMHXK3cPFTraJeNiCTJuAOtuAOt2PmuVBf+lh66tl4GgK3kxpF7RPP5um1hF5S+uccioYZCqKEQQgEhg++fUJSzByjNFxzI/TZ7cG+SJOlxSZIeN+YIzagn+bl/KnLJ8mD+j6CrkSQarrBRPOfkQEbJTTRxChaQZwLwasn/fyy15VSMRwixYE10oWPJ+4H+Ec9TiIVr1tX6OhmxERyaqh1P/U9zwgkhvgt8F2D1+vUiun8/itePEnDssdIcZWLyYufARVnAixPCxkwnsOJRzFQcNeKEB2WjY8Qn+nG5gmjuAMopWJcsy0apMwmEEJg5W1nWiOeyawQSMpqso2t+XFoAdR5jMXLVj5UFaBWmnbP12kksK4vIkaorkuqYIIR+SuysjYgtCzJWggxpTAxHA3ZGg44LFx5UtH8KGNrCJks6N5ZsjmwepMJY3OjC+48Zyyzvu1PEM03WyJIVqYIZTkJGVz24ZB+67Jl3WSFFVcorZzcgQgiyZtLxVVhJ7JwJAkVFU93oegCXK4AsV4eYfPSDeQp4loUQWEaaTDaGkYoh2Qap6DSRE3tRNBdKIITqCaC4Gk/OyIss1y8mUE3sbBYzEcWMxzCbI6xorl1p+lQA8CBQmg3Qm/uttkgSkqphTE6SPnoUkUqjtXbg6u1D99f3quez6OazwhmJCMnxAVKTwyiaC90dQHX7kTTH8aDqOkYqSmpiEDOTwO1twtfci8fTumAbo2WJqkBoGCkSkUFiiWFAKth6ddWLU8rHxjCSJNITZIw4LtlL0NOJ39OOPEcpnXz9N63edlKRC2YIyzaIGhNE0yNYwsSlOB+xJrvKnHAzxihpM46Csw2ej0e+UbGFRZwIUTGNIdJo6LhyTjhyZXwsnDaTjACCgGgiQBPaKV4YhBAFR1yKBFoOaDVcuQXRccIliTHNGLZt45fCBKSmMhrOUzUWJ/JkgoQ1gyrpzpyRPWi5aru2sEhbcSLGGIadxquECXk68SihBuNsFYwGTUxZM0EkOUwsO44sKbg0P5oeKMxfW3GAOZ4cJWsmcOlBgv4e3MG2Mhu5ouYKlFonEfJnpElMDxKfGULYFqoviO4JoKoqQpJRXF6sbIrU8BGMVAzF5cbb2ourvbtq2Fk1USS5IXOnbRikh4bJDJ3ATqdQggHkUBC1DhManBoAfgxYKUnSUhzgfTlwbb0TJFnGvXxZwQYsUlmyg8Mk9+wihYxv9Tr0QPWU1vyKqdUp9SwUx65sJKJEj+9BZDJ4W3tpW38+iu4u2IBdOZIMf7idpr4NyJYTgpaeHiY2fpQZYy/htlV4gp3zrmlmmhZ6CRCaZprJqQOk0zMEPZ10tW91QtHy5WmqUPwJIUglxomkhpmIH6HJ00vYWzvbLJtxPiLdXX9y2cJkMj1AzJjApzXR7l5S7lyrYru2s0YBCI6buwkozbTQftKOJyeBYoJpMY5b8tIkteGVAnM6HLMiQ4xpBjmCW3hppWvObLNGxpIgyiQjqGgEaaKdvjk1Sku2iYlpRu1+FEmjTeo+JZEQKTvOuNGPEPnIk14USa303pfYKG1hETMnmUifwBbHaHMvxqfVL9Hj9ugk4/Wz77Jmkon4ETJmgqCnk97W09ByoZmi5PpCLfm3JEikxonGhxiPHqQpvJRA0Jm/mtqAv6KGWGaWyOgBkokxvKFOWhZvQXMHCs41XdeRNC/+9sXOM1GceonZxBTJ8RNEhw/hbe/D17ccqQ6OgGPWq+XLAScMMXnsCOmBftTWFryrVqM2N4MqIWTwttVOh4dTAMBCCFOSpOuBv+CEof1ACFG3GNlsr6Ks67gXL8G1aDHmyCjxXTvQm9vxLluFPGsblsl5fvU6Wp6wLeL9h0mPDeDvW4WvqScXSlbeLh9LXBozKMsKvqYefE09ZBIzzJzYTSIyTHPHWlStMlRHqFLVWOBkKouuq0gSRCIDTE8dJhjspa1tParVuFHf527F524la6YYj+wnnh6nPbiqqqYVz1XeqBZUn5eEMc144gheNcRi/2YnfKgB4hdJkvBIfjy6H0uYTBqD9Jv7aFN78cmNl4CRNLXg0MuIFOP2ILKk0CsvR5OKW8S5dA5dctFCJ02inRkmGOAwTaKdIE0LMgeYwmCCIQwMOuiblyarShpNUjth0UaMaYbtYwSkJpqk9gVVGbaFxaQ1RIIYrVrfvGKtZUkhpLUTdHeRsiKMpY4RMyZp9S2tyV/iD3oYHaqeciyEYCY5wExygCb/YrqaNjj12tS570uSZPzeDvzeDtJ2gonJvcSTY7S1rsXjdZSfZLJxf5AQgmR0lJmx/XhCnXStvhBZURFyuS/HrWukZmXKSpKEK9iCK9iCYaWJHd/H5M4HCS5dj1bHUeZWayd9GTPTxPfvQvH7CZ11HpLPDbIoG0u9EDY4RTZgIcRtwG2Ntq81lyRJwtXeidbUTGr/fqJPPkJw8+llCRT57BS3Wn3otpFlZv+TKIqLlg3noeiumpydlmVjmBbuGuTNLl+YjuXnEJ04yujRR2jr24pbbyyzKZWLbUymjhCLT9LVeTp6gfF//tsuXfXQHd5ILD3K0MxO2r3L8btay9rkM+ACoUrwEEIwnRkkmh2j3bMMr7rwulmKpNKuLyZJkDGzn6ycJqy0zwv44iLChD1Ei9yJn/klc5SKLMk0045fBBljkAxJ2kT3vExHGZFihH6CNNFB37zOzce1Qo4Uima8coAJMcSwOEoni+dlrjFFliHjCC7JQ597XcW5jcSu5sfiVcMs8m9kMjPAQHwn3b616Erl4hwIe4hXSd6xhcVwZD9C2PQ2b0FrMHmomui6n67O04nGhxgafhxduxjLsslmTVDmfvdCCGZGD5COT9DStwWXN1w1gQIchWp2clWpKLqb8MotpGZGiRx6Gu+i5Xg7yjlV8n27NJX0LAVFKJAeGiB59KCzW8/VqKymJ7uU+u/rmSnKOceGXtZ0fGs24OroIvLko1iZ8u1RyjDw6JWgaRtZpvc8hhZoIrRyC7J7bqN7Mm2U5XoDhRUVckkUbctp6lzDeP+TZFKNEazHc1s6n89FV+dpJeBbXRrTKCSCnk66wxsYTx4hli5n6M+kDDJpg3BLObeqEIKp9AnixiS9/g0nBb6l4tWb6NVWEbOnmbKKxO+loFRNYmKGCXuILnkJAam6xjpXH7NFl9x0sxQbi1EaJ/pJiyTDHKeVLpqk9lMSV6xKGh3SItx4GbKPNkz0Y4osg8YhAnIT7eqiU2JnlyWFNvdimt29DCb2kLXK2dZkRcYf8hKdBcC2sBiK7EaRVLrDGwoFXxci+RhgJyGpj/b2jchKgkSyMdIhIQSTY3vJpiK0Lz0Tlzdcs62mKqiqQrIOAOfF3dxB07ptJIeOkhw+VtmXojhZt7O06dTAcVLHDxM67UxcbTnwrTFdPTUUxbw8MwDcQFydJEl4Fi/D3d1LbOeTCLuoxsbTWXzucseLEDaRA9vRQy34FzXO2RBPpQk0wJzkDXbQ3L2O8YGnMI36E0coEoMDhwBYvuw0ZFmpGxM5X3FpAbqaNjKROELKKCfemRiJ0NpVDrDR7Dhxc5pu3zpUuQGH1TxiSlVJo1tbTsKOVJbWqSJpO8GkPUy3vPSU2ElLRZZkOuhDIJhkdM72pjAYpZ82uufN2TCXSJJEs9SJR/IzKg/OyS9hC5th4whBuYUmtePkoiqqfPRBvZ0Wdx9Dib2UWsCa2wMoilxGYSqEYCx2EFV20R5cfcqTXTzuJrq7FjM5MU02WyQdEjUuE508ipGJ0bboNBSlvp0/mMsGzdNSziWq2+eA8PBxMlPlcyaQw5hYpmgmyU6Oke4/RnDLmSh1ar3lpR4ZOzxDAFw1hEyuMkElcC9aiuz2kDx2uPBzPJ0hOEu7TQ0fBwH+xZXgW2t1AogmMgXu0HrtADyBdvzhXqZG6lPRpZKTDA87odFNTfPfttVyapQCo0v10eZfwWhsfxlhy/jwDG1dRadL1koxme6n07uyLofxXFJv66tKGh3qEibNobqMYrawGLX6adMXNcxWNl+RJJl2ekgQJSlqM4rlSdsDNC8YfOfS0vNEPyCI2NUrKeT7mLJGUCWdsFLfabMgyYV8BfV2vGqYiWSRWzfPAzw2NOP8oCrEM+NkzATtgRX/sFC/ppYQkWiGibHddXcr2XSU2HQ/Lb2bKtjKqknA68yraLJx4iDF5SG4YhOxI3uwzOJ5gRyjWp761s5miB/Yg3/dRhRPY8qD/18RgGVJmjO9Ly+SJOFftY7MyCBGxHEUxDLZwsMBMJNxEoNHCa7YUH+1zh3KZ8YIGaKJNKF5sOeHWpdhW1nisaGqx23LYGJ0N5Zw7LNNzQu3m80lflcrHjXIRLz4QY0NTtPZ6wCwEIKxxCGa3N24lFMbHjVbXLKHsNrBqNlfc3GatIdxSz78DTrt5muGyIsiqbTRkyNbr+4AiDGNhUkTrVWPnyqRJIl2pY9pe5ysqK6VpewEcXuKNrWEtH2OretCpdWzmJQZI551diudfY4DajwHwKaVYSJxhI7A6n9IanVempp8xGImiqITmapOti6EzeTQLpraVxXIhMQcO8lQjtMi2qAGnBc92IS7rYfYkWICb17Ji+aI2eOH9uJq70IL189uK5V/SQAGCM4jKFrWXXiXriTZ75RJmUqkaPIVQTM5eARv9xIU9/xBZjKSoDnY+HmSJNPUsZbIxJGqK3csOoTb00Q84XxAba2ndms7W1r9y4hnxjFtZ5KcODJOc3sQX8BNyoxgC5Owt69+J6foYw/LbdjCIiXiFeBpCoO4PUOrUp0S8VSLV/LjxkusSvVjIQTTjNPG/Jx1pdLo4iBpKprkIiy3MWNVr6o7bY3QrCwwjG6eKciypNDmXcpUyuGo7lvejmVaDPU7gDyTHsLvaiursrIgmQMo29qCjI1HaWldSzRyIpfIUS7J2BiyouENdjV82XwxznxtuEZFyODrW44Ri2AmHKrLcA5jphMpzEQcIzqNd+mKufsqmRpNHg9GnWSTZwyAm9zumjafauLq6MKMR7CSCaYTyQIAW9kMmalxPO29c/RQXSYiiXlXUHV5Qiiqm1S8fFsphE0scoJguA/DsJiaitPeUQnAs4lJTkYUWcPvaiNiOGM5cdj5yPtWdDCTHibk7qrcRjbIwdqQlIC3JEmElFYiVuV2O2pP4pfDBcdSw978BWrBACFaiDJVoZEniKKiLdgGvZAxBeVmEiKKKcodOlmRJiNSdUs5Fa7b4DObS7xaGIFN2ozSt7yD4f4pTMPCFhbR9Cghj7NINuIYLpVG2/t8Lvw+F2PjMVTN7Sgs0aITNx/PG5vuJ9C8uHoppxqPoiW8MAAGHKa0zj6Sw8cBpxgnwHQyRXroOO7uvoq44VqRGHkJu911CxA/cwBcw4ZSzQ4rFOfhuDt7SQ2fYCqeIuzxoMgS6clBXC0dyNrCsqEmZhK4dbXhEib58QWaFxGbGSg7lkpPoSgaLncYgNGxKO2dpybioJ6EPd1E005V3WMHR7Btm8Wr2kibUQJ6/fJJNaWKZtUIAATkJlJ2oqzwphCCqD1JSF7Ydn+hIOzCoWxMUW4LjjJdQbLzj5DS56VIKj4pRMwuauSSohC1JgnKzQuKF64qDexmJEki5OoikhllyepOjh9ynE/x7CRuNVA1VI1ayRbz0cBzWnFHh/NNjI05DmSnknh5+flsOoZlZvD468+Z2SaJ1rAP07SIzJFYUjh/1tTydPSSmRzFNk2a/c5zmIhEyYyN4O6eYydZRZo9HqbTtev8PWMA3NqAB3G26M1tmJFpxmJxZFmixe/FiEzjamqblzZdKiNTznajoyVQt93sF+3xtZBJRcrMEOnUNB5vccIMDk3T2zOHZnMS0RH5D0FXvUiSjGGnGB2YJhZJsXxDJx4t9A+141UTWVLwyD5SdqIAnAYZh69gluNtPhrdQkBYkiS8BEhTDLESwiZDEi8L22KfjEbulYOkZzkGU3Yc72yb+Km0/87e7eT69mlN6H5B79I2Dux0wC9lRPDpc2viJyu9OR/FiYEphCLhcoexzAyWVVy006lp3L6Whk1EecWoqyXI6HR8Tv6GWngh6y5Urx8zHqEj6CeRyTIzM4ni9SHr8+eSaPF6GU/W1safMQBu883fXqv6g5jJOKMzzsrZHvBjxCOo/oVrmSOTTl9dLfOz1cqKhqq5MDKJwpYpk46iu4tjOTEwTUd7qD43Q4k0tIWroXG4VT9p0/m49+/oZ93WpbiUeYDMyXz0s851Sz4yogh6aZHEdQo4EhYCfi48pClqIFkyqGgLWpjmc/1qi4tb8pAWKYdCUlEcoh+RbsgUUnWxOgkKSlV2sXHragD2bXeKXWZEEpdaXxE5FdLb6zixBnPZd5IkobuDZNPFkMpsKoLunf933dkWZGQyWgDY2VSUc0U6QQ5n4hHag35Go3HMWAQ1MGss1fSmKpFcbT4f48napcieMQBu9xXBYS47SkE0BcXtZWhsPNeHC5BQXCWZcvO8o6EJJ7Giu606ANeyNQHoriDZTHHSGJkYLldxAg8MTCHLUmHCzUfbrRmKVkNcaoBMDoD3bT/B0lW9tLWUhDTNBthTaQeePRbZUwBgSVHIilRNkJmvXXO+IOzCTbYEgDOkcTF/2+/JaL55UdCQABPHDmyINJrkKjc//IOiH2aLJElsO+c0LMvm4K4BbGFjWCn0BksNNSrV/B19i1oYH48VyhIB6O4A2Uyxzls2E0N3z9+B3dUSZHgyOnfDOqL5Q5jxKB1hP2PROGY8iupfmDO93etj4l9NAzZsmy5/fe2sFihLmsaJUQeAu8OBmrbfRkE9Ek8TTaTp6yjfes0V7gIgqzp2ruaTEALbNpAVPXd9iSPHnHEuW/YPiO2cJYqsYudW4KcfOYwsy5x2zrqT63Q+duAS4FBQy2KTLWGdUva0+YChgoqNXXDE2Vi5Uj7/mOtB7WckSRIyakFJsDi1z2W+4H32BVvZt+MoqUQWISwk5MJiMF8HXJnM8e0sXdZe+DYKpyg6llUEZNsqfkuNaK3gpCB3NAfoH63Oa9GoSKqGbZr0hEMMTkcRpok8RzhZNQm73Xg0jaFY7QKizwwAWxadwYVtdSRJIpJOEU2l6W0J1yaWyIloYOvRPzrNolzyQqMvOzeYMg/7bLPTiRNTZLMmy5ZVOsJOZSREbjCFsezb0U8inuS089bMr4tTqH2VPgpJrp98vhDv/nxAcXYUhNQgt52kKKcMfIvXhuLTaYwTZMHmhxr2XwCv38X6rSt57IHduZHUqTrSgAOuUcBWFJnFi1o4cmRWSJ7kjKKezKUU9XWEAegfOTkARpVxayptQR8D05GyD7uaYlc1cECG7oCDcUPx2hr5M6QBW/QEqqj0NbLhSiVfhXZwOkpfaxNijqqjlddw/ipNxugfmWZJV+PB1fkHbttWIa1akiQkWcYuYf6xLJujx8ZZuXqOOMZT4IgTwipoL5Zp8/hDO9l20SwNeCFmiAVEQ9g5MvdCe0mes4bfQkF4LoAU2EiSXAAXCQm7Km1KZd//CBEyhWeTL8JakH+S+QFg89krUFWFJ+7fB4CsatjCmjNlesGSm+OLFrWg6ypHjs4K4bQtJEkp+FMkWamZIVfLLLg49w2fGJ1Z0BDzypqwTPq6HI6HoekokqIgFkAc353DuOF/NQ04azkA3Gg2XF6EEFjJOIrXx/HJGZZ2tGJnMwUzwELlyNAkHc0BfJ75bTOMTBxNL5pSNM2HkSn3ch88NMqqlZ1zKeoFaUjDqAKKGTOZI8V25P47n6JncRuLV3Y0duFTITkAyYo0egm1pC65MOS5aQcXGudaD4izZNApjkXDRZbqIUr5fhYKvnMuTMLCFEaBQF6X3GRFui7oNfxM5gne51y2gchMjH1POaGUsqwiSyqmPb8MsvnK2rVOjPG+/cOIEhY0IxtHKyGs0nRvxbc0W2ZrxMt6WrFsm2PDU/Ma02y/kZmMs2LpUgCOTUyjeHyYqfpjqSaLQ47jrj9am8DrGQNgXVHoCgQadpoJBaxUAknTkTWdo+NT9DSF8ARDGKmTM7ofGpgAYHlv4zGHQtgYmRi629lmCFXC5Q6SyZSvdnv2DhEIuOnry8WdnkJSnlLJmDFcqh9y/KMP3b0b27Y557IN8+uowQ+5ni04I5K45eLH5JK8pO1UQ8B2MskG1QA0Q6rM6ebCQ5Zy0DsZ0C300cC4s3IWl+QphFYpkoosKQ5/xnwA9CTND7Iic9a/reWeOx5EEUUHtlsNkDbjJ2f/LZFqZrZ163qIRFMMDJabCTLpKK4Sp5vmCZFNN8Y8mN+RLl/UyonRGbJzkLwXNN0ar9yMRVi5xCFzPzo+jRoMYcYqx1Lt/NLfFoXDRDPpf71EjExOnV8SClc9XssOa85MF8JBjk1MoyoyK1auxIjOAPOPgMhLHoBX9lVPWqi25cmmoyiaG7mEnUl3h8ikihNLKBK79zicEevXV9QpPWV2YFO2yVopB4Bzkpiy2PHEXs6/clN541NkhqglQghSdqIs7MwleTBEuswxV09ORcZXHlQzchq34iv8X1V1VMlFVsmeEuBtdLySopCynRJTpeKWfKTlGhr5Kcp8my2bzlxGsMnHPX9+3DHN5BZtlxYgbcwCmvnaf+dQMNZt6GXv3nIeFcNKOSWFtJI54wmRSc7MyyezsreVQwMTJxWCJmwbIzbDikU9TMQSxMwsaiCEEY0g5qjSMlsWhUMcj0Sqh6xRNrR/rmRyBMfLmhoP+hZCkB4ewNXp2FMPjTq56xvWbyA9cqLMXjTXCjdbRqdizMRSrFniRCvkX1Q9o398ZgBfsKusjdffTio5Wcao1H9ikqnpBJu3LK4/iPlqxiUfQCw9ik9vKottdSl+bv/dPSxf282if5AZohpApO04yHJZ2JksKXjlIFF7al4cCicrpjBIijg+yv0NASlMVMxvm1pLGgXffDZgYFbKcUBpImJNNG57rbYYznNRveT5pxGPJXnqvnISnICrjVh6HNuev72zruTmdlOTj8WLWtjxdH/Z4VhkEF+gs8wJ6PY2Y2QTBTPEXA64gNdFb3uYfcfnpiGtJ5mpMVSPn5XdHRwaczBGcblRfX6yE7m+G4wBXhZu5vB0/Xn2jACwadvEshmWNRcdX3Op82Z0BmEaaM2OlnpoagrTslmzdBGyppOdnqh5vYpIiCqOuL3HRlm7rLOh8VtmlkRiDH+4nH9CUTR8/g6isfKapDt29LNl6xwAXDreeXiahRBEkkOF/H0AVAVJkrj/9j2YpsWzXnB6w9d2zl940P+MNUZYrayO4XBETBSSEBqRkwXhqJjGL4UqQr2CksPL0ChRei2Zz/gSdgQVrcw0A+DVmrGFSVqUx4qeUu235H26PBrnX7GRv9xyDy7CZc00xY3bHSaWPjkQqyX5b+CpHf0F+6+wLeLRQQLhvoIDDhwnnD/cR2yqHKxrOeDWLnWUjL3HTm7sydHjeHsWs6KjhQMjRUxx9ywmNXi84X7cqkpPMMiRf0UABjgyPcWKlsYiD4QQJI8cxN1bJObImhbHJqZZ3d2Gp2cpif5D894ilMqeYyMs624pqw9XdSyyRHTiCN5AJ4o6ixRelQjk8trNEi34qR3HaWsN0Nc3/4SMuSSWHkGW1QL/RKlYMTf3/fUR/u2Fp6GWZuOdwqSMUqBI2wnSdoKA0lw1O05GIWY7E/IfDcKmMIiKSUJSJeeDIqn4pRDTojo7WSNjmg+ZkC1spq0RwsosE5eqOrwMajtTxtDcWnAj2u8ccsEVm/D63dzxu8ecHdOsmmVhby/TyRw72XzDzErmdTXz2tati4knMhw8VATJaKQflytY5oDLa7uBpl5S0VGMTGUiw2yNeN1SR3laKAALGTLT49jZDMtXrsSraxwcLRYY0FvbsM0s2YnyOVMrBG1pUxOyJP3rAvD+yUlWt1RxelVR5dMDx0GICjKMfcNjrO1qw9XagexxkzhxaMHjefrQEKois35Z9ZCx/Mqbjk+Qio4S6lhZtZ3u8uMP9jA55pC2C0XisSeOAbDtzOUV7U/GDmzYGSbjx2gPVqkAoirIssqffvEoLe0hzrl8nkkZ89SCbWExmj1Km9ZXNIXMYkprV/vKSNvnA8LzAWIhBONikKDUVJP4vVnqICHqk7bXGkvDbXP3N50jW/fJ4artQkobAlFgkTsp7beO8w3g6leezeH9xzm2o3polEcP4dWbGI8drnocFhb/C3Dmmct54slj2LlK4NlMjEikn+b26vHqkstFsG0FU0O7aoak5QFw06pujgxOEGuQiF0UzIy5fowssUO7CazcwPpeB8z3DI4W2kiSjH/NBuL792Bn575GHtv2T9XemcMzCMD7JsZp9fpo9XrrOs/MWJTU8SP412yAWS971+AoXeEgrQEfgRXrSY8NkonOXRanmjx9aBjbFmxeVc5XW7rSWmaGqaE9NHevLyuNMns1DrcswzIzBYankZEIx45PcObZlQBcJqVRFnOYIWxhMxrZT9jbh6tO+uieh0boPzLE1a88s1zDWqgWXFULU5gwBnDLPvzKLLt+6fZX9hBW2hk1+wtxwfPlV2gEnKJiEkuYNEm1MxAVSaVN7mHcHqigiDyZaxfa5+4raceIziZbh8rFSVvMtDlMRq7xcZ8C7Xfl5i7WbFrCH258sCoXRn5utfqXkzaixFIL2yGUSW5OL1vWRltbgEcedYDdtk3GR3fR1LoSVfOUmR9Kxd/Ui6yoRMdqLwiSBJtXdrP94NCcDrhqWCOETezwbtytneihZtb3dJAxTA5OlmOJFm7G1dlFfN9ubKlyQSg1ma5ubSVjmRydqZ8U8swB8KSz2q9prR76ZStgxmNEdzyBb836svpL+Ye4e9CZIOt7OpB1F8GVm4ge2EE2Oj1vR1w8leHQ4ARb1/QWrl8qlpFh/Njj+Jp6cOco8mp5VSVJprV7E5HpY8Sjjsf3kUePsHljH558rPFJmCFsYTMysxtV0Ql7i9EVtWzEt/70ETafsYbONdr8Au0b+MCFEExmB8jIGVq1GnR9Jf2ElXZUVEbMYwsCYagPhjExzYyYoEOeu7qxVwoQkJoZto/VBOH5Ai8U7ydlxxk1j9OhLi4nW6/yXHXZTZu2iOHMQTL2LPKWRqNQ6mi/hpXmqlefTjSS4N4/7s4dr/7cZVmhs2k9E7FDJNITp8T8cNZZDpH5o48dxZIsRoeewu0O4wvUT1KSJImm3o0ko6NEpqtXzlje20rA62bHocGqx+uJA757EKaJb7Gzq13f18H+kQkMqxJkvUtXgG2R2LurrslzTVsrh6amsOb43p4xAN6bA+D17UUPfSlYGpMTxJ56DO+atYXKo7Nl18gopmWzZbHzEvVwC4GVG4nsf4r0xEhZ20YccU/uO8HmFd1osyamkY4xduRRPMEOgq3L6npk8yu5pnvp6DmNmanDTEeOcf+D+9F1lbPOOjkzhGllGYrsQpYUOkJr6oNX7j7u+t2TRGeSvOptz2MsebgYDtaIFlzHFGELi7HsMVJ2jB73SlR9bk5lSZLoUBcjIzNsHi4A34LoJkvAUQjBtD3GlD1Kl7wETWqMOrBJasMnBRmyjxRKBuX7XQjw5u8jbk0zYhylQ12EVy5Ju6+zqAXcbbTqixhKHSBpzhEDOw/tN23G0DoiXP6cC7jt54+QSVUuNrNB1qX56WrawFj0IJFE0T69UPPDeResYu++IUZGxxkZeBxd99PUsabCdFbt21JUF21LziA5PcjM8H7sWSnL29YtAuCJvScqzq0ntmkQ2b8DK5siuHarQ/YlS2zs7WTHieGq50iKQmDjadjZLPGd27GNbFWz6Yb2DnaPz72DeMYAeCad5kQkwvr28m2ibRgkdu8isWc3/vWbcXXkIhOqYFTaMNk3PM7mxcVV1NXURnjNaSROHGTmwHasBuw1eXlsbz9ul8bGFU5/wraJjh5i/MjjBNuXEeyuXaSw2sTRdT+dPWeQTk5w1523MDUV5/wLV9cfRA0zhC1JRJPDnBh/DLceoiO0tqqGV+2jSCWy/OEnD/BvV5zD8tV99Ee2kzRmql+/QVNE0orSn9qNEIIe92qUucrplG25ZTrUxbglPyeM/UStyXlFR8yWrGowJB8jpSTpca2aV8FPSZJoljto0rsYko4zLU82XNK+rJ/c2E1hMGIcZdIaoUtbjlcuCYGrA5p5sA+ozXS4lzGWPcZY5hhWla1u1X6qaL+2sBhPHmU4vo+3v/fNZNMmv//R/bnjdZ51DmTdWpCe5s1Ek0MMTz2NYdYmFq/ejzOX29uDrF3TzR13Pcrw4KP4Ap00t1WCb6nM3l2qmpu2ZWdiZhKMHXqoLEb4jPWLOD4yzeh04/b89NQokzsfQNFdhNadVij4uaqzDa+usb2/PFa5VDmUFIXA5tPA6yb60INkR4vKnpChy++nxeNl19jcDsFnDIABdo2PsrHD0W7tdJrU4cNEH7wfVJnQOeehNc9dtWB7/xCb+rpQZbnwkLRAmOZN56K6vUw9/QCx/gOY6blLlDyxfwDTstm2tpf4RD8jhx8km4rStvpcfE2ViRRziZBB1Tx09JyB19fJn/9yL2eduRTy9IgNmCFsYRFLjjI08SSRxCDdLZtpCS4tn7z1tqi5D+2WGx8gGc/wtv98A23epYwlDjEc30dSxOc2S6hFLTNpRhhOHWQse5w2fRGd7mVl9sS6WuMsu2eL2kW3uoyINcGgcZCYNY2QpYaBOG0nGTNPMGQeISA1060sR5P0Mg220T9BuZk+dSUZkeSEeYCINVGzoOdscSg3M0yaQ5ww9qNJLvq01bhLky4aAN+8eJUgizwbkGSF/uQuprKDmHadVO5Z4GvaBtPpQfoj27Fsg7M2XsrlLzib23/1CJHpKhEFdTRZze2nt/V0PK4mBiafYmLmIFkjXjP5YvZuzrZNzjzTUWhu+9Nf6ezbRqhpSdn8rWX/hXLFRlF1WhZvJdC+jKljTzF1/GmsdITTVvXy2N7+Oe2/tmSTnhpl6sDjxPsPEFy5icCydWVlhrbmlLkd/cO561cflyTL+Nasw7dpM6lDh4g98TjZ0VGEbbMxpzTuHM858ZTa39c/j/2jTAR2KsUThw5x5YpVuA8cZOTECVwdnfhPOwM1EABbwgbkWd+AUKCE74Ynjg1y3blbWdvTzs4TzkrkEJ4o+Jaswt3WQ2r0BFO7H0HzBND9YXR3ENUbQJZUQEIYJmYmQXw0yvY9h9i2up1sYppwz1rcnmZnstjVH6KtVBmjKiGZJamukkSguY+HHh3n2mvcbN4S4LY/PYDH04yuBdB1P4qso1i5FGczSSYTI5ONkUxN4lK8hPx9+Nythd2OUGUksxZZSeWxeCTF7350H6+4/lmcfuYW9jwVIpYZZyJ5HNvK4tPCuBQfLsWHKulItkAIgSmyZKwEGStJIjuJLKmEtDY61BzwVrGDSZqKMGrE2OaBKJeM45K99GqrSNgzROxJJqxBfFIQl+xFt3VUSUdGRiCwMMmIFFmRImnHsbEc4FRWLayg5eyhSTqdyhJSIk7UnmLKHMEjBXBLHnTJgy65c0Q6AhuLrJQlI1KkjQRZO0VAaaZHW1Gpgc8DfPMiSwptrsUE1TYixhj9yV24FR9uPYxLeNEVb2HhE7Yga6XIWAnSVpyUHcenN9PpX4VbDfDG97+AbMbk5u/9PTeeubXfsjFKEk3+Rfi8ncSSQwxN7kDVvHjcYXQtgMsVQJY1JEnCtGwMI0k2GydrxEgmJ3j2Fdexd98JMmYPmp4jj6rmDKtr2iuOxRvuwu1vJR4dYmWLwOfRufvvD5CcHELzBpDcbpBksGysbIpMOoqZjJKeGUdxuXF39uFu7az6HM5Y1svQdJTBOgQ6pdqwFm4iePY5ZCZGSR87hr1vLxvWrSdjmuw8dAhbV0GrvcA9IwBsRWPEHnyEh9ImXHEVZ591Fn9bthRZVsvAtZ4IGSQbHjvqkImcuay3AMClonp8BJasIdCzkszMBGYsQmJyAKs/5mT82AJJltF0L5onyH1PHeRdr7qalZvOZTKSqBiPUEEyncki1QDlWrJ7zwgjIxFefs2/8/BDY6QzERKJUaanDztxl5bDCKWqblyqD5ceoCmwuPyDrrU9luWqYOg8BAVMi19/7+9c+dIzeeOHnsd7XvpNQu5Ogq4OMlaCVHqKpBllOjOMZRs5dioZRVIdYJZ9dLpX4FZ8DV23LgiDA0o5EJYkCb/ShF9pIisypOwYGZEkKiYx7Sy2sJCQkFFw5cCwRenCI/nrbmMXIpIk4ZUCeOVALpMuRkakSNhRsiJTYFeTJQVdcuOSPITkVrxqsHpdtwWAL1AAQpfipV1ZQqvoI0GcjJVgJjtC1k4hhI2QQUZBU9y4FB9+rZl292oU2el73WlLOP+Kjdz4tTuYHq8ElXra7+xjmuqmObiMpsASkmaEdDZKPDnCVPQwtm1gS04Chaa60V1BXO4wp59+DuvWLeXr37oTSZIaIuCslzJcAGmXhr9tMVc/5wIM0+ThnYfIRCeJjxx25q9wvmtZd6H6HYWrac0iVG+gGIJW2m/ut23Lerl3/7HqF6+RASeh4OruxtXdjZmMs23VKnYeP8b0jh2IdAZRZyf1jACwEgoSuvRiDikKWcvirPXruef+KbArNVyo/lteJtMpDo1OcubyPr7/98drXlOSFdzNHUhhx+RR0Fpz2CFbzut47LATenLupiX88b7dxTE0ALjV2uQXCgAh4I6/7uYVLz+bvr5FTEzkbFa5c+QSrblM456HplvvWDqZ5cc33MG7PvtiLrxqM/fetgNJknCrftzuKnbTKl7gPGiWySkA4bzokgtdqe5AWwgl4MmIKmkEpWKy0Lxt1Aull6yihcqSQkBtIaDNMsvViXyQJIk3fvi5TIxG+M0P7s0dX5idvaz4pqbi1Vrwelpqmx9yv1951RmYpsXd9+wtYz8r9Nug+aGWnLdlGU/uH0Ru6qWpqbdofoCqIWiz439LNfEVHS00+7w8dqTcmddwxR7AHQyyedEifrpzB8Hzzy2YH2Zu+XPV9s+oDThrWewcG2VbTxX7agPcwHl5+HA/py/pQVeVigc8Xzl4YoKhiQgXn+GEzTRC4FE1G6bKxBKKxF/u2ImiyFxxxebKfqpMYKev6jHBFdKALfiu3z7OwV0DvOnDz8PrLwG6Rhw7tdrVkTkjCebR38nSRS5U5n1NVZ1T8635XGq9wwYdb6VyxUvPZM3mRfzgi7c3FPkw78y3WpKbu5qmcPnlG3nwoUNEIkUH3kLND7NlUUeYZd0t3Lu9SoxwA/G/s+XclU40xSM5AK53Tq0MuE0dnbhVjceHGwuJe0Y0YDuZIrFnD6rXz0OHD/Hmc87Do6qkTJPZTt+qNtacRpzXLh84eJzrzt3K1sXdPHJ41uqVayMUIGthpGKY8RhmMuZoXwIkSUFxeXG5AmjeIPc8eYh/v2QzXrdGMl1t4tY2Q8ylBQ8Nz/DYE0e56jmb+dGP/kIqHSObiWFbzrZJsSVU1Y2uB3ApPhTFVXebPV8t2LYF3/zE7/jqTW/lundcznc/80eEEBh2moydIJuJYgrDqZCAhCpUdMWLS/GhSbmxVNFc65lAGtKEAUzT4XzGICNSZOwUJtmCk1CRVHTJ45ghZHfhufwjNOM84FrCJGM7ZghDZAoREqUmCF3yFM0PcywojZgdKiTXpy0sMlbSeU8ig8C5bwkZXfGgi6AzZ2SVULOP177vKnY8fJi/3fJUrp/52X7zUi30TAibrJUkk42RNeJYkkPmLkkymu5B14NceeXZhMNe/njb9qrabzVpxPyQb3PJNidu954nD2Km4xjJGJlMDNvM4nzYMrLbheoNogaCyLqbetRk565czJHxqYbtv9V+yyuT92/fTmpkBDubquk/gmcIgCVVQfH7sCIx7r3vPq4//0LWJVM8HI2gNbU0XDImL4/2D2CYFuevWlIJwEJgRKdJjQ2QnRhDcTu2XtXrL4ROCdPCTCeITY9hpGL87vdJrr38dM7btIQ7Hz1Y7KuOGaLaQlFNMmaCn//iT3z1S9ezbp2H++8/iq4HnGKIkoQQNlYmSTR2gkw2jirrBHzd+H0dqLmZJ2QZqZa9twFb8IGnB7jtF4/wvFedzy2/+QsPP/wg4DCo6ZILjxLAmagCw84QNyaZTDukKAGtjZDehlqtrtpJgLAlTGJMETXGsISBS/bikjy4JG8u3E5gCZOkHWVajGIJk4DSRFBuwaWUF9lcCCCXari2sIlb00TtCTJ2CpfsKQB/fiw2Fhk7SVRMYIgsPq2JoNKKW9S2Sy8EfIWikDRniGbHSJoRdNmDS/OjK56CE84WNlkyxFP9ZKwEHjXIe77yMdxenf/55O+djmaB73xsv6WSyUaJxodIpMZQVDcu3Y+uBdB0DZAQwsKw0kQix3n2la+mv3+Ee+55EE+wA1kuv/+TNT9ccsYKtu89wo77b0WSFDRv0LH3un2OFi4EhpkiNTGA0e9UtnB39uFp60ZyucqStXRV4Yylvfz68V3VLzYHA5qdyZAZHuL0iy5m7/HjjO4/gBIMoDSFkeosbs8MAOs6rqWLkCyJ3ZqGYVlcePrp/O073yFl7MW7di16U3mGXMEO7OBCmSSzBo8fG+TCNUv58u33FdpmY9PEjuxBsgWe9l6CfWuQVb2gjVazAwvbZt/IOMNjk1y8sZ3f3/43vM09KHbt+N9aoFwaDWFkk0yN7yObjXNfoo/RsQhvfPN1HDjwi9wYin3InlzQuxCkU9NEE4NMR48Q8vQQDiyqSCOdlxasKljZNF/41LfYeuFSPvH1t/KWqxMIoySKYLZ26wYsm4yVIJIdoz++E5/WRKvaU1lUcg4QBsqA2BY20+YIEWscrxyk1bUYj+xHmgNEDZEhak0xbB5Glzy0qr2FKhwLNVEIIYjZU0xaw+iSm5Dchk8N1s6oUwBVdRYPa4oxox9JkmjTFuGRy4vOLgR8k8QZix9DlhRCejsdnmXIapWqLSVaty0szr5yJc963lnc8N8/YPeePfj1lvoqTQPab8aIMx47iGVlCPi66e06G1V1nnc109mKFR2cdeZGvv7NP5KIjzE5dZBQ0xICzYvKylU515if+cEy0jTLM6xb2sV/f+cmWlduQ3X7q4afucnZfoXASEVIjQ0wseN+3G3deJesLMT/nrmsD4+ucf+BY7kx5a5fZSqVaunCNEkePER2cBBvbzfnrN/ATXt34d92WjH8rJ7VsPahf44kDYOnRoa5aMMGAuecjXfNGpJ79pDYtRPbqh37OPvB/G3fEVZ0tNDXHEJYJrEje4gc2IGvZzlNW87D27UEyZWrWFwnK06SZVzNHdz1xFEuPvcMNGOaySOPY2bK00PrlaufXTkjMnWM4cFHcXub6V1yPoHQEn5/y1OctnVJsWJyFWeGJEl4vM10tGygt+NMMnaCwbHHSWciC7YFxzLj9EeeIhnP8NX3/4a+JZ289WMvL29Uw97oUny0e5ayJLAFGYX+9B5iRhW2J1muO4Y8GKXsOCcye8mKFItca+nUl+JVAkUzR53tvCa5aFG7WKytwyMHGMweYNocXXBNs6zIMGQeJmJN0K0uo0dbgV8J1wbfkvEpkkpYbWeRax3Nahcj2SOMGycKGYfzBV9LmIwaxxlLHaXNvYRF/o2E9I5c2GR9ae9u5n2ffQ17njzOH7//BFOpfoaT+zGtYkLSfLRfW1hMRY8wPLGdgLeTvs5zaAouKYBvLfn3l5xJKpXljr8epr13K129Z5JKTjJy4jGymVhV7Xcu84MQgtjMAGP7H+QFV1yEbQvu3T+N6q5fYR2cb0kLhAku30DL1gsQlsn09gfITDsZuZesXUYyk+Xh47Wz6WZjjjE5QeShBxGGQeCiCzj/ssvw6joPnOifczx5eUYBOL9C3H/iOBvaO2jyeFA72gieey4oKrFHH8ZKJud4Mc7f9+w9AsDFqxYzs/NRhGnSvOVc3K2dCwpV+vPDe9FUhZe9/FpcgVbGDj9CJjFdd7WePU5hW4yP7SSVGKez78xcALqMUCRuvW07qVSWl7zsrIbGo6puOlo20hRcysjUTmLJWanWc3xUQggmEkeZTByjM7yeNt8ydj/ez2++fy9XX3M2Z106RwFPKDh9ZEmlzbOETs9KJs0hJjMD1YGv3kLADCPZI7Ro3XRqy1ClGvX45nJoSTJNSjs9+ioSIlrGMdGopOw4g8ZBvHKQXm1VRdWKRseTD6db5FqHLUwGrcNYdYLwqz0fw04zkNmPjMIi/yZ8Wrh4cA6nqCxLvOcLL0eWZb70vl+iy376QltwqT5OzOwgYybqOt5mi4XNyOROMkacnu6zCPp7nG9pjsiH1tYA/3bJWm7/y9MkEg7wa7qX9t7T8Id6GR14gmTcSdOt9j1V/U3YzAzuITHRT+vybTzvsvN4fF8/49G5E6xmi6zpBFZtJLB8PbEju0kOHOWitct44NDx6uWMqmXh9h8jsXs33g3r8G3ciKzrnL9oMaZt88hQCYjPgbDPuAYMcN+JY8iSxAWLHcJmSVXxbliLq28RsScew0o5HtR64SAnohH2D41x8fIu9OZ2Ais3ImvzK7JZKvsHxzk0MMFzL9pAoH0p4cUbmTy+nUy8UuOrNmFsbMYHd4Ak09FzGppezvoWj2e49bYdXPpv6+jqDjs/zjGxJUnCF+iku3UrU9EjRFJ1Uh1LHSdCMJ4+RioboS+8BY8WLNgEb7zhDg7uGuA9X3gZXYtmhTjN4Xn3qAF6fetJijgT2RMNg3DEGGfKGKTXt5aAu62xBTIPfDXAT5dcdKvLkZAYMY82DMIpO86IcZR2dRFNSiWRfCPXni2KpNLhXYFPCTGY3l+d6KcG+A5mDhLSO2jzLCk3NTUQkXLdOy5nyzkr+N9P/4HhE848lTWNFt8SWn1LGYrsImPUTtctBWcLm6HJHWiqh87mDag1QgOryctefjYAN/3msTLnmyRJBEI9tC06jamRvSRjRa6E6pFEuWOSYPrELsxsitYVZ7Jt8xr6OsLc/tDekvPrs59Vi47Sw62EN5/F2iYPXeEAf91THk1RC29Sx46SGewnsO1MtBIysQuXLOGpkWFi2bkL0OblmQPgkis/PTbKZCrJRYuXljVxL1qMe+li4tufKHesVPlGhLD5w1//xpnr17Bk/WZQiyQ7ZX/P5gGtQc4DcMt9u9iwrItlPS24g600921isn8HhumQtlQzQ+T7mxrdhyTLtHZtgCok70KR+OXNj2BZNte84tzKjuqIrvnoat3CVPQIyZIaXrW0m0hqiHR2hu7QBhS5PGPMMCw++46fgYCP/s+rcXkayCgrAQNV1uj2rSElEkSMGuQjJWCTtKJMGYN0u1ejy47zbN7EN6WAWKoB5jgmJGQmrLnDgAyRZcQ8Roe2BF8pZ8Psa8xDCunNkkSL3oNfbWIkfai4ONUwz9jCYih7mLDeRVifVZmlAfA99/INXPPWZ/Hnmx/lrt89kWtTRJCAu43W0AqGZ3Zj2UZxLDkpC3UUgrHpvbg0P62hVVD6buZQEpqbfTznOVv4y527GB2NFvssuQWXJ0Rb7xYmR/aQTZdHHFRTZqKjR7CMNE3LtyIrKs+9aD3xVIa7HjtQ+VzmKYrLw4tf9CKyhsHtDz5UMdbZkp4cJTNwgsDp21A8nkL7Vq+Xje0d/O2YsxOvl35cKs+4BiwUgS0E9x4/xkVLl1SUqncvWoziD5A4WvmwS8E01X+UWx98DFmWuWzDilMyttsf3othWjzvQqeysB5uwd+6mOmBXRXaXunEScbGSCenaOncUGFDLH25U1MJbr1tB8++bAMdHU6x0bkmODgfi656aWtazdj0PieLruRYqWTNJNOJfjpCa5H1WTuC3Ac6cmKKz73r5yxa2cG7P//ymry1ZVICCoqk0ulZwZQ1Qlaqwa0ry9iSYCxzjHZ9CbpcmfixEAaywhhzfyRNo8O9jKQdJWHXZhQTQjBm9hOW2/DqTTVBvVGpNfZmrRsJmWljpO52f9IaxiV7CbvmD76LV3bwni+8nH3b+/mfT/w+16bSUet3t+FztzIeO4Sos+uIpscwrDStoZXzNt+97GVnoygyP//lw3VDz1zuEOGOVUwO70RUqUGXV26yyQjJqRM0L9qELCt43RrP2raaOx/dTyrnLLYbDHEr9D1LGXv2ljU8eOAowzufxMpUL5AqFCfSIblvD/6Nm5Dd7jIN+aIlSwC453h1ysxa8swAsFS5Ovz12BFaPF62dnZVrEDeNWvJjo1iTE9V3RaY8RipoeOM+Js5MDLBlVschv35ZLCUSv6FTidS3PPUIa46fx2uPFtV2xKEbZOYygVrz/rmLMtgamQvLV0bkLT62qRQJH5x0yPYtuCVr7lgXmMUqozP3YrX3cx47Ej1NkIwGjtAs28xuuotnFcmuQ/1yQcO8sMv3s6FV23iVe969qw2c4OwrnhodvUwmjqMqBGFMJHpx6uG8anhuve2YCDOiSwpdLiWMW4PYuUiFWb/iUiOPT/s6p6zv5MZqyRJtLuWELHGyFjJqm2SJIkbU7R5yneAjYBvU1uAT37v9SQTaf7rbTdiGPWjR1r8S8iaCeLp8cJvpXPCsNJMRQ/T3uSw7TVEulNi+33e80/jjrt2MzQ8U+y/pItS55sv1I2qeZmerjF/bYvJwZ2EetY6/A7AleeuxePS+MN9VcLF5mF+yMvmRV30NIX4y56juLsWET+wu+yc0t12Yt9u9O5e1KZQRT+XrVjBUCxWoNktHU89bfiZ1YBLrv7340fJWCaXryhqr/mHIGs6nuUrSR0reVElDyZ14gjevmUobg+3bt/HaYu76Wkqbinna4YolV/fvYOw38NlZzs0kkKVCfesJTpxtCohc2J6AFegGbe3vDJE6cQrnQgTEzF+f8uTXP6s9SxenLPBNqAF56UluJxEepxsCVtW/qNJZqdBCIK+8kzDWiD8mx/cy+2/eoSX/8elXHXN2bPazA3CIa0DgSBpRSraG3aGuDlNq6tvziiJvJwMEHuUAB45SNSqLAkjhM2MOUKb1rcgB+28+IJlGU31ENY6mTaqcMyqKtOZQVpcfeUhfQ2Ar9fv4lPfez2hJh+fePOPmMxv+evE/MqSQmtwJdOJfqdk1qy5EEkOEfB24tL8886Ge+VrzkeSJH584/1zJl4IWXJIfjrWEJ8+4SQi5eZ3XqlJRkZRNA/eUHFX8JJnbWHvsVF2HavkfVmIPGfLGtKGyZ37D+FdtAwzFceMVe6czFgUIxHFs6ycz1vI4FFVLly0mDuPOCXRGjU/wDMNwCUSN7I8eKK/DIALIgv0jk7MZAwzUe5EsMw02ckJ9G4HZG57eh8AV2+pXmdqvvLEwQEODUzw0su2FH7TPUFU3UsqmqObK3EWxKdPEGheVGg7V0C5UCR+9suHSaUNXv+mS+Ye0CxThCyrBDydRJOz+EtVmUhykJC3u0Enl/PRfuuTv+eRv+3lrZ98IedfuWlWm/ogLEkSYb2DSHakon3EGCOgtZY7lhqs9LBQgvSQ2kbEHK8wF8XtGTTJXT/aoc44GpJZi0xQayNpRoq0kjlNPGslHSa1Uo6HBsBX01U++r+vYenqTj77jp9yeE/u/c+VcCHLePQwIEhlZ8oOWdjEkiMVC7ZzXn2lYNGiFq589iZuufUpRseq236rhZ7JbjcefyuJmXKbvRCC+FQ//tZiNfEz1vaxrKeVm/76VHEs83S+lf6uyjLP3rSKe/YdIZHJIsky7u4+UoPlYWRCgfRAP67eRYWkitLd9YWLl+BWNf5y5CCzZS4wfsYAuHRg+X//5fAhFofCrG9rr9guSIqCq6eXzMCJsptPDw/iau9EVp3t/mAsxuNHB3jeaWtzfeeucRLOuJv++hRrFndw2ppiGXpf6yLi0wNlY0zHJ1BUN7onNCc/ROn9RaMpfv7LhzjvnJWcfvqS3Dhqc6zOlqC/h1hiiNJcEcNMkzFi+D35OONZtuhq2o2qYJk2//2On7H3qeO8/yvXNhaeBgXQ8GstpK0Ehp0ptBeKQtSYIKRVqdHWoDacl/mAsVt2qDWTdrTs96g5QUhtq3FW9WstFHjzokgqfrWZqDlRvjBlxwhqbY6vQJEbBF+Fj/7vq9l01jK+8sGbeezv+3Pt5gZfcBbKkLenuFDmJJ4ax62H0FTPvEwPAP9x/WWkUllu/PmDDWm/peJvWkRsFgAbqSi2ZeAOtBa+pWuuPJ2paJI7Htlft/9G5YLVS2jxe/njU8VoCndXL9mpMWzDKOyybdMkOzaKq6enKkfNlatXMZVK8ehQCR40OKX/ZTRggL8cPYhhWTxndbFqRBn3ZksrZqSkyJ0EZmQara38Y/rdE7tZ2tbMaYtPzr6Xl9se3MtUNMkrrjoDyGXY+FvJpqIFM4RQIZOcwRVsrTi/LDGjBknPr3/7OIND0/zH9Zeh5D/CeTjkZFnFMJOFBI10NoLb3VRX46y1xcykDT72xh9xaM8gH/7GKznzkrXlDeqAsCwpeJQAaavo3c7aKWRFq+p4KxvbPIAYKgGyGlB65SApuzgWIWzSdqK8UkWNvuYlDYzf62omLcrtwCkr5tjEa1UiqQK+H/rGq9h20Rq+8bHfcfcfqvM8zBXv6/G2Ogk9JaWG0tkZPO7meZsezjl3BdvOWMqPfnJ/TdKdeokXuieEbWWxzEyx+ng6givQWti9Lelq5oLNy7j5r9vJ5Jx2s7Xf+coLt61nIp7g3sPHCuOVNR3FHygzQ1jRCHLAh6yXh+IJGdyqyqVLlvHnwwewhJiX+eEkhn4KpWQEM+k0Dwz0c9XKVVXaCZRAEDOVKISkCSEwoxHUgPMx5V/4n/ceJJHJ8qIzN5zUmPIvOG2Z3PzX7VyweRlLu5udJoqKornJGsVA8Gwqgu4pGujnYlIrnaCGYfE/376bJYtbecELT29gjOUg7NICZIwi0GSMGC49MOeHWMsenIyn+ejrf8DR/cN85Fuvqm6OqBEn7NYCpK2iqShjxXEr/sYiDPJANk8wLpVSEHXrAbJSpvD/rGKgqR4U3bVwsK023rlEVXErftJWsQKJLWwMO42uB2qeUyouj8bHvv1azr50Hd/8+O/4802P5trN39usKi6H5N7OlqQbx3Brs8Lx5lACNE3hLf/xLI4dm+D3f3xq3tovAIqM7g6STRV3KkYygu4JFr6ha686nXTW5Oa/ba/Z93zMD61+LxetXsYfntyLOcuXowaCmLFooa0ZjaAGi991qVJ4yZKl+HSdWw9WauV5MJb+VZ1w1cwQfzywj75QiNO6KqMhJEVB9nqxEnEnLCSdBkVBdpVrVsmswZ927OeKjasIelzzN0NUkZv/tp1UxuCVz9lWaKt7ghglkyabjaG7A3Nm99TSgh98+BCPPHaEV7/6Alpbc+mVDZoidE+ITDaeu5bsALAWyF1vYSAcj6b44Ku/x4GdJ/jg117B1deeU3nhKoDqUnxkRFETylhJXKVE7o2Gep0kEBfGUlJlOGMnK0nl5yvzWSRK7lWVdSRJxhSOHThLGk11N0TkHgh7+dyN/4+t563kqx/6NX/6xcO5dpWTtpH3LUkSLi1A2nQUCFtYGGYKzVOyGDRAiHPttefS093EN/73LswSkpZGtd+8aJ4gWSMHerJENhUtKDPtTX6uPncdt96/i5lkOnf+/J2npfLCM9ajKjK/fWJX2XiF4gCwFS9+12Y8hhIIVjU/PHftGsYTiQWZH+bZ9B8oJaO448ghUobBC9YUt72FFUcWSKqGyMX/CctEzoV6zQbTXz36NB5d43mnzbJhzlPyL3ommeZ3f3+aK85eS3eroyXIqo5tmYU8dWGZyIo+6/ziv6sDc8m/FYmvf/NOVFXm+neUhII1YIqQZRVbFOOBLexCVQRYOAgn42k+/Nrv89g9+7j+Uy/i1e++otKpNwssZElzeBByNk0bq5K0J3/efIB4AWCsoGJjFbVOLORqTG6negw17k2R1MKzsYVVWcy0ynmdfc186VdvZdnaLj7zthu549eP5douDHwLYymZM8K2HN7jGtwX1ebd4sUtvPyas7nr7t08+dTxqueV+z1qKyayomFbJfHstgm682xeceUZSJLET26vUnBhAc43WZJ46VmbePhwP0emSkyaOcljTL4P2zaRZsXQCxlCLjeXLFnKLQf21TQ/1NN+S4b/z5daA4sbWe48epirV61Gk+VKLViSsAuF0Wrf3J7RMbb3D/Hys52t80KdcaXy0z8/gWXbvOZ5Z5WcU7LqIwo2rNLJNh+H3NDwDD/6yf1ccN4qLpyrgjIU05SRZj0rUZ+wp4rUAuFM2uBTb72R2296lJf/x6V84GvXVWbMlVVicK5f6HcuTWo+yQ+lQLhgDbkB7Wmh15jrXmQJCtrbrPlb5bz1Zyzlht+8jXCzjw+99ns8dNeeXNuTA1/nuFIYg3Os+uJeDXxlWeLd772aVNrgW9++u8z0MBfhetWdpiKVtxMCJGgJeXnhJZu4/aE9DE1Hc+efnPZ74ZqldDcF+cXDO8rHWPj25VmRM6KyDXDlypW4FJXfH9hTcY3/n8qEm/3v3+3fQ5PHw6UlMXcFoLRMyAf664pjD5bK2+TlFw8/zdK25gLT/UIl/8LHonF+//edPOe8dfS2hx2tIV9RVZGRJKUsq6dRopGy44rETb95jP0Hhnn7O59NOJwLlZrDFGHbTj25/EcmSQq2bVUl0y5IFWCpCsKqgm3ZfP0jv+F7n/sT51+xgS/fdD2dfc2z2jrg49RwK74MGRkhi7lL3i8wC60qKOf+CGwkpILW7hT4tOqeM29QbzSDTpGxhV2gY5QkuchZUeXc51x3Lp+78c3EZlK866XfYvfjx3JtTx58hSw7ml3OSStJMkLkdgoNmL3+/cXb2LC+h2/+713MzBRNPPMxPZTG/TpjKZ2rzrf9muecharI/ODWRysHsQDtF+Dac7cwGolz94EjFWMGB2PylKa24pQzQ1RyWf/7+vUcnJpk13hJCv48p84zA8DV3mnJSO7tP8ZwPMZLNqwvayJsGysZR/H5HAJ0twc7m8GexV+bf6C37znARCzBK88/zfn9FGjBP7z1EUzL5k0vOgcjHUPxFqnwNLcPIx2vyxFRNs4aWrAlwee+eBs+r4t3vufK4oE6WknWTKBrvly/MrrqI2s2UIK8ERCGsmSNj73xh7R3h/nGH97JuZdXOjqzZNBLSNJ1xVPMAqsValV2rYWnBM+WDGl0xVsAVk3xkhXV003nLY2OMW+KESaWMNBkx5uuy16yZCoyB71+F++/4RW89RMv5In79vOOF3+ToeOTuWueGvAFnDmj+grx5LKsY9p1nk3e9LCklde97iLue+AAd/11z4Icb7N/M9Jx1BL7s+by0xbUeNG/beKW+3ZxYmIGOHntd3l7C+etXMwvHt5e4XwDQAIrHkMJFL9r2efDihWdykKGlc0tnN7Vza9273R+q2d+qFZeLd/3Au/jlEg1M0SeG+LmPbu4aPFSuvz+AjhZyQSS7iqwnEmyjBIIYMWiVUHdsCx+8cgOLly9lKVtTZUN5iH5Fz8RT/LLu57i8rPWsKK3Fc1T9Bpr3jDZVHkWzUIccgDHjk/w/R/dxwXnreLyyzdWH1PJuRkjiksvjkX3BMlkY7nrzbUVnR8IP3HfAd72wq8zeGyCj/7Pq3nLx1+A7ioCUdpK4NZDBXByKX4y1qzFoBEghpMG44yVwCUXnW7unFNOzJOyckHjmXWPaSuBS/YWND1Fd6NIKoZddFiuWN/D13//Ti64YiM//PLtfPItPyEZz4HiKQRfyzawrKxTPSInLj1AJlt0PlUzPaiqzAc++FwSyQxf+dpfapoeGuX7zSsrRiqK7g0V2mneIG9+6UXYQvC9Wx6uPLGG9juXXHf+VtKGya+e3Fl2Xunu2YxFUILFb0kNBzGjkbI2L92wgaxl8bv9c5gf6oBvyW08AyJXmh5K5aa9jnfyZRuK4GNEplFDobJz1VAIY6ZIETlbm/3l40+TNkxec2H90K75aME/uf0x4sk0H37XG5AVtRjP6A2SSThG/bm04EYccr/+7WPseLqft7/jcvry2/0q51mWgWEk0V1FDcKth0hnZ8riPMuudZIgPDowzXuv+V9+98P7eN4rz+Mbf3gna7YsQghByojiUnMahKricgXJ2iksu0pJokaBONfXfAE5ZcWcELicyJKCJrtJ2w3yyC6EpKfGPaXNmPNcSvpyqwFSRhRVU3jF2y/jq79+G7pL5f2v/C43fece5/3lzEClIlR5weALkM7MoLtDZdt+tztEKjMD1Hb2vvFNl7BqZSdfvuEvDZkeGtF+zWzScUjqxV3T+rVreMGlZ3HzX7czFnW0z0a037qhZwEfz9+6llue2lOIpqg437YxYk7YWf57VYMhzEgEYVkIGVyKyovWruPOI4eYShcXz1KsmMv5VuWUZ0bKBloymsFYlHuOH+VlGzai5pi0sgMDuLqLyRW2Aq7OHtKjg1V5GQCmEil++8Qunr91HR1Bf92y1HNJfgJE0xm+deMfuPic0zhrw+LCWDyhDjLJaSyj/OUu1CFnSfBfn7uVTMbkY594Ea68ljnLFBFLDOPztiHLSuGYrvlBUUhlpkv6bgCEG8yYQ1UwDYvv/vetfPh138ftdfHlm97K6z74bLxeT1nYmSwp+FytRLM16CphfkBcGEclyU4pSJp2tpjoUCIBtYWoMT53P/PRuvPjr3EPQggi5gQBTznbWdDVzqJ1Ib7xh3dy3dsv597bdvAfz7uB3U8cy42tAa0X5gW+AJH0MAFfyVhkCb+3g0RyDLNGccPzzlvJi198Jr/9/eM88ODBeZke6mm/8ckBvE1Oyny+3fve8DyisQTfufmuyhMXqP2++vzTUBWZ793/eNl5pcQ72fERVH8AxV1cDGS3GyUcJDvqUA9ctWolTR4PP921I3d+fWWynjzjAJyXajfxs1076PD7uWzZcszpaYRto7S1lJ2nBoPILjfZibEKZ1z+AX//gSeQJOmUacGWkeH/fvILToxO885rLkIpCaXxhruITTtplaVa8HxMEbPJej77hVtZtrSNt7798uKBvAND2ESSAwT9fWXHJEki5O8lkp7FEdEIwFZpU08bfvL+A7zl6q9w+y8f4aVvuIxb7v8BZ89KYQ67uxxehrnqtc0BZA1JnvHMniTgakfR3GWgGvR0kbCjmLJ9cnbmRseqqiREBE124VaL2rgv4Oadn3glP7v9a/gCLj72ph/yxff9ing+m+wfBL4ZkSKTjePzlpfDUlU3bl8zsXgJaVDuWGdniPf953PYt3+Yb//fPQs2Pcz+DmzbIjEziL9lUaHd+VuWcfaGJXzrl39huP9Aro+T036DHhcvO3sTt+88wInpSPUOcDgf3H2LSr59B4tcixeTOX4cIQTXbd7MoalJHh48UTyx2hSQ/8E2YEmSvihJ0j5Jkp6WJOl3kiSF59VBtYGVjOie40c5EYnwqi1bSB84iHvJkmIMau5cWwHP4iWkjh6qWQ13aCbKrTv28ZIzN9Ls8yxMCy6AskRs+BBKsJ2v33wfy3tbefGlWwpj8bUuIjF1AtOYm7TdufbcURGPPX6Un/78Qa6+cjNXlmakyRKx2JDDP+GrpMjzezvJZGMkrWjZ7wsB4Zrt8vHCiQxf/PCPedXz34llCD7x3dfxmR+9kcUrOwBnq63KOtHMyLyiBhYKyIadIWqMEdI7KruVVAJaK1OZgSpnziHzGU8hKsRmMnWCsNvZvcmKzNWvOIfv3/0Bnv/q8/nDz//O8y54A4/+LcdJUMXkAKcGfG1FYipyhJC/x0lTnzX/gsFFRCLHsSyjuJvSVT7+yRchSfCpz/yBbMluc6Gmh/x3EZs8hsvXhOpyon10TeHdr7iYo0OT/OGhw6QjTqXy4v3m76P8+nNRz77i3K34XDrf+/tj1c+TIDM+im0ZaC3l1AZCAa21FSEs1qkaWzu7+enOSu03L9I/0QZ8J7BBCLEJOAB8sOEzSwZWzxn3k51PcVZvHxuWLkXr68kdK2+rtbYjB/wkjxysqQV/52+PoKsKr73wjKrDaTQ7Lj0zRiY6SaB7JX/bfoiHdh7jzf9+Li0hZ8utuXz4WxYxNbi7Lmn7fEwRQpH44U/u57EnjvL2dzybdeud52AYSaZnjtDa4jC/zbbbybJCa9Mqxqf2YsnlJppTDcK2LBiNH+TYjgT/8dwb+N9P/4GVG3r51q3v5t1feBkdvU20+5YzmTpB1iqxmy3EtjoHAAohGEsdIaR3lkVjlEqzu5ekGSFhzJySa5bJrHuaTB3HpXjx6y1ceNVmvnP7e7n+ky/i6L5h3vbCr/PdT/2ZRDzNTHqwJvAuxFxU7R3HkyOYZopQcFEF+NqqhNsVwudtY3K6mFr73vdfzYrlHXzmc39keKS69lgLfOuZHrLJCPHJE4R71hbavfKqbfS2h/niz+7GVjWC3auY7t/lhHc28Pirab8Bt4tXnb+VO3cfZP94JT0pOGTrif178K3dgNByJ5dilCTh3bCBV2/cSCyT4Tf7dldeex7AW2jWUKsaIoS4Q4hCgNzDQG+99tVHUN9+8vMHHyCeSvHWV1xbmYEl54PIJXyr15EZGyFbSohcIsdmZrh1+z6uOWdzVS24EbGMFJH+PQSXbSyUs/7iz+5GVxXecc2FgDPhAu1LEbZJbOJYbnzFPhZqirAk+PRnb2FsPMonP/XvtLZ6GRvfRVPzskL4GVSCsM/ThscVZmJ6f8U2rtoH2qhzrqKETfwQXnczPr0Zy7S55cYHed1lX+D3P7qfC6/azP/d8Z+8679ewboVWxhNHChUDC7IydpdS/7MZIexsWjSa5MxKZJKu2c5Y+kjmJJRs6+Gpcb4E9lpEsYkz3/+8/nmH9/FB79+HYZh8sm3/JgPvvr/OLJ32CFtD61mJjtM2pi1W1ngwljt3WaNBJMzh2hrXluYv3kpnTdNLSvJZuPEYkNce+05XHrJOr73w7/z8KNH5ky4KOuznunBNJgc3Em4e41jIgK6W4O8+jlncscj+3h0v7O997T0IOtuYoMHitmM89R+rztvK0GPm/+9+5Gq5wlhE9+3E1dvD1q4erSUkKGnp5cXXnAhP//b3cQy6apl5xt1vuXlVNqAXwfcXuugJElvkiTpcUmSHrdilR7oas44IzbD8IMPcdP2J3ne2vV0loSkzRZZ1/Fv2kx8706y007M5GyQ/fa9jhb8pkvOLDu3kbhgK5tm6sDj+DuW4Ao0F8Csf2KGG//8OFecs5Zt65yED6HKNC/aTHx6gPhkf+63yjHXmqA1aSuTGT78sd+i6wqf/q8X0tzURiDQW1WTKT4YiZbwSgwzzeTMgTlBOD/+MqmRnJCvtjweP4xpZ2j1LyvbPscjKb73+T/x+su+wB2/fowrXnoWv37gK3zlex+jZaVdCcJ5OYnQs0hmhIg5Rqd/NZKq1AZWRcbrChN2dzMY34tpZ+bufJ7jtNUkl75sPXc++is+8Z3X4/HqfP7dv+D653+Nh/9aktGmKmiKm/bAKoaje0jnSJVOLfgmGR7fTkt4BS53OeFOtZ1Te/tGzj6nm9e/4WLuuns3v/jVIw3ZfRsxPdimwXj/k7iD7XjDXYXv4D9fcymWbXPDr+4tG3t4yQYysSniQ4cqdpXl15n1twJhr5tXX3Aad+4+yN6xSuVM2DbxvTsBCc/SFRW231Jwf83WrciSxHfvuoPk9qfLHP9VnW+5PqSTsQFLknSXJEm7qvx5fkmbDwMm8LNa/QghviuEOEMIcYYS9JUNsKxd7kaM4VESjz2Fd+N6fnBgD7Ik8bqtp5W0K79JWwEt3ERgwxbie3aQHq4slX5scobfPrGbl5+9mZ6mYMMli4xEhIn9j+Bp68XXtaTi+A/++AjHR6b50OuehcflpOiquoe2pWcQmzxOZORg+cuaKy2zjhw5Msj1b/88S5d287VvfhBNy3VQB4RlVaOzbRNZI8HY1O4KL3dDIAwVH79lm4wkD5AVKbqC68upL0uAeHI0yjc/8Xtee+nn+e0P7+Pci0/n53++gS/e/CYufdHW+oVAGwRjIWwmU/1MZ4bp8a0rJDvMJU3uboJ6OwPx3aTNeP3GDUZILFrRzms/8Cx+9dB/8/Evvot4NM1n3/Ez3njFl7nn1u3YdvXQMp/eTJt/JUPxPcTMyurbjThHq4FvKj3N8PiTNIWWEgiU7wpqhZtt3bqaL37xvTz2+C4+8rHvYJcCbgPgW8v0YGQSjB15FN3XRKhzVaHdleeu5dyNS/mf39xfEXYmqzrNq88gMzPOzIk9hXAwqO14y8ubLjkTr67x9TsfLG+ngJ3NENv1JMIy8W/eUiBbrxi3DAGXi2s3beJPhw4w2deFEILEo09iZ6ss3KWmizlMEVK9FaURkSTpNcCbgUuFENWLXs0S17Je0f3ptyJsiQKLuC0hLAk7nSH99H6sSAzv5g1oQWdL8NVnXclly1Zw/ve/RySTRrJByuNIro88rliRGPE9TyO73PhWrkPNxRdKNrQHfPzlXa/jjl0H+eCv/uz8njtPssv/JmsRHzxEemyQ4OJ1eMO5sJ0Sc6psOc9v6/Ie/u+DL+NXdzzFl3/2t8J4LCPDdP9ObDNDU896XHrRWSbZomzcpb8BSGbJu7FsYpEBZqaOEAou5mUvfQ4feN/V3PnX3Xz+s7cUaTHs8vcpl/RhmyaTMwdJpidpbVqFv7QKQ+H65bZiyawS3mfbxNMTTMQO43U10RpYgSzJ1dvmxSzepMenc9mLzuCKl53B0lU9xKNJ7v3TDu65dTu7HzvqAFSjYpqkzThjqcOokk67dzmqrM993iyJZSeZSB0loLfR7O51FpN5aOChZh/nXr6Rf3vBVjacsQwja3DfX3bwp589yp4nj5c3rkEfmQfTtBFlNLLfqUrsX46qVfIoV1sgZ4OvKVtMzRwmmZ6krWkNXl9r2fGKNOOSTLcbbriOmUiS/3f9/3H4yBOAoKV9HZq7GMXRCPjmf7dlm9jEUeIT/QS6VuJv6Su0bQl5+eVnX8PR4Une+IVfFebybL5fUxhEj+3BSEQILluPHmqpG/nQFQ5w23tfwx+37+Mjf7izcFwIQWZiiMSh/bi6evAuWwmaXFP7FTK8Zds23nfeBVz9yxvZMzGGLVmkDxwiOzCEe/1KtL4uCtxXsqjQfo9d96EnhBAVDqiTAmBJkq4AvgJcJISobnytImUADGBLWNEk2eODZI8Po/f14F6xvJinbkmsbmnlz9e8mhseepCvP/JwESyrgLBkOVuL1PGjpAeO42rtxN3Vh+Z1EhXefel5vP7Cbbz0mz9n79BYBQDb6Qzp8UFSwyfQA2ECi9egKK5C/04jcv8vPr//vObfePElm3nL527mqf0DhfZCCFJTQ0RG9uPyt+AP9uLyNpVtAGqBsMgYJOIjxGYGnHpe7evQdB+SJXjFy8/mDa+7iN/94Qm++bU7ih3UAWFsQSo9zfj0PjTVQ9DXjU9rLgvInw3C4ACxEDaJzCSR5BCmlaE9sCJX3qaybU0xy7XvVVs6ufTFG3nW1efj9bmZHIvy0J27ePRve3n64cNk0tWrLAshSJlRoplRUsYMrd6l+PXWSj/BPMS0s0wkj5E2Y4RcHQRc7XXBvLOvmW0Xr+HsS9ez+ezlKKrC4QPH+dNN9/PAHw8SnS51Ntbf6swGVFtYTCf6iaZHCXg6CXo6axdWpRx8DTNNNDNKLDGE19NKc2gZijqLpa8G+HZ1h7nha9cBcP07f8rIRAwhBLHoADOTh/EE2ggEe9DdIcg5q+qBr2UZJGeGiEdOoOpeQr1FhSjf9ovvfB5nb1jCKz5+I8fGpnPHysG3tH06Mkb02F5UfwBPRx9ac4vDZTFLK/78y6/gWetXcuUNP2QkGsfGIjM+Snq4H2Hb+NesRw2GiqxnVQA4T7p+7+tez57xcV79x9/kjgmQwYxEST69y6nYs7wXrafNMX39kwD4EOACconqPCyE+H9zneda0i063v9azJkE1kwca2IGK55E7+tG6+tD8XmRrDw4U/j3d656Pmd193LBD75HPJutqwXnf7dSKTLDA2QGB5FdLrRAE01t7dzzmQ9waHSSV33zZwjbwo4nMONRzFgEIzaDu6kDT0cvuifs9FcA3JIbmQXCHlXl5598FbIscd1HbiSRzpa1F9ksiZkhElMDYAnc/mZ0PYDuDiCrOrIlgbAxjCRGMkY2EyWdmMTtChMI9eL2tiCL4mSXLMH/e+MlvOwlZ/Lznz/I97/395Kx1QFhwLZMEslxYokhDDOFVwvj0gLomh9VcSELB+RMO0PGiJE14iSTk+iqh6CnC5+7rchjWyMJplEgFkJgqwm2XLCIf3vO2Vx46Zl4fR4y6Sw7HjnE0w8fYsfDh9i78zDJTIyMGSdlRgCJkKuTgN6KItevQD0fSZsxoplR4tlJ3GoAl+rHpfhpb29j81mr2HzWCracu4rFK5wd0dFDA/zlj/dw3+07GT2cQVNKzB/zBN6CFPgaUkRTw8RSI2i6D7ceQtf8uFQfsqwiZAnbtsiaSbJGjHQ2SsaK4/d2EvB149L99X0EUDje2hrghq9fh9fr4p3v/TlHT0yWNTPtLPHoIPHIIKgqbm8TujuI5gkgKxogYck2ZiZBNhsnm46SSUzhCrXia+rB5WsuODbzYHf1+ev4+Buv4Ku/vIef3fVk7lipWYSy9gW/jGWSnhkhNXoCy8yih1tR/QFUfxDJ7WLT4h5ueter+Z8//50v/Oq3mPEomekJ1EAQV08vems7Um4sQqkOvvnrvXbrVj560SW85De/5PHhwQrnmy1ZWONjZI4PYkWiaB3NKOEASpMf2edB0SSOve5Tpx6AFypqS0iEnnMhcsCHEgqihIOoLc1IOc5YkQNcyZIKICdZEhva2vnjy17Jlx64n/957NE5tWCns9zfpo0xM40ViWDGo1x30bl8/u1v5rUf+29uf/BRVJcX1RdE8wTRw61lXLqzNeTZWrDzm3Ohzcu6+e4HXsqtD+zhM9+7o7w9jnYrhMCIR8kmZ8imo5hJp/6VQCALGVXzoLsD6HoAt68ZVXWXmSOkkutKluDd73g2z716Cz/64b3ceOMDxYNzgHD+eNZIkM44Y8kYMSwrixACSZJQJa0AzB5XGF311jRL1JK6QAxlYGzaGQwpwfozFnH2JRs59+KtLF/lZBsmE2n27zrCgZ3HObx7hKHDMwwdnySVWIADrY5IkkRLZ5CeJS30rmpi5cY+1mxayuJl3blxpHjy0d08ePdTPHLPHiYGknjUULn2fZLAO1ssBVKZaTJGjIwRxzATWNggQJYVNNXrvCdPEI+r2cmKhIbBt7nZx5e/+gpamv28+z9/yYGDIzWdbrYCmdQM2XSETCaGkYlj2wa2JJAkBVX3oHmcb8kVakZRXbk+pML5AJ0tAX7+mVdxoH+cN3/pppqmh3KtOvd3CUCaiRiZ+BRmIoaZimIbBrd87b9Z3NXBef/vXWRUHSUQRAs3I/tz7IKzwlVrab+6ovD3176eIzNTXPv7m3PHRGFsZVUvZIGdSGFOTmFFoliRGCKTBttm6md//tcBYNeyHtH72bdiW1KZGSL/dxkAQ5kW/L2rX8DpXd1c9IPvE2tQC86DcCmQKrLE7/7jOjyaxvO/+hPShlnTFjz799JrVDNFvPUF5/Ha55zFh751K3c9eqB8TGU23mJ/pb83YhMuG4steN+7r+LKZ2/kxhsf4Ec/LHqRGwXh4jWqmB9qmCSqyskAMVSYKADCLX42bFvK+tOXsHJDL8vXdeP2FLfUE6MRxgZnmBiZYXI0wsxknHgkRTySIpXMYBoWpmlhWwJVlVF1FU1X8Qfc+IIeAmEvze1BWjtDtHaE6FrUgttb7H90cJpDuwfZ//QJdj5yhIO7B7Cq3UsDpYHq1ltr1BlKdWdbZX/1o2Py0tYW4ItfvpaWZh/v/9DN7NozOO+Ih1o0k7XaKorMtz/4Epb3tvKKj9/I4FQ0d2xu7bdaCGnpsedsWcPnX34lH/nNHfxm++6q55YCcCPa7zW/u4mHB09UaL9CEZWsZ7IomB7k3LEj13y4KgCfPN/fAqTLWwyDkWThgLAsCgAqKaIAwnkRikCyJL766IPc+rJX8vrTzuCGh3OeTSUHkrk+bCVne1VKQHiWWLbgv275Gz9+40t448Xb+MadDxWvJTsAV/g710/+/2UiA7YzcfIg/O0/PsTpa/r40GsvY8/RUYbGI8UxyVIBVIVaBOHS3xuR0rHYssSXvno7lmXzyleeh8ul8p1v350bn1QGsrYqlYPwrOMFPuESgBGyXAHC1do5/dU2S9Q8p1RKQSwHxjOTce7/807u//NO5xKKTO/SNvqWtdGztJXepW20dYVZtqabMy9eWwaejYht28xMJpgYiTAyMMX2hw4xcHScwWMTHDswQmSqBnFPg7XY5ixyWcv73oCjrWq7KqFgtcC3qyvMF798DYGAh/d98Cb27B06JeBbPubKtm9+0blsXtnDh779p3mBbzWZnXTxvqsv5OkTw/x2x9zgW69Pn6bxlm1ncX//8appx1UTL0ocO7Ii2NzczbP7VlLLLvuMAHCr20fvpMVj4yeQgkHkYBDZlftoSoA4D7p5kAPYPT7Gnw7u5/WnncaNO55iMpUqA8mqIgEiR8EXiWLFo1jxOHftforfrOzmtReeyS//9GcGYhk0TxDFVcXrPAuE84BaKnkQtiybj3znNn76iev47Fuv5g2f/iWmVR6GJkwTIx3DSEUxEjFsy3AAWJJRNTcuPYjuDqBq3sI7FapUpgWXgrAlwVe+9mcMw+SlLz0Lj8/F17/6ZyeiYA4QFpIgm4mTNeJksjGnUKOwkW0JRdZx6X50zY+u+ioiB08GiKudJ4TAsFJkzAQZM45pZxzqSElCsWVcqg+X4ufYQYP+Q6MVfQPoLhVf0IM/6MHj01FVBUVVUBQJ07AxDQvDMEnE0sSjKZKxdM3IC9PKkLbiZMwEhpVyPmYJZElFV7yOfVj1l5msqt1nVZkH8AKYwiSTjpMxYhhm0iHcVyRkSUbTfI4Jwh1ApWiDrmVyACfa4fNfeDkuXeU9c5gdZoOvbZtk0zFnLOkYtm0iEEiyjKp5Uf2OOUTRPOQRLw+mZ29YzGuecya///tO7ni8Son5KqaHwrWrRD0I28JIxzETMd770qto9nm47hOfJ3LsOLLLjRIMovoDyH5fmd237BpV4n5fu/U0Wr1evvTw/bljc6Qd4zj/RTKBNRPDjsZ48ysuZ9ui1f9aAGzaNu+68t95+Xe/gDF8DGsmhtIUwrW4D7WzFQmloAUXQJgiIH/lkQe5YvlK/uPMs/j03+8p73yWFmxLNubEJOmhAcypSRSfH9UXRA2FkRWNz992N5efeRr/9bqX87IPfppYPIqiefB09OJu6UJW1EqtNycFEC5ZIPIgPDQd5b9+eAdfuP55vP3ai/jKjX/DkgVmPEJicoB0dBRV86C5HaBVFB0kCSwLM5skER9hZuwAkiTjC/cQCHShqK66IGzLEl//1l0kk1lecc05hMNePvvpP5DNmlVB2EwliMUHiSVGUBQNXQvg0vy4lZBT4giBlUmRTE8zHevHtg0C3i4Cvi5cs0rMC7VGGFodIM6fB2BaWeKJYSLpERACl+Y4vny6E6HhVPA1yJgJIulxTCuNz9VCSGvHpfjL7K/ZjEl2PMb0eKzqNecSW1jEzEmi6REMO4M7B7JevaUQ62zZBlkrQSI5ScZM4NXCBD2deDwt9SMx6lTbqKrxCpt4dppoYohMNoJLd+zxLk8Tcg70hbDIGglmEifITsfQNB9Bfw+eQHt5/bsS8N24qY9Pf/rFZLIG73zvzzlyYrKkVFJ18BVCkE7PEJ8ZIJWYQHX70NwBNHfQ4eiWJAcMrSTJ6WFmhvYhqRq+lj48Ld3IaLQ3+fnEm6/k8MAEX/rF34rPvE6J+VoZb2YiRnL8BOnxYWSPm60bN/CqKy7hZ39/mAPJLHprO1Y2jTE5RrL/EMKycXf34OruRfZVpqiXgnuzx8MbTj+DO44cYsfYSMkzzLct137tZJrsiUGyxwaRVBm12c+G1Wt49oYz+MqDt1XeVE6eERtw7/pVYmD3AV50x4/YMTWElbHJDoyTPTqInUzj2bgarbOjri34sxdfxr+vXc/lP/kR/ZFIVYecNT5JYt9uJEXD3d2Lq60LSVUrbLrXnLGJjz3/Uj7wqz9zy5O7MSYnSY8OkI1M4e9dgaezDzk3C2o65HLjc34rPtN3veQiXvHs0/nIN37Hz37xSywzQyDci7epB0VzFcwO1ezBQgjMRIT4zADJ2BiBYA+h1mXIsloeIwwVjrkXveB03vr/LmXP3iE++uGbiUaLIVGmkWZq6gCp9AwBXxdBTxe65i25jyorvWmTNZPEEsPEksN4XE20BpajKpXb/bomhllAbNsWU4njRFMj+N0tBD1duNRA2TOsJqadJZYeJZIeQZV12vwrcKknV+1YCEEkPcRUoh+PFiLo6cSrNc0Z2mbJNrHMONHUMLZt0RZcgVefldI6T+AFiGcmmYgcRFU8BH1d+DxtyCVlp4p9lwCnsEmmJphJDZHNxmkOL8fv7ypofgAXXrSGD37wuYyMRvjPD93EyET5QlUNfDOpCJNjexHCxh/uxdPcjaLkCuJWIdkBZyObTUyTmBogFR+nqXsFP//aB1ja08JrPv1zjo46ySaNmh7yAGlmU8SO7sFIxfC0O4Cqe7z88q3X0Bbwc/U3fkwsnakAbjMRIz10gsz4MHpbB+7Vq5yFo4rt96MXXcyrNm/hil/8mEPTUzVtv8IwSO05gDE0hr6oA31pN2o4gKwIvnHeC7iwczkX3/51nnj+f/7rOOG8K3rFwO4DbJ8c5I333oyd13BtCXN0muT2vSiBAJ5Na5ByQeizIyLavD7ueeXrufvYEd7+pz+VAbBtGKT2HcCYmsS/aq0TclLHISdJ8LPXv4wlrU087ys/ZiqRQrLATMaJH9qDEDahpRtQc+WH5gPCigRfv/45bF69mFf85zfon3GoIufrlLPMLNOj+8imIrR0rMPta54ThC88fxUf/sBzGZ+I8ZEP3czx4xPE48NMTR8i4OsmHFpS8JZXOOegJhDbtsV07Bix5DAtoeUEXO1VQWoup1syPcl49CBuLUhLYFndmNtafQkhiKaHmUz2E3J30eztq1nZt55kzSSjMWfH0e5fUYi5rXrNOqaFRGaS8dghvHqYFv/yivjbRvoxrSzjsUNkjTht4TV4XOHa7es42jKZKBOT+5BVjdaWtWiah2uvPYfXv+Fidu4a4MMf/w3RZHkEyWzwtW2LyMQh4rERmtpX4Q121bQF13O6mdkUH7juPF569cW860u/4L59wyXHG4t6EEKQHD1OYvAInp4leLuXIMkyQoHXXXgG77nqAt7581v5y96DFecCBduvJUxShw6QmRzDu3YNekdHGfguDoX5y6teza/37uLD99yV66My8sEcGyX19F7UrjY8G5Yj6RqSLJAVwYpgK7df+Ub+d+8DfG3v3zj44o9VBeD5z9RTILYQ/Ojgw/xb90o2NncVPIUAakcTgUvORvZ7iN/7KGW8ESUPYDyZ4LtPPsZzVq7m9K7uwsO2silijz0CCoTOOQ+1oz13Tu3xCAEf+cOd+FwaH3nhpYX2qtdPaOM2PG09TO19lGykPC6yFmOa85uEbZmMHXyC6z/6Fabjab718TfRGvaVndPoBFZUndaeTTR1rmFieCexmRMV3KuzGdTuvf8A73zvL/B4dL7xrVexfr2HSLSfzo6tNLesKIYqUcVWCFWdOU79MIWW0HK6WjYzEz/BROwIdhUAzqfKVgOOSHKIsegBWkMr6WhaN2f2WmlfpX1KkkTI001feAtpM8pwdE9tjokaksxOMxh5mqC7g57QxjLwrXXdWuJztbCodRtICoMzOzCsysoL9frJWCkGJp9CUzz0tm/D4wrXIEmS5gwxc3lCdPdsw+NuZnp6J+//4FUFbof3vP+Xc4KvZRmMnXgCw8rQtfRcfKHumruBenMX4NqrzuGlV1/Mt2+6i5tv+jmp6ZHc8cZMD8K2iRzZSXpyhKYNZ+HrXVYA32VtzVx/2TncufvgnOArFJBVFc/6dfg2bSZ5cD+pw4fLaAs+cOEFGJbFDY8+lDunxOSnOGGkmcNHSO3cj3fbRrxb1hbANy/XbziPlGnwk8NVyimVyDMCwAA3Hn6M6UySd228oPBb/gYkXcazYSXu1ctIPvw4VjxR1QD+3aceYygW42OXXIIsSVjZNLHHHkPv7sG3bj1StVTSWR7Q/Is6Mj7FN+96mGdvWMmVm1YVm0sS7u4+Qqu2MHNoB5mZiapgPpu8XdgWk0efQlF17LYVvPebtxDye/j825+HSysfV6MgDODxt9G+5EyiU8eJTffPCcJ7Dg7z/976Y/r7R/ja19/Bf77vnbjdudJFVT7gqk6bWe3ygODSA3S3biVjxJiIHMCWpKpe+tJzAGYSg8wkTtDdvAWfK5cOvYCKxKWgqLq8dDVvRFZdDMX3YCmiJmiW/p6wIowkDtDRtJ5goAc0pWGwLT4jueyPLKu0h1YR8HQyNPU0ppWpeAYV9yLLZKwUQ5PbaQosoSW0vLq5AeaOcihpI0kya9Zs5ubffINnXbqRb3/3L3zmc7eWcfo61y99PnnwfRzdG6a1e1NBk19IxMPZGxbzrldczD1PHuL7dz5Ny4rTiQ7sIxHJacGzYoxLx+NovjaRQ08jTIOmddtQfL7CMUWW+MxLn03KMPjUrXdXnOs8hPL/56+hNYcJbjuL7MQo6UOHEDKc17eIZy9fyf888QjjyUSF6QEgs/8wxsAI/ou2obY2VUQ+rA618dxF6/nxwUeZzpZkQ1aRZwSAJUmQMLP834EHuahrBWe09ZVpwXnRl3bjWruc5CNPIfKVj0u04JRp8rkH7mVjewcvWbeO+JNPoff24l6+NNe2SNTjnJMfQPn/8y/sBw89zo7+YT76gktpDfjKgFYPNRNavYXI4acx04n6dJYyRI7vRtFchBavR5Jk9g+M8/H/u50Ny7r46BsvR5JqT+a5QFjTvbQvOoPI1DFSiUmEKtVkUAM4eGQX17zig9x1925e/4ZL+K/PvpRAIOdEa0CTKrSbJUKVkXUXXS2byBgxIvETuevLNYE4Yc4wnR6gq20rulqdq3ehJeIlSaY9uApFdjEePVgx1tkAmDVTjEb30Rlah6eEo2NOaXB8Tb4+Av4uhqK7q3v0c88pXyJ+ZGonzYGlBH1d89J660U6nH32Cr79ndfR29PKe//zh3zxS1/HFNmSMVSCrxCCyaGd6L5mwu2rClrvXPO12lxd3tvKZ69/DocHJvjY/92OEE7BzfDqM4ie2IeRiFScM3v+xvsPYtsmodVbIEc+lf/+XnfhGWzq6+RTf7ibiXhDVDRlIrtc+E8/nezYKNbwCB+9+GKOR2b43vYnKtoKRZAdGMYYHsF33unIHhezU44B3r3pQqLZND885GjQilzbFPeMacAAPz38GKOpGO/bdHHhN2lWPJ1rcQ9qa5j07gNVV6M/HtrHo4MDvPfsc2lubsaVA9/ZbGmNiGULPvC7v+DSVD794svK+hEy6MFmfD3LiB7ehRB2TfL21NQIRjJCcPF6REms6N3bD/GNm+/l8rPWcP1LLig7x+mncRBWdQ8t3RuYHNntVC+AqiCczcSITB/D37ya//7CbdzwjTs4/bQlfPu7r2N9jtjdeU4L04YBJF2nvW0jM/F+MkZp+e5yILZsg7HIftrDa9BUd+Oa5mzAqwN6kiTRHlhJ2ogRT9emJxFCMBbdT5O3rz74zuPahb5L7ivsX4Qq60zFjhePV1mgJqOHceshAqHek9N6S6oXv+nNl/CZz76E4ZEZ3vQfP+Kppyfwh7pzzjRRAXT5+ROfGcASJk3zAN+yceXatjf5ueE9LySZNnjX135P0jByxyU0T4Bg31pmjj+NsKyaIWfZ6BTpyWFCKzciyeWN1nS38dZnncPtT+/n9j0HcmMrngs0lPEmu1x4N2/iFStXsqqllc/cfw9Zy6pMOU6mSO/ej/eMjchVGPxkRbC1pYdn9azm+wcfImKk64JvSdf/fFFkm7Rl8s2993JGWx/P6llZ0ILLKNxkgWfjKsyJCYyxWTbYXPsP3/YHQl4vH/t/b65po2pUCz42Mc2Xbr+XC1cv5brztla08XQtBlkiOVz8oErPN+wM0f49hJZuRM6ZGkq9vDfe+QQ3372dV169jZddtrVsbE4/jYOw29eCJ9jB9Oi+knNK2kk2E6O7aWpdiaZ5EYrEH/74FG9710+xbcFXb7iO17zmApS8h3w+GtasdprqoalpBWORfRUl3/OAMx49jM/ditc1K0KA+vbiqlINGPMmAFWjI7yW8fhhLLs6mc9MchBJVgj5++r21YjUsxFLkkRbeDXR5BApM151Z5BMT5E0pmlpWV3lPuev9S5a1MI3vvVqXvays/nDH5/kbe/6GUPjUYQiEW5ZjmmmiSeGy07Pzxsjm2Rm6jAtXRuQJIchbD7zM9/W73Vxw3tfhM+t884bfstopLKysae1C9UTJDJysKSf3N8KCMsiengXgWXrkDVX2TGPpvLFa65iKpHiU3+an+mhWtRDd1cXH7zuOu7a8RR3Hj1c8lzzfQhST+/FtbwPNRws66cUr96/5RLGUjF+fPARGpFnVANWZJtfH3uKw9EJ3rf5EpQaFS8kTcO9biWZg0erasE7HnqY799/L9du3sqWzq7KFzFPU8TPHtvB3XsP854rz2dNV3l9KBSJwNJ1JEeOIWyrwh6cGh9Ab25H94fLfi+deF/8xd+4+/GDvOvai3n22WvKxuaMo3EQDretIJWaxDBTJec47VKJSZAlfKEiB6xQJPYdHuWNb/khd/51N6981fl87RuvpLe3uXihRrStfLuStgFfF0gSCXOmAogMM0UqM0VzaHldE4Uz/sadXrXErQfxuVqcuOJZoGpLMJMapC24YkHsafMZn5BlFM1DU3BpwUQzu6/pZD/NoeWFuF5gwYvh819wOt/+zmtpbwvykU/8lhu+cSeZklqJkiTT1LGayNSxguOpdNGORk7gD/eiuXwVWmmj4OvSVb70zuezuLOJ933zFg4MVikDlHtswUVrSI0PYhvZiu82PTmM4vXham6vOPaB513MkpYm3n/z7TVLzM9HPnrxxeiqxvu/+x3M6ZkKn5M5E8FOxHGtXFK2qy5NOX5Wz0q2tS3iG3vvJWkZBe1X/kcV5TwVYgnBl3ffzYpgKy9dtqWmFqx1tyNSCaxorOzhWNkk5uQUX9+5nZF4nM8+61lociU1XaOSP+/Dv7+DmWSaL157FV5dK+tH9fpRvH7S06Nl17CxSY6ewNuxuGpF5TwI20Lw0e/expP7B/j4G5/NBVuX5Y6XjqMxEJZlFV+o24mKmFVVIzbTTyC8CEmSKrabiYzB5790Gx//9O/p7m7iO999HS992VnI+T4aBYCStvlKzNH4QG4MRYCKJgYJeDvLQKbUBlpP5huJkJeQt4docqhCI4+nx3CpPvQG4oYXcu1q9xXwdpLMTGGY6bK+MtkYhpnC58kt9DXMPHPZ5Xt6mvjiV67l7W+/nKe29/O6N/+gonR83t7rcoeRJJlUZqoMfC1hkYwM4w/3VczFRuYjgKYqfO5tz2XLyh4+9n+389iB4qJTLeJBcrtwN7WRnBwsf4ZCkBztx9O1uGLuXrlpFS/etpH/+/ujPHJ8oHBvsDDt95IlS7l65Wq++djDDLk10ieOl41TKILskRPoS/uKpO2zQFWVZN63+RIORyf49bGnGgLfWY/inyv5gSmyzV1D+3l07Djv2nghfs1V7pDLa8GqhL6kl+zxkkq2MmRPDKH1dZHE5uN//ytrWtt40xnbqlywMS04LzPJNO/71e0sbgnzsZLQNHBemrdzEanR4uQSCmRmxlE83gLvcD0QztgW7/3GH9jXP8Z/v/U5nL1hcfk5NA7CgXAfiRkHaPLHjGySrBnHG+4oOa/8HoUice99+3n9m37A408e5c1v/je+9b+vYeXKkkrC8wRin7+DTDZeppHbCkTTIwRCfZXnFMbWGBgX2lcBxtl/dE8QVfeSsGbKzo1mRgkGexvqo6GxlIy91vhlWcXv7yKaKU+fjiWGCPp7kBSlJvDW03oVReaaa87he99/A6tWdvLlG/7MBz/6a6aiyZppxZIkEWjpIx4ZKDkukYyN4PI1I7vdZb+X3escBDv/9darOW/TUj774zu584kDJccrwbcQ2dO5iNR4zoGb+81IRhC2hdbUUryeAotbw3zy3y/jyeNDfPOeh8vubSHg69d1Pn3ps9g/OcF3n3ocvbcHc2wCO5vzq+SSLcyxMfTFPTW132tWbGVFsJUv7vor1jxyK56hKIjcxUtu5rM776DJ5eVt688rtpvlkFPbW7CmZ4Ci/decmUZtdV7SXccOc+vB/Vx/1lksb2o+aVPEo/0DfOuvD/PcrWt56VmbytqoTS0YiSh2CSdlNjmDK9RaMzIiL/nJGM9meftXfsvRoSm+8I7nc/qaYpWAvDQCwrLHi6RpGJlE4VgmNYPL24wkKxXOudmhahORBB/9xO/4+Kd+R0uzn2/9z2t46/WX4fOV8No2CA6ypODxNJUVl8waSRRZR1M9DYHbbEBrFJSricfVTCobKVzTUiBjxPDMzlSbh8xnbKX363E3k8kWvf7IEulsBI+npeK8RswNGzf18e3vvo43vPFiHn7kMK95/fe49bYdZcDrjHf2mCTcvhYyqRlsqTiX0slpXIESwJs19+qCryzxiTdfwSWnreCLP7ub3z+wq+R4lblTuqP0hbBNoxiuJ4MRm0YPFdO683bfG657LoZl8Z6b/oRZh3mvUXnf+efT6ffzgbvvIGtbSG4VJRjAihbfkzUTRQn6kd25BzAr7Cyse3jnhgt5YPQodw8fqNB+VaV2XPozpgGXDkqRbfbMjPDro9t51cptLA00Vw1LU8I+7HgScoWYhRDOwwmHCoD8yXvvJpk1+NzllyOXbL3nNEXUAOFv3/cI9+4/ygefexGb+joLzWVFRXF7MZOxogMuHkH1B8vOL7OjVQHhaDrD9V/5DYNjM3z13S8oFPacLwjrnlAZ6GWysbLii/XihZ37lvj7Qwd59Ru+x623becFLzidH/3kzVx55aa6ZgmoBAuXHiCTjRbaZ8wYLj1Qcd5Ct/XzAWW3HiCTjRX+nzXiaKqnLAllPtecr7mkVPLPRUiA7GSZGWYKXS+vaj0X8La1BfjQR57PDTdch9ej85GP/4aPf/r3TEQSVU0OxbEVwxUV1Y2QJCyzaD/NZKLonvz8rT3nSm2+ec33U2+5imeftYav3XQvv/rb9uL91Ekzzo9RkiTUQAgzXgQ9Ix5FDTrRKflv8uMvehYr2lt47y9vYyRXN+5ktN9tPT28ctMWfrj9SbaPFp2SSlMIKxItYIoVjaA01Xa8vXvTBfg1F599+i/FW20AfEseyT9bSlaQkhv5yp67SVsGnzj98sJvpVqwpCjIfi9WLOdRzaaQVAU5xw0rFMFEKskn77ub07u6eePpFZl/tbXgaqOUQQj4z9/czkgkzg3XPbcsPlj1BzATsUJbMxFFDQTLzi+9lnP94j/zk3M6keItX7yZE2MzfOXdL+C8zUsrzpvrg9DdAYeVKr+FS8fQPKEKu3A9bRggns5ywzfu5C1v+zFDQ9O8931X8+3vvo5t25aV3EN9INb1ANlS0MvG0F3BqucUx3byW/9qf3Q9SMZKFP6fsZLoerChcxuVhsYtS6iaG0lWMHPZcVkjgaZ6QVMbAl6fz8Ub3ngxP/7Jmzn/vJX85KcP8Jo3fo/7Hz3ckNZbJoqM7g6Szc0ZS7IwjRSayz8vJ7CmKvz39c/hsjNX87Vf/Z0b73i8pM3c4AvON6j5ghjJaFGZSUZRfcXCua8+/zSeu3Xt/8fceYfJTV0P+5U0dads773YXq97LxhMNab3GnoICaGkkIQaSEIKkACBBBIgEHrvHdOMjXvv3l3b23udXiV9f2h2dmZ3ttjk+X6c5/HjWeneqyuN5tXROeeewz++WMuausZh/YHDgq9Fr+dvy5ZT39/Hgxvis51JyXZkh3b/CpKK7HQhpQ5XIERJZUpqNpeUz+Glg5updXbFhZ0NwFf6vjrhhmrBvQEvf9/7NUtyylheUJnQIScYdaihcCQRRhiMw+Px3qvZzycHavj5okVUZmQM/6IO0x7s8AW46cX3sZmNPHzZ6eglCVUCQadHidHGVVVG0MU77MYL4V6Pj+sfeIODLd08cPOZHD93wrB+o70SCnoDihyK9lGUEKKkG9ZP6zu2Nlx9qJObfvESf/jTe5hMeu67/yL++uAlTJqUG3MeiUEs6PXIghwFiqLKgyWDBvqMAmNtjkdmjx0qoqjXUiVG7HKKEkb8DuWLDmteCc5Vm49238uijKBPMJchfQwGHeefP48XXrqeiy5ayDerq7nyh//hv89/i39IAvvRtF5t/6AGK0p6ZLT7V1Fk7a1AkmL6EtdvQGKjHf768zM5dnYFD7z4JS98viWmzfjhC5HfUuS6qCKo8uC1WVhRxC2nHs2K3bX8e/XGhP0PV+48dil5Nhu/+uJTfOFwXHSVYNBFf0sAajiszWWI9isAv59zMr0BD4/uWzl4ujG8Gg2+kcP930jsxGIdcq8c2sLevnbumn0iFp0hoUMueiHi9mn/DVzIu1Z+gdMf4MHlyzFI0ne2B9d093Dnm58xuziPu885PjKGADEB7bHB7UcC4X6fnxv++hZ769r50w2ncdbSacP6jeoUiQmpUoXh/Q5XG1Ylga++reaqa//DPx7/grLSLB7/11X88c8XUFkZU958KGgEIfqOo+gEraR5It7G9hsDyNqcj9xRdjjynZxyY5yPKgkoOu26qKjEXZgh/YxGHeeeN48XXvoJ1//0RGpq2/nxDc/ylwc+or3Hddha77B7R4z/HHf/jAFfu8XEP35zHgunlHDvf1fw+sodMW0OD76D7WIXh2ifi9JTeOjS0zjU1cvt73yW8DyBw9J+jy8t4+Ip03li6ya2tLcOm+vA+ENz/UK84+38shnMyijggV1f4goFEmq/Y8n/qRMOBic6AGFZVfnd9o/JNtv4xbRjBvsMXEg5rHmMASQRdcjTCzQI9/p93PrVZ0zOyOLXRy05zAkOjBP5PzLup/tqefzL9Zw7dyrXHjsPVQ5Hl0YiCQiShCrL3wnCrkCAGx98i/W7G7jzmpO49uyFw/olCgsa0GAGtguihJJghdF4tOGhN3hIVXn73S1ceuUTPPXMN1RNzuOxx6/kgb9dwpy5pfGNRQEFebBgJyCKUlQjThg9EdP3cIA8eA4jA1ORNNPVQI4H9DoUQf7OkQ8J5zvCnAfOW9EJqEo4mlNYFCTtDWpoPLXNxKU/WMyLL/+UG244kcamXn7+q5f5ze2vU1vflRC8o2m9Wpt4iCoSqIqsOWlFQftfkTUlYgz4ZqfZePKui6gqyeb2f33IeyM53EaB79D5K+GwVk14QHQSyUY9/776bMKKwk9feh9vMH5RzZGYHjKSkrh/2TL2dnXySIJkOwDIYUT9YLiZIImoymCqQlFSSTdauG3G8WzsauTdxp0Jw84GlEzdKKvh/k8Ssg+IJKrIijBkm8L23hZeOrCZKyfO4/2GPezsbYukrJRRXB4kmwVEFTHJDKEgaigEev2w6hlfN9Tx/M5t/HD2HFY11LO6oSG+esY4ShgNrYTxj5XrKEpP5hfLl7B/yya+au6NtpGSrIS9Lgz21GH9YXCMuGoaMfMdSObuC4f55WPvcdflJ3LdOYvJSrNx/3NfakUYGewbW8YoGHRhiCTZUUUBndlGKODCZEmN3pCx/SAm73DkxzpSonftPAS8wRAvv7qet9/dwllnzOL8c+fywAMXc/BgJ2+8voGVK/cRCsmEgm70RhsDSeD1egvB4OAS5WGRE4lSYUJioB1G2SaAQMiNQW+N/m3QW3F72kfpMYIcxgMBEsftykoIWQ6h05lAFNAbrYRCXlRVQRBE8vJSOeecOZxy6gzMZgMbNh3ipVfWsWt3swbdMTReGFvrjYVh0O/CnqMlnhJFHaLBQEjxoscyrO9AvwmFGTz0y3NIMum56aG32VLbHNNm/PAdqtyEvW6MmTnRfUn2FP5xzbnkJNu4+uk3ae5zxLU/EvgKwF9PPhmLXs/PVnxEUBm+3FiVVGSHC9FujY4hJluQnW4EMSs6/9/OOZEknZ67t304eMoJHG+jwTfmsP//RZdAXR/qkOv0ufjL/FPRRxwiisuDYDIiRMJBBJ2AaLciu5wMlYEL++c1q9jf3cWDJy8nM8ly2KaIuDEjfe9873O21LfwyK9uYMHUydH9emsyIW/8jRI3ZoyMpQnLssLvn13B0x+s5+yl03j4l2djTTIO6xuN+/U50FvtUe3FYLITDAw6woYdk+E/zvFow6ok4AuFee2NjVx6xRPc99ePECWB224/g1deu4EfXruUjAwjRuOA11jAaEomEIqfS9y8YjTEMSWR1jmKBhoIOuMiMIx6K8GQe9jijMMdd7RzGOk8giE3BpMt+gYnSXoMRhPz5xfx5/sv4rnnf8wZZ87mm9XVXH3d09x25xvs3NcypsYLo9t6o3OM+f7DShBFCaEzJEX6gyHJTtDrGNZ3oN9RM0p58q6LAbjuvtf/Z/AFCHkc6G3JmsIiwEO3/JT5E8u4463P2NbSFtf+cGq7xcq1c+aytLiUe1evHDHJOoDsdKJLGbxndKl2lH7tdy1KKsfmlnNG0RT+tf9bDrl6DtvxFiv/NyaImM9SgqeGJCp4wkHu2f4xlSnZ/HjyYkRJJdzdjy49PhxEl5aM3N0HkPCCBuQwN332IUl6A38/9RSkRKFph+mUC4ZlfvLv52nu6uKxa85lQna65sm1JRNy9A6OP8JNN15zBMC/3lvLH575jDmVhTxz9yUUZKUM6xtWQoSDvkENWAeGpGQC3r64OM+BfodjGx4658HzEQgqCp9+tYdrrnuGW259ld17WrjoooV88unD/PuJX3LSSVMxmfQYDFZCIR+yGhoTaENBNi4ox8oQcPqD/RhNydG/RZ0evT5JC9k7AnPHSPMcz3z8/j6MRi20qrg4nR/96Fi++eZZ7rv/cspKM3n+pTVcfPm/uP9vH1PX1HNE4NXaDQfv0O884O3DYE7WVkkOPLTNKQR8fQn7Xbp8Dg/+/Gwa2/u4+o+vUNvaHdPuO8I34AFVQUjSsuP95rSlnH3UPP787Mt8vGeEJDsJZDTtd05uHr8+agkf11bz8p6dw/oOmiHCyH0OpPTk6FhSqp1wrxNBDWPVG/nTvFOocXTyZM3awdMexfTwvcyGJolKzAQTO+S+bqvlvYbd3FB1FJOSMwnWN2Mozo2LijAU5xJsaIm+5yeC8IG+Xn678gsWFRRx88JFiSd0mE651gPVXPX3/+APhnnimnPJTbGhz8wm6OxDDvhGhXDs9vFA+P21e7jhb2+SYjXz33suHbZqztvbjCklG2LyH+ssNgRRwu/piRxvZG0o0f7xglg7L4EtOxu5+/fvcPZ5f+aRR18hJyeV224/gzfevIk7fnsOp5yyDJ8vZhXYYWiYiaA8HjCHw378AcfgMt+IWC25ON2tI/T6Hxw7wXmpqoLVGuJHPzqfx/99Fc/89zouuHAB+6tbueGmv3DxZf/iuRfW0OPwfifwjvdh6+ltJikjP87ea07LxefoQJFDg5EOeh13X3cyP79kKV9tqeW6+16j0xljTopd4XYE8FVF8Lc3YczJRxAErl06jyuWzOb5NVt45OXXCbkcieF7GKaHNLOZR087jWang9u+XhHZPzynDECopQMpzR6XalJKMqBLTybY1MEds44n02Tl9i3vE1LkER1v44Ev/B/ZgAVhEKA6USGsaFdBJ8mEZQlRVFEituE/7/yUo7JLeGDOKZz09ifoMgftq4gqUrIN0WbWajIV5Awr5Dkgb1fvZX5eATctWMjWtla+qa8fs5pydJ8AqIN/h0N+Qn3ddE2o4kfPv80L117IUz88lyufeANvTh6+9iasxROjdtRYe+qR2IQBth5o4cp7X+KvN53Fw7ecw7/fWsPzH23S6pH1NZFRNCsypmYXFgQBa2Yx7v5GzNaM6D4YtP2OZRuGke3DWruh10vgQN1u2l7p4t0PG5k2tYBlJ07lmCUTOemEW3A43GzcVM/6tQfYtOkQHk9MRYahEB6HrXcsEPa7WrDYc8GgJ3aqlpQ8epvXEiSITmccsf+4ZZQHSGlpJosWVTBvQQnTp5UAsL+6jcef+IovvtxDb5+HltaNpGVMxJyUHtc3obefse28MPoDNuR3EQy5Sbdnx+2TRBMmWyZuRwvWzBJyM+z85abTqSrJ4Yl31/Kfj9YzsMo2kdY79Ljjga8ih/F1t5A6czHnzZvKL05Zwofb93HfZ6sw5RXha2vAljw9/mQOA76iIPDg8uWkmcyc++YruILBEU0PiAqBQ42YqsoHDxUZ0zyxgEWqjYvKZvHE/rXs6msb1fGmfdb260eJiPg/qQlnm5SjTv3HVQDIihgF8IBDLixLUQDLisgJ2RP415KLeWTtpzzauDWuhhxAqLUH365qbEsXgqDFDsYW8hz426TT8dZ5l5Bvs3P2Ky/T4OhPWMwTBqEUB+fIpXLv2YmoM2At0zKZzc7P46lrzqWpp58rH32euvUrSZu6EMmk2deix4ir2RbzeZTactr2we/IrNNx19XLOHlBJau2HeQ3f36SzrYmMsrnxvcHCIdpr/mW1PwpmM0ZcbuEIYAb1jdBG2BYHbrYc/B5e+jp3Et+0eJo7lZBVtHpRObMKmHh/CyWLp1DaoqVcFhmz94WtmyuY8vmempq2kYsDR+Vw3DAhUI+Wts2kZc7D71+eOL3nt5aFCVIZsaUcY85HlOF3W5m1qxi5swtZc7cUnKytVfZnbtqWbP2AN+ua6S1tR8gqum6na04HU3kFszTKkCPE7xw+G82iqTS07ANgyUVe2bpsP3+gIOeuq2cc+Hl/OGnZ2hLjP/zKd/sPBQzxv8GvgCuphoUv49LL76Iv1y4nDW19dzwyvuEZAVZDtK/6Vvs0+YgpURMAuOE78Axfn3UEq6fN5/bv1rBq3t3jQhfIZJsPVBbh/X4hQgD8cmRGm/JehMfn3AljnCQ81b/l2BE+x3qeJNENU77HYDv6hP/9v0pymmblKPOevxyQrKEHIFvLITDsnb2AxB27aznr8su58IFx3LRly+wraclHsKKgHfzbpB0JM2YnLCa8sDfBTY77194GZ1eD+e9+greUGj8EFYh0NmO91ANqbMXI8SUrF9cUsTjV5zFgc4eLvn9Q3Q3N5BaNS9aIHK8EI49buzcte2D39XFx8/iZxceQ0dXD3c9/hF7G/uG9wUCji76WvaQXbEYUaePK/ypHfd/A2JZDtHWsI6MrCnDNLkBCfs9dLRt4cSTzuLoo6Yxd04JEydonm+PJ8Defa3s2tnInt3N1NS04/UGE44zokSrSSu0tW/FkpRJcnJx4qZKWNM8UyuwWCLe7SOwBeflpVJZmcu06YVMm15IaYlm7nB7Amzb3sDGTYf46ONP6ezsITNr6jDzgjZflc62bRjMyaSkl8fvG0HLHwu8idqoOnD3NOHpayGrbD7EhH0N9JckkR+ePJlrLzqZ6sZObnv8Q5q6+2PajR++iUxusZ+Dnj4c+7ZzyVVX8+DlZ7GprpmfvPgugfDggoxARyvepkMkz10UDVMbBl9IqP2eMmECj512Bi/v3hFfXDNm7gPVjRWfH9c367EsmoUuXfOlxMb8/vOoszkhbyLLf3czDRNSMdi01beiqA5zvOlEZZj2+70FMBAH4VgtGMDf3o9zzT7yT1vCB6fdhKIqnPHZM3jCQRRZiGrBqj+M6+v1mKdMQp+XuKT9wN9HFRTx3JnnseLQAW788EMtHH4cEJZ9XhxbNmCbOgt9csqw6sjHlJfwj8vOYF9bFxf94k78BjPW/Iroef8vIazIYfLFHh7/02/IzUjh32+t5cVPNqNEvs/Y/v0t+5CDftKLpiMI4jAIa8c+chCrqkJX2y50OiNpWZUJz2dAXI5mXI4mcnPnIoo6kpPNzJ5ZzIzphUybWkhZ6aC9trGph9qadurruqir76Khvof29v4xNeW+vkP4/X3k5MweNd+v399PZ+cucnPnJtSSY8ViMVJYmE5JSQYlJRmUVmQzaUJOtLSTxxNg994Wdu1uZuu2BqojGr3b10lfdw15hQsRpeGr3qJhWOEAbY3rycyZhikp7X8OXoCgz0V33WYyKuajNw2G5g2MkZdh5w/Xn8r0ijxeePszHnzxc3RpeTHt/nfwleUAfTs3cM655/Lojy9lZ1M7P3r+bXyhcFw7RVRx792BoNNjmVQFsQUHRjE9VGZk8OZFl7Cvu4tL33l9xJAzTcJ41m9Hl5mCqaoUiIfv2SVTeXDhmfxt15c88u7LhDt6SD52OpJ+0HSayPE2AF9JUFh5wkPfPwADcRAeaorwtrlwrN6DbfEUpMx05qQX8uIxV/Be425+vf7DYaaIcI8Lz7ptJM2cgj4nMx7CMQAGuHbmHO5cciyPrl/H39evSwzFGAjLPi+uzZswF5diyisa1nag//ETyvj7paezv7WTC372GwKWVCy5pYPtY48zFPqMD8IEgvQe2orOZKOgYiZ3Xb2ME+dNZGt1M3948lNau51x/RVFpqd+KzqdidT8qkGtfAxteNgcErRTVYWe9r3IIT9ZOTNHTHITtYGrKr1d+wkG3WTnzoxCSYg8WGw2E5WTcqmclMukCTlUVGSTnTWYXyMclunocNLa1k9Xh4Pubjdd3U76+7w4HF5aWg7S1n4Iu20y4bDAaLe3JImEw13Icg/l5fNIT08lOdlMerqVjAwbGRk2cvJSyMtNITl5sFJyIBCiobGHmtp29le3s7+6jbr6ruiDYUDL9Xq66OncS1burPjESCOYGHzeXro7d5GRNwNTUmpM+7FtvInaxTrYgj4X3Y1bSc6tJCklZ9gYZx4zlV/84FgUReHPz33BJ2u20VO7GVtuOabsIWlEE8B3LGdz7GdZDtC/ZzPnnHIyj9x0DXtaOrj2+XfwBIJx7aKabjiEc/smdOlpJFVMQhCEUeGbbjbzziWXohNFznrjJTo9w4trxsLXu2kXSJA0bxqCToiDb5E1hQ9O/iH7+ju4fNXzQAjX+n0Isoz9qCr0ERfCSKYHKXLjf68AnD+1VJ346LnIkSs91BShqiqeQ104ttRhX1SFLisN0CB90+RjuKlqKbesf59363cPh3C3E8+GHZgmlKEvKkQQhIRaMMB9xy3joinT+PknH/N+9f6EQEQRCPX14t25E3NJGebcCHxjLttQCB9bUcojPzidgx09XPCzW3GJBqyFEwftot8BwmG/h/5DOzAmpWAvqIxqeKcvrOJXPzgOQRB4+KWVvL9qd9wYihymp2E7giCSlj8lWuUWjhzESjBAT/seVFUhM39GNNn6SHbiqMgqvd3VBHz9ZOZMQ28YnhhdiDG3JCUZKC5Kp7gog7y8FPLzUsnLTSEzw0ZqqmUwW1sCCQRCyLKCoqgoioooiUiSgE6S0OsTPywA/P4QXd0uOjudtLT20dLaT0tLL3UN3bS3O4bBNlZUVcXlaMbRd4is3BkYTSkjQhfizQw+Tw89bbtIzZyEOSV3mAY/HvBqYw5+9rm66G3ZQ0peJUkpuXHjpNmTuOOakzhmVjmb9jXyh2c+o61Pi9kO+910H9yKOSMfa24ZgjR4EmPZe4dtj3wO+Zw49m/nknPO4m/XX8H2xjZ+/OK7I8J3wOarBIM4d29FSkrCXFWlVTxPAF+DJPHS+RdQlZHJRe+8xq7OjhHhqwZ9eDfvQjAbSJo7FWHA4Ryx++pFkddPvIJiaypnfvEkbT4nkqggqDKuDfvB7yN5cSUGm0bhoaYHSVDINaWRn5TM32bd9P0B8Ny5c9WTnv4J63v2IativBbs8dO74RAhV4DkxZUIkZR0A/ZgVInnllzOlNRczlrxDHWu3mH2YNntwbt5L4IoYppWhWS1JISwXhR5/szzmZWby2VvvsmWttY4IKrhMN6aWkKdnSRNrsKUlhXdpx1w8JyGQvio0iL+cdmZNPc6uOT2P9LS3IitdAqG5LS4dsM+y8O3iTKoioKnox5Pez3W3HKSMrVKF7F24dxUG/dcs5y5kwtZs7OO+5/9gvYeV9wYjvYafP1tpORMwpycE/cDHy+IVVXF62ynr7Maiz2XlKwJiGpiCI4EYw1STTi6D5GcWow9pTiqmY8msWAGTYu1JIVB7SArM4ei4klYrUmYTAbMZj1Ggw5RFJEkEVEUkBUFOawgywo+fwi/L4jPH6Krq4PGhr34A3pCchpe73A7TSLYDpVQ0ENP514