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@apatlpo
Created February 14, 2025 11:07
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non separable kernels
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{
"cells": [
{
"cell_type": "markdown",
"id": "a5c4c6e2-b33e-4255-9894-f00dc84ff789",
"metadata": {},
"source": [
"# non-separable kernels\n",
"\n",
"Useful references:\n",
"\n",
"- combination of marginal autocovariances: Porcu, E., Mateu, J., Christakos, G., 2009. Quasi-arithmetic means of covariance functions with potential applications to space–time data. Journal of Multivariate Analysis 100, 1830–1844. https://doi.org/10.1016/j.jmva.2009.02.013\n",
"\n",
"- review 1: Porcu, E., Furrer, R., Nychka, D., 2021. 30 Years of space–time covariance functions. WIREs Computational Statistics 13, e1512. https://doi.org/10.1002/wics.1512\n",
"\n",
"- review 2: Chen, W., Genton, M.G., Sun, Y., 2021. Space-Time Covariance Structures and Models. Annu. Rev. Stat. Appl. 8, 191–215. https://doi.org/10.1146/annurev-statistics-042720-115603\n",
"\n",
"- analytical calculation of covariance from spectra (not easy) & Matérn: Stein, M.L., 2005. Space: Time Covariance Functions. Journal of the American Statistical Association 100, 310–321.\n",
"\n",
"- application to oceanography of non-separable kernels:\n",
" - Park, B., Kuusela, M., Giglio, D., Gray, A., 2023. Spatiotemporal local interpolation of global ocean heat transport using Argo floats: A debiased latent Gaussian process approach. Ann. Appl. Stat. 17. https://doi.org/10.1214/22-AOAS1679\n",
" - Kuusela, M., Stein, M.L., 2018. Locally stationary spatio-temporal interpolation of Argo profiling float data. Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences 474, 20180400. https://doi.org/10.1098/rspa.2018.0400\n",
"\n",
"\n",
"- extension to negative models: Posa, D., 2023. Revised and wider classes of isotropic space-time covariance functions. Stoch Environ Res Risk Assess 37, 4941–4962. https://doi.org/10.1007/s00477-023-02547-5\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "78c858ea-54c4-40d3-992d-04a8028f96cb",
"metadata": {},
"outputs": [],
"source": [
"import xarray as xr\n",
"import numpy as np\n",
"\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from scipy import fft\n",
"from scipy.special import kv, gamma\n",
"from scipy.signal.windows import hann"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "feef9c4b-be97-4855-a327-fbb8c155316e",
"metadata": {},
"outputs": [],
"source": [
"Lx = 1_000 # km\n",
"Lt = 100 # days\n",
"\n",
"dx = 1 # km\n",
"dt = 1/4 # days\n",
"\n",
"ds = xr.Dataset(\n",
" dict(\n",
" x=(\"x\", np.arange(-Lx/2,Lx/2, dx)),\n",
" t=(\"t\", np.arange(-Lt/2,Lt/2, dt)),\n",
" ),\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "06fa6297-2055-489f-8259-6556b173bfea",
"metadata": {},
"outputs": [],
"source": [
"def matern_general(dx, eta, nu, l):\n",
" \"\"\"General Matern base function, high frequency spectral slope is -(2\\nu + 1)\"\"\"\n",
" \n",
" cff1 = np.sqrt(2*nu)*np.abs(dx)/l\n",
" K = np.power(eta, 2.) * np.power(2., 1-nu) / gamma(nu)\n",
" K *= np.power(cff1, nu)\n",
" K *= kv(nu,cff1)\n",
"\n",
" if isinstance(K, np.ndarray):\n",
" K[np.isnan(K)] = np.power(eta, 2.)\n",
" else:\n",
" K = K.fillna(np.power(eta, 2.))\n",
" \n",
" return K"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "2908762d-9d61-45d2-bf11-106c94f08d68",
"metadata": {},
"outputs": [],
"source": [
"λs = 50 # km\n",
"νs = 5/2\n",
"\n",
"λt = 5 # days\n",
"νt = 1/2\n",
"\n",
"Ct = lambda t: matern_general(t, 1, νt, λt)\n",
"Cs = lambda x: matern_general(x, 1, νs, λs)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9fb547de-4e35-4428-a09a-35997c1c5f54",
"metadata": {
"jupyter": {
"source_hidden": true
}
},
"outputs": [],
"source": [
"# old stuff \n",
"\n",
"#f = lambda x: 2**(1-νs)/gamma(νs) * x**νs * kv(νs, x)\n",
"#f = lambda x: matern_general(x, 1., νs, λs)\n",
"\n",
"#h = lambda t: np.exp(np.abs(t)/λt/α)\n",
"#α = 2\n",
"#h = lambda t: (1+(np.abs(t)/λt)**2)**(1/α)\n",
"#α = 1\n",
"#h = lambda t: (1+(np.abs(t)/λt)**1)**(1/α)\n",
"\n",
"#C = lambda x, t: 1/h(t)**α * f(np.abs(x) /h(t))\n",
"#C = lambda x, t: 1/h(t)**α * f(np.abs(x))\n",
"#C = lambda x, t: t*0 + f(np.abs(x))\n",
"#C = lambda x, t: f(np.abs(x))\n",
"#C = lambda x, t: 1/(1 + np.abs(t/λt)**2 + np.abs(x/λs)**4)\n",
"\n",
"\n",
"#C = lambda x, t: matern_general(np.sqrt( (t/λt)**2 + (x/λs)**6 ), 1, νs, 1)\n",
"#C = lambda x, t: matern_general(np.sqrt( (t/λt)**2 + np.abs(x/λs)**7 ), 1, 1/2, 1)\n",
"#C = lambda x, t: Ct(t)*Cs(x)\n",
"#C = lambda x, t: matern_general(t/λt, 1, 1/2, 1) + matern_general( x/λs , 1, νs, 1) # produces cross, not looking good\n",
"#C = lambda x, t: 1/(1/matern_general(t/λt, 1, 1/2, 1) + 1/matern_general( x/λs , 1, νs, 1))\n",
"#C = lambda x, t: 1 + (Ct(t)-1) + (Cs(x)-1) + (Ct(t)-1)*(Cs(x)-1)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "a3d170eb-5505-408c-b451-787b821fe28a",
"metadata": {},
"outputs": [],
"source": [
"def compute_spectrum(ds, window=False):\n",
" dsE = xr.Dataset(\n",
" dict(\n",
" k=(\"k\", fft.fftfreq(ds.x.size, d=dx)),\n",
" omega=(\"omega\", fft.fftfreq(ds.t.size, d=dt)),\n",
" )\n",
" )\n",
" if window:\n",
" w = hann(ds.x.size)[:,None] * hann(ds.t.size)[None,:]\n",
" else:\n",
" w = 1\n",
" E = np.abs(fft.fft2(ds[\"cov\"].data.T*w))\n",
" dsE[\"spectrum\"] = ((\"k\", \"omega\"), E)\n",
" return dsE\n",
"\n",
"def plot_cov_spectra(ds, dsE):\n",
"\n",
" fig, axes = plt.subplots(2,2, figsize=(10,10))\n",
" \n",
" ax=axes[0,0]\n",
" ds[\"cov\"].plot(ax=ax, cmap=\"inferno_r\")\n",
" \n",
" ax=axes[0,1]\n",
" _ds = dsE.where( (dsE.k>0)&(dsE.omega>0), drop=True)\n",
" np.log10(_ds[\"spectrum\"]).plot(ax=ax)\n",
" ax.set_xscale(\"log\")\n",
" ax.set_yscale(\"log\")\n",
" \n",
" # marginal spectrum \n",
" ax=axes[1,0]\n",
" _ds = dsE.sum(\"omega\")\n",
" _ds = _ds.where(_ds.k>0)\n",
" _ds[\"spectrum\"].plot(ax=ax)\n",
" ax.set_xscale(\"log\")\n",
" ax.set_yscale(\"log\")\n",
" ax.grid()\n",
" \n",
" ax=axes[1,1]\n",
" _ds = dsE.sum(\"k\")\n",
" _ds = _ds.where(_ds.omega>0)\n",
" _ds[\"spectrum\"].plot(ax=ax)\n",
" ax.set_xscale(\"log\")\n",
" ax.set_yscale(\"log\")\n",
" ax.grid()"
]
},
{
"cell_type": "markdown",
"id": "f604a2d5-150b-4ca8-a47e-9f4503e81856",
"metadata": {},
"source": [
"### separable kernel"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "61dc38bb-d4eb-4d1b-bc07-446af5dd6aaa",
"metadata": {},
"outputs": [
{
"data": {
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wvy+jAjBxWjZEzQ0MHPfJEYyylgwdKPwIIaSFYDuHoYNfA+xmpN51JNI+T3HbQUS5XtieQS0k4uQHyqZ6nm8luhCUhWO6x628QFkoqFEL2XQ+BtLnBOoOe+Qhm1E9aDKvWZbhoPZxpc6eP4u4HsAsUVKEerZGXENjQOFHCCEtBHP8hg5CMMdv4K4QT5lqlfA5ai7YpkCvoU87h6iC0D3NLQTt3S+8YaD2jYJDQu0hejWBZ4WBBvT6AwDVIwwlotCmJAzDqK1x72WFhLrDQWX5cX7hoeb1nKIwaF3YmN81VJ+5srDQoL3d5/zm1Oa6hKPOUM+WhMKPEEJaCCFESo8fQwebBVURjje6zUzdA9AGONQzyq9gmkqjfoLfXYETiCYGvULQ5jlzv1l35NrZhu0isHbe3+NneTT9CsRE8Qy67UxbKEY2FlZ4JY5nMM5Y0LjMQ+ieL1vnN8dvbpawuEtjQOFHCCGENCFKKwm/OguztKGehhFzfYT78QgqF0HV9LN+vtxC0n7pwOIutokyEWjXoW4hV5vrbhdhyAVfkJCz7LQ/pzIR6CcAzTn+giyKFxCIJgLDhF0aEWjeUwqvn21uWAVQ0pxQ+BFCSAshoELw81HSZNRbwFZSCqUwkeYmitDUQ7zrQR7BOCG+UbyAge0b3H31bPs5xZV9P+9av5YRnpw9lyfQfa+GbiQWgX4C0L7OnBccvhklz85PBEZtI+EeizJu3pP3738UMegma+FHj19jQOFHCCEtRPp2Dgz1bFS6u7vR3d0NrfqGsqVCPevs8UudCxnTvkjXC2uiHiA2/byBUbOy4jRld4tCp8CyzZOIQKkXMCCEUyjCEwpau5ZPTmCkkE6XCJSJSe+9yfMBI3vzMgoHTTLutkUmBgF5NdF6wRy/xoDCjxBCWgglZXEXg8KvYenq6kJXVxd6e3sxatSowTYnU+otYNMKy7iholqE5uxhe9ZbDAcRJFz9q3Da5tREmn2dc41bAFp7+4oyn5xAv8qifhU/s2ocLxtL4wn0G4s6HnbOfR7wF4TmyYw9fkjh8ePLUmZQ+BFCCCFNSCt5/OpN2ucpbqholNDQsA9ZAh33unx/mScwihfQL8/OtCO5CAzyAsrz7MKLu9g9gboh9/jJ9goKBbXbGkk8pinkkkAEBo1HPed3Pmg+aT0o/AghpIUw+/gxI4KQLIkdKhqluEvYnoPo8csKeZ5d9bEsDzCwkIykuqcQgb0C49rqbhbvRlGEx0ahqNLKmZHGVFXaa08mvvzGw4i7zhKHIqi6UAKUFKGeQT0tSTwo/AghpIVI38ev+d9sDhXo8YtO2uepLg3cQ8JBg/bwLQwj8QQm8QLaPYC64RY6cruitFsA/AWgtU4WAmrf368YjN3WsIqgvkVdAnIB/fIAzf3r5wH0Wx80bj/nd95vbr1IVdyFf+Yyo2W6/C5ZsgRCCCxYsKA2ZhgGFi9ejPHjx2PYsGE45ZRT8D//8z+DZyQhhBCSETkFyCmiJY56Y4nkgTpElEOEHAFrFZ9DKPAekr296wKuJfyPsHuU2ui5T6e9/vcW4Xox7YtnZ/g6wBRZiQ/V50izZ8gRZDNpPVpC+K1fvx5333033ve+9znGb7nlFixduhS333471q9fj7Fjx+K0007DW2+9NUiWEkJIfRFCgZLiSFcRlJBk1FuIkeS4xU6UebH2t4krcx95fqNdXIXZUFtTFYDuObJ1suu57Qxb52ejTERFHQOcXkH3fN81EcXbQAk+q6pn0oNkQ9OHeu7evRuf/OQn8a1vfQs33nhjbdwwDCxbtgzXXnstzj33XADAvffei46ODjzwwAO4/PLLB8tkQgipG2aoZ/IXbsFQz6aBoiY6WsrnqR7PsxGypx4Uj+nz+YxsWBoWqrsFi3tNP+58OYew8rExqD2E+5QsHNSc6Lxu0t6AMjuD7Au2NcIk6TqjboLK0LzVRGvnJJVGA/eyhY42VB8//pnLjKYXfl1dXfjwhz+MD33oQw7ht2nTJvT09GDmzJm1sWKxiJNPPhnPPfecr/Dr6+tDX19f7XFvb2/9jCeEkIxJm+OXLj+QDCRKCwm/ercuSPs81eN5DhOjgUU9/URhBBECSMRggBCM2hvQXXQFiCaw/ISgx8NmE4J+hWHC8gKDegRGqijqup7bziiVQR1rs+jhJ/EG+uUKytbbsc/PXvil6ONHj19mNLXwe/DBB/HrX/8a69ev95zr6ekBAHR0dDjGOzo68Ne//tV3zyVLluD666/P1lBCCCGE+FJvARu3HYObuPZFEbJhe6a1OSv8RIsbaSGUFIVXPNUzbcVhgvoD2tf69Qj0NKV39QgMs9H3ehFEoL+tGfbwc4lBd+VQ2XrPeVaHbkmaVvht2bIFn/3sZ7F69Wq0tbX5zpP1aQnqr7No0SIsXLiw9ri3txcTJkxIbzAhhAwAilChpHrBbow3myQcVShQMy65Plhoda4qmLaAzGA0Uw/KlfP7rkdpHC+/lmtA9woY+brgHnpBbRVkc+wN2YMEYFB/QGutt+2C8PXk1daFCEC/sShVTGOtDRF7Qd466bkIQrDeyPIt46wl2dC0wm/Dhg3Yvn07Ojs7a2OapuGpp57C7bffjpdeegmA6fkbN25cbc727ds9XkA7xWIRxWKxfoYTQkgdYagnaUYaPWQ1rn2D5cGUfrAdMfzTjiMUNCQfsH9NPzJPmV+T+LBiMNJQVWmunUvEwbtvlLBVWYsIWQipbEzmHZU6ICKsra3POOTS0DXfYjF2osyJg1DjF/6praXwy4ymFX6nnnoqfve73znGPvWpT+E973kPvvCFL+CQQw7B2LFjsWbNGhxzzDEAgFKphLVr1+KrX/3qYJhMCCF1R4EKJUVxF3r8mofWKu5S3w8c6u1RdBPl+5LGi+j3Bjq6SHI+jNPwXBbOCMiLrgR5ytzeNb95cTxsMk+gubZ/nS6xKeh6QeGqSe2srQ3Yz77es4ePRzDsnPu8nXr38lPU8Kqsvmsp/DKjaYXfyJEjMXXqVMfYiBEjcOCBB9bGFyxYgJtvvhmHHXYYDjvsMNx8880YPnw4LrzwwsEwmRBCCCGDQFqBHDdUNIscv7T7x8FTBdP2f3chGHtIpZ8IlO0bp9CKbF6UXDk/e+zhoP5iKoLglIjVpPmAQHA4qOfaEUSguSa4cbufwHPPFS0SRk6cNK3wi8LVV1+NvXv3Yt68eXjjjTdw3HHHYfXq1Rg5cuRgm0YIIXWBoZ5Dh9by+NUXLWppSh8GI9QzSNz57S97Sx/FC+gWbY4QTfdav6gAW0ioTDMkCbMEvJVB3WGWMnEFyO/R7QWUhldGsFMWtpo0HFRma7+93rl+e5j7BIeGxmnvkHn7CVVJLiYFI1GyoqWE35NPPul4LITA4sWLsXjx4kGxhxBCBhql+i/NDqQ5oPCLTtoiOHFDRaN4CMO8dll9b6OIwTAh6Fjr43myI/NkucMegwqn2Mf9Cq5Yc6J6yNw2uQvauKuD+lUGlY3FDQf13GNIhVCn3fI93PvY97KI294hS4QiIBI25BOSfE2SjJYSfoQQQgghbga6j1+zhXoGessC8gGdeX3ePnuy0MsgYWXfP0muXZgIjBoOKrNTZlOYnZatcaqfhoWFeu2OLgTde9rxhnqynUMrQuFHCCEthIAKkaK4i2Bxl6YhTUPkhqPOjua0Qimux1BV0v8eJQn1jLy363Fg2wVPI3X5Oj8R2D8YXh3U3oQ9yEuWVAR6RKe00Ir9WnIvWtSwTiDcY+l3j3Z77Ta77bbbHrSXReQCKxlHEyiqgJLQ4yer0EqSQeFHCCEthJnhl+ZdNF9gmwWlhUI9k/afi0pqoRRTOGZR1XMgv7duIego7uLTSN09Mbw3nTXPuY87HDSKJzBtwZWwtgtuEejuEei9t/p4Ah3rA8I44whBx7wB7E8plOQ5fiIg9JjEg8KPEEJaCOb4kWak3p5LLaUnO36oZ/o9/Xr1DQSBxV38BIdEBEpz13wEIGAKFj+BYxdSQbmAQPK2C9b1ouQDyu8tPB+wds0AT6Dfesf9xhCCtbUBRXzcJO255wc9fo0BhR8hhBDShLC4S3RUY6A9fuEfoIQVjInbQiJLgu43UvhhTdwFFXex5vQvi5sTGEUEAnLvWrTwSjjnJAwHjRq2atnqNzdoPEo+X1Aj9KCCPs3G5MmT8de//tUzPm/ePHR3d3vGn3zyScyYMcMz/oc//AHvec976mLjYEHhRwghLUT6HL+Ude9J3eju7kZ3dzc0zRQMOUUMqjjIkqyLlbhJ61FstOIuaa4b99pB+YChIlCif8PaQ/iFgkbxsMX1rkUNr4yTEyizNYqIi9rXMGgPP/vdyAq8uEVhkEhMglAHrqrn+vXra38nAeD3v/89TjvtNHziE58IXPfSSy+hvb299viggw6KZ2gTQOFHCCEthEgZ6mkw1LNh6erqQldXF3p7ezFq1KjBNidT6u25TF/cJZ590eYH/67FbSER/brp8gvtVoWJQLlQcuW+eUSStTc8e1j7xBWB1pg7HDRyRdGYOYF2+5OEhDquLQlhDZovO+c+H6XAi5Hx76Qp/BLm+MX8QNIt2P7v//2/OPTQQ3HyyScHrhszZgz233//uOY1FRR+hBDSQihGSuFnUPg1Cwz1jI6WtrhLzOIzzVbcxU3UiqJhIlDmBfQTgNY6dyho//7Ofay9goRV1GIradpDyGxy2x9XBPqN+3kD3fPde8nO+82rF1nk+PX29jrGi8UiisVi4NpSqYT7778fCxcuDPViHnPMMdi3bx+OOOIIfPGLX5SGfzY7FH6EEEIIaWlS9/HT462PUkwm3Cb/D2GSeAPT2WK/dv+9hYnAIC+gX0Nyv2IyMiEVJgLD2i5EEYGBYZkhXk7LriQi0O/afnb72e8mqiDMOtQzCyZMmOB4fN1112Hx4sWBax555BG8+eabmD17tu+ccePG4e6770ZnZyf6+vrw3e9+F6eeeiqefPJJnHTSSRlY3jhQ+BFCSAshqg0d0qwnzQE9ftFJWyEzdqhnymIyQH37+GV1rSgi0MIr6LxzDMPbx09eOMW2JkZ10KzCQaXr/KqRuuwKqxDqWJskry9ADPqtlZF1VU8hROI9RfWDly1btjhy8MK8fQBwzz33YNasWRg/frzvnHe/+91497vfXXs8ffp0bNmyBbfeeiuFHyGEkMYlbTsH5vg1D6poHeFX7+IuaYvgxK7qGcFbEuYVDP7eyn9Po3oC4zwfkcM+JSLQPuYn6NzhoEGhoNa6oP6A1j6Af49A+/72a/iFgwb1CPQbixLu6me/b9Ecn7DQsHNhYnAgUFQFSsIcP6WagtDe3u4QfmH89a9/xS9+8Qv86Ec/in3N448/Hvfff3/sdY0OhR8hhLQQFH6kGWm14i5ZVPVMYvNAFHeJs79MGIYWd3GLFI+HzC+vzz0vWj6g3SZrf0/D95D2ELJ1Mlv97tHPEwhE9wZa1/M7Zz8PyMWgY24jVfVM6EFfsWIFxowZgw9/+MOx177wwgsYN25cous2MhR+hBBCSBOiMNQzMmmfp7ihopGKu4QUjElms+yDm/gtWuz3myTUM+i8nwAE4ucE+olAcx5s8+I3irf2r3ezePs9Ou/TYV6oEHTb4LbF77zf3GZH13WsWLECl1xyCXI5p9xZtGgRtm7divvuuw8AsGzZMkyePBlHHnlkrRjMQw89hIceemgwTK8rFH6EENJCsKrn0KGVcvzq3scv5fNUj36JoQVjMvtVTCcG3aLX77kME4F++PUJ9Aoc25yUhWGyaBGRtDqofTyqN9B9D/Z7CevVFyT2gsJFM8/xG2CP3y9+8Qts3rwZn/70pz3ntm3bhs2bN9cel0olXHXVVdi6dSuGDRuGI488Ej/72c9w5plnJrK3kaHwI4SQFkJBf+nrJLTO572kmWi1UM8oHsLQUM+YLSSyJMg2v3uThXUGjfnNCcrtA/x76AHhYaTmnOq6gJxAaX5ehp5Ama2+9voIQfu9uO/HvZf7XmT3FOdcErLI8YvDzJkzHc+VnZUrVzoeX3311bj66quTmNZ0UPgRQgghTUgrefzqTVY5a1GJ4iEMzbMLyrFK7Q30+MYcj4Js87u3sOIufoIvamXQKDmBYT0CrTXmHPf+8cNBA1s9xAwH9bPXfl1AHhYqux/rnmT7uZGJQtKaUPgRQkgLwXYOhHhJ3cdvEIq7BO6fsTdQVYKFoOPatnsLE4FJPH79NslzAoHoIjCs2EpQdVC/yqD2dVGFXBIR6HefjutLPhyIIwbd9+WYl/WHSilCPZFBexRiQuFHCCEthFKVfkkxUqwlA4uq1D9EslUY6FDPLL4vgW0U/LyBCT+3yaKPX9Z5kDJhaI0nEYFAvFBQc154PmDteiFVPqOKQPvcKN5Au+1AcGiouSciEXVeVBQhAr2OYWtJNlD4EUJIC8HiLkOHVgr1bPTiLrH7+GUR6pnEZpmjLtGvdP8izdVpPUpxF0sEyqqDhoV6Bgk+9xwgYlhnQGVQa23SfEDZ9WR2RRWBfnP9xKH9+m777fa68ct/qxdCVSAS5vgJna9LWUHhRwghhJBBpdWKu2QR6hm3hUSWOG1zvum2C8EwEWj3AlZ8BJ871DNI8MnmyEJBAbmYCysK47suQj4g4OdBjCbiZL0C/eYGjbvtcOwZQRBGPU+aEwo/QghpIUTKUE+doZ5NQyt5/OpNM3r8MgudTOAFDA79lHsDw/r4ub2AocVdEghFmScQCBeBQLw+gVm0h7D2l10T8IY3xhWC9nMWg1ngRVEFlIQ5fkpY6xMSGQo/QghpIUT1X5r1pDlopQbujR7qWY/nuR57Rn0ePTmCMSLpnEItugiMu3+UIjBRvYV+uX1h1TKT5ATK9oraLN495rh2RCEYtJdsjoXbxqyj/lP18aPwywwKP0IIaSHSFndJs5aQpDDUM9kecfeMuneSfWQiMIoHzx0OGuV5idsz0BoL8uYB2eUEmnPg2Mu+X1JvoH3cTwjK1tjXBc2Jcz4uzPFrDCj8CCGEkCZEFSK411szUef3dc0Y6jmg3lxXOKhm2AVdEjvMb6jMCxhU3CVtTmBQYZggEQj4CUHnXUUJBzXXGaEi0NovijfQuk7QuF/lyyDPoBu3OCStByU0IYS0EEqtk1/yIy7Lly/HlClT0NbWhs7OTjz99NOB87/3ve/hqKOOwvDhwzFu3Dh86lOfws6dO5PeMiGhWPmQA3XU26a6Pz9CRPpgIcwmVVFqh3tN2B45RTiEoGyee8xvL791doQiPOLILcqEEB7x5rfOvlYo/UfYftZaz7Wr13Ffyz4uE3eKEI4jCMdeGX+opKj9eX7xj0xNGdLQ40cIIS3EQOf4rVq1CgsWLMDy5ctx4okn4q677sKsWbOwceNGTJw40TP/mWeewcUXX4xvfOMbOOuss7B161bMnTsXl112GR5++OHEdg9ForyRIyYaWqyPX8biL1bPQJt48SvMIid6k3j73u4iN+5w0CSewDg9AqXePInnLpoHMbxCqLUfENC43cfrJzvnPh/1b4aR8d8WP2EadS3JBgo/QghpIdKKgbgev6VLl+LSSy/FZZddBgBYtmwZHn/8cdxxxx1YsmSJZ/4vf/lLTJ48GVdccQUAYMqUKbj88stxyy23JLZ5qKICSFgroeGod4TZQId6ZkESm6PaGadiaFQBKhOBQWOWF9AdDhoUCmrZHtQfUH6t8DBT2XiUHoGAvLdf5LUBvQLde8pyA+3Xqq2JkM830GGdiqJASZjjp2gMUMwKCj9CCCEeent7HY+LxSKKxaJjrFQqYcOGDbjmmmsc4zNnzsRzzz0n3feEE07Atddei8ceewyzZs3C9u3b8cMf/hAf/vCHs70B0lTU23OppWxW3Wgev7TXTZVf6Oeok3gCo3ndnEVhohR3CcoFtM8L8wLKrpU8HzB7TyAQ3Rto7QP4e8jCPIMO6GVrSSj8CCGkhciqqueECRMc49dddx0WL17sGNuxYwc0TUNHR4djvKOjAz09PdL9TzjhBHzve9/D+eefj3379qFSqeAjH/kIbrvttsQ2D1VkeUBNS529D3pKYRk3VLTpiru4CGoe7+flk82J44Uzx/wrg/qJSZkItOZFub77XsKuBwysJ9Cc2/9/P2+gfR8Ld2++KIKwXqRq59AqoQ0NAIUfIYS0EArSVe2y1m7ZsgXt7e21cbe3z470U26fN9obN27EFVdcgS9/+cs4/fTTsW3bNnz+85/H3Llzcc8996SwfOjRSlU99ZQ5eGGk9SjWq6BK1kTu45fi2r55fQkaxQft7w4FjZLXFxbCGtTwPW610IHwBNbWS55HWW6gfX8gesN2mSBsqHYOCdcRLxR+hBBCPLS3tzuEn4zRo0dDVVWPd2/79u0eL6DFkiVLcOKJJ+Lzn/88AOB973sfRowYgQ984AO48cYbMW7cuGxugDQV9fZcalrKUM+YwjGKhzBKSGNcsgr1tBMkpoKEE+B83qxw2zCPWlAoqDmuRxJldtujtIaQjcfpEQjIG7JLe/YFNIu3r/Vbb86Hbb7jNnzDQ+2E/c61TDQBcUDhRwghLcRAVvUsFAro7OzEmjVrcM4559TG16xZg7PPPlu65u2330Yu53zpUVWzVrfszQnxh1U9o6OLdD9bcTVYs4d6ZoVDGFZ/Vv0EoH0saK+gnEA/QRfV1ihiPCyX0BoLE4FAdG+gtUccj6C5xvwatTVDPf8GC0WBUBJ6/BKuI14o/AghpIUY6KqeCxcuxEUXXYRp06Zh+vTpuPvuu7F582bMnTsXALBo0SJs3boV9913HwDgrLPOwpw5c3DHHXfUQj0XLFiAf/qnf8L48eMT201IEGm9F0rM98NRislkFW6ZBVEEl4yg/Dq/ffwEoGdeJK9buAiU7eX2BMrmBNkQ6ukMCAkN8+b55fBF2cO+j7kGUtwewtp827Wz7+OXoqonQz0zg8KPEEJaCIF0OX5xX+rPP/987Ny5EzfccAO2bduGqVOn4rHHHsOkSZMAANu2bcPmzZtr82fPno233noLt99+Oz73uc9h//33xwc/+EF89atfTWH10EQRrdPOIf5PXjxSV/WMaV6UYjJpegsOaB+/iKIwSqVN+xpZ+KxmyEI9/T1sQYVholQUDbM5So/AoP1lY1mLwKB97HvZ8ROEdSVFjh8o/DKDwo8QQkgq5s2bh3nz5knPrVy50jP2mc98Bp/5zGfqbFVjc8455+DJJ5/Eqaeeih/+8IeJ9milqp5pc/DCSFsEJ27xmShe92Yp7pKkj1+QRy1of1WIwFBQazzIC2iOywvDBAm0IBEYv0dh8pxAIFwEAsmFoHtfPwZFHJK6Q+FHCCEthBAiVYhOmvxAEp0rrrgCn/70p3HvvfcOtikNQf09lylDPWOKtChCNlSMBrzxDmujEIZf4/KsiOJR883Hc4chJhQgpmfOvdivCaFzndvuqHl9UXM7w3ICLQLz+gIqegZV5PTLN3ST9YdKQklR1ZM5fplB4UdIBui65ntOUdQBtIQMdbJq50Dqy4wZM/Dkk0+m2qOlirvU+QdvoKt6RismE1JIJCA8tRFDPaPaFBYG6hGGrufeHg7qmBcQjplli4g4QtC+X1RvoH08UV5fSEXPqG0aMm/nwOIuDQGfSUJSEiT6rPNhcwjJCsvjl+YY6jz11FM466yzMH78eAgh8Mgjj3jmLF++HFOmTEFbWxs6Ozvx9NNPD7idqmido9Gfq7hYYbhBR7jNwv9QBu7w2BVhXtBYznW45/hdx/68RL2W/2PFcbivF7S3n91RbQgb8xsXinAcdoJ+thrl77zZx09NeFCuZAU9foSkII6g03WN3j9CmoA9e/bgqKOOwqc+9Sl87GMf85xftWoVFixYgOXLl+PEE0/EXXfdhVmzZmHjxo2YOHEiAKCzsxN9fX2etatXr2b1Ugn19lymbRAf175IVT1Dtsy4cGcsklT5jJrXFlZgJYrnLKg/YND10+YE2tcmLQwTZSzKeNy8PndOX5j444eArQmFHyEJSOrBs9ZRAJJ6wVDP9MyaNQuzZs3yPb906VJceumluOyyywAAy5Ytw+OPP4477rgDS5YsAQBs2LAhM3v6+vocIrK3txdAi4V6phRmYegpw9bihopGCQ0NE6OJvrcZ/QInCf1MWgAlboEVj5gLEYG1eRHEXFBl0CAbkohAt11R5gaN++UIWoR5mcOKvaRFpKjqSY9fdlD4ERKTLMI26f0j9UIR5pF4fXamtCSlUgkbNmzANddc4xifOXMmnnvuubpcc8mSJbj++us9436heM2IXueqnmkFshqzAXyU99Ch4Z4Bm2T9Hj3Oz1GSvD77urA1fr32Inn0JCLQPi/Y6+f2DjpFoHsfv3VhOYFxewAGzXWPu8/55ekZkh8g989j1sVdFEWBkjBXL+k64oXCj5AYMFePkKHNjh07oGkaOjo6HOMdHR3o6emJvM/pp5+OX//619izZw8OPvhgPPzwwzj22GOlcxctWoSFCxfWHvf29mLChAnJbqBBqbfnMm0fv7hvguM2fJcR5BGM9XxFeM+cdXGXKCIvLBxTFgoK+AupIBEIyIvCRC/IkswT6LY/Siir31jQeNg5+3kgWuEWhnq2JhR+hEQka9FHrx+pB6L6L816Eo6scl6cN0qPP/545LnFYhHFYtEz3lKhnnX+QF9PKfzietiiFIQJ2zNQbPoujvjzEOP5jtr6IYtQzyhCMUhIBe5d/V1JmxMY5AkM2ktme5S1UcZl56Kcl82rFwz1bAwo/AiJQL08fRR/JGsY6llfRo8eDVVVPd697du3e7yApHWIK7CjFJMJ2zOtlzIrgsSG37w4xV38Qhj99nfnBMqaxAde3yUA/fZWFRFBzDqLwgTtJbMdkDe59xPbQSJc9tzFfW7tGBmHelL4NQYUfoQMMhR/JEsE0rWqbhH/Ud0oFAro7OzEmjVrcM4559TG16xZg7PPPntAbRmoVggDQ31vJK1nNK4IixIaGlYwJrBAjN/7YOmb+wj3HqNZ/GB7/OIWVrHmea6fMBQ0SlEYmZ1+dkXpE+h37aC97ef8zvvNrQdCpOjjJyj8soLCj5AQmNdHyNBi9+7deOWVV2qPN23ahBdffBEHHHAAJk6ciIULF+Kiiy7CtGnTMH36dNx9993YvHkz5s6dW1e7uru70d3dDU0z/yaJFgr1rLd3K20RnLiholHeQ4eL9vg2R21bEfpzE1EI1qO4UNLG534i0L2Xb5EUV2GYpK0ZVJe4SZMTaL+PLPP97HMs3HPTVsIljQklNCEBDJToY5N3khVmqKdIcQz2HQw+zz//PI455hgcc8wxAICFCxfimGOOwZe//GUAwPnnn49ly5bhhhtuwNFHH42nnnoKjz32GCZNmlRXu7q6urBx40asX7++rtcZDBq9QXy63ymfQ0nX4F1qp2SfJM9H2mbxtX0CxvzmRNk7yrVkjeKjXMt+/7K949hgjjkbxUfZz77er+G93/yg5zDKHL/5abFCPZMecVi8eLGnYf3YsWMD16xduxadnZ1oa2vDIYccgjvvvDPN7TYs9PgR4kNSIWYYFQjBXy0yOLCPX3pOOeUUGCEennnz5mHevHkDZJGcerw5GywavZ2DFrPPYBbFXYL3iHE/sl9qz8Vd3p6An/8oeWNpQj3D8tvcc6JcC/DPBwyyQZYPmMYGWU5g1Pu23wfg9GgG3U/cOfVioHP8jjzySPziF7+oPVZV/5SaTZs24cwzz8ScOXNw//3349lnn8W8efNw0EEH4WMf+1gimxsVvjslREJc0WcYFd/HcUQg8/1IWoQwj8TrszOFkMjUP2Q1ZVXPmAI7ipBNFW45iEJZVhTFMydFcZc4IY1ByMI6o4RRytaF5QMG2S4fCw8H9Vvvdy9+9+NeZxH2fGYd6qmoCpSEwi/JulwuF+rls7jzzjsxceJELFu2DABw+OGH4/nnn8ett95K4UcI6cct+ILmRBWAFH+EkCgoSFfBtaGo842k9SjGFabR5gfbFOSQ8fcGRrTT/T7adTH705VWBCYlqCBKtFy7YHuiFFbxFW4DIATd92TNlY373Y/9vvzW+dGIOX69vb2Ox36tbgDg5Zdfxvjx41EsFnHcccfh5ptvxiGHHCKdu27dOsycOdMxdvrpp+Oee+5BuVxGPp/P5gYaAEb1EOIiqrcviuhLM5+QJAjR39IhydEitUKGBI48rCY/6k3afLzBYCDtCcoLDMLvexglDNkv7yxsD79ctaA5fuvc+OXRhV4v4nPgZ5d3nuIRg35zo5zzyxMcSIQiIBQl4WHaPGHCBIwaNap2LFmyRHqt4447Dvfddx8ef/xxfOtb30JPTw9OOOEE7Ny5Uzq/p6fH046no6MDlUoFO3bsyPaJGGTo8SMkAUlFXNT8P3r9SFIE2M6hVXFX9Wwl6v1eNO0zFrdATCRviR58OqjSqW/xl4TtHNzXcuwfkg8YtF+Q+EvjqQvz+EVdF8VzJmuv4GtDBE9gFNv6x7zizy8s1G8f93nAWzlUhpGxayiLHL8tW7agvb29Nu7n7Zs1a1bt/+9973sxffp0HHroobj33nuxcOFC+TVc3zsrz9s93uxQ+BFiI4q3L63njsVfSD1JG/6nNEbPaCKhq6sLXV1d6O3txahRowbVG5U1Dd/OIWaoaJTvS1jBmETFXSIVcglYXyXo+2G3y+9pidIkPU1xl9r1g9ozhBRgCVpnH4vSaN2vEEucZvF+Y95xb8/AsDWy835z6kUWwq+9vd0h/KIyYsQIvPe978XLL78sPT927Fj09PQ4xrZv345cLocDDzwwvsENDN99ElJlIESfe58gAUivHyEkCFUxj1ZAN+otYAc2xy+KkA0VowEewayFcuD9uX7GdEfvO/uZaGIySZEW97qoIjBJfqDfvKiN1mX2p8kJ9LPPHJd7BGVrouxrpxFz/JLS19eHP/zhD/jABz4gPT99+nT85Cc/cYytXr0a06ZNa6n8PoDCjxAAAyv63HtS/JEsYTsH0ozU23NZb4+imyzaOSTbX3IighcwyKHpycG07ecnAmX7+bVG8MyL6BmUjYV5zJJ6/fzaQwDBnkDfsZiewKjj5jl5oRjnHP9Q0XohhJmvl3RtHK666iqcddZZmDhxIrZv344bb7wRvb29uOSSSwAAixYtwtatW3HfffcBAObOnYvbb78dCxcuxJw5c7Bu3Trcc889+P73v5/I3kaGwo+QCISJPsPwF45CpBNuFH8kDqnbObTOh7wtj1mQp0W+YXWOMU7rUdTjvl8Nyd8DIoRkB13Td/+IYZ0hVT3ta9w9/RxCMFQERnjeXbYkbd8gI07LiCheP9mcKJ7ANNVB/dYHjVvnALlX0DvX6yXUMvb4CVWFEtBLL2xtHP72t7/h//yf/4MdO3bgoIMOwvHHH49f/vKXmDRpEgBg27Zt2Lx5c23+lClT8Nhjj+HKK69Ed3c3xo8fj29+85st18oBoPAjJNTbl0b02c/7CUDm/BFCSGMT9z1wlGIyYV7BAe6v7SAohNOvubu9IIwlAmVeQOvDCmsfu/ixC58oDc2T5PHV04MIZOMJBPxbZUT3/EXP55NWEI3pZWskHnzwwcDzK1eu9IydfPLJ+PWvf10nixoHvtskJAVhos89N6n3j14/EhXTC5RuPWkOlAFqhdAKDPTPdSQPYYhXMNBmv/2le0bwAkbO45OslRGpyEzIPhnqjqgVPZPsVQ9k3kAgvkcw6nkZWd9jFsVdSHoo/MiQJqm3L47gc6+TiT96/UhWCLCdQ6vibufAqp7RSfu+MWJ710xJUtUzrFKo/97R8vjc2H/+7J5AWQ6b5RF0ewPdzeLdnkD3z0aYly/KnKhexbgVOMPG4noDPeMRPIJB9xU0p95Q+DUGTftMLlmyBMceeyxGjhyJMWPG4KMf/SheeuklxxzDMLB48WKMHz8ew4YNwymnnIL/+Z//GSSLSbNRr4brfqIx7HpRG8uToY3l8UtzkMakq6sLGzduxPr16wfblMxp9Abx8Zu+D87vmdXE236kbQAftbm7bP8o3wP3fkF7WPsENVa3xt2PZetkc6LOi7K/35iskbpsXuB4wHPrd19+c2RH1iRv3p68KAzx0rQuhrVr16KrqwvHHnssKpUKrr32WsycORMbN27EiBEjAAC33HILli5dipUrV+Jd73oXbrzxRpx22ml46aWXMHLkyEG+AzLYBAmpuJ4+PUC0KRJPXlLPH0M+CSEWrdTOAXp9P3FI6xmN6kmziCI2Q8NBA0NB/eyRXFcadhm2X4D99v18vUbOPD7A9pwkbA8hywmsZ2EYGVELwwwkfmGhNWL+jaj3c0gGl6YVfj//+c8dj1esWIExY8Zgw4YNOOmkk2AYBpYtW4Zrr70W5557LgDg3nvvRUdHBx544AFcfvnlg2E2aRCSeM9koi9I8LnnuAUgwz5JPWA7B0K8pPX66TGrjkZ5iQl9Xx0wIW5D+XBb3Nfq3z/oUrKCLn77+oVwKq779AsFDdrL2i9Ne4YkIaNhY0muafcEykJCg67lPgd4f/ajttNgjl9r0jLvLnft2gUAOOCAAwAAmzZtQk9PD2bOnFmbUywWcfLJJ+O5557zFX59fX3o6+urPe7t7a2j1aQRkXn7koo+9/yo4i9wH3r9SABs5zB0aKUcv7q3cxjgSPko35c0eY3++ydr5xBY8TEgH1CX5PBVT5j7uvL37Gv8cvii5gK6r68KEVoJM07VT2ssyhy/MWs8qih0r40rAsPOAcEfgtQz11YoIrnwo/cxM1pC+BmGgYULF+L9738/pk6dCgDo6ekBAHR0dDjmdnR04K9//avvXkuWLMH1119fP2PJoJNFrlxc0WdfF0X80etHkpI2f4ivr81DWpHfSCh1LiuU9uc6tsCOIGTDewsGudp81mZU1dO+j7ePX8A+7v2kgjLicxnaazDFXkSO7fuedcXgNLl6zPHLjpZ4Zzl//nz89re/xTPPPOM5J1w/uIZheMbsLFq0CAsXLqw97u3txYQJE7IzljQ0Ubx9fqLPLy/QLeBk4s9vPz/xR68fIYREJ3VVz5gN4P163dlJ462Nsn8cPLY48vj8ry3r0+fYRhIKGhTCad8/KCTUr09g1CqjAxXqGcUb6DcWdVzWQF62RrbWjX2+OwSXtAZNL/w+85nP4Mc//jGeeuopHHzwwbXxsWPHAjA9f+PGjauNb9++3eMFtFMsFlEsFutnMBlU4hZ0idK2IbzBu1fAucVfmh5/hNgRYDuHoYICUXdP2UChizqXlh/YyvXRQj1TGOX7nlx2IoIXMCiPzyMefLyBMk+gLBQ0KIQTiBYS6t7L2k8WDhq0V71DPbMIE40zDgQLQfdaN/Vs8SAUFSLhB9ZJ1xEvTes7NQwD8+fPx49+9CM88cQTmDJliuP8lClTMHbsWKxZs6Y2ViqVsHbtWpxwwgkDbS5pQqLk9UVt+WAYFc9c717e6wXtz/YORIYQ6Vo5tEroYCvS3d2NI444Ascee+xgm9J0xG/HkO6IglWV1e9Iu38c7C0VVCFvzSDDb17QPlZbCL9ru/fun+dtX2BvM+HeS2aney+HzRFaMURpIxE2lmRt1HGZqLNaR9gPP+ra0kFR0x0kE5rW49fV1YUHHngAjz76KEaOHFnL6Rs1ahSGDRsGIQQWLFiAm2++GYcddhgOO+ww3HzzzRg+fDguvPDCQbaeDAZxvH1h4Z3e+f4CTTg8exXHWBTPH0M+SRxY1bN16erqQldXF3p7ezFq1KjWyvGLGUoZlzTetSREaueQIlzTf39ZvGW4FzDIlqAwULuHyC/M0n1e96nmCZgevCihoEFeQPc+sr38qoICyYvCyOZltTZoPM45iyDxB3i9hJmgKOaRdC3JhKYVfnfccQcA4JRTTnGMr1ixArNnzwYAXH311di7dy/mzZuHN954A8cddxxWr17NHn5DkCQ9+2prA0ReFI+fW+xZY3HEHyGEuElbyKeRyLg7gYe0AjlujmC0dg4hRgUViPHpexi1KmNQ+KZJ/z5Rw0DlIjC8IIs7HDRKKGiQcHPvI9vLryqoe68kVUCzHIsyHvec+7yMnCKgtcofF+KgaYWfEeGPmxACixcvxuLFi+tvEGkZgvL64oo+99qklTpZ5ZNEhe0chg6t5PGr932k9SjGXZ6P8tldmmh9X1HoVagy75tHIAYKQXdVT7tACrx0xCqj/h5F+0Nnn8Dwb4iqCm+rCLjzAi3PYfy90uAuGuM3Vi9k3kW/OVkhVBVCTZjjl3Ad8cJ3kqTlycrbFyT6DD0g1FORe/qy8vox3JPYYagnaUbq7VxI61GMLUwjXC/M41fPnmphON70RwwLlRZTkXi0vOGW/Xu4K3Pa59kLugSFcTr39nrx/ArDyPYK8ghmVbglTo+/KOOyc+7zQfOinEtEmlw9vsfJDAo/QmzYvX1R2zYEiT77eUsARhV/susy148QYsGqntFJ7VGMaV4WVT0T9VGTeQJ9wkKdONcFOZ6c9yYPCZUKJ5fQkYur8CqfSXL5zL2deYH1aA9hv7+BrugZJvYGq5onaSwo/EhLk6agS9BcwEfw2ee5G7XrlVDx57aHuX4kLgz1JMRLWueFETPWM0oxmdC8wQDBlrU30CsyHSrOeW2fgi4yERjkBXQLQOm1Q/YKE4FBhWHMOeEiMK5HcSDz+5KIvaiev6wbuJvFXZJ6/BiLkhUUfoRICAvx9Ig+mXdQIgL9xJ/9ukm9foQAVsGP5G8Kmc/fRLRQjl+rVfWM9H1JYVKsN+URvIDBVT39B6KIwH5cIZ4+oiQoFBRwCjpZn0AgXVXPoH3c16/N8xGUA+H1i3NOdn6gEIoCkVDAJV1HvPAdJGlZknr7ZKLPIf4s0Rex0IsQuf65IucI/bSEnL3yp138WXbZPX9+4o/hngRgA/ehBKt6RietQI67PoqQDZ2SoKpnZNx7x/AuOn7mQkSgvMG7v+i0Fzjxy/Wzh4P6hWKGNYuP6wkMygeU3W9WIjDKeNxzsjkyZO02UiFS5Pgx+ikzKPzIkGMgRZ/9fE0Aurx/STx/flD8EdK6dHd3o7u7G5qWphxkY1J3z2VKYRn3PXAUIRt6z4OYdhWUo+gXZhpUyAXwevD8xJufiLGLq6jFXaJ4Ad17mzb65wMG7ZVVOGiacdm5OHOinifNCYUfaUn8vH1xWzA41gaJPr3sv1DJ1+a6xZ/MPlmxF3e+H0M+iR9pvUB8rW9cPA3c0Toe2nr/3MXN0XMTN1Q0i1DPwAIxft7ApJ5A136atA2DiRoa0onaNzTICxjkOXPMC8gJjCICrXlJQjjdJA0HlYlAa7+sBF+UfL5BLfDCqp4NAd85kiFNVG+fW/Q5BGSQ6LOfV/Ie8Sfz+qUVdfT6DW3YzmHooAgRqXpkM1Dv1gWpQz3jLohwO2EVWYMqnfqtjSpQQ3ME7UIwIB/Qt4G6cP/HvoF7ILiYS5TWENa8qB69oBDOQBtiFoax9vIPWw32BtrvNYngiyP03HMz7+PHHL+GgMKPtBxBuX1RSCL6QnP8rLkRxV9te3r9SExY1ZM0I43+Yxe3bYYRocBSgFOtukmsSwLwqRQq8QIGFXMBXEIlIB8wTAQ62gEalo3RPHiB+XgxRaC1n3uOLITTvJcINiQUgTJbzXlebyBQvz5+4aGegafjQ49fQ0AJTYYMUXP7IqGX5aJPr/Qftuu6Q0JrjyP2CiSEEEIIISQNdBeQlmJAvX32x7KeftaYu32D2/OH6IVeonr9GO45dFFgQElRFSLNWjKwCLSOh7bejeiNlD/XcauOZpLjF/Cc+IWBStckaOoeFHrr8ATF2MdyMPl5/sw5/vmDUYrBBFUEjRJ+6alkqUe0QeKtC/P+Bdlhzk3nAbSf8zvvN7cusI9fQ0DhR1qGtO0bgkSf3WPnEXt20Sdr4K5X+sVf9W+X0NEv/qylurfFQ5pCLxR/Q5SUoZ4NH3NHaqTN52wk6l2nNO2PdX3aOQS/0Q4KBfXbP3KOn/sHJ0ZRGGf7Bdu1bQYH5566bIxQxROIFjIZpSKofa+wwjJ+bSGCbDDnOcNAw0JK/fbz29PaF2iiHD9VhVCTvSdJuo54ofAjLU9a0dc/2VbExS36ghq4i1y/+Kt+NYyKU/z5eP6Yx0cIGQqwnYOEBDbL9pR5AWPl+EXF5lm0RGCQKPLLA/QIDpcCjlPJ0+0NDMsDtPaLkgsY2YYQb6Bsv7A9AXmBniAxCLCdA6HwI8Qfuxi05+bZRZ9N8AlZuCf6vXyOFy+X+KtdT1LsxfpKrx+JAts5DB2EEBAtEuup1Lmqp5HyeQoTSm6iXC7MKxjkEfTzBsr2lIWFesRgQDuHqD39AgvCmIaYXwKEi13tukNC+0/Y/htDvAWJQKdd/vtY85KGhJr7BxeFAeIJQb+93dcA4om5zBu4K0rykE2GemYGhR9pCaL27Yvl7XOt9xRxsRqzy0I+LZQchF6Bobj699nCP6GXYSjeBu+EJIE5fkOHtCK/kdDrHGMs0v5cx1we5fsS5hUMbOPnMy4ThFHEYJAQdPf08xOCMhEoDQsNaQ8h8wSa86x97C5C95zwqpx+IaFR8gJlewHx+/r17y8P34wiBP1sctsW1rqj3q1UarCqZ0PAd5hkSBJaxTMor88t+nSXILSwQjvRn19iKHC8UNUEHxAp5DPI6+d7r/T6DSnYzmHokPZ73VDUu65EyvVxPYZR3kyHt9Lzn+Db4y/h8+i2xSEEE3oD3fT343OfiCZMglpDmHaFh3L6NlYPEYJR9rLmRfXeRRGC5txoOYL2vYHg741fGw47ob0eYyIUFSLhe5Gk64gX+k5J05PE2+ee4/D2BeX1+Yk+2/+FUYGwQkJd3kDh2b/iCCU1jUjWyoEtIAhpbbq7u3HEEUfg2GOPHWxTCCGENCEUfoRUCQzxdHn2aqKvelhizxR8psD0CEC3+HOHhto9izZ73OJUd9jmFLMUf0TJ4CCNSVdXFzZu3Ij169cPtimZY4Wt1utIi+VdjXwg/KiHzbJ9ZPYpEI4j6H4VIRyHqkB62OdYqELUDvc+tTm2Pcx7cF3Pdbjvs38f4Thk11NF/yG7Vm2ebR/ZPPdefvsBZtim/Yiz1v0cqj57Bu3tvo7fffs9F5khlP48v7iHiPfKtGTJEhx77LEYOXIkxowZg49+9KN46aWXAtc8+eSTtbxp+/HHP/4xzV03HAz1JE1NXG+f7hZ01a+e1g0+4Z3CJfbM85qzsIuuOePRFa1/bz1n5v2hGvapVQA9ByPXBsBs82AoCG3xEDfkk+GeQwchDIiQMvFh60lz0EpCPUY3gUSkLYITt/hMlNDQsIIxgTl+PmGg8kIuknkh++m2mNGgMFC/1g6Jv6EhlUHleO/ZXR00TUXPJPmAsr2seUlDQfuv4x33yw20XwOQh4b6kfU7hoEM9Vy7di26urpw7LHHolKp4Nprr8XMmTOxceNGjBgxInDtSy+9hPb29trjgw46KJHNjQqFH2laojZrjxLiaT7wacLuJ/osz57e/3/HmmrxlpqIg/mhlVF9MTPFX0ixF/Tn+0WFFT6HNmnFQKsIiaEAq3pGJ0JbvUAGpYF7wB7pq3oG7xc1v9C3yXxVwMnyAf3aOtjn2Pew8GsRIa2S6TYrpEVE/17uUYnAy6gwjDUvTiGXOGLQXBMsCD171bOJ+wA2cP/5z3/ueLxixQqMGTMGGzZswEknnRS4dsyYMdh///3jWtg08DWetBxxwx09IZ6Wt8/do8+Ww2d5+WqizxKElT4IXYOwjZnntdpce/inI+xTr3ht96sqiuCQT0IIIYQQAuzatQsAcMABB4TOPeaYYzBu3Diceuqp+K//+q96mzbg0ONHWpoo7RvMBxLRBTjz8qzHNhHXf756HZvnT1RDPu2fnwn4eP5Ub3N3P69flKbu9PoNXRRhQEkRrplmLRlYWqmdQ1yPWlzSOkbjelajeDDDwkGDQkH9vu/J2zn47+M2wxHqadvHPq/mmQro5+dHv9fOHWOaZi/bEkmT+Kheu7Am8X57ydy7kXsEIr4XsN/+8J9bh8fVdu1G7OPX29vrGC4WiygWi4FLDcPAwoUL8f73vx9Tp071nTdu3Djcfffd6OzsRF9fH7773e/i1FNPxZNPPhnqJWwmKPxIUxI1t68235Pz5+3ZZ060eft8Qjztos8u+ITEJgNeAegRf/Yef/aQz9om/b39gnL9CAH6C0ekWU+ah1b5ftU7ZDVtKGncUNEofQnDegv6hlHCXxTK3qtHEYNBQtAvrNS9T6RG8eYil4Hxv/ey1hCaHp4PqBmGXDRn2M4hy5xAa24cMRi0l3tfYADbOagqhJowx6+6bsKECY7x6667DosXLw5cO3/+fPz2t7/FM888Ezjv3e9+N9797nfXHk+fPh1btmzBrbfeSuFHSDMQlNvnHHS1VLCFeErz+uyizy74JMLPLvoswQe4xV+lv9hL9RXWUBDo9fO7X3uRF3r9hiZpvUCt4kEihBDSQGTQwH3Lli2Owith3r7PfOYz+PGPf4ynnnoKBx98cOzLHn/88bj//vtjr2tkmONHWoZEuX0+nkB3U3Z7Xp9H9OkaRKVk5vZVSv2H/bzjq20v61pWvp/ffUXM9SNkMFi+fDmmTJmCtrY2dHZ24umnnw6c39fXh2uvvRaTJk1CsVjEoYceiu985zsDZC1pROrdzkFWpj3eEa+dQ6R7DjnS7h/r+Xe1d7BfK6jNhGOeaw/3PrVrudsVBLSFiNoaQtZmwn6toNYQ5jznEbc1hHXI7RKh7SFM26K1efBrExG1pUPQvnVt55AB7e3tjsNP+BmGgfnz5+NHP/oRnnjiCUyZMiXR9V544QWMGzcujckNBz1+pOmIUs3TL7dPFuLpKeii7XN6+rQ+Z3inTeTZRR0ACL0/KMaoxqQLRYVRLWNsKCqQKwCKZo4B5v+rawT2wTBygJ6DUW37YO5V9RLa2jtY2EM+6fUjAinbOYSVGnSxatUqLFiwAMuXL8eJJ56Iu+66C7NmzcLGjRsxceJE6ZrzzjsPf//733HPPffgne98J7Zv345KhR9gxKWVcvzqWUwQSP88xY0UjRIaGhYOGhSe6pcfKAsBjRr+6by2fwinn8dAlhfolw/oPue6uGvjhN+8BDmBgDccVJYTGLUqqDTkUvIEyvMCAf/SrwH3EeLSCQoRdWyT9d+WDDx+Uenq6sIDDzyARx99FCNHjkRPTw8AYNSoURg2bBgAYNGiRdi6dSvuu+8+AMCyZcswefJkHHnkkSiVSrj//vvx0EMP4aGHHkpmc4NC4UeaiqS5fWEhnrIm7dKcPh/RJ3TdE+rpCPPUNRi5gvmnulKq/d+o9Jnpe4rqLfYCuXCLG/JJhhYC6UI54r7WL126FJdeeikuu+wyAOaL5+OPP4477rgDS5Ys8cz/+c9/jrVr1+LPf/5zrcLa5MmTU1hMCCGk0RGKApGwuEvcdXfccQcA4JRTTnGMr1ixArNnzwYAbNu2DZs3b66dK5VKuOqqq7B161YMGzYMRx55JH72s5/hzDPPTGRzo0LhR1qOsNYGshBPAJ5iLp6cPonoE5Vy/xwAwtBd19LMxqOKClRK5tdcwSn+LPGoAIb1K2lU5Pl+gKfQS818n0Iv9PqRJESpnlYqlbBhwwZcc801jvGZM2fiueeek+774x//GNOmTcMtt9yC7373uxgxYgQ+8pGP4Ctf+Urtk1gSjZbq4xfT0xyXtFVD4z7PUTznYW9lgzyCfvvLvGhRvIBuj6sjNDOkEEz/tW1zZOcj7GNIPWTefn7uwitAeDESs/CK/z7+SO43shtV9lxJ1sbyAvrtG17Uxa9QjIzMq3oOIEYEF/3KlSsdj6+++mpcffXVdbKocaDwI01DWm+fe560Zx/Q7/lz5fTVQjprOX16/2PNKgxj71arQEADDN0UgLmC+ada18w/+3o1xFOvQOjVqp+i2h4C1WIvPr+icds7kKGDEClDPatro1RP27FjBzRNQ0dHh2O8o6OjFlrj5s9//jOeeeYZtLW14eGHH8aOHTswb948vP7668zzi0lLhXrWuT6pSFnVM+7zHOVyoVGHAXv4hltKNUW4GIzTLN6vubuzsXuyfSJVBq1nKGjk/Zxro7aIkK01iSYGg/f12zvkOj5knuMnUoR6MoopM/hukbQUkbx9MiTevlrDdY/gq4Z2Vkqmh0/XTMGn646WDob1By5Xrd5ZKZneP8D09lVKpvdP10xhCPSHfFqhnFV743r9oub6kdbDKgyRZj0Qr3qa2xtiGIavh0TXdQgh8L3vfQ+jRo0CYIaLfvzjH0d3dze9foQQ0ooIYb4ZSrqWZALfCZKmIK63z31e2qzd5e0T9hw/W4hnLazTHt5pib5KuV/wVcWfhVB0QFHMqFJFh1CUar6fWgv1dFynel1piwdJTl+Y1y9Krh/DPVuPrBq4W1XTghg9ejRUVfV497Zv3+7xAlqMGzcO//AP/1ATfQBw+OGHwzAM/O1vf8Nhhx2W2PahhkDr9PGrt+cybh8+N3GLz0QJDQ3rLRhks5+HVLZnFC9gnGbxfoVhwnv6he8Trdl8iAewf6F8PIxEHsVo4aCpvYBAQk9g0HXkRCkAEwuhpBB+bEKQFRR+pGWQVfJ0nPfL7QP6xx3evopN7JVquX2olMzQTl2v5vjptsMmUBXVDPe0BGAuD4FytX+fLe/PMiEHT8in3fMX1evn//zQ60eypVAooLOzE2vWrME555xTG1+zZg3OPvts6ZoTTzwRP/jBD7B7927st99+AID//d//haIoifosDSW6u7vR3d0NTTP/zjRqyfUkBAmPLEibCxk3BzHK7LDw1qA8Qf/Kmt49o4jBOM3i/US6XchFE3DBe/jt1SzVQVVhVgh1bKUK+YcIkfMDAT9BaO4d8pMXVs7Vvl+L/G0hTiihScOTRW6fb/uGyr7+9g2Vfaboq/QBlT5T7JX22o59UPrehij3QZT6IPbtBfbthXAc+/qPt/eYh3te316I8j6IfXuglPbVRKVS2lu9bp/ZQkLbB1HZB6Htq+UdOmy33Ze9VYVd9IaFvgY9v6Q5ERkccVi4cCG+/e1v4zvf+Q7+8Ic/4Morr8TmzZsxd+5cAGbJ7Isvvrg2/8ILL8SBBx6IT33qU9i4cSOeeuopfP7zn8enP/1phnmG0NXVhY0bN2L9+vWDbQohhMTCEEqqg2QDP/4nLYGfwIkT4mmv4ik8h1718lmhnhWgUoaoVExPX0XrD/O0viqK+UmhrkPkcuZnd9XefZbXz7CqhKI/76/m+VNU00Yl11/lM2LIJyt8Dl2yCvWMyvnnn4+dO3fihhtuwLZt2zB16lQ89thjmDRpEgBvyez99tsPa9aswWc+8xlMmzYNBx54IM477zzceOONiW0eqtSrmfdgEORxygIjZdXQuMVnohSTCQ9v9Z+g+Vb19BLFCxjkwIoaFurofSc7H6GqZxQvoArhKJ7jX2W0TkVhJHupENAie9PSVAk1p/p79kLuKYZ+8vQuTAtDPROxdetWPPvss9i+fTt03flDccUVV8Tej8KPNDRZ9O2Thnha+Xy2EE+riqeo9NUKucCW02eGeVacoq9S6Rd9ugHY2znoBgANyKmAbpgFYaoC0Mzfs70sKaot309ztniw8v3UXGDIpx/s6ze0yKqqZxzmzZuHefPmSc+5S2YDwHve8x6sWbMm9nUIIYQ0KWk+qWqVT7hismLFCsydOxeFQgEHHnigI2RdCEHhR4Ymkbx9cIV4VvFU8fSIvlJ/Tl+lUhWBZYhSyRR7pbIp8DTN/GoP3ld086M5QwfUfuHV7/GrZo0IxdwX1UqgVt/AmF4/KIAQucReP0JIcyEMI3Wbgoahzm/s1NQexZg5fhEuF1YwJsjh4vdtlxdykcxzPR/ujwbtfdCi5gPavVBRHFjSthAC0F3PdZgX0Preup8TtydQFU5PoaL6eM4GOBfQROL99MsHBBJ6A83nIGpPS+b4DT5f/vKX8eUvfxmLFi2CErOJvR9890eajtjePunkqrfP1rPPN8TT0PsLuVQqVU9f1funaUDF9PYZOqriD9VXKgNQBEROeF7hHR4/RakKPMWsDlpt9G5U+gAlF8vrl0bUMdyzNciqnQMhhBCSGYpiHknXDkHefvttXHDBBZmJPoDCjzQwUYqORCleIs3tk/bs6xeAjhDPStkm+sr94Z6aBpQ0U/BVqoLPAAxdQFif/AkDhm6Y4g8Vl0ew+ousqBBKufZ/5Ar9ff30iqvKZwVJfm0Z7jl0GOgcPzJ4CL36t6sVkEQyZEpK70XcX4tI7RxCvIhBHkHf/CvJIpnTyV2q3+Mts3n1ouYDhjWKt65ZGxHWHNc+GeUCJmoNAa8nUJa/pwhvBU3Tm+au4un1wEXdz9zTWxnU3NffG2juH96eI6wCaNbtHNIUaRmqxV0uvfRS/OAHP8A111yT2Z4UfqSpSFrJs3+ivVefs2efp3VDNcTTIfpKJTO8s1wBKjqMkin4DE2Yrzq6gKGL/pAPxQzFMnSryEv/H1qhVPpDPpVq0rOtUbyRK5hVPnMwPYDIQegVGELe1N3QwSIvhBBCCCEtwJIlS/DP//zP+PnPf473vve9yOfzjvNLly6NvSeFH2lI4nj7ZKKvf5KPt69itkgQWrV9QqXPbNlQKUEp7TNFX7VtA0p9Znjnvj6gXDa9fCUDRlnAKKmm2CvnzK+2TxiFMEzhl9MAVYco6ICqA4UyhGaGiopC3lENVBg6DF2HoWu1Ty+tYjDm/9tMr1/1pCn68qaQQ7W2jE+un9vrx1y/1iRtU29mdTQRhu4sKNXM1Pk+RMog5vj5TuEuQi3kty3II+jr7ZF4AmXeSiPEi2d/toLyAYNyAc19gr2AQHiDeGkOn+W1gtOj6J7jfp7cFUFl+5h7hecDRq3kmcYTCMT3Bpr7B+QHOq7nPylt70vvhqzqGZebb74Zjz/+ON797ncDgKe4SxL4ro80DX7ePuncqsCLE+Jpefygay5PX8X08lW0mpfPFH0KjLIKVFQYmmp6+mziTwgDIqebr4Y5zfxa0CBgwIAOoWhACWbIZ6Uq3HK5ao6fYnodq8VerCqfEKbNhgLUfn31MqA4PwXyE3VRQj7p9WtuGOpJCCGk4aDwi83SpUvxne98B7Nnz85sTwo/0nCkye3zFYeuEE9Pz75qeKeolKv9+nRvTl+5AqOkO0SfUc7BqFS/WqJPVwBFN4WfZkCoCoSmAnnLNlP8QdGAAoCKBlHqMz9vrApAVFQzvLOWc2hW+TTHqiLRFfIJNVdt6h495JO0HoPRzoEMEobhX96xyah3rqKRModQxPwwLEpfwrDegkG9A/28gTIHjrzCpnMwKI8v6C23fR+ZJzCKF9CbK1fdw3MtyV4h+YC1veJ6Aq15Do+id44sHxBApp5Aa9843kBzf3+PYP/1+p8/z3PCPn6DTrFYxIknnpjpnkPzmSRNR5K+fb7tG+z/t3n7aoVdasVcqqKvmtNnlHSgDFP09eVhlHPQ+/LmUc5BK+Wh9xWg9VW/lvLQ+vLVcXO+0ZeHUVKr4tEASlrVm2iKzJrQrBaXqQlSu33WPdia0MueI7/nzC6afZ/XCOKbEEIIIYTUh89+9rO47bbbMt2TLgDSUKQRHIGhoH7tG2qevn5vn6dtg9WywRJ9VU+fXlahl3PQLa9fNdzTMITpdVEMQNGh2Lx9Ii+g1Aq/aACqOYAVzczdq1QgFAXQyjAUtSb4DInXr1YFz2rvgLz01un1G1oIGKHVAsPWkyahlXL86vw5tEj7PMVdHsFDGN5bMCDHz2et7Hc/ihcw0AMYkIPn912z9pPmA9by6kxUW66S/bKRPIEu751fTz+v985nTkiFUVmfwTSewKjVQWV7hu1t7Q+EV/A0r+t8nM84x88QIkVVz6GZff7f//3feOKJJ/DTn/4URx55pKe4y49+9KPYe/JdIGk6/Iq6AP3ePnOCLbcPkmbtesWR12d5+8zQTpu3zyrmYhd9VS+fdWhlFYahwND6/6gJYUCoGgxVNwWhLqBU414UwCz8omgwSrrZzkExG7kbitLf4qFiNnEXlZJ5f0ouMNdPVuEz/PlkkZdWQoh0leuH6OsrIYSQesJQz9jsv//+OPfcczPdk+/2SMMTp6iLdI3N21fL7av0OQSf09tXhrDaNmi2Cp5lFUbJFH2aPbxTU03vn6bCMGweP2FAKDmouUpt3DDMHn86AEXRza9CA3I6IMpmw3eg2tRdAdS8q8iLf64fVOevs+kVBIu8DDFY3GXoIAwjvSerQaj7T13Kpyn2+04jwoKQT1mCPYI+OX6yvnQRvICevn4227xeMLk3MMwTGJZXaO3n9gTKpgX2B7T2iVDR0+u9yyYf0LI/zBNo7SfzBAIyr2fVu+fjEZStsa5hESX/0G5DZqT5VHKIfiK5YsWKzPek8CMNgyzM05u35t/CQZrbV9nnaN9giry+WninUtprir7yPoh9e83WDfv2maJvbwnGPgP6XhVGXx763mre3t4iKvsK0Cs5lPsK0DUVlVIOhiGg6WqtgbsiDCiKBjWnQVE15IslKHkNejkHtVCGqilQimVAL0ExKkCxXG3ablS/Wm0eirX7V2C+KMraOxjYZwrBqtcPIud4jtzhnnbxx75+hBBCCCGtDYUfaRrclTylffvsRA3xrJRqlTtreX3litPTZ4V1WkVbSnlUynlUSnloFRXlch66rkA3FLOtAwBVNUVTTteg5kxbckYFQpiCTlRz/YSqm+GeQgeq85BTq6GfObPdg14AKqVa3p9fewfDqLDC5xBHwEiVp8ccP0IIIZnDUM/YTJkyJbBf35///OfYe/LdH2kI4hR10SVCz7eSpyPksxriWSnZCrv0h3jWKmqWy7a2Df05ffYqneW+AirlPMrlPCrlHCqVHDRdga7bcvwqOaiKjoqmIVexCr+Y5w1DqTZ41yH6dLPAi2IApWp/v4oGoVRgVCpm/IZa7e3nU+jFHfLp9uBFyeNjrl9roAh5+fY460mTYG9T0+REzUlOSuqPM9xFPkKI1J4i7J4D3vD5hYHKPriRFcZwR3R7Grrbm5e7l/uEgcpCQO1RhZ7WCrVwRuf2nhBQ6V7yMFB3CKjn2YhSDMbV1N2vJYTbdr8QUPtefrb7hWkGFYWRzbfv79/c3fnYtx1ExlrLEEqK4i5DU/gtWLDA8bhcLuOFF17Az3/+c3z+859PtCff5ZGGxVG0JW7fPqAqjpzePsvTVxN/mq1Pn62YCyqGQ/TZvX3lvoJ5lPMolQqoaCrKEuGnKDoUYSCvV6CrluATNY+fompmSKiqQ+/LQxEGRK4CQ9EhVDPfD5WyWeUzl6v19hO5AtxN3e1vIAyjAoF8TcgZesXj9bM/r8z1ay2Y40cIIaThEIoZwZR07RDks5/9rHS8u7sbzz//fKI9KfzIoJPE2xfat8+nfYOzaXvZ+f9q6waj0h/iqff19+ar7CvURF+pVBV+5TxKlZwp/AwFmq7UiruYb8B1aLqCnKpV7TbPGYYCpTomVM2s/ikMGLlqyGfB7O8ncjkYigroOoRWhqHnbRU+VVd7BzPXD0oO0MuAkjefA+EVfX7hnvT6EdJEtFI7hzp7LtN6FGM/zVFqu4Tdc5DNPt5AWeN4mUcntJ1DUCsJP2+gxBMYrZ2DfQ58PYFqbY7TsxjFE2ju1+/Bk3kC3deUFYMx7ZYUljGcc2R7eeyK6A0E4nsEAWdxlqB2DqrPz1KO4R8Ny6xZs7Bo0aJExV/4Do80JFEqeQbm9tkbtUty+yzRJ/X2lQFjnwqjrwCjnKuJvkrJzOkrVYVfnyX8tBxKLuEHAKqiQxU6dENBTjNFnqb3e/4s4afkK7VQT1GuuEI+q339qm0eRKUMo+rx88310yueCp/u541ev9aFOX6tS3d3N7q7u6FpyfudEkLIoMAcv8z44Q9/iAMOOCDRWgo/0vD4hXkCPn37qgiXt88q5mIP8xSVMkSpr9/bV+vXZzZot3L6aiGeJVP07asKv76KKfz6qsKvoptvuwFAFQbyigbNUJBT+oWfFUqnqNUiL6oORdVNL2G+AggDIl8xG7yrZn8/1HL9tFp7B9+m7noFhmIWeQnq68ciL62JmeOXJtQzQ2NIpnR1daGrqwu9vb0YNWqUGb6utUaOnxHwYVUmpPQoxvUYGlHaOYT0mAj0CPq9EZZ8QCfzAnq2c33gE9jOwa+VhN3DJW2x4PTkhXnwpLl11X2c3jT5PoDXGxiUEyi128cT6LErijcwwX7ePeXN7sPy9mQ5oWFtHbJv50DhF5djjjnGUdzFMAz09PTgtddew/LlyxPtyXd9ZFAJa+FgF332MM9a+wbbGsMW2im0fUBlH4TWZ7ZvKL3d376htA+i722IUp/ZwmFfH7B3H4zdGow+BdruNuh7iyjvHobKvgL69gxHaW8R+/a1YV9fEXv2teHtUhF9lTz2VPIoaSr2aSrKugLNEGa0JUzhpwoDbaqGgqpheLmAYq6CvnIewwolVCo5FMt90DUV0AVyZbMlRE7rA7APilGBQMnb3qGK1drBQFXciRxEZR+MXFtV/MEj/qy+fu4Kn2ztQAghhBDSOHz0ox91PFYUBQcddBBOOeUUvOc970m0J4UfGTTS5vaZA/25ffYxv/YNzkbtFaDaqN2q4qn35WCUcjVPX6WvWMvp29dXxL5SAfvKBbxdLmCflsOech4lXakKP4GyYX6iKIQp/HLCQNkQKOoKDAPQDKX2aamimEJOVTSouQKgGFDKOeh9OkS+An2fYRaAyVWrfFbKQCVXK/Ri5AoO75+w2jfoFd+m7tZzyAqfrYsQhlkxNsX6RmfGjBn4l3/5F3z84x/HqFGjBtscQgghYdDjF4tKpYLJkyfj9NNPx9ixYzPbl+/sSEORRW5fLTzGJ8TTyu2zF3RByYBRypk5faX+8M5KKVfL6bNE355yAXvKeezTcnirkkNJU/C2ZoZ5Voz+EJF8VfyVdQWValinZii1kBq1WvUzVyogl69AUXVoe4vmG/d8xRSGmmb2+MtXgJIAcnnT86d7Qz6haxBK9fpGBVH7+vU/r+G5fqTxURCprkTg+kbnve99L774xS9i/vz5OPPMM3HRRRfhzDPPRKFQGGzTBpYWKu5S75DV1KGkMUNFowTJhZaoDzjtu7/kx0FIruNu8eAOB3W3RfBbKwvvBLztIexzveGUzv08oZueQjSSgjCSfQD/vfrDSZ2b+4WCOq5Xs9s+z7qeJBQzZhiofT/fPd3zXeG3YfcFSKOCHeTd3/iUGEKkaOcw9HIQcrkc/vVf/xV/+MMfMt23GV7jyRDFr2E7EK2SZ83bVylJ2jdIevZZrRuqVTztFTxroq9UxN5qiOdblRx2l1W8VVGxu6zgrYpAb1mgtyTwVllgV1ngrYpSPVS8Vc5hTyWHPZU89pTN/fZVcwb7qp5FS3AaZVOE6vtUoGQA5UrN61fzWuq6eW+WN7OWz2gJ34r0uXMj64voOzeGl5YMDpbHL83R6Hzzm9/E1q1b8eijj2LkyJG45JJLMHbsWPx//9//h7Vr1w62eYQQQtxYHr+kxxDkuOOOwwsvvJDpnvT4kUEhacP2QG8f4Ojb5yjkUmvZYDVrr1bxrOg1b5/Vr8/epL3PCu8sFbC3XMDeSh5vlfN4q5zDXs0Udfs0gbcr5lZlo/+TurxiHiVdoKQJ6HlAM0TtQzpVMQu65FQNak6DqmjI5fMQqgatkDebu+crMHK6WeVTtVUhtTd1r5SqLR+0WnEXe4VPM8cv3/8c6pVarp+bKLl+hDQCiqJg5syZmDlzJu6880785Cc/wU033YR77rmHVS8JIYQ0PfPmzcPnPvc5/O1vf0NnZydGjBjhOP++970v9p58V0cahigN2/snuLx91bEatYqXPrl9FdODJvP2VSxPn83bt9cW4rmnksNbFRV7NdO7t08D3taAkq6jrBu24i4CBUWgTxXoUwEdZvEXq+JiXtGhAMgpGvK5iin8+ioQigG1WDabuxfLMFQdolipef3cTd3tuX4APBU+rb5+VpEXOMI7nUVeosAiL43NUGvg3tPTgwcffBD3338/fvvb3+LYY48dbJMGDit0vRWo8wf6aUNJY4eKRggNDasUGhjF6/N7KnOMyGa6l7vDQYXiE17o3se2e1AFT8Ae3ujc0D1HFgJqn6e695BW8HTZ7lNRtGZ7SChoUF9Ax/XsE1wVPIPCQM1rysNr44aDSu2VREq6w0PdZB5dKUTyTYdgqCcAnH/++QCAK664ojYmhIBhGBBCJPqQc0j4TpcvX44pU6agra0NnZ2dePrppwfbpCFNJg3bHZNcoZ3Voi6huX3litmzr6TWvH1Wvz53iOfbVdFnhXfuLivoLQnsKgNvlnW8Wa7gjUoZb2h9eEPbZ36tlPBmuYLeso7eMvBWGegtC7xVVrG7ouKtshkyaoV87usrolwqoFLKobKvCL0qRs2wTwGjpJtN3UslU7hauX62PEbYwj2FJOTTTqp8StK4pA3zbALh19vbixUrVuC0007DhAkTcMcdd+Css87C//7v/+JXv/rVYJtHCCHEzSCEesZ9/7927Vp0dnaira0NhxxyCO68885E182KTZs2eY4///nPta9JaHmP36pVq7BgwQIsX74cJ554Iu666y7MmjULGzduxMSJEwfbPFIlyNtn2MRfWG6f0PZBVPqASl9w+4Y9+2DsM6DvyUPb04bK7mHo690P5b1F7HlrP+zb24Zde0ZgT18b3ugbht5SAa+X8ugtq3ijT+D1EvBWRcMb2j68LfZht7ILfWIvSsbbMKBDQEFetCGHIvbTR2FEZThGldowMpfDnqKCkWUF+zQFeyo5lHUFZV3FfpU8DENgeEWFYSgwtOofumrTd6VSApQyhFINF1WU/hYPBQ2i5vGrFm9BtY0D2mBgn/l/SV+/oNYOftDr17goMHz7bEVd3+h0dHTgHe94B8477zzcfPPNQ8vLRwghTYghlBTFXeKvi/v+f9OmTTjzzDMxZ84c3H///Xj22Wcxb948HHTQQfjYxz6WyO60/PWvf8UJJ5yAXM4p1yqVCp577jlMmjQp9p6phd/mzZsxYcIER4NBwHSbb9myZdDF1dKlS3HppZfisssuAwAsW7YMjz/+OO644w4sWbJkUG0bimSZ22cXfZ5m7baCLqjl99lCPCtG1YvmrOTpKeZiC+/sLavoLQu8WYLpydP7sFN9HW+jF3v0nSjrb6Oi7a0JP1UpIq8MQ0l9G/vUduj6gdAqw6CIPHRDIFcVTm1KHgVFg6roKJbKUBUd+XwZiqpB3VeGUDUz5DOnQZTKQKFiir5CNeSzUASqhV5qYZ4omu0dAE+FT8Pq5cdcP9KkPProo/jQhz4ERRkSQSu+CMOAaJGqnnW/jZQ/KnFDRSOFhoaEgwaFgvp+PCOt6ikbdD4hnshAeySle67t/Z5fc/jgapiusMsk1UADKng69nGEUgaFUIY0l5dWFg0Oh01TEdSxp+fa3n09NshCO102ypq6O843eXhl3Pf/d955JyZOnIhly5YBAA4//HA8//zzuPXWWwdN+M2YMQPbtm3DmDFjHOO7du3CjBkzBifUc8qUKXjttdc846+//jqmTJmSdvtUlEolbNiwATNnznSMz5w5E88995x0TV9fH3p7ex0HqS9RvH1AfyVPAM6+fYAzxLPSZwvzNHP7TGFUNgu6WCGefWYopdaXR2Vff7++vj5T+O0pF2rVO82qnAK7SsCuioadxh7sVF/HG8areLOyBW/1/Q1vl15FX7kHfeW/Y195G/aWXsXu0lbsKv8Nb+ivYqfyGnbiLbxZLqO3bGB3GXiromB3RcXblbzZG9BW6bNiayuh9+WrIrUa8lnRzAI1tQqlpf57dlX47BfFtjcZLiFtPc+s8Nn8DIWqnjNnzoSiKHjttdfwzDPP4Nlnn8Vrr72G+++/33fN5z//+QG0kBBCiIMMQj3d78/7+vqkl0ry/n/dunWe+aeffjqef/55lMtl6Zp6Y+Xyudm5c6en0EtUUn+M72fU7t270dbWlnb7VOzYsQOapqGjo8Mx3tHRgZ6eHumaJUuW4Prrrx8I80gVIXI14SGE6hB/jnNKzvxU2KgASh6wfwKr5GDoOUDRgFyx2tNOhZHLV//fByOXhyjkzY+98iWIYgVKqQxVU5Fr60O+lIeuKSgWS9B0BSMqeWi6gpKmwjAE9uUFDAhUdBVaeQTyWg5QgWJuP+xRhvt6/Iap78BwtOMd+oFoxzDsn8+jPS+wXx4YmdOxX07D8FwZw/MltOVLaCuUUCiUkCuUoVYPpViGKFQg8gZEQQVyKoxctZl7Lg/kCmZlT0WFoagwlJxZ7EXJVf+fq4WAmk+m81ff8uhFLfACgKGeDYqClMVdmiDU8+2338b8+fNx3333Qa+GO6uqCiEE2tra8PGPf9wx/8orr8SDDz6Ir33ta4NhLiGEDHnMPn7JvIjWugkTJjjGr7vuOixevNgzP8n7/56eHun8SqWCHTt2YNy4cYlsT8K5554LwCzkMnv2bBSLxdo5TdPw29/+FieccEKivRMLv4ULF9aM+tKXvoThw4c7jPrVr36Fo48+Oun2mSILQ5WJVQBYtGhR7d4A89MF9w8aSY6iqJE9RUo17wxwCkALIXLVlgXmV6HkqqLQrHRp2Juc5/IQul4VShpETgB5wxRT5UpNYOU1BYVSCbqmoK9cFX66Cs0Q6NMFABWaLqAjB7UiAO0ADBPDUVSGoU/Zi5IqyfEzRmGEPhyjhJnjt39BYGQOGJXXsF9ew4h8GSPyZQyrir5isQ/5Yhn5Ygm5tpJZ4TNfgchrQEEA+RxQyAO5PIxc3oybVxTznqtiDwAMS8RVvwqRA5R8TeQJJecbwmnP8WOYZ3OR1mvXDB6/K6+8EmvXrsVPfvITnHjiiQCAZ555Bpdddhk++clPYsyYMTjppJMAAJ/5zGfwox/9CP/1X/81mCbXB7cnv4mRNRnPktQ/1THNixIaGhoOGvC99X2+pM3aJXNdv+eecFD7Gnccru2cnx1WVdAoIZCyaqDmPDjn+YSBBoWTOubZHhuG4RO+6RwzDP/KouF7hVdG1Q3De83aPbjnWteOFhJq2iGvFOqH3U4l40hPwwiuEBu2FgC2bNmC9vb22rhdEMmI8/7fb75svN6MGjWqdv2RI0di2LBhtXOFQgHHH3885syZk2jvxO/orIaChmHgd7/7HQqFgsOoo446CldddVXS7TNh9OjRUFXVo+63b9/uUfUWxWIx9AeJ1JcoXj+zaEnV9a7kzL+yNq+fUDTT85UrVBu352FUhZ/IVYCC2fdO5M38OaUvj1yhDENTUCiYwq+tKvxGaDloukCfrsAwBMq6iooBKFABtKGo51DUCugTJfSJfdCFDsVQkDcKyBt57Ge0YZiSQ3tOxX45gXbL05fXMDJXwYhcGSMKfaa3r9iHQqGEfLFU9fSVqqKvAlHQq96+nOsomPdZ9fj1H1Vvn/Uc+T7f9PaR5uKhhx7CD3/4Q5xyyim1sTPPPBPf+973cPbZZ+OjH/0oVq9eje985zt49NFH8V//9V9417veNXgGE0IISU17e7tD+PmR5P3/2LFjpfNzuRwOPPDA5EYnYMWKFQCAyZMn4/Of/7zDuZaWxMLP+vT0U5/6FP793/890jdioCkUCujs7MSaNWtwzjnn1MbXrFmDs88+exAtI25kHr3QOUreLFYCZ8in5fWzwh6FosJQ8xA5zQyLLFg5cjpQ0CEqFSjFMtRyH3RNQb7YL/x0XUFZy0GrCj4A0AzAMFTkhClSi5pAUVPRZxRQ1odBhwEFAioUFIWK4TkVbaqC9jwwPGeKvpF5DSNylaq3zx7iWa6JvlxbCUretE20aUAegGqFeVa9far5tT/E0wzzNEQ1tLP61eHtE7nAogFhFT1JYzMU+vi9/fbb0hfvMWPGQNM0fPWrX8X73/9+HHTQQVi7di3e+c53DoKVhBBCLHTDcPQ+jLs2Dkne/0+fPh0/+clPHGOrV6/GtGnTkM/n4xudARdffDG2bt2Kww47zDH+8ssvI5/PY/LkybH3TB3DZanSRmXhwoW46KKLMG3aNEyfPh133303Nm/ejLlz5w62aUMWv3BPWa6fFe7p6/Wz2hNgHwy0QWCf6fXLoVbR02qoDgBo0wFFMcM+AQj0QREVAHvNxzkNQhhQc2Yj9VyuAkXRUcyVUVA1jCgX0KYWMEzNY6+moL1itmV4u6KgoudQNvrDMfKKebSpQJsC7JfXMVzV0Z43BV97oQ/7Ffowsm0vRgzfi2FtezFsv7eRH7YPhZFvQx3WB3W/vVCGlSGGAWJYARjeBmP4CBiFIox8EUahDUauAL0wDEZhOIxcEYZaBHJtztw+m+izP99h3j5ZmCe9fY3NUAj1nD59Oq677jrcd999+Ld/+zcAZnnrn//85zjwwAPx8ssvY8yYMTjmmGOwfPny2rqlS5cOlsl1Qdj7dTY5Rkgz87SkfZ5i/1ZE+D0KCx4LLGHvV9FWskYajump1Oma4yzr6TplC/20rbPvYS2XXVsoPqGKVWTVMM39/cNA+/eSN4f3hIOGhILW9gqoClqzPUqFUWkYprdyZpyQUMC6F7814ZU7gxq9Z13V00DykOsk68Le/y9atAhbt27FfffdBwCYO3cubr/9dixcuBBz5szBunXrcM899+D73/9+QqvTM3v2bHz605/2CL9f/epX+Pa3v40nn3wy9p4tn7xz/vnnY+fOnbjhhhuwbds2TJ06FY899lii3hckO7LM9TMn5QC9AkPJ9QvDaqin0M2wT+TyzpDPgg6Uy0DBgChXWyZoCtRiueb5M3SBSiUHwzCLuuiGgGYIGIaAWhVABUVBXgiUDaCsm39IhTBfIEzhZ6BNNTBC1TA8V83py5mevmG2Yi75Ytks6FI0D6VYhshrjoIu7hBPK5+xFt5ZfS4Mt7fPBnP7SLOzbNkyzJo1CwcffHCtnPXu3buhKAqOOuoovPDCCzj00EPR29tbS0sY6BwNQgghg0fY+/9t27Zh8+bNtflTpkzBY489hiuvvBLd3d0YP348vvnNbw5aKwfATKuz8tjtHH/88Zg/f36iPYfEO7t58+Zh3rx5g20GiUnkXD8F1f50/bl+AKoiUOvP89M1Z8inrgP5PIRuACUNIl+BUlSglEtQNQX5iin8CmWzsXpFs0I9BTRdQK1+pFnQDKhCQUUXqBj9n0zlBaAKoyr8dIzIVdCmajXRZ6/gaRZ0KdWKzFh5fUqbraCLO8TTVtDFXckT6H8erOfOD+b2tRZm7dkUHr8mqOr53ve+Fy+//DLuv/9+/PGPf4RhGDjiiCPwyU9+0pEETwghpDHQbRFRSdYmIej9/8qVKz1jJ598Mn79618nu1gdEELgrbfe8ozv2rUrUQ8/YIgIP9I8JMr1s7AEn5Ezw3rceX65gtnLTzE9Z4auQ+RKQEU1c/3KGoRmVvg0Kir0cg45TUWhWIJhCLRZwq9a5EVVzL9EJUVBXlFR1gXKhrB5/AzkhIGiqqOo6BiRK6MtpzlFX77sbN0wrM/h7YMKiIJievgKBfOrovRXLrUVcoGi+lbytMZEgBhkbl9rMBRy/JYsWYKOjg5PVbPvfOc7eO211/CFL3xhkCwjhBAiwzAMaWXWqGuHIh/4wAewZMkSfP/734eqVt+DahqWLFmC97///Yn2pPAjg0aScE+P6BO5mtev1tevGuLorvBptXWAbnr8hK6bYko3IDQNKGlQ9AqMcgWqVoZezsHQBfIVFYYuoOtmroKmK9CNfo9fXlOhCgNlXYFmiFpOoSqMqsdPQ0E1e/UVcxW05UsYVqi2bmiztW4olPuLuVS9faIgggu62Pv3Wfct69tnI0oIJ8M8m5ehkON311134YEHHvCMH3nkkbjggguGjvDTNPNoAeodiBuYLxeBuPZFylnUg097Wiw4LyAfDmsR4XetgJYN3vw/e6sHe1SOxF7JPu4/Me48wLAcQEAemeDO3XO3ejD3Cs8B9N3LfT1J7p4sotzdEiLOfkC8XEBzb3mOpGO99Z+AOX5ppEkZDI9fs3PLLbfgpJNOwrvf/W584AMfAAA8/fTT6O3txRNPPJFoT767Iw1HUEN3+xwogGFL2O/v69ef62ev8Gl5/5y5fhWzvYNa9foZOpRiGdAVqGUzt88K+dR1Fbqh1Dx+lmckr+hQhQ7NqAq/6h95VRjIKxoKqo6CWsGwXBmFXKUm+gq13L7+1g21MM+C6e1DQQUKeRiWt0+a2+dq22AXbT6VPNnCgTQzPT090ma6Bx10ELZt2zYIFhFCCCHZcsQRR+C3v/0tbr/9dvzmN7/BsGHDcPHFF2P+/Pk44IADEu1J4UcGlUy8fqiKvoC+fshVezN6cv2qYqqQh9A0GBWzt5/Z4qEEVRfQyznkdQG9Gupp6GZxF8uzktNyUEUOmmHm+RlwCz8NOUXDsHwJ+VylX/QVbSGexXJV/Fn5fYbD24eA3D6/vn0yrx2LurQ+QyHUc8KECXj22WcxZcoUx/izzz6L8ePHD5JVhBBCgmj8V5fGY/z48bj55psz24/v8EhDEs/rh6pnr9rXrxqeYBjVCp/2Re72DoDZ3sHaU+kDlAqUXB+g6BCqDqEYpihTdeT6ylBzFeTzZZTLeZTKeZQqOZQrpvCzvIGi+uZbEToKuQpyqoa2Qgn5fBnFYh9yhQqKw/dCLZSRH7EXueH7zEbyI/ogijrEfqpZ0GX4MLN1Q9swU/wV2mAUhpnCL1cAcsVqC4c2GLk209uXawvs2+f29kXJ7aO3r3kYCqGel112GRYsWIByuYwPfvCDAID//M//xNVXX43Pfe5zg2wdIYQQNwz1TMbTTz+Nu+66C3/+85/xgx/8AP/wD/+A7373u5gyZUqiPD8KPzLopPX6ySt8AtBteW6+IZ/l/v/nKkBFNT2BugGR16DoZosHADAsj58hYOii9gZZUXSoim7m/un9klJRdCjCQL4q/ApV4Wfm81VqTdrVYhmiUIEols0WE5anr5CHYXkkFQWGasvryxVqHj53s3bz4v0FXSzsnrw4fftIczEUhN/VV1+N119/HfPmzUOpVAIAtLW14Qtf+AIWLVo0yNYNIIZe/eSrBahzqmJgvlwE4v5WRMoJDMk7DO7j57Ol5i18Jt0nLIHL3pMvKMfP7zrW/4NyAGtz/PMLpdeHNw8Q8Oa9SfMAPT0JPVOkeYBhOYC1ed7tYLjsiNIPMO6edsJa10Stk5J5Hz8Wd4nNQw89hIsuugif/OQn8etf/xp9fX0AgLfeegs333wzHnvssdh7Zpy6SUh2CIdokXucAoWKrdCJIaoiyWp9YOXJqXlnb7xC3syrywmIgl5t8WAVXTFz8PJFMy+vUDSLsxSrOXvuo5gvV8M6y7Z8vnJN9Fl5fdY1REED8tUqngXLLmdBF78QT9lzUvuaspInvX2k0RBC4Ktf/Spee+01/PKXv8RvfvMbvP766/jyl7882KYRQgghmXDjjTfizjvvxLe+9S3k8/na+AknnJC47QQ/3icNQdKG7hZSrx8qVY9Xda6imqGRgJnnV+3vZ1b5rJiFXuy9/SrmOaFVoOgKVF0A1VDOvC4gFNOzoioaFEWHrivQDQWGXs3xU83xXE6DmqsglzdFX67Y19+kvVbF02rUrtiqeEqatbvy+fwqeXoFHit5DhVEyhy/ZvD4Wey333449thjB9sMQgghIegILWQbuHYo8tJLL+Gkk07yjLe3t+PNN99MtCff6ZGmwa+he2BfP1uFT0OHp72DUFRTVGnlam8/zQz51HNm2KVuQFQ0QK9AqVT79+nVUM9qHz9F1SGEAcMQ0HS1dk4RBhRFg5rToKga8sUSlLxmK+RS6i/mYoV45nNyb1+1oAv8CrrE6NsXp5InaT6GQqgnIYSQ5sIwooeZytYORcaNG4dXXnkFkydPdow/88wzOOSQQxLtyXeApKHxE3Uyr5+5wNXXz1bhE4A810/RADXf7/HLVczA+oLl8dMBlKFUPXmW188Sflo5ByF0GIYCVbMLUwOK2i/81EIZal6rVfHsF33VEM+cqFbwrPYbrIo/e78+aW4fkKhvH8M8CWluhF6B0CV/B5uRlH32whjwPn6RNg22SZbbFrq/5IMbaX6jTx/A2mn7td35gD52CVmOn9+egDzBDgG5gCFjYf0AgfrlAZp7yYm0n8931C/NTtYbMGj/KNdyw1f/wefyyy/HZz/7WXznO9+BEAKvvvoq1q1bh6uuuipxagOFH2kYooR7Bnn9Qvv6Vc+ZYZFVT1/1eqJievygazByOVMAVlSIQjXkEzqgVaAANa+f5RkRqg6lrELXVBg5Z6sHoRhQcxUzpLN6qLWWDRVniGc+VxV+Zninu1m7zNtnGuD09lmVPJ3PW7C3j2GerYMQ6bx2GefzEwlbtmzBRRddhO3btyOXy+FLX/oSPvGJTwy2WYQQUjdY1TM+V199NXbt2oUZM2Zg3759OOmkk1AsFnHVVVdh/vz5ifbkuz3S8Li9fpb4i1zhM9cGVPaZXwFAVIACgEpfTfgZhaqYVFRzbS4PoShAqQyh9EGUNBhKGUZeA3IalLwGvaxCLeegl3MwKioMTXX2+FMMQNGhqHpN9NUKueQrEG1V0TdcBYoFs4pn2zCgUDBbOOTbzPYNuQL0agsHafuGWn6ft31Dmr599PY1J0Ohj1+zk8vlsGzZMhx99NHYvn07/vEf/xFnnnkmRowYMdimEUJIXWBVz2TcdNNNuPbaa7Fx40bouo4jjjgC++23X+L9KPxIQxGnyIsb31w/wDfk08gVzIdWkRfAbO0AODx/yBlAXoOADqFXc/4UvXpdA4aqQ9c0MwzUyv9TzNw/kdNM8VcsQ6haLbzT26S96umzqo1aFUh9CrrY7y3IY8fcvqEFc/wan3HjxmHcuHEAgDFjxuCAAw7A66+/TuFHCGlZWNwlOcOHD0dHRweEEKlEH8B2DqRJ8PVKCa9nS1SLnThCH6sYiuv/1bBPRwhltagKrDy7Qh7I56rhmDDbPFS9dko1V0/JV2oFW8z8vVItl88cr3r5qm0baqKvoNaKuRi161Ztsto3VPP7pCGega0a6O0jJAlPPfUUzjrrLIwfPx5CCDzyyCOeOcuXL8eUKVPQ1taGzs5OPP3004mu9fzzz0PXdUyYMCGl1YQQQlqJSqWCL33pSxg1ahQmT56MSZMmYdSoUfjiF7+IcrmcaE+6AEjDkSTXr388oMInUCv4Yug5Mze81sy9YHr9ALOgi65Vq3zqptevGpwuUAF05+dWQhgwFMNs41AN9bTGRU6HUM3wUKHqNdEHS/RZrRsKxX6Pn9WzT1K9U9a+gZU8iR16/NKzZ88eHHXUUfjUpz6Fj33sY57zq1atwoIFC7B8+XKceOKJuOuuuzBr1ixs3LgREydOBAB0dnbWmu3aWb16NcaPHw8A2LlzJy6++GJ8+9vfTmSnUSnBKHuv0YyIXD58Upr9UxZ3qUsD95Am6kEFaXz3j1JUBQitAOIosOIqBONrl+x+0jaCB6IXrImwf5QCMICzCIwqAN0Vaugu2AKYxVBkuWjuMEXpFYWszIz/tym4gbvvqZoFUSInVZ/nJikGUlT1zNSS5mH+/Pl4+OGHccstt2D69OkAgHXr1mHx4sXYsWMH7rzzzth78t0gaRoCQzndc2W5fgoA3Sz44m7vAFeLB7Oxuyn6DF0z/1DrOmDoZsEXGKiJP1UHygaEld9Xs9cAFDPUE6puegpVU/TV+vUV8o5iLrWiM/ZKngHtGwD0iz7XcyV/DlnJs9Vhjl96Zs2ahVmzZvmeX7p0KS699FJcdtllAIBly5bh8ccfxx133IElS5YAADZs2BB4jb6+PpxzzjlYtGgRTjjhhNC5dhHZ29sb9VYIIaQh0A3DI6DjrB2KfP/738eDDz7oeD163/veh4kTJ+KCCy5IJPwY6kmaHne4Z2CFSks02cI87aGeZmhl3hRftpBPs5m6CuTzQEGFKAiIvAGlTTO9eMVyLfyzdhRslTsLes3T5xZ99hBPd8++qLl97qIu9ueBlTyHFrWKsikO4k+pVMKGDRswc+ZMx/jMmTPx3HPPRdrDMAzMnj0bH/zgB3HRRReFzl+yZAlGjRpVOxgWSghpNoyUx1Ckra3N08MPACZPnoxCoZBoTwo/0pBE8TpF8V6F5foZoj9s0t4g3VAUM9yk6o1DLg8UCqb4U1Ugp1QLs6Car2eGcSpFU+hZX0XBJvpywuzV5xB91f0VpT/E0+bpi5Lb531eknv7CCHB7NixA5qmoaOjwzHe0dGBnp6eSHs8++yzWLVqFR555BEcffTROProo/G73/3Od/6iRYuwa9eu2rFly5ZU90AIIaTx6erqwle+8hVHxEdfXx9uuukmtnMgrYcs1y9qawdHXz9bU3fza6XW3kFU9sk/SbLEVqVs+6qYFT9zfUCpDFSqzdcrOoRumKGjug6ho/8jFUVA5BRAEdU+ff29+qy8vlrrhlweRmGYKfhqX0eYYlRtM8Vp9as9ty+Kt88t+ljUpXVhjt/AIFyJNIZheMb8eP/73w9dj16nrlgsolgsxrKPEEIaCfbxi88LL7yA//zP/8TBBx+Mo446CgDwm9/8BqVSCaeeeirOPffc2twf/ehHkfak8CNNh1+un39fP59iL7L2Dg4PmwooGiAUCEUxe/vBbP0gdN0UcyWYCeSaBqEbzprDiug/VNUp+nK2ME/V2aC9VsUzVzTH7AVdqrb7NWtPE75J0dca1HpIplhP/Bk9ejRUVfV497Zv3+7xAtadSgmo1LcoykBR7586EVJIJXR93AVGuLA3jOC/19ICJiH7ywqvSAvbhBRCcezj+psgYPtA1v5hh+G9jrQQjPt74S644lc8xjYepWCNgCavdGIvOOOzX5QiMLK0M1mJFnchGOuV1i1mZL3qzMIy3uv4FYOx9g8VSsL/mvZrZ4qRvLjLUI313H///T0FxtKG+lP4kaYnaoVPIXL9hV5gjhtK1Ruo58xCLzkAugYjV4CofdVhoOotBPofV6p7VzRT3OmG88XYeuHIqVVvoVf0oVrQxQrx9BRxASKFeAp3vh+Y2zdUUYQOJegNY4T1xJ9CoYDOzk6sWbMG55xzTm18zZo1OPvsswfRMkIIaVx0GNATKrik65qd5cuXQ9f1Wo/Xv/zlL3jkkUdw+OGH4/TTT0+0J98BkobGr7VDfK8fTK9ebWL1R18HALPFA4yK+aclV4So9Jmir1Kqefpg6OZvTNUeSwxCUUzxp+sA1OrX6rhSDfO08vkU1SH67K0bZHl9cbx9fjC3j5B47N69G6+88krt8aZNm/Diiy/igAMOwMSJE7Fw4UJcdNFFmDZtGqZPn467774bmzdvxty5cwfRakIIIa3E2WefjXPPPRdz587Fm2++ieOPPx75fB47duzA0qVL8a//+q+x96TwIy1BJK+fPdev1t6h4vD6OXr7uUM+1WqopyUE0e8BhKKYgs8SfxaKWSDGqOYHohoyilzODC2pVRLtb+GQxNtnv18gvrePYZ6tA3P80vP8889jxowZtccLFy4EAFxyySVYuXIlzj//fOzcuRM33HADtm3bhqlTp+Kxxx7DpEmT6mpXd3c3uru7oWnBfU4JIaTRMFKEeg7Rbg749a9/jW984xsAgB/+8Ifo6OjACy+8gIceeghf/vKXKfxIaxKlobuMWLl+ltdPqwpBq7efLeSzti9s3j4Ahq5Xm77r/d4+03DzfFXwmQJQrbVtgNU6wtZKwtFiIqBZe9TcPnr7hh4Ufuk55ZRTAnNfAGDevHmYN2/eAFlk0tXVha6uLvT29mLUqFEDem1CCEkDi7vE5+2338bIkSMBAKtXr8a5554LRVFw/PHH469//WuiPdnOgTQtvt4r17h7nkM8KU5xZYotb2+/fnGWr3rq+j13VrsHo9rvr//I1yp3OnL7VFtenyTE096zz9Os3f0cxPD2+UFvH0nL8uXLMWXKFLS1taGzsxNPP/10pHXPPvsscrkcjj766PoaSAghhDQZ73znO/HII49gy5YtePzxx2v9Y7dv34729vZEe9LjR5qCKLl+9nBP//YO1XVwh3xWC7/k2mBU9gE51Cp4AoChqBCKClEp9bd3qJTM8E1dq4V5CpuNhiWoqrl9/aGdeUdop3lUK3jmiqboy7X1i76Q9g1C5KQiOEoLB4q+1mOgPX6rVq3CggULsHz5cpx44om46667MGvWLGzcuBETJ070Xbdr1y5cfPHFOPXUU/H3v/89sb1DGaNchlEuD7YZ2VDv8NV8smbHFrELHEbpRRtyXlq5snZS/nsqrQQqqWjq2TuoqmWAHUHVP33tcVX/9L3PgOqfQjImexyl+qe5n6QCaEj1TyG5niK8VTyBiBVAq+vcU/2qgJr7yn8OrIqc4dU95dcEAFVSyTQNDPWMz5e//GVceOGFuPLKK3Hqqadi+vTpAEzv3zHHHJNoT3r8SEsRFtoofPLkUBVZds+fUQ27dBRbqTVXV8xQTdVqx6D0t2eoHjVvoCX6qqGdDtHn4+lz2BUjxDNu3z7SgihmO4ekB2K2gli6dCkuvfRSXHbZZTj88MOxbNkyTJgwAXfccUfgussvvxwXXnhh7YWMEEJI62JV9Ux6DEU+/vGPY/PmzXj++efx85//vDZ+6qmn1nL/4sJ3g6RpSFvhM7C9Q7XQi7mwv7efAUAomvknR1GrVTyr4Z+6BlFdYv1JEorz003LywdLLNr79blbN1T/nzTEkxAAUIQBJYXHz1rb29vrGJc1ES+VStiwYQOuueYax/jMmTPx3HPP+V5jxYoV+NOf/oT7778fN954Y2JbCSGENAf0+CVj7NixGDt2rGPsn/7pnxLvR48faTkief1kYkni9XP01bM8dJbHrha2aRZqgaLWPIA1T6Dl5VOU/rBO1x6OYi41I+MXdGElT5IlEyZMwKhRo2rHkiVLPHN27NgBTdM8jcs7Ojo8Dc4tXn75ZVxzzTX43ve+h1yOH1rEobu7G0cccQSOPfbYwTaFEEJIE8JXXdJUZNHXr3+RpL0DAGj9nj9DB6Bo/fH9OVRz+6o9/tBf5ROKYlb2tOZa+QmOcE6X6MsVnSGe9lYOkIs233DV2hoKuqGMELo8rybGegDYsmWLI3nc7e1zrnHmghiG4RkDAE3TcOGFF+L666/Hu971rsQ2DlVY1ZMQ0qzohgE9oesu6TrihcKPtCRhff182zsAVa+fLXncCvm0Hluhn9VwT+sQutZf0MVaaj12e/fcIZ6AM8TTauEABHr72LePuMmquEt7e3to1bDRo0dDVVWPd2/79u0eLyAAvPXWW3j++efxwgsvYP78+QAAXddhGAZyuRxWr16ND37wg4ltJ4QQ0phounkkXUuygcKPNB1x+/rFzvUDgOr/7Y3da969aq6f3dtnjcNuV1VcGQ6x1y/63P36TGO8IZ52wnL76O0jQoFZpCXF+qgUCgV0dnZizZo1OOecc2rja9aswdlnn+2Z397ejt/97neOseXLl+OJJ57AD3/4Q0yZMiWx3UMRo1KGUSkNthmZIOr8YVRqf0HcXrK58CqiQgneU6j5gJPyX1RpFUuJt8QTFaBEqIYpubbwmycZ799Tc8wRsD0P9kgBI+I9SqqW9u/tY0+k50/zVjuVVf907edbAdQ1zyqaGbUKqCoknq+AqpxAcEXQMLKu6tmIHr+//OUv+MpXvoInnngCPT09GD9+PP7lX/4F1157LQoF/9/h2bNn495773WMHXfccfjlL39ZFzuzhMKPtAxeQef1+nmbulfHIQn5tMRfrs30DopKrcCLoWtmMRir3UPV4+fG6/GzKoXm+kVfWOsGwNO+wU7cSp709pEsWbhwIS666CJMmzYN06dPx913343Nmzdj7ty5AIBFixZh69atuO+++6AoCqZOnepYP2bMGLS1tXnGCSGEkHryxz/+Ebqu46677sI73/lO/P73v8ecOXOwZ88e3HrrrYFrzzjjDKxYsaL2OEgoNhIUfqQpSZrr557nCflU8r6ePwDenD9rP0g8fkC/4APkos/u6bPmeG4qfognGboMdB+/888/Hzt37sQNN9yAbdu2YerUqXjssccwadIkAMC2bduwefPmxPYQQghpfnTDgNZgHr8zzjgDZ5xxRu3xIYccgpdeegl33HFHqPArFoueapvNAN81kpYmrKl7TSRahV7colHJAVoFhpKD0CvmY3vOX1Xs2QWghUPwVed6RJ+9mIvdo2f39iF++wZ6+4YuAy38AGDevHmYN2+e9NzKlSsD1y5evBiLFy+Ofc2hSHd3N7q7u6HVu9k5IYRkjG4kF3BWqGqUNkNp2bVrFw444IDQeU8++STGjBmD/fffHyeffDJuuukmjBkzJlNb6gHbOZCWI25fO4+oskSXjzfOavNgyPrv5Yq2Hn05OHL5/ESfO8TTYVy09g3M7SOk9enq6sLGjRuxfv36wTaFEEIGnChthtLwpz/9CbfddlstVcGPWbNm4Xvf+x6eeOIJfP3rX8f69evxwQ9+EH19fZnaUw/o8SNNS9QiL0G5fm6vH2QeP0Aa8mnlaDsqftbW9Qsxw+7x82nb4AjxDPD2RYHevqGNUIyUxV1YNpsQQki2ZFHVM2qbocWLF+P6668P3HP9+vWYNm1a7fGrr76KM844A5/4xCdw2WWXBa49//zza/+fOnUqpk2bhkmTJuFnP/sZzj333LDbGVQo/EhLEjXXrzbfluvnqPJp9Pf0k4o/wyz44nir7BZqVnVPd5sGoN/bh35vo/2cu6CLLLeP3j5ix+zjl7waW5oegIQQQoiMLKp6RmkzBADz58/HBRdcEDhn8uTJtf+/+uqrmDFjRq1AWVzGjRuHSZMm4eWXX469dqCh8CNNTRKvX1iuX83rZy/0ovef9xR7gavis645PX72UFErXDQgxNPdsy8L6O0bOgiR0uOXIj+QDCyGVoZRKQ+2Gdmg1PcDh7SF6Q09nn1Rrufu+xprD5+10vYKga0VrAHn771viwVA3j7Bvafkmh7bQu3SpPM8H04lbfsgs1E2HuX5k/zdlH6I5nNN935SO2C2gJC1fwDkLSAs1OqSOMJLzbabA7QUxV3irhs9ejRGjx4dae7WrVsxY8YMdHZ2YsWKFVB8fr6D2LlzJ7Zs2YJx48bFXjvQMMePND1+osYd8ijzjNk9aUKpetiETYjZ8/1ybeZXYYZpGrm22pihtpmHyMFQi9Wv5ph9rVGdK+3X52rUHtfbJ4QkR5AQQgghhHh49dVXccopp2DChAm49dZb8dprr6Gnpwc9PT2Oee95z3vw8MMPAwB2796Nq666CuvWrcNf/vIXPPnkkzjrrLMwevRoRz/bRoXvEsmQxC/ks4a9yqfl+TMqjpw/GNVqn9Ya3Xa+diGbh6+6b3+VT4mnz/p/hiGe9PYNLQajqichhBAShI5kjeSttfVg9erVeOWVV/DKK6/g4IMPdpwzbF7Gl156Cbt27QIAqKqK3/3ud7jvvvvw5ptvYty4cZgxYwZWrVqFkSNH1snS7KDwIy1B1L5+UUI+Pfl+hvf/Vs6fJf4A/7Ach+irGexTzIUeO5ISCj9CCCGNhqYb0BIqv6Trwpg9ezZmz54dOs8uAocNG4bHH3+8LvYMBHyXSYgf1Xw/q9gL9LLt/5V+8Qc4BKB0H8Dh6QPkxVyAZN4+VvIkFqzq2bqwjx8hpFkxUhR3MerUwH0owhw/0vIE5fopQi6yhNRLZxNpLhEHWUEW+1iA6IsS4kkIIezjRwghJA18V0lahqgVPsOQtYKojbnz/ex5fXrFK/4kvfqkeX0hAo/ePhIVtnMghBDSaGiGeSRdS7KBwo8MCeLk+tXmWLl+9pBPm/gDbFWkZYVdLBSJ0IsR4klIHBjqSQghpNHIoo8fSQ/fWZKWIsjrl6rQi0T8AfAKQJ/r9hvoCu+MIPro7SNxYHEXQgghjUYjFncZilD4kZYjbchnZPEHmEKuWvQl3LBoos+xJIHoI4QMESpl82gBDKW+BWuMlGkAIpcPnxSXsHsOsjlXkA4LWfNpyQeB0kbvzo1q/w1r9t6/py1MXGKHt+l5Vg3UIzZ6171zPDYB0Rq9y9b5PKceW6X7+YTYR2z4bo0H2QEEN4B3oyoZd3AnDQHfOZIhjczrZ46Hiz+gv88f9IA3X7awziiiL62go7dviKMY5pFmPSGEEJIhDPVsDCj8SEsSta9fHNziz7GfEv5pcJRCLmlDPAlhcRdCCCGNBou7NAZs50CGHFHaO9jnydotIIaHToicVPRFDfGMA719hBBCCCFEBt0GhERA6il0ef7CN5EISNc15Nemt4/EIGVVT4Z6Ni5s4E4IaVYY6tkY0ONHWpYg71dcr5/9/w7RJmvcLr2gXPTFreIZBL19BACE6K/smewY7DsgfrCBOyGkWdF1I9VBsoGuA9LSpG3vYM0D4Cn2YmHIGrfLrifr54d4oo/ePhIG+/gRQghpNPQUOX7UfdlBjx8hNvw8f845Lm+hX+N22/m4oi/Kde3Q20cIIYQQQoKg+4C0PHG8fp61khYPsnVh4s9+Pdn/3aKPIZ4kMUJP95Eeq3oSQgjJGOb4NQYUfoS4sId8es/5i7/wfZP/ujHEk0TFytVLs54QQgjJEs0woCUUcEnXES98N0mGBFl5/dzzHY3cfZCJtqy8fYS4YY7f0MEol2GUS4NtRjbUOXJBqOk82fX4rRAh92zo/jb71WAyZHsq3n2EEhIWYNtHCNdc92Pr2vZxyRt1T49QHxuMCNfz2CSZ59kHAFwfbEn7lhoR9pHZ7vO8RHn+pNcAPPb27xnw8+y3V9Tz1jSf90xJSVOkhcVdsoM5foRIcIsvrzjzPnb067ONefcOauAer6ALwzwJIYQQQkgUmlL4/eUvf8Gll16KKVOmYNiwYTj00ENx3XXXoVRyfvK5efNmnHXWWRgxYgRGjx6NK664wjOHDB3itHeQrg8Rf/bxoHNBexKSGkVPfxBCCCEZosGs6pnoGGzjW4imfNf5xz/+Ebqu46677sI73/lO/P73v8ecOXOwZ88e3HrrrQAATdPw4Q9/GAcddBCeeeYZ7Ny5E5dccgkMw8Btt902yHdABou47R0AOPL9ZGGfFn7hnjIRGDW8k94+Ehfm+BFCCGk0WNylMWhK4XfGGWfgjDPOqD0+5JBD8NJLL+GOO+6oCb/Vq1dj48aN2LJlC8aPHw8A+PrXv47Zs2fjpptuQnt7+6DYThobWb6fu9iLW/zZ10YhqpePoo8kgTl+hBBCGg0Wd2kMmjLUU8auXbtwwAEH1B6vW7cOU6dOrYk+ADj99NPR19eHDRs2+O7T19eH3t5ex0FaiyxEU9IQTdk6NmonhBBCCCH1piWE35/+9CfcdtttmDt3bm2sp6cHHR0djnnveMc7UCgU0NPT47vXkiVLMGrUqNoxYcKEutlNGhN5QRavOIsr/qKKvtB96O0jQTDHr2Xp7u7GEUccgWOPPXawTSGEkFjougEt4cGqntnRUMJv8eLFEEIEHs8//7xjzauvvoozzjgDn/jEJ3DZZZc5zgnhLXhsGIZ03GLRokXYtWtX7diyZUs2N0caiiTiyU/8hQlAvzlJ8voICcPK8UtzkMakq6sLGzduxPr16wfbFEIIiUVS0WcdJBsa6h3m/PnzccEFFwTOmTx5cu3/r776KmbMmIHp06fj7rvvdswbO3YsfvWrXznG3njjDZTLZY8n0E6xWESxWIxvPGkp/Hr7+TV3t4SdPfcvSThomOijt48QQgghhCShoYTf6NGjMXr06Ehzt27dihkzZqCzsxMrVqyA4mqmOX36dNx0003Ytm0bxo0bB8As+FIsFtHZ2Zm57aT5CKrwGYSf+APiFG6hgCP1gcVdCCGENBppPHf0+GVHQwm/qLz66qs45ZRTMHHiRNx666147bXXaufGjh0LAJg5cyaOOOIIXHTRRfja176G119/HVdddRXmzJnDip6kRlh7B0DepkHW6iEKacI76e0jkVD0dEH8zPEjhBCSMZqeXMBpfFnKjKYUfqtXr8Yrr7yCV155BQcffLDjnFEt+aqqKn72s59h3rx5OPHEEzFs2DBceOGFtXYPhGRBkPdPNjcpFH0kKuzjRwghpNGgx68xaErhN3v2bMyePTt03sSJE/HTn/60/gaRpiYs5NMv36//fLD4CxN8LOZCCCGEEELqDd9xEhKBKOKvXtDbR2IhDCBNnh49fk2DUSnDqLTGy7hQ4udbx8FAIdV6/1rgfteLQEhYddBngkbZb0/v8yhU72uI4X5dcT/W+20TrhoKjrmi/5wwdOl47ZruMVlTbiEgUN3Huq7hfJ4MoTjHhGSeUJz2WPNsY+Y+7usrgP2DXCG8+wCA4bwX895c82T2u233s9Vvrp/d1nzAab/jvPlTLL2WbLru/54nCfT4NQat8YpBSEqiFHoJE39JYBVPkjVCSVegRfJ+jRBCCEmFnkL4sY9fdvAlnpAYZBmWyRBPUhfYwJ0QQkiDoRkp+vjJvMMZMXnyZE/P8GuuuSZwjWEYWLx4McaPH49hw4bhlFNOwf/8z//UzcYsofAjpMpAetdYxZMQQgghZPC54YYbsG3bttrxxS9+MXD+LbfcgqVLl+L222/H+vXrMXbsWJx22ml46623Bsji5NDlQIiNqCGfgLzNQxhRvXwUfSQpZlXPdOsJIYSQLGnkHL+RI0fW2sGFYRgGli1bhmuvvRbnnnsuAODee+9FR0cHHnjgAVx++eX1NDU19PgR4iKq6IobqsnQTjIgKEb6gxBCCMmQxGGeNsHY29vrOPr6+jKx7atf/SoOPPBAHH300bjppptQKpV8527atAk9PT2YOXNmbaxYLOLkk0/Gc889l4k99YTvRAlJQRTvX1zBR28fIYQQQoiTCRMmOB5fd911WLx4cao9P/vZz+If//Ef8Y53vAP//d//jUWLFmHTpk349re/LZ3f09MDAOjo6HCMd3R04K9//WsqWwYCCj9CJEQJ+bRjF3eGUUns3aPoI6lRdEBJEetJj1/D0t3dje7ubmhafVsfEEJI1lR0A2rCkM1Kdd2WLVvQ3t5eGy8Wi9L5ixcvxvXXXx+45/r16zFt2jRceeWVtbH3ve99eMc73oGPf/zjNS+gH8KVU2EYhmesEaHwI8SHuOLPgiGdZDARipGqJUOaVhCkvnR1daGrqwu9vb0YNWrUYJtDCCGRySLHr7293SH8/Jg/fz4uuOCCwDmTJ0+Wjh9//PEAgFdeeUUq/KxcwJ6eHowbN642vn37do8XsBHhO1RCGgR6+0gmCCN+t2n3ekIIISRDBrKP3+jRozF69OhE13rhhRcAwCHq7EyZMgVjx47FmjVrcMwxxwAASqUS1q5di69+9auJrjmQsLgLIQEMlBij6COEEEIIGTjWrVuHb3zjG3jxxRexadMm/Md//Acuv/xyfOQjH8HEiRNr897znvfg4YcfBmCGeC5YsAA333wzHn74Yfz+97/H7NmzMXz4cFx44YWDdSuRocePkBCShnzG2Z+QzFCMdB/pMdSTEEJIxmhG8kbs9WrgXiwWsWrVKlx//fXo6+vDpEmTMGfOHFx99dWOeS+99BJ27dpVe3z11Vdj7969mDdvHt544w0cd9xxWL16NUaOHFkXO7OEwo+QCNRL/FH0kaxhjh8hhJBGoxH7+P3jP/4jfvnLX4bOM1zCUwiBxYsXp64oOhhQ+BESkazFH0UfqQsipcePOX6EEEIyphGF31CEOX6ExIBijRBCCCGENCP0+BESkyw8fxSQpG4oSJnjl5UhhBBCiAk9fo0BhR8hAwxFH6knzPEjhBDSaGiGDk3XE68l2UDhR0gCLPEW1/NH0UfqjkDKPn5ZGULqjlYCKq3xN8XIFeq6v6iUUq03EM++KL9GRtg7sErAOUX+2iMkz6P0oxzNuV6orp8j22uVe73z3mz72F/frDfqtk+hhHus+tiwf1Jl2M5bNgrnFQV0QLGvke3jvT4M3WuP+1My917WzXvmaQ67PPcGAJrELlTnSez3s8U9Lr2Wfb7nmtag63HYJ4QZV9IcyD5+xB8KP0JSEEUAUuwRQgghhJDBhsKPkAyguCMNA3P8CCGENBiabkBhjt+gQ+FHCCGtBIUfIYSQBqOiAyKhgKswxS8z+BJPCCGEEEIIIS0OPX6EENJKKMI8Eq/PzhRCCCEEYKhno0DhRwghLYRQwou1ha0nhBBCsoTCrzHgSzwhhLQSlscvzRGT5cuXY8qUKWhra0NnZyeefvpp37k/+tGPcNppp+Gggw5Ce3s7pk+fjscffzzNHRNCCGlwrAbuSQ+SDRR+hBBCErNq1SosWLAA1157LV544QV84AMfwKxZs7B582bp/KeeegqnnXYaHnvsMWzYsAEzZszAWWedhRdeeGGALSeEEEKGFgz1JISQVmKAc/yWLl2KSy+9FJdddhkAYNmyZXj88cdxxx13YMmSJZ75y5Ytczy++eab8eijj+InP/kJjjnmmKRWE0IIaWDYwL0xoPAjhJBWQqQUftWlvb29juFisYhisegYK5VK2LBhA6655hrH+MyZM/Hcc89Fupyu63jrrbdwwAEHJLeZEEJIQ6PpRuJ2Dgz1zA6GehJCSCthVXdJcwCYMGECRo0aVTtk3rsdO3ZA0zR0dHQ4xjs6OtDT0xPJ3K9//evYs2cPzjvvvPT33uJ0d3fjiCOOwLHHHjvYphBCSCwMw4ChJzwMCr+soMePEEKIhy1btqC9vb322O3tsyOE08NoGIZnTMb3v/99LF68GI8++ijGjBmT3NghQldXF7q6utDb24tRo0YNtjmEEEKaDAo/QghpJTLK8Wtvb3cIPxmjR4+Gqqoe79727ds9XkA3q1atwqWXXoof/OAH+NCHPpTcXkIIIQ2PrhuJc/WY45cdDPUkhJBWQlHSHxEpFAro7OzEmjVrHONr1qzBCSec4Lvu+9//PmbPno0HHngAH/7whxPfKiGEkObAMIxUB8kGevwIIaSVUJSUHr94L7ALFy7ERRddhGnTpmH69Om4++67sXnzZsydOxcAsGjRImzduhX33XcfAFP0XXzxxfj3f/93HH/88TVv4bBhwxi+SAghLYqVr5d0LckGCj9CCCGJOf/887Fz507ccMMN2LZtG6ZOnYrHHnsMkyZNAgBs27bN0dPvrrvuQqVSqeWrWVxyySVYuXLlQJtPCCGEDBko/AghpJUY4D5+ADBv3jzMmzdPes4t5p588sn4FyCEENLUMMevMaDwI4SQVkIRsfL0vOv17GwhhBBCABi6eSRdS7KBxV0IIYQQQgghpMWhx48QQlqJmJU5veuzM4UQQggBkKo6J6t6ZgeFHyGEtBIUfoQQQhoM5vg1BhR+hBDSQhiKAiOF8DMo/AghhGQM2zk0BnyJJ4QQQgghhJAWhx4/QghpJYSaLtRTpGgFQQghhMhI4fEDPX6ZQeFHCCGtBHP8SDOia3XdPu3bRhHXPlUNnxOyZ5DNwu93PKqdrvWG5lwX9PGPn13SNfbLiOoDqzZ/9bFw1er37i+5V91b31+4phlCSdwHwH0vHpuEAkgLjkjscu8lFKn90r+9fvcQdG9C8TynbiI9Nxn3UNANAyJhkRadxV0yg8KPEEJaCQo/QgghDYZhpMjxo/DLDL7EE0IIIYQQQoYUTz75JIQQ0mP9+vW+62bPnu2Zf/zxxw+g5cmhx48QQloJevwIIYQ0GI1Y1fOEE07Atm3bHGNf+tKX8Itf/ALTpk0LXHvGGWdgxYoVtceFQqEuNmYNhR8hhLQQZjuHCPlFvuszNIYQQgiBmdYoEvfxy9iYKoVCAWPHjq09LpfL+PGPf4z58+dDhBQ6KxaLjrXNAl/iCSGEEEIIIQ1Nb2+v4+jr68t0/x//+MfYsWMHZs+eHTr3ySefxJgxY/Cud70Lc+bMwfbt2zO1pV5Q+BFCSCthhXqmOQghhJAMMQwj1QEAEyZMwKhRo2rHkiVLMrXxnnvuwemnn44JEyYEzps1axa+973v4YknnsDXv/51rF+/Hh/84AczF6L1gKGehBDSSqTO8WP1NEIIIdli6Mk7RFjrtmzZgvb29tp4sViUzl+8eDGuv/76wD3Xr1/vyOP729/+hscffxz/8R//EWrP+eefX/v/1KlTMW3aNEyaNAk/+9nPcO6554auH0wo/AghpJVQVPNIvD47UwghhBAA0HUjRY6fua69vd0h/PyYP38+LrjggsA5kydPdjxesWIFDjzwQHzkIx+Jbd+4ceMwadIkvPzyy7HXDjQUfoQQQgghhJCWYPTo0Rg9enTk+YZhYMWKFbj44ouRz+djX2/nzp3YsmULxo0bF3vtQMPPdgkhpIUwhJL6IIQQQrLEaueQ9KgnTzzxBDZt2oRLL71Uev4973kPHn74YQDA7t27cdVVV2HdunX4y1/+gieffBJnnXUWRo8ejXPOOaeudmYBPX6EENJKiJShnsEVrAkhhJDYNGIfP4t77rkHJ5xwAg4//HDp+Zdeegm7du0CAKiqit/97ne477778Oabb2LcuHGYMWMGVq1ahZEjR9bVziyg8COEkFaCOX6EEEIaDN0wIIyEOX4J10XlgQceCDxv2K4/bNgwPP7443W1p57wJZ4QQgghhBBCWhx6/AghpIUwFAEjRTsHQ0lYb5sQQgjxoZFDPYcSFH6EENJKpA715AtsvXnrrbfwwQ9+EOVyGZqm4YorrsCcOXMG2yxCCKkbhpFC+NU51HMoQeFHCCEthKGoMFIIP4PCr+4MHz4ca9euxfDhw/H2229j6tSpOPfcc3HggQcOtmmEEFIXDN2o9eNLspZkQ9Pn+PX19eHoo4+GEAIvvvii49zmzZtx1llnYcSIERg9ejSuuOIKlEqlwTGUEEIIgVkVbvjw4QCAffv2QdM0fqJNCCGk7jS98Lv66qsxfvx4z7imafjwhz+MPXv24JlnnsGDDz6Ihx56CJ/73OcGwUpCCBkgrFDPNMcQ56mnnsJZZ52F8ePHQwiBRx55xDNn+fLlmDJlCtra2tDZ2Ymnn3461jXefPNNHHXUUTj44INx9dVXx2o2TAghzYZhGKkOkg1NLfz+3//7f1i9ejVuvfVWz7nVq1dj48aNuP/++3HMMcfgQx/6EL7+9a/jW9/6Fnp7ewfBWkIIqT9WqGeaY6izZ88eHHXUUbj99tul51etWoUFCxbg2muvxQsvvIAPfOADmDVrFjZv3lyb09nZialTp3qOV199FQCw//774ze/+Q02bdqEBx54AH//+98H5N4IIWQwaOQG7kOJps3x+/vf/445c+bgkUceqYXM2Fm3bh2mTp3q8Aaefvrp6Ovrw4YNGzBjxgzpvn19fejr66s9pkgkhJChxaxZszBr1izf80uXLsWll16Kyy67DACwbNkyPP7447jjjjuwZMkSAMCGDRsiXaujowPve9/78NRTT+ETn/iEdA5flwghhGRBU3r8DMPA7NmzMXfuXEybNk06p6enBx0dHY6xd7zjHSgUCujp6fHde8mSJRg1alTtmDBhQqa2E0JIXWGoZ10plUrYsGEDZs6c6RifOXMmnnvuuUh7/P3vf6+Jt97eXjz11FN497vf7Tufr0uEkGZHrxZ3SXqQbGgo4bd48WIIIQKP559/Hrfddht6e3uxaNGiwP2EEJ4xwzCk4xaLFi3Crl27aseWLVtS3xchhAwUhqKkDPVsqJeFhmPHjh3QNM3zwWJHR0fgh4p2/va3v+Gkk07CUUcdhfe///2YP38+3ve+9/nO5+sSIaTZMXQt1UGyoaFCPefPn48LLrggcM7kyZNx44034pe//CWKxaLj3LRp0/DJT34S9957L8aOHYtf/epXjvNvvPEGyuWy5wXbTrFY9OxLCCFNg0jptRNs4B4F9weIYR8q2uns7PRUoQ6Cr0uEkGYnjYCj8MuOhhJ+o0ePjlTZ7Jvf/CZuvPHG2uNXX30Vp59+OlatWoXjjjsOADB9+nTcdNNN2LZtG8aNGwfALPhSLBbR2dlZnxsghBDS0owePRqqqnq8e9u3bw/8UJEQQggZbBpK+EVl4sSJjsf77bcfAODQQw/FwQcfDMDMtzjiiCNw0UUX4Wtf+xpef/11XHXVVZgzZw7a29sH3GZCCBkI0jdwp8cviEKhgM7OTqxZswbnnHNObXzNmjU4++yzB9EyQghpXAxdT+Hx4+tSVjSl8IuCqqr42c9+hnnz5uHEE0/EsGHDcOGFF0pbPxBCSMug5Mwj8Xom0e/evRuvvPJK7fGmTZvw4osv4oADDsDEiROxcOFCXHTRRZg2bRqmT5+Ou+++G5s3b8bcuXPrald3dze6u7uhaQx7IoQ0F4amwUj4tyvpOuKlJYTf5MmTpc0dJ06ciJ/+9KeDYBEhhAwSaStz0uOH559/3tHyZ+HChQCASy65BCtXrsT555+PnTt34oYbbsC2bdswdepUPPbYY5g0aVJd7erq6kJXVxd6e3sxatSoul6LEEKyxDBS5PgZFH5Z0RLCjxBCCMmKU045Rfphop158+Zh3rx5A2QRIYQQkh4KP0IIaSEMJQcjRainwVBPQgghGcOqno0BhR8hhLQSipIy1JMvsIQQQrKFwq8xYKdeQgghhBBCCGlx6PEjhJAWwhA5GCJFqCcbuDcsrOpJCGlW6PFrDCj8CCGklUjdzoHCr1FhVU9CSLPCPn6NAYUfIYS0EhR+hBBCGgxd14CEwk+nxy8zmONHCCGEEEIIIS0OPX6EENJCpG/nQI8fIYSQbGGOX2NA4UcIIS2FCqQo7gLwBZYQQki2UPg1BhR+hBDSSqTO8eMLLCGEkIzRNBhJX19YyTgzmONHCCGENAHd3d044ogjcOyxxw62KYQQQpoQevwIIaSVoMevZWE7B0JIs2IYyat6GgZfl7KCwo8QQloIIXIQKXL8hOALLCGEkGwxdD258GMfv8yg8COEkFZCyQFKPsV6Cj9CCCHZYqTo48fiLtnBHD9CCCGEEELIkOOmm27CCSecgOHDh2P//feXztm8eTPOOussjBgxAqNHj8YVV1yBUqkUuG9fXx8+85nPYPTo0RgxYgQ+8pGP4G9/+1sd7iAeFH6EENJCWKGeaQ5CCCEkSwxdT3XUi1KphE984hP413/9V+l5TdPw4Q9/GHv27MEzzzyDBx98EA899BA+97nPBe67YMECPPzww3jwwQfxzDPPYPfu3fjnf/5naINcoZSv8IQQ0kqIXLo+fhR+hBBCMqZRQz2vv/56AMDKlSul51evXo2NGzdiy5YtGD9+PADg61//OmbPno2bbroJ7e3tnjW7du3CPffcg+9+97v40Ic+BAC4//77MWHCBPziF7/A6aefXp+biQA9foQQQgghhBDiYt26dZg6dWpN9AHA6aefjr6+PmzYsEG6ZsOGDSiXy5g5c2ZtbPz48Zg6dSqee+65utscBD/aJYSQFkIoOYgU7RzSrCX1pbu7G93d3YMeKkQIIXHJwuPX29vrGC8WiygWi6ltC6KnpwcdHR2OsXe84x0oFAro6enxXVMoFPCOd7zDMd7R0eG7ZqCgx48QQloIIdSUOX7qYN8C8aGrqwsbN27E+vXrB9sUQgiJha5rqQ4AmDBhAkaNGlU7lixZIr3W4sWLIYQIPJ5//vnItgshPGOGYUjHg0iyJmv40S4hhLQQ6fv48WWBEEJIthiaDiTsE2toZnGXLVu2OHLq/Lx98+fPxwUXXBC45+TJkyNde+zYsfjVr37lGHvjjTdQLpc9nkD7mlKphDfeeMPh9du+fTtOOOGESNetF3yFJ4QQQgghhDQ07e3t0mIqbkaPHo3Ro0dncs3p06fjpptuwrZt2zBu3DgAZsGXYrGIzs5O6ZrOzk7k83msWbMG5513HgBg27Zt+P3vf49bbrklE7uSQuFHCCEthCJyUFJ47dKsJYQQQmQYRoocP6N+ec2bN2/G66+/js2bN0PTNLz44osAgHe+853Yb7/9MHPmTBxxxBG46KKL8LWvfQ2vv/46rrrqKsyZM6cmQrdu3YpTTz0V9913H/7pn/4Jo0aNwqWXXorPfe5zOPDAA3HAAQfgqquuwnvf+95alc/Bgjl+hBDSQpg5fumOuCxfvhxTpkxBW1sbOjs78fTTTwfOX7t2LTo7O9HW1oZDDjkEd955Z9LbJYQQ0gQYupbqqBdf/vKXccwxx+C6667D7t27ccwxx+CYY46p5QCqqoqf/exnaGtrw4knnojzzjsPH/3oR3HrrbfW9iiXy3jppZfw9ttv18a+8Y1v4KMf/SjOO+88nHjiiRg+fDh+8pOfQFUHN4+eH+0SQkgLMdA5fqtWrcKCBQuwfPlynHjiibjrrrswa9YsbNy4ERMnTvTM37RpE84880zMmTMH999/P5599lnMmzcPBx10ED72sY8ltpsQQkjjYuha8hy/Ogq/lStX+vbws5g4cSJ++tOf+p6fPHkyDMNwjLW1teG2227DbbfdloWZmUGPHyGEkMQsXboUl156KS677DIcfvjhWLZsGSZMmIA77rhDOv/OO+/ExIkTsWzZMhx++OG47LLL8OlPf9rx6SkhhBBCsocevxAsBd/bu3eQLSGEtCLW3xb3p4VJ2b27D4qS/DO93bv7qnaF90sqlUrYsGEDrrnmGsf4zJkzfZvUrlu3ztHUFjCb4d5zzz0ol8vI5/OJbR8qWD8rb729b5AtyZB6txH5/9m787Coyv4N4PeZYWAAWUQURRBxF1lF3BfMxNBMzS0rbdFfLphb5qtZVpbRa2ZYomVmlpV7Wm+aiqXilrINLrgLAioiILvAAOf3BzmFoMI4cGa5P9fFpXO2uQ/nwMN3zjnPI3u87QtmpbVbXlGD5R/1c/qQzIK8+p8Tobp1qnufR7y38O/b0e7f5gNyCdVt89/H9f5u7IXqM4j3T69uueq6xL/v/atsp7ptPSDD/dPFGmavNleVbdXsPWuTr8bzNBkePaRAXl5exbI6aptEdZH2V+7K1DrJQCz8Huneid/SdabESYjImOXl5cHOzk7r9c3NzdG0aVOd/K5q0KABXF1dK01799138d5771WalpGRgbKysipdWj9skNrqBsN1cnJCaWkpMjIyNL2mUVX3BnAvKSkBALR5aaHEiYjI2OmqbUpL2PJYOZo2bQpzc/PH2gax8HskZ2dnpKSkwMbGpl4GXczNzYWrq2uVsUqMhbHvH2D8+8j90y1RFJGXlwdnZ+fH2o5SqURiYqKmKHjcTPf/vnvQeElA1cFtHzVIbXXLVzedKgsJCUFISAjKy8vRrl07xMTEPPR7FhAQ8MDB3h80r6bT9eX3wMP2sT62VZt1HrWstvOrm87j9fjr1WQ5Y/4Z07e2ydzcHEql8rG2QSz8Hkkmk8HFxaXe37emY5UYKmPfP8D495H7pzuP82nqvymVynptGB0dHSGXy6tc3UtPT3/owLbVLW9mZoZGjRrVWVZjIpPJYG5u/sjzRi6XP/AcftC82k6X+vfAw/axPrZVm3Uetay286ubzuP1+OvVZDlj/xkz1LaJHoyduxARkVbMzc3h7++PiIiIStMjIiLQs2fPatfp0aNHleX37duHLl268Pm+WggJCXmsZR40r7bTpabLXNpsqzbrPGpZbedXN53H6/HX488YGSNB1NVTm6QTubm5sLOzQ05OjlFeTTH2/QOMfx+5f/Rvmzdvxvjx4/Hll1+iR48eWLNmDb7++mucPXsWbm5uWLBgAa5fv47vv/8eQMVwDp6enpg8eTL+7//+D8ePH8eUKVOwceNGDudgQPhzYlh4vAwPjxnVBd7qqWcsLCzw7rvvPvR5GkNm7PsHGP8+cv/o38aOHYvMzEwsXrwYN2/ehKenJ3bv3g03NzcAwM2bN5GcnKxZ3t3dHbt378bs2bMRHh4OZ2dnfP755yz6DAx/TgwLj5fh4TGjusArfkREREREREaOz/gREREREREZORZ+RERERERERo6FHxERERERkZFj4UdERERERGTkWPhJrLi4GL6+vhAEASqVqtK85ORkDB06FNbW1nB0dMSMGTNQUlJSaZnTp0+jX79+sLS0RPPmzbF48WLoQ389SUlJmDhxItzd3WFpaYnWrVvj3XffrZLfkPexOqtWrYK7uzuUSiX8/f1x+PBhqSPVSGhoKAICAmBjY4MmTZpg+PDhuHDhQqVlRFHEe++9B2dnZ1haWiIwMBBnz56ttExxcTFef/11ODo6wtraGs888wxSU1Prc1dqJDQ0FIIgYNasWZppxrR/RERERPdj4SexefPmwdnZucr0srIyDBkyBAUFBThy5Ag2bdqE7du344033tAsk5ubi4EDB8LZ2RlRUVH44osvsGzZMixfvrw+d6Fa58+fR3l5Ob766iucPXsWn332Gb788ku89dZbmmUMfR/vt3nzZsyaNQsLFy5EXFwc+vTpg+Dg4Epd2eurQ4cOISQkBH/99RciIiJQWlqKoKAgFBQUaJZZunQpli9fjpUrVyIqKgpNmzbFwIEDkZeXp1lm1qxZ2LFjBzZt2oQjR44gPz8fTz/9NMrKyqTYrWpFRUVhzZo18Pb2rjTdWPaPSJ+kpKQgMDAQHh4e8Pb2xtatW6WORDUwYsQINGzYEKNGjZI6ClXjt99+Q/v27dG2bVusXbtW6jhkSESSzO7du8UOHTqIZ8+eFQGIcXFxlebJZDLx+vXrmmkbN24ULSwsxJycHFEURXHVqlWinZ2dWFRUpFkmNDRUdHZ2FsvLy+ttP2pq6dKloru7u+a1se1j165dxSlTplSa1qFDB3H+/PkSJdJeenq6CEA8dOiQKIqiWF5eLjZt2lT8+OOPNcsUFRWJdnZ24pdffimKoihmZ2eLCoVC3LRpk2aZ69evizKZTNyzZ0/97sAD5OXliW3bthUjIiLEfv36iTNnzhRF0Xj2j0jf3LhxQ9O23bp1S2zevLmYn58vbSh6pD///FP89ddfxZEjR0odhe6jVqvFtm3biqmpqWJubq7Ypk0bMTMzU+pYZCB4xU8it27dwv/93/9hw4YNsLKyqjL/+PHj8PT0rHQ1cNCgQSguLkZMTIxmmX79+lUa3HPQoEG4ceMGkpKS6nwfaisnJwcODg6a18a0jyUlJYiJiUFQUFCl6UFBQTh27JhEqbSXk5MDAJrjlZiYiLS0tEr7Z2FhgX79+mn2LyYmBmq1utIyzs7O8PT01JvvQUhICIYMGYInn3yy0nRj2T8ifdOsWTP4+voCAJo0aQIHBwdkZWVJG4oeqX///rCxsZE6BlXj5MmT6NSpE5o3bw4bGxsMHjwYe/fulToWGQgWfhIQRREvv/wypkyZgi5dulS7TFpaGpycnCpNa9iwIczNzZGWlvbAZe69vreMvrhy5Qq++OILTJkyRTPNmPYxIyMDZWVl1WbVp5w1IYoi5syZg969e8PT0xPAP9/rh+1fWloazM3N0bBhwwcuI6VNmzYhNjYWoaGhVeYZw/4RaSMyMhJDhw6Fs7MzBEHAzp07qyyjq2eXo6OjUV5eDldX18dMbdrq85iR7j3u8btx4waaN2+uee3i4oLr16/XR3QyAiz8dOi9996DIAgP/YqOjsYXX3yB3NxcLFiw4KHbEwShyjRRFCtNv38Z8e9OT6pbVxdquo//duPGDTz11FMYPXo0Jk2aVGmePu7j46guqz7mfJjp06fj1KlT2LhxY5V52uyfPnwPUlJSMHPmTPzwww9QKpUPXM5Q949IWwUFBfDx8cHKlSurnV+TZ5f9/f3h6elZ5evGjRuaZTIzMzFhwgSsWbOmzvfJ2NXXMaO68bjHT6ymczu2QVRTZlIHMCbTp0/Hc88999BlWrZsiQ8//BB//fVXpdsXAaBLly544YUX8N1336Fp06Y4ceJEpfl37tyBWq3WXJVo2rRplSsN6enpAKpeudCVmu7jPTdu3ED//v3Ro0ePKg2+vu6jNhwdHSGXy6vNqk85H+X111/Hr7/+isjISLi4uGimN23aFEDFVa9mzZpppv97/5o2bYqSkhLcuXOn0lWx9PR09OzZs572oHoxMTFIT0+Hv7+/ZlpZWRkiIyOxcuVKTQ+mhrp/RNoKDg5GcHDwA+cvX74cEydO1HxoFxYWhr1792L16tWaq+f3bs1/kOLiYowYMQILFizgz4oO1Mcxo7rzuMevefPmla7wpaamolu3bnWem4wDr/jpkKOjIzp06PDQL6VSic8//xzx8fFQqVRQqVTYvXs3gIpPeZYsWQIA6NGjB86cOYObN29qtr9v3z5YWFho/njt0aMHIiMjKw1/sG/fPjg7O1cqvqTYRwC4fv06AgMD0blzZ3z77beQySqfbvq6j9owNzeHv78/IiIiKk2PiIgwiD90RFHE9OnT8fPPP+PPP/+Eu7t7pfnu7u5o2rRppf0rKSnBoUOHNPvn7+8PhUJRaZmbN2/izJkzkn8PBgwYgNOnT2t+5lQqleaDFpVKhVatWhn0/hHVBV08u3zv0YYnnngC48ePr4uY9C/G9ry5qanJ8evatSvOnDmD69evIy8vD7t378agQYOkiEuGSIoeZaiyxMTEKr16lpaWip6enuKAAQPE2NhYcf/+/aKLi4s4ffp0zTLZ2dmik5OTOG7cOPH06dPizz//LNra2orLli2TYC8qu379utimTRvxiSeeEFNTU8WbN29qvu4x9H2836ZNm0SFQiF+8803YkJCgjhr1izR2tpaTEpKkjraI02dOlW0s7MTDx48WOlYFRYWapb5+OOPRTs7O/Hnn38WT58+LY4bN05s1qyZmJubq1lmypQpoouLi7h//34xNjZWfOKJJ0QfHx+xtLRUit16qH/36imKxrd/RLUFQNyxY4fm9fXr10UA4tGjRystt2TJErFdu3Y12ubhw4dFQRBEHx8fzdepU6d0Gduk1cUxE0VRDAoKEh0dHUVLS0uxefPm4smTJ3UVmf5F2+P3yy+/iG3bthVbt24tfvXVV/UVl4wAb/XUU3K5HLt27cK0adPQq1cvWFpa4vnnn8eyZcs0y9jZ2SEiIgIhISHo0qULGjZsiDlz5mDOnDkSJq+wb98+XL58GZcvX650yyDwz/3phr6P9xs7diwyMzOxePFi3Lx5E56enti9ezfc3NykjvZIq1evBgAEBgZWmv7tt9/i5ZdfBlAx5uTdu3cxbdo03LlzB926dcO+ffsq9fz22WefwczMDGPGjMHdu3cxYMAArF+/HnK5vL52RWvGvn9E2nqcZ5d79+6N8vLyuohFD/G4z5uzl0hpPer4PfPMM3jmmWfqOxYZAUEUq3lKlIiIiEyKIAjYsWMHhg8fDqDitjMrKyts3boVI0aM0Cw3c+ZMqFQqHDp0SKKkdA+PmWHj8aP6xmf8iIiIqApDf3bZFPGYGTYeP6prvNWTiIjIROXn5+Py5cua14mJiVCpVHBwcECLFi0wZ84cjB8/Hl26dNH0zpycnFxpTFaqXzxmho3Hj6TEWz2JiIhM1MGDB9G/f/8q01966SWsX78eQMVg0kuXLtU8u/zZZ5+hb9++9ZyU7uExM2w8fiQlFn5ERERERERGjs/4ERERERERGTkWfkREREREREaOhR8REREREZGRY+FHRERERERk5Fj4ERERERERGTkWfkREREREREaOhR8REREREZGRY+FHpAO3b99G06ZN8dFHH2mmnThxAubm5ti3b5+EyYiIiIiIOIA7kc7s3r0bw4cPx7Fjx9ChQwf4+flhyJAhCAsLkzoaEREREZk4Fn5EOhQSEoL9+/cjICAA8fHxiIqKglKplDoWEREREZk4Fn5EOnT37l14enoiJSUF0dHR8Pb2ljoSERERERGf8SPSpatXr+LGjRsoLy/HtWvXpI5DREQGpri4GDNmzECTJk2gVCrRu3dvREVFAQAOHjwIQRCwd+9e+Pn5wdLSEk888QTS09Px+++/o2PHjrC1tcW4ceNQWFio2aYoili6dClatWoFS0tL+Pj4YNu2bZXe99dff0Xbtm1haWmJ/v3747vvvoMgCMjOzgYAZGZmYty4cXBxcYGVlRW8vLywcePGevu+ENHjY+FHpCMlJSV44YUXMHbsWHz44YeYOHEibt26JXUsIiIyIPPmzcP27dvx3XffITY2Fm3atMGgQYOQlZWlWea9997DypUrcezYMaSkpGDMmDEICwvDTz/9hF27diEiIgJffPGFZvm3334b3377LVavXo2zZ89i9uzZePHFF3Ho0CEAQFJSEkaNGoXhw4dDpVJh8uTJWLhwYaVcRUVF8Pf3x2+//YYzZ87gtddew/jx43HixIn6+cYQ0WPjrZ5EOvLmm29i27ZtiI+PR4MGDdC/f3/Y2Njgt99+kzoaEREZgIKCAjRs2BDr16/H888/DwBQq9Vo2bIlZs2ahYCAAPTv3x/79+/HgAEDAAAff/wxFixYgCtXrqBVq1YAgClTpiApKQl79uxBQUEBHB0d8eeff6JHjx6a95o0aRIKCwvx008/Yf78+di1axdOnz6tmf/2229jyZIluHPnDuzt7avNO2TIEHTs2BHLli2ro+8IEemSmdQBiIzBwYMHERYWhgMHDsDW1hYAsGHDBnh7e2P16tWYOnWqxAmJiEjfXblyBWq1Gr169dJMUygU6Nq1K86dO4eAgAAAqPT8uJOTE6ysrDRF371pJ0+eBAAkJCSgqKgIAwcOrPReJSUl8PPzAwBcuHBBs+17unbtWul1WVkZPv74Y2zevBnXr19HcXExiouLYW1trYM9J6L6wMKPSAcCAwOhVqsrTWvRooXm2QgiIqJHuXcTliAIVab/e5pCodD8XxCESq/vTSsvLwcAzb+7du1C8+bNKy1nYWFR7fb/neWeTz/9FJ999hnCwsLg5eUFa2trzJo1CyUlJbXeTyKSBp/xIyIiItIDbdq0gbm5OY4cOaKZplarER0djY4dO2q1TQ8PD1hYWCA5ORlt2rSp9OXq6goA6NChg6YDmXuio6MrvT58+DCGDRuGF198ET4+PmjVqhUuXbqkVSYikgav+BERERHpAWtra0ydOhVvvvkmHBwc0KJFCyxduhSFhYWYOHEi4uPja71NGxsbzJ07F7Nnz0Z5eTl69+6N3NxcHDt2DA0aNMBLL72EyZMnY/ny5fjPf/6DiRMnQqVSYf369QD+ufrYpk0bbN++HceOHUPDhg2xfPlypKWlaV2QElH9Y+FHREREpCc+/vhjlJeXY/z48cjLy0OXLl2wd+9eNGzYUOttfvDBB2jSpAlCQ0Nx9epV2Nvbo3PnznjrrbcAAO7u7ti2bRveeOMNrFixAj169MDChQsxdepUze2g77zzDhITEzFo0CBYWVnhtddew/Dhw5GTk6OT/SaiusdePYmIiIiokiVLluDLL79ESkqK1FGISEd4xY+IiIjIxK1atQoBAQFo1KgRjh49ik8++QTTp0+XOhYR6RALPyIiIiITd+nSJXz44YfIyspCixYt8MYbb2DBggVSxyIiHeKtnkREREREREaOwzkQEREREREZORZ+RERERERERo6FHxERERERkZFj4UdERERERGTkWPgREREREREZORZ+RERERERERo6FHxERERERkZFj4UdERERERGTkWPgREREREREZORZ+RERERERERo6FHxERERERkZFj4UdERERERGTkWPgREREREREZORZ+RERERERERo6FHxERERERkZFj4UdERERERGTkWPgREREREREZORZ+RERERERERo6FHxERERERkZFj4UdERERERGTkzKQOoO/Ky8tx48YN2NjYQBAEqeMQEZkMURSRl5cHZ2dnyGT8nPIetktERNIx5LbJJAo/MzMzeHp6AgC6dOmCtWvX1njdGzduwNXVta6iERHRI6SkpMDFxUXqGHqD7RIRkfQMsW0yicLP3t4eKpVKq3VtbGwAVBxcW1vbWq+vVquxb98+BAUFQaFQaJWB9A+Pq/HisdUfubm5cHV11fwepgpsl6g+8XyhmjKVc8WQ2yaTKPwex73baGxtbbVuYK2srGBra2vUPwSmhsfVePHY6h/ezlghPDwc4eHhKCsrA8B2ieoHzxeqKVM7VwyxbdL7G1MjIyMxdOhQODs7QxAE7Ny5s8oyq1atgru7O5RKJfz9/XH48OFK83Nzc+Hv74/evXvj0KFD9ZSciIhId0JCQpCQkICoqCipoxARkQHS+8KvoKAAPj4+WLlyZbXzN2/ejFmzZmHhwoWIi4tDnz59EBwcjOTkZM0ySUlJiImJwZdffokJEyYgNze3vuITERERERFJTu9v9QwODkZwcPAD5y9fvhwTJ07EpEmTAABhYWHYu3cvVq9ejdDQUACAs7MzAMDT0xMeHh64ePEiunTpUu32iouLUVxcrHl9r0hUq9VQq9W1zn9vHW3WJf3F42q8eGz1B48BERGR7uh94fcwJSUliImJwfz58ytNDwoKwrFjxwAAd+7cgZWVFSwsLJCamoqEhAS0atXqgdsMDQ3F+++/X2X6vn37YGVlpXXWiIgIrdcl/cXjarx4bKVXWFgodQQiIiKjYdCFX0ZGBsrKyuDk5FRpupOTE9LS0gAA586dw+TJkyGTySAIAlasWAEHB4cHbnPBggWYM2eO5vW9nnuCgoK0fog+IiICAwcONIkHXU0Fj6vx4rHVH7wtn4iISHcMuvC75/5edURR1Ezr2bMnTp8+XeNtWVhYwMLCosp0hULxWH8EPu76pJ94XI0Xj630+P0nIiLSHb3v3OVhHB0dIZfLNVf37klPT69yFZCIiIiIiMhUGXThZ25uDn9//yrP4kRERKBnz54SpSIiIiIiItIven+rZ35+Pi5fvqx5nZiYCJVKBQcHB7Ro0QJz5szB+PHj0aVLF/To0QNr1qxBcnIypkyZImFqIiIiIiIi/aH3hV90dDT69++veX2v45WXXnoJ69evx9ixY5GZmYnFixfj5s2b8PT0xO7du+Hm5iZVZCIiIp0LDw9HeHg4ysrKpI5CREQGSO8Lv8DAQIii+NBlpk2bhmnTptVTIiIiovoXEhKCkJAQ5Obmws7OTuo4RERkYPS+8DNkJaXlUJeWSx2DiIhII7OgBCW8aEhEZHJY+NWhn2NTMf/n01DI5Pjw9EHYWCpgo1TAVmkGW6UCNkoz2FoqYGNhBhulWcU8S8Xf/69YxlapQAOlGeQy4ZHvR0RE9Chhf1zG1mg5Nt86iZ6tHdGtVSN0btEQluZyqaMREVEdYuFXh/KKSgEA6nIBt/NLcDu/ROttWZvL/1UUKjSF4T8Fo5mmqPxn3j/FpbW5vMp4h0REZHoSMwpQJgqIvpaN6GvZwJ+XoZAL8HGxR/dWjdC9VSN0drOHlTn/RCAiMib8rV6HXu3tjhG+TfHr7xHo0qMPCktF5BWVIq9Ijdy76or/F5dq/p9bVPnfvCI1itQVt4oWlJShoKQMN3O0yyITgAYWZmhobQ53R2u0adwArZs0QJsmDdCmcQM0tDbX4Z4TEZG+2vBKF2zY8Tss3bwRdS0Hf13NxM2cIkRfu4Poa3ew8sBlmMkE+Ljao3srB3RzbwR/t4awtuCfDEREhoy/xeuQXCbAzlKBRkqgYzMbKBSKWm+jpLQcedUUhLl3//363v/vX66iqCwtF1EuArlFpcgtKsW1zEIcvHC70vs4WJv/XQxao/W9orBxAzS3t4SMt5kSERkNQRDgqAQG+7vg+e7uEEURKVl38dfVTPyVmIm/rmTiRk4RYq7dQcy1Owg/cAVmMgHeLnbo9vcVwS4sBImIDA5/a+s5czMZGjWwQKMGFlqtL4oiitQVxWNuUSky8otx5XY+rqQX4PLtfFxJz8f17LvIKijByYIsnEzKqrS+UiFDK8eKK4OtG//9bxNruDtaw8KMz4MQERk6QRDQopEVWjSywpgAV4iiiNQ7fxeCV7Pw19VMXM++i9jkbMQmZ2P1wSuQywR4NbdD91aN0K2VAwJaOqABC0EiIr3G39JGThAEWJrLYWkuRxNboE2TBujeqlGlZQpLSnH1dgGu3M7H5fR8zb9JGYUoUpcj4WYuEm7mVlpHJgCuDlZo07gB2je1Qe82jujS0gHmZrL63D0iItIxQRDg6mAFVwcrjO7iCgBIySrEicSKIvBEYiZSsu5ClZINVUo2vjxUUQh6NrdDd3eHiiuCLRvCRln7u1yIiKjusPAjWJmbwbO5HTybVx4XqrSsHCl37uJKej4u31cU5v19y+i1zEL8cT4dqw5egZW5HD1bOyKwfWP0a9cYrg5WEu0RERHp0r1CcJS/CwDgevZdnLiaqbkqmJxViPiUbMSnZOOryKuQCagoBFs1QvdWDujS0gG2LASJiCTFwo8eyEwug7tjxW2dT8JJM10URdzOL/67ECxAXPIdRF68jYz8Euw/dwv7z90CALRubI1+7ZogsH1jdHV3gFLBW0OJiIxBc3tLPNvZBc92rigEb2TfxYnETPx1JQsnEjORlFmIU6k5OJWagzV/F4KdnO3Q7e8rggHuDrCzZCFIRFSfWPhRrQmCgCY2SjSxUaJna0eM7+6G8nIRCTdzcejibRy6cBsxyXdw5XYBrtxOxLqjiVAqZOjRqhH6tWuMwPZN0NLRWurdICIiHXG2t8QIPxeM8KsoBNNyiioKwb+vCCZmFOD09Rycvp6DtUcSIQiARzNbzfARXVs6wM6KhSARUV1i4Uc6Ifv7+Q7P5nYI6d8GOXfVOHY5Awcv3Mahi7eRlluEAxdu48CF28D/EuDWyAr92jXGkx2d0LuNI3sOJSJ6hPDwcISHh6OsrEzqKI/U1E6JYb7NMcy3OQDgVm6Rpgg8kZiJq7cLcPZGLs7eyMU3fxeCHZvaoluriiuC3dwdYG/FYYaIiHSJhR/VCTtLBYK9miHYqxlEUcTFW/k4eCEdhy7eRlRSFq5lFuL749fw/fFraOFghRe7t8CYLq5s6ImIHiAkJAQhISHIzc2FnZ3do1fQI062lQvB9Nwi/JWYpXlO8MrtAk1HYt8eTYIgAO2dbNCnrSNe7e2OZnaWEu8BEZHhY+FHdU4QBLRvaoP2TW0wuV9r5BeX4viVTBy4kI7f4m8gOasQH+0+j0/3XcRQH2dM6OEGbxd7qWMTEVEdaWKrxDM+znjGxxkAkJ5