UQSUje0rChwuMbNsFLZVoT+tuJL2ZtJxKdHrzEYFXDgfob68h6O0ntWAqRmta3DjLF0/ml5cei9mk57E3V/PKV9vi3hgUSUAO+nHU70ZRgiQXT0VvsR8WfKP/KzLuloP4O5q59qoruPfy89lY18RPX3pvmNkh0WIoVdJ+j+6D+wn19JBUNRlDZuawlW4Pn3oqZ06s5Ccfv8dnhw4khK+qqoSamvHvP4CxvBDjpNI4pxto2u/tM0/g2soF3LDudT5vrY6LepDEMJ49jfhrWrBOL8Y+KRtd5FgD2q9OUHlo1nVU2Aqx6ZO+PwCeNnuGunLdKq7Z8Df6QlpqPk+XD09tB576HsyTCrBMLkCJXJVYp5ysiGSbbbx3wnV0+Fyc9/lzBORwnD0YRUBVFIIHm/HX1KHLysJQlI/OnqIBJwbCKSYTb513CakmM+e/9gp1/f0oHh/B5maCTc3oMzIxV1QiRjIzJXLMDchQeM4ryudfV5xNn8fHlX97kj3rv0VntWPOKsSQko4Yc/eOZBdWg0F83a34OpvQ6c3Yi6egM5pHdM4JAlx03Cx+eq6W2P5fb67hjS+2x9mGg14Hfc27EUQd1tQCzMnZcaaDkUCsKDI+ZwfuvmZUJUx69hSM5uSEbRNJIhiHQl56O/cTDvmxJedjteYhJbCVDhVVVfB5e3A7WggEnKRlTsJi1cKqhkJ6zLEGSkXJIXp7avF5urHa87HZ89CNYRvW5qISCDpwOVvwubtITivFllI47IEyGnSHmQ9UBWdPHc7+Rsz2HKyp+RhMw3P1Do49+DkU8ODub8Hb10pSSi727AowDDbIy7Bz61UnsmhaCTsPtHLvf1dQ19Eb3T80gboqqPh6WnE1V6NPTsecVYDBlha3NHok+MrBAP7OFu3+tSbzix9dzS2nH8s3+w/xs9c+jHO4xY0zBL7avCLn19+NZ+9eRIsZY0EBupwsBFGMRjzct2YVT2zbFOk7CGA1FCbY0UagrglBL5I0ezJSzJLjofXdnjj6Al6o3cS9Oz9NmGRdElVCDg/ujTWoYRnbpGySy9MQDTokQeHs/KP42aRz+Xv1q/yi8pLvD4CzJuWprfsa+erQBn71xt/wdXqQ/SFMZbmYy3KRLMYxQ9OOyS7nP0su5fVD27h94yfDTBED9lvFFyLY2EqwrgVEEV1KKlKyHclqRdDrERSBIpudd6+4Fo/fx6m/vYu25haMObnalxspL0RMzorDgfDUnGyeuOpsVBV+8vSbbNm2A397E0ogiCE5Db3Zhs5qR9QZEFTtwSEHvMguJyGPk5CrH2NyJkmZBehtqUixuTOGrqYdog3fdvmJHDW9lL317dz/3y/ZVz+4EEIIKfhdXXh6mwl6HZgsaejNdgwmG5LehKCIoCpazLPfRcjnJODuwWC2Y0kpxGzLiAImkXlCuwaj31sDQFZVlYC/H7ejBa+nC5MpBYPJjsFoQ6c3a8dRVBQ5RDDgJBhw4/f1IkkGrPYCLLbs+IKW31GCATcuZzMeVzsGgzU6F4PBGg0TU+QQwaCboN9FwN+vLbSw52O158WZdw4HurEyAJtwyI+nvwVPXzOi3oghSbs2OpMVUdRpaUkVmZDfrcX3evsJhXxYUvOwpBWiMyZFx9JJIpcun8O1Zy1EVlUee/Nb3vxmR/ThrB13ZEebEg7h72nF29mMiozeloY+yYZksyPq9dr5KAphv4eQ10nY7STkdmDMzMacW8hdl57F5Ytn8eGO/dzxzmeEZCVyHSLXYxzwjS6YQibU2UmgqQnZ5+Ha8y7g/iuu4IVNG7jzi09BFFAFBcXrQ3a7kB1OQr296DJSMZbmo8tK17TeBPAttKTw3slX0+ju4+Jvno0uuBgp5ExVVcIdvbhr2gl39mHOsTGhvJzXLv8r27truGfzI6w44+nvD4DN2Tb1gWf/zk2n/JDffPJ3VvXtRp+ZgiAK4w5NkxWRn1cdy08nH81tGz/ijUM7RoQwiqBdpG4ncr8Tpc+F7HKjBjVVTxAk5k6dyju/uYODPd1c+tabeGR5xMgIODwIl6Sn8NQV55JmMfPzFz9kTW0DYY+LcH+/9r/XiRoMgaoiCCKi0YzeYkdvsmGwpSHqDSPbhWFEbRhg2dxJ/PLipaTZLbz9zU6eeGMNDo8/pj2Egz6Cnj6CPidhrxM5HIwmiJF0BgwGbS5GS2pUIxyvnTh6TcYRwyuEVWQ5iN/bRzDgIhhwIYd80bSNoqTTQGi0YTSlYDBa467z/1JUUdP4A74+AgEnoYCLUNAbzSEhijr0BisGkw2D0Y7RNLCsd3QzxXigm6iPqioEvP2E/E6CPhehsDuavUwUJXRGC/okO3qzHaMlDUEU48abV1XELZcfR1leOl9vqeXBl7+m3ZFgRduAjBLloKoqYa8G+7DXRdjr0vLnqiqIEpLZjM5iR2exoUtLx2g08qcLl3HajEqe+3Yr96/4BlUdwXwxDvgO1baXFRTx+Lnn8vnunVzxt/sJ+wOoKAiigGA2IdltiGk2dOkpSANltoamto3YfY2SjjdOvJwCSwrnfPkfmr39cdrvWCFnsi+I3OnkieW3UpKSzzn3X0lnfzd7Hl39/QFwamWWesxTl3D/jF+Sb87gmo0P0h1wDLMHQ+LQtAEIq4rEf466lPmZRVz05QsxWdMSQxgYNTxtaVEJT512NlvaWrn6nXcIyOH/GYQzrRaevPxsKrIz+ON7X/HGxl3xfWFMu/DQ7SNGSRAPYqvRwI/PXswFx8/E4wvy9HvrePPLHYRlZfg40eMkCjkbX7uRxhxPv+HH/P9/f45XxoJttN0RQjfxMcduGztmUU4qN198DMfMKqe5s5+/vvQ1a/bUDWmfWOsdOtbhONsG2qQkmXjk8jOYW1rAg5+u5j9rNo881jjgG7tPFeGowiL+c/bZ7O7s5LL33sA/QnpaYDC/bwL4gqb9/nXh6ZxbMp3r1rzKyvbaEU0PMHLI2RUlJ3F12XL+tv9Zvunagk5UeHfJ498vAC956iJyTZk8MvtWqp0N3LLtSUIRR85ooWlD7cEpBjNvHXctelHkzM/+S0/AkxjC4wAwwJkTK3n4pFP5qu4QP/3wA8KK8j+DsMVo4KELTuWYSaU8u3oLD368GkVV/3cQjjkfbV/8d1uRm87PLlrKoqklNHb08c/XVrNyy4GRx2L8IB6p7UjjjrfviO3/P4F5vJCN6zNWbotREsr8r8CbbDVx7VmLOO/46fhDYZ79aCOvrNhKQJFj2o9P69WOFfN5DPgO7C/NTOXxq84m227ljrc+G5ZYJ26sI4DvjJwcXjz3fJqcDi565zWcgcB3gu+VE+Zy95xlPLJnJY/tXz1icc2hIWcwGPVQZS/m0Tk3sLprKw9WPx9t970CsDXPrlb9ZBFSchJnzVvObYt/zFMHP+Llhq9GDE2Dke3Bk5OzefXYq9nV18YVX79MSFGGOeUAFE8Qud9JuM+F4vJoJggVBFFCTDKjsyUj2e1csWAxfzzuRN6v2c8vP/lEg+T/CMKSKHD78qX8YNEsvtixj5//4xkcPd0RE4Si2an1A69wdvRm62Dc7ggQjp2DNreh++K/46OmlPCzi5ZSlpfOroNtPPb6KtZt3q3Zer1O1OCgCULUGTCY7RiMVvRm+6jOusG5jX5PjQZkVVUIBdyEvA6CARfhkD8yFwFR1KM32jCYbBhN9oQLG/6Xoqoq4aBXszv7XVruXkVGQECQdOgNlojd3I5Obxp1rP8FdMNBn2aa8bkIBwZNEOg0E4QhyU5KWgaXnX4UPzh1Lmajnne+2cWT766l1+MbMp/vpvXKcpCQ20HY4yLkc6HKIe2+14lIJjPHzJ3NP2+8krCicuML77O9tW3k8Y4AvpUZGbxy/oX0B/yc/9qLtLW1IXucyA4XSiio/ZZ0IoLJiC7VhpRsRUq1aqlAE8B3QVYRzx97KV+31XLj+tcRDxO+AHadgafm/wIUlavf+BWOzm5CniCSKrPx3q+/PwBOLk9T5/5uGYE+H95uH38881aWzTqW6z78EwfNvaiSPqEpQvs7sT34tIIpPLzgXN44tJ3bNn4c1YKVsEqotYtgXQtyvwspOVlL4GO1Ieh1mrNJlpFdHmSHC7nXiaCT+PnlV/LbM87irX17+M1nn426Wg7GB2FVVQn39uJva+LyYxbxxxt/xKHWDq5/7Hkaep1apZCwiuz3EvY4CbucqOEwpqx8kjIKkEzm+GMwfm1Y2z84KUkUOGVOGT8+52hys9JYt3U3j73wMdtq2pAMJhAEzSYb8hPyOQn5nISDPpLs2VjSCqLVc6PzGAHG2hzHBnI46MPtaMHd36LZek2aQ1CnT4o8gFTkcFBzNPmdhAJuTJZ0bMkFGJNSR13xdrgiyyE8jlbcjhZUJYzBlIzebEdvtCAIEqCiyGFCARfByHz0JhvWlAKSbFkIgjgqcGF0LTkWvIoi43N04O5vJuz3YEhKQW+2aSvZIpE5qhLGIMpcvHwBP7xoOWkpdj5ft5N/v7eRhsiinOh430HrVVWFYH833q5mQs4+TUmw2dElWRH0BpBAVRSuOnYBt198FrWNzVx+zx/pFIwYs/MQzaa48YAjgu/E9HReOv8CAsEQZ953Lwf37EO0W5DsNqRUG6LRqL25KDJqwI/scCI7nCj+AIaiHAyl+egiC2tESaXEmsqbJ11Jj9/DBSu1VbYjOd0g8VJjxenht5Mv4YQJi7j68Z+z31VHUoaZJLsOURL4+MJXvz8ATpucqZ70zHkEI1faoJp5eMatqGGFM+79IdLkNEylWYQV7U4cjz1YVkRurlrKjZOP4b7tX/LU/g34m7rwba9BtCRhKMlHn5OlPQFHMUeoqorS3U+gsYWbjz2euy67gld37+TOL744fAhDFMRyvwN39R5UVMzZBRiz81hcXsaDl5yKThS59dVPWVVdN6y/7Hbh62jG392GKTUba9FELafDeLXhyHkN7lMJB3w4mvYS9rtJzS7h8vNP5+ozFpGRYmVbTTNPv7uejXsah40ZDvnx9rbg6W1Gb7KSmjsZnWF4mNbhwFiRQ/R31uJzdpCUnIslpQBTTAWLkUSRQ3icbbj7mkEQSMupGhYSl+h4A5IwlEtVcPbU4+ytx2zNxJpSgNGcMibcZUHG6+rE09dMOOQjNacSsy1rWLvxQlebi4q3vw1HRw16sx1LWgEme+YwuFuTjFx00iwuXjabZKuJNTsP8ehLn7Bp0waCrl5skZjxYaWWDlPrDTp6cdbtQdDpMGcXYszIQdDr4tqZ9Dp+f/5JnD6jks9213LHO5/h6OnG39ZMoLsdU24B5vKKwZJiQvwx4uYxAnzLU9N4+fzzCQeCnHH3HbQYdOiL8hCNhjHNDrLXQ7C+lVBTK7rMFCyzJpBiS+atk64kxWjmgq+focnTN6bTTftbiTrdHJsPcWb50fz58t/wzP63eafr62g7Q+TH+PriJ74/AE6fnKme+Mx5AAQVibAiMsFazP0zfs6G9l1c88CvEZOMpC0sR41kFBvLHqz9L/Lw/PNYXlDJ1U8/xEffrsQ0swp9ZuoROeVkr4+bJkzm1+ecxyvbtvDbVasO2xyhyjLeQwcItLdgKavEmKWtbhoYIy/ZxqOXnMHk3Cye+HoDj3+xPqFdWAmHcDfUEOzrwl5ahTF1yKIQxjZLqKqKt6sRd+tBrJnFWLNKECLVRkySjrOOmcoVp8wjO83GvvoOXvpkM19uqkWWlbgxVUXB1VWHu7sBe3YF1tSCESE1Gox9ri76W/ZgsmVqiznGMCkkMl2oqorH2UZ/Zw2W5FxSMiqiKw4PR4J+Jz1tu5F0RtKyqxI+WGB0UwKA39NLX9te9CYbKXmTkUZJd5nIrgsQkgP0N+9BDgVILZiCISl52LGz02xcvGwWZx83HYvJwDfbDvDMBxvY0zgYahjyuelv3guoJJdMRWeyjgpeGA5fJRzG3VhNwNGFrXQyxrTshIAuSk/h4ctOZ2J2Bo98voYnv90UN6YSDOA+tJ+wy4F10lT0aWlx/ePmMkK0Q3lKKi+dex5KOMwFTz1Ok9kI+sh9Fzen0e2+KGEC1YdQmjt58w9/Y0HhBK5a/QKbe5rG7XQDCDa007+ljtkL5vDSFfezy3GQ3+95HClyoxpEGV3k88sL//P9AvDyZ88mrEhRLTisiJyRt5Trys/n3zUf8MRHL+Co6SLrhMkIdvuo9mAYdMrpvSFeOOoHVBaUcOmXL7LL0fGdIiNUVeXmydP55YnLeGv7Vm775hvkcUJY9Ydw7d6GoNNjnViFaDAmBKZRJ3HP6SdwzpwprD/YyK2vfkq3yxM/fqR90NGL88AukrKLsOSVDmsTO27cXFQFR/1ewl4XKaXTtB8jw+3DBlHitMVVXLZ8DsU5abR1O3nryx28t2oXDnd8+FrI76a3aRd6k43UAi3HxOgLMQY/u7rrcfU2kpY/FZMlLWbuR3Y/yuEgfW17UeQQWXkzD8s+7HN30d2+h5SciSTZhy//HY/EJUJXZJydB/C5OskonoM+puzPWP1DPhfd9VuxpBVgyyxF1ccTc8aEPC44aSbHz9VquX2xqYbnP9lITUt3XLsBU0P0odt2kNSKmdoCCsbnZJODAfr3b0FntWEtqUTU6RO2O3XGJH537omEZJnfvPYJqw81jDhmsLsTd/UeksonYizIj5lv5MMI8K1MS+f5c84hHA5z6duvUefzJkyqfjhOt7/MPIkLK+fxi7ef4kOlLbqSbSy7r6qqeHbW4W/spvT46Ty7/E6MooGfbbsPj6yZfAY03+8lgDMmZ6gnP3sOwDAI31p5NYsyZnLLtn+zZtsGejY2kHVS1ZgQVhQB2e2j78sdFM6ZyrtX34FFZ+CCL56nwd33nSAMcH3VDH5z/Il8uHsnt3z1FaFE0RGx4wbCuLZtRmezY6mYrP2oR3HOAZwzo4rfnnk8nmCQ21/7lLW1jcPGFxSQAz76927GnJGPJb9s2JhDx1VVBdeB3ZpGVTELUdKN6agTBDh6ahmXLJvNvMlFBEJhVmzYz9tf7mTPocGiloocpu/QdiSdgdTCqXGrv0aCqbOrDm9fC5mFc8a10my0sWJFVRX62qsJ+Z1kFs3RznMM8bk66W3dS0bRrIQmjITHGWfaSpejEVdXPZllc6O110YbJxTJVmYrqCQpNTe63WzUs2xhJRecOIOJRVk4PX7eX72bV7/YRnu/K26MYTZeABECjm76D+0ktWImupTBB97wUlORcUIBevdtwpiWjaWwIuGqN5Nex61nLOXC+dPZ2tDKLa9/RHukWsZozjbZ48axawvmknJM+QVjwnd6VhbPnnUObr+PH3zwNo1u13eG78+mHs3NU4/mH7u+5o+P/R1Dpg3LrAoGrCMj2X1VVcWz/RD+dge5J1Vy3/wfMT+tijt2PcI+Zx06URkGX4MY5tn5z36/AHzG82cQVHSEI1d/AMJ6wcyDM3+NVZfEdRsfon7/QXq3NpNx6mxEg25Ep5wqK/R+ugVTeR6GiiJKrGm8euzVuIJ+LvjieXoC3u8M4asnTuHuZcv56mAtN37yCf5wgjhhQJXBs2sHoqjDUjklkhBoYOdgu0TALM9M4+GLTmNCdgb/XbWZRz5bS0iWh2m5is9P354N2EomY0rJSjjmwLju1oME+rtJmzQXiSGqzxggBijPSeeC42dw6uIqkkwGapu6eO+b3Xy2dh8Oj1/LtnZwMyZ7BskZ5cP6D85FxefspL91P5nl84dFDoxmrhhLohWeVVXThJUw6fnTR9VmQwEPnfUbySiaHYXveOGaSBJpuK7uBjx9zWSXL4yWgE8kihyi/cA67LkTovCdUpbDmUunsmxhJZbIdX/9y+18un4fvnD8xRoJvLHic/fgOLiD9KmLkQymkUPLVJW+/ZvRW5OjlV2GtpuUm8FfLzmV8qx0nvpmE49+tZawEr+yLW7cIc422evBsW0jlukz0aekjgjfhQWFPHn6GXQ7nVz20Tu0eNwxmcwGz/Fw4HtR2Uz+PP9U3ji0nTu3fYAQDuD4ajtJE/MwV+SN6nQLHGrFubeVvFOq+MGEZfy44nSeOvgW77eujLP7xsIX+H4BOLMqQz39uTMAhkE4rIgUJuXwtxm30Ojt4Oatj9OyphZVVkheqOWaTeSU699cj+zxYV00FUHQzBEz0/J57ujLOeDs4gdfvRzNIQxHDuHzsvN54LwL2drexo/eew9HwD8MwoG2VvyH6rHPXxgHvETOuZFMEreevJRLFs5gf1sXt736CbUdPcPah/p7cdbsJG3GIkS9MWHccMjtoK9mCxlV2o9uQA4nYmJArAYDyxZM4uyl06gqySEUllm7q47P1u7n6w17aN7zLellczAk2RMeQw4H6KxdR1rhdIzWtMNYjDGuZlFRFZmOQ+uxZZRiSclL3EZV6KzbiCUlD2taUcI2ox5jnCufFQF6G7ajMyaRnDtp+P7I7dHXuAtBlJg6ezHLF1eyfPFkirJT8QVCfL6xmvdW7WJHXVuC/mODN9bc4G45QNDTT8qkOdGH01DoeVvrCfR2kDxtXtwbjSqBKAhcdfQcbl62mH6vn9ve+JS19Y1x/YeOOVKkQ7CzA29tNcmLFiHodMMqZ5xcXsHfTzmVutZWLv/kfbpDw+N8tTHHD9+T8ify2FHnsrrjED9d9xphVYOr4nLT/+V2MpbPQGczJ7b7ej20f7yTvJOrOKp8FvfNuJY13dt5YP9/R4WvXlB4at7z3y8An/P8aYRUkWAk0mEohBemT+fOqh/xRfsm7t3xEs0f7CJ1Xgn6XC1hdyyEfR1OHN/uI/nk+YhGfVxkxLE5FTy+6CI2dTVyzTevEVTk72wTPh4d/7r+BuodDq5+523a3e4o/JRAAOe3a7HNnoPOOvhKO1qEROz2WIgeW1HKveedhN1k5LEv1vPfVZuRlXgHnbu+GsXvI3nizGH9VVWhd/taLHllmDPyhu2PnVdUEizrTQTjifkZnLKwipMXVpKVasXjD/LNxj2899EK9vQYCYaUIWNAT8MOdAZTQhBpczuyezERoIM+J12NW8gpX5zQEebsOkTA20dG0fCk7eOFayJJpOFGHzzFM9HbUobtz0xSOGZqNmeedhKTS3JQFJUt1U18un4/X26qwR0cXhnkcMGrzU1zoPbu3YA5qwBzbmHcPoCwz0Pf7g2kTF+Azqxlcot1tP3xgmXMKclnxe5a7vngC/q9/rj+se2BMSMdPLt3aZVspk6OG+fiqdO49/gT2FJTwzXvvo7HavnO8F2UVcwzSy9ib387V65+EZ8cinO6BWobCDR3k3GS9uY01O7b99VOLAUpTJk7nX/N+zkd/l5u3fEQMto1iDU9xMIX+H4BOKsqXT37+dMJRa52LIRj7cEXFy3nB8Wn8Xjtezy7+h3697aTc8q0YSvl+r7Zgy4njaQJeQnD084onMpf553NV6013PDtO4RV5TtBWPZ4mOX28+Jd9+AKBrnm3bep6enR6qIdOIASDGKdVBU/LuOHMAyCMjXJzD2nH8/J0yayo7GNu95YwaGu3mh7VZbp2fINqVMGfzAD/f29HXhb60idsgAxZh6JciccKYglVWBOZQEnzpvEcXMqSLUl4QsE2bCnkdVbD7J2Zx09Di9hv4euAxvJrjoGUZTGtTpOm+uR3599LXsRdQaSsyvitiuKTHv1KjLL5qM3Jk4XOZaM11QxABtPdxN+VzfppbMQBYEpZTksmVnG0bPLqSjQ6vXtOtjGl5tr+HxjNR0xeRrixxs5jnfoMQfnGv93wNuH88Au0mcuGVaDzlm3F1Gvx1I0Qesraf6ASxbN5JfLlxCUZf78wde8v2t/wvFHi++Nm9tAUp1gEMfa1diXLEEwaw/Kny9czM0LF/Llvr1c8/cHEadVfWf4Tk/L5cXjfkCzp5/LVj2HI+QfFvEgiWH6PtpE8sKJJOXYItu0NkpvP72rq5l4/iL+Nf9n2PUWbtn+VzoDvcPsvkPhaxTD/HPOy98vAF/04nICii4OwkPtwbIicevkq1mYPoM7tj/NW0+9RPrSyRgzrNGVcmGXj45PdpJ51nzUiNMlEYQvLZvD72adygeNe/jluvdRVPU7Qdi9aSszZs3ipWt/glmv58aPPmR13SGcq1ZhmzNPy7aWwDkXC57x2oUBTqmayN1nHU+SQc+TX2/iPys3EZK1xp5DNaiKjK10clyfvj0bScosxJSRO2zsoeMPyHhArLUbft/oEKjKM3PsjFKWHbuInHTNFFHT1MXqdVtZt62amm7wBxPbFMYL5VgZDdAhv5uuus3kTjo6LjTN09uCz9lBRsnsEfseqS14pDC13DQLlelBTjzpBOZPKSPZaiIsK2zb38DHK75iY3OYDodnhDHH1nYTHXskB5uqqvTtXk9SUXk0nFEVtVDHni2rSJt1VHTRxITsdH533onMLMpjVXUdv33vczojETpjab2x2xPVbxvY79m9G8FiJnniRO476STOrqzi1T07+dkf70U/aQK67LRh53w48J2cksVLx/8AR9DPJd88S5ffPWK4mWd/C3JPP2lHT45bbNG9qgZLlpV/XXIXM1Mm8tvd/2S348CITrdY+AIjAvj/pix9DHH0gkJIFaNPjbAiYRBlgoqEJMo8XP0if5mewT3TLqf+qFr2HqjFmFERXYHiPNiBtTwTUa+tUJIVYVh5e0lUePnQFpJ0Bn4z7URCisytGz4CSYOwIKoahEVVA2Xkf0FS48vci2jxtJKKoayA7Rs3ck6KnWdOP4dnzj6HO999h2e2bEW0WyPtYqAXGTO2BH1c2XsAdfCGFeTBG1xQ4JO9NWxsaOa2U5Zy40mLOGXGRH7/zpdsqWvBlF9I35a1WEsmQSSuV/Z4kH0eDBnZ0WsdOzbE/4CiJpRImygMY3/EMTAegEIsiMOo7Gh2s+Kzf/LQOxupKi/mqGmlzK8q5rKzj+eHF55MOCyzt76D7dUtbK9pYc/BNvpcvrhjx8pYUB4NlLokGzqzFa+nm6TknOh2d38z9qzy7+RwGy0eWBIFyvLTmVqey6xJBcyqLCA7TdOo2rv7WLX9AOv3NLBuVz2NNdvQGUxYc8rixkgIXfhO4B2coIAptwhfRzPG1Kxo+0BXG4a0DESzCaNO4icnLOTqY+bg9ge57Y1PeW/nvoTHGLfJARI62wwlRRgPHOS5c89lQX4hf123mke/WEFYljFlpcadd6wDbjzwnZicyfPHXoI3HOLK1S+MCN8BsVVk0rG7HoIBMOm1xRaBEP7WXu679hbmpk3mH7WvROE7IEPtvjAIX90oN/H/CYBhcFIBRReF8MD2WAgHlCB/3PsEf5v5K/5xzm2ce9/1SIISzRkR7nGQVFmITlQIKyKSODKE/1OzDqOo42dTjkVWFG7f+DHiEUJYl56G172TVkc/F7z1Kv9Yfjr3n3se5amp/HXnDmRRixUeCcIQWdQQu18gqg3HbldFDZA9Hi+/fvMT3t+6l7vPOoHnf3wh727dy0Mfr8ZhNBD2u9FHlggHPf3okrW0hAO3bLQu2xAQDxwjts0wEMPgjz8BiLW2KoIoYrSmEfQ4qGnppqalmyff/pJAWzXLzriAWRPzmT2pgEtOns0Vp80DoKWrn72HOqiu76SmsZPapi56HN64eYwkYwHaaE0n6OmPAnggd67BmjZ6x3EcG7Qcu0U5qUwszqKyOItJJVlMLskmyaTlBO7ud7O1upltNS2s2bSDXds3kz5xUBEKuvtIKp4aOd6RQxfGBm/sfkNyOu7GahRBRYhQM+jpR5+aztLKUm4/8zgK05J5Z8seHlixaty23qHbR1vZNjDexOJinvrRj8nNzOTmzz7ig9r9hPv60GWlafb5I4RvuT2dF467hJCqcMXqF2jxOsZOsGPQYUxPItjjwl6k+XDkXhfXnvEDziw8hreavmBF+9oxnW7jgS/8HwFYFAYvpFEMRyGMGCao6OIgDNAbdHDvnn9z//Rf8MQP/8AttU8TEGVUUSXY4yYtU7PjjQfCWpYjkRsnHwNwxBAWRAnRYibsdeGWJK798B1+VVbJT045lcqyMm7++COcgUAUwhAB3sDYENWG4/aPQxtefaiBM//5PD85ZgFXL5nDCVXlPJRn56U1W1CtGoDDLgd6W3IU3jAcsocDYhi/VixZkwl5HZCuOf6CXgchycTavfWs3VsPgEmno7I4i2lluUwrz2NKeQ4nLRh0zjncfurbeqhv7aW5s5/mjn5auhy097jod/lijsmoorMm42o/EG0X9LuQTEmgl0ayrgwTvU4iM9VKXoad/KwUCrKSKcpJpSQvjcLsVHSRWmmBUJgDTd188O0edh9qY9fBNlq6HIPFKEMBQj4HqqpqhSXlMOGQD8lqRxmqjSeA7kjnezjgHfhbNJtAEFECPkSLFqNclJzEn371E46dMoGDnT1c9Z832NDQnHCc72JyiB3r+NIyHj7lFHxeHxf85wl2hzXQh10O9FmZI4eZxY6bAL4V9gxeOv5SVBWuWPUCDe7eUeE7IJKoYEi3ofQ6oCgZSVBYnDyZ206/jrXdO3iu/v1hy4y1z/F2XxiEr1EcOYzn/0wDNsaYHAYgDNqJxEIYNLDWeVq4f/8z3DX5On5vvII79z2H3+1HZxSRTHpAQVbEcUH40b3fgAo3Vh2DKAjctvHjwzdHAFKKHdnpQpeSjCzD7Y//kzoJ7j3hZN695FKu/+ADqnu644AXhTCMbJKAMbVhXyjMw1+u4Z0de7lj+VLuueYSLlt+HA9/voGv9x0i5HdhyMqO9oGxQQzDzRNCHGC1/xNqxRCFsT7Jjru/MwrkYMCNPik+eY8/HGb7wVa2H2yFz7cgKGC3mJhQmEl5fjqleemU5aWzZGYZ6cnxjjJ/MExnn4seh4c+h49epwenx4/LG8DlCeD1B/EHwwSCYQKBbLoOBUgtzUFVVYIuESV3Fim5BRgNOkwGHSajHqvZgC3JiM1iIsVqJi0liTR7Epkp1mHHD4VlWroc1LX28NWWWurbeqlp7KKhvZdwrEF/yPWR9EYEUUdI9qMzJhH0edCZLNHl4N8FujA+8MaKzm4j5HeRlZHKj4+bz6WLbyIQlnng4294ceP2YRUrhh1jLK0XRozvFYAbFyzkZwsXsaerkyv/8Xdanf2YKrU4ctnhwjSxPNL38OA7KTmTF467lLCqcOXqF6hz94wJ39hYX3OmGW9dN5KgMMVewp+Pvo69XQd5qPa5uGXGWr/ETrfxwBf+jwCcbsjGIJoIKOEoaI1iGCJOuVgIg+aU04kKW/r2cu+7D/P7837FrVzAPd8+g2jQoZdkQrKEJB4GhPd9Q1hV+PmUYzFKOm5Z9wFhSRk3hAEtGYmiXWBFVFDlMK9V7+WA08Hjy8/grYsv4bbPV/BhTbXWfpwmCRi/Nlzf3cd1L77L4gw7t59/Kv+88izWH2zknofaqBf0w+A90C/277hth2EnHpjz4B+R//R6VHVwhyqHIUk/zFwRK6oIDp+fzTVNbK5pijtmkklPfmYy+ZkpZKfZyE61kZ1mJc1uoSQvldmVBdgsRiRxBILxgxG2Dxd/MEy/y0uv00tXv4f99Z109Lro6HPR1u2kuaufzl43sqCOPVhE4kwLej1qxHmqKjKCXj9uEwP8b8A70N5oNHPl8Yu4+ayTsZoMvPzxCp7c00C325uw7//K5GAzGnnw5OWcWFbO2/v3cOfKL+j3uFCVGFgpMoJBN7KzLeZzLHynpebw32Mvxi+HuXL1C9SPQ/ONteXqJZmwQQfhMEVJWfxlxjW0O7q4a/XDCDnaSQ91ugHDnG4Dn6clL6I4qYT7eYtE8j8BsCAItwB/AzJVVe0eq71JsnJp0Y08V/8gfkWK03ZjnXKJIPzelk8pnljCNdPOp2u6g999e7/W7wgg/Pj+1fjlELdNP4kknZ4b17xLgPC4IAyRuEoV7Qcka/+rksrW9lbOeP1FHlt+Bo+eehpz8vP4y6pVBJHHZZKA8WvDoEHqq937+HLdOq699FJuOGERnz32AJ9s28NjX22irqtv8HgMB3GibaOZJ2LbJYSxgFZGSBz8myFv2InsnYkiK1QRPMFQ1J48VGLPIcmkx5ZkwmzUa5qtQY9eJ9Jft43MCXMRRQFPTzuhUABTaj6BUBh/MIQ/EMbtC+D2BQkNKRKZUEbx3Y1ox42eJNp3LgJDIP5doJuo3UjglUSBM2ZN5vpbLqcgM4O1tQ3c9+EXrP/wXdIXHz+s75FqvbFtBsaryszkn6edTr7Nzj3ffMnzu7bHH2/A5KCq2tsm44fvvMxC/nPMhfQFfFy5+oVh5YRgZPgOrWqRm5zJ32ZeR0iVueG5O/DmqqRgH1fEg06UMYphck0lXFB4Ax3+ekaS7wxgQRAKgWVA41htB8QZ6qLSvpCTsi9iRcerBGJAG+uUG4AwEHXKCeEwL9d8RGZ6JpdOPImWY+v4WKhGVsUjgvAztevxySHumXkKzyy9kB+vehM3wTEhDKCGw2DV7hhBErRQp3AYVa+ny+vh0ndf59ZFR3PtrLnMysnl5o8/otHhGNMkAePXhiHyIJDDyAi8tGkH7+3cxyVl2Vx37hksmzGZ97ft48mvNtDY4xjWL/o9HoZ5IlE7GPwRymoYdIMdBUnStJsRbMeD/ccH5ViJPQdPMIQnGIofMxyiY/d2coNarK2nq4mQ10FK8UjxdaMebtS5jmc8VQ5HQ+IESUJRw+M2McDY2m6ibQN9REFg+fSJXH/iQsoy09hWc5A7XnyXTb0uVDmMKsuaUy7BCjltwonnMR6TA8Dl02dwx9Kl9Pl8XPLO62xpb420VSEcRtDH3DMGCTUkI1gSO9sgHr7H5pbzz6POpcXr4OpvX6TD5zpi+NrFJP597a8x60zcvvMR2t2dpMgpCeE7IEPha9Ulc1XJrfhkN281/ZGRZJy326jyMPAbGGr8Glk8YQfb+j7j+OzzmZFy1LDJw6BKb4ixp+jUEIF+H0lpRp46+BYrOzbz67Ov4/TsBUjCYMweDAZQD17k+C9hMPha4ZVDW/j1pneZk1HIyyf8gHSjBVGKf8LG3QADQeQuF5LNGn1NEpOtyO5IMhJJJawo/GnNN1z30bsUJ6fwwQ8u49QJ2tr62CWb0Zs15uaKy886igYysC/kdSFatQxn7kCQh977lGNu/QMvrNnGKdMn8cEvr+KPFyyjKD0l2m/oj2RoeZlh20bpF9s25HWhT7JplXQlkCw2wj4XcSIm+JdAFEkY899oEvK50JsH8wvrzVZCQ+fyvzzmKOekhIPISgghyay97VishH2eaKHPRNccRr/uce1G+L4kUeC0GZN49xeX89dLTiUUlrnpxfdZfuMtrG+OJFbS6xBNRmSvJ9o3KjFvMLHzGPh+tfNWR4SvzWjkn6edxu+PP4G1TY2c+uoLbGlvRZXU6G9HdrsQbbboNtFmRXE7B8eO+V8Q1Tj4nl0ylSeOvoADzi4uW/XcYcN3QCRBwSKZePSEX5CXms29e56g3tOCOc1EoNcX6Td2xIMk6Lii+FeYdTbeaPwDnnA/I8l30oAFQTgLaFFVdcdYKfwEQbgOuA4gJdfEp23/It2QzwUFN9AX7KbRWx11xMVGRsSGp7l6AphseiSDBMj8vfYF6A3xi6rzCQphVrRvOWJN+IOm3TiCPv6x8ALeOPFyrv7mtWgWtWGaMKCqYRSXB10kvlOVVHTJdsL9DnTpqdF4YUEW+LzuIKe99jyPLjudf552Om/s3c0fvv4aTyj0nbXhgb5htwNzXmH0B6i3JdPZ2sr9K1bx9NrN/PCouVy8YAZnzari8z21PL1yM3taOka0+Y5mnhg4ZvS7HaIZh7wO9PbBMC+9xY63q2mYpjcsQmckdWCMcIXRgBjwO5GsKYNxy1Y7oYAHWVCOKG9wVMatKcfMxe1En2SP5lcQdXpEo5FQwIM+yRbXbzwmhhG3Ddh4dRLnzJ3ClUfPoSg9hZr2bn7+8oes2F+LHAighsOI5qToGDqbnbDXgWSPPLCExOMOPa/RTA7z8wt48OTlZFut/OXbb3hq+2ZUiAspUwWVcJ8D03QtCkaQVHTpduR+JxRlxx0jFrwAP6pcwG0zT2BtRx03rH89Ws0Cxg/fgXpuJsnA/TN/SLm1iLtWPcReXRM6UcGcYcG5rw2dqC1aGQ2+RjHMRYU3UWSZzFtNf6HDfwijGP9WFitj3kaCIHwhCMLuBP/OAu4A7h5rDABVVZ9UVXWuqqpzrWkG9IKPN5v+jCPUxVUlt5JuyEnoPdQLSvSEAx0OkjIt0VcBQQhz94oH2dS4i99MvpjjsmZ+J014VcdBrlj9AjaDiTdPvIKZ6XmJNWFRJdzrQLQnIeikqElCzEgm3NsTd2UHnugtLhcXvfMaj25cx7mVVXx42eXMzs0dtzY8cMPHtYloJkoggOL3IdoGNT0pJZmgsw9VVeh2e7n/s1Wc9NDTPL1qE4sqinj9pkt5+kfncezkMgRhdM12tG2xc1IltLI1rj4M1uRoW8lqQw76kIOBuH4D5xX7L6Ek0pbHoT0DBF29GGJzckg6dCYLQXf/kR9rlGiF0c4n6OxFZ0uOu456awpBp3bPjPWGESujvZ2kW5P46YkL+fy2a/nt2SfQ5/Fx04vvc/bjL/DZvlpUVUvkJCUnR9NMqhJIKSmE+rRl7iO9aY2m9cbCVy+K/OaoJbx8/gUEFZkL3nqFJ4fCN3ItFY8XJBDMpuhvSUpNJtzTq9W8SwBfURC4Z85J3DbzBD5s3MOP1r7yneBrEHX8ZfrVVNqKueU/d7MzeDDa1p5tItDjRg4Nj3jQxhxk1knZFzM9ZSlfdzzHfueaUeE7cAlGFVVVT1RVderQf8AhoBTYIQhCPVAAbBUEIWe08WBwJZyi9vBa4+8AuKb0DpIk24gQ1gshevZ2kTFZ06wGIGwtt/PTh3/Jnv5D3DnlUo7JnPadILyjt4WLV/4XdzjIS8f9gJMLJsVBeOAmCNY3YSjOG7w5JBVDfgZyvxPZ7xm8ujEgDisKD29cy4Vvv4YAvHbBRfxq8VEYJCmx0yPmBoeRzRL+tiYM2bmarXXgtTPJimgwEOzrjo7d7fby0JdrOP7Bp/nbJ6soTk/lsSvP4sNbruLSRTOwGA3jhsBIYAg4uxGNBiTboEYniBLGtBy8Pc0j9os9x3GDOVYSQDIc8hLyOrTltjHbzZn5eLubDgvkRzLH2HNVkPH1tGDOHExCrkpgysnX3g5itcgxoJsIvACVuZnce/5JfHHbD7nhxEXsam7n8idf5+KnXuWL6oMMZB1QRfC1N2HKKYjrb8zOJdjdqRW1HDL2eMGrilrBzHcuuZSfzJvPq3t2cvprL7C9oz3O5BB7rQONjRgK8xF1g+PrMpNRQyFkR8RvEQNfs6Tn30vO44oJ83i6Zh23bHqbkCJ/J/j+efrVTE+p4M/fPM63LZsxWQd9TzqzHkuuFc/BLq3fCOFmc1OP54Ts89ne9xlru9+Iwlc/NAdAjByxDVhV1V2qqmapqlqiqmoJ0AzMVlW1fYyucZPqC7bxRuO9JOszuKrkN+gEbQXRUAi7mlwYDJCUbYmxw8gYU81gE/jNh39iv7OB3065/DtDuN7dywVfP8O+/g7+edS5/KhygfbUHXC++X2Eu/owFEeeNZEbUtDpMBTnEqhvjnvFGqoNb21v5bRXX+DNfXv46fwFvHfpD5ienT26Njxgdx6iDSuCgr+1GVNBUXy0gU7AVFiMr6VBaxszticQ5Om1W1j28DPc8upHOH1+7jzreFbe8SPuOecEKvMyh88hImOBwdvegDmnOK6/KoE5rxhfRxOqoiTsNxqUY897PP8GxNvZiDkjf1hidnNGPkFXD3LA953GH+kaJDoXf087ktWGZLXGXVe9LRVBlAg4uw8buqqkJUU/e04VL//0Yt762WUsnz6Jtzbv4ZRHnuX6l95jc1PLsLHCbidywIs+O6ZunQCi0YghMwt/R/NhmRsGxtaJIjctWMi7l/yAzCQLP/rwXe5c+QXeUGjE34OihAg1t2Esz48bX9AJGMsLCBxsioNvlsnKqydcxrG5Ffxu28fcv+sLxJgY3sOFr1HU8+fpVzMrdSKP1LzE6x++RcbUAVPDoNMtd2oaXXu60DHIpVhGTbDO4JyC6zjk3sonrY+PC74xl+L/rwxowHpBxiiGaPbt472WBylMmsRlxT/DHIWlNnm9EqRjUwtZM7IwSkM9kTLp03Jo2VzL3dv+SbWrgbunXs6xWTO+E4T7gl6uWP0CnzTt5baZJ3D/gtMwiBKCqODbVYuxLE+LAx4SGmMsKyTU0oLs9oz4xFclFXcoyG1fr+Cq99/CbjTy1kWXcOuSozHpdCOHACUwS/gb67VqsMkxNsQIiA2Z2cgBL4G+zsHxYn7MYUXh4z01XPTkq1z8+Ct8uquGM2dX8dbNl/H6TZdy8cLp2M3GcTvfAn2dhINejJk5w6Cht2jw8XTWJxxvpHHHA+ehokgQDLrx9rZizi0aDlCDDlN2IY7WmvFr2GPML2HbyDnKahh364FoCanYsZAEkvJLcDdqCZWGHiPReABTC7L57dnHs/LO6/jTBVoc758/XMlxf32KP3z0FfXdfQnHUkQVd101psISbQHIkBBBY0kJ/qZ6lID/sLTeaVnZvHvJpfxi0WI+OVDDya88xxf1ByPt400OsdsCtQfQ52r5J4Y62wylucjdvYR7+rUY37Rc3ll2FSW2NK5f9xovH9oSB97xRjvEwvcvMzT4Plr7Mu98+xGSqJKUZx+20MKaZ0WvE+ip7h0W61tgLufy4l/R5W/kraa/oBe11Xx6QcYkhDAJI5sh/k+yoRVPtal3vDUbv6rV7QqpEgFFz9y00zk59yds6V3BG81PRp1ydeu68PX7KTqxnHAkwfnQPMINqxpBhaJjqrh7yvVMtpdy395X+KJjazRvxGil7iFxFjUBuGHyMdxctZQt3U1c++q/adq6C+vS+Qg6aTCTGkQddIEDzQSbWrEePS96p0YzqgFDk7zbDAbuOGopF0+ZToOjn7u++II1TY1amxgH1NDsamGnE9e2zaTMXRQtWT+0XaivF9eenaTMW4xoMIyZEc1uMnLm9MmcO2cKk/OyCITCfL3/EB9u3ce3NfXR1VFDj6MEA/TuWId94nSMkbpjQ0UO+OjbsY6UyXPRW+wJ2ww7zyMQVVXo3bMBc0YeSTnFCbO+KapMz551cbmSj/h4YwDceXA3CAK2iikjzFfFUbsdyWzBWjxxxLFzkq2cNrOSM2ZPZkJ2Br5giBW7a3l7yx42NjbH90sAbwBfUz3Bznbss+cPrsAbchxPfS1hpxPrzNkIQ9+AhjyEzTodv1i0mKtnzabb6+W333zJ53UHIm0Ta70DEu7twbd1N9YTFiIaIjX8hth7w+0d+HYd4AfXXs39C8+ky+/h+nWvUePsPCKtF4g63O6b8UOmJZfxSM1LfHZwNc0f7qbwlEnYM4yR/vE2X1+vj0Mf1VJ1TgXWFG3xWIYhl+sr/khQ8fF83a8JKZ2R9tqxBuD7k8pV3590lCVTrertb80BGAbhpVmXsSTzYr7ufJvP2l+mo97HwZUtVJ03Cb1ZNyyFJWgQloMyNW/vI2N2PukVBdxZ9WOmp1TwcPVbfNi6/oghPND25PzJPDD3THodDq5f+Rp7Qs5oOksgLqWlqqp41mxHSrZinjIxunADYkAcB1Zt24L8Av5y7EmUpqbx7v69/GXVaroiYUFDQayEQrg2bcBUXI4xVwPI0KiCAZB5DlQje93YpsyK+9GNBeOqrEzOnTuFU6ZPIs2SRL/Xxxe7D7BiVy0bDjYNlqBRFJx7t6EzW7WMbIw8rq+rBW9LHalT5iPqDQmPO5qMB86uxmqt+GhM1YdEMlAtJG3yfHQxoWqJZCzIDmsfucz+rlbcTQdIm7E4zhQyFJADDzDbpCkYUjOj27PsFk6cOoGTp01gbmkBAFsbWvlg2z4+3L0fdyA+WftI4AUIOftx7dxK8pwFSEmWYfujpi1FwbVpA4bcbEwlpcPaDRzjxLJy7j72WArsyby0awf3r1uNK+JoHS1/L4Aa9OFevQnzrEr02RmRtsOdbZIg8LOsadxw3Ols6Gzg5g1v0hf0fif4WnVm7p95LZNshTxc/QJft22kdcU+bEWp5M7MivRPvMS4bWcXjkN9zDyrkFRzBtdX3ItBNPJc3W/whhsi7QfhO/D5h5PWfH8AXDbNot711ixCkW/Vr+qjnwOKnlNyb2B22im8te8//POpRyhfVootJymq7Y4EYX+vl4MfHyB7YTEpZbn8pvKHLEifwr8PfMBrjSsPG8IwCOJgv4+iOifP/fIP5NhS+P3WFbx6cLvWJkFeYSUQxLN6C/q8bIyTykCJBd/I2rBR0vHTOfP58Zx5BGWZv69by/Pbt8dVYlaCQTybtqBLS8M8YaIGmQSJ36MSUnDt2oYgSVirpseVmdGOHd98KBB1oshRZcWcNn0Sx00uw2oy4vD6WbnvEF/uqeWzjz/C4/FinzwI+JFAqaoqnroaQs5eUibPiUJ4qBwOlOPGbj5IoLed1Kp5iPqRS8IPiK+zBXdzLamT544J4YTHHMU04u9ux12/j5SquUhW24jtorHczj4c+7Yx4+jjOXnhXI6bUs7sYu3hWtPezae7avhw136a+hxjzmHoAyPk0uBrrZyKISNrZBsvgKgi+3y4Nm/CWFaCqago7jjFySn89rhjOb6kjP3dXdz9zZdsamuJHHe41hu7XZBUFJ8f99qtGEpyMU0oiTOtxcI33ZjEI4vPZlF2Cc9+8yn3fP4Khhll6CLPsSOBb6reyt9mXUdBUjZ/3f9f1rZvo/3rGnRmHcVLixFEYUT4amOEafymEaNs4ZGfPkOyIYMX62+nL7g/0n44fE1iiB9M2Pj9AzCQGMKygWW2m5lXfBKv7P0nO8Iro+aIsSDs6/Fy6NODpFVlkza1kFsmX8nRmbN5qf4L/nPokzEhrG2LB7G/pRfXhv2Yp08ge2Ipf5t7DsfklvPGoe3cs2UFATk8HMKA4g3iWbsNKTkZ87SJWt2roUneIaE2XJKcwu+OOZ6lxaVU93Rz78qvWdvUhOxy4dm2A31WFuYJE+IqXWhjJQaxKsu4d+0EOYx18jREo4mhS2cSQXMoCA06iaNKizl56gSWVpaSkmTGHwyy8VAzq2sa+La6nsae/lHHVVUVT0MNgd5OkifNRGexHTZwh7ZX5DDu+v2EPE5SKucgGcaG74D4OltwN9VgL5+KMSUzbt/h2J6jcxEUvC31+NoaSa6aPczcMhSOBp3EnJJ8jp5UwtETiymLaIR7Wzr4fM8BVuyp5VBv37DjjKbtRrehEuzqwFO9F8uUqRgyBx1vicAbO5bs9eLesgVddhbmCRVYTCaunzefa2fPIajI/H3DWp7ftX3wTWgMrVeQVMK9/Xi37MRQVhgHXyHm2KKkMiMtj8eWnEuqwcw92z/mrQNbcX+7C8koYZ03EZ1Ze3M+HPhmm1J5cOaPSTfa+dPep9jYuIPOVQcwppopOrpwTPgO+J3sop4rc+4kP7WE56vvpFOoxiiGRoQv8P0CcMW0JPUP70zDrwyaH0CDcH+fzN6vuwjLBv7408eYnL6I15v+wda+b8YN4aArQMM3jaghmeyjKvjZ/Ks4JXcJn7St42/730ZRlXFpw4o/RP+WOkKdDizzKjFkpyIrIiICN1Ydw42Tj2Fffwc3rXmHOldvQpOE6g/j21VNuLsf8/TJ6LMzEpskICGIl5VVcOdRSylKTuHTnTu465+P0Wa3YiwoGNk+DAlBrCoKvvqDBBqbSCqfgDG3QNOeE9wCo8FYVVUC7c0EGg9x9DFLOfXYY1haWUZJRioATb0ONhxsZOPBZjYebKLLNbzSgyCDr6MZT0MNppxCLAVlCRdGjAfMgb4uXHV7MdhSsZZWIeoOf31R0NGD8+BubYySyhE181hJBOeQx4nrwB5ESYetYiqSyTwMjJIoUJWfzYLyQuaXFzK7OA+zQU8gFGZTXTNf7tzH+x+8T2tfP7aJU5BiSk2NR9uNln/3+/HU7kP2ubFWTUOXnAKMDd5YkUMB/Hv3ccG8+dx15RVk2+y8s38v961bRadnYNXc2FqvGgrj33eAYFsHSTMq0RcMPuiGLq64auI8bp1xPB0+Fzeuf4N9jnatLpss49t1CH9jJ9ZZFVhKtXzB44FvmSWX+2dei1E08Pvd/2LdunU4dreSNj2HnOmZkRpwY8PXptNxbemd5JkrePybW/n4w08on22jYpYNURSiNl+9IEfhaxKCnFex/fsF4AfenYRfNeBX9KiqSmdrmIY9blrqAhTPTadoejKKYOHCot9SYpnBa03/YEf/t+OGsKqqdO3vo2tzM8acZH523o+5YsrZrO/Zze92vUhACY0IYV+fD19tO566Tswl2ZimlCPopWF24aU5Fdw/9yyMoo7fbv6E9xr2AAlMEkCorQff9v2ISUkYSvLR52bF3e0j2YYVvx+hvYOrZ8zll+dfgMlg4JVdu/jHhnX0+LQwqvGCGDQYh90uPPt2oyoq5twCDNl5g9AaBcZKOESgow1/WxMiItaJU9HFvFoXpiZzdEUJi8qLmFdWQHKkrE1jTz/bGlrZVt/KjsY2Dnb2IEdKCckBP+5D+wi7nZgzCzBl58dVbx5JVEUh0NOBv6MZ2e/FVjYFY0rGmP1GE0UO42msxd/ThikzD1N2Abqksc0SqqoScvTi62gi6OrFUjwRU3Z+1P6cbDYytSCHmcV5zCrJY0ZhDklGDfA17d1sONTEmtoGNjY04QuFI2Mq+Fsa8TYeRJ+RiSm3EJ09ZeQ8DRAFb9jlxN/aRKC7HVNBEebiMi3vxGGAdwD0xxSXcOuSJUzOzGJT9X5++/or7A760WVmgD7m3hrJ1hvwEqhvIdjUgj4rHdPUCYgR7XWo1ptsMPHAgtM4MX8Sn7dUc8eW9xPWblP6+nBuqEHQSVgn5mAuzkRviKSITQDfGSnl/Gn61XjDfn753h/Ytm4LRquenKNKsKZENOlxwNcqSfyw7DaKkqp4u+l+ql1rkV1eqld24HeHKZ9ipnCyFUsScfAFvl8ALp1sVm/9dyn93WE6O6GjVTvR/Co7GZNSMSZJUa1YVq1cVHwPRUlTeLXxUXY61owbwgA+n4rzYA89+7u5YP4Z3HXhL9jbeZBfr3oMh+pDQUQJK/j7AgR7Pfi73MjeIKayHMzlOQiRZNWJ7MKyIpJttvHgvHOZn1nEm3U7+P2WFXjDocTacEgh1NZFsK4Z2elFl56CaEtGSrYiGA2IioiqKCgeL3K/C9nhRHa6MGTnYCgqICcnl5vnLeKSqdPxh8P8Z8tmnt66BU9I+7IPB8RCWCXU20OgtZlQbw96Wwo6mx3JZkc0GrVijYqCEgggu5yE3U7CfVrFBFNuAfrU9CgMEtaWEwQqszKZX1rArOI8ZpfkkWHVNDlvMMTelg72tXSyv62Lfa2dVB+sx9XaQKC7HZ3Fhs5iR2e1I5mSNLuyrKKEgoQ9LsJuJyFnL7okG6bsAozpWd9tWfEQkf1efB3N+DtbEA0m9NZkbS5mC4IooYoqqhyOmUsfgk6HObuA3LIKJhfkUpmXyeS8LKYWZFMceTOQFYXqti62NrSytaGVDQ1N9Hp8CecQDRsLBgh0tOJva0YVQJ+cgmSza2YbnQ4EtERMHg9hl5Owsx9FCWPMy8eYW4BkMh0ReKdnZ/PrJUs4qrCYBkc/f133LR/u30OwrYNgUzNKwIeUloqUooVACno96AQtoY/bi+JyEO53oni8GApzMJTkI6XEFI0dAt+5mYU8vPBMMkxW7t/1OS8c3AQworNNRCHQ2ov3QBtytwNDlh1jugVDmgWjVUIQRUQlzAnZs/jtkmtp6m3l2od+hssaJH1yBuZsK0ZJSZjbARLBV+Sa0tsptlTxXvOD7HWuipodVFXF1+6mYY+b7noPmdkSqVl6srLAYpMw6hWuXLj/+wPgrHyDevHNWVjTDKRk6rFkJmHKSEIQBEKqFBcZAaCoVi4q/h2FSVW81vQoO/oPD8LBiEbs7Qkw11zJb4+7mW5nL9c9eRcHOxtAlNDZzYgpNvSpVnTpyQiSOMw5B4lD1SRB4IbJx3D9pCU0efr55br32dHbmjhKAkARkD1e5B5nBLQu1GAYVdFK+ogmcyS2144uOUWLN2ZQSy5NSeXXC5dwSsVEen0+nty8iRd2bMcX1m6aw9WIlWCAcH+/BlmXE9UfBEUBUUQ0GDT4WO3ok1MQY2yr47EZx0pxcjLTCnOYVqD9m5SbSVIk/CgsKzT29nOwo4eDTS0cbGqhrr6BQw0NtPf0AgKCThcBsw29LUWrbJFADjeMbaQIB1VRCLki18XjRPZ5URWFJJORwpwcystKKCsuorwgj/K8HMqz00izDM6prd/J7pYOdjV1sKu5nV3tHXgCw0vMw+ixxKBp2bJL+37CHieyxx3NKyyIIqLVis5m0+BsT0bVDxlQVBOOO/T4kzMz+fmiRZxUVkGPz8s/Nq7n5T07CA2x88puD7LTEVES3ChyCFQVQRIRrWakZBtSqhVdWgqCThrR0aYTRG6auoTrJy/Wfjsb32Z3f1tckpyxnG2qz0ewy0moz4PS70L2hxBUhZ8su5RfnnoNW5r38Lt1jyCnShjN4ohZzUbTfK8pvZViyxTeb3mYPY6Vw2y+Wn8ZMRigpy2At8tHf3eIgDuMLKv8++7W7w+AJ04zqw++p5W91oCrvY7F2oSHQRgbFxXdQ2FSFa83/ZPt/asTQljrIyaEsPa3yERbMXdV/RidIPG73c+zta92RHPEQB9t2+ihanMzivjr3LPJNtv4555v+dfetYRVJaFJghE+jxWyFrt9RlYOP1+wmGOLS+n2enhqyxZe2rkDbwKNWOsX88dQ5x0jh7HFyQi3y0jQGw3IoiBQnJLC5LxMKrLSKc9KpyI7ncK0ZPTSICFCYZl2p5u2fiddTg9dLg9dTg/9Xh99Hh/9Xj8uXwB3IIDbH8QfCqMcxn2tlySSjHqsRgM2k5HkJBPJSSZSk8yk25LItFnItFnISraSl2In1WKO6+/w+jnQ2cPBzl4OdfVQ3dbNvs5OHL7ACEcc3bk3mnlhrHajabuJ+gzMoyozkxsXLmR5+QQcfj9Pb9/CMzsG367GsvMCo1asgOFab5ktnQcXncH0tDzeqNvOn3d+ljCfAxyes00vSPxq8nksy1nAys5NPFLzMkRMAYcDX6MYxiCauKb0NoqSJvNBy8PsHgW+Q80OAwsxAJaVfY804Kkz89SH30nBrw4Ac5wQVq1cWHQ3xZZpvN3yBJt6vzxiCGcZ07h7yk8oSMrikeq3+SBBrDAcXqiarIhYdUbunnEKZ5dMY2dvK79e/yEHnN2jasNx/zMChCGhkw5gdk4eP5+/iKOLSuj1+Xhm6xZe2LkDV0ADwKggHnJsSBDGlqgPjAjjEdsP7BvDsSaJAnlWO0XpyRSmp5CXbCM3xUZuip1Mm4UMmyWqOY8kobBMIBwmJCvIqoKiqKiqBn1RFNCJInqdhEmnQxyjOnKP2xuBvpvWfhet/U5a+5009vTT0N8/KmgH5LCBC0cOXRg3eGfm5HLDgvmcUFqOM+Dnme1beWbH1uHxvHB44B3yOVbrFYArJ87j19OPxSuHuHvrR6xo1cK4RqtYPB74Just3DvtSqallPNKwye83PjxsBpu44WvUUzi2rI7yDdPGGZ2gPHB16KvwKJLZWbuC98fAM+dO1f9539+ytc77sGSaSI9S48pxUAA7fV2NAjLqoXzC++g3DaX91ueYW3Px6NCGAZNEp7+EK5OP/4eL94eP2bRyH2X3MUxlQt4dcuHPLzlDaQUE1KaTTOHjBEvDIlNEgDL8ir5w+zTsOgM/H3XKp6u3oCsqlEQK/4A4W4nssON3OdGDYVQFQVBkBCTtFc40WZHSrEjSNK4QDwzO5cb5y7ghNJyXMEAr+3axX+3baUtkqN4JBAroRCy00HY4UJ2uVACgagJQtIb0VkHX21FvX5kuB4hkGPnpioyYacjal+V/T5tLoKIqNcjWWzorDZSMrNItyWTmmQmJcmE1WSMarAmgw6jTvun14lIgogoarV/FVVFUVVkRSEQkvGHwwRDYTzBEG5/EE8wiMPrp8/ro9/jo7O7g4Czn7DbhezzaK/9goAg6dBZrOisds12PkakQtxlGs1cPQJ0VVVF8UbsvC4nYZ8bNSwDKoKkQ7RY0NmtSPZkJKsVQRBGhK4AHFdaxo/mzmFBfiF9Ph9Pb9/C87u24QoOJOJJDN6BfYrXpyWecjtRHG7UcBBVJWKCMEVtw7p0WzQ2XJRUiq2p3Df/VOZnFfNlSw2/3fYh3QHPYZkctG2D8JX9IcI9ToqENP5++q/IsKZx9xsP8NnulRitOoxpSdgyTZgzLRgjFrSx4Jsk2bi27E6yjcW80/wA1a51I8IXNKebSQgSCio4OwN4u/2o/nyuPvNNZDlEemrx9wfA02YUq7t2NLBp3+O8/9WfaG1VMJpFSqZayZ5gR28UR4VwWDVzdsFvqLQvZkX7q3zV+eaIEA6EoO9QH517+wm6AhgzbZjTkxBTrUgGHaoqce2UC7hw8qlsqt/JTU/+nm5HL5aKbCwV2ahG7XVzPPHCQ00S6UYLv595KssKKtnV28qt6z9k1/59+A+2Ivc4kNKSESN5HESjARA1J4bXh9zrRnY4Ubw+9Hl5GIoLkGyWcYG4KiOL62bN5bQJk1BVlY8O1PDs1m3s7IjJkySryP39BJqbCXV2Illtg044kwkBEVVRUfw+ZLeLsNOJ4nRhyMzCmFeg2aYHnHD/AyCHPW4Cbc34O1qRzGYNbFY7ojkJEVErURMKavZYt4uwqx+dPQVTbiGGtIxhi0u+i8gBP4H2FvztzQiShM6WjM5iQ0qyIEg6UFUUZdAJF3b0I5rNmHILMWbmIMSYT8ZcQTeC8h3NQhYOE2xvxd/SjCIH0SWnINntSBar5oQTQQ2HUTxuwi4XYYcDJAFjQQGGvDxEgyEKXrNOx7lVVVw5cxYVaem0uJz8d/tWXt27c0xTA4AiyITaOgk2tKC4nehSU6K2XsGgB0FAVWUUtwfF4SLc70QNBDGV5mIuLeBHc47h51OPIaTI/GnnCt5u2AEM13phbJODqqrInb24azsItPVxxtLl/OXCX+IJ+7ln7aPU9NchqjIhdwC5z42v20vY4SW5LJXsqhSSMpJGzGpm16VxbdldpBqyebvpLxxwbx4Tvr5uDwd3eWk94CMtFUpKC7n6jLcw6K2s2XMBJ8z68vsD4MnTjerKNU+TbbuMA32PcKjvX9Q3qBzc7aOtOczEhamUTrUQiJglEkE4qBg5Pf9nTE85gW+7PuSjtufwR00MmtOtvdZN87pWjBkW0ienY8pPQxCFhCaJ47LmcUPFxThCHm5b/S82bdiIu6EX68QcLFNLEKQB7ffwTBIAy/Mn89vpJ5NiMPPPFe/yzz3fouamowoxS1NHsAnLLh/BhlaCjS3o0tMxTZmEaDSMC8T5NjtXT5/NhVOmYjMY2drWynPbt/HR9u04du1C8Qcw5RdgyM9HNESWBSeC6UDNumCAYFsrgeZmJIMRS+WU6JLWweMn6B89yQRDB4N4Duwn1NeDKTcfU1YBkjmxcy1uKDlMoLNdiw4Ih7BOnIIhJgn8kYiCjLf+IP62JowZOZjyCtDZkseei6oQ6unG19FE2OXEUjEJQ1Zu4mXQYwB3cEyVQEsznvpa9KlpGPML0KUNRp6MZGJQ1cEHa7C7C1NpCeXTZ3DZzJlcPHUaySYTOzvaeWbHFj46UDN8EcWADDE3hDq68O3aj2Q1YyjOR5+biRDr6BvB3CA7PZT7RB4843Jmlk3k86b9/GHnp3T4XePSeiEBfB1OetYeQFAVkidl87OTr+KyspPY66zn/n1P0Rt0JjQ7hDxBXLWd9OzvwZpupGhJATa7GAffDEMu15bdhVmy8XrjvTR6d40KX8XjZ8833fR3hZg41UhZlZmclFTm5T2PQcpkX8eleIO7WVhS//0BcNV0g/rfDwooT3+QDOs51PT+lQbHM9pCjO4w675wI4s65pyYis6uaaCJIBxQDJyY80MWpJ/Njv6vea3x3/gUgaAnRO3XbQTdIfKOLsaabRk1QkL7W6TcWsjtk68l1WDj79Vv88HBb+neUE+wz0vGURWI6QPhROM3SaihMM5tdVgdAf50w6+4YMoC6l293LPlM75tr9PajpBTIiqKgBoO499/kGBjB6apkzDka6kwRwJx7D6r3sD5lVO4YsYsSlNS6ezv47XNm3mjoZ5ml0trm8AuOxKMVUUh0NyIr+4QpuISTMWlSAmceiOOEZFARxue2v0Ys3NJKqnQNLpRZKSxAl0deA7sw5CeiaV8kqalHqaEHH24q3cjWWxYKyq1lYJDZDz5IEKOfjzVexBNJqyVUxKOM9ZYoYAHz949oCgkVU3RYq3F4b/TkbLJAUiCwDF5eVw8YSInTJ+BCnx2sJZndmyN1mLTxhjD1BAM4d+1H9nRj3nGZPRZ6WPaeUGDr0Vn4OapR3PVxHn0B7zc8fbTvPP5p1jmTsKcr/2WxqP1atsUVFnBs7seT20HaXOKyJ9cwm+n/oC5aZV80vYtTx58K+psg8Q2X72goMgKvTvb6NjdQ/H8TLKqUjFJMvnmMq4uvQMBgVcb7qbdf3BE+KqqSvs+B9XreqmYnsT0eWYknYBNsjIv91lMugL2d15JILgBgDnFTd8fAE+dblCf/zCHkGqgIuNh0i1nUNNzPw3OZ/GrehRFZe+2ALu3+Fl0ejpJWZqWNVLuiMUZF3Bc9pUccG3lie33sfX9alInppE9MwdREke0CSeCsF1v5VeTrmJW6iRWtG/gof3v0FvXTve6OlIXlGEo1EqkjCtKIhCif+UuRKsZ86xJiAY9i7NKuWfmKZTa0vmocQ9/3vYV7T7X2E66yOdwnwPv5l3o8/MwTiyLMQOMDmJVUfDt3M3SCZP44TnncWLFBCRRZE1TA2/u3sOnBw4QkIeHsQ2OMXyb7Pbh2bMT0WTGMmXaoK1vrDCwsKqtyGtvxTplOnp7yvA2h3lbKqEgntp9KD4ftmmzoxr9eCTQ2Y6nZi+WSVMwZmYf3oET2WwHVhy2t2KbMQedxToqcGOdaGFHP+4d2zAVl2IsLoxLngSjQxegNCWF86dM5dzJVWRbrXS43by0fg3PvPIy/QV56DMzIuOMDl4AxefHu2ELUkYq5ikTEAwxBx8FvACnFFZy16wTyUmy8+rBrTy450scIT9yVw+u9ftIqirGMknLczEeR5sSknF8uxeAzCVlzMyZyN1TLiPZYOWJA2+womPdYTvbgv0ear9oJj3fyMnLT+bykl/jk5280nA3nnB9pM9w+BqFIDtWOehv9rLolGQyMrQLaJOszM19BrOumJrOa/AF10T6ykwp+h6FoU2dblBf/ygTvypFIPwI6ZbTqO65j0bnc1FNt+5AiPVfejjqzHTMmaNDeEbKSZySdyOHWqp5bOvvMJUohxUrrG0b0F4lLipazsVFy2n0dnDPruepba6j/Yv9pM4rjUIYRtaGlUCI7i92Y8hJxTytPApKWRExiBLXTlzM9ZVLCCsKj+1dw3+rNxJU5HGBWPEG8azbij4nC+PEirhrmwjEqqLg3boTZLDMmo4gSeRYrJxfOYULqqZSlJyCMxDgk9oa3tm3j00tzVH+jQVjVZZx79yBIIpYpswYBowBiYWy91Atwa5O7DPnIka8IkeUgnLIrauqKt6DNYT6erSxx7GcONDZjqd2P/bps9HZEqTIHD1AIvG0IrdUoLUF76Fa7LPmIlkGV9SNlH847HTg2r4FS9UUDFmDORvGgm6KycRpEydy9uQq5uTmEVYUVtbX8fq+3XzdcIiwohDu7cO9fTtJM6dGITwSeAHUoB/3t5sxlORjmlQc33AEcwPABHsGd885icXZpezta+d32z9me6+WqCdqQvB66f96B+ZJBdgn50b2jWxykNQgXV/tQ2/Rk7G4gouKj+O6ilPp8Pdy/75nOORpPqJIBwApFCCvdQY3n34X3cEmXmu8h5DSEemTGL7bVzrwdPs45qxULCZt3jbJwtzc/2LWlVDT9UN8gdWRvtoY3ysAT5tuUF+LABggrBopz3iEdMup1PQ8QIPzv4MQrg2x8RsPJ16ajRJZBJAIwt6AhLKjiNsufQi/6uaZuj/TGWged4REIm14Vkolv5x0JUZJzyPV7/DB3pW0rthH9rIpGFItI0ZJqKpKz8q9SBYT5pkTo/Ad6qQrSErhtmknsaygknpXL3/Z/iVftNRqbccAsRII4l65GVNVBYb87LjQNYgHsW//AeTefizzZkUdRAP7BbTCiedXTmF5+USsBgMtTicf1dTwcW01Ozs6BsccKXwsKOPeriUdSqqYMGyucU072vEeqCFl9oK4RR2jyeHAWVVVTRP2+7FNmzVqOsqw24Vz2ybss+bFLake13HGufDO19aEv7Ee+4LFcc65qAwsrw2FcK5bS1JlJYas7DGhazUYOKGsnNMmTuSY4hIMksT+7i7erd7H29V7o2lMtblGcuv29uHZvB3bMQsRk8zD9kMkb4Oi4P52M/qcdEyVZcPmComXEd80ZQmXT5iLJxzg73tW8mrdFmRVTWjrFXweej/fTvKiSZjzUoDElYr1kkzPuoMQClFx/Exun3oRC9OnsqZ7G4/WvIxX9h8xfI1imBOyLuCknIvYfnAdz269m4KpYqRP4lCzgzvdtOx1cty5aSSZVC3xjpjG3NynI/C9Fl9gVaSvHOmrMrGw7fsF4Lc/ziCkCkMg/BDpljM40Pcodf3/ikJ440oPfq/CrOVZCRP4AOxc2YvPL3DCGUu4sOge9KKRlxoeota94ztBOM2QzC8nXcmMlAl83bmV33/0BK07D5J9ygwESUwYM+ys6cBb20bKibOizrvRnHRLssu4Y/rJVNgz2NDZwJ+3fcnuPi1iYTQQh3sdeNZvx7Z0EaJ5EGaxMJa7HJEf3SJEk3FEOzFoXvKTyio4a+JklhQWY5AkmhwOPjtQy4qDB9ja1hZd4DAsG1kggHPtWmzTZ6FLSSGRKL4AjvVrsc2cHU0MM1TGNF+MR0IKji3rMeUXYcorSNhElWWtTWExptyCw873O1RGq6rh3rUDwWDAMrlyxDau3TsQjUaSKuPbxEI31WTihLJyllVUcHRRMUadjlaXi48PVPN29V72dXcN9hvBqeY/UEe4s5ukJfG5kmNjef21hwh39WI5arbWZhTwGkSJyybM4cYpR2HVGXm9bjt/3/t1XM5eSGzrDbX14NxYS8ZpczCYtAkOje31NvfSv/EQZ151PndOvwyb3sKzde/yQes3w8AL44dvkgQXFv6YGSnHsaPvC97a9xBb3j7AvHPySU3Xvsyh8HX1hVjzZjvHn59OerqWeMcoZTEn5xlMulxqun40TPPVC9p5f68APH2GXn3rIy0bUkjVbgLNHKGnLP0BMq3nUdf/JAf6Hsav6gmHVD56uY/pi21klNuHQbi1OczOz7uYf1ERepOEUcrjgsK7yTIV8V7L02zoXXHEEAbNJHFe4Un8oPhUugL9/PqF+9nlrMM+syTaZgDEQVeIzo+3kXLCDPSRte+jOem0/SI6QeTC0lncPHkpaSYL7zXs4qGdq2j2OLT2I4DYv+cQssONZeGMYRqnElJxf70OU1UF+tzsePMEjApju9HISSUVnDZhIosLizBKOrq9Hr6uq+OrQ4f4trEhGroEGpCD7e34amuxH3VUwsTvru3b0FltmCvizSaJNOWRZLyADrtdOLduInn+YiTTcEeY91AtstuNddrMUbXk6BQPF9Cx5aMi2q1l2jT0qVqkRizwgx0d2nVbtAj08QcqT03juNJSji8rY15ePpIo0uJ08tmhWj48UM329rY4S8xo0QyghZJ51m5Bn5+NsbRo2CIK2enG/e0WbMcuQLTGLDsfAl4BOK2oilumL6XImsqqtoM8sPsLapxaRYjRQsu0/dp296ZqUCFl4YRh8BVCQbo+3MMdP/0Vl1Utp8HTzt/2/5d6b+t30notkp0rS35NkWUyKzteYE33axjFEE27HHTsd7DwgjzMYjguzExVVda82U7xJBNVM01aqSFdHnNz/oteSqOm8xr8wfVa+xj4miIALipo//4AeOYMg/rBx+n4I/CNh7COkrQ/km27lBbnC+zt+Qt+VUfzoQA7N/g46eL0aBY1ra/Ehg86SC9LpqDKFoWyip2zC37NBNt8NvR8yHstz+OLmgoSQxhG14Yn2oq5ZdJV5JjSeOLTl3lL2oasI24FnWNbPUpYxj5nQrTfgIwWsqbt11bS/XjSUVxZMR9REHnl4FYe27OWnoD2SjkUxKos4/xsDdbFc5DsMZm7FIFgczvB+mYsi+bFXf+xQDy0jVVvYGlxKcvKKlhaVEKyyURQltnc2sKaxga+bWhkT1cniqri2rARY1ERxuz44tiy241r0yaSjzkGkXHS7DDAnEg81fsQJImkiiFlfsJh+teswj5vIVLS2CFvI0qCyIREokpE462ts2fH71NVnBvWY6oox5CVRbLRxKLCQpYUFbGkuJiiyJvCvu5Ovjh0kM/qDuas7H0AABCeSURBVLCnq3PI+KNDd+h+2enAu2kHthMjD8qY8/Bu24toMWGqLAUSO9iOzinlV9OPZWpaLvv6O/jb7i9Z3XEQYNTQMm1/vK1XCYbpfG8jOWfOxmQdvC8kQSGrS8cflv6YSTllfNL2LU8fepuAEvpO8M02FnJV6W1YdSm83/JQXOl4HWG+fbmZWccmk1uo+Q8GVrg5W91s/tLBmVekYhbDJOlLmJPzNJJgobrzKoKhLVr7BPA1CSJZ+d8jG/DMGQb1808y8avKCBCWKEq9k1z7tXS432NX1114ZPjwuR7mn5xKeq4hunS5uwe+eauLE67IJ6SLtxEHFSPHZ1/NwoxzOOTewYsNf8cru76TScIsGflh6bmcnLuY2p4G7j/4JgfdrciqiBKWaX1rC2nLZqK3m0eNlIDRzRLZJhs3Tl7KeSUzCCphXqjdwlP71tMX1LJnxYLYt/sQSjBE0szKOGi5vtmEqbwYfd6g03A0W7E28LCvK66NJAjMyc3j+OJyji4qpiqS4Nvh97OxtZk1e/exes0aGnOykWPuLd/uvQgGw3DtN+44I+4aXUYAtezx4Ny8gZQlS+Psr/7mJkI93dhmzEo83jjBOlRGM2Oosozjm2+wLlqAZBmMnbYGAkxTVI5btoyFhYVUZWYhCgKuYID1zU2sbKjj64Y62tyuIcdKMMcxwBur7bpWbcQ0sRh9XsTZJ6oogSCuFWuxLVuMZB5c6j0A3sXZJfxs6tHMzSykyd3Po/tW8n7jLlQSgxfGF9fbt/4ABotEyswiJEFBFEQuKlzKVSUn4wp5eezQK2zq3fOdTA5GMcwU+wIuKryRgOLjzaY/0uqriatebBJCNOxy0dvsYf6pmXHLi9d81EdeoY7pM/XYDFXMznkKUKnuuIJQeFekXWL4At8vAM+aYVBXfKKZIEaDcJ79pxSm/poe79ds7/wlWzY5cfbJzD4hNdLOwO61DgKyjilHpYwQK6xnWvLxnJp3I+5wH8/V/5U2f/1hQ1jbNgjiqUoJv5x1FanWFF5s+IKX6r+k/1AHztousk+aMmo+CW3b2GYJgBJrGjdUHsMZRVPxhoM8X7uZZ/ZvjAOx4gvg/Hwd9lOXRl/9ZYcXz5qt2JZFtJwhkBoTxDAmjAEyzEksLihiUUEhC/ILKU3RvhtPMMj2jja2tLSxo62Vb996i8DUKYhDzAH/63pwQ8W1ZTOG/HyMObnRbc716zBPmIA+/fDzBx+OrXjokuRgbS2T8vKYN38Bs3JzmZOXR0VaOgD+cIitbW1saG1mTVMDOzrbo4skBo/93aCrtdf+Dja1EWruwHLUjOiuwMFG5H4HlnlTtaaRvouyirlp6hIWZBXT7nXy7+pveaNuGyFVGRO8MPZS4mCfh84v91F0/ixKLDncXnURk+zFrNixkmc9n+CSvePWemE4fE2izInZF3JC9gU0e6t5q+lPI0Y6CKEQK55t5dQrMjAlSZiEIIo/xAfPdXPhNclkJy9gZvbjhBUH1R2XI8sHIv0Tw1cf+YJS85sTAvjwI9b/ByIgoEckhBJ5QmgQ1gsqIVWInkyr83HCSh8laX9kbs5/cJT9hK8/bEIvyIRU7eL0tAWZNFfTfPVDfqEhVcIohtjl+IruQBPnF93JTyv+xFvN/45mU9OJMmFFq3AaUHToBYWQKka/2AEJKxIGUSaoSOhEhZ3hg5z+20u57/Z7uar0ZI7OnMod9Q9Tm6clMRmwY4VkCUlUNDtv5CYKK2L0ppQVAZ0kE5alwYTTihC9Qevdvfx687v8u/pbbqg8hp9MXsxVE+fx8oFtPL1/A51+N6LVgGg2orhc6FLtqIqA3NePlJmCoBM0kMZqdYoQ98NUZSHeEz4A2dgf90BI25B23T4v79fu5/1aLZlKtsXKjKDCgqlTmT9hIjfMn48kinDOubS4nOzp6mR/Zxd7u7qo6emm0eFImLksEZiPxFGmy0gj7HJgyM+NnKtM2OtGSk/9zo636LwSRN5ZDQYq0tKpzMigKjOTysxMpmRkYo7EJ/f5fGxtb+WVTz5huxxgt9tFUIm/fxMCF8aELowM3gHRZaXi21WNqqoMpFKW+/rRZadHwXtsbjk/nbKYORmFdPhc3Lv9U16r20pQkZFEBWngNhkDvDByhAOAKdWEHrgk91iurjwVn+zn7s8e5LNd35C3qBBd5HyPxORglixcXHgDk+zz2d63gk/bHkcn+CL9EqxuM4hkZkt4Oz2klJrQCzKt7SGyskQKUk9mWtZfCYQa2d95BarSEuk/OnyNwsiY/T/RgGfPMKprPs0joIYJRX7Zo2nCaUmnUJ7xML5QM/f89QKOP9+LrDcQkEXefaKTE6/Kx2ASR4yQGPhbJ2RybuFtFFmmsqnnY95tfR5ZDR+xSaLu3T1kLCzl2MpFXF9xESl6K69Vf8kLHV/jV4KjZlfTxhufWSK2X7ktgx9PXMLpRVNQVIX3Gnbz1P4N7PxyNbo0O/qSQgC82/Yj2pIwlsXEcI5SP25AjlQzjm3rr2tA8XhImlqFWadjoiIwPSOTuTNnUZWRSWlKqgZlNM3vYF8fh3p7qevrp66/j4b+fpqdDrq93sQHij3mGBp0qKcH34ED2BcsACDc14d3/37N4TWGjJVUxyBJ5NvtFNqTKUlJoTQ1ldLUVCrS0smzDYa1OQMB9nd3sau9jfVff01tVhoNTgf/r737j426vuM4/nzfj971etxVwIG1HRbEKRFEgogjUwP7oQ7FRZdsopuZbAubGWQu/phGY1xizJxumUvI1Oh0JMuMTjN/syhuw5/jl0OErroqVktpa9u7/qD3vb73x/euXsu1UCf3gd77kTTh++332vfnSl553+f7/X6+mvHoemEjya8sRQKBQw5c+HShO3K7+9l/ED97AcG4Pw+e2rCJ6iXzWTF3EatOPpNTqqfR3NPFfQ0v80jT1qHgHfpx4whef//wk2zgz/Wekvg8a2sv4qTp9Wxq28q6xkfY+dwWkvXVJGdNOSB44dDCt6aynitmXEMiNIUNe+9jc8dTw6YcoPi6Dg2vtCMCC77ovy8Nr3dx2qwrWbbwFtL7t9KwbxWi7bnXZ4eudBgrfGM1xW9FdtYBQ664XAiP1Qmn+p5k1942Zh97LzeveYZN7/yAaEUDqZQQjUKi0qNfK4gGMvQPhgs65Az9+sm2p/tY33Qj5077DmdNvYSayhN5+L276My0HbQbHsh9v1B0SoxsZ5rXOv7Njs2NXJw5i8vO+QZL6xdy965Heb3D7wrz55zy3TAw1BEX64aBUTvid1JtXLv5cX67ayNXzlrMpfXz+ebM+Ww48SzWvfgU2/ILZnelCddOGzqJooNyQBd8wDaM2RlDLmRHBsKI7jh4TJxMq38ZXZ/n8cqOnbwer+LhVv8W2GgoxBcmT2X25ClDX/OmT+eC2ScNBTP44dycStGSTrE31cPenjRtvT209fbS3tvLx/39dOW+Cq/IKBRIJsimU0Nh6vWkCSQmjRquoUCARCRCMholGYkyubKSqbEYU2Mxjq2qYno8zrR4nOPik5gWH/64otTAfpo6O3mteQ8NHe00drTzdvs+mlPdQ8d0vbyJ+OKFBGMxvL4UgUQVhAUdeVfJZxW6Rfbl/08Eq+NoOkUgWUlcQly+9EJWX/ItaqqSNHS1ct0bT/DXPTvwclMNuSsqP7PgjQUjXDXzfC6uXcK+9Mdc9+Tt7Ez6VzhkOnuITq455K638JhIwOOMyctYUXMVPdluHmq6ng/7dhcN35EPz4zKANVTQzQ39AIxouKx6KTr+dKC1XT0Pkdj2xpC9OaOPbTwDcvoH7WcBDD4RWU0WzSE8/Ih3K9B+gde5e29l1IXf4BzTl7Hyx9+jaDXRzgiuTcxdw94gDFDOBzo54W9D9Dcu4vlx69l1cyb+NXunw6FbrEQ9n9u7vbFwmMiQjaTJRQYpH8wzc0P3s6W5H+5evZK7pj/fW7dcT8bW3cSFP8hoOOdloDRg3hPTye3vfks9+x6iZWzzmDlCQt49Ic38NB/3uDWzRuQQY9gNEgg6C+BOSyI4VOFMRw4BZF/zwtJKIR63tCxOuhBJIQGFckK/Z7H9tYWtre2DHtdOBCgLlHNjGSS2klJahMJaiclmBafxJl1tXwuVjVsofZCg6r0ZjL0DAzQ52UYyGbZn83iDWYZWL4cSSb5KJ3iuHAFAlRUxagIBqkIhogEg8TCFVSFw0TGWI+ie/9+WtIpWtJpdre30ZzqZk93Fx+kumnq/Ji2vtE79qEHVEaC6GAGDSrqeZ+sfzHqEzEOIXThoN2ujNgOBJVgJIR6WY6pqGTjhT8iHo7wamsTt2x7mpda/LnN0aYaYOwTbPnX5hWu2Zt3x/xVzEmcwNMf/ZPfPHUv3d1d1Cz2P8GJ5xGNjr/rBTgteTqX1K7m3fQWnvjgTrLaTiQwdtfr7/czJBZVvIx/k0Vd/EJOrl9NY/ODtHu3EZb8sf9/+IKjKQgR2Qe8V/Jf/ImpQJvD3++Sjb18lfP4XY99hqoeO3KnkwB2TUT+VWw+phzY2Mtz7FDe4z9Sx/7ZrWJtjDFmXCyAjTHGkXIN4N+7LsAhG3v5KufxH5FjL8s5YGOMORKUawdsjDHOWQAbY4wjZR3AInKNiKiIjH9VlqOYiPxSRHaJyJsi8hcRqXZd0+EmIueJyG4RaRSR613XUyoiUiciL4rIThF5S0TWuK6p1EQkKCJbReRJ17WMVLYBLCJ1wFeB913X4sAG4FRVnQc0ADc4ruewEpEg8DvgfGAO8G0RmeO2qpLxgGtUdQ6wGPhxGY09bw3wtusiiinbAAbuBq5l3M/fPfqp6vOqmr+J/lWg+HN7Jo5FQKOqvquqA8CfgBWOayoJVf1IVbfk/p3CD6Lj3VZVOiJSC3wduM91LcWUZQCLyAqgWVW3u67lCPA94BnXRRxmxwN7CrY/oIxCKE9ETgBOB15zXEop/Rq/0RrHytOl42wxnsNNRP4GTC/yrRuBn+NPP0xYY41fVZ/IHXMj/kfU9aWszZSeiMSBR4G1qtp9sOMnAhFZDrSq6mYROddxOUVN2ABW1S8X2y8ic4F6YHvuYYy1wBYRWaSqLcVeczQabfx5InIlsBxYphP/YvBmoK5guza3ryyISBg/fNer6mOu6ymhJcBFInIBEAUSIvJHVb3ccV1Dyv5GDBFpAhaqatmsEiUi5wF3Aeeo6r6DHX+0E5EQ/snGZfjB+wZwmaq+5bSwEhC/y/gD0KGqax2X40yuA/6Zqi53XMowZTkHbLgHmARsEJFtIrLOdUGHU+6E49XAc/gnof5cDuGbswS4Alia+1tvy3WE5ghQ9h2wMca4Yh2wMcY4YgFsjDGOWAAbY4wjFsDGGOOIBbAxxjhiAWyMMY5YABtjjCMWwGbCEpHHROQXIvJ3EXlfRMa8PduYUrMANhPZXKBTVc/GXxN2peN6jBlmwi7GY8qbiMSAJP66zwBhoFNELsZfHzYB3K+qz7up0BgLYDNxzQE2q2o2tz0P2KGqjwOPi8gxwJ2ABbBxxqYgzEQ1F9hWsD0PeLNg+yb8xxQZ44wFsJmoRgbwqcAO8d0BPJN/VI8xrthqaKasiMhPgO/irwm8TVUn9FKc5shmAWyMMY7YFIQxxjhiAWyMMY5YABtjjCMWwMYY44gFsDHGOGIBbIwxjlgAG2OMIxbAxhjjyP8AONDiYaYWjPcAAAAASUVORK5CYII=\n" }, "metadata": { "needs_background": "light" @@ -170,20 +190,33 @@ } ], "source": [ - "plot_external_func()" + "f,ax = plt.subplots(1,1)\n", + "f.set_size_inches(5,5)\n", + "f.set_tight_layout(True)\n", + "plot_func(ax, func, slices = [\n", + " slice(-5,5,101*1j),\n", + " slice(-5,5,101*1j)\n", + " ])\n", + "\n", + "draw_covariances(ax,func,slices = [\n", + " slice(-5,5,10*1j),\n", + " slice(-5,5,10*1j)\n", + " ],\n", + " scale = 2\n", + ") " ] }, { "cell_type": "code", - "execution_count": 240, + "execution_count": 431, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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v8vHYtg0j9nfh4q2NyLJE7fgBDv07TJX1Izrtj9boDxzLq0H+o8EoUzbV2B8ouoonbdGTGV23yuPkFtwgKeOgSz/2weHejPbkX2xcsT0mi5EzqaUhVBb/YocqzcgqyuVc2lWHMuXzLz5cvxWiILLRBsZS86MdpYxte4r6KkSR7x8fyuBWbfh621a++PUX321J7n98yaqDB3luxXLa16jJ0tFjCdRonK7F47X6Ej/M6e2XTlFoNPBI/dZla9smjn7GHH0+Z+5cpoMNjCVlfL/Wjq6apNwbpOcn07hie7dlffkZXaVAn8KttF3UiR+IEY33+/FgTrstWw44ltS1lAmU/2gwlkX8fUB3oy1GhzamYlQ7Tl1fyr0wowVBpGV8V86mHMJg1heDsKz+RY1CTceEFvx1/SiSLN+Vf1FA4IlmnTh06wrXMu+4L3QvtUVAKYpMG/okA5q35LMtm/l2+zbP1+cHAP0p89PRI0xetpRWVauxYsx4grVa39dbFq3RQztFJiObzx/h0QatCFJZ+7ybfMY/rh6hfkwNKgaXNoNLFhjxbNXYx9yhW7tpGNeaQLV/c9U9tmfr6+S1ZQTpKlG9YsksYH9Sirz5Gj3J/yIY868Ho0m2eMlt8m5Cl1VbbFJzIgZTDmeur7DV9y8a7Sp2U6VmdAvCA6LZc32Hx7J2E8jb4G4b35JAtY5fL+31WMZfM7pTQl2qhsew8PBfgA9t8x5oi2qFgtlPjqRfk6Z8sNGalO22rp/aYFnqbTp+jIlLFtMkvgorx04gVFc6yfleao32Z7ng8C4C1Voea9jOa1Ou+YzuPovtl/cD0K16R8A/c9qd7Lv+GwpRSdP47oBvc9pXdPp66u9k5V2iSY0JZQrClOrHz0CMNw6UR/61YPT1IMoCRY9tOAyy8ODaVIvryelrSzFZCtyWL6sZ3b5aTwqNeRy/vb90W36Y0fb2e9buTFpBJseSzzuUKZ8ZPapFV9IKcvnl/HGn426XGbOLH9qiOyhqlErmjniKhxo24q2f1jF711+lmi4vEP1t55dTJxm7cAH1K1ZizfhJRAQEejep74HWeColkWNJ1xjRvIv7GTk+xNGcTi3I5FjSOXrW6uRSxnc+o6Nlkph9lVvZV+hQraf7OviXYVEiMkcvzyIqtAEJsT1KrsuDr9GbSV2WKPW9AuS/Coz2m/YFxLIGW/zRFlvXewOjOY9jV+Zay5Uz6GKXEG0ELSrfx55r2zFJJq9mdMkyY6U/rrigaNrFN2HDub/8NqM9aYt1oyrRvWYj5h/aiUnyMbh8AdeHSapTqVg4agzd6tTl1TWrWbh3T6li9wKI/rT529kzjJo/lxoxMayeMInIwKDywdEuXp6N/Ytq1t9/UCMylgdrNrU2cxfR6fXndlIlLI6mFUqn3JTFnP7z8haqRtQlPrx8c6fdBWGy8y/Tut7rPn2Npa7JDzj6A8jyQvIfDUYZuUw36O5BuYOiPya04zdbpehOJMR258ilGRhM2S59li3oYjdR2ld/GKVCxe+XNnq+Hz+i0b3r3I8sw4Zzf5Yq47owra+X7Om2D5JnKGLRkV1O9culLTqIK1QC1GoWPTWWTjVr8dLqlSw74Kwx+6slljf44q7cXxcuMHLeXKpFRvHTxMnEBIeU3Y3sRWt0DcL8cv4YVzNTebrdQ3417WpOmx0sih1XD5Ktz+PR+lbNrLzR6b3Xt1NkKqBrrf62Mi5jt4xBGEk2s+/sl4QH16J+whMO1+Bba3Qn7t5lf3IcHRniL0v+0WD0Vzx9e5QFip7EIgbTqdGn5ORf48TVBbY2yudbtItaoaVrzf6cSjpAav7tUtqiu0Fb/M3voDVqlRoeqdedPTeOkFqQWQw+sx/Llrlqi3UiK9G3XgsWH9lNrsHH3Gh3APDHhJYhSKNh+ZjxtKteg2dXLGP1oUNOzfgCW1mDL77KOcqeS5cYNmcWFcPCWDfxaeJCQ73eS7GUQ2uUZJlp+36jcYUqPFizibWZcgRhLLKA0WJi47mddKnairjgmOJz7sZM6folY05vLmLX1V9pVaUbEQEVfPbtTly1xmspv3ErbQ+t6r6CUlOygIYnePuKUnuC471aNcsu/2owensgvqBY6pwHbbFV3VcJCUzgjxNvIEnuV7Iuj7YYrA1j49nlHq/Hn6BLr9rdCdUGs+DYZo9lPAVdXOX1Lg+Ta9Az/cB2oBzaol28+BVDtFpWjJ1AsyoJTFqymPVHjzqd9wSxsmiD3up7Oucof1+9ytDZM4kOCuanic9QOTy8bHAsg9a49tTfXEpP5rUuj6AQvMHLdxBmxaltWGQLgxv2BdyDp9gl40Vr3HreOsvo/rpP2MqUX2u0w/HPE28hCEo6Nf7MZyDG2rZjG/7BEe4tIP91YLTfvLcH4A8U/TGhw8Pb07DaKM5cW0hSxt+2du5OW1QpNDxYdwjnUo9wOb1kSUpv2mLxtTkEXVSikiGNe3Ms6Ryn71wppS16C7q4aottKtWie81GTNu3jRx9kX+RaB8mtCsUw7QBrBo3iUaVKjNu0UI2nzxRUtYDuO5V4KWs/Ry+fp3HZ80gVKfjp4mTSYiM9A+OdnH3jOzFHSLUFlnisz83UTOyAoMaWnMIy6I1OgZh0guz+fXibvrUuY8IXahDmbJpjVlF6ey99gsdq/UiPCDGYx134ilCnVt4kwPnvqJKbHdqxw8suTYvSd+ucHTnc/QFyLuB5D8ajNYEb8nvG3X3sNw9VH+gKKrj6N58KrmFN9l79itbW26+7cqoLXarPYRQXSTrTi2yHXcXbHHWFt0N6t51elAhKIq5Rz37KP3RFkVB4P37B3I7J5MFh52jwqW0xTKY0I4SERDImgmTqFOhAqMXzGf7mdPF5+4KiJLg+ceLeAOkXU4kJjJo5nQC1GrWTZhMjWg/Fpj1ZlJ7eDbbL53kYOJlXuncjxCN5zUR/dEaFxzbgkJUMKyJ1Ufoj9boTjaeXYmMRJ+G4wD/tUZ3UpLXuIik9H10bPQxgUEl20L5C0drW/5rj8VtuPDDX2D+o8Hor3j69nAHRH+gaETL/S1moFaF8OuhiZgshc7tuARc/JUQbQQP1h3C0cS/uJx+xi/fYnGfDtqiVqlhZLNHOJp0lr9vnb4rbXFo4040iI3nw99/Qm82eZ/lYpcymNDRQcGsmzCZ6lHRjJw/lz/Ol6wg5AtObvv1E37+lPXV/5nbtxk4fToqhYJ1EydTK7okifpemNT2Z/3u9rVEBATyXLte1ibKqTXeyk1l84WdPFKvO7FBUQ5lPGuN7sZgZuEdtl1YR7uqDxIf5t9KQN7yGq1wlNl25DkMxhx6tJqNrCzZTuFewLGsEzd8yb8WjPaH4QmI3rRE8AxFgI6NPiIusjV/nnidjNzztjY9m9D+aot9Go5DpVCz8sRcj/flj7b4WIM+RAaEMe3gGo/t+KMtRgUE82rnfuy9cYEt54+5b8hVW3RnQnuAYoXgUNZNeJrK4eE8OXc2uy+WLHDhCiWPWqK/IPQlHtpw16/j/+dTknls+lQkSeaniZOpX6FiSbm7MKkd5XRqIsuP72VUy67Uja7ksZw/WuOcwxuRZZmnmg8Gyu9r3HJuJXn6bAY0fdZWxrvW6E5c35VCQzq/Hp5EkK4i97eYhpGSdSnLCkdvgLwXkPxHg1F2uFHXH0/i7oF5g6Kr1K/5AvUShnHk0nQu3f7Z1qb/JrQnqR7ZiI7Ve7Ptwjru5CeVKxJtlkWiAsIZ3rQfO68d5ETKJb+0RU95ix90H4ROpeatrauc6pbZhLaJIygqhVoju7EhoQybM4v9V66UlPMComK5FzB0J14A6fq//djlO3d4bPpUDGYTq8dPolHFkuiqWzj6YVK7ao2f7/yZrKICvnroCRSCWKa8RteE7+Unt9KrdmfqRddwKFM2X2ORqYA1J+dRO6YJrRJ62Y6XPRDjGqVOzTrGzhNvUTm6M12afInBsWwZ4Ght0z0gAY/c8Bec/2gw+iv2B+TLdIbSmqLjh1EzYQyt6r7CxcR1HDj3ta3tEih6yll0br+0tqgQlQxt+QrpBclsOL24dB2X7VHdRaLt1zmu1TBEQeTbfStKlSlL3mLXag3pW68lP+zdyuWM1LKZ0G5g4AiI+LAI1k2cTERgEENnzeTQtWvWMi7amVst0QcQPeUuevvxeC8u/XjTHq+lp9N/2lQKDAZWj59Es8olK2e7nTZYRpM6u6iAd7avoUlcVUY2v8/ahDeIeclrXHBsE+mFWTzbdhQCQpm0RscJBruv/srltJMMbDqJIE2Yx2txFH+i1OcT1/L3+W+oHf8Y7Ru87xSp9gXHsgKyvPKPBqPFi7/JEwzt4g6I3sznmgmj6dDoQy7d/JWlm14gO8PkFYrOfXk3oR+qN4qKodVYfPgHjJaSxSIMeijMKKIgtYC85HzybueRezOXvNu55NwuoPBOPvlpesx6E7Is06RCPXrW6sSyk79yOy/Na96itznRIRodnz84lAtpSUzf/xuy2YI5MwdTagbmjGxko8mzCe0DilUjrAnSwVotg2dO5+jNG9YyXrREyWDAlJ6JpUBf6j7KmrztTrzVl4qM1r6LipzKu7vWxMxMBkyfSlZhASvHTaRVQrWSMm7cCqXg6ABJ12cuGU1sPneUHZdP8UqnfiQ47CboSWt0B06LLFBo0jP179U0jK1Fr9r3WY8bzOSn6ym8k0/O7QLyb+eSdbOAvFt55CXnU5BaQEF6EaYiM7IsFy9iO//Qd2iVAQxq9iJQNpPak78xL8fCzzumcOD0bBpWH0W7Bu95haM/2qO1be9MACgslLl50/fuhcI92mHgfyJRUQr5s29CiYryf/8Jt98opR6s84dYv+YLtKr7Cmcu/cL7X4wiOFwmM1MmprKKes0DXT5Y71Fo67ESMFaNqM/L3aaz/8Z2fvztU9JuFFGYqacwx4xskVAEahFVIrIoIogCkqBAlsFiBrMFZLOEId+EWqHkl2/XodFo6D/veaQQFRZZKGVCu/MtuprQ3/QawSP1W9Fv4dccPnIE/ZVbiAE6UKrAbMGSV4CqUizqKpURBBfNyotfsWZUDKvHT0KlUPD4zBmcTbZu4+oNipbCAgrPnkcRFIQlPx9d9Zoow8L+J9MBHUUWbX2fP1fSd80aKMPCSpVz/btCSCirJ06iQmgow+fPYf+1EjeBbN9e1f7IFA4PyrbdqiklFeO1WwiBWgSVCixmpLxCNFViqNK4Hr+Pe4fL6ck8tmIKkiyjEK0PQxCs9RUKCYX9b9s50da2UrTO6pDz9czp/za1Yqty/3OPkJ6VgSZYhahUoFSCQgmCAKJsQZZkBFlCMktIBQZkGXQhSgIitETFaxnc6SkeazyaOfs/5FjibwCoRStclIK1PzX2/63XoxFL4KMWTNZzSNy4qOfq2SKiokRys8xMGv0Z3dqN58LNVew6+TpqDMX1lC6DQO1huTCln8piQb7Eju16oiNEvv4q/4gsyy09lf2/3Fe6zKILEDh90sR93byD0eM3iBtfomv0uUPDD6lf9QnOXV/Hu59NpO39WgKCFBQaFezblkNUZQvhMd6n/Tm3XwJFjVLHiDZvk1WUxufzPiL52h2Cq4QSWTOUCiE6VDolJlnpMeBi/22SBEY0fowaFasyetYbJB+6giJYS2jTKuCwRL8/AZeetZvxWMO2fLN7C0fPn0F/9Ta6pnURAwKtBWSQ9Eb0Jy9i1mhRVXBIU/ECxToxFVg9fhIyMo9Nn8bF1BTreRfT2UkkAcPN22gqVUYdWwFzTjb669cJDmla6rrd1vdT3Ll/BQmMibdK9R3UONxpv2hBKqlv/zslN4cB06eyasIklo4ex8iF89h92WXldBkrHF32orbk5WK8dhttk7ooggKKASobDRSdvMitS1d5e+sqpj4yigmtHmD6wW1YJLEYgHaxyAIKQS4+J0kCoigjyzK5p25hTM3lXdN3bHx1Nh+/+iEf7/oRQRBQChJKW1vFvwU71Kz1RZMRc14RBel6bvydxrSL39Ps7TYMbf4819NPkFXkYTk6rO+EUpAwSEonOALkF8pcPl1E+wdC0AUpEMwmZsx/E6WmkM7NX0CnieL3I5MRpRyntuxif59dAWl//30B8vw5M9VrKGnURA1f5Xst+482pRVKKCr0kMQpe/E5uFW/nf2JgiqWXm2XUL/qExy5NJ11fzyPWiehDNRglJUoVQLBESqKCqwfTFn9igCPt3iF6MCKzNj9GYnnk6nUOo64RpEEVghBHaDC5M6X6CbgUjuqGqNa9WfrpT2ckBMJa10NY0YB+hzrTBzHgIs3EzouOJwvHhzGieTr/LB3K5acfJRR4dYX1EFErRplbBSWnPzSJrQbKDaIq8i6iU9jkaQyQRFAMhoQAwMRJFDogpBNzrOL7taM9taGZDSg0Nn6DgxCsvftxvfo+ndaXh4DZ0zjanoai0aNoWvtutbzPoIxlpw8FJHun7mqQhTm7Hw2nD3Mz+cO81KnvjSpkFDSnB+BGKNepvBmJqHNE0iLMDH/2EYeqtOJzlVLFsYtPcZKxqEgCKi0SnTRwcTWjyC+Q0VyUgv49tcPUYhKRrV7H1FQeDSpHcXV36gvlNAEKtAFWevIShWhkQp+3f01f554k8rRXXi44wa0ASUbfLm+t9a+Sr/f1rKemQBQVCQTGuYf8v7RYDQaIShUdLphbzfu+YE532ZEREcGdNlKbHgLdhx9iQPnviIwWCQ/HzJTrWp/Tq5M5h0TIeEKt1D0Pe3vEdok9GD96UVczj5NbNMYbh5M5cpfKdw5l0lGYiHGPCMmi7099wEXpaDgzU6TyCzI4b3F35J56DoZ+66gqRqLKiywlAntKI5QFAWB73qPRCkqeHrDQsyShCIyAvOdTIxJGciSDLI1E8CcnoPpVjLKKFuumRcoNq4Uz+rxkygymhgwbSpX7li1CY9QdAl6KHWBWNIzrfebmYGoCyiu4xOGsocfL+IISUVAIOZMW9/pGSi0DrByuU5395ORn8/gGdO5mJrC/JGjeaCedVUab3BURkZiTsvElJTu9MxNaTkYE5NRxFif+eu/riQ1P5sf+z5FoFrjNbfRMRCj0KgIalCF7KM3ydh/lR9XzeVc8mVe7jCWUHVQ8bh1F502SWAsMJF5u4i0C1lc25vKlZ23Ca8ZTp4ynfkHp1AzqhH9Gk8E/PM3OsIxMFiBvkDiTqp10OfnWriTKhEaruDsjRX8fGAEAdpoHu28hcpx/Z2urSyAtJYv/RMUInDrlgWT5Nt9+M/2MUYr5K+nhhEY5Jnf3lJvXB+kWQikWa1naFrraXILrrP18GSnPMWMFBMn9ueDQsRslKnbPICoasGAf1AE62BJCK/Li92mceHOMab89RYyVme2xSyRd8dITpoRQ66Bojwj5iIziEoEhYAsKEAUsFgAScZikXl12AtM7D+Kp759md1Xj6IIC0QTFYSktC7jJEmCX4vQPtuuFy936stzmxax7vTBkmhmVgGGKzeR8gsRVCpkkwVBrUJTtQrKyHCvwZYWVRJYOno8OUWFDJw+jVtZWdbz3qCI8znJZKTg/FmwWECGwNr1UOictSnHvsst7jJoTEYKLpxFlizI2PoOCChtejuY1u58jiFaLcvGT6BRpcpMWraELadPWM87+hcdfI6W3DwM124iFRQiqJXIZrP1mdeIRxUTZu1SlGlVuQZrn3ieTecO89wW6wImClFy8jUCbv2NomTEmFGAJSuf6iFxbHx3Pn8e2c2Er15AoQBBFK1eGElGsPsZLRYUGgXaEBWaYDUhUWoCYwKw7/ygFi2MaPE0XWv1Z+bedzl5+0/bce/+RijxOealFnBqfz6iQkAyWqjXPJBK1TWobeZ8kDaOB1v+QIWIlpy/uZIDZz9BMDtvQe/qe3QUT35IAJNJZucOPfoimSXzC736GP/RYKxRUyl//n240zF/NtJx5/uLiOhEp8afEhZUg4uJa9l58v3iBWcdo88Gi4ChSEKtEZGU1o2SvEHReqxEWwzTRfPq/bMxW0y8v30S+cZcjzmLZlnAaBaRLTImk01zMAkIooBFVNAmoSnf9X2XDed28PFfCz3mLFok0SsUOyXUZcmgZ1h/5hDPbVrsNl9RNpmRjRZQKBAUKmvQBUppi3YotqlanSVPjeVOXh6DZ04nKTvbet42Zj2Zzm7PWWRkowFBpUYQHcnD/0YcWS+X9I3SedyUBZBBGg1Lxo6jeZUEnlu5nPUnjlrPuQZjoNjnKFtMyGYzqEQElRJBtBYSbP2IosxzHR7ilS59eXP7CpYe3+U2EAPOcHQNxCgEmWGNe/JC+2F8+dcs1p/ahkK2IFtkVEoZQRRQqUAQBdQqu99RRl1c3wY80YJSVPFGtylUDqvON39MJjH7YjEYrfV8w1EhGYvfMa2q5Jna4SgKSlrXeZ5mtSagN2Sw/8wHXEn6GY1QOprsDZLW63AGpSTJFBXKjHo80ysY/9GmtCwIxeqyN7UZSlRtVyiqtFVp33QafduvQhSUbNo/nN+OveIWimZEFAqBgCBFuaCoVmiZ0PFzNEod3+5+2ycUAUSFiEKtQKlTIWi1qIM1CAFaosOjeKf7s1zJTOSrvSWr8HiKQoN7KMYGhfJ9n6e4lJ7C67+u9Pj8BJUSUadFVPuGYofqNVk2ZhzJOTk8Nn0qSdnZTqavN9PZbSK1ICBqtFYo+jCJBUvZftyKQx+OfbvLs3QSL6Z1vsHAsNmzOHj9Gj8OGcbA5q2cnpm7+xEUKuszV6qtz9wlvxHgh73b+PPKGd7r9hgNY+P9mi7omttokQWWn9zKgcQTPNdhFLXiqiPobGNNp0WpUyErVYguXwzuxq5ZMvHDnvcoMOQyoePnhGoji01qp7pezGqLqCYgSIFSJbiZOmhdx/HA+a9Zs+thCvQpdG8xjV5tlxEU3LhUP+7eeefrcOaHWVSiCvI9lfcfDUZv4ghCdw9Gqa1CywafMbjbTqrF9eTQhR9Z/ueDJKbtBqwfgrs8Res53z5F67ESKIqCglFtP6ByaA1m7PuY2znXfULR3bQ/s2z1B77d5RmC1AG8+ds0DGajk6Pdn0RuiySiEhVM7zcWnUrFuJ/mUmQy+p7d4iHYYn/Bu9Sqw+LRY7mRkcFj06eSmpvrl+nsM7nbAwz9Ap0X8VnfTb9er9MLHAuNRp6cM5s9ly/x7aDHGdqqre0aXJ61n/vISJKAjMyzmxaRUZjHzIfHEaYNLAVH8Dxd0A5HGZl3/5hFvrGQD7u9gE6lLVfit1FSkKPP4ptdb6NTBTKx01dolQFu94jx5XN0zHN0nCFjfy/Tc86wZtej7Dr1PlGhDRnQZSsdm80iIKh+qeXLfPGgrPKPBqNsy9p39+NODLKSsLA2dGw+myHd9lAvYSgXbq5i6e9dOXjhGyySNUfKFYiOydvlgSLAkBav0qRSe5Yc/ZGTyQfLDEVHOD7VfBCtKzfii90LuZJ1y20ity+/IsD73QfRqnINXty8lCvuZreUEYr3163PwlFjuHLnDgNnTCc9P99vKDr+7QuI/oJQkN3/eK3jqW2X6/CqPXq5N73JxMh5c/njwnm+HjiYke062Pr1AEfXZ+9mVkxWUQHjf5pHbFAoU/uOdpoyCP4nfmcW5fLmjmnEh8bxascJxec8Ram9wfFWzlWm7f2QSqHVGNvhU5SiusxwBPfTB63HlbbHIXHq2iKW7OjC4YtTqRLbjYH37aBX22XERPdwmlLoKJ644S84/9Fg9EcMshJNQE3q13yeQV3/4OGO66kc1YnjV+ex5Pf7+PPkuxTorekj/miJUHYoPtJkMh2q92LD6cX8eflnj9fqC4pmWaRDlRaMaNafjef+YNOFXV7nQnvzKz7euANPNuvM1H3b2HL+2F1D8aEGjZg7fBTnkpMYPGMGWQUFPsHhFS5egOhOygJAf4HpLyAd/y7+38FF4FrGYDYzdsF8tp05xaePPsa4Tl1s/ZUfjseSrvPm1lV0rlaP1zo/UnK5XlJ43JnUR5LOMe3gKu6v0Y7BDXuXilKXBY6nUg4x9++vqBfbglFt3afxwN3B0f6+Gs15/H1+Cot+68j+s18SHlSLnm0WMfT+/TSp+w5BwU3cLoJbXvlHB1+q1VLL738b5XTDAiIhQdWICm1Ixci2VIrqREigdd5qcsbfnE/cwKXbm5yWCnNdBMJ11Y+7gWKfhuPoVf9Jfr+4jiVHp9vO+dYW3UGxalhlZvb7iJs5KYze8BFGi8nn7BZ3UGxduSbLBz/HvhsXGL5qBpIsW82yckKxX5OmTH38CY7fSuSJ2bPI0+vdA89HekuxuAGiq/jS/O5W3M0aK7UPmUsZdxFpwG1QRhZBpVDw47An6NukKZ/+spmpO3+39eNhdozo8tt23jEY88mDgxjRogvPb17AT2cPlmtWjEKQ+erBZ+ic0IqXt33K4dunioMY3pK/XYMxYA3I3F/rEZ5o8QwHb/zO4oMfIcmWUpFqKAnIWI97niFTXMZl3US1Q/BFFFRUj3uAuvGPEh/dBVFUUqi/w+30PSSl7yMt5xRZeZeQ5ZI6jsGbkX2T/71R6XoNK8vL17+OWhlMkK4igbqKhAZWRaW0ztIwmnJJytjPjTt7uZ76O/lFSU717xaI4B8Ud135mQWHvi9OywH/TGhHKIZogpjV7xN0Ki3D171bag8Xf6f8xYdGsunJ18guKqTfoq+cVuSWJaHMUOzfrAXfDx7KoevXGD53DgUGQ/mheLdAtIBaqSQuIoyKkWFEh4agU6vQqdUggMFooshoIiM3j9sZ2SRnZlNktCVte4jblRWQZYWjQhT5fuhQHm3Wgq+2/cq3v2+39VF2OIqijFIUWT5kMi0qVWfQim85lnzNCY7eUnjACkeFIKNTaljw6HvEBEUwYePbJOYmu4WjIxgBt5FqgJ51BzO46Tj+vrGDJQc/doKjtb5ztNp6rHTEGsoGSACtOoKqsd1IiO5ApeiO6DTWtSgtFgM5BdfJL7pNgT4ZgzEHs6WIO9nH6N1u2b8XjC1btpT/PrgPk7mA/KIk8opSyC24QVruGdJzzpKZdwnZZccvT9ua3g0UXfMUwWo+P1BncLmhaP9tlkWUooKvH3qLRrG1Gb/pE06lXnZrQnvzK1okkSC1lp+GvkyFkHD6LvyKa5l33JvQfkLx8Zat+fqxwey9cplR8+dRZDR6jjzjfNyblugKRE8wVMgiDRMq07ZuDRokVKZefEWqV4hGFEX3FdxIYloGZ28mcebmbQ5euMKxKzcwyu4XEXCFZJkB6QGOoiDw9eOPM7hla77//Te+2PaLrX3/4eioNYbpAtky8hV0KjUPL/2S27mZfsPRUWusGBzNov4fkGvIZ+LPb5NnKHCCozutEXzD8WjiXyz8+wPMkqnccATfgLSWcf0sBcICqxEVWp/o0AaEBlUlRFeRIF1FVMoglAotp67Op3GN0f9eMCbU0sqvTonzWc5fGFrLugci+AdFUVAwuMXLdKrehz8u/cSSI9PLDUV7n292fpqetTvzzu8z+PXS3jJDEUBAyYL+T9M+oQ5PrprGnusXvPsVfUDxybbt+aL/QP68cI4x8xegN5u8QtEfLdEfIAapNHRr2oCeLRvTvl4tQgKsy/3fSs/k7M3bnL+ZxM20DJIysrmTk0uh3kCR0foCaVUqAjRqIkOCqBgZTuXoCOpWjqN+lUpUjY1CFEX0RhMHL15h65FTbD9yiozC0nNmvQKynHAUBIHPHxvIE23bMWPnH3z0y8+2tv2AoxuTulZUBTYMf4nk3CwGLP+aPKPeZ/K3O5O6aYU6TO/7OmdSL/PS1o8xSWaf86nBMxzvr/UoT7SYzNmUQ8zZ9xYGc5FbOIL7XEfwrj2Ce0Bay/qxag4igqBgUr9L/14wVqmpkV/7pmKp4742u/cFRCib6QwleYqj2n5Ak0rt2Xh6CetPL7SdKz8Un2o+kFHNH2PGwbXMO7qh3Encnz4whCeadublLUtZeWK/f8EWD1Ac3aETHz3cn9/OnmH8ooUYzOZ7CkVXIAqCQIfatRhyX1u6N22IRqUkJSuHP0+cZd/ZS/x9/jLpud4n/fuS4AAtrWvXoF29mnRtWp9qsdFYJIl9Zy+x8q8D/HbsNCaXZGBHQHrSHn2Z1q5w/OjRRxnVoRNzd+/i3Z/X29r2Akcv/sYOVeuwdPDT7L95gZHrpiHbQFNWOD5Qoy2f9pjM9sv7+HjnD8WwKy8cO1Z7kFGtXiQx+zIzdr9KniHLdt4/vyP41h7BMyBL6ngG5eSHr/97wRhfUyu/OCXer7Kedu3zBkTw358Yoo1kQsfPqRJWiyVHfyyOPt8NFPvVvZ9XOo5l84WdvP/nXK9QtPbhPtgysfUDvHHfo0zdt43Pd266qwj0hM738W6fh/nl1EkmLVmMyWIpDUVfprOfWmKwTsuQju14olt74qMjyczLZ+P+o2w5eJxjV27gbmyWNZexFNBsUrdyHD1bN6F/+5ZUioogPTePVbv+ZtGO3aTl5zm34QmQbrRHX3AEeK/fw4zrch+L9+/jjQ1rrbNv3MHRj2DM4MbtmNLnCVac3MtrW5d6nRnjLRgzomlfnmk7mBUnf2b6waV+BWOgNBztx5rEtWFSh3fI02czY8+rJOdet53zDkfrOc+AhPJB0lVefOTy/3tg9LV1qbvFZMsKRCiBYkJ4XcZ1+ASdKoiZ+z/leNJ+2/nyQ/G+am35oNtz7E88wYtbv8NoW5W3rFDsX7813/UZxcazh5i8YVHx4r7lgeKz3e7n9Yd6s+n4MZ5ZthSzJN0zKDoCMSY0hHEPdGVw5zYE6bTsP3eZlTv3s+3ISYxmZ/KVJ6nblzjCTRQEOjeqy+Aubbm/WQMsksSmA0eZseV3rqalldQpAxyd/vYAxzd692Fyt+6sPPg3L69bhXQXcHy5c2+e79iLb/du5tu9W8odqX6t45MMbPggMw4uY/nJTXcNx6rhtXmh88eolVoWHviQU8n7bOe8m9bW457N6+LybgDpKN5g+a8GY+WaWvm5KQl+lfW0Y583IIJvKLau2pthLV4gpyiT7/e8S2L2Vaf9WcoDxZaVGvHlA69zNu0ykzZ/WTyzpayLznZMqMuixyZz8NZlnlw5Hb1tqZ7yQPHlHg/xYo8HWXPkEC+tXInFCxTdms5+ADEyOIjxD3blyW4dUYgimw8eY97Wvzh787bbuu6krGk8vla8d4RcfHQEox7owqDOrdGoVKzfd5gfNm8n0bb6j2t77gBZFji++MCDvPTgQ6w9cpgX1qzAIknOcCxDGs83fYYxqHF7Xt26lJUn95YLjkoBPrl/Ag/U7MCXu2fz84Xf7xqOEQHRPNvxfapG1GXT6flsO7sQGdkvOFrP+QYk+Iakq7z6yMX/PRgFQZgP9AHuyLLc0M15Afge6AUUAiNlWT7qq11PYPS1bam7NRPLCkS1QsuAps/RqUYfzqUeYdrej53mPkP5oNi0Qj2+eugNEnNSGLfxE/KMheVKy2kUW4VVj7/ArZwM+i/5llxDUblzFd94qDfPdLufFQcP8Orq1UiyfE+hqFOrGdPjPsb37IpWbQXOjxu3k5iW6baeo9zrfEZPoHSEXGRwEON6deXJ7laAL9+5jx82byczv6BUG36b1i5wtP/9TPf7eb1XbzYeP8ozK5dhLicc1UqBBQMn0LlaPcZtmMVvl0+WK41HKSr45qHnaRvfhE/+msb2y3vKDEdrPyV+R5VCzVOtnqdd1Qc5lXSAJYc+Id+QbTtfPkCCZ0gWt+EFlv9XYOwM5AOLPYCxF/AMVjC2Ab6XZbmNr3Yr1dTJk76u4dc1eNr02xsQredLQ7FSaA2eavcBscHxbDm3kvWnFiDJktsNg8oCxYYxtZnS8y1S89MZt/FTsvS5fkMRStJyqoXH8NOwlykwGui/+BtS8nPKDcX3+jzM+M73sXDfHt7+6SdkP6DoznT2pCX2b9uSVwf0JjY8lF8PneDrdb9wLaXERPU3daf4fNlcSW5X73Y67yWPMTo0mGcefoDHu7Sl0GBk2s87mP/HX5ht/gq3gCwHHMd3uY93+1n9uhOXW/26sqIkGu1vjmOASsPKoc9QP7YyT6z+gYO3LpcLjhqFiu97vUyzuHp88Of3/HntgN9wBM9BmW41+zGk2QQKjfksOvgx51MP2867QrBsgATfkHSVtx89839jSguCUBXY7AGMs4CdsiyvsP1/AbhPluVkb216AqMnCNrF7cY8fgBREETuqzWYRxqNocCYy6wDn3Mu9ZitjHt/orUt31CsH12TKT3fIqsohzEbPyGjMLtcUIwNCuWnYa+gU6p5dPEUrmWllSuBW5REPu5njZDO2f0X72/YYH0G9wiKtStW4MOhA2hTtwbHr9zgkxUbOXL5eqnyrvWcjpURgv6KO1h6A2TNirG8NqgP3Zs24OLtFN5dto6/L14pVc+bae0rnWdUx058/Kg1E2DcUmsmQHngGKYL5KcnX6BCUBiDV37DmTu3/F7DEUrgqFVqmNr7FRrG1uK9P75j1/WD9wSOlUOrM6n9m1QMrcb2C6vYcnoOJovBVsa99gilAWkt432AeIPlPwWMm4HPZVneY/v/d+A1WZYPe2uzYs0AecyXtf3q39PEcG9AhBIoxoVU44lWb1Atsh7Hb+1m7sFvfJrO1vZ8Q7FRbB2+evB1sopyGb/p01KzWsC/XMVQTQhrhrxIheAwBi37nlMpieWG4pf9BzKsTTtm/PkHH2/+2etsllJQdGM6298JrVrFC30f4qkHOpNXpOeL1ZtZs/tgcYTZW9qOUx+epKyw9KUx+gFJ+5Dp1rQ+7z/Rn8pREazfd5iPVm8ky8W89guO4Nbv+ETbdnwxcBA7L5znqUXz0ZtN5YJjXHAYG4a/hEapYuCKKVzJTPUbjo7BmACVlmm9X6VeTA0+2vkjf1zd7xOO1r+9+x3VCg1Dmo6la61HSc27xfLDX3Ap7bhDGc+ABPeQtJb1f3B8NODEvwuMgiCMA8YBBIUrW7wwt4HTeX9WxnC3/4QnIGqUOh6oN4IetQdRaMpnzp/fsHbtGqJrhRBUJay4vCd/ovVvLz7FuPp88cBrpBVkMOHnz0kryHLWFI1mim5nY8gswpKvx2KWrAuW6nQoQwNRxkag0GkIUAaw8vEXqBVZgWErp/F34uVyQVEhiUwZaJ2F8d1v2/lq66/WhQ9u3bIu7x8cjLZK9eI1GT1B0R3g2tSpwefDB1M1NooVO/fz1ZotZBcUeixf/PyKCihMvIIuJh51SHjJif+RxugIS3NRAQW3rX2rwsKdirnTBrVqFRP7dGdCr+7kFBby/or1bDl03GN5b0EZQ3IipowMxJBgtNWqgUJgUKvWTBk0mH1XrzBigXWpOH/h6BiMqRYRw09PvoDJYmbA8inczs1EMBsxp2ZgzilALihEtkiICgFFoAZNmA5NXBiqIHUpOH7f8yUaV6jDZ7ums+3ybo9wBP/8job0fJJOZNK1+3083/dtYoIrs/fqL2w8NcOt79Hanv+AdK7nPIgKckxc+DuXLbNu/SPAWC5TOjRaLT89s1RzpcQdCKE0DMHBbEagWXwPBjQZT3hADPuu/crSo7M48vNZwhOCSLmYT+0e8QgatUNd9/5EcA/FtpWb8tH9L5KUm8bEnz8joyinGIpGvUz++ST0yTkoo8JQRQYjBOkQlArMRpDyizBlF2JKySQ4JoY1739D08rVGL1mFn9ePVuuqX5KWcH3g4fSv1kLvvr1F77b8Zt1t7yUFEzJKehq1ER/MxFRpyMgvlrxvfmColat4vX+fRhxfyeup6bz5oLVHDh/2W1ZR7G3m3fjAkgSktlISPXGJQvl4r58WcXbd2leokPfNa19u5Z3B7w6leP4fPRgmlSrwq+HT/L20jWlgjPe/I6GtBSMqSnoatZAn3gTMUCHtlo1ZBH6N2/Bd0OGcvj6dZ5YMJsCg6FccKwXU4k1TzxPVmE+fT94nlsXr6KOCUEVGYQiSIdSIyBbJOSCIsxZBZhSMlFFBBLSoCKaIOvYtpvV3/V8geYV6/PtvvlsOPdbueEoyGYu/5ZIWJVgsq9k0ahnDR5rOYoHaw/AaNHz85mF7LnyExbJbKvrzoR2H6nzB5QXDmRTlGfm11mJ/wgw9gYmUxJ8+UGW5dau5VwlJFItj/m2LtpA29JDfuz26g2Gdqkb245HGo+lSngtbmReYMmRqVzOOEtOUgFJ5/OocV8lbh2+gypYS1TtcL9MZ8e/zbJIjxodebPLRC5n3GTylq/I1ucVQ7EgtYC8EzdRVwhHU70iolrp0XxWykrm9x1P+1oNGLfge7bduVIuKKpkBdOGPknfxk35ZPPPTP/zD9ueKyYKjh0nqGEjRLUO2Wym4OQJAmrVQakLKnloLlC0Q65p9QS+eWoI1SrEsGD7Lr5auwW90eQXEAEki5nsc0cJr9uCnMsnCYqvVdzv/9rHKFnMZF9w6DuhltM9+wKkQhQZ/WAXXujfk7zCIt5YvJodJ844lXUHR4vFRP6pYwQ2bIyo1SJLJvJPnkRXtzaKoCBkEfo2acrUYbYVjebNIlevLxccGwdGsWrsqyRlZTBo9Xfk2laud2dWyxYJY2IqhVfvEFwvjuCEsOJzGoWKLx6YTMeEFsw5vIrFx38qBUfHvz35HXOT8sm8lFn8jgWFKYmpHUpccDxPNJ9Eg7jWpOUn8fPpBRxJ3I4sSw71/Yeko9iBKVlkDmxIpWXvaKY8cfJ/v7WBIAgrgP1AHUEQbgmCMFoQhAmCINhXw/wFuApcBuYAk/xqVymQlSVjROlVK3T8cRSjpHSCYt0K7Xix6zSe7fIlOlUgs/Z/xvu/TeZyxlmMkoKsVCPBFQKwyAoCKgRTkFbktz/REYoDGjzEu12f4UTKBcZv+swJivlJeeSeuElQ02ro6lbxCkWFoGbOgEl0qNOQ59bNY92G9eivW9eWLAsUNSiZ8+RI+jZuynsb1hdDEcB8Jx1VeDii2jonWRSVqGJiMdl2+3Ncn9ARiqIg8EyvHqx9/RlUSiVDPp/GR8s3eIVi6dWwwVJQgFIbgCAqUAYEYynId7tDoCjd3Y+j2NuXCgtQakr6NhfkO5nvpdaTdPGtWiSJ2b/+ySMffEtqdg5znhnNJ08MRKtWFZctfhYOz9Gcno4yLAKFWmstI6pQx8ZgSk0r7vfnE8cZv3gRjStVZuXYiYTpAqxTNu3X4GUtR/vYMKRksXfrbzy58DuqxFRg5bAXCVYHW4u5WcdRUIhoqsYR1rYW+ZfvkHs5A7OkwCILGCwmXtr2A79e2s3YloN5pu0ILLLCuvCr4/h3s56j45qOBWlFBMYGYZEVBFcIIDvVgFFSkJyXyFd/vcGUna9TZMrnqbZv8dYDC2lR5UFEoWQWmquS4+39t4udH7n5IOpUoNW4Leco/+gE7/CKWvnBSdWoUDfM7zquD06t0NIs/n7urz2QSmHVyShIYcu5Vfx19Zdidd0Ovys7bxNdP4rA6ABMhWYu/n6Lmr2qY3H4/vDmTxQQmNh6KEMa9+Ova4d4Y8f04jUVAfS5JrL2XyakZQ3EYKtm4g2KMx8ey/01GxfPfzYXGik8cg5NneooI0L9gqJOUDPnyZF0r1efN9etZdG+vU5+w4KzZ1BXqIQqLLz4uFRYRMGFswQ3ao4gCKVAFxcexrejh9Gmbg027D/Cu4vWkq83eAWikzj8r89IwVJUQFDFGhSl30YymwisULUUzO61SCLoM1Mw60v6tlhMBMZVLSnkqjE6+gldtEeVQsGL/Xsyvnc3Lt5O4bk5Szh/K9mtGZ5/4QyaChVRRoQXt2spKqLwwhmCmjUHhVB8/P569Zk9chSX76QyePYMMgsLfGuOAkgFRRQdP4uuaR1UoQF0rFqHhYMmcik9maGrvyffaJ177ikgg0FP9v5LhDaNRx0V7JQE/kL7oQxt3JPfrxzg011TMVpMfgdlrv91k+j6UYTHajAVmrn6xw3q9Ukodp+oRQsCAi3jO/FIgyeL39k/Lq3j4PVfKDDmOn0m7rRIT5JzO5871wup1zGSKY8d+vduhiWIAoX53sFt/xZx/TapFF6fgc1e4LO+6xnR+jVkZGYf+JxXNw/nj8ubsEhmjJLCKQ1Hn2dBHazGKCmQtRpkScZotPZvlpVeoahWqHiv6/MMadyPtWe28cr2H5ygaLKI5BxPJKBmnE8oiqiY3m8M99dszOu/riheFELUatDUqY7h/DVkk8UnFANENQtHjqZrnbq8snpVKSjKsowlrwBlcIjTcYXWqj3KRoOTlijI0K1xfX5572UaJFTipdnLeXHWMo9QdKchIjmfkwz6Ys1JqdQi6/XuoSjdgx8HESWQ9XqUSmvfCrUWyaB3WaUbjxqk46rgggVMFgtfrNnM8K9mEhYYwIa3nmdI53alysmyjKUgv/Qz1+lAFqzP3OH4jnNnGTV/LtWjo1k74WmigoJ8ao6yJKM/fxV11coogq17j++5foGxa2dTOyqOZQOfJUhlHYMeVwDXaAluFE/OiUQks6U4e8Iswzf7lvHtvmV0r9GWb3q+TYim9H7Vjpqjo/Zoyjehsb1jqgAlkgQmY8m3h1FSICNzKHEXb20dy7e73iKjIJWBTZ/m074/Mbz1O9SIboEgiLby7t9/d1KQL6MKUHvULB3l3q0F/j8QQRQpyJN83jCAKCiIj2hAo7h2tKrSleigSpgsBo4k/sXvl7dwKf10cVl3KTiSDYKSUo2A9UMUNErMejOyyqp6e/InhutC+aT7yzSqUJtv9y1j2clfbQOsZJqfIS0f2SKhqhxt69cLFB8ewwO1mvDWtlUsPbbHyaeojAjFFByIOTkDVaVYj1AMVGhYPGosbapV58VVK1lz+FCpCLOsNyIolcWmimOQRdRokQr1KEK0CLLVn/bSwz2Z2Ls7p2/c4plpi7lxJ90/LdFdKpC9K4MepTYYUbLCyWLSl6rjSQQPG6fLovvgjWubFpMeTYC1b6VSi2zQl7pOWXSoJ5acs2uPgmzVHu3PYc+Zi/R65yumjBvGp8MH0rpWdd5auoZCg9GqPRYZEJRKBFHh1JYggajVIhUarLsWOhz/68IFRsydw8LRY1g3fjKD5kwnNTe3RHO0CFbNURJAlLFk5oFZQlkxBlkSEETrCu5/Xj3L2HVzmDNgLEsHPcMTq38k35SPLAsIgozFIqJQSFhkwbroRGQYytAMihKzCawWiVlSoBQtWGSBZSd/JSU/gw+7TWBmv495bfsXJOZYF7s1SyJKUSp+R5SihFlWopBNmIwSssoWM5AUoFZh0ltQqK1BToVgKX4/1aKFE0kHOJF0gMqh1bivRh86VL2ftlUfIKcogyO3/uLE7b1cSz+OWTLa2vTMioI8GW2wxi+e/KPBiAAWs/vBr1HqiAutQ/XI+lSPakDdmGYEqIOxSGbOpx5l45llHL21l0JTyXJV7oBol6IiGYVGgSCW+EQEjRqDHgKCS38TghWKtSKr8mmPVwjTBvPqtu/549ohtzmKRTfT0cTHIAiCV/N5xsNj6VGzMW9tW8WiI7vcBlpUcbEYr9xEFVfBdjPOUAxWaln6lHWP42eWL2XjsWNuE7clvR6FRut83J7Wo9Yh6fUIwRAVEszUccNpU7cGy/7cx0fLN2A0mUsFYpzaAa9AtGuFsmSxQkICQVAimy2lAOYJgJ7EX2DKZguCYOtboUS2WIqvS3KAoLUuToB0PG6/fzsgM/MKeOqbOUzs050XHn2IhgmVGT99AVdT7mAx6FGotLYKWIMlNggqNNZnjhQGouwEx72XLzNs9myWjBlrhePs6STlZLuFoynpDqqKsQiUjB07HP+4coZxP81ldv8xLBv0LMPW/EC+0TMc1fExFJ1PRJcQhSjKTnD8/epB0gqy+Pqh55nV7xPe/+N7Dt4+UQxHoBiQSlHCoAdBrbK9Y1bTWqlTUlQkow2xPhL7e+kISIBbOddYevRHVp+YTeO4NrRL6EKn6r3pVqs/RrOei2knuJJ+mmsZZ7medQGjKafU528xSyhUHr40XeQfDcZATQgPtO1PtRpxBGvDCdVGEhkYS4XgKkQExhaXS8u/zaHE3ZxOOcSZlKMeYQilgVicgqM3IWqUTgEWpUaJRW/2CMWu1dryRueJ5BoKGL3hIy6kX3cLRVmWMWYWoqsT7zn6LKiZ+cg4utdoxBtbV7Lk6G6P0WdFWAhSoQHZbEYQVCXngDB1AMtGj6dRpcpMXLKYX06d9DibRSrUI2q1btNxRI3VtGxWPYHpE0cSGqDjhVlL2bj/aHEZ8ABFN8EOu5Qyky0ygk0Vs+6tLPsEYYhOS3R4CGHBgWjUKtQqJYIgYDSZMZhM5OQVkp6VR3ZhodPSZaXaleVik0yQBXA4XxZAutceZab/vIOjl67zw6Qn2fDW87w8fwU/b//NqhFabD5HBziKGi1SkV1jFkrB8eC1qwydPZOlY8ezbsJkBs6exq2sLCc4yqKElJ2PokaV4jYQnOH4++XTjF03h9kDxrJi8PMMW/09uYY8t3BUhQeRV2hCMplBpSwFx5Oplxi+7l2+7fkiXz74OjMOLWPVqc0ApbRHQ6GEQms1rZWC2WqVqa1WmVEKAEpSexwBCY7vsYHDt3Zx+NYu1AotdWMa07BCKxpWaEb9hqMQbZ9nTlEGKXk3SS9IIbcogxx9JtUsqSiDIF+dCuzxOsb+0WCMCanEm6O+AECSLOQassgqTON82kmSr9wkMfsaVzLOkmdw/nZwhSF4BiLYImcWbN9kJY9EEhWYLXbQlZjOCkFkUuuhDGncl5MpF3hl2w9OOYquq+SY9RKyJCNrrGa6KxRVooa5j06gc7X6vPbLcpYd3+s1JUeQRcTAAKTcIhShqmKgRWgCWTFmAnUqxDF20QJ+O3PG+xQ/SUIQlCXtUwI8UVQw9KHufDp5PMmZ2Qz4aDbnbyV79CWWPDSH896AaAeNLIEgIkiyDU4lBcOCA2lSK4HGtapQo0osVSvFkBAXhdYht9SbmExmElMzuHbrDldvpXL6UiInLt8gNcM2XiQJQRaswBRE67U4XqfoHpDFQRgJn9rjgfOX6ffeN0yfPJJZT4+ifnQYny9YZi1ne5b2oSmKCiRzyfqXMqXheOTGDQbPnMHy8eNZP+EZBs6ezvWM9GI4ynozsiwh2Nw/nuD4x5UzjF4zi3mPjWPV4BcYuvp7svQ5peAoCSKKYB3GHCPaKKXV1+0Cx5T8DJ5a/yEfdBvH5DZPUjeqJl/unkGR2eAER1mSkQW7r9I67kSFiNlifQeVguxkRoM3QALoOZl8kJPJBwHQqQKpFlGHhPBaxIXEUzGkMvViWxCqjUAhKqG5tdbvF9cB87yOnX80GBOzrvHIy12J7xBBvjHXKafJUdyBEErD0LWs4+wVWZaRHHZMMksiCGC2CE5QjAwI5737nqNZxXqsPbONr/cuxyxZvC4yK5uNYNNqXKGoVepY0H8SrSrX5IWfl7Dm1AG/8hQF0WZ22l7EKG0wq8ZNpHpUNKMXzOPP8+e9QrEYjLb2HTVApULk/fGjGNnzfnaePMfzM5eSW1jkt5boEYjuTGRJLg6o6jRqWnZuR8/efWnfrA7VK1utAotF4lZqBtdu32H/sQvcycghPSuPrNwC9AYjBqMtGVilRKNWERocQFR4MDERoSRUiqZa5Rg6t6iHyubbSk7LYt/xC2zbFs6R65kUmm1BXcmqrRab3A6aoSMgy6o9pmTl8PhnU3nvif48N+hR6sZX5uVlP5GvNxSXsQ5Vu8ZcAkJ3cDx5K5HBM6azYvxE1k14msGzZ3A57Y4VjmYLgqiyat8S1hvzAMe/rp1jxJqZLHhsPKuHvMiQVd+Rmp9TPH3QDkeUCmSzBYskohAlt3AsMht4dfuPjGh6jUmtB1EjIp53f/+W69m3iuFolgTrO+VgZltQlKQxFVtPngEJniAJmAo4m3qUs6lHnccZAgHqYO4czyOmagSqCHzKPxqMJrORlMwkwgz2CJTvaJIvGIIzEK3/K7GgBFl2MpctkoBKKJmG2LpyE97uMhmtUs27v8/gl+L9WTxDEcAiKJAtUikoBqmDWDRgMo3jqvDMpoVsOnvE7+RtWZLAtilUbEAoq8dNJD48gpHz5rL70kW3UHQ9JiAguUAxPCiQaeNH0K5eTX5csY7vt++zLkPmAkV3WmKZgGgTnVbDQx2a07trWzq3rEeAVkORwcihU5dZ/9tBTl64wdnLiRTqjdyNqJQK6lavRKPaCbRsVIP72zVmQI+2mMxmDpy4xK+7jrAq5bzT9ZUZkG60Rzv4jFh4a+EaTp45y0cTRvJTlXjGTpvPjTvpJea3bLOroTQcAQG5+NiZpCQGzpjGygkTWWuD44XUFBBEq9btEpDxBMe91y8wbOU0Fg+eyNqhLzN01Xck5mQ4wVG2WDVHwCscARYd38yZO1f59P6nmfPIp3y7bz6/XNxp/+Sd9kU3SyLIMhYUxeY1uAckeIckeOaDWrRQYMzlTk4qpqx8wgICPY4Tu/yz8xirBMu1esRTs3tlj2XcgdAu/gDRLvkZBtJPpFD5vmrFcEw7cgt1TAhhVaJ4qsXjPNGkL5czbvL6b1O5np1USksEN1CUrT7GzB2nCOnQAEGtxiKJRAeGsGTgM9SIiGXi+vlsv3TSfyjKMgUHjhDQvDGVwmNYM24SFUJDGT53DgeuXvELishgSE1GKiwioEp1BBlqxMUw75kxVAgP5cXvZrFu2+8ExlUrvrdSUCyjlugIxNoJcQy8vy29OzclPDSE9Ow8ftt9jJ/W/8SlTCUml5W8Red/yyyu74xCFEkIMdG3T096dW1N5dhICov0/Lb/FGt3HODw2avFZZ2CNg4Jbg7foS4LRJQ+Zh96RZnJtKtbgznvv44gCEycvpC/L15BFsBwJxmLSY+uSjU7H92uzuN4rEZMDKsnTEKlUPD4nBmcTrpN/qFDBLRsiqhW+b25VpO4Kix9/GkMZjPDVn/PpYwUFKKELMvk7jxOSIcGqAIUJXmOeF8NPDIgjE+6T6BlpYZsv7yXb/fNJSM1nZxTSVTsUt1WXiL18G0CYoMITwgublcpuM6TdmaU2stgcASlq9z8O5WQioGExQexYthv/94VvMOqBMu1Hkigelf/9n3x9I3hDYh2CJoKjCTtvUGl++vYyoik7rtO83Yt+aj/q9SKTGD92R18vXcZBof8RE9aIjin5OQdvoS6UhSKmCgqhUSwfNBzxAaF8tTaWZ539POQp2jJL0B/9iJ1unVnzfhJRAYG8cSc2Ry+fs1vKAKYMzIxpKcSXKMenerXZuqEERhMJsb/sIB9u/5CoVCjja7o1XQuCxBFUaBbiwYMf7gLrRrWxGA08cvvu9nw+1GOXkzCZNCTnXiGyOrNywZC+/X5F3C0Xp4CshPPEBBZGXVAKA2qx9G7Qx3693mA4EAd56/dZvHGv9i852gxpMsESDfHZAGMOZkYslOp36Yjc18YQ5WYSN5asoa1ew9ReOs6olqNumJFp/vxBceqkVGsnjiJAI2aIXNncWDbdpRx0ahiIq2F/Jw+WCc6juVDnkElKhi+9kdOptyEgnzyj18hrLN1pq8/y5bZz4uCwKhm/Rjbsj8Zhdl8tO17flm9iUo96hQnhKfsu0FE7XACYoJs9UsGji9A2sUbKB3l1qEUgmICCEsIYfUTW/+9Cd6yDILC82i3J2g7JmrbxT4VyXUVHHcb3gPIajWmIguyLBcHWMY+8ASLR31HhC6U53/5mk92LfQLihZZKN6jxb7ytrpiFPrEDGpHxvHT0JeJCAhiyIofywxFZDAlp1KzfgPWT5xMmC6Ax2fOKA1FSfAKRcEColaHrNfzeKe2zH9uLLfTs3j0g+84fuUGUlERokbnPlnbGxQlx/NWn51CFHnkvlb8MvUNfnxrNBWjI/hy7ga6Dn+fZ978ir2HTyFJMoJZQpSF0lCUffyUtRxWDVREgWCyIFrgxPmrvPbht9w3/D3e/n4FgiDw6fND+WPOu4zs28U6zU9yiJg73KfjtEN3yeGOSeEKjQ6pSM/NtAwGfPw9f5+/wlejhvDyoz2R9EWIWp3zNELH+h6+7K5npDNg+lTy9HpWj51I27ZtMSfdKblnP6YPSpLAhbRkBiz5lnyjnpWDX6B9lToU3cxAXTHSYyK4fcwXBxqLJ0wImCSYd3QjT63/AL1Zz9QBH/LWEy+jUaiL3VMWgxlUJcE05+m1ylIJ4q7vNHjngKOIChHJQ/qfq/yjNcbgSsFy/cfqULFlBZ9lXR9WyXGXuZWS6PH/a79coGL3WtSNq8lrnSZQJ6oav18+wGd7FjnNd7bW870/C5T4E81mqJsus/rDbzBKFp5YMZVzaUllhqKUV0SlrDw2T5uGVqVmyKyZnL59qzQUcfNCuUSeBUnmmQ7NePGp4ew8eY5npi+mwDaLJef8MYKr1kWh0Xk1nd1piY4aYt/OLZg0+AGqxEVz7uot5qz+nR37TmKxRZ8Lkq+hUGsJCIvDUJBFYXYK4RXr4U383SDL1wSHvLTSfYdWKem7bZPajB3UnbZNapOence8db+zfOtejCarJlOsQfqpPcoiyJJE1tlDhDVoBSrRGuh6cgBD72vHmm07eGPFRswqlfP1e9Eci9sVoWJYGKsnTiI6KJgBr77MsaJ8FFFhJZq0n5pjhaBQlg2ZTNXwaMZ8/g5/yumodLaEdD8XvAVn7VGjVPNc20EMavgQSbl3+HrvHA7dPsmtreeJ71YdhUZpq+PskC71v4ctUT1pk46Sfj4DySwT0zCKDcO3/HtN6aC4ILnZU42IqhvpdNwTBEvOu1mP0QsQ7d9euQeSeGnciwxt2Y+cojzemPoxR0KSnZKyffkTwf2+z/dVa8DMh8eQkp7OkFXTuF2UW/b1FI0SlbPz2DzlGxRKJY/PnMG55ORyQVGjUPDlqCE83KY5S7bv5MOVm60bYFlAMhnJvXCcsHotEe1vtS8tEft5a0cdmtbh5RF9qVutEmcuJzJjxXb+/Ltk9pFdKyzMtvrVgqOqlfwd7eDX/B/uEujYX2FOMhajnuCYkr7tH3Xz+tWYMORBOjSrw+3UTL5btoUtu49Ztz31YV67g2POxRMEVKqGMiik+HrGP9SF1x5/mL/PX2bc9AXkFhYhC2WHY4WQUFZNnEhcaBgDX3uVo5gRdKoywzFUpWFB36doUbseb/+2kmUn9njdmhVK4GhvA5zhCFA1NYCvJ79H1chK/Hp+F+9++R6adtEIguC0dqIvQIJnSJacd2Zb7q088m7nUalNxX83GANjAuWWz7YkpEqI13LuQAilYeh6zHHR2/trdGBis6FEhUTw84WdfPHzXJJOXyO8XU2Huv75E8EZigMbtuOLh4Zx7s5tBn/5LkmXr6FtXAdRq/YfigYL1fRGNn76BZIoMHjmDC6lppYLiiFaLTMmjqRD/dp8Mm8ZP65cR2CFqtYysnVhB3NBLsGVbaunu7TnTUtMiIvizdGP0rllfW4mp/Pdoi1s23PcWs+NiWzV1JIJr1SfvLRrKBVaAkLjcCdlnQFT3I2HKYKGwiwKckv6Vqis2qOrr9IOyDaNa/LSU/1oUDOeU5du8tHsdZy6dNO5Dz/gWJiaiCxbCKhYtTgoo89KoU/rpvzwxovcuJPOyO9mk5yVXS44RgcHs2rCJKpERDD03bfZX5SPEKD2C47WCzdjOHORgKBgFr71IffXbMx3+7bwzZ7NPuEInv2OAHknEwmMDObZR0fzZJPeGExG5h9fx/qzW7HI9oUqPAPS0zFrPe+gLMos4s7xOyR0S2DziM3/Xh+jZJHQhJUsEeToc3D1PxSXkcRS/kPXY2ZZLIZi49i6zOj7Me91fZY7BZn0/3Q8H/01n/RbqSgjgmz1FT79ieAeipPbPsSUXsPZd+Mijy39jpzIAJSxURQePo0xKQO52GflGYqWjFxqFhTx8+dfYQIemzatXFAUZIgNCWHVK5NpXbsGL81ezuwdezFlpCFbzNb0ElnGmJ6KJjTGrZ/Mky9Rq1bx/NBebPrhNZrXr86XczfQb+LnbNtz3OrPc4Sig89PqQnEoi8As4y5MB+lpiSVwu7Tc/LtlUNc27G3pVR76NvFJ2m//r9PXmbwC9/y2tdLiY0IZeUXz/HhxEGEBQd69D3an50glZzThEVjzHR55mmp/HL8PKOmzKZCeCjr3niWOpXirItQWOzpPM6fhaf81LS8PB6bPpUraWms+PBjOmoDMSenW8eajFefozkzh4K/z4BWh6VaJUavmcPKE3t5vn1vvnzoCQRbhp+jz9FiEZ3fAzd+R/v7o4wIIi85ixmH1tL7s9Ecu36a59oNZ9GAr+mU0Mpa3uH99Od9Lj7ugQ92RmhCNBjzjUhm92B1lH+0xqiLDJC7THnA44rO4F4r9HTOUUOsGZHAqOaD6Fy1JWkFmcw4uJZNZ3aS8sd5QppVIfvoTSLb14QA61Qlx/wrT6YzlAwYASWfPDCUIY07sO7037y8eRkmyVK8m58lNx/D+evIsoSqQiyKsGBEbQCCKCKbQS7SY8nJw5ycRrNq1Vn/9TfkGw0MmjGdGxkZLsEQ/6BYNSaKJS9OIDwokElTF7L79AUECxTevoZk0BOUUIei29etJmWVetYlx7yYznYYtGlUkw8nDaZKXBQb/zjEN/N/Jj07z1rHFYgOYtdgM2+fRq0LRZ97h6jKTRHE0p/p3S5D5mmYZCSdRh0QRlHeHaLimxX37WlbVLBqkIE6DRMef4AnH+5CXkERn85bz5ZdR611/dAeC1KszzywWh0Kk63PPKhaPVAK1I2vyIIXx6JVqxj941yOXL7uvPCtn5pjmC6A5eMnUC8ujpEff8iWPXtQVoxGERqCGKhDUFlTv2RDEZacPEypacgGI5o6VVFGhjmZ1i937s3zHXux8+oZJm2aS75RXy7TWrQYSd95ntBmVcg9doOo9jXp2qAtz7YdTLXwypxMucC8I6s4mnymuK67vVw8ao0+BsrtvTdRBao5+t2Bf7EpXTFEbv9JD7/Le4KkIxBrR1ZjeLMBdKnaijxDAUtObGHZya3Fm94X3swg5+QtdNUrEFTXmjZRVtM5SK1lRr+xdKlen+/2/MrXuza7DbLIsowlKx9zShqW3ALkIgMgWGdgqNUoAoNo37YtK55/mazCQgbOmMbtrCy/oeiYlN2gSiUWPj8OQRB4aspsTl2/VeK/k2Tyb1zEnJuFQhtIcEI9RIXSvZaIvR+ZoAAtr47ox8AH23EjKY33flzFoVPW3fM8AbHUdqmSjKEwi6yUC4REViUgtIJzn97EkxbpaXUd1+oipfoutdCEB0DazeuaCRX48NnBNKlTlZ2HzvDejDXcycxx63t0hKMsy+TfuogpLwtFQCBB1eohKJXFfVaMDGfxy+OJiwjj6ZmL+PPUObergvuCY4hWy9Jx42lcOZ4Jc2exfuuvmAvykfV623OSETRqFCEBKGOiUESFWvcccpPrOKRJez7r+TgX05MZuXYaKfnZ5TKtixIzyD91g6CaMQTXjbOu5COI9K3bmfEt+xMdGMHx5PMsOr6Ww7dPOX0eZYGkOym8U0Dyvhtc23T+3wvGkKrhcpv3urk9501TBGcYCgi0iW/JkEa9aF6xPrmGfJaf3MrKU9vJN1o3a3KMOJvMAoIoetUSwT0UK4VEML//RGpFxTmtpQgukWcoZcrIJtk6a0EQEWUFbapVZ+lT40jJzeHxmTNIys4uFxTb1K7BnGdGk1tQyPCvZ3EtJc3tTBZZkkoWdPAARbuW2KpBDT5/biixkWEsXP8n05Zvw2A0lQmITv9bZM+WwV2Y0aXEDTRlWUZ2SQsrCyBFUWBYn048O7wXJpOZD2au5de9x53bcQNHABnJaiU45Dra+4sMDmL+S2OpF1+RVxasZMOBI+WCY5BGw+Ix42hZtSrPrlrG+mNHkQSLdawpRAT7ijNedh8EK9g6V6vLrP5jyDfoGb1+BqdTEz3CETxrj7IkoVI6f64KQUatUPFI3fsY2awPMUGRXEy/zspTv/DntT2YpZJB5GtHQG+wlCWZ38es//eCMbhqhNzyne5+lXW3e2BMYCQP1ryPPnXuo2JIDMl5aaw8tZ0N53dSYCwCcJuCA2U3nS2SSLO4asztPwGNQsWE9XPZde2831DEYfFRwSLQsWYtFo0cw62sLAbNmM6dvNxyQbFro3pMnziSxLQMRnw9i5SsHM/T+7z5E7HCTKVU8NywXox6+D4SUzJ4fcoyTl64YS3vkn9nvRecxBWI7hel9T4mBYt/Y9YVdm7FBYCu37dlAWSVilF8/tIwmtSpyua/jvDh7LXkFeh9wtHxnCw6wzFIq2Hmc0/Rvl4t3lm6lqU795ULjgFqNQtGj6F99Rq8tHYVqw4ftM6ttt+HH1uzghVq9aIrsnDQRMJ1gTy3ZQHbLp0oBUfwT3sE5+CMvaxaoeKhmu0Y1qQnNSLiySzKYevF3fxy6Q9uZN/GVcqydSrAzjFr/98Do7ctVMO0IXRKaEu36m1pFlcPhShy6NYp1p3byZ9XD2GxLURRFiA6lnfVEu3l+tVrydc9h5Oal83INTO5lJ5SbijeV7su80aM4np6Oo/PnEF6fn65oNi7VVO+HT2Mc4lJjJoym6z8AucVuT0AEdxDMb5CJN+8NIKGteJZ+etevp67iSKD0S8t0RGI/sLQXwCWVTwC0wskPQLSBY4KUWTMwO5MGvogKenZvPj1Yk5dulmmqLWj9igrrItjTJ00nPubNeSLdZuZ+esfZYYjgEajYv5To+lSuw6vrlvN0r/3O8MRrID0A47RgSHMHziOZhWr8flf65n+93YnrbAs2qNd3AESoE3lhjzWoCudElqgFJWcvXOFP64e4K/r+0nJT8OTeIPlvx6MTd/27mPUKjXUiqxJq0oNaV25MfWiqyMKIjeyb7Pt8t9subCb23klD88TEMG7LxHcm86iIPBKp3483fYh/k68xNh1c8kszC83FHvUa8DsJ0dyKTWFx2fNJKugwDcUXdJxBBke69CKL0YM5vCla4z5dm7x9gNl1RKt52QebN+Ejyc/jkWSeOf7lfy+3+r78aUlegViGWFYRqWgWLxtn+oWkn4C0pv22KRuAl+/OpzoiFCmLP6ZRZv+cq7vSXt0A0cAhVrkyzFDeKRdC6Zu/o0pG34tFxzVaiWzRoykR/0GvLVhHQv27Sk3HLVKFVP6DOPh+q1Yf+Ygr25bisFs8su0Bv8A6VgnQhdCz1odeLBmW+rH1ADgSuZN/r51ikO3TnE+/UKxa8yX7Bm7+t8PRgGBIHUoEQFhxAVFkRBWkYSwitSJqkb1iHiUogKLJHH2zmX2JZ7ij2uHuJJ5q7gdR7iBZyCCdy0RnKEYrNbyfZ+nuL9mI5Ye280729YUR57BBxRdVt0WLAI9GzZi5rARnL59i2GzZ5FTVFQuKD5xX3s+euIxdp0+z4QfFhTv3Fce01mpEHlpeF9GPnwfx89f5+UvFpOcluVWSywvEN3BsLwQ9FfcwbIUJMsKSBc4hgYF8OFzg7m/XWO27T3Omz+upFBvKDccBaXAxyMH8niXtszdvpNPVm8qFxyVKgUzhg+nZ8PGfLB5I7N27XQPR3tdL3AEeLrdA7x2X19OpyQydsMskvOyvJrW4Ft7BM+ABKgUHE3X6q1oH9+IJhXqoFFapxVez7rNufSr3MhO4kZ2Ekm5d8gsyiHPkFVsLcK/HIzNmjeT9xzYh1apQeGSwpFZmMPlzJucSr3C6TtXOJbs/G3hCkMoOxDBs+lcOzKO2Y+OJz40ind/W+O04jZ4gKK7xG2sUHy4STN+fHwYxxNv8sSc2eTpXTdm8g+Ko+7vzLuPP8KOY6eZPH0xJr25+JxjfX+gGBkaxLevjKBVw5os/XkXX8/bhMlsKb+W6AOInmAYGhJA9YQKVK0aS5X4aKIiQ4iMDCEsNBC1RoVarUIQwGgwYzCayM0tJCMjl4zMXG7dSuf6jVSuXU8hLTPPbfs+IekHIN1pj/bhNvLR+3hhZB9u3E5j8ufzuZ6UVm44ohR4Z+gjjOzRicV/7OH9FeuRbB9EWeCoUIr8OOwJ+jVtxqe/bmbqn797h6PjbzeAvL9mQ358eCQGs5lJm+ZwIPGS36Y1lA2QrnU1SjVNYmvRMLYGjWNrUCuyKrFBzrPlJFlCbzZitJjYeO53RjZ/9N8LxhoNassfLP8OvdlIRmE2GYU53CnI5EZ2MnluVGZ3MIS7AyI4a4kAves05+ueT1JgNDBh/TwOJl4pm+nscF6wCAxo3pLvBg3h4LWrjJg3lwKDoVxQHPdgV94Y2JdfDh3nhZnLMBstxecc6/sDxXrVKjHtzdGEhQTy3o+r2LLzaPm1RIfj/sCwUsVI2rWqQ5MmNWjUoCrx8dHF5wwGE+kZuWRk5JKTnY9eb8RgsC1Uq1ai0agICQ0kMjKY6KhQdLqSCQKpd7I4c+YGJ05e5cDf57ls26PbUVwh6QmQZdUeWzeqydevDUelVPLSlMXsOXa+3HCUFfDaoD6M79WN5X/t5+2la8sFR1Ep8u2QIQxo3pKvt2/lmx3b7gqONSJjmTtgLNUiYvh053rmHv7d2oSf2qNjWXubruILknbRKTVUCYujQlAkUQGhRAaEoVNq0ChVHEu+wOcPPPvvBWNgQqRc742ebs95gqBdXGEInoHo2p4nLVElKnjzvv6MbtmNw7euMP6neaTm59wVFB9v2ZqvHxvM3iuXGTV/HkVGY7mgOKFnN14b0IdNB47y0uzlSCap+JxjfX+g2KNdYz5/big5eYVM/mge56/e9grFewHE+rUr80CPFnTu1IiEKjEApKXlcOr0NU6fus7ly7e5fj2VlJQsyjJmo6JCqVo1lpo1K9KgQQING1alsm2nxtQ7Wezde4Ztvx3l6MkrSA7XezeA9KQ9xkWHM/Wd0dRKiOOrhZtY9PNfdwXHlwb05Om+PVi1+wBvLF5TLjgKCoGvBw9mcKs2/PDHb3y+9Ze7gmOgWsO3fZ+kV51m/HLhGK9uXUKuoahM2iM4A9LetqO4A6RTfR+LShyZuOzfC8aAhEi5zuu9/CrrDoTgDEPwD4hQGoqVQiKY3m8MzSpWY+7BP/jkjw3++xPBLRSHt23P5/0H8ueFc4yZvwC92VQuKI5/qBuvP9aHDfuP8MqcFXcFxTGPduOlEX05fv46z308n/TsPK+ms1so+gnEqKgQHundlj692hAfH43JZObgoQvs23uWAwfOcfPmHdyKv3mNHhK9Y2PDaNOmHu3a16d9u/oEBGhIT8/hl62H+GnTfhJvlQTrygpIb9qjpIAArZpPXhzKA+2bsHLrPj6evQ6LJFnrlQOOL/R/iGf6PXBXcEQh8Nljj/Fk2/bM3PUnH27edFdwBBjXujtvdH2YpNxMJmyczZk7Vp9/WbRHx/J2cadFgm9QusrxSUv/3wOjJwjaxRWGUH4gAvSs3YwvHhyGKIi8vGUpv1w47tRPeaA4ukNnPnr4UbafOc34RQsxmWxmb5mh2JXXH+vLxgNHefkuNEUlAm+PG8DjD7Vny66jvP3tCowmcykoujOd/dESHYHYpFE1nni8K507NUKpVHDw0AW2/nqInTtPkJdXhJPcy+RuuzjAS6NR0bFjQx58qCWdOjYsvp4Vq3aye//ZYu3UaTXu8miPDnAUBIHnh/dmzMDu/HXoLC9OWUSh3uhWeywLHFf8tZ+3ymlWyyJ89Gh/nurYifl7d/P2xp/KDUewAqxl5erMeOQpwgOC+GznehYc/dPajBvtEcoGSHsf3sQbLP/VYNRViZJrvtbHZzl3IITSMATPQITSUNQqVbzXbSDDmnbieNJ1Jm9cyPWsNN9BFsffbqA4sUtX3undj80nTzB56RLM5YTi6B5deHvww+Uznx20RK1axTcvj6Br6wbMWbOD7xf/gizLHqFYFi3REYgd29Zn1IgeNG1Sg+ycAjZt3MeGDftITHTIRfMBQrEcuY2St0RvB7BFRobQr187+vfvQIUKEVy5msziJTv4dccRLBbrjfgCpD9wtF4TDHyoHe9MfIzz124z7qPZZObklxuOdrN6yZ97eXfZunJFq2UR3unbjwn3dWXJgX28vn4tUvFKGLY6vlbmwVl7jAgIYkqfYfSo2Zgdl0/x8q+LySyybm/sTnsE74B0rOcqvkDpKKcnL/p/B4yeAOgovmBYfMyHlti4QgLf9hpBrag4pu3bzle7fsYsSaW1RCgTFJ/r1oPXHurFxuNHeXbZMiy2lT7KmrxtT8n55dBxnpuxtNxQDA7UMuOtsTSrW5WPZ6xj1a/7/PIn+tISHYHYollNnh7fhyaNq5OUnMGypX+wadN+9PYNrjzAsDwQ9Ec8gtIGJYVCpEeP5gwf0YNaNStx7XoKM2Zt5ve/ThYXdQtIL6a1J79j55b1+eaNEaSmZzP6g5kk3ckqNxxfG9iH8b27Me+3v/h41cZyw/H1nr145v4erDr0Ny+tXYXFXzg6lHE1rUe26MI73R8lW1/Ia1uX8sdV69qcnrRHcAYklA2SjuIOmP96MFZ/pa/Pcu5gCKWB6EtDBFCKIs+07cUz7R/iTn4OL25eyp7rFwAvpjP4BcVXHniIF+5/kDVHDvHiihXIrhDxE4oDO7Tmy1GP89ux0zw9dSEWY/mgGBUWzJz3xlOjciyvfr2U7XtPlM109qElJlSJ4aVnH6VD+wak3sli3tytbNq0v1j7cgdErzC8G7Pay8ISpUDpULZr1yZMmNiH6tXiOHPmBl99v45Tp68D/muPvvyOTetWZfr7Y9EbjIx5fxaXE1PKDcd3hj7CqAc6M/2X3/nqpy3lhuPzPR7glYd68tOxIzy3ajnm4gFoq+MKR8e/PZjW9WIq8UO/4dSLqcyKE3v58M81FBgN1ubuEpDF5/xcUOLsswv/3wCjJ/i5ii/tEJyB6Nh2w9h4vnroSRrExrPm1AHe276WXEORf6az499uoPhWzz483bU7y/8+wGtrVpcbin1aNeX7sU+w+8xFxn8/D5OhDCk5DlCMiwpj4UeTiAoL4dlP5rP/+MW7hqK9L51OzdiRDzL08a4YDCbmzdvKmjW7MBhMpeqCBxj+L3yLTp2WHieeACmKAr16tWbixL7ExITx85a/+WH6JjKzrHmR3rRHf/2OtRLimP3heNQqJaPfn8nZq7fKDcePRjzGsK7t+Xr9L0zbsqPccHy6W3fe7N2HTSeOM3nFEkyucIQy+x3VCiUvdurFxLY9SM7L4vVty9h1/Zy1KReo+QIk+I4+O5V1aP9fDUZtlSi56ksPey3jLW3HXyBqlSqea9eb8W3uJ6Mgjze2rmL7JavZVCbTGdxC8f2+jzCuUxcW7tvD2z/9BOWEYrfG9Zk5aRTHrlxn5JTZZZvR4gDFSjERLPxoEiGBAYx/bxYnL9wolz/RnZbYtnVd3n7tceLiItj0836mTd1Epj2x2hcQvcDwbudNe11Qwhckbed1OjVPPfUQw4Z1o7DQwDff/cTmbYes7ZfXtHaAY+XYSOZ/OomgQC1jP5jldo61P3BEKfD12CE82r4l7y//iUV/7Ck3HMd17sJ7Dz/C1tOnmLBsEUaLpcxBGShtWjevVI0pvYdRKyqONaf289Gf68jWF1ib8wFIcA9J8B+UF56f/y8GY3yUHP/SI36XdwWhXTwBEeD+6o35oMcg4kMjWXliLx/+9hPZ2dnIKg2CwpbPWA5/IoAoiXzycH9Gtu/I3F1/8d7GDaXhJ1kXC8Vgsi77ZZFBEBAEAVFUWxeLlaFNnRosen4cF26l8MQX08s299kBivEVIln00dMEaNWMeXsmZ6/cQrSAJFmQTEZEhQqFbZVmb/5EVy0xKFDLS8/1p1+ftly7nsLHHy3n5MmrTnWKn4sL5GSLhEUyohBVCLaN3csCQkGyB0b8syqgBF6yLDv37TrLxQ0gExJiefudoTRtUoO9+8/y8ecruZOWbbsG5/Yd67nC0SJYkMxGRKUKUaEsznWc/+kkIkKDGPvBLI5fuF4uOIoqkWmTR/BA80a8NH85P+07bF2UQpaRJOtYA+tya4IogMY61tzBcWSHjnzSfwA7zp1l7JIFGMxm/+HoUMYOR1mSEYx6tAEBPN+lN5Pa9SDPUMRnOzew6tQ+ZNtL5A8gwTMk3Yksy0hFRq699S+OSqsiguWEtwYWA8pVPIEQSsMQnIFYLTyGt+8bQI9ajTl/5zZvb1/NvotnKDpxCYvRjCCIaBvWRAwKsjXo0JAf/kRREPii/0CGtWnHtD9+59MtmxEk2weTm485OxupoBBJr0fSGxAUCgRBtA5OGTBLSBYTCpWGpg0bsOG7L0nKzGLI5zPILigst6a45JPJaDUqRr81gwvXkhBMFvIzbqLPTbe+nCYTmoBwQiISEBUqv0znxg2r8ckHw4mJDmPx4h3Mm/crRqPZOxBt52RZJjPnMgZjPipRTVRobUTRebsKO/juVlzBKcsyGblXMJjzUSo1RIU59O2o7bkxsQVB4LHHOjF58sOYTGY++mwFf+46aevH1r4HOMqShdzsRPT56YhKJZLFhDownOCoqqBRERsZyvxPJxEVHsLo92Zwspyao1KjYM6zo2jfoA4j3vmIrTt3YTFaxxpKsXj9S0mWkM0mBI0GUatFEaBDGRaGGBaCIAjIIgxr244vBw7ir4sXeGrRPIpMpnLBUTbqKTp5CdlkQhQFdI1q0qBGLT5+cCBtq9TmyO2rvL9jNSdSbxRXdec39ARJ8AxKWZYpOHEdY3oumVsO/4vBGBkiRw/rhjYhxq/y7mAIzkAM1wXyXLvePNmsMwaziW/3/MK8Q39iliQKjl1CDAlEXbUipuRMjDeSCGjVqGQBVT/9iQpR5JuBjzOwRSu+3b6Nr7dtRZDAlJ6O4WaidUe0sAgUgUEo1FpEjRZRULi0A1gkqoSH8NO7L6PXG+g57hmSkpLRRsahjYxz3nrAD5/i4k8mExygZdSb07lwLQnRAtlJ5xEEBUFRCSgFNZLFTGHWLQyF2URXaGRd6t+D6SyKAk892YOxo3uSkprF228t4MwZ24B2NMHdANEuhQXpFOrTiAqtTVbeDRQKNaGBlfyDoSet0p91GIF8Y1apvkNCKjsX8gRI2/H4+Gg++ngkDeonsO6nPUz5YT0Go8mraZ1x5zyCqCAoqioKpRoLZgqzbmMoyiaiciNklUhMZCiLPp9MWHAgo96dXmafoyE7ncK0RIIDAlg/8zvqVk3gyS++5/C1W6BU2K6LElMeCclgwGLUIxUWYMrJRDYaUVWMQx0XBwqBQa1aM2XQYPZfvcKIhXMpNBp9w9HxbwGKTl5ADA5EU70i5tQMjNeTCGrbEEEUGNCwNW91e4SYoFA2nj3El7s3kpiT4fRxlBWSjmJKz6Howm2C29bl+mvz/vdgFAThIeB7QAHMlWX5c5fzI4GvAPsKk1NlWZ7rq111XIQc2qUxwa1quz3vCYRQOlgTotExpmV3RrfsRoBKw/ITe5iy6xfSC6z+L3OhkcJDZwhs3xQEBbIsU3T4DOoaVVCGh/gNRaUo8uPjw3i4aXO+/PUXvt/xG4IE+hs3MGdkoqtRA0VAiBPUPO3REh0azLrXnyVAq2HQJz9yLSUNqaCQgsQrKFQagirVtIHLuR3H5G179Hnpp88QERrE6LdmcOZyIqIFTPo8clIuE1mlKWKxn1NGlmVyks+jC4pCFxBluyZnKIYEB/DJ+8Np364+v247xBefraKgQO8ZiOBW60zPuUSAJpIAbQQmYz6ZuVepENHQ5cO8R1/eLsBMz7lMgDYCnS4Ko7nQqW9vK+24AlKpVDBhQh9GjOjBhQuJvPzmPJKSM93C0WjMJyf9MhHxTW3amF2TlMlOOoc2JBpdSHSxWb34i8kEaDUMf3sql246R6s9zZApSL2BMSeTwCo1EIODiQgOYvVbk4kODWHwl1M5fyvZrz1kLPoC9FevImjVaGvWBKXIo82b8/2QYRy5cZ0n5s8m32DwDEdw0h4lvYHCw9Z3TFCIIEgUHj6DpmYV1JHBAASqNUxs24PxbbqjEEVWntjLjwd+JTU/x/mj9BJ99gTKwjM3EAO1aKvGcu3lOf/bXQIFQVAA04CeQH1giCAI9d0UXSXLclPbj08o2hpHMpiRZcHtj6tYJLH4xy4R2mCeb9+bPeM/5vkOvfnr2lnun/sJb/y6ivSCPCRJsG5QZTAhaLRg09wEBMQALbLB6Gw6e4GiSqFgxrDhPNy0OR9v/rkYipLRiCn1DkENG6EMDPUJRYBAjYb5z44lIjiI0d/MKd6OQKENIKR6AyR9EebCPJ9QDA7UMue98USHhzD+vVnFUAQwFuahCQh3giKAQhbQBoRjLMq1XVOJ6SxIULNGRZbMe4mWLWrx6acrePftRd6hKMlOWqcjZCWLEZWgQpAklKIai2y2gtDxx5PIkvsfT+LSrkU2oRQ1CJKECiWSxVhc1PU6vd2b2Wxh6tSNPPfcdOLiIlky/xVat6ztNL3T3paxKBeNLhyF7PzMRUlAExSByfbMRQskp2Ux6o3pGEwm5r43gUoxESXBMKnks3a0GiSTEWNGKiE1G6EMDEGUBLLyCxjx9WwKDUbmPzuWuPAwnNjh4pKx/1ZoAwmoXx+psAhLXh6CBOuPHmXSksU0r5LAijETCNFqEVz96xY3SoTtHRN1mpLNzmQRUadD1huL38MCo4Gvd22m88wPWHViH0OadGT3uI94v9sgKgeXrJjj7l0vvh0PvJCMFgStxqtCZZe7BiPQGrgsy/JVWZaNwErAeyi5DCJ4yT9zfDiuD6heVGU+e2AoByZ9wosd+/D3zYs8MPczJvw0v3h1bac0HESwm2+2D9i6tandbvEeeVYrFMx5YiS9GzXhvQ3rmfHnHyWwssHWnGX91vMFRbWoYPrEEdStHMfkaYs4eS3RKTptLsq3BUrUTu24TvPTqlXMeHMsNSrH8szH8zlx3jn6LIoKZJPJ1oZzoMViNiEIilL+xE4dGrJg1gtoNGrGj/+e9ev32vq01bfIJeDwAkRBkqw/iMi2C5YtEoK7QVtWAPpZXpAEZIvF9jhkBITi6you43jdDvfj7j737TvLiBFfkpGew9RvJzHw0Y5Oz06wyIiiAslscnrW9mcvG00IoqJ4PIgWuJWawdh3ZqFRK5n/wQQiQ4PcZgoU9yFYVUBzXnaJD9oCSRlZPDVlNoFaDQueG0tIgK54a1bbA3Buxz4O8gqs/kBlyVjbfPIE4xYvpFGlyqweN4nwgAD3cHTdplUQS77oHN4xWSh5d+3vZXJeNm9sXUXnmR+w8ewhnmzWmd3jP2R6vzG0qVTL6XP0xgEnEQW/08DuBRgrAYkO/9+yHXOVAYIgnBQEYa0gCPH+NCybJQgIKHXjnh5AqDqAxxt1YNMTr7HtqbcY0KANa0/9TZdZHzJ67RzO2iayu+YlypKAqNMiGUxIBXrrcaOElJ2PIijAWUt0A0WtUsWCkaN5oEFD3ly3lrm7dzkNMEGhILBOA/SJNym6fBlzXm6pAeIIvk+GD6Rzw7q8uWA1f506j2CxRU8L8ylMuk7B9YsEVqqFQqPzOvd5yktP0qxeVV79eikHTpTOU9TqIjAUZWPRFzq1IZmMFOXfIUAXWXwPAIMe7cg3X4zh2vUUhg//ktOnr5eCRbF4TP52Bo9K0GAw5INFxmDKRylq/QagYJbc/ngUl3ZVCi0Gc4G1b30eSkHr8Tr91R5v3UrnqaemsHffGV5/ZRAvTH7EyULQacIxFGVjNjg/c9lkpCgvDV2AbYk1BzheuZnCxA/mEBUewux3xxOg1Vjh6PLZCxIIooLghPoUJd8kP9E61mRZRrDA+VvJTPxxAdUqRDNr0ihUCpt15LpIiEXGUpCP/vp1ii5dRFetFgqdzmlMbzt9mjELF1A7tgKrx00iMjCoNBzBCY6iVotkMCIVGGz3bEHKzkMRFFD8HhY/StvfiTkZvLR5Ge2mvcPMAzvoWLUea4a9yJ+j32dcy/uJDQgt9TF75IVOhzGr0K+c6Lv2MQqC8BjwkCzLY2z/Pwm0kWV5skOZSCBflmWDIAjjgcGyLHfz0N44YByAoFO3qPDcQJThwW77liVICIuiQ0JdetZpSoeEuqgUCs7fuc3y4/v46fRBsvUl6za6Til0TcMx3kjCnJaJukplTMl3ENQqtLWsS6g7mQcOUNSp1CwcOZoONWry6trVrPj7b7cpOQCy0YwpLRVTejqy0YgiIBBRo0WhsgZgBEHk2QF9eXXwo3yzcgNTlqy2Rq0NeixFBSCIaEIi0UTEolBqPEJRkGTeGTeAob068snMdSzfvMdjnqI+5w75WTcJDKqAShOE2VBIYV4KOm0EwWHxxX08M6EvI4f34K9dJ3nrzQXWZG13gPC6so4DtOympbmQ9LzLhAZUIq8wmdCAiujUYc71/Ngg3R+Rlc4vhLXvK4QGViavKMXWd7j1ZKldAx2mkHpaRMIhyCKKAi+8NIDHB93H9h1HefejpZhMZmQRCvPTyMu9RUBILCptMGZTEQV5yWgDowiMqmLrw37z9rahY4u6THt3DPuPX2TiJ3MxF9PTVsbBRyiZzRhyUjHkpCOZrGNNodYi6LQM6NGVH18Yz5qde3lh+jxkZGvgxVQy1gRRRBkZiTo6FsG+pqWbVJ5OtWuz4KnR3MzIZNDs6aTl55X4HB2u3+53NN5MwpyRgTqhEqaUVOs7Vrc6uBgKronhdtEqVfSp15yhTdvTOr4mAAcTL7P14nF2XTvHhfQkBA/ck4oM5P99Fm2teFJ/+B/v+SIIQjvgfVmWH7T9/waALMufeSivADJlWS6NehdRxUbIFV4YDIBCEIkNDqV6eCwNYuNpEFuZVpVrUDnUqtXcyEpjy/ljbD53jJMpN53a8QXE4j8tYEpKxZKehRgcjLpKJas/xM03oWARCNRoWDxyDK2rVefFlStYe+SwRyi6HpcMBiyFhchF1sEoGQw82rUzs999ndXbdjD5kymICg0KGzgVWh0KpdYaIXfwXbmD4siH7+O1UQ8zf90fTFnws8/kbUtRAYV5qZiNRSiUagJ0UWi0ocWR5zdeHkT/Rzqw9qfdfPXFauu6hWXUEovF1WcoSxQZs8nXp6FThxGoibJqWP7C0OKmnIf0LqdubZAs1bfosnKTAwTLCkeAJ57oznPPPcr+A+d4+c156PVGZBFMxgIKCtMwm4pQqDTogqJRBYba+vGcBP7Yg2354JnBrNq2j/dnrPG+nqM9iGIxYC4qtEacjXosZgMvjnic10cP5/P5i5myeIU1VUejRdRpEXU6RK22OFWnuD1wC8f2NWqyaMwYkrNzGDh7Oim5OR7hKMuy9R3LzEQMCUadUBFBKZQuizMcix+1w7EakbH0rtuMPvWaUT/Gmk2QXpDHwVuXOZOayJnURC6lp5Ccl4XJtvWqOT0Hw80Ustb8+T8HoxK4CHTHGnU+BAyVZfmMQ5k4WZaTbX8/Crwmy3JbX23Xb9JYXr9jK8EaLbFBYU7bG9zOyeR48nX2Xr/IvhsXuZyR6lTX3YITsusxx1t3F3UGj1AM1mpZ9tQ4msZX4Znly9h0/FhpKDq05bTOohvzuWn1BFa+MokTV28y/KuZGM0Wn7mK7qDYtVUDpr7xFL/tP8lLny9GMHsw2T1M8XP0KSoUIh+8PYyeD7Zi/vxtzJjxs1NZd1D0CERwhqI7n58nGFokBEGgUkIMNevFU6FSJDEVI4mMDkWrU6PRWZOTDXoj+iIj2Rl5pCZlkHo7g6sXbnHjSrJ1frYHYLpqktaLcTjmj/boBY59+7blrbeGcuLkVZ57ZRaFhYbSuY4eksDdwfG54b0YN6gHn8/b4HuxWy9TB78aO4QBHVoxeeYithw+4XZ2jFNdL3BsVa0aS8aMIz0/j0Gzp3M7O9ur5ujYTqm/vWiPxcVdjlUOjaB9Qm3aJ9SmZeVqVA0vSfGTZIm0gjxy9IXoTUY2nTvMO90f+z9J1+kFfIc1XWe+LMufCILwIXBYluVNgiB8BvQDzEAmMFGW5fO+2q3TqIH87Zql5BsNJOVmkZybxfXsdM6k3iK7qMBtnTIDEbyn4riUFywCoTody0ePp2GlykxasphfTp10gmFZlw+LCw9j49vPU2gw8ugH35U7gbtWQhwrPnuWq7fvMOK1qRiMJqu2WE4ofvTOkzz4QAumTdvEwoXbncqWCYputERHcQdEBVC3cTVadWpAi/b1qduoKoHBuuLzhQV6Mu5kU1RgKF6lR6NRoQ3QEB4VQkhoYHFZg97IpbM3Obr/PId2n+bUkcsYzaXX6isLIH1pj65w7NGjBR9+OJzTZ64z+cUZFBUZyw1HWSnw7Zsj6da6IRM/mcPuo+63SfC5LatSwZJXJ9KoajyDvviRUzdu3RUcm1dJYOm48eQUFTJw1nQSszJtbclObVmf5b0BJJSGJFjTfurHVKZaRDSVQiKoFBJOkEaLTqXm98un+aznkH9vgre6Uowc8/RAr2W8LUVWLiCCR38iQHhAACvHTKR2hQqMX7SQ386e8R+KtvYcoahVq1jz2jMkxETx2Effcykp1a+9n13TcsKCA1jz9YuolUoGv/gtdzJynEzoskBREAQ+eGsYvXu15ocfNrBkyQ6nsr78iR6h6AuIFomGzWvwUP8OdO3divDIECRJ4uKZm5w+comLp29w6ewNkm7eIS/H+zaZAUFaKlSOombdKtRplEC9pjVo2KwGSpWSgvwi9mw/xtaf9nJ471lcEVkKkHcLR9uxbt2a8sknozhx8irPvjQTvcFULjhKCtBp1Cz96lkqxUYw6JVvS22w5W0VcEf4RQYHsf6951EqFPT7+BvScvLKNK/a8ZgsQqPKlVkxfgJFRiMDZ0/nWnq6ra1ywtG1Dp4BCe4h6U5uvzX9/x0w+rMeYykYgncguv7vBYqRgUGsGjeR6lHRjF4wn50XzpcZitb2bL9l+Hb0MPq1acbY7+fx54lzTueK63qBIli1q1lvj6N1o5oMf+1HTl286dav6A8UAV59YQCDB3ZhxoyfmT9/m1NZb1AsLxDVSgUP9W/PoNEPUr12JfRFBvb8doy/th7m8J4z5GTlcy8kIFBL07Z16fxAc+7r3ZqQ0EBSkzJYu3AHm1bsJC9f71S+rID0B449erTg449HsHffWV5+Yy5mi1Q2ODqY1HHR4az+7kUyc/IZ/Oq3JauAuzOpwSMc61aOY+07z3Lmxm2GTZmByWLxKwHcExzrx1Vk5YSJmCwWBs2ezuW0O7a2ygBHd/+7ebW9QdKpKZdy/3owRk0c5LOcWxhCaSCCZy0RvEIxJjiE1eMmEh8ewcj5c9lz6dJdQ9G+AveUdb8w7ecd7qEIPoMtzwx5iEmDH+S9H1exdtsBn8EWqwnuHopjRz7IhHG9WbJkBz/8sMHW172BoisQdRoVA0f14PGxDxEWEczF0zdYs3A7f24+SGGBM6QAcGP++iXK0lthqNRKOnRvyoARPWjRoT5FhQY2LP2DpTO2kJXt7KZxAuQ9gOOjj3bgzTeH8MuvB3n342XIsuwXHN35G9s0qcWcDyewde9xXv5miXd/o+24O39jr1ZNmPr0CJb+sZd3lrtfAdyxHY/7x9j+rh1bgVUTJyIgMGj2dC6kptja82Aq+6s9utZzPFyGFbyT35n2v5358v+H2HOeXHOfSgrgXkv0Zjo7BllcoBgXGsq6CU9TKSycJ+bMvidQbFOnBm8M7Muvh08yffPvXqFoF3dQ7NC0DpMGP8hPO/72H4ouYu+rb+82TBjX27re4P8Qigqg/9D7WLP7Kya8NpCzx64waeAnjOz5NltW7fr/2Pvr8CquqGEfvmeOxj0QEtyLu7UU2gJFSot7geJQd3d3WtyKu1SAOqUUd3eXhIS4Hp35/jiSI3Mkged92uf3revKBWdm77X37Jm5Z621rRSKFqv7X3lFQY/ZZGHrz/t5YvBHPNr1Nbb+vJ+BY7qxZvvnPPZEb/Ta0oUs3IDuOrZSIXzgNSAc76mRGzbsYObMn+jRvTWTx/W058eZ3zWvq3iONxStsOfIOb5ZupmeHZsztHsHt5kx4P9+uw4A37zvCLM3bWH4fR0Y0KG12znXMgONunD8/2z6TfpPn4ZFsrJu4hQaJFWy61OO3SvOlnH8XykkpsDAgFwog/yrLUZNcqIcP2FQcIl9XYY/txn8drIApMTEsGb8FGJCQxkxbw77L1++bSjGR0aw6c3nKCgp4ZF3vqaonEuIxUdHsOHrF8jKLWDIs1/fVmdL86a1mDF1MgcPneepJ2fYenHLC0U/VmK9BlV46aPR1G1UjYO7TjHzo1WcOHTBLU1ACN7mLoFO8bAkq9SoyPgXB3Bfz9akXr3F568vZvc/x93SBLIe/fVYe3bIvPLaEPo+0oG33lnitq5jeTpjpr85lrZNajPoxa85czk16HgjlHbGiILAwucn0LJ2dfp8+LX3nGrXMoO0HKvFxbN60mRCdVqGzJ3N0RvX7PqCsBxd9Pr8raQjCLn51rT/exajU2R8fj0UvzS+rESHLrs4oFg1No71Ex8nKiSEwbNnsv/yZTd15YGiShT5ZtwIIkNDeHz6YicUvevvrkt0g7GMIAh8/NQwwkJ0vPDJ4lIoOq+hNK1bfgUopiTH89lHY7h+I5OXX5r/PwJFnUbNU68PZu4PbxGbGMVrE77h8YEfukPRl2XoGDfpMn4yKAmUz8OKvHrxJq9P/JbJ/d/HZDTz5eLneHfqBKIiQxWvyS12qtAmPi1H++9PP17F3n1neP3VITRpVN13PpePoe28+2XIssxrXy0nv7CEL557lBCd1u+0Qc9ny6FTkmWenb2UvKJiZkwcSbhed9uW4+WsTPpO/5YCg4HV4yfRokpVuz4/lqOn9RjIgnTo8MWCcsi/G4xygD9PcTSaEhD9dbAoQLFmfALrJz1OqFbLwFkzOHLN9qULdgC3pzgesCd7dqVd/Vq8vmgNZ66n+XahUYCiy7kRve6hQ7O6fDLney5cS1fc+9kh/qCo02r47MMxCMCzz8yisLCkbFB0XejBBxSrVq/AvB/fZNCYbmxYsoWhnV/ir837SiuoBMSygNBqsf0FkmAgCRzec4aRD77GnM/X0rFbCxb/+j5NWtRSvLbbgaPVKvHyS/NIu5nNpx+OIS42wqdL7QlHW9nYdUJOfhEvfbGU6skJvDiqt8s145Hf/Ti4u9SZ+YU8OXMxlRPi+HDEQK/zruUGC8frOTn0mz6NzMJCVoydSOtqNez6BPdphL5caxfdbr+DgWSw7PCQfzcYgxVfDaQERD9WouMm1U6owLpJj6MWVQyYMYMTN2yrpfl6EBTF82ECWteuwZSHHmDt9r2s37E/qLhi6bU40shUT07kmeE92bLnOGt+3RXUtgS+OlteerY/dWon8+abi7h+PbPsUHRerzIUuz7UhgUb3yE2Poqnh33Cl28sosixd7Q/IHqKA35Kf2VJ41mOZ1kuMciFU39gXO+3MZQY+Xbly4yY0F3xGgPB0a1M3Nu2oKCEF1+YR3iYng/fGYlKJd5WvHHxD38zuHsH2jepU+54476zl/h6wy881KYZ/dq38s6kIIHgmJqbS/8Z00jLy2P52PF0qOHyoSmv9eh5/Dbjiq7y3wSja0MEA0Tw/gIpWIkA9SsmsW7SFCRJpv+MaZy+mWZL4weKwbjQkaEhfDl2GFdvZfHO0g1eVQ44XhEb6FSiyMdPDsVgNPPOt6u99QTR2eKQXg+24uHe7Zg//xd27jzp1zpTdJ8dogBFQRCY+Hw/3v5mImeOXWbkg6+xd5s9XhcsEP2BrawSDCQd4lK/cyevMrrHG2z9eT+TXh7IO19PQGuPTQYLR6VtGlzheOFCKh9/vIqWLeowcUx3e17vavp0qV3Uf7PkZy5cS+f9xwcTHqr3gqObbo9nzXUpslmbtrDr1HneGdqX6hUSAlqNbuIDjun5+fSfMY0rWVksHjOOe2vXLT3vC46gbD36gmAgNgQp/3IwCt4XGkyDuIqSlegDio0qpbBmwhRMFiv9Z0zjfIZt/JU/NzkYKAK8O7QfiVGRPDNrqVtcUWlNTX8u9PAe99C4blXen7WOzNwCRRc6mLhicqU4Xnp+IPsPnGXOnE1u5Xtai2WNKapFgbe+HMejU3qxYekWnhj8EZnpubZEZQGiL/GMHfr68yX+AOkq9roWFxp4c/I0Zn60ii4Pt+XrpS8QEa53u2YgODj6qNemTXv44cddjHq0C82a1nQeL0u8UbSC0WTmta+WkxgbxbPDe3qV48+lLi3TFm98bs4yzBYrXz42FJUoBu9SgyIcATILCxkwcwYXMjJYOHosD9QrXbrVC47+rEdHGYEAqMSPIID5LwdjEOLrQpUa0uOZdL0RTVOqsGr8JIqMRvpNn+YcsR/MTQ8ExR7NmvBw2+Z8++NvXmsruuUP4EInxUfz5LDubN13gp+3HfK73Wlpfm8oiqLAO68Px2q18vZbi5UXhSgnFLVqFZ/Of5quj7Rjxocr+eyV77A6YOgKxbIA8X+q80WpPCXr0S5LZmzkzSnTadCsJtNXv0pMtG3aoU842sUXHD3b+ovP15CamsXbrw0jNLR09SRfcHQTF5f62NmrLPvpH4b0uJumdauV26W+mZPHG4vX0rRmVSZ2u8/rvGu5ZTEecoqKGDRzJqfSUpn36GgebNCoNG2Ad1bxvYY77k7/t8AYDPl9AdFHPBGgZZVqrBo/idySYvrNmMbV7CxburJA0YfER4bz3qP9OHLxKjM3/ul1PlgXGuD1cf1AgPdnrPPWU4bxikMH3EuzpjX5/PO1pKfnBoSimwSA4mffPUPrjg358Pl5LJ1pt0Q9XeeyAvFOSVkB6RCX+v/x426eG/k5KdUS+XbVK0RH+YGjj3GOrvpd27ykxMTbby+hUlIsT09+2J4P93wu4s+l/nbpZtJu5fDu5IGoVaJ7vNmZ33Gt7r9dvZhNew/z055DPPVwN+qnVPLS4VpuWcJNuSXFDJ41k6M3rjNn+Eh6N25amtbj/VTsMPEFSEe5twnKfz8Yg71AXw3lx0oEaFe9JivGTSQjP5/+06dxIyfHlq4M7oFrOZ7W4GsDHiZMr+f5ucuxSlK5Xei7m9XjvjYNmbH8V9Ju5ZSrFxogqWIsE8f3ZNs/x9i8ea/ChSjVy+NFV4CiSq3ivRlTaHV3A95/dg4bV/1tS6DkOruKL4vNBxBli7VMf4riqwxPQPpwrfdvP8Fzj35OcpUEvlzyPGGhOre2sFVUoYNKqR64w/HIkYusWPEX/freTdMmNXzn8XCpXUW0QrHBxIez11O7ahKDu3ZwyY9HfvfjruJ4Vt9avI68omI+HDEA0b6dr+t5JQkGjgUGA0Nnz2L/lctMHzqCvs1aeJQfwHoE/4B0yP/nXGlHo/gCYgAo3lOrDkvHjOd6Tg79Z0wnLS/Pls5PQNlNXwAXulOD+jzSrgUzN/7BhbSMcrvQapXIy489wuUbGSz9cZv7NbqWq9h7WepCA7z83AAkSebTT1bZywnShVayWFxA8NL7j3JPl2Z8/tpCflln3+7AHxQDWWkuEhB0fiQoSHqKJxwVXOtDu0/zyrip1KybwsdznkRtH1CtuHRaEJ0xrjJr1iZS07J47cVBqNWqcvdSb9l9nJ2Hz/D40G5ER4SW26XOLSrmveXf07RmVR7tfLfXeddy/U1+cNNv/7fIaGT43DnsvHCebwYNZXDL1j77AJzl+ANkIEgGKf8tMLpevK8G8AFET9P8vrr1WTR6LJeyMhkwczoZBfm2tGW8sb7GRIVotbz/aH/OXE9TdKGd4seFdsjALu2oWbkCn83/EbPF6jaQu7ReHi60wsvTqUND7u7QgNmzNwXlQvvrgXYFwNCx3eg1qCPzv9rA+sX2a/UXTwwU13MUVU4Y+hKf+nxZj55pHGLXsXvrUT58fi4tOtzF8++PdJ52tk0ZOmNc74HBYOLTT1ZTo3oSQ/p3tOfzrnaggd8An8z9nrBQPZMHdPM+6aivD5faVX7ac4gtR07yQr8eJMVEu+cvQ0+1UrklJhOj5s1j27mzfDlwCMPbtvMb+nKW5ev7EgwnAsi/G4wywV+gj4ZSatBuDRqyYORjnE2/ycAZ08kqtK3eoghFvI8pnvOwBid2u4/kuBjeWLQWs9XqdyC3Q5TmQofotEwa1JW9x86zde+Jcne4qFUiTz7+MJcu32T16r8VMvkRBRfaIS3b1WPSywP546c9zP9yve1goHiiQl1dJSAQ/Y1XDGKIj19ABltXe/5fN+xk0bc/0HvIvTw8qKPztCIcfYknHIEdO06wY+cJxozu5j7zpowdMeev3GTDH3sZ1L09lRJigrIanWV5PGNvLVmHKIi83K+X23nFvEGGohz/N1jMPLZgPr+fPMGn/QbyWId7Anp8zmsNFIb2BGUQsPx3gzEY8QNEJSj2bNSEOSNGcTz1BoNmziCn2Laun08oliOumBIfy4Qenfl+1wH2n7tUqteHC+2vA2dY97uJj4nkm8WbFa7Rkd/3S+LQ3bd3e6pWrcC333zvd8pfWVzoxMRo3p02mSvnU/no+bm+L8IhAaDoF4jlGdMYII9iecFYtw6x5537+Tp2bz3Ks++OoH7DagoFubdlQJfaXsY3UzcQGqpn7Khu9nzKyW3nfFuNs1b8hizLTB7Y1S2te35H2e6/XeF4IzOH2Zu30Lttc9rUqul13natSnXzf8zxf6PFwriF37H52FHef6QvE+/tFNj7c0gwgCyD/DfBKOO3IXw1XJ+mzZk1/FEOX7vKkFkzyTfYVnEJBEU33QFcaIDnH+mBVZL4dPVGe318p3WIL2vxsb6d+XvfSQ6duuS3w6W0zu6AA9DrNIx57EEOHDzHPy6LIgTVC+0QBRf61c/HoNGqeWXcVEqKbTu/+bQW/cXtQBmI/48GePsEpGteX+cASZJ564kZZGXk8ubX45UHgHtIMC71xYs3+eGnXQzodw8VK8SU5i2j1XgzM5dVm3fyyH2tSU6Mdak4bvkDjbAAmL15Czcys3l1UG/ficoYb3T9v9lqZdLiRfxw+CBv9nqYJ+97IDhP0LXsAHwIRv79YPS8UH/mu5+vyYAWrfh2yDD2XLrI0NmzKDTaXuRgoFgWF7phSgoPt23Od79t42ZOXsAOF38PY/8H2hITGc7sVb/5LjdIazE+LpJZMzfay/b/xPjqhXZ90XsPvIfW9zRk+gcruXbJttZe0FB0EZ9WYlBznyXlv0DiB5Du+v3A0SH2PAW5RXz4wjyq1kxi7HN9nKe9XOoAHS+esmDeLwCMHHa/TZ9nR4yL+LMaF6zfglWSGP1wJ7e0iuLHajSYzHy14RcaV69Mz+ZNvM5710lJv384WiSJJ5YtY82BfbzcvSfPd30wuL4DJVHiRxC34N8PxiAkkHk9tHUbvho4mO3nzzFi7hyKTbY9QoL5QgbjQrvKSwN6kl1QyJzNfwVdfyVrUa0SGf1IJ/YdP8+R01fKbS1qNGpGDLuf/QfOcvjwhdIyy+FCOyQhIYonXh/CgR0n+WGZ/TrLCUUv8WchBgvAYNPdDhwVXOr920/ww/KtDBnXnfoNqvop14dLrWA1pqfn8NPG3TzSux3x8ZHeuoK0Gm9l5/PDln30e6ANsVHhLvlxyx/MO/H9zgOcvpbK8/16ovbYYCxolzoAHK2SxLMrVrBi726e7dKNV7v38q03GECWUf7TYPTbIPYGHNW+A58PGMxfZ04zav48DGazLa/HAxC0C61UD3tZzapV5e4GdZm56U8KSgy3ZS3e36oRSQkxLFy/1Xe5QViLXTs3JTExmoXfuW9mFbQoWIuTXx6IWqPi45fm47We5+1CUUmCtQR9ib/8CiC+HThOe3852Zl5PPveiFILriwdMQqyeNEfqNUqBjxiHypTzljjog1b0eu09L+/jVtaRfFjNUqyzOfrNlOtQjy9WzZ3O+8m/lxqP+JII8kyL6xezaJdO3j8vvt566GH3fR65buDgPx3g1HhYXZcvN8GsDfcuHvu5cM+/fnl+DHGfrcAo0X5xXO9WdbCEszZWVgKC5StJj/W4uSe95NTWMSKv3b5rptDjSxjNRsxF+djKszFlJeDMT8LU24mxoJsBnZtzfWbmfyxbTdWs8EGID9l+4oTDhpwL5cu32TPntJNGT2tRdlsxmDKo6QkC4MpD6vZ5LPe9RtUpVvf9qyc+zM3rtjmkpd1dW1P8FgsJZSYczHLRo9ruk0geoqCPotspkQqxGzx2M4gUK+4U6d7excVlDDr49U0aFaTBx5q453XDkfJbMZgyne2ueRocwWr8caNTLbvOEGfR9qj0bisLB5g/rWtPNuzJhuNnD13np0HTzKga1vMRbbnzZifhSkvB1NhLtaCfKwmg/fHTkG2HD7JqaupTOxxn22vc4J3qa3FxbZ3LL/QWZYvYMqyzKtr1zJv2zYmdOzEB4/0tZUXREhNiRGS0YglKzvg9akDpvhfFKnYgPVWDurY2MCJwa2xpnS6j9d6PsRPRw7z+NIlWFzXyFP4gsmyjPHKNcxZmajCwpGKi1GFhhJSozaic8lj7yIdD0OtChV4oFlDvt7wC8VGk/cMF4uEMT8bc34O1pJiJJMBQVShUusQRBUCAgi2ifrVKyfRvvldfPztdxTcuopsMiJZzahUOtS6ULS6KEJC4xBEld/hFg3qVqZBg6p8+ql9FR5Pq02WyS+6QXFRBhp1KCIismzFZComRBtFTGgKgiC6WYsTXupPTlY+S2bY45VldKE9gWMw55NtTUUrhGCSDUSp4gkTo4IGohLABIU9XtzErtuAwb1sOZ4wTZybbqcuSQ68IrjFCmoVv67fwaCxDzL+hX5s2bQXKzarUVaLtjYvuUGhIRONJhRRVCEhY7YUodfHEB1ZFQHv+q9e9TfTpj3O/fc25pc/DioWL0rYVuu2WjGU5GAw5GIxFmG1GBFFFYJWx6IV65n92eu0q1+FLbsO2FbolmVkJJAlLBYTssWMoNWi0oeiiYhCF50AGhWCDLJgA5+sglmb/mTqpBHc3/Au/jh2QrFOyOBc9VuWMV67iik7E1V4ONYS+ztWuxaCaFtuzbECuOv/Ad76YQNmq4VJne9Dq1bz4ro1pQD3c1tc4WgtLKLk5ClU4eG+M9jlXw1GUa/DdO1GcGB0eSefeaArL3TrzoZDB3hquW0qnkN8fZmkkhLMWZmEN2qCoFaDRaLo9AmsObmIMe7lK30Rh3duj9FsYemWHd5Vs1rJO3MYlU6PNjIefVwl1Bq9O9ikUtdmyIBuSJLEL/suE1O5AaIVZEnCajZgLSnGUJhFUeYVYpMboVXpXerl/vXt1aMNBoPJ59S/EmM2RkMeFWIbonZ5GSWzheyiy+SXpBMVmuQ8Xq9BFVrf05Bp76+g2GNHvWBdaDexWsiXsohWVSBUjMAkG8g0XydMHeEzSzADvl3T+INkviWTaLVL2ZYbNiirSl8Ln3C0WkrTeUBTkmTmf7meT+Y/w309W/P7ptL2LzHlYDDlUTH6LlSixrklghWZ7IJLFBSlERmeDKKAaJWd2yHs2XOaG6lZ9OrRhl/+OOgEh2CV3TbgkiQrWdePoNKGoA+PJzQ6CZVGj6hSIalgz7lccvILGdTvYfZfLbBdo8c2CLIkYbUYsBiKMRVkUXzzKpF1GqPSlT5rYNsn5qVBvRhxfwcnGD3h6XZfikswZWcS0bAJaNXIkkTRqRNYcnPR2N9xf3B8f+NPmCwWnurSFbVKxXOrVyI5PKkgPGhzahralGS0lZLI3fSL37T/blc6GPHoZXqxW3de6NadVfv38uSyZX6h6PZbVg4Gu5XjIQ5rMEyjo2+HVmzae4jsgiLvhJ75vGapuJ/v2bE5e4+d51Z2vkuni+x0i7xEAT5qlUjXLs3Ztv04RUUGn+MWnbod4qcneviknhTkFfH9si22A7fpQgdzHa55b2dKoO8yFW52oCXP/KWzl7X990NcPpfKsEk9wOrdlmUaS2Iv85ef99K6VV3i48rYCWMX0Qpmi5Vftx/hvjYNCdVrvdNI9ro5/nUYZZ7/Wm0dJCu37qZjw3pUj0/wXXCgjhjZN9U838VPf/mZz37ezKCWrfl2yDBUoos3V8bwuT/5V1uMksGItnKy8kmFRnij50NM6nQfS3fv4uW1a9wg4heKgKgPQRMXT+GxI6hCw5BKSlDpQ1FHRbvnU3jHHmrdjIgQPUu37HRL43iIREFFdN1mmHKzMRfmYMy8iWQ2IKJC1OoQBBWCICDIAg3q1KRaciLT5y8n9/pJBKstFilZzajUOtSaUHT6KKLia7pZeZ7SukUdoqPD+fXnfT7ThOhisRiLSc85gUbUI4pqZKsVk6WYEE0kkSEVcOxGX6FCNJ26t2TZzE3lsha94GRPFynGkW1Npdiai0k2EiXGuyW7U1MCHXpcLchIMZZsKY1icz4mTESp4n3mDeyeu1uNsiyzbPYmXvt8HM3a1uPQvrMAhGhjMFsN3Mw9hUYVgqhW28IX1hL02mgiwpJ8lcDPP+9jzJjuPNC5KSvXbvOyqABEUUV85aYYimzegCUvDYvViKASUan1oBZZs+57BvfoQOvqMfz4+zZbDFKQAQmryYgkWRA1WsSQUDThUYRXroWgUilyZ+Xfu3mid1cG39uWj9b95HbO02oU9SFoY+IpOH4EVZjtHRPD7O+YJDg3uvK8Ls/fX//xOyarldd6PYRGpWbyssWloTJHJRVYq6mURMnJU1hz83y2sUP+1WAUQ/TebrSPr8K7vfsw9p6OfLfjH97YsCGoALJTJAFBAH2VqmhjE5AMJQhaLeqQcJ+BXtdeuIfaNuNiWgaHL1zxWYQgiuii49FFx9tutCwjmMxYjUZk2YpglZBlmW73dQRg26GLhMZUQpRFVGotokqH6JyF47D6XPR7uNH3dGhISYmR3btPKVxvqXURFZ5CpD4Rk6UYyWJB1IhoVHqbm+dSSPf+dyOKIt8rDc9RkgAutEP0YiiJcmXMspEoUYNG0DnP3cl50q46HZDTi6EkClVsZQsaNGKIex3L6lI7xB5r/P2HXTz5xlB6DeroBKNolYkKrUSEPhGTZECSrIhqlS3Gq9aBZIeJvQxXd/rKlQwuXb7J3e0bsHJt6WIiTnfankcQRELC49FH2qw4SZSRrGasFiOSKHHsciY5eYV06XQ3v+49hSAIyKKIIIqIWi2iRoesErx2FVSSzLwCth0/Tc/WTfl4zUZkUXa60+4ND4IgEFK5KpqE0ndMjAh3dt64SiA4zvhrCyaLhXce6YNGNYoJSxZhsro8LwqAVIWHEdqkEVJhYK/uX+1KC6IYcGCmIAh81Lc/Y+/pyJy/t/L6+vVeUCzL0BxVaCia2Dg0oRGKN8xTEiMiaVu3Jj/tOWTTHeBddpStkgVEjRZNaATasGi04THoImK5r0NLjp27SqFZhV4fjTYkEpVa77suPgDUoUMD9u0/i8lk8XajPUQU1ei1kYTqYtBro5xQdLp+Vonu/TpwYMdJ0q7d8l2+n6l3/kQtaAgRw28LirI1+PSuupXKdkpZZ9x43AuTwcwfP+6mc4+WXm6rKKrRa7zbPJDuHdtP0KJ5LUJCvN1gp27P510QUKm1aEMi0Oui0IREs+PQGe5t0wR9ZBza8Bi04dFoQiNRaUuftWCmCQJs3HOI5LgYWtSq5lUXpfdBrbe9Y+rwCERXgpZx7cR5/2zj1XVr6dagEfNHPoZerdCGHvwQtbqg+iz+1WAMJKIg8EX/QYxs14FpW/7knR9/8EoTyIUO9hwo3+T7m9yFKIps3nvYPa3nGK4gOllD9Voa16nKzgOnA6b1F0tKSYojuVIcu3aeDFxoEFKzXmUqV6/Irxt23r4yr+l13hcSCIqy1er1p3Tcrw7FRST83yTZVw+8ktjT/v7DLvQhOtrc29B/+iBl584TaLUamjWy77QXxJhGJdl+4DRx0RHUrezbdQ9Wfj94HKPZQpdmpdfob4GJYCWYd3fRzh08v3olnevWY+HoMYRoAnxggpT/LBhVosjXg4YyuHUbvvj1Fz7atNErTcDBpMF8oQK40Xc3qENadi7nUtMD6/Ihjge4ca0qqFQiB09e8k7jZ83FUj22f5s2tr00hzw3snfT53C9PWa6KAxCbte5EQC7/jpsOxBocLav2OIdgmKwckfgGIzV6CfNsf3nKMgrom2nxs5jvqYJBrM/zPHjl7FYrDRp7L6Irb957kof9EP2Z6xpvWr2sr3DM8FKsdHEgfOXuLtBHWdMWlFcqujz3QzwTirlW7FnD8+uWkmHWrVZMmY8oVrf1nSw8p8Eo1oUmTZkGP1btOSTzZv48rdfg8oXrLUYzOh8AFESaF+/DjtOnA0ug6d4lNO0XnUAjpy5XHowiC+v50vRuFF1CgtLuHQprbSuwQwGdtXp4ka3ubcxZ09cISvDI2hd1lk0AcQfFIOxAsuT747HMT3axGqV2Lf9hA2M1vINVvfc/uDc+RteYPRVvpu4nLqenkVmTr4TjF5lBjE7C0qhu+P4We6qkkx8pPcYwWDDS2U95ypr9u/jieVLaV2tOsvHTiBcpxAaKYP858CoUamYNXwkDzdtzns//cg3f/6hmC7YBg1WlG5utQoJRIeHsvfMBbc0gaYA+nKD61WvxJXUWxQUGRQXo/USHy9B7drJnD5zzW2Tq/KKSiXSoFkNDu1S6MQJUKcyD5PxIeUB4m3p8GM1lsmdtsvBnSdJqBhDhUpBTlQIICdPXKVObR+jNewSaNgOwInz16lb3cc+Lp7iI87oEMc70KR6Ff96gmmycliNAD8cOsSkJYtpVqUqK8dPIiokRDlhEPKfAqNOrWbeo6Pp0agxb2xYz6ytfwWd16sx74Ab3bBaCgDHr9wIuh7+pGblily4djNgOn8PPUCN6hW5eCHNf6IgpWqtSuhDdJw6Ynfvy7sSToA0viB6J6AYSNcdsRr9jGk8ddTWdvUaV7/9coBLl9KIigojLjrwDA5/cvFaOtWTExEDzegJQk5dS0WSJBpWq+w8FijOGKyXVhYjZ/Oxo4xb9B0NKiWzevxkYkJDA2dSkP8MGPVqDQtGPUaXuxrw0prVLNj+j8+0ZbUWy+NGAzSsmozRbObcjcAwCySiKFC1UgIXr2bclp6E2AjCw0O4fLn8MU9XqduoKgBnjnnHPf9Pyx2co33h1DUsZgv1GlVzHgsUZ/Qnly7Z7m31ahXseXyn9ReTPn/1JjqthsoJcT7TBCvFRhMX0jJoWDXZf5zxDom/a/79xAkeWzCf2hUqsGbiFOLCyv4B+U+AMUSjZfGYcdxbuy7PrlrB0t2BF2n4HxcrVE6I42pGltvsmvJKXEQEGrWK1AzfE9yD6XipkGhb0DQtLfBE+WDWXUyukojVKnH9igewb8dFD3Ye9B20FgPpLIvVWNYZPCajmfTUbCpVSQw6zuivAyY93XZvExKig9Jl0+d9LO1WDgCJsVG2NLcZdrmcnukTssEs1nwnZeuZ04ycP5fqcfGsmzSFxAiF2UJ+5I6AURCEBwVBOCMIwnlBEF5WOK8TBGGV/fweQRCqBas7TKdj2djxtKtRk6dWLGfVXv9bfgZaRr084uumJsfFcD0r5/Z02x/GxFjbjcvIzg+6fCWJj7c95JmZvkf3B9qlzilWiYop8dy6mYP1Tk//K2fa/zXxuSRacG2Zdv0WFZNv3zIDuHXLdm8T7PfaIUHfV7tk2p+1RM8phuV8X65nZpMcFxM4YTDiEeoqz3u9/dw5hs+dQ3J0DOsmTSEpKsp/Bhe5bTAKgqACpgPdgbuAIYIg3OWRbAyQI8tyLeAr4JOgKieKrBg3kZZVqzFl6RLWHzxwu9W1STk34faUijFRpOcEnl6kXAf3n47FQ7PzCm6rTjExNj05OQp6ymERJFSMIfNmkPD3pb8cWxP8T1iL/y90+5KM1GwSKpYfGq6D84uLjRgMJue9LpO43KKsPNsmcLFRyot2BIplO8Tx4b6Zk0d4iJ4w/e31CN9J2X3xAkPnzCIxIpJ1kx4nOTq4e3AnLMbWwHlZli/KsmwCVgIPe6R5GFhk//9a4H4hiGklNeITaJycwvjFC/npyOE7UNU7KyFaLUUl9n1jbvNd0+tsA1MNRnOZ8nlaCTqHHkOpHl8zXoKRkBAdxUUl5c7//ynx8wEoKTaiD71zwDAYzeh1tzdez2C0rQGp0/ifGezLMvPsXCk22NbTDA1ULx+P450eSeKQ/ZcvM3jWTKJDQlk/6XGqxAa23O8EGJOBay6/r9uPKaaRZdkC5AEBaxei0TB24Xf8evx4oKT/KxKi0zq3Sbhd0WttQDOaygZGLz1OMN6ZeulCtBhK7oyu/y9LSbERvZ9pfEGL3So3Gc3Oj6CvNIHEaLKBXO9Lj5de2z++AFZsB23IHRhgfafl8LWrDJo1kwi9nuVjxwdM/6/rfBEEYbwgCPsFQdhvlSSuZGX+b1fJp6hEkbKsVQG+3ROHAV1WfQqableBm4iiULYFOf7/oiiyJCGKd+51k2QZ4TaH2ThXzw5iTYBgRLLrU93B67yTcjMvl5ziIkQhcP3uxBXcACq7/E6xH1NMIwiCGogCspSUybI8R5bllrIst0SAdVMep17F25/P+T8hxUYjIdqyzc2UfLS44+utDeDWBBKT3eLUau/MwkmGEhM6hXX7/v9SNtGH6jCUGAMnDCR2GOq0aoy+wi5BAtPxrAXtpTiWPvTxDDtcaIfl+G+SCpGRrJ38OBUiI3lh7aqA6e8EGPcBtQVBqC4IghYYDPzokeZHYKT9//2BLXIQZsiFjAzMVitrJk+mQbL/kf7/G1JiMjsfBs/VissqBvvDGbRb40McYNS5xHkkVfktAkOJ6Y7Gxv5Pi+fyYy4SEqq7oyEJnU7rG4xBSmn4JsDgex+U8FxarBSM5fsA+CrndqVSdDRrJz9OUlQUQ+fNYceF8wHz3HZV7DHDx4FfgVPAalmWTwiC8K4gCL3tyeYDcYIgnAeeBbyG9CiJ0WKh78xpFJtMrJ44maaVA0w3+n8st/IKSIgu2/gop3i0fK595e/oyLAyqZE9oJebZ9cTraCnHK5X9q084hOjy5zvdkVQ3eaX5n9Jty+JS4wh61Y5RzB4iE6nITRUR15e4HUFvcTlEYiOsj0juT5Wnffl3XiKwyhIiI7EaDZTaAgAxjsb7fErKTExrJ38OPHh4QyZN4u9ly4Gle+OMFqW5c2yLNeRZbmmLMsf2I+9Kcvyj/b/G2RZHiDLci1ZllvLshxc7YArWVn0mTGNvJISVk6cRMtq1fzXReGKvI6JZYuZ+bIGb9yBcVuO/TacY8pivUFbFms0M8umJz4++DFbPkUlcvNGJhUqxQUXh3IBr9uK134sqf+M3OY1VEyJ4+b18sfLXa1+x/7SnmNVPT+SgSQhxqbnVo7H2NlyUiE5LobUrJw7E5P2eEeDeq89pGpcHOunPEFUSAgD58zkwBXfC0l7FR90yv9FuZGbQ9+Z35JRkM/y8RNpW6Pm/3aVQGUb6V8zqcIdUXcrJx+z2UJyYvkWGnA8JLfsK+BUqBDtO639BZIdQXLHC2UPSsvq0sci9dotNFq19wIItxP49wjO+9o24P+lZRdw6wJfaYNoB1EUSEqJt4FRVcZXTkF/ot2Cv+VnEL+nKH1cK8bb9dg/pvJtduZUSYzjeqbymNfbDTWVVWomJLBuyuOEaDUMmD2do9evBc7kIv8JMAKk5eXRb+Z0buTmsHTceO6pXcdn2rLGKlzTlyXvudSb6LUaqlVQ3iukLGKSrKRl5lKlku9NhYJ5cNNu5WA0mqlWreJt1wng/EnbA1WnYbU7ou9/W4KG7e30rHrcJ8dCHOdOXnUec358BPePk+Nj5c/6c9zby1fS7XnKV80alStgsVq5nH4rcOIAolGpqJOcxMmrN/CzFdH/E6lToSJrpzyOWlTRb+Z0TqSmllnHfwaMABkF+fSbOZ1LWZksHDOWzvXqBZ23XO60wrPpGnA+fuU6AHdVuTMdQxeupVOjSmAL1F/sR5JkLl9Jp3qNOwPGcyev2hZAcKwMo2RZBeNmBkjz/8Jq9KWrLNZimcSu19F2jlV2bleqV69IcbGRm0HELP19TGtWrsC1tCzMd2BKZu3kiug0ao7Z34lgJFiDpCxu9F1JlVg7eQqSJNNv5jTOpJdvgZf/FBgBsooKGThrBufS05k/egxd7mqgmO5/qofLVc5ev4nBZKZFbduD73AXHPD03EwoUJ3OX02jRkoFdFoNUjDvqo+H/vz5VOrWSfGbJlgxGc2cO3WNpm2C/Aj5ijN6pQv+Bt0JOJZJh2fdXKDu0432A/4mretSkFfEtYu3vwoTQJ26KVy8lOY3luf342m/hLo1KnHuatmWp/P1DLeoXQ2Ao5dcrGKlRy+YxzGA0eKrDo1SUlg9eTJGi5l+s6Zx/lb5V6r6z4ERILu4iIFzZnAy9QZzR9nWZwxGgv0qKX6hFN4rs9XK3rMXbEu6l0EkD2A65PDpy2jUKhrUSik9GMyykR5u19Hjl4iPj6JSpdLJRc7gfZCgdLp6KpG9fx+jYYtahEV4LPx5B9bxcxV/IL0dOPrLe8etRYU2adupMfu2n0Aq50Bq13unVqtocFdVjvqyPv3dE5dTcdHhVElK4Mjpy8plen7MPZ5V58ff3nwdGtThakYW1255r+p0O/HFYA2c5lWqsmriZAoMBvrMmMalzNubGPKfBCNAXkkJg+fO4vC1q8wc8Si9mzbzShOwUcvpTjtFBdtPnKV2ckUqxpS/F9jh7hy2P6TN6nsvaBrMw+W43iNHbZ3+zZvX8p02QAeMq+z++xhqtYp2nZvYDtwpd1rBagwEx7IAMlB6xbL8WIvlkZr1KpOYFMvurcecx7ziix4i+/mI1a2bgl6vdd5jrzyK+ryPNbU/Y4fsz5zT5S4HEdQqkbb1arH95Nmg44s+DZFyWIutqldnxYSJZBcV0m/mNK7lBF5yL5D8Z8EIUGAwMHTebPZdvsS0YcPp36KlVxrPhrwTLrari/DnYdtOfN1aBGe1+pPswiLOXUmjXbO6vsu2P8D+XKXzl26SmZVPy5Zls2R9yfED57mVnkOnHq2CyxCsOw1lhiOUAk8Jev7OlaWMgHkCudH2tA/0boPVKrFzyxHfij0/Un6kbdv6SJLEgaMX7Hl8p/UXX2zftA7FJUaOXyxbb62SdLirDpGhIfx1pHRXynK70S4SzLvbrmZNlo+fwM18R+dsbtkK8SH/ajDKYGtMx5+CFBmNDJ8/l50XzvPV4CEMbt2mbIW4fKFk0TanVTIakWTvgLTSl/fizQxOXr3BQ22buaUJFGd0uiqShGS1IFlMWM1G/t57jBYNaqDXCFiwIEsBAuMKD78sy+zde5oOHRrYlq13wNSHVSHLMpJkwWI1YpXMXrErK7Bl417ufqAZkZ7L6ZfVnVaAiCzLWGQzsssOhcGCyxWEwVqTrrrdyr5da9GjLURRoHv/e9jz9zGys92XgQvU5r6kw90NOHHyCjk5hT7T+PpoypKEBduzdnfL+uw8dApDSRFWswnJ6v2s+Xp2Pd3oh9o2I6+omG3Hvbf9VXpnJGzvmGy1lsla9JR76tRhydjxXM3Opu/MadzM99EZ5cIQGRnJFHhmzr965K1UVIy1qAhVmH0Wh+tz59KGJWYTIxfMY97I0XwxaDBalYrFu0r3QJZF9xVBPH87xJyZieHyJQRRRLZa0VVMRlexkm1ws8c9kwX7sksq+HHPIV4e0IuqifFcyfAd27AaSzAV5CCVFGM1GZCNBtvagIKIIAgICGzerGXsgK40qRzGpt//AquEIIio1HpUGj0adSg6fSQanTugZJXgtgTZ9h0n6NG9NY0aVefIEY/x9KIAkoysEigpzqagKBWr1YgoqJCsVkRBRbg+nnBdgnPJsk2r/2HQmG507383q+b9YrOIPHszVerSpbfsZYANRG6L0bqkM8smMqXrTijGqZLQCSHK+e6AuELRLJvItN5ARgZBIE6ohE4MKa2jj3zBWottOzchMSmWqe8ud56S1SLFphzyS9KxSiZbmwsSoqAmPLQCoeEVbI+558dMFIiLi6DBXVWZPXezW3FKrrfFVILBkIvFVIzFakCyGJEkC6hE6teuRUqFOL6e+R15V08iy7KtDewfB1GnR9TqUIWEogmLRh3ue93HUJ2WLs0bsXnfEUwKxkRpA9r+MWVlUnKt9B3TJiejTarkNYEgkLV4X736zB01mgu3Mhg0ZybZRQqzdzy+2ZLJRMnxU8iWwOuD/qvBKGq1GC9dIbSh57q3lF60nQUGi5nHFs5nzohRfNR/ABq1mvn/bHMm9wtHUUYqMVFy5RJhd92FWh+GZDJSdPok6rBw1JGl8UNZ5b324oad+3muT3eG3deeD1f+6EzjgKeERNHls1iKC9FGxqIOjUAXnYharUNUaxHsn2BBkjmbJ5KZW8CgQf3Yc7EQwSIjWy1YTAasZgNWQxG5t84jimriEuoiqtznVjuu65/dJzEYTDz4YCtvMNrFaMonr/AaMRFV0avCEQQB2SJhthaTXXgZAZEItW1g9/lT1zi85wyDxnRj7cLf3Vf0doGgGxxdb5cPyOVZbxEuRhOhiqXEkk+ONZ2K6mpu+YA7AkhPKzRPyrSVrY6jRCokx3qTiqJ3fDco61XBch42sSc3b2Sx7deDzmMGcwF5RTeICa+GThOBoBaRZRmTZCCn4DKySiQ8NFGxiK5dWyKKIn/a9/dW7CSUJXJunsNsLkIXFosmLBK9JhGVVoeo0iKrBYYM64HFamX3pTxiazZ3utyyYHvWzBYDksmA2VhE4fWzCBoNEVXrISgsmPJI+xZEhOhZtW13aR08LEqHSEYjJdcuEVbvLlShYVgtRopOnUQVHo7aZWptICh2a9iQWSNGciotjaHzZpFTXFx60o8DY7p2A3VMNLrqVSn42/eeUfAvd6URxcB0d2kIk9XKuCUL2Xj0CO8+0odJne9zS+o3HiOZEdVqxJBQZBFErQ5Rr0eymL3KceaxH8soyOeXA0cZcE9r58R8d90SpoIctNFx6GIqoI1JQBMWiaDTeX0prZLEL/8colOrBoSF6JDVAqJagzYkAn1EPCERFQiJSMBsKMQs2RclUHgpi4uNbP37KF26NEetVim602aLAY1Kj04T6ayHIAhoVKHoNJGYrSVuvdNLZ22iYko8XXq3tR0LGD/085TaLS0JKxrBtkiFRhWC1cdOSoJaVe4eZF95JdmKRtTbyhZ0pWX7c6GDtBYbNKtJs7b1WDXvV6x2N1lWi1isBtRqvQ2Krm2uDkWnicBiNfgss3uPVpw8dZVLfjZMsyJhLM5BHxZLSEQi+oh4tCGRqNS2ZwmgZ6fm7Dpy1rmCt0MEwfasaUIj0MTEo4+tgC42EUtxIVar7VnzhN7w+zpw/Mp1Dl32M93OkcdiRrC/Y2B7x1R6PbLV9+Ianu9sr8ZNmP3oKI7euM6gOTOChqKjfDE0uC1V/9UWo2Q0okkIYlaJi/VotlqZtGwxFuswXu/1EFqViql//O5M6mopuv5fDA1F0OkoPn0SdWQUUmERksmEKjraqzglq3Hplh081KYZfdq3ZMVW9826RLWa6LrNMGTdpPD6OSSTEZVai6jVo1brEEQVICAIIoIM6376heEPdaRz86qs2PArsslksxZNRkSVGp0+irjkRmh0YW5bJDjcacd1bf5lHw92a0mnTo35449D7hUWBcJC4jEYc0nPPo5eF40KEVmWMBjykJFJiHCferlry1EunL7GyCcf5vcfdwdnNQZwqcOkKHKs6YTKkRikIsJU3u3tKm7xQR9WZLAADVNHu5ctRpXPhVb4ADz2TF/ycwv5ccVW9zJ1cZSY87mZe4IQfTSiqEZCxmDKRxYhPqKO4kesTp1k6terwmdfrnXT5+lGiyo18ZWbUlyYTl7GOaxWIyqNDpVGj6DV0a5lI1IqxPHF7OUUZ92wgU6WkZGQZQmrxYTVZMBqMSCqNGgiooiq1RhViPeiJG3r1aJe5Uq8/F3pMl6+rEUAITwMUaej+MxJVFFRWItt75g6Kro0vx/jpU/z5kwdMoz9ly8zYsEcCh2r+AQZ5tYkJGC4cBEpiNV//tVgFHUaNFWSbPEPQLAGaAEBkG1W1+MrlmKWrLzYvQcalYrPf/1FMYsDIoIgEFq/HuZbWUglJaiiowiJrWUL6Evu+t3y293lvRcucuTiVcb36MzqbXuwIrm506JeT1hSNUiyvdCSyYhkNCAbjciSZIv5yRJYJQ6cOMOp81cY0bcbqzduRa2LRKXRo1LrEEV1KZQlGUn0vfjtrn2nuX4jkwED77WB0RVegCCIxEXXxmwsxGQuQLZaEASRqNBkm0VDqaUjWCRkUWD2Z+v4dP7T9B7SiQ1L/nSPNXroL72RvuEYpolDhRqjXEKEKoYQIQIcVnSA3QTLPQbR3skSRpR72eqY29NvT9+i/V2069yYb99fSYl9aTCH5S0IIvERtTBZijFKhciyFUFUExWejFYf5XOxjoGDOlFSYmTTr/ts+vwARKULIUJXjfBEkCUrVqsRq8mAWTIyvN+D5OYXsvGvXchWC7Joj2+r1IiCgCo8EpVWj6jTIdjXa/TV6TKp1/1k5OazYY+fvZhcLkcQBELr1MeUk4lUUoI6MgpNrZrOTjN/LvTAVq35YuAgdl68wMgF8ygxm7z0+xJZZV9ANyEanaYm1tz8ADn+5WBE7V49xwWCH0g63ilZ5plVKzBbrDzTtRtatZoPN2206fERbxQEAW1ivHOzLCXLsrQu3lbjjE1/MvuJ0fRs3ZQfdx/ElwiiCpU+FLU2FCJcwOZcOl5m9e97eWvSANq0acuxs1cRHWX56rhz6VBxdMJIksyadf/wzJN9qFMnmbNnbesHSyrB1qkiCggSaPUR6DTh9rJdt1QVQHa/8O2/H+LQ7tOMfa4vf/y4i4K8YhTFR6wRvOGo10Shtyotk+bowr+Dm4F49DzrxTD0hPm3FCFoa1GlEnnyrWGkXbvFukV/eJcviAiATh+OjnDvudEKnS5RUWF069qCzT/vpaBAYf8dP0O4BJUKtSoUMSSUitHhPHhvG5Zt2o46qgJq7EN6PEdKBBFga1QthXsa1uXj1T9hsoe7/FmLDp2CIKCNd1kPwEdPtGsdhrVtx6cDBvL32TM8tnA+JWZzYLdZpaxXHR2FOjrwmON/d4zRj8gq2fmnKIINji+sW83CnduZct/9vPPwI6X5g7hyxUGofmKNvx89zunraTz1SFfUKjHg0B1/8uPfBygoKmFU387e5Tn0+onhOcr6YdNuiooMjHi0S+BClcRzxR2VyNdvLyMiKown3hhmO1YOd9MLPCq179ieKN7mog6ibx0K5ZYLivY8Qyf2pPZdVZj67gpMdvi7rlZUHhk48F70ei0r1to6E50WnMLwK2dHigKchvW6B5VKZOWvO9zS+hNf1uJz/XuQU1jEsm07lTOC8rviY3iOrwHfozrczacDBvLHqZOM+m6eXygGZEIZ5D8LRlfx2RiCbbzYqxvWMfefvxnb8V4+6NevdH+VIEbfKwLUx5dRlmU+W7uJ6hUTGXxv28D19vhSu96NYoORlT/voEu7xlSpFF86d1rhoSjN73gpShMVFJSwdv0/dO3SnKpVExUtEtc8XjNhFOTcmessm7WZXoM60qZTI9vBOwFHz/Se4g9w5UmrUFbQUHQVe55qtSsx5pk+bNm0l22eMV0g4Eo6CvcmLEzP4MGd+GvrES5eUphrHcSAf0kFoSE6Bve6m993HeNKmveQskBTAF2lw1216diwHtN++t25KK2XtejSbLKnbggKihPu7cQHffvx8/GjjFm0AKPFogzbOwRDV/n3g1Hw+PMjvuCIAG/9+D3T//qTUe3v5rOBAxHLAEfF884y7f/a67bl+En2nL7AEw93JUyvK5fV6PiSL964DYvVypj+9/suNwirccnKvzAazYwZ1913oUriZ53G76b+wKVzN3j5kzFEOFYL9xWTKw8cAw2udgWf0p8/8aHfLxS9yvdwodUqXvtiPMVFBr54Y4nzeKDpf4FkyJBOREaGMnfhrzZ9fqxFZ5kKcBrUvT1R4aHM2/CnXY8Dvr7LVrIWBUHghQG9uJGZzdK/d7id96fDTYKA4pT77ufN3g/z4+FDTFiyCLPV6hOKAcWTIUHEJf/9YPSUABfnz3r8YPNGvvrjN4a0bsuXQ4Y4dzMLBMdgXWqHfLzmJxKiIpnc64FAV+PXaszMLWDNr7t45P5Wt2U15uQUsnL133Tv1oq6dVOCtxqV6mt/0U0WK+8/M5fY+CjemjrJu9PAEyoB4FhuQJZF/AAxIBQDuNBPvDGUBs1q8tlri5yzUhRd6DJYi3FxEYwY0YUtfx3mzFmF5bw8rEWlj6SkgrAQHWP638f2g6c5ft5lCqCv2KIfKvS/uxWNq1fm8/U/O0MFDlECsvOcklHh4717pms3Xu3Zi3UH9zNlxVIssuSlM1AYrSwQVJL/Hhhdxc/FKzacAJ/9+jOf/LKZAS1a8c3QYagDwdHPMU+X2vHlPHzlKmu37+WxbvdSrUJ8uZYjczzks9f9gclsYcrQBxWu0T2tkjh0L1z6Bzk5BTz9TF972WV0qRUsnlMnrvDV20tpf18THnumj+2gv9WtPeESjPXoyFdeSAbIq7yQRNmg2K1PewY+1pWVc3/hr18Uemg9XOhgZfyEnmi1ar6Z+RNQxtiiS5KRfToRExnO18s2u6VVFI9n0tVajAjV88KAnuw/d4nv9x7wOu9dJ/d/bfr9GBvAS9178Hy3B1m5dw9PrVyO1aPzz5/hczsg9JR/NxgFINjYgR9Aeqab+ufvvLfxRx5p1pwZjz6KRmG4QCm8vM1+vwPF7XX4ZP0mTBYLb4/oa6+H+3kl8bQaZVEgM7eApT9to0fHZtSvmVJuq7GwyMCceT/TskUdOjtWySmrKLjU36/4m42rtjHmmT7c/5B9nnqwcFQ4H3AgtyvogvnzdSm+rETPmGIAKDZsXouXPx3DwV2nmP7Raudpfy50MNZinTrJPNy7PWvW/cO166UrbHvl8fPBllQQHx3BqEc68dvOI5y4EIS16Eee69eD2PAw3l6x3ncij49/WcJTbzzUmycf6MLiXTt5bu0qJI8hGH6BGIyo5NK/APLvBqNDXC8o0IUpNJTXV0aAmX//xRs/bKBnoybMGTkKrY+xVID/G+rji5mZX8BnazfRsWE9+rT3s+qPxwOk9KDP3bCFnPwiXhnfx1uPh9WolN+he92POzlz9jrPPd+f0FBd+TpiFOD4+euLObz3DG98NYEW7e3TN28DjlAKrju9XqJPnWWpoz1/1VqV+GTBM9y6mcPrk6a7zXDxkjK40KIo8PIrg8nLK2L2gp/t+Xxfk7+e6KdG9USrUfPlko1uad3zO67R/berNdiiVjWGd27Poj+3c+LqDa/zgBcU3SSAgfFunz5M7NSZBdv/4eX1a5xjl515FAwc/0sCloEZStUtU+p/kwS64EDWowDzt2/jpXVr6NqgIQvGjEGvtk3nK7ML4MOlXrptJ/vOXuS1Ib2JjQjz7VIriYvVWFhsYOrSzbRoUIMH72nqZTUqrtXoBTmwWiU+/Gw1CfFRTJrUy0/hAeDoSOMSb3xpzFSuXbrJJwueoUEz+4yZssLRh4t3u5D0m1+p3CCgmFQ5gW9WvIzVKvHMiM+d29a6QdFHL3Qg6dfvHho1rM6XU9dTUFDi7UIHaS02qFWZR+5rxeKftnElLdOrw8VfT7Yr9DQqFR+MHkhadi6ff7/Z67xruW46/HhdzuoKAh/1H8CYuzsy6++/eP2H9e492j5CYopSTggqyb8fjMEsReSrQXxYj67nl+zZybOrV3Bv7bosHDuWEK1t0/Bg4egprvCTZZnXlq4hPETPu4/2czvvJr6sRpdy1m3Zw8kL13lx7MOEh+oVtz7wshoVQHP8xGXWrtvOwIH30qxZTZ9Wo6IoxBsdICgoLOHp4Z+RfSuPr5e9RMMWtW0JPOHoz1VVSuMhrpAL9k9RfAHRXxzUriu5WiLT17yGTq/h6WGfcUNpW1Q/cUV/1mJycjyPP/4wu3af4ufffc8o8exwcX2uJBWIosAbU/qTnVfIzDW/+cnvuFaP3y7y5CNdqZNckTeWrKPYaAqqFzoQFGURREHgi0GDeLRde77583fe3fijFxTdRMlKLAsMRbn0L1DSwNr+BeJ6QYEuLghAejb4yv17eXLVctrXrMXSceMJ09kWNQgGjoF6qc+lpvPVhl/o0aopvds2L62Dp9UYoCNGkmTemrma+OhInhzZw/3a8N8R42o1Anwz60dSU7N4860RZXOpwS8cs7IKmDLwIzIzcpm6/CXfK34HApIjTQBIlln86Qzk3tuvoU6Dqsxc9wY6vYbHB33MxfOlO9DdblxRFAXeensEVquV9z5eYc+HYj7bOQ8oulR5aK97aFS7Ch/N/56iEqP/4Tl+XOimNasysef9rP5nD3+dOOV+TT5c6GB6oFWiyNShwxjUqg2f//YLH/+6OTAUXcUfDMvCCx/y3wCjL/F30b4AaRdPE339oQNMWb6EllWrsXz8BCL0eres/m52IJd6zm9/ceD8Jd4Z0Zek2OigXGqljpjj56+xfNN2hnTvQJN6VcvVESOLUFJi4s33llIpKZZnn+vvlq5MQ3gUAHDrVh6TB3zIlQtpfLLgGXoP6WQ7oVb5tx7Bz8yX24BkoLy+oOwQl3q36dSI6Wtfw2K2MmXgR5y3T7EEH1AMEFf0lOHD76dZ05p89sVa0jNyy+1CJyVE8+Tw7vxz4BSbt7sMNA+iw8UViiFaLV+MG8LN7FzeW/W913nXcv3FFT2hqBZFpg0bTt/mLfhw80a+/OPX0vMK/QFuz7cvIJYTgL7kXw7GMhDfHyBdxY9r/ePRw0xYuojGKZVZMWEiUSEhZe+pVoCjJMs8t2AFKlHki/FDEQWhbC61i3y9fDM3M3P54Omh6HXuuwn67IhR6KU+cuwSCxf/zsO929GjR2uFyrjq9RNvVOiMyckp5PGBH7HvnxO8/OkYnn1vJBqtHT7BWo/BQDKYPyXxVYYP11kQBIZN7MnnC5/nxpUMxj/yHpdddvwrExRdxPUj1LRpTSZNeojf/zjIpt/2K183/l1oR13fe2oIgiDw9uw1bmnd8zv0evx2kTeH96FqYjzPfbeCQoMxKCh6viOe57QqFbNGjqR302a889MPTNv6Z+n5YKxETykLG/7PudIOCeYClY57fmX8uNY/nzjGuMULuatSMqsnTSYmLCwgHL1EAY5XMjJ5a8V62tarxcRepTNZgnKpXV6GYoOR16atpHpKIk8/2tN3mUH0Us+a/zMHDp7jlVcGU7Nmkt94Y7BwdECi2GDixXFTWTHnZ/qPeoBZ69+gUhX74gHBWI9we+MXy6JLqXx7/SKjw/n0u2eZ8tpgtv68n4l93yczM8+ZLBgoepWFexvHxkbw4YePkZqWxfufrLTntesvw5hFSWWb4dKuaR0+/u4HUjNyyu1C92jVhEEd2zBz05/sOXNBIbO3BIKiTq1mzqjRdG/YmNc2rGP2P1tLz5fVSgz0/t+mBfnfAqOS+GqAYAFpF9cb8/vpE4xeOJ+aiYmsmTSZuPDwoL6KgcaCrd+5nx92H+TpR7rRqk71crvUu4+eY9nGfxjx8L20aVL7tnqpX31rEYVFBj75ZCzh4SF+4Vh6/b7hCKWwsFolvv1oNS+PnUpytQos/Pl9eg7qWJon0DhCVynDGMWg0/oCor1e7To3YfFvH9Dq7gZ8/vpi3nhiJgaTxXmNwULRX1xRpRJ5/4PRRESE8OJrCygsMpTbha6WnMBzjz3EPwdPseY3lzVB/bjQSlCsnBDLh6MHcujCFb7e+KvXeddyfXW2eJah12hY8NgY7q9XnxfWrua7Xdtd2kf5nQSCA+IddqPh3w5Gwc+fkpQFkK5l2MX1Bm09e5qRC+ZRLS6etZOnkBgRWTY4+og3vrFsLdcys/lm0qPER4YrD/z25VK7lP/54p+4cPUmHz87jJjIsDL1UrvCMTMrn5ff+I7k5Hg++HA0KpUYMN5oyxscHAG2/XmYUd3f5Pypa7z2+Timr3mNqjWTbCc9rUdHecHEFMs4qNuvbpd6xFeI5r2ZT/DF4ucpKixhQt/3Wb/sL8Vrux0oAjz/4gBatazDR5+t5tz51IBQ9NULrVGr+PylRzGazLw+bZVbWvf8jnbwbhpZBVqNmumPj0KWZZ6cuwSLVbptKIZotSwaO46Otevw7JqVLNtbCm2fUPQ0YoJ9t111lZUfrqoDJ/mXir8LVfqCeP52bXgXHa7B3+0XzjFs/hySo2NYO2UKSVFRtw3HghIDk2cuJCoslC8nDPeKNwYz8FsWBQwmM89+sZioiFA+eGaoe7u4lhlEvPHQ4Qt89Okq2re7K+jOGJvu4OF4My2bKUM+4cMX5lOzXgqLf/uQJ94YUrrroBIgHeXeqc4Xpfwu5er0WkZM7sXyLZ9w9wNNmf3pWkY++AZnTl5VvKZyQ9EugwbdS/++97Bw8e9s/Hmvz0vwCUUXdc+Nfoj6NVJ49ZsVZGTnKbrQgQZyA7wx9BEaVk3h2fnLuZ6ZXWYouoosQrhOx7JxE2hXoyZPrFzG6gP2hXZdO1mUXGeHlAWIZQBfIPlXg1EABFF2/gVOrHA8UKMGsB53X7rAkLmzSAiPYO2Ux0mOibltOJ6+nsZby9dzd4M6PNO3dA50UCvwuLwkZ6+k8el3P3Bvq7sY0+8+ny51MPHG7zfuZvHSPxg4oCNDh95nL6uMcPQxlMcBE1mW2bh2O0M6v8wv63cwaOyDrNv5JWOf60tMnH0zJAeoAo0/vJ3OF48yQkJ1DHysK2t2fMGkVwZxaM8Zhnd5jUUzN2FxWZH8jkFRFOjUqTHPPtuPv7YeYdrs0gWUlfLazilDUVLBA+0aMeLhe1n8499s3X/SC4pu991PXLHf3a0Y1rk9szZvYcvRk+WCouu5SL2e5RMm0rxqVSYtW8yGwwft+spgJbqKEhCDgKErQ4JiCSAEu5/t/4ZokxPl+EkD/aaRJT8t4nlpnmldf7uuCO563+zHm6RUZsXYiRQaDQycOYMrWVnOVb3dVvf2WP3bec7xcbQvSCLI8OHwAQzp1I4p0xby8/6jbueceT30KK32/eVzj9K1fRPGvTGTPUfPe632LVht6dzzy/ZzslO/IAh89M5IujzQnDffXMTPP+9z26rAsZWqZ15bfpdGcDnuugK4YHFfEKB6zSTGPtuHzj1aYTSY+HXDLtZ+9xvnT13FS253l0AF0FaqkkDfRx/gocH3EhEVxsFdp5j7xXqOHDjvli4QEKFsUGzevBZTp07m7LkbTHpyGgajuWwutAsUqyUnsOqrZ7l4LZ3hr32L2WLF76rcojIUG1evzKpXH2ff2UuMmjoHq+ThQvuCIigaBdEhoSyfMJH6SUlMXLqIX04et+vyA0UPfT5/B4BgMJL2xvQDsix7z9V16Pmvg9FTFEFZHkAqwLFhpWRWjpuIwWxh8KwZXLh1q8xwdIWfVq1i+fOTqZdSiX7vTeXsjZtu5wUvCNr+dYWjIMmE6nWs/vRpoiPDGPj0l9zMzHWDo1NnEHDUaNRM/XwCLZrV4uWX5/P330f9wtE9f2A4gjcgq1avwIDRXenRvwP6EB3nTl7l1/U72PbrAa5fTudOSnzFGO5+oBld+7Snaeu6WCxWtm7ex6r5v3Hi6CWv9HcaivXrV2HGzCdIT89l/JRvyM0rKntcUbAvPqvXsuLLZ4iNCqffc19wMzPXzVr0NzTHFXpxEeH88M4zWK0Svd//ityi4nLHFWURYsPCWDlxEjUTEhm3eCF/njlp11VGKAYJxGBh6Cr/eTAmThngN43kw2IsMyADWI8OONarmMSqcZOQkRk4cwbn0tO9AVgGqzExKpKf3ngWg8lMn3e/JqewyGbhyZ463X+LbtakTPXkRFZ/9gxXUm/x6EvfYjCabXD0LDMIOIaG6pg5dQp166Twwgtz2bHjxO3DEfxajwCRESE80LstD/ZtT8PmtQBIu3aLff8c59jB85w9dplL525gMQdnPYqiQOUaSdRtWI27mtag5T0NqVEnGYBL527w6/qd/LJ+JxkZuV55fQIRFKEoewAQvKFYp04KM2Y8QWGRgTETv+ZWZl65oGirn8DU10bTqVUDxr4zi91Hzym60P7iirLK9nFe+tJkGlRJpv/H33Ly2o3bgmJCRASrJk6mSlwsjy1cwN/nzth1yW66bO0YpJWo8Cr7g6EYBChvvDbjfw6MgiDEAquAasBlYKAsyzkK6azAMfvPq7Is9w5Gf5V6teXJs76gyGQgLT+XG/nZXM3NJM+gsCEQypAMCMhywLFWYiJrxk9BJQoMnjWTU2lptwXHptWrsPLFKRy+cJVHP5uF2WoNCEcll7pTy7uY/uoYftt5lOc+XqToUjvSgn84hoeHMHPqFGrVTOKll+azffvxoOFo01E+69GWXqJSlQTa3tuIVvc0pHm7ekRE2VYJt5gtZKTlkJGWTWZ6DiXFRgwlRpBBF6JFH6IlNiGKCpXiSEyKRae3zX03lBg5svcse/85wZ6/j3HxzHVQeQddvVbGKYuVCD6hWLduCtOmP0FJsZFxU74h7WZ2uaEoqeDJ4d2ZMLgrH83fwOKftpUZig69n40bQr8OrZgycxGbDxy5LShWjIxi9aTJJEVH8eh389h54bxdVxmgWA4g+gJhqEZH1Zh4kiNjSIqMIVKnJ0Sj5XDqFRYNmvw/CsZPgWxZlj8WBOFlIEaW5ZcU0hXKshxeVv0tW7aU9+/3ngVwLS+Lk+nXOJR6lZ2Xz3Ak7arXgpYBIRmM9egHjjXiE1g9fjJ6jYYhs2dx/Mb124Jj79bNmTp+OKu27eaVBauV441gd59t/1WC45g+9/H8yIeYsfxXpi//5bbgGBERwvSvJlOndjKvv76QLVsOu6UtNxwhOEA69cikVEukTsOq1KpXmYrJ8SRWiiU2IYqQUB36EC2CIGAoMWE0mMjJzCc9NYv01GwunLnO2eNXuHIhzbksmJL4BSLcFhQbNarO119PorCohIlPTONGatZtQbFnp+Z8+vwI1vy6izdnrvbZ2SKL+IXi+O6deXnQQ3z1wy9889NvtwXFStHRrJ40mfjwCEYsmMPey5fsuvxAsQxusycQPWEoIFAvsRLtq9ahRXJ1GlRIoXpsAqLHfZRkie8ObGVsq/v/R8F4Bugky3KaIAhJwFZZlusqpCsXGLVJcXLKM0OI1IeSFBFNcmQsNWIr0KBCCnclplA73jYWrtBoYOulE2w6dZg/z5+g2Fy6obYnIL0sSA/r0ZpXgCUzB1VkJKrYaNuS/T7ijlVi41gzfjIRej3D5szm8LWrQcNRlmRkixm52IBkNCAZjLw4fCDPDh3A+/OWMH3ND6hUOkSdHpVGj6jRIjqe3ABw/PDxwfR5oA2vfrmcH7bsCwhHLBYMRVlYjCWo1FpC9LGoVFqb5RimZ+rnE2jUsDoff7yS77+37wrnCUeXY7Yyggek2VpCkTGbEE0UOk24X0iW6gmQRsEa9BRZLXqV7Q+I4D+eCN49+G3b1ufTT8dyKzOPSU9N5+bNHGQRJMlKiSEbi7kElUaHPiwOwbmyk28otmxYk3nvTeTgqUuMe3c2Jkfb+ulskQTbs2Y1G7AaDVgtRnre3Zp5b7zA91u3M/HTrxF0tmdNDNEjaLUIjjoEAcXKsbGsnjSZqJBQhs2fzcGrV+z194Ci/bc1rwBLdjaqqAhUcdEIrv1iZQCiRlRxT/V69KjXjC61GxIXGgHA1dxMTqRf40TGdc5n3uRGfhap+TnkGYopKSjElJpJ5vyN/6NgzJVlOdr+fwHIcfz2SGcBDgMW4GNZlr8PRr86Klyu8FR/VOEhXudkCWJDwmlbpTb3VKtP19qNSQyPosRsYuPpgyw7tIP91y860wcDSHNGFqbzV1FXTMSSkYUmMQFtFVtMyhcck6NjWDNhMnFh4QyfO4f9ly/5hCNWGWt+HubMLCx5OSDLpeDT6REEkenPP0nfTh0Y98EX/PjnNmSD7WFGsqIJj0YXGYcmLAZBFH3CUSuKzH59PC0b1mTiW3PYfeSsTziai/PITT+HTheBRheOxViMsSSHqOhqhITGIUig12v59IPH6NDuLubO3cycOZvt5ZUTjva2ALBYTWTknyZUE02xKYe4iBro1KV7TAcFyTKIq2VokUxk5J0hVBtDsTmXuPCa6DT2soMBIviFYq9ebXjttaFcuJjGE8/OJCu7AFkEk7GAnKxzaHQRaEIisJhKMBhyiIyrji4y3l6GXakLFGtWrsCSz54kMzufoa98Q35Ric8eaFmWsZTkYczNwlyYg4yMqLWBr2XjRqz99G2OXbjEwNffw2A0IplNWE22j7QsW9FERqOOi0MdHQOONlOAYvX4eFZPmkyIVsvgubM4duO6cieL/Zj5Vhami5dRJ9nfsaR4tFUruafFPxDrJiQxrOnd9G3Ummh9KPmGEv44f5Rtl0+x88pZ0gpyFPcek8wWCnceR1Mhhszvfr49MAqC8AdQUeHUa8AiVxAKgpAjy3KMgo5kWZZvCIJQA9gC3C/LsuIETEEQxgPjAcTwkBax/TsRUr+q3zraLkSgVUpNHq7fikcatCJCF8LZzDTm79vKumN7MFjMgG9AypJE8e6j6O+qiSoqAqnYRPGB44S2aoSoti1D5su1rhgZxZrxk6kYFcXI+XPZdeGCFxwlo4WS82fBbEETn4g2KgZRp/cClU6lZumzE2lcvTIjPp3F/nOXEKwgmU1Y8nMwZd1CslqIqFwPlU7vs6c6PFTP0g+fIDkxllGvTOfUhetecMRsJfPaYaLiqqMLjXHqMBuKyE4/SXxiQ9RqHYIEapXIay8OovdD7di0eS8fvL8cs9kSMO5ouzbfgMwruI4sS0SHVabQcAuDOZ/48OreN9hVX5CwDLSfc15JmnfZ0bXcdXjMdw7GdQaYMKEnY8d2Z8/e07zw6gKKim1T/WTJSsbNo0TF10AXZntVJBHMpiJybp4iNrkRomNlJxcoVoyPZulnT6JRqxj00tde86BdoShZzBReP4tstaCNS0QdGYNKp0dWQdXEeNa8/gRFBiN9P5xKdmGRsyPGUaZkMmEuyMGUeQvZaiG0Tj3EUO+l+GomJrJ64mQ0KhWD5s7kZFqqXyjKkkTx/sPo69dCFROOZDBSvP84oa0bIeps1rIvIKoEke71mjKudWdaJNfAaDHz85nDbDi5l+2XT2OWLco32UWMV9Kx5hcR2qgG116a9b/vSnvkWQhslGV5bSD92qQ4ObJDAyLa1vc6Z/Wz/HCISsdD9ZvzaPNONK5YhaziAr7b/zfz9/1FgdEAuANSlgSshcUYjp8jrG0TJzhKjpxFk5SAOj42YNwxITyC1eMnUyU2ltEL5vPPubOlFqNFovDoETQxcehSqjhdYqWYoyBDdFgo615+ktiIcAZ88A0X0jLcYo7GWzcpybhOVI3GiBqtTzgmxkax/KMn0es0jHjxW66k3nKDo6HgFoa8LGKS6nnFHPMzLyGIaiIjkt3qOnZkVyZN6MWRoxd56cV5ZGXlK8MRfFqPNn02hRm5Z4gMTUKvinBaj5ViGru08Z21GF1NiYy8s7ayNRFYMJORe5pKcbaygwEieEMxNFTHm28N5/77mvHDj7v48PPVWCxWJ1CKS7IoKcokNsn2TLvGFAsyL4NGRXhsZTcoRkeGsfiTJ0iMjWTk69M5demGTyjKkkTehSNoo2LRJ1VBEAQn+OIiwlnz+pNEhurp//G3XEq/FXCsoin9JsbUa4Q1aoygL13EuW7FiqyaOBkZmUFzZnIm/WbAeKK1qBjDiXOEtS29vyXHzqBJSkSdEOMGRQcQtSo1Q5q2Z0Kb+6kSHc/lnAwWHfybdcf3kGsswpeoRO/npujYJTRxkWgrxXH5hTl+wRg4EONffgRG2v8/EvjBM4EgCDGCIOjs/48HOgAng9IugOwjlqQSJbc/VymxGll9fBe9Fn/EgGVfcvDGJZ7v2Itdk99lSrsuhGp0iKLsbHxBlBFkC4JG7SwXQNCokK32L5HjpnlOJcQWS7lVWED/2dO5lJXJwjFj6VyvXul0PqsZrFZ0VSrbHlTPuI3LwykLkFtUzMipczBbLSx8bjyJ0ZFu0wa18RUQtTqs5mI3PZ7TBjOy8xj7ziwA5r43kYrx0W6zY6wWEyp9iDO9qw61LhTJavJa5Hbeot946bUF1KmdzJIlL9GoUXW3WSZe1pPLbBnPGTOyKCLLEqKgApWAqFYh43G/BdH7L1gJkFcWJESVvWxBRJatzno503jU26frLApUrpzAgu+ep9O9Tfhq6nre/XiFGxRllYDVakKtC3Vra0fbq/QhSBaTGxRDQ3TMfHscyYkxTP5gnhcUS9vTnkcyI0tWLyiGaLXMe2YsFaIjGfPt/KCgCKCpmIio02M1ljiPN6hUibWTp2CRrPSbNS0oKAJgsSJoVKXpBBDUapDMTig63ku1KDK0aXv+mfgWH3QbREZhHuPWz6LTvLeZf2CLFxT98cDZRlZrULFnj6Ytl3wMdBEE4RzwgP03giC0FARhnj1NfWC/IAhHgL+wxRiDA6MsI2pEBEH2+vMUX42y58Y5xmyYSffvPmT/jYu80vkRtk96i2FNO6ASROeNEDQaZJPJpZcEZJPJBkvR4waDIhyzigoZMHs6Z9NvMn/0GLo0aIAsgqDVIoaHUXzmNLJkc+l9wRFscLyemc3oqXOJCgtl4XPjiQwNQVaBJFspvnERWZZQh4R79TpKbj2RApdTbzH+3TlEhocw/4NJxMdEOuGo1oViLslXnDpoMuSj1obar80djn/8dZhR477EaDQxe/ZTDB16n62TygWOSu6lQ5craASVBqsdhlbZgiiqS6cX+tpuVAl4wQLURbcoqrDaXTALEoJK47OenvD3jCd26dKcxYtfJC42gilPz2Dpqq1ubebQpdGFYjYUKPY+m0ryS6GpghCdlplvj+Oumik8+/li9p+8GHBYjqjRogoJpfDyaaz2j7pGpWLGE6NoWC2Fp+Yu4fDFK4rbnno+k7JswXDpIpJsRWVffq9xSmVWTZpMiclMv1nTuXDrlnIniycURRlBp0I2mtw2upLNJgSNrd0dhsqDdZqwZfzrfNpjGBlFeQxdOZW+yz/n1/NHkFw8XH8gVGKGqFGBxazID6/8/+YB3pr4KDl+wD2E1KoUMK3sYyMKT5e7acXqvN65L60r1+LMrVTe+G0NO6+cRZZlCveeRFs5CU3FOCy5RRiOnSW0TRME+w6Cfof0uLjVkXo9y8dOpFFyCpOXLGbzsaNglTFeuYI54xaa6BjUUTGowsMR1ToEQfA5O6Z9vdoseGosR85fYtBzr5OXkYYmLJrwSjUQVKqgxzg2rVuN+W9PJPVWDqNenkZOfhGCRSb72lH04fGERldClARkWcZUkElB9hUSkpogqtQ+pgDahvO89cpQOndqws5dJ3nn7SVkZxfYyw7sXgMUFqRhshQTF1mDvKIbSJKZ2LAqivfSKZ49277EF1jtkm/I8Co7Otojvukx39oT+CEhWp5/cSC9e7Xl6LFLvPLWQm7ezAG8oYhoa99baUcJCY8nJCYZQRCQRBljYRaFWVeIrdIEtGp0Wg0z3hpLq4a1eP7LJfyy43DQYxVlWab45hVM2RloYmKZ+fYr9OnYjhe/W8maHXsVh+U48klWM9aiIiz52bae4+go9DVqgEZFi6pVWTpuArklxfSfPZ3rOTk+e55tdXKHo4xMyf4TaKpURJsUhzW/kJKj54ho3whBraJ+YjLvde1P2yp1OJuZxod/rWfLpeNu7e/LGgwGdqbULIypWYS3qM3lF+b9d2e+qKPD5Kqv9EfUabzOWa3+jV1PUHoCslutprzeuS9VYxLYcGIv7//5Pak3blB89BxieDjW/EJ0taujToy1K7RnDBKO4TodSx8bT/MqVXlyxTJ+OHQIQQLJbMZ6KwtLbi7WomJkiwVRq0PU6RAQEUTRBg+rhGQ0IhmNPNLlPuZ/8DZ/7j/ExG+/A+yBaoUxjo7fSnBs1aAms98cz9W0TMa8OoOc/CJkg5G8m+eQLCY0+nCsxhJkSSY6oRYaXZjPcY6u5fZ/uD3PPNWXomIDn3y8ir/+OuKWBzzg6HJOkqzcyj6FSlBhsRhJiKmHWqVzKeMO90q7uMmSZCUj9xQqUY1ZMpIQW7+07ABABGjSpAZvvDmcyinxfLfoN+Ys+MW2TJeri6swTtFqMZJ76zyS1YQ6JByLqQSQiaxQG1VYGDqthqmvj6ZD07q8PHU5P/19oFxjFa2SmTcH9+Kxh7rx9rRZTP1uiX1Yjg7UIoIgAjISErLRiNVkRBBFxFA96ugY1PGxiHo9sgitq9dgydhxZBQUMHDODFLzcn1DUWl8oqNOeYUYTpxBFWF7x0LqVyW2ciWevacno1veS25JMZ//8yOrju10G5vsCcRAIFSpvJ8b2SqRv/sMqERurdr+3wWjLiVervL8I0GnV4KlkiXpgKROrWFy625MatsVi9XKR1t/YOHuLViy8xDCwxFDbL2DzqE9HmMe3f5VgGOoVsuiUWNpW6Mmz61ayZr9+7zHM5ptAJRLDLaOBqsMCAiCiKjWotLpEUU1Q+9txwcjBvDj7oM8O3sZssUOqjLCsW3j2sx4bSw30rMZ8+oMMnMLEK22nmirqQRRrUWribBbse4dMspTAG2/a9ZI4p3Xh1G/XhX+3HKIzz5dTVZWAOvRfk6SrBhMeeg04bbxk0FYhIGAGcxWpbJK8Co7GCCGhuqY8vjDDBzQkRupWbzzwTIOHLLP8vC0El3yebrPJou9zTVaNPoIZLVAiE7LtDfH0LpRLd6Yvor1f+4t9wDuZ/o+yBO9uzLvt618sPpHJNmKZDRitRiQJQmbeyKASkTQaxH1emcM0NWt7lCrFgvHjCU1N5cBc2aQnp8fGIoKM1gccUTJZEbOy0MVGUbPpm14v9sgEsIiWHZ4O59u+4E8Y7EzazBAVIKgL5EtVsyZ+Vz9ZP1/F4z6KvFytece9nne6mcfx0CQdLUgq0bH80GXIXSsfhd7rp3j+U3LuZSdAZT2XivOmgkCjiEaDQtGjuGeWrV5ce1qVuzZE9wgcI9hPIIMEx68j5f792LF1l28tnBNuWfHtGpYk1mvjSM9K4/HXptBRlZe8DNkwKf1qFKJjBh8H+PHdsdoNDNr1kbWr9+O1Sp5udBegHTR6ynBgDIYUdomwFYZ7+Oeayc60tx/fzOefqYviQlRrFz9NzPmbqKkxGTTXwYoKo1TDA3RMeOtsTSvX4NXvim/pSirYFz3zrwy6CFWbtvNK4tX+53V4m/wdsc6dVnw2GNczsxk0NyZZBYW3hYUwRZLTAiL5P1uA+hZrznHbl7lld+WcfTmVWcaVyCWFYaqINzqM08v+L8LRk/xBUpPSPoCZP8GbXnz/gHoVWo+2voDC/b9jYx823DUqdXMHTGaB+rfxavr17Jox45yw/H5Pj2Y0vMB5v+ylQ9W/lhuODarV505b44nJ7+I8W/M4mpaZuAZMnhbj0quddUqibz03ADatKrLmbPX+erLdRw4cM4tn1OfL+j5gKSnKEHTJwA9pQxArF07maef6UvrVnU5c+YaH32xhmPHL9vK8+M6Q3BQjIoIZebb42hQqzIvfrmUn33EFJ3l+YHi0M7teH/kADbuO8RTc5Zitd/QskLx/vp3MWfkKM5npDN47iyyi4uCh6JLM7r2OAP0qt+cjx4cRIhGx1fbNzJ3/x9Y7B5AeYAYDAg95T8NxpAq8XKNFx7ym8bXeEYlSAYDyMSwSD7uNpwHajVix5UzPPvTUm7kZ3uNe7T9x37AE47gBUgdamYNG8mDDRvx9g/fM3fb3+WG41tD+jDq/nuY/tPvfLHu53LDsWGtysx5czxWq8T4N2dz5lJqueBoS+cNyAfubcLTT/YhKSmW3XtOMWP6T5xyrLWoAD6fkPSRvsziY+FaLxi6pE1JiWfCxF482K0leXlFzJqzibU/7ECSPEDix0q0pfMNxQpxUcx9byIpFeN49vPFbNl73D8U7ceVoNj/7lZ8OnYIfx45waQZCzFJVsVyA0HxwYaNmDniUU6mpTJ03mxyS4rLDEVPKzFaH8r73QbySINWHE69zLObF3E+27bboj8glgWGvjpnPOXkkwv/b4PRU5RA6QnJYAA5qFF73rpvAFZZ4sXNy9l0+hCg4FqXoVNGI6uYPnQEDzVuyoebNjJ9y5/lgqOIwAfD+zPk3nZ8uf5npv34e7nhWD05kflvTyQsRM/j783jwImLPuHoyOOmC/xaj1qtmoF97mb0yK5ER4ez7Z9jLFr4G0dd1z4sKyTvgPiDIUC1ahV4dFRXundridlsYcWqv1m84k8KCkrH8zkkGNfZls7+HxcoVktOYO57E4kMD2XyB/PYd+JCuaHYu21zvhw/lO0nzzJu2gKM9uE6ZYVi76ZN+XbocA5fu8qwBXMoMBjKDUWHldi6ck2mPTyKhLAopu7YxPQ9v2KVvYfauELRE4hKMAwWhA5x1Of444v+22Cs9VKvgOl8rcnoCUl/gFSCY5WoeL7p9RjNk6uz4sgO3vxtLSVmk284QkDXWi2rmDpoKH2bteCzX37m699/KzccPxs9mH7tW/Hpmo3M2rSl3HBMio9m7lsTSakQy6tfLeeXfw57Tx90KdsfHG3pvAEZFqpnyICODBnUiejocA4fucDqVdvYuvWIbWqhgh5XuV1QKoLQqdx2ThQF2ratT78B99Dx7kaUlBjZ8MNOFi79gyz7MKRAQAQ/rjO4QbF5gxp8+9pjWCSJCe/O4eTF6+WGYo9WTZg6aQR7z1zksW/nUmI2u5cdJBT7tWjJV4OHsO/yJUZ8N5dCi8Etf1niiaIooxJEnr67O092eJCruZk8sXG+M5boy0oMBER/MAxmLUb4j4MxtGqcXPflHs7fFqWt8DxECZKBrEh/gFSLIs+078WUdt04n5XOhPXzOJd5s2yutQccVZLIFwMGM6hla6b+/huf/vKzXzj6Wq5MhcAXY4bySNsWfLzqJ+b8/JdfODp+K8ExKjyU6a+MoUWDGnzx3U8sWLcFoGyuNShaj6710Ou1PNKzDUMGdyYlOZ6cnAI2btzDL7/s4+zZG2557oj7rCQeLnVKSjxdu7ag98PtSa4UR3Z2AWvW/cPq9f+Qm1c6wyJYK9GWVtl1BhsUH7ynKR89O4zr6VlMeG8u19Ozyh1T7N6yMVMnjeDg+cuM/mYuRSaTYtmBoDiodWs+HzCIHRfOM2rhfIolo3vdyxhPrBAexYw+o2lTuTZrju3izT9XUWQy3lEgBgNCtWj1OnZ48tL/O2D0Jb6AGQiSwViQjvTtq9Tl24ceI0yj45VfVrLu+F63MsoKR1ES+aTvAIa3acfMv7bw/safygVHtSDyxZihPNym+W3DUatR89ETQ+jRsTlrft3FBzPXYbZYy+1a29J6W48AgiDQtmUd+va5m453N0StVnH5cjp//nmQnTtPceLEZVtvtqeUB5YeIBQEgdq1k2nXrj6d72tKg7uqArB33xnWf7+Dv/45hsVlj5nyWIm2tI4C7WnsvycM6sKTI3pw4MRFpnw0n7zC4vJDsVUTpk4czqELVxg9dS6FJqNi2YGgOKJdez7uP4C/zpxizKLvKJFNbvnLGk/sUK0u0x4eZXtfflvOhpO290UJiv6AWBYYKgHQl/ynwRhWNU6u/0p3r+P+humAMig9IekLkP6sx8SwSKY9NIa2Veqw9NA/vPnbWkxWy23B8f3efRjd4R7m/bONt77fUG44fjlmKL3bNOezNZuYuenPoOBoq4P7cVGGJ4c8yMSBXdl3/DzPfLiQnPyioFxrN33gE5Bu9QGio8K4r2NjunVtQbOmtVCpRAoKijl05ALHj17mxInLnDt3g5ycQsojEREh1KiRRMOG1WjYqDpNm9Yk3r4r4YmTV/jtj4P8vuUQ6R5bHJQFiLb0/qGo12l496nB9OzYnB//2s8bM1ZhMlvKDcWerZvy1YRhtw3Fx+6+h/f69OX3kycYv3QhBtnslr8s8UQBgSc6dOP5jj05n5XOpB/mcC7rZlBWoj8gKsEwEAj99VYfmLTsvwvG5LrV5NEzXqTEbCS7JI+s4jwyi3MxWc1eaX3B0hOStwNIqySiEkSev+chprR9kEOplxi/bh5pBbnlhqNgFXir18NM6NiJRbt28Nq6dc4pb2WF4+ePDeGRti2C6pBx/a1kPfbs2Jz3pwwiK7eQpz78zn3ZMoXyHfnc9DkkSECCDWJtmtehbdv6NGlcnRrVk5zn8vKKuHotg1sZeWRl5ZOTU4jRaMJksiDLMlqtBp1OQ1RUKHFxkcQnRFO5coITggA3UrM4euwiu3efZte+087YofOyPKIuXkN/grUSwQ2KSQkxTH1tNPVrJPPVkk3M27AlqHii629XKD7crjmfjxvKgXOXeOybeeWG4oROnXjzoYfZfOwok5YvxoTFLX9ZoBih0/P1QyPoVqcpG07s5eXfllFiNgW0EssCRF8wVO6YUREfGk18aBRxIdGEaHToVBou56bxXd+3/7tgVNraQJIlUgtucTU3lbNZ1zmefoHjGefJLM51S6cESldIBgNIf9bjg7Wb8mWPkZRYTExYP4+91y7cFhxfebAnT9z3ACv27ubF1auRywFHFQKf2jtkghnK4/rb13Ceb14aTUxkGO9OX8sPW2ybpQfjWrvpBC8XWGn8oSckwbb3TMN6lalerSLVqlWgcuVE4uMiiYuLJDoqzDsDUFBQTFZWAVnZ+Vy/nsnlK+lcunyTE6evkZ1ToJinPEC05fNtJYINiu2a1uGzF0egVql48etlbN134rag2P/uVnz82CD2nLnI2Gnzyh1TfOL+B3i5R09+OHyQJ1Yuw+x8WOx5ygDFmnEVWNB/AlWi43n/r3V8d/Avmwr7Q6BkJd4OED1BGKkLo0FiTRpVqEXd+MpUjapESlQF1KIaT1l74lcGNHzwvwvG6BqJcpcPhxGq0RMbEkVsaBRJEQlUja5E1ahKVI9JQaOyXfiV3FR2XzvOrmtH2XvjhJtV6QlJX4AMZD16wrFWbEXm9plI5eg43vh1NcsO77gtOD7XpRvPdXmQtQf28+zKFUj2BVnL2lv94YgBDO7YNqhB4K6/leAYGxXOF889StvGtVn9y04+nvM9RpPZr2vtyOuQsgLSrY5+RBAEdGoVWq0aURAwGM2YrFbnGEN/4glC5/HbASK4WYmiKDBuwAM8PuxBLlxL54mPF3AlLfO2oDisc3veG9mfbcdPM2HGd+XufX6u24M827Ubaw/s55k1K7DcBhTvq9mAaQ+PxmS1MPGHOey9fr7cVqIrEP3BUCWINE2qS/vKjWlXuRF14qsBYJUkrualciU3lcu5N0gryCSrOIfskjwKTcWYLGYKTcX8+dh3/10wRlSLlZu+3sXnea1KQ/WY6jSqUIeWyQ1pnlSfEI2eIlMJ268c4Nfze9lx7QhW+yDX2wGkL9c6UhfCt73G0LlmAxYd+Ju3fl+LRZL8A9IPHJ/o/ACvdO/Jj4cP8cSypVjLCcc3Bz/CqPvvYdlfO3lz8ToIYm41KMNRJYo8ObQ74/s/wJnLqTz38SIuXc9QdK1d6+HI7xB/LrYtn+9nMRhQ+hNfIAQFGIJPINp0BbYS46Mj+Pj54bRrWoeftu7nrZlrKDGabguKjml+fxw+zpRZizBayzd4+5WevXj8vvtZuW8Pz69dhdVxY8oBxYltHuDV+x7mRPp1xm2YRWpBTrmsxGCAKCDQvFI9utVqR+fqLYkJicRstXA0/Qz7bhzn2M2znMs+T4nZQCDZPm71fxuMLd+43/nb4u/pBjSimkYVGtC5Rhs6VW9NtD6C7OI8Np79hw2n/uJanm3z9rIC0p/1aJVEREHg5Xv7MLF1F7ZdOsnE9QvIN5YEZz0qwHFix0682ethfj5+lEmLFzv3US7v9MHvdx3gxXkrsJok5zl3fe6/PeFoOydzd7N6fPL0MPQ6DR/P2cC63/bY0pfBenTT75D/4TnSShIIhhAkEMGr1/melvV5/+khhIXoeH/OOtb/udc9fzmg6FgQ4qe9h3hu/vJyz2h5q/fDjL/XFs9+9ft1SMFAUQGIGlHFR90HMbhJB346tZ/nfl6MwWL2gqKSlVhWIMaFRvNwvY70rncvKZEVKDYb2H7lIFsu7uZg6mFKLEYCidrjy7p17Nr/O2D0JUrAVAkqWiY35aG6nelQtTlqUcU/Vw6w9MgvHEg9BQQHSH/Wo6drPbBROz7qOozLORmMWj2LK7mZ5YbjY+3v4f1HbD2FExYtxGSyBcXLCseJ3e/jpX69+OPQcZ6YsQSj2Rxwz2qHKFmPCTGRfPLUMNo1rcOWPcd5+9tVZOUWltl6dNPvKn7c4PKC0u/caaX50mUEItigGKrX8vyYhxnUvT1nLqfy/BdLOH/tphcQXcsIBEXUAm8Oe4SRD9zDym27eW3JmnLNfUYl8H7fvoxqfzfztm/jzR83+J/N4sdKjA4JY16/sbStUoevd2ziqx2bEF0eAE8oltVKdKSvG1eV4U268UDN9mhUavbfOMFPZ/5ix5U9GK0mPMUTfv7kPw3GyGoxcpu37vM6bvGz3wt4gzIuJJpe9brQ964uxIZEcTLjAnP2b2D71cOAOyBv13psW7k2sx8ZjyTLjF4zm4M3LpUbjsPbtOPTfgPZeuY0Y75bgNFoiyeVFY7DOrXn3aF92Xf2EuOnzqegxHBbcUdBEBje8x6eHdGTYoOJ92eu49fttrYMBpAOPa7iczLD/8Qg7yBgCMEDEWzbmr731CBSKsTx3fdbmbp8M2aL1aeVaNOP2zlPKKq0Ip+OHcIj7Vow99e/+HDNT+VaJQeVwCcDBjCsTTtmbN3C+5t/UoZiEK5ztZgElgyaTFJkDC/8vIQfTu0LynUuCxAbVajFhJZ9aFu5CUWmEjae2cr3p37hev5NXCUQCNV+Zsj88dh/eNmx8JQoud17DwSV1hcsXSGpVWl4oOa9PNq0N8mRFTh16yIz9q5l17WjgA16xsxCCk6moqtWgZCUWKBs1qNVEqkWk8Di/o9TMTyaJ39cxOYzh33CUTZaMGdkIeUVIRWVIJslBFFACAlBHRrOiF69+GLwcHZevMCo+fMwGGxfyrLCsVerpnw5ZhjnUm8y6os5ZOYVuJ0vSb+OOTcLdWgEoRWru60q7su1rplSgY+eGkqj2lXYsucY781Y576EmUMCANJsLCI/8yLhMSluuxX6lGBh6WPRCKcaEa+yZY88bkAELyiGh+p5dvRDDOrenms3s3j1m+XsP3nRljeA61ySeR1TXhaqsAhCk6s76+vYo2X64yPp1Lg+n6zbyKyft5QLioJK4IvBQxjYshVf//YL7y9ZhLWoAKm4GNlqf9bC9agiw1AnxiGGat10u0KxRXJ1vhswEYCxG2ay/8bFMrnODiCaMgsoPn2d0OrxhFaOdaa7K6EGU9r0p01KY3JK8ll+dCMbz/xOoal0fUZfMPQHQVcx5RvIOJjG6cWH/rtgDIkPlTt90c3neX+Wo9I5ByRVgooHanZkdPM+JEdWYN/1Y3y9ayWnb13i1t/n0CXHUHQpk/h76yJrbCs6+7MeleAYGxLOvD4TaZ5cnXf/WM+8fX+5wVE2mTFeuIblVg7q2GhU0VGIoaEIKhWyWUYqKsaaX4g1I4shvR9mxjPPsf/yZUbMm0OR0eg+bCdIOHZsUJeZk0dxK6+A0V/M4XJ6JoIVDJk3MWXeJKxyLUrSrqLShRBWsbqbTveeZUc5to6ZEQ915Mmh3bFYrExf9gvLN27HKkk+rUfXegHk3jyDLEtIZiNxyY1t+8e4SBnXCfApSo9LbvoZZFnGajURm1JadiAgAvTo2Iznx/QmPjqSxT/+zTcrfsZgMrvD1QcUDTk3MWTdJKxKLUpuXkXUhxCaXB1ZBTHhYcx9egxNalTh9SVrWfnPbp/bEbjq9ISiqBaZOnQofZq14MPly/h49kxUcdGooiIRw+3PmmBFKinGmleAJTMLVVQEutpVEEP0blDsXrcJ3z48mrT8HEaum8blnFs+oajkOjugKEsSuf+cIiQlhpLLt0i4ty5V4pOY0mYAXWu1J6ckn2VHfuLH0786Y4dKMPQHQn/nbu5PxVxo4sTCw/9dMOpjQ+S7378PTZg2qPQ+rUaP4w5AakQ1D9XrymPN+xKhC+P7Q7/x3ryvUTWOJ/vwddThesJqJviNPfqLO6pFHVN7jqJH3ebM3vMn7/+5AasElqxcDCcvoU6MQ1s12bbhltJwHhlkqxXL9Qx61qnL/Dfe4vD1a4yYM5t8gyEwHAHPPWSaVq/C/CfHIskyY7+ax+FzFyk4cYiI2o1Ra/VIVgv5Z44QUaUuan24uy6UXWuAyhXjeGN8P+5pXp+zl1P5YNZ69h+3bR3uD5CS1ULWpYMkVG1B1vVjRFWojUYX5uVq+xNHnQJEWNxEFgUkq4XMq+5lq0M9xkYqALF21SRemdCHNo1rc/zcNd6ZvYbj56859doq5ZLPA2CSZCbvrK3NVTo9VsnW5mE161K1SmUWPjeelPhYnpyzlN8OHSsXFNUaFdOGj6BX4ya8OXsW0/74tfRZ8+E+y1Yr5tQMTFfT0NdKQVMpAVGUebT5PbzfbSCHUi/z2PoZ5JQUBYSikuusFq0Y0vMounCLxA41jVe3SwAAXoRJREFUMZzMYErvUYzpPABJllhxdBMrj/1Isdm2gpEnEH0BL1hrUZZkLm46S9WuNfljwsb/LhhDE0Pl1s+2JqJShM80Ftl7AKfznCcQfQAyXBvKiKb9GdjgQYqMRczYv5ZlW76n6GoW0a1q2PMGhiN4A1KWVbx13wBGt+jM9yf28fiCqeSfuIi+YS1UkVG2TEoxR3DCEUAuMHB/bDzfvfk2p9LSGDp7FrklxeWCY/UKCSx6ejxxkeGM//Brft+2g/CUWs7zJenXkU0mwpJreLjPtn99udYAD7RpxMuPPUJyhVi27DnGl99t5NJ122roSi62qTiPouzrxKQ0ID/tPBp9BKGRFfCUsoBSSTxdZABTSR6F2deJqdKA/HRb2SFRFdxgCKVATIyLYsqwB+lzf2sKikr4aukm1v6xG0mS/VqJtvJLzxky0zAbiwivXMsJveJb12lQLZnlH7+DTqNm7Lfz2X/+UrmgqNGomDVyJN0aNOKVad8y/9hhVLERzvyBhuPIJcWUHD2LNiWBNx4dz5MdHuT380eZ8uM8zPaFJYKJJyrFEgtP3kDUqnmoSw+ebTuUStGJ/HJuO7P3LSWzOMeWNgAQ/VqLgsXnOWO+kdQ9qVTvUp2NI//DYAyvGCY3H9uEuLq2WJ8lwBxpWxpvUCq61S7HnIC8CO+Mf5XW1ZpwOPUUT330KoV3hSK5fP4dgCyraz2pdVde6dSHLQf3MO77BRj1aiRJCG4guAOOxSY6hkay5N33OH8rg0GzZpJTVBQ0HAFnj3R8ZATfPTWOeslJvD5vKat3H3HCUzKUUHDxJNF1mpe6tb46ZVzO2c7L6LUaHu3VkXH9H0Cv07Dhj73MXf0HN9KzbXldAFmcdxOLoYjIxJoU5aQiWU1E2AfresYj75Q4IFOcdxOL0aPshGqll2VPFxMZxqg+nRnW+x5UosjyTf8we90f5BY49vUOvtcZIO/SCfQJldBExTjr07FeDaY9+Rh5JUZGfT2H82npQe377AlFnVbDnFGjuL/+XTz71RcsO3cGMcq2JWswUHS4zyqLiQ/bP8SIrg+x/Mg/vPbbSrBDpyyus2fninA8h4+feI3767bnXOYVXpv6FqlVihEEoVxA9AfC0jS2uhTcKCDvaj4p7ZL5/tFN/10wRlQKlxsMrk9SM28LwlN8QdMTlP6syMu/nCXp3pr0bHQ/T7QZiU6lZe7+9Sw5uhmrLDnBVx7X2mIV6B1WjamTXuB4+jVGrLK5JG6dMv7gCCCDNTOP9jGxrPjgI65kZTFo5gwyCwvLDEeAMK2Wrwb3pus97Zm16U8+W7sZWZYRrJB78gCRNRug0urLNKTHdt5WUExkGJP6d2VQ9/YIgsCPf+1j3po/uZqaactrhYJblxHVWsJiKmEozMaQl0F0pXr4krLC0itW6CIFmR5l59vKdtze+JhIRj5yL4N7dECv07B52yG+Xr6ZGxk2wJfFSnT8lmWZ3ON7iWrQ0hbjU8GQTu1499F+HDtzjnEzFpJZYiwfFHUavntsDHfXqs1T33zNigP70KTY350goSiKMjqVmul9RvNgnaZ8smI+0y7tQa21P1NldJ1d0/Sscw/Pth6CTq/ju4NrWXVsE5c3HadK11qoNKU3yhWAZYGhWvDPsqxz2VhKLFRonBgQjL790H+BiCoBudiIVmHiuMljcQjXRnGFpKMRHYB0NLQDiGpRwiKJyJIMZguiVs0v57ax5/oRJtYcyOPtBnNv9ea8sWU21/PTscqC84ZbJBWiaNsTRiVK9kUmZKyygEolYbWKCIKMLAvIuXks372JkqRIZjw8jnUjnmHYimnOBSgEUS6Foyjb4Ob4VyXb4CiAKj6Kv0+cYujnn7LsuRdYO/lxBs2y7dwGdmjZ88mi7bfjXwRscUuVDTAFBfkMe+l1vvrwPSb2vJ8qiXE8P3cFBpPZFvsyGVBp9aX5RUBy6fGUbCAQHedwnLe1f05+ER8u2MC877cwrs99DOjWjj73t2brvhMs/v5v9h27gMVqQB9mc/PUGh1Wi9HdlfV41v2BLihx0W01G9CE2MoW9TosOUYkFdStXokRj9xLr47NEUWRn/85xMy1v3HRHhJQAiIoWIku5x3HrBYjqNWgVSEIAi8P7MW47p358/AJxrz8KpbIONRR0Yo9z266XaAoi9h2pBw7jjbVa/DUogUs3rSRkBaNSnUECcUwrY4FAybQoWpd3vxjFTM2rkQbH466cmJAKCq5zipBJkYfyev3jube6q3Yc+IAXx9fzPUC29AbjV6F1WBBpVH5BaISDAOB0JMbcrGR0AitIk+8dAdM8b8ogoBzvrCn+IOlEiT9AVItSliMZlRaNRqVDMjklOTx9OxX2ZF+kJcenMyKAR/wxc6lfH9qK4ATkMHC0XT9FiFVEvjjwjFGrPmWBX0nsW7EMwxZ/q1zIHiwcFQnV2DLli0MjYpi6WPjnHBMzc21tVuQcLQaDcgaDW8sXcfVjCxe7t+L5PhYxn89n+KQENv5CJvr7QZHcALSAUfwDciM7Dw+mL+B2ev+YMiDHRjSowP3tWnEhWvpLFv9A5t2nKDQBLJGjYTneB4fD0cgRydw1AVJkECjtg270YXRq293Hh02gCZ1q1FsMLL6110s3riNqzdtFq5XnDIIK9H1mCyAZDQghugJ1Wn5auJwujRryOIt23l35fcUywIqowFVGaEYrtOxZJxtD/MnVi5lxYYNaJIr2MIgZYBidEgYSwdNpmHFyjy5cQHfn9yHvmo8Jaevo6+SAASGoqfr3KFKE97qNJ5wXSjfbF/I199OJblLHafbrNKrEUwm1KLGnt8/EJVgGAzoACSLjKgJrofuX+1KR1eJkOt0qUyt+1MUz1v9mA+eFiV4u9uubnZRlpFbR9JI6VTDaU1m7L+OrkIk1erU4JWOk2mV0ojfL+zk/b+/o8hU4uVa+3KrLRaB/L+PEd66PmKIFqsk0qhCFZYMeAKz1cKQFdM4m5kWtFstyzJFO/cR3qIFLWvUZNmYCeSWFDNgxnSu5+S4u9B+3Gpjxk2kwiJCq9ZEkOGBJg34etxw8oqLGf3WJxw5fZawitVs+VzHIiq6z7Z/fcUebWlsSnRaDb3ubkbfLm1pXr86FquV3UfO8eu2A6xdtQIxrrZbvjKsP+pXPB8JU9ZFenTvTo/729GxRX1C9FrOXUlj3e972PDXXvKLSpxpA1mJtjTu593Wc7RnN+TcJCkilMWfvEOd5Iq8u/J7lvy1A1kAQ3oqksVESJVqQUMxKiSEpeMn0Cg5hcnLl7Dx6GGKDhwgpElDxBCdXyi6DsdJDItkxdAnqBqTwOQf5vLHhWOoRAlZksnfeojIjo3Q6B3D3fxDUSXIqEUVj7cZxPAmPTiXdYX3tn7L6UtnyT6SSuVO1e3pJdL3XScsKYLoKu4drK5ALCsMVT7iLVf3pBOZFEp0lQhWDPv9vxtjjKkaIde6L4XaXSoHnUcJlp6QVAJkSVYxWcczqHiPoxda5NahG+jjwgipHIuAwNDGvRnbchA3CzN56bdvOZN5Oai4o9lgIW/7SSLubYrjrbFKIrXjKrJ84FNo1WqGLJ/G8fRrQcOx+MhxdFWroA6PonFKZVaMnUCx0cTAmTO4nJUZFByNaalIZjOhlarajstQv3Il5j4+htjwUJ7+9Bt+v5DmPq1Pdtdhq5f3sWAACZAo5jF04AC639uKKknxSJLE8fPX2HXwDHuPXeD4uasUFgdeFCAY0es01K+RQouGNejQvB5N61VFq9FwKzuf33YcZumyZVw2hLrlKRMQXdJ4Te3DZqU3Tohk3mvPoNVqeWL2EradOO1MY8xOx1JUSGj1mu46fEAxJjSUFRMmUbdiRSYsXcSvJ49jtRopPniUsLYtENTu+XxBsVJkDKuGPklieCRj1s9i59UzbsNxCvacJqxeEprYiKCgmBQRz8ddHqdBYi3WnfiNGXsXY7KasWQXknMynaR7qjstw4yDqYQn6ImsGm3T4weIvmDoC4SecmXXTaIrhxOVEv7fBmNs1Qi5duck6j/oG4xKlqFDPCHpD5AFt0xknbxFSseqpRbjoVQ00WFEVI2xpxdpVKEub3V+imh9BJ/8s5Afz2xTnFLoCkdrkYHc/ReJ7tjArVPGKolUjY5n+aCnidSFMGLVDO8phD7gWHLkDJqkCqhjYxCsAg2SKrFy3CRMVguDZs3kQkZGQDga0q6DxYo+parbcJ74yHCmjx1G67vqMuOnP/hy/c9I9k4ZRxpXXbZ6lf63LIDMuXSUiKSaqPVh1K+WRJsasXTpcj+N61RBrVIhSRKXrmdw9nIal65ncDk1g4ysPDJzCsjOK8RoMttWwZZBq1Gj12qIigglPiaChNgoqlaKp3pKBWpVrUidakmo7X7qqYvX+XPrdnaduM7hS6lYLRayzh0gvm5rny4zBAai63HPoTZDO7fjrWF9uJKWzoRZi7mYfsstjSkzA0thPqHVawWEYlx4OCsnTqJGfAJjFi/grzOnkVUyUkkJJSfOENa2iVs+X1CsGh3PqmFPEqELYeTaaRxMveQ1RrH48FlCq8SjTYwKGE9sm9KIDx6YjEpU8fG2mfx92baAhlqQMGQVkXc6neR7qtnzSaQfTEMfG0Jc9fBSfQGA6A+E/izJiztuElctgqjkMBYN2fLfBWOLFi3kv7b9iUUwkW/IJrckl5ySW6TlXyUt/xpXcy+QZ8h2y+MLlP4gaZEFSrJKuHX8FpU61nAeT91/E31cKKGVY13SikTrI3iz01O0SmnEhpN/8Mn2JVgkq0/X2lRkIW/3GaI6NbbVxQOOlSJiWDHoaRLCInl09Qzfi966wLH4yEm0ySmoY6Ls4xQF6laoyOrxk5GRGTxrJmdu3vR2oaXSqX6mGzeQLBZCUuwWowv4pNxM3h89jBE9u/H3sdM8M2spuUXFXnB00w2K1iP4BmTupaOEJ1ZHExKOZLWQc+EgcXVaEx6qp0mtqjSuW4VGtatSs3IFUirEIoplGMVtl7RbOVy8nsHxc1c5evYKh89dITuvkNzLxwirUFp29sVDxNVt7VJpdz3BWongDkWtRs07I/oxqGMb/tx3iEkff4k5JsELnKZMm8UYUsPdYkSU3UCZGBHJqkmTqBwTy6iF8/nn/Fnn3GfJaKTk2HHC2jYPCMXqsYmsHvokOrWG4Wu+4Xj6NTcoOuKJhXvPElKzAiGJ4c684N3rPKrZQ0xuPYCL2dd5/c/PuZGf7jYEx5JTSNaJDKp2quI8lnnwOiHxIURVjSoXED3ThGkjqBJdk6TIKiRFViYutAIxITFE6mPRoEer0fLPpY10rTfov9srnV+Sw+97fqRi9QQidTHEhsZSO/4uwnSRzjRZRTe5lHWKExlHOJ62n1tFaW46HAB0NKoDkI4GNUkq1IKMWrSNjHftpBFlK4IouHfUCBK5hgKe//UDxrUczPAmj1AtJpkXfv2GXEOBYqeMJlRlm5dqMiFrtW6dMipRIr0oi4Erv2T5wKdYOmgKI1fPZNfVc+4dMgKlHSqChFRUjBipt12kALJK5kz6TfrNmsbq8ZNZM2kKg2fN5GRaqnvniygj2wNYsloEk9Wrt1oWwGQ28/w3sziZmcfbQ/vyw9vPMOnbhZy8esOZBjw6ZkCx5xp8d9AgiMiCbYC0bP8NUFhsYMfRM+w4esZ5L7UaNVUS40iIiSQ+JoLoyHB0GjU6rca2UK3deswtKCIzp4DM3HyuZWRRbPBeicVWOcGjbO/xiK51h+CtRLC1Z6XYaKY/MYom1avwzU+/8en8hZiLiwmJTXCmcd5DSQKV6F6OBxQrRkaxetJkKkZFMWzBHHZfvOC2IIQQqkG2SkgWE6JW4xOKNeMqsHrok6hEFYNWfsWZzFRUouTV8ywiYSkoQRelc+YFdyjq1Fre6TyOB2q247fzO/hs+2wMFqMTis73RxQQXb6KasFie+dEdytR69aB4x+GUfpYGlZsSf0KzagVV4+KkaXQNZiLySq6SZ4hi/SC69y8dgtRL3HNcMpLp6f8q8GYXZTOt6ve4677K7od12tjqBhRlSoxtakR14Ca8Q1oWaUzAOkF19h37R/2XP2La7kX3QAIyoA0SSpUOhWyyTW+YcFqsqILEZ1Depz/2m/47H0rOJ91hVc6TmJJv3d5+ucvuJB9XRGO2uhQzNmF6JJiFIfzZBbnMHjV1ywf+BSLB01m5OqZ7LxyVhGOUn4JglqFqNViG9woOOF4/lYG/WZPY834yayePJmhs2dz9Po1LzgiCQh6HZa8XDewOV5UyWhE1OlY+c9uTl1PZcakkax740neWbqBlX/vBkoh6oAjKPdcO4/jDUhBtMEJQJYlEEU3V9Y1HmkyWzh/I53zN9KDfYS8xD1mKOLwmGRBQhDFcrvNNh32f+1t2LlJfT4fNxSVKDLu2/n8ceQEskaL1ZyjuFqP1Wxrc1nEa4yiLEJyTAyrJ00mLiycofNms+/KJfdVclS2zahUUWFYc/MRK8Y6z7lCsXZ8RVYNfRKAQSu/dG5WpTQcx1JgQKUREHUaRSgmhMXw5YPPUDe+GjP2LGXFsZ9saTygqBYldHoBq9HiFkeUTRbUOndjxabbHYiu5xLCk2hTpTOtK3ekSoytoy7fkM2FzBPsvPQzV3LOkJZ/hUJDhpuOi3syiaygJ75aOIHkXw1GZNtYRk8xmHK4nJXD5azDbDu/BoDYsMo0SGpD46R2dK83kF53DSU17zJbL2xmx+XfwGTb60MJkFrRijoULAYrKiQEQcAiC8hGEzq7UeYKRyi1Hv+8uJMb+el82OV5FjzyJi/+9g17rh/3gqM+JRbDtVvokmJ8jnXMLsll8KqvWTHwKRYNnMTI1TPYecXDcgTMaTdRV4xXHMojq2QuZWbSZ+Y01kyYzKqJkxg2ZzYHr17xgqOotw3JAe/hPFZzCerIKGQBjly6ykPvfsmXY4bx4eiBtKpbgzcWraXYaApsPYJfQAqiCJIVRJCREFTu5prSVL5gpwcq5XXToxIBe9lmGxi912L0yBSElagSRZ7t251Jve7nxJXrTJm9mCsZmcgCiPoQJJP7JvbOOdTGElRRUYpQrBIbx5rJk4nQhzB47kwOXbvqBUVb/WTUFeKx3ExHUzHWC4q14iqwauiTyMDglV9xITvdJxQBTNcy0KfEKkKxdlwV/n/tnXecFEX6/9/Vkzezu7BsIucgOSmIAoqgEgXBiIIioGf2PNPpqXd6Z5YsIiZQQFFEBVREMIAgknNcYFk2z+aJ/ftjZpaZ2Z6Znt1V4fubz+s1r53prq6q7u1+9/NUPVX1+rAHidZH8Y9v/sfPWdt8XGdvKAIYTOC0WJFlGU/UjL3KjilKVIMvEBD1GiN9mlzG5a2G0yKpIwCH83fxyY657MnZwlnzIeQQMVySVuC0q7t3wm+w+TPllImKFuglu+LHW4XlJ9l4eDmzNj7IoytH8cHWl6i0lXFD9+m8NvJj7uzzEOnxzdBLjhpvJo1wIGkkdFrQuNeK0QoZe5UdjVFT/YZTCkDVCif7849w5+ePkV2ax+vDH2ZE20urbyzPjWRKi8NRYcGeX+wu1/dG9NyYxVVmJi59nazifN4dP51+TVpX35RCknFWVGLPK0KX7nLFql0lr4dE1sicLCpk7NyZFJSXsWTqXfRq3rxGg75k0iNbrTjd7k01BAQ4q6oQUa63giygsKyc2954i1c++5qRfbuz8ukH6Ng03cfykb0e9GAWlvc+YTBgc8+i4rRWIekMrvTeHz/JklD1qSG/fCWdAYd7dT27vQphMASsp3ddvPf5QzEjOZEl/5jBtGsGs3j9L4z5zxvVUAQQJgNOm9VlHeMLP0dVFVKUocb2FskN+WTG3UTpDYyfPzsoFAG0KQ1wVlqwFxbXdJ9vvBdQB0W5vAJLTjFRzZJc+XpBsU9GJxaMfAKAGaue8oGiVnLWgKJW2JE0kuvjXrNbLznAakNr0FQ/hx55ntPEqEZM7DaN10d+zOQ+D2PURrN8+xweXzWWV9ZN57sDH5JjPlgDikq8iI4WOKusNdihpPMajE6njDEmsFEbCJTlVjM/H/2cl9dN4/k1k/jp2Nf0yLyM54e9zQOXPkuLxHaKgNRFa7GW2tBLDhxWB8IpYzC4LpE3HGv+053kVxRx96p/svX0bp66/E7u6DHaB45CkojvkknZ7pMIm8VdZmA4Tvj4NTccp9EroyWSe/aTqv2HMbTMQDLoazau+8HxdHExY+fOIqfEzOI7p3JxS9/eTiFJSCYDjvIyn+1OmxWnw4akN1SDTxYgyzJvrvqGG16eg8mg55Mn72Xy0IGgFb7plADpBznPPknvsqCckgtOktFYc5Ycf1AGAGa46YXRhN3uKtvpNcpHLRC9XWdZA8N7dWHVvx6kTXpj/jb/fR7/YBlWu90nnZAkJKOx5jW3WpEdtnOutHt7q0aNWD7jbvRaDePmzWLX6VNBoYgkIyQJQ/sWWA4ew2mxujpaGjRkqdt9nvDRayGhKMl2SneeILZdKhqDzgeKV7fpz+vDHyK7NI+7Vj7BkcIsRdfZG4quvzKGaC3WMit6yYHd6sDpkNEbz11uz3PZODaDqX0f4X/XvM+Q1qPYeWYT//3uHp5bczPrDi6mqCLX65jgRpNHhhgtVWWhoQjnORhlp0x0jEArHAE/3lK6MKfNR1i67WWeWHUdn+96mxZJHXjqylnc1//pGhZkdAMdVrNrYgB7cTkxDXTuwe1uwAl7DevRG44VtkoeXfsiXx74gam9xvLogJvRCk/AqwN9cixRzRIp/vUIuF3YYHC8YenrZJcW8d710+iakoll90E00VHo0pPPjewIAcecEjNj584iq7CQ96bcwYA2bXwePG2DROzFBdW/AWzmQnRxCdVurT/0Nh84wrBnXuL7Hft4fOJI3n3oTlITExStR0++gQApGY3YrZUui8laiaQ3AS5X2/MJqDCB6Z2nUwKN3ojD4irbbqtEMphq5u1ff/9z00BslJGX7pjIzBm3cjj7LFf/62W++PX3GvAEQIAuIRGrubA6bwC7uRBtfAJopert7Rqn8smMuwEYO3cW+3LOhIRidRlJsejSG1G14wDpxjg+vvFvaDUabvj4dQ4XBm5TBBAOG+bfjqKLM2DMTPSB4o0XDeOZQXfxe/Y+7l71T/IqChWhCH7PizvvmAZ67O5nzFpUQbT7GfO2ECf3vp/nh71N94xL+f7Qpzz11fW8u/kZjhdsr77uwSAYiBXRMQJbmbUGN5RUJzAKIcYJIfYIIZxCiMAxQUJcJYQ4IIQ4LIR4VG3+TruT6Aa6oGkCgdL/wpVbS1izbxFPfjmez3YtoG2jbjx71VtM7n0/sYYE9JKDhEYGynIr0QgH5XmVRDc0VUNTK2QfQIIyHAU2Xtg4myU7V3Jdx6E8P+QuNJKmGo5RLVMwZTSg6OeD2M7kI8tyQDjmlZcw8ePXKCgr4YPrp9OlXQdMHZq5ZteWZNVwzCsr5bp5szian8ei26cwqF376gdSl9IQW34+stPVhOAUMtbcs2gbNarOA85ZReB62M3lFdw15x0ee28Z3Vo24+vnHmbUxT1qpAsFSG1UNI6qcmRZxlZVhiYquka7nj/QavvxliyBJioau8VVtr2yDE10tKJlW/1dwUq8pENrvn7uYUb07c5rn63h+v/N5FR+YY103tdS27AhtoI8nLLdna8Ta+5ZdCkNq8vsmJ7OsunTsdodjJ07k0O5Z1VD0SNj88Y0ad+GjyfejUmjZ+JHr3Gw4ExQKDoKzRT9dABdjIHYzk3Qee2f3nsc9198I+uObuLva1+gwlYZFIoeeZ4bveQguqGJcvczVpZbSXwjA3rJgUFrZOxFk3nx6kX0bXol3x/6lCe/HM+nO96stg6VYBjKWPJWVLyWyjI7GrstYBqP6hTHKIRojyvoYh7wkCzLWxXSaICDwBXAKWALMFGW5b2h8o9L1ssz5nasMaOzt6xB+o/sNWIXz6WN0sdyZftbGdx6LBZ7JZ/uWsTavSvYuzqLtF6NydqcS8vL0tDGmNzH+sY9uv668vOZwsz93S5L3HDRCKb1vpGNJ37jkTVvYnPaccgCu1ODrbgC886T4JTRZzRElxgD0SaEJGG3CZyVFmyF5VSdKiAjLpGvXp6HyWBk7PuvcrjgbNiz8giHIMEUxZIpd9E+NZW73n+XNbt3uwK9jx3DWVlFVJu2VB0/gbOqiujW7X2WN/DkA9SIZWzSMImXbptIrzYt+G77Hp58dzk5RWaftN7pq3+78zYf2YUuJgFLQS4Jbbq5OmRQTltb1ehEwavsuAQshbkktHWV7Z/W30IEl5X4j+tHMGFgXw5nn+WBtz9k14lTPumVep49eVdkHcNpqSKqbRuqTpzAaa3C1K4daARdMjNZfOddlFmqGDdvNicKC8KComfsc1JUDJ/cfD+NouMY9eS9/H5oP8bMJHSJMWhijGh1Lq+MyirsRWVYs/NxVtmI65yBoVGcj6X4SP+bGN/pKlbu/5aXf1qA5DWmPRAUFUNwbFYOrj1JZu9GZP+aQ6vL0xjQYTATu00jMaoRvxxfw6rd82u4yt4KBj89wV3lXT8UYozWsPyFo398gLcQYj2BwdgPeFqW5aHu3/8AkGX5P6HybZhhlKe94ZqCKtTSqR4pgTIYIFNimzCu2310aNyLowV7ePnTZ/lpzWYatU0guaPrDe4dHO4BpD8cwQuKXnAc1f4KHrxkCr9kbeehNa9jcdiq4SjLMpb8cqpOF2ItqsRRYUUWAtcwDgPauCh0jZMQiQ1ontSI5RMfxOF0Mvr9VzhlLqwVHOOMRj6YPJUuGZnc/cH7rNq5AxwylQcP4igsQoqOJrpNB4RW6wOjQFOXgQt4khBMGjSAh8YMx+508uLSL1iyflP1NGbe8gekzVxE6fH9RKc2w5icem5HHWEYVO7byVp6rmxDo1SfJP4z2Xlugyu6d+KZm8fSMD6Wt1av57Uv1mCx2RQBip/F7PkryzKVRw5gLypCiokmqn170Gvp2awZ70+5k6KKCq6bN4vTxUW1gmKcwcTSm+6lZWIKNy19g19PHUY2l2DNLsBZUoZcVQVCIGQZjVGHPsGEIa0BxpRYd+yux1OCxwfeyqj2Q/h41ypmbn6/hpXo/d0fikohOKUnijn5Wx4derXh7zf9ky7pF5NVdJCl217laMHu6vRqgBgKhOeOddWvKMfCzh+K2LD07F8OxuuAq2RZnuL+fTPQR5blu0Plm9YqSp7y3zYhyw8ETX9IBgNkt8wrmNDtb5h00Xy+532+3LcEp+z0sRQ9gPSHo+u7r/XoDcer21zOIwPu5LfTe7hv9atY7NZqOMK5ETJ2u+sN7kRCaKQaI2TaNUxn6YT7MVdVMPq9V8gtL1E/2a17v3AI12wst91Jz2bNuHfJh6zYts0VyuN0IlVPGeMdS+j7V2lxK2/r8d83j+OSDm3YcTSLp95bzq7jp3zSVh/rlY8syzUtVH/VFpRB3qkeSHl7JYGA2KRhEv+8eQyXX9Se/SezeWTRRzWsRO/0/laiz3c30Jw4q63UPi1a8N7kOzhbWsL4+bM5YzbXCoomnZ7FE++mS2pTJn86hx+O7a0xokV2OpFkV2ia1t1a5R+SoxXwz8snc03by3h/+wrmb/0ooOvsSh8aip5t/ZtdxY3dp6GRtHy2awE/HF5W3VMfCoiBYKh2+VTZKfPcuJ11A6MQ4lugscKux2VZ/tydZj31BEYhxJ3AnQDxDXU9Hp5/DowWZ+iwSyVIqgVkjCGB67reR++mgzmct5M5v/yHgorcoHB05afsWnvDcWirS3ls4DS2nN7N/V+/itXLcoTgE956zwTeNbUZS66/l+NFeYz74HVKLJW1gmOUXs+iSVO4uEVLHlz6EUu3bFEcPuhROHAEGNmrO49dP4LkuBgWr/+F11esoaC0zCd99fEBbsG6us+BFMj5CATEKIOeO4cPYurwy7HZHbz22RreXb8Ru8Ppc1ww19m3p7tmnGL/1q1ZdPsUThYVMn7+HHJLS8KGIoBeK1g4bioDm3dgxsoFfHXwd8VhfqEmg3BZipMY1X4wC7ct451ty8NuT3SV4xuCE6WLYXLv++mReRkHzv7Oh1tfIL88270/fCCqgaFBoYPmidF7/nKLsdaudHorkzz9pZYhyw8EzFCQDATI7plXcmPPB5BlJwt/fYWtpza497vS1xaOw1oP5LGB0/npxDYeXPN69fjqcOE4oGk73rluBr9nH+PGJbOostvCXiZBOAQmnY6Ft05mYJu2PLJsKR9u+qUmAL2OV9wXwLUGiDUZeWDEMG4adDGVVhtzV33HwrUbsNhsNY7xP1ZJtQVlsFYYpYnfPbeFRpIY278XD4wZRqOEOL7Y/DvPL1vJ2WJzjWPrAsXL2rZjwW23cSw/n+vnz6GgvKxW6z5rJHh9xM2M6dSHv6/+gCU7f1JctErNDDmPDriZ6zoOZdHvn/D2b0vrBEXP79bJnZjW7zHiTUms2PkW3x9cUh1/6N+h4i1/IAaCoRIAA+l8AKMWV+fLYOA0rs6XG2RZ3hMq34xWRvnel5v6bLPKwXupQRmU/pAMBEgPHJOiU7m979M0T+rA6v3LWLpjvo9rrabdUQmO17YdzCMD7mT9sV/5+9qZWN2jOMKF4zVtuzNzxGS+PbyLO5YvwOZwP3BhwtGg1fLWzbcxpH0HHv/0Exb99KNy26IKOLrydP/12tYipSGPXnctV3TrRG5xCXNWfceSH37BarP7HOOvEBM011qBlg7y/EslIbimTzfuHXUlzRs34rfDx3huyUq2nzihmEeo9kRXprLivis6dGTerZM4mJPDhAVzKKqoqBUUJUnmycFjmNpnMC9u+JxZm1bXGop/6zuRW7pezZKdK5n964choajUyeIPxSvajGFC16kUlOfwzqZnOFG0372/bkAMBUO9UO6BfmTUwT8OjEKI0cCbQEOgGNguy/JQIUQasECW5eHudMOB1wANsFCW5efV5K8ERiUFgmUoQAZysT1w1EhaRne5h0Gtx7AvZyuzfn6eMmtJneF4Xcdh3NtvEqsOrOfp7xeomvBWaYGtW7sN5NkrJvD+tg38Y/XHyjPyQEg46jUa5t54K1d16sy/Vn7OvB/Wq4Kjz3cFOIIv3Hq1aM4DY4bRt10rsguLWLj6B5Zu2ExZlUXxWH/VFpTB1lDztvT0Wg3X9u3OHcMup016Y/ZlZfPa52tYu2OXYl5KViKoh+Kwzp2Zc/Ot7D59ihvenoe5slIZip48gkDxjt6D+OeQsSzcuo6n1y0LurxpMCje2vVa7ul7PZ/sWc1rv7yjGoqB2hN1Gj2397qPfs2Gsv3URt7b8jxVtnL3fmUohgJiIBgGgqCS/lAw/tHKbGWUH3jZdy5Ge4jQS7WQDARIJeuxV9Ph3NTzAYor83llwxOcKclS1SkTDI6Tu49jUvfreG/7Kt7Y9FGt4fiPgaOY1mcoL65fyZs/r1EHR4fvPuEQaCWJmRNvZkSXrrzw1Ze8+d23rn0B2h0V4eiTJz7yhtrFbVrztxFX0qddS0oqKvn4h0189MMmjuXk+R5TTzN3+8t/LuOUhHiuG9CLmwf3p1FCHPtPZjPzi2/46vedeD8fal1nn+9+rrPn+4iuXXnzhpv4/WQWNy2cT2lVVa2heG377swZPZkv929jxhcLEO4LFy4UR7W/jCcGTmHNoR95/oeZ1YCrLRTjDA2479JnaJHUkc93LWTtvkXIyPUKRDUw1Cr02j0w6vD/LTAqKRAslSDpDchA7rUSHJslduCu/v9BI+l4feOTHMzbVWc4PnDxZEZ3uJJXfv6AxTtXB4VjoNUHnU4Nr159K2M69uHele/yye5fg8NRoTMGXHDUSBKvjZ/I2O49eXnNal5Zu8a1L5xOGe/yCGw9AlzUJJMpQy9jWM+L0Go0bNp/mGUbfuXb33dTWllz1u7aglJpBQyDTsfAzu0YO6AXg7p0QCNJbNi9nwWr17Nx/0Hf48OwEn2+B4DidT168sqEifx67Ci3LFpAucUSHIqevwpQ7J3ZkiUT72H7mePctPQN7LJrirVgC1cpQfHSpt3539D72HxqB49/+z+Q3XMG1BKKjWMzeGjgC8QaE1i06Vl2ZG907wsNxVBADARDJQAG0gUNxiatDPLfX0mr/m1VWDPaX0qQ9AdkuNajB46JUY2ZcelLJEenMu+Xf7P11MY6wdGJhn9efj+XNe/Fo2vfZN2xLYpwDLU0q4SO98bdQ6+Mlkxc/CabTx4OOdGtK6OacJSE4KWx1zOhdx/e/PYbXvj6K9e+eoIj1ARkcnQs1/XvxYSBfWnaKBmr3c7G3QdYt30vv+w7xPGz+dSHUhLi6dehFZd36cCgLh2INhrIN5ey9MdfWbphMycKfMsJ1EvtOgmv7So7WQAm9O7D/8aN56cjh5m06G0qbVZ1UHTv95lotkFDVk56iIKKMkZ/+D/MVRVBR7UEgmLHRi2YN+Jxjhae5N6v/lU9l2JtodgyqT33X/o8TtnB7I2PkFV0wL3Pc3z9AVENDPUKKwzePfL4/x0wBlIgYPpDMhgg1brWUfpYpvX/L80T2/POllfYeGy1e59yj3UwONplCb1Gx2vDnqJNcjOmrnye3blHwoajwykRb4hixU0PkxwVy7XvvsSxwtxaw1EIwQujr+Pmvhczb/33/OuLla59KuDo/z0cQAoh6Nq0CcN7duGqnheRkZwIQHZhETuOnmR/VjZ7s05zMq+AM4XFilYlgEmvJzUpgYzkRNplpNKhSTqdm2fQvLFrmGN+SSlrt+3m6y072HTgMHa/hytcIPp/DwTFW/pdzH+uG8e6/fuY8t47VNlttYZigimaL259iDijiVEf/JcTxfmqw3K8oZgW25BFo5+m0l7FtC+epKjSrDxLTgAo+ofjdEjpzr0D/oW5soCZGx6sEYqjBoqhgBgMhkoQVNIFDcau3TrJa9a9h81eTmnlGcoqz2AuzyLPvIfisiPVY029pQTJugLSH456jZE7Ln6ejqm9eXfra3x/+Av3PvVw9HapE4yxzLn2OaJ0Jm7+9CnOlhX4wFFtT3WT+GQ+v/kRiisrGPHu/zBXVYY9OgZccAR4bsQYbu8/gIU/buSpz1a4AqFVhPPU2O8PQDVxjA5ontKQfu1b0a99Kzo2Sadpo2SfpQ0qLBYqLFaqrDZkWcak12PU64gxGX2yOl1QxN6s02zef4Sf9x1i/6kzyFLNQoMCEeoExSkDLuWZUaNZu2c3d36wCKvDERYUgeoAbp2kYfENd9MtrTkTP3qN37KPhh2rqBEy0ToTC0c/RcPoBkxb+SRZ5uwQE0IEtxQvSu3NPf2f5mzpKWZueICSqsKQrnNdgagMQkF8dDMaxncgPro5saY0YqMao9fGotWYOJq9ij4dHr1wwdi5Sxv5q2/mo9fFEW1MJdqYgnBPfW93VJFXvJOsvB85mfcjuUU7kL0uXLiADBeOWknH5H7P0iX9Et7b+jrrDq9U7VYrtTc2TUhn7ojnyC7J5fbPnqXKbgkZ46jUGdMrvSVLJtzHpqxD3PzRbByyM+wAcDgHx6euHsFdAy/ng02/8OjyZSHh6L+9zoD0yAHRRgOt01JIT2pAWlIDGsbHYtTrMbmXNqi02qiy2sgvKSW7sJgzBUUczD6LubzCFQ8RQMFiGV0V89sXpD3Re5vn77TLB/HENdeyaucOZix5H1stoQguuL04fAI3dh3AvaveYcXeX2sVlqOT4OWr7qNfZlceWv0ffsveFXYPtDcUu6T24Z7+z3DKfIRZGx6k3FqiCEU1VmJtgJgU147MhgNo0vASUhJ7oNeem6W7wpJHeeUZLLZi7I5KTpz9jsu6/u/CBWPT1nr58VfODbqRhI646GYkx3ckOb4TqUl9SY7vhBASFVW5HDz9BQdOrSDf7Bsi6Q9Jb0AGsh7VtDtqJC2T+z1L1/T+LPz1JTYc/boGHMPpjOmT0ZUXr/w7Pxz/lUfWzqx1T/W4Tv14efgtLNz6PU+tXR5eGI/Xfg8c/z50OPcOvoKPt2zmoY8/dq0YWE9wdJWjsE3tbel/bBAAeitULOO5injtC2Elem/3/L13yBU8Mmw4n/2+jXs+/hCH01knKE7qMZDnho5n1qbVvLjh81qH5UzvPY7bu4/klZ/eZsW+tXWCYoeU7tx/6fOcNh/lzR/up9JWVi9Q9AeiPwzjo5vRNmMUbTJGEh/dDICi0kNk5/9MvnkX+eY9FJcdxuG04K+pI05euIthSYDB52LYqSzfx8nyfZzMXs4mWYtBl0B6wwG0TLuGzs1uomvLyZwt2sb2Iws5cmY1suyovqAeQGpxVsPR84/wANIg2bE4tdX/OLssocdeDUetcGCXNeglO1YnLPzlKe64+N9M6vUAlbZytpzc4ANHz5oyWiFjlwVaYccuaxXXkdl8ajvztixmep+buPGiI3y482vF9WM0krMajv7LI2gkJ8t2/0K75DTu6D2EHdlZ1T3VPmvHyFC9NILCEgmuxbFkhEPw4pqvsNrtPDx0GDqNlvuWLMaBs3qpBMBnLRnAZ4kD7+/VMPACnwdG3oD0BldQSKoEoX+eNfYFASLUDooPXzWM+664kmW/beGBZR/VGYp9MlvxzyFj+ebQTv67YWVQKFZXTwGKA5v14PbuI/l837o6Q7FlUnv+1v8ZckqzmLnhgbCgGI6V6A3FzIaX0rXlJJo0uhxZdnI6/2e2H5rFybz1VFSd9WGGFtfwxnB1XoMxlAzCDvZ8Tp9ZwdHsLzDo4mmVPopOzW9naM+ZlFacYuvBWew/uRynbEcv7D5wBHwA6Q9HcP0TQ8FxwS9PcM+lrzC172OUWUrYl7vdtcCWcFSvKaMWjkt2fUG7hq25p+8E9uUdY9uZ/YpwBAKuHQPw7x9W0CElkxeH38Ch/Bx25mTVCY6vfrcWm8PBY8OvQavRcM8H72N3wxG84Od5sJ3CB5o+AAXVgISaQFNrTQYDoXd5vpn7pZGC/A4QjgPw+DXXMv3yQSzevIlHPl2KU5brBMXU2ATmjZlCVnE+9335TvVQumA90B55QzEzPoVnBk1lb+5hXv/lba804UMxNTaT+y99npKqQmZteJAKa2lQKNbVSmze+Er6tLuPpLj2VFTlsmX/Sxw4+bEPDA21gKCSzmtXukVrnfzsa0k1toeagswi62iSMphurWaQktgDc9kxftr7Asdy1lan8XavA7nWSu2Ogdxqky6GBwbNItHUiGe//RvZJSdq3VNt0hl5a+S/idFHM3HZYxRWltRqTHWiKYYvbnkUCcHQhS9QXFleZ7f6zgEDefraUazevYtp772L1eEI7DYHcK2Vfgdax6i+g7wVYQg1gAjhWYne358eNYo7Bgxk0c8/8vjnnyIrQRFU90DrJA2f3nI/rZIaM+L9F6uXJQD17YoaIaPX6Hh3zNM0jE5k8oq/k1teUKseaE/w9lNXvolO0vPSumkUlJ+pVyh6AzE1sSf9Oz5GowbdKC47zO+HZnEk+wt0cgXBFGyCiZuuCT7tWHDCnKfSCqfPx18GYeNs7mo+/2k0qzffhsNpZXjveVzTez4xJlf4j97H3HZW/1P0wlb9zzJINc1/pRk+9JKdSlsZszc8jNVh4YFLnyfWEB9w3Kj/TOD+51Zpq+Kp714lRh/FvwZNRbifJs+b33PDex4Ab9dJeD0chZVl3PXZfJKjY3ljxC0IRPWxquXho/shnr/xBx5f8QlXderMW7fdjkGrDRsgSr8RKMNJc+5TWwXNQ6HcGksZqISiEILnx47ljgEDmb/hBx777BNfKHpLxQzcHj05ZDTd0prz4FfvBYRidbYB2hUB7u83gdZJTXl+/cwaUPRXMCjqJB33DniGOEMD5vz49z8MigZdPIO6/Jsx/ZcRZWzM+u0Psmz9FWSd/lgRiqG4EI7OazAKQI8DfY0Wdl8FuhgGYeds3ho+2XAVv+x5lrTkS7jh8rV0bn4r4PoH+APSIzVw9F9Koagyl7k//YM4YyL39n8ajaQNCEef+isskXC06CQzN79H38wu3NhlWI1VB5UA5780gkZysutsFs+sW86glp2455Kh1WmF/4MYaHkErzSeB/ydX37k4eVLGdK+A+9MnoJRp1MNEv90agHpKr92H0WpBKJaKEpC8N9x45l0cX9mff8dT6/6zF3nmtcxHBf62vbdub3n5SzYso7Vh7bXul3x0qbdGddpKEt2fsmmU9tVzZbjkf+9O7n3A7RM7siizc9VB297pAaK3saHr1Fy7nlskXoVNwz6hraZ49hxeC5Lv7+ME6eWoMe3I0UtCD0cUcMTOM9d6ZTGGvnVuQ3Q6QI3HFgDtL4ruds6Y1P6d36eJimDOJ6zlm9/fwSLzezKR9ZSXuJgz5ZyzGYnxiiJ9j2iiUqOAoK71f4jZLpmDObOi5/mu4Of8P622T4uta3CjjnfiqXEQmWJDWuZFbsNZKeMw4HXRLUCWdIw+4GXGdR9ANe9PJ3DpdloEqLRROlxyNqgLjWcC/4GeG34JEZ26MW4D1/j15NHzh1bacOWdQZ7XhGy3Y6QtGgSYtFnZiBFmWq41HDOrR7foxevjJvAL0ePMOntBVRYrYHdalB0rWWHg8rjR7CbzWhM0US1aI2k8xvKWV+3qD8I3WXbSs1ooqIxtTxXdiAg+u+TJdf0ZC9PmMC4Hr149du1/G/t1659AaDotFqxnTyNvaAY2WFDaDRoGsShb5aGJsYVgylJMk0Tklk9+VEO5GVz/UevYnM6wopXFJZKHMXlxMtGVj3yFqfzcxj35K1YrFYkpwPhnqhWo8U1a7cWdNE6THF6DHF64pJ16KN11dDUSw6GtB7FTT3u4bNdC1i77133dl9DIRgUbaVV7N1SRpnZQXSUoH2PKBo01FUDUSPpGdDpcTo2u4Xc4h1s2PEI5aXnJvHwKBgIA4HP6ZT57Vcrp085WLyo4sIN12mcqpFvmxpD9156VemVIOkPSIuspWPz2+jb4XEqqnL5est08sy7cNhlvv+qnCZtjKQ21ZOf52Df1nL6XBmPxr2+cjhwHNPlHoa0Hc+sn55hy8kNFOXZOLu7gMoSO1GJRjRxJvSxejQxBiSdhFPoEJLAgQabQ0J2OrHbBbG6aBbf8gb55kJGPXsH5fkloNVgapOOISVedQhPtN7AV7c8hl6j5cq3/425qhKHxUH5lt1okxLRpTVC6HTIdjv2nEKsp3KI6tIxJBxHd+3OGxNu5LcTx7n5rfmUWVxvdDXtjgCWE641ZozNmmM5k41ssRDdsm2gf/E5hbptVTTCV56uWbaprV/ZIaColSTeuPFGRnbtzourv+L1dd+49gWAomyzU/H7TrTJiejSGyL0OmSHHfvZAmync4jq3h5trBGtJLHilgdokZjC0HeeI7u0SHW7orWonMqDp7GXVmFMjGL+fS8woF1vbnn/PrJKz6DVumYs12llZBk0sh1JtiHbZZzlFiylVhylVVQUVKLTC1I6JpKcYaRFYjseG/wae3K2MP+nR30mhFDT+6xxWPnl62Iy2xjJaKqjKM/O3q3lDBwajSlaIjYqg+G9ZpMc35kdh+fy6/7/osd3dFMgIKqxAg8dsHEqy0HfS/TcOr7wwm1jNJoEhXkOtAKfTyApmcn+ZrZB2Dl8/C1W/jgGkBnTfymt0q6m1OzAoHPSrK0Rg1EiPVNHYiMdxXl2Rbf6XJl+N4Y7zee75nAkfw+Tez9MsiGVEz+cIqFpLB2ubkKTi9NI79SA+Mw4YhoY0Efr0Zp0aAxaJJ0Gg1GgNeowxmip1Nt46ecFtEtvxUN33Eujwe2IaZdK2Y7j2IrLa7Q3grJLXW61cM+qhTSKiefF4RMBcJzNQxMfi7FtE6RoE0KvRTIZ0TdPQ5/eGGv2GXeGNdu/PA/+iu3bmPbhe3Rr0pTFU+8izuh6iahxrQHsZSXo0lKRdHoMqenYS0uUXWx/iRCfIPLkby8tQd/YVbY+PR1bWYlvwgDNAJ7vOo2G2bfcwsiu3Xl21cpqKNaoJ1RfQ1ue65obWjV1XXOd+5o3S0eXkYL11FkAHhhwNd3SmvPomg8DQtFfkiTjtNop2XQQU0YDUq9oz0033MiQzv1567ePyHYWYIzRojXqMJikc/eaSYc+Wo8h3kBseixpHRLI7NOY9sMzSemUSPbWHES5nhmXPElxVT7vb3kubCjqhY2yEgcanaBlWwMGo0TjTD2NUiQK8+w0TuzBuAGfEWtqwurNt7F9/798oKjkLodyjf25UZjnpE0bLbHRobF3XoPR6QStAglDgTIQIL1VUrKNFRuvJd+8i6E9Z9K38xQsVTKSe2lFWZaxlNvRut14fzh656cER4fTzsJfnsLutDF9wGPEJJooOW7GfLocp6VmwGmwJVl/yvqNrw9uYFLXa2hCIpasfIRegz6qpoUcaClWjeRkZ84J/rdhJde068HYTr0RJgPO8kpku++1kp1OHKVlSEaDV8aBOwdW7drBne8vonN6Bh9Pm06DKFfzQ1A4VrdlapBtNmQJnA4rQqPxOUYVJFVIKS8hnStbtnmV7V2/AOeh12iYf+skru7chSc/X8GcDd+fSxMoLAeQjHrXNXfafdPgwFlSjiZKT4/05szodyUf7fiJLw9sO1dfFaE5QiuhjTNiySrAZJZ58OKb2JlzgGV7vqpOo2bCWbvVQWlOBSXHi9HqNUwd9CAJpmTe/vkpn7AcpQWqlOIUwfUs26sc2G2ucnTYqCx30rnNMEb2+wCLrZgVP17L2bw1ivl5pBaGNfZpoapKnYd8XrvSyQ018hPPxNG0mbpwS3uAU/F3sb3da7uI5vJur9MibTir1r3Eh5+8QOMMHblnncgy9BgYi9P9wCiF8qhtb1y+423eXzOfvBMVVBRWISNhiNOjiTa6XGlJQkgCp9AiO2XsDuFaHMvuxFJmIxoT3766guO5J7np7b+jT09EaKSwR8VIQrB0wgO0bZjGkPnPc2zrdqy5xWhTEhFaPbLdgT23ECnahLF9a9dSpt7ub4AwHoBBbduz4JbbOJKXy8R5cykoc6/xEqTd0VZYTNWxo+gbpWAryEef0hh9SmNVyxgESqMWpNaSopplp6YEzMvz3ajVseD227i8bXse/XQZ7236+VyaEGE5sixjOXIcR14h2pQkhF4HTjv23EI0MSaSunXgm6mPIQmJoYueo9xqCTs0R5ZlbGeKeG7Y3VzdawhXPzyeE+bTGGJ1SFoNWi0IjUCrkZFkO7JTRnLKOB1OnOVVWEqsyHYHpgYGkjJMDL/sWmb0fyqsdkWl3meN7GDPlgpKi+ykZ2oozLXTr+d47rzhDfKKtrN6y+1gOzcnp5LbrAREtQHcBfkONv5goVVrLU/9o+TCbWNs2lQrz56boLjPGiR6VwmQweBolfUM6PIC7ZpMYN3mV1mx5kVM0RIpzaOQNO6YQ7dxXRs4TurzND0yB/L02mmcLD6KxSFhr3JQYXZgKbNitQqcThm7Q8bu8ABSU/1XF61HijVx9UWDeeKyu/n3Dwv5dN+6Wk1R5nBKrkb9SY+z9dRRbvxoFo6yCmx5ZmSbHSQtmoQ4NPGxrpMMFN8IinC8tFUb3pk0mazCQq6fO5u80lJXmiBxjHazGXtxCZqoKHRJyQHT1Yf8oWk3F2MvKUETE4UuKSlgOs9vk17PO7dP5pKWrXh4+VKWbN18Lk0YsYqO8gocBcXINjtCr0GbEIsuMYZnh17Hrd0Hcv1Hr7H55KGQvdCBphLrmdaBuSMeY+Fvn/LWLx8gl1ZiK7MiOe04nTKS7EB2ymg1TlfHi0Zg0Mnoo3VExWvQRWkxaJzEGhL4z/CF5JWd5uV103HKjrA6W7x7n8HlieVnVVJa7KB/r+sZf9WrnM7/ibVbpqBxllYfr2Ql+isUEPUKIwFyzzrIPuPkiccuYDC2bq2VX3sjIWS6QJD0B2QwOFpkHZd2eZF2TSbw055/s/3IW+68awaCe+CotjMmSh/LU1d9SEH5Gf717b3I7rVjwg38Bnh9+D9pkZjJ6MUPUmqtUB34Db691Ld0HchzV07gb58v4tM9WwIHfkPYcOzXvCXv3X4HOWYz4+fMJqfE1fMfMsjbuwwF1RaSQS1IpVl2AkAx2mDg3clT6N28BfcvXcLybeeWOFIVluP9XSE0p3taMz679UHe+W09z6xb5sqiFrPmaITE4nHPYdQauOWTB7E6bLUO5J7W71G6Zwzk32tv42xpVtjtitX7vEJyAFqkDmVoz1lk5//Mml9vRyuX18jHo5rNYihKCYSBdM3wggu380Wt9EJWvCj+bQ3+bRO+nTI2Nu54lCOnV3JJx8dokz7SnXfg6dTVrkpWYS1l6faZNE/qwKCW11ZvDzfwG+DNTYuI1UdzR8/R5/YFCPxWkmffBzs28Nvpozx9xXUkRsWcC/EIEmisGOPoljcYfjl2hBsWzKNRXBzLZ8wgLSHBlSZUkLenjABB6N7thMFgpzZdOFCMNRpZfOdUejVrzozF76uHolJ5ClDUa7T87+obySkt5qUfV7qy8LMWFU9BIZB7dIdBtExswqzN79eAor+CQbFjSg/6NL2C1fsWc7Y0K2AdXPmoh2JqYk+u7P46uUW/s3bLlIBQVO4rqFl2oOe/LjqvwSiEwKDwCaRggPRJFwCOemHl+9/vJzv/ZwZ1+y8pDbq6t7vfkkECwAMFf3vesNuy1rIvZytjL7qNaH1crQK/AQ4XnuCLA+sY3+kKMuJSagR+eytYR4xTlvn76g+IMRh5crALsgHhqASqID3VAFtOHGPC/DkkRsfw6Yx7yExMdKVRE+TtKTPEKB1/AKrqqPHkqxCGEwiK8SYTS6bexUUZmUz94F1W7tyueM5BXybBXjjA1D6DadswjUdXL6bc6rU4mIoOF488cyze1WssW0/vYeOJLdX7wg3k1ggNN/eYwdnSU3yz/333dvXtitXl+kEx1pTO8N7zKK08yZpfbwvoPisBscZzHAKISuwIxRCPzmswBlKoE1S6YGrhqKOSb7ZOpbwyh6t6zsZk8G3zCjZ7cCg4Lt/+OkZtFCM73hQkj9BW4zvblmJ3Opjee0yNNMGGC/rrYMEZ3vr1O8Z17kv39OYB07kyVnALPQoAx99PZTF+3myiDQY+nXE3zZPPXUtV1qOnvHCHMYaZj1JdPNsaREezdNp0OqSlc8d7i/h6j9eKgYGgqORC+8l/goh7Lh7KVwd+Z/1x15R5aqx+JWvxhouuck18/KsLZkodGMGWKPDospbX0DiuKcu2z8LutHodGzpe0L9d8Vy9DQzrNQdJaFn96+1gL/DKNzgUffMPDMRw4BdMFyQYvRXsQtQWjtgLWLv1Doz6BK7q8ToCSXHoYLgu9ZmS4/x47EsGtx5JSkx6rYcLFlaaWbp7NUNa9qNVYmZQq9EjJasR4M1NX5NTWsxzV47zGUsdtksdAI67sk8xft5sDFody6ffTctGjc6lCwIkxTIDWHsBFSJ9MCsRICkmhmXTptOyUSMmvbOAb/YFWApdCYr+9fBK5w1FgCcGj0ISgue+X+7KQsWwP4+8O1zijTHc1GUY3x/bzMGCY15pArvS1dX2ugdNumhGdbqFA2d/Z++ZH93b/WbXDmAtKq3L4nl2Luv8TxomdGbdtnuxVBw+V78woaik+oCht85rMApAi1T9CaX6hGN56S5+3Pk4ackXc1GL29x5BQagWpf6qz1vY3faGN2pdlajR0t2fk6FrYopPUbU2BeO1Vhhs/Dv9Su4KLUpozoGaItW41IH0d4z2YydOwtJEnwy/W7aNj43+bASCMN2iQN9AihQ/t7bUuLi+GT63TRLSubWhQv44eCBgPCvlve2YBa2l7qkNmFkh17M+/VbTpUUBk0LNa1Fb03sfBUmnZGFvy0Fam8tXtFmDLHGBFbsnOVOE7oXukY5fi50s5TBtGs6kd8PzfSJU6wrFNUA0ZshallyXoPRX2pOTulC+ZveauF48NRyTuR8Q9/2D1XPEHyuLr5Wo1qVVBWy/tBn9G4ymJTYjFq3NZZZy/l0zzdc3rxPyLZGjwJZjZ/v28Kesyd5eOA16DXamlajt2rhUiPg4Nkcxs6Zid3pYPn0GXRMO7fIWSAI1ldwt3+eobanJSSwfPrdpMbHc8OCefx4+FDQc6uhINfG31p8fNAoCipKmbfFNWomHGvRI42QidIZGd9pCD8c38Lx4lPV+8K1Fo3aKIa2Hcv20z/WmCAikAKF5lTv18VxWZfnKTDv5bcDr56rWx2gGAqI4UBQSRcUGP0VCpD+UgvHc3nY2bjzMRwOC4O7vuDOI3QvdSircd3BJdiddka0vz7wualoa/xk75fYnXZu7jK8RppwrEYZmf+sX0GThGRu6tbfZ199udQIOJKXx9g5s6i02vh42nQuysg8lzYIBOsKyGAdM/7bMxo0YPn0u0mOiWHigrlsPnZUHRRVuND+uqxFBy5u2pbXfvqKMqvyiofeCta2OLr95cQZYliy83PXvmDWXBBrcVCrEUTrY/l67zvuNOF3uHjkeVb6d/wHJn0S63c8hI7KUKepCoqKx9URht66oMHoUaCLEdLEDrDb+6ZyWE+zad/zpCb1oXW6K9RGqZc6HJVaivjp2Ff0bjqEWEOC4lKUNeqk8OYvrDSz5vCPDG9zCdF6U52sxg0n9vFL1kGm9R3iYzUqKpRLHQQkxwvyGT3nTUoqq/j4rml0b9LUJxu1YTihpDasx1tNk5L4ZMbdxJtMXD9/Dr+dOBHafQbVLrS/tXhv/6s4ZS5g8Q7XYvS1tRYFgnGdhvD7mX3syztSI02wnmiPPD3RV7QZyd6crZwsOhgwreLxAazFhvGdaddkAruOLqCsZPu5OgWwFmsDxfqCobfOazAKBDqhqf6Ekho4BmtzDOhSZy0l37yLvu0fQpKUZ/oJ12rcePgTdBo9A1vWtPb84xqV5Mn/831rMemMXNOmf400auIavTXz59WkxjVgTKdePttVWY1qJeBUURFj58wkv6yMJVPvonfzFj5J1MAvUKhOOOD0VsuGDflkxt1E6fWMnzebHadOBp+MIkwX2l99MlvRK6Mlczd/g82pfppyJWuxb2ZnMuJS+HSvyx0PFrfokdLLuHvGJTSIasS6Q5/4pK2rtVhhyWPboTe88qtfKKqRN0fUsOS8BqO/1JxYbeDos0/BpdYLK5v3/oe4qCZ0bDrRva1uVmNO6Qn25mxlUMtrEEJSdGs88p9gwlsHC46xN/cwYzoMAkJbFxDYatyYtY+dZ05wV98hgHIDf7VqazW692Wbixk7dyZnzGY+vPNOLmnVqkZ29d2+6MnTP9/WKSksm343WknDdXNnszv7dM25G2vjQnvJ31qc1m8I+eWlLN3tGmetZuhfII3tcBmFlWZ+PLEpYBqliSL8NaTVCPLKstmX46qTf090IPlbi55no0nDS0lL7se2A68hOYpV5XUuz7pBMVwQ+uuCAqO3gp1wuHBU41Kfzv+RMwW/0q3lFCQRfFKLUFajRxuPriIxOoV2DS+q3hasE6a6Xn4PyaoDP9AyMZPWSU280gSe6TuYFmxdR6ukxvRv5jsvoWqrMQw4ni0pYezcmZwoKODdKXcw0H8uROp/dh1/tU9NZfn0GciyzNi5M9mfc6bmsSp63sOxFjPiExnUsiMfbt9IlT28zjvwDdGJ1UdxcZNurDn0I3YvyzPcTpekqEa0TenGT8e+QpbrZ4B6j9Z3UVaZzf6sj87VS4W1WBco1haE/rpgwehRoAsRbptjIJf63LF2dhyeQ2xUBq3Sr3Gl87Ma1fZQe97Ee89spNJaxsXNrghSr9CdMBuO/4LdaeeqVv0C5uPfCaM0nx/AV/u3UVBRyqSelwK1sBqDSAkw+WVljJs7myO5ubxz+xSGtO+gfGwtARnsuE7pGSydNgOr3c7YuTM5nJvr2qHWha6ltXhL9wE4ZZkPt/+o4gyCh+gMatELvUbH2sMuK6+2nS59mw4G4Leste406jpdArUtpiR0JS25H7uOLgjZ4RJsMohwoVhfuuDB6FFt4KhmfKX3jZaVu47C0oN0aTGpdpX0k81hZdupDfTM6I9GaIJaidX1UbAAzJZSNp/axRUt+wDB3Wl/+bvTVtnORzt+5opWF9EwOi7AQQrbVFiNgfIprChn/Lw57DuTzVuTbuOqTp0DHhJu50sgdc1swtJp0ym3WBg9eybH8vMV6xsyNAfCsha1ksT1XfrxzaGd5JQXAbXrdPHoipa9OWXO4XDh4YBpgnW6eNS3yUAO5+2koLymxRyOPMZClxa3YLGZ2X9iiVc9AofnnDs++DkrPdP1ZSV667wGoyvAW/0Jq4WjtwK51MpWo439JxbTKKELibHK0++r7YTxaEf2T5j0MbRueA4GtXGnfzqxjbS4RjRLSPNKo75R31uf7tmMRpK4ul03n+1B4xpVSsmlBiiurOD6+XPYeeok8265lRFduwbPpw6dLz2bNeeju6ZRVFHOmDlvcrKo0KcuAevqLTXuNTWv2SVN25IUFcsnuzcHOEKdNELGqDXQLbU9G0/85rMvXDc6MaohmQ1as/30T0HLVNPpAqDXxtI8dRiHT32G5DSHyDPwPn9rMRAU1UqLpvoTSuc1GD3yPqFQJ6UGjuEOHfJ+0x06vQKn00a7zLFA7TthPK7Kodwt2BxWuqT1CVJ+6N7pzadcD0f/pl1rpAknphHgUOEZ9uWeYmTHHj7H+6i+rEav/aVVVUxcMI+tJ44z88abGdO9R4gDw1e/li1ZfOdUcktKGDN7JqeLi9UdqMZaDPKS8FzDkR17Yq6q4PujAYYX+ilY7GKv9A4YtHp+zvrdtU/FvGxKL9uLUl333q4zv7jTBJ5azCevAJ0urdKuRqsxcvDkMuXjVFiL9QXFcGDorQsCjP6qDRyDSU1HjEcWaxGn8jbSovGQsMoImJ+9ksP5u+iY0jVk2mAuUW55AceLTtMrrZ3qsgP1TgN8uX8bPdKb08AUrTo/tQpmiZVbLNy4YD4/HznM6xNv4Preveut3AGt2/D+lDs5VVTEmLkzq+eJBOrXWgxwDwkEg1t15NvDu7DJnlXxau9G90zrgMVuZU/uvpBpg71cO6Z0obAil7zSYyHzUaOWqUMwlx0jz7zTq/z66dBRq9rA0Ft1AqMQYpwQYo8QwimECDwbrhDHhRC7hBDbhRBbA6ULR+GeeG2sxkCdMCdzvyc+pjnx0U0Vjgpfh/N2kRHfEqPWVOt2RoCdZw/QKaU1AhFWO6OSfji2D0lIgXunvaXGnVZpNQJU2qyu8cmHDvDK9RO5qW/gTiW1urxdOxZNnsLR/DzGzp1ZPbN4uHULqCCdLh51TMkgKSqWDcf2qsgwtLo0bsXevCPYnIFfmKGCugFaJnficF7NJUprI42kJy35YrJyv8egNEpMZU+0t8K1FusCRI/qajHuBsYAG1SkvVyW5a7BZs2tT9V3Y6z3G+9k7noAmjQc6JsmwKw7odoZjxTsRpI0tEhqX70t2CiY6vL8ALnr7CHijbE0SWjslaZ27Yw7c05QXFXBpc1dFqjqsJ9A7rSfFC0yrwelym7j9kUL+WbvHl4cN57b+w9QV76CrujYkbdvm8zBszmMnzebwvLyoOlVW4sqr4nn2nmu5Y/H96s6LmAVhIxeo6NtcnN2nz2kmEZN+yJAYlRDEqMacaRgd9Ay1cyiA5Ca1ButxsSpvPVB8wumUEbLHw1FqCMYZVneJ8uyupHmf5DqYjV6Kxx3uqTiBOWVOaQkdnMfqy4QtkaZ7pssq9A1/CojvuaciKosSPdNezD/OACtEjNrpAl3FIwsZLadPkrXtCBWcf3N8qQoi93OlPfe4ctdO3h29BimXnZZ2HlcfVEX3rr1NvZkn+b6+XMoqqjwTVDf5xAkv67pTTlelEtueUlYWSq1LzZNSEWn0XIg39f9VTPaxVuZCS0BOFHo+xiHal+sTufXvti4QTdk2UlOgdckuXVwo8MZ6ldfUIQ/r41RBtYKIX4TQtxZ35kHuiChrMa6zN+WZ95BSkKnWh/vrSpbESVVRaTHB4ZQsDYij06XnMIpO2nRID1k2lCjYAB255ykdXIqRq2uZgb+qoU7rSZw2uZwMO2D9/h8+zaeunYk9wxW37Y7sls3Zt90M9tPZjFh/hzMlaEnMKihegRnp5RMduWcRKh86oK9xDz/4+NFp4HawyctznXPnSk5Aagf7RJIjRM6U1R2GJsjuFUeyI2urbVYn1AEFWAUQnwrhNit8BkZRjn9ZVnuDgwDZgghLg1S3p1CiK1CiK3F5j+3wVZJgdoZ84p3ER/dAq3GVC/l5JScIC2upqXnr2BtRhaHlTOleT4hO3XRrrMn0Eoa2jX0zU+xndFbKt1pRSk8F3ank7uXfMiy37bw6PCreXDoVSGzua5HT9684SZ+PX6MiW/NpUxhLW+lslSNcvGXipdCnMFEk4RkduVkVW+rS8dL04RUHE4n2aWnQ6YN9lJNjcvEXFmAzR6eFRtISfEdKTAru+WBeqPPR4VcsFmW5Tp3v8qyfNr9N1cIsQLoTYB2SVmW5wPzAdq30au+S7VosKu48Fok7LUc3+ytkvLjCCERa0qnqCxwcK1aFVbk0jK57hZoblkhjWIS6pwPwPEi1xq/mQlJbD9zol7yrK0cTif3f7wEu8PBA1cORa/V8p8vVymmndinD/+9bjw/Hj7EbYveptIW/rA7RYXRvuj/8shMcC3Neqwot16q0ig6kcJKc9COFzVKMiVRWFE/dZIkPTGmNMxlxxQ7Xv4o1be1CH+CKy2EiBZCxHq+A1fi6rT5U1TfnTAelVW63tSxUaHdVjUyVxUQb3Q9PGraFQMpv7KI5KiEeqnTKbMr8DkjPhEIf9x1rRXAm3LKMg8tX8q7v/zE3YMG888RNZ2WWy++hJfGT+D7A/u59Z0F9QfFOspzDU+bQ8/SrUYNo+MpqCgKmkbNiJd4UxLmqoKQ6dQo1pQKQGllaCtWjep7KrHwyq6DhBCjgTeBhsCXQojtsiwPFUKkAQtkWR4OpAArhKvtQAsslmV5tZr8nX+yJ60XMiWVUF7mRGcUREX7/mO0wlm9vnN5VQ4A0caUAHnZsMo6DJLdZ/1pbzkdMpZy1wLohcUF6LUGHCWCKnsVdlmDU2gQGoGsNyBp/eoiOavXnfZWUWUJCUbXUD6NkKvXlg4m2SnjrKjCaXMitBpkgxGh0VBmraLMUkWjmPiQedRWskYGiwNnZRXCYEDSB2/PlGWZf3y6HJvdwZ0DL0On1fDkihXIsswdlw7k6ZGjWLNnF1PffxerI8gLxn1ZZLtdddl1kecani0rdpXrlHFUVCLbHUhaCSnKQDiGTwNjLMVVpaETuiU7ZayVNpwOGUm2IztlbMJBtC6ewyV7qDBbkTQCTZSMRls7IEUZXOv5VFSdDZquqkrGUu7EaBJER6svqz6MHKtVxlwaGix1AqMsyyuAFQrbs4Hh7u9HgS61yb/I7CQ7x05a4zpVU7V277axe6+d6BhBWZlMRhMt3XrqFO1qm8PVu6m2jVEjO8jNtpF31k6F2U5FmRNblQPJoEOjFZwxFUBfyN9fjrm0CJtD4HAKZIeMpdKJpNegMekwxBnQJ8UQnRaLUiu+xW5Fr1H3gMuyTNWxXCqP5YFGQui0yHYnDosdXWoyhpbpVNgsmHTKc1DWSgJXV5xbjpJSqvYcROj1yBYLhpYt0CUnhczmqZUrsDrsTL9sEHqtlqz8Av5x9TV8sWM7Mxa/j13FW9VRWkrlvgPnym7THK2KsmujKPc1LLNWYTl+BsuJs2h0EkKnAYcDp8WGMTORqDZpoFERY6vRU2VXtj5lp0zZ2VIseSVYS6w4KqzYqxwYTBKSVqCRZHQaGYRAi4687GKObsrHYZeRrTa0eglTtERUvI6kZA3JmUZVpNC5n4VgHS/7dts4sN9GbIygolwms4mWvr20SNIfHOIAFJsdfPVtBUZj6LL+HOLUUjHRgi2/Wxg5TF011bYzessgBBZZxmx2cvCAnWFXGzFFSVRaZdZ/W0VOtkRyRs3y7XY3GCWDXx2c2P1I6rA52bK6AK1RQ3xGNInpRrRRBvQmDXbhglhyc9dN1W5gE4oqo7A6NThk1xvS4pCwV9mpLLVjKbFQerKEvB1nSR3YAmEy+pRlcVjRSloEApngrq81pwhrdgExvdqgiTYiu61LW4Wdyj3HsB7PodJmxaAJcv39QBeurCdOYmjWFF2jhi5Q7T+kCowAz335BRa7nfuHXAnAp9t+496PF+NQ6WpY/Ms+eLDewehpfjC4e/ZLT53FeqaA6J5t0ce67h0hZJxVVir3HqPq6FliWjcOmJ9HOo0Gq6NmM4HT7uTkuiPoTRri06OISY3BFKNDZ9Ji0Ho6dxzVzTV6g57YNC2dhro62HTChrXSgb3cSoXZRm5WBUd+N9PzykRMMcGfQ43GdT52h3Lvf4nZyaGDNoYONxIbLWGzyaz7torsbImMjD+myctb23db6dBWT9dOBv77ZnHQtEKW/6R2o1pICJEHKLX6JwP5f3J16qILrb5w4dU5Ut8/XhdanYPVt6ksyw0DHXhegzGQhBBb/6wRNPWhC62+cOHVOVLfP14XWp3rUt8LchKJiCKKKKI/UhEwRhRRRBH56UIF4/y/ugJh6kKrL1x4dY7U94/XhVbnWtf3gmxjjCiiiCL6I3WhWowRRRRRRH+YLggw/pUT4tZGYdT3KiHEASHEYSHEo39mHRXqkiiE+EYIccj9t0GAdA739d0uhFj5F9Qz6DUTQhiEEB+7928WQjT7s+voV59Q9Z0khMjzuqZT/op6etVnoRAiVwihOGxXuPSG+3x2CiG6/9l19KtPqPpeJoQwe13fp1RlLMvyef8B2gNtgfVAzyDpjgPJF0J9cQ0AOwK0APTADqDDX1jn/wKPur8/CrwYIF3ZX1jHkNcMmA7MdX+fAHx8ntd3EjDzr6qjQp0vBboDuwPsHw58jSu0vy+w+Tyv72XAqnDzvSAsRvk8mBA3HKmsb2/gsCzLR2VZtgIfAeFM5VbfGgm86/7+LjDqr6tKQKm5Zt7nsRwYLEQdJt6sm863/3FIybK8AQg208VI4D3ZpU1AghAi9c+pXU2pqG+tdEGAMQz9oRPi1rPSgZNev0+5t/1VSpFl2bOocA6uyT+UZHTPl7lJCDHqz6latdRcs+o0sizbATPwxwyADi21/+Oxbrd0uRAi9KScf63Ot/tWjfoJIXYIIb4WQnRUc8B5M1ZaCPEtoDRI9HFZlj9XmU1/WZZPCyEaAd8IIfa73yj1rnqq75+qYHX2/iHLsixEwNlNm7qvcQtgnRBilyzLR+q7rv8f6QtgiSzLFiHEVFzW7qC/uE7/l7QN1z1bJoQYDnwGtA510HkDRvlPnhC3Hsqqa31PA97WQYZ72x+mYHUWQpwVQqTKsnzG7Ropzl7qdY2PCiHWA91wtaP9GVJzzTxpTgkhtEA8UD8TDoavkPWVZdm7bgtwtfWez/rT79u6SJblEq/vXwkhZgshkmVZDjrm+/+MK/1XT4hbC20BWgshmgsh9Lg6Cv70Xl4vrQRudX+/Fahh9QohGgghDO7vycAlQP2sBapOaq6Z93lcB6yT3a3wf4FC1tevfW4EEHqR6L9WK4Fb3L3TfQGzVxPMeSchRGNPG7MQojcu5oV+Uf6VPUph9DyNxtWWYQHOAmvc29OAr9zfW+Dq9dsB7MHl0p639ZXP9fAdxGVx/WX1ddclCfgOOAR8CyS6t/fENekwwMXALvc13gVM/gvqWeOaAf8CRri/G4FlwGHgV6DFX3xdQ9X3P+77dQfwPdDuL67vEuAMYHPfw5OBu4C73PsFMMt9PrsIEiVyntT3bq/ruwm4WE2+kZEvEUUUUUR++j/jSkcUUUQR1ZciYIwooogi8lMEjBFFFFFEfoqAMaKIIorITxEwRhRRRBH5KQLGiCKKKCI/RcAYUUQRReSnCBgjuiAlhPhUCPGcEGKDECJLCFHnIaURReRRBIwRXajqDBTLsnwpcC9w419cn4j+D+m8mUQioojUSggRhWtyiFfdm3RAsXsatKuBOOBtWZbX/jU1jOhCVwSMEV2I6gD8Jsuyw/37IlwzOH8GfOZeluElIALGiGqliCsd0YWozsB2r98XATu9fj+Ba6KDiCKqlSJgjOhClD8YOwG73VNhvQh8Lcvytr+kZhH9n1Bkdp2I/s9ICPE3XHMxbgG2y7I89y+uUkQXqCJgjCiiiCLyU8SVjiiiiCLyUwSMEUUUUUR+ioAxoogiishPETBGFFFEEfkpAsaIIoooIj9FwBhRRBFF5KcIGCOKKKKI/BQBY0QRRRSRnyJgjCiiiCLy0/8D8+Ubi//XLisAAAAASUVORK5CYII=\n" }, "metadata": { "needs_background": "light" @@ -191,53 +224,63 @@ } ], "source": [ - "plot_internal_func()" + "f,ax = plt.subplots(1,1)\n", + "f.set_size_inches(5,5)\n", + "\n", + "plot_func(ax,internal_func,slices = [\n", + " slice(-np.pi/2,np.pi/2,101*1j),\n", + " slice(-np.pi/2,np.pi/2,101*1j)\n", + " ],bounds = bounds)\n", + "bounds = jnp.array([[-5,5],[-5,5]])\n", + "draw_covariances(ax,internal_func,slices = [\n", + " slice(-np.pi/2,np.pi/2,10*1j),\n", + " slice(-np.pi/2,np.pi/2,10*1j)\n", + " ],\n", + " bounds = bounds,\n", + " scale = 2\n", + ")\n" ] }, { - "cell_type": "code", - "execution_count": 257, - "metadata": {}, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": "
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\n" - }, - "metadata": { - "needs_background": "light" - } - } - ], "source": [ - "def angle_and_lam(M):\n", - " lam,bases = jnp.linalg.eig(M)\n", - " angle = jnp.arccos(bases[0,0])*180/np.pi\n", - " return lam,angle\n", + "# A 1-dimensional example\n", "\n", - "def draw_ellipses():\n", - " grid = x,y = np.mgrid[-np.pi/2:np.pi/2:11j,-np.pi/2:np.pi/2:11j]\n", - " X = np.swapaxes(grid,0,-1).reshape(-1,2)\n", + "Applying the chain rule\n", "\n", - " bounds = jnp.array([[-5,5],[-5,5]])\n", - " covariance = lambda X,bounds: jnp.linalg.inv(jax.hessian(internal_func)(X,bounds))\n", - " lams,angles = jax.vmap(angle_and_lam)(jax.vmap(covariance,in_axes=(0,None))(X,bounds))\n", - " f,ax = plt.subplots(1,1)\n", - " for i,(lam,angle) in enumerate(zip(lams,angles)):\n", - " e = patches.Ellipse(\n", - " X[i],lam[0]*5,lam[1]*5,angle,\n", - " alpha = 0.5,\n", - " facecolor = 'none',\n", - " edgecolor = 'k'\n", - " )\n", - " ax.add_patch(e)\n", - " ax.set_xlim(-np.pi/2.,np.pi/2.)\n", - " ax.set_ylim(-np.pi/2.,np.pi/2.)\n", - " f.set_size_inches(5,5)\n", - "draw_ellipses()" - ] + "$$\\frac{\\partial}{\\partial x} \\to \\frac{\\partial y}{\\partial x}\\frac{\\partial}{\\partial y}$$\n", + "\n", + "we can transform a second derivative $$\\frac{\\partial^2}{\\partial x^2} f$$\n", + "\n", + "as follows:\n", + "\n", + "$$\n", + "\\begin{align}\n", + "\\frac{\\partial^2}{\\partial x^2} f &= \\frac{\\partial}{\\partial x}\\left(\\frac{\\partial}{\\partial x}\\left(f \\right) \\right)\\\\\n", + "\\frac{\\partial^2}{\\partial x^2} f &= \\left(\\frac{\\partial y}{\\partial x}\\frac{\\partial}{\\partial y}\\right) \\left(\\frac{\\partial y}{\\partial x}\\frac{\\partial}{\\partial y}\\left(f \\right) \\right)\\\\\n", + "\\frac{\\partial^2}{\\partial x^2} f &= \\left(\\frac{\\partial y}{\\partial x}\\right) \\left(( \\frac{\\partial}{\\partial y} \\frac{\\partial y}{\\partial x})\\frac{\\partial f}{\\partial y} + \\frac{\\partial y}{\\partial x} ( \\frac{\\partial}{\\partial y} \\frac{\\partial f}{\\partial y} ) \\right)\\\\\n", + " \\frac{\\partial^2}{\\partial x^2} f &= \\frac{\\partial y}{\\partial x} \\frac{\\partial^2 y}{\\partial y \\partial x} \\frac{\\partial f}{\\partial y} + \\frac{\\partial y}{\\partial x} \\frac{\\partial y}{\\partial x} \\frac{\\partial^2 f}{\\partial y \\partial y}\n", + "\\end{align}\n", + "$$\n", + "\n", + "\n" + ], + "cell_type": "markdown", + "metadata": {} + }, + { + "source": [], + "cell_type": "markdown", + "metadata": {} + }, + { + "source": [], + "cell_type": "markdown", + "metadata": {} + }, + { + "source": [], + "cell_type": "markdown", + "metadata": {} }, { "cell_type": "code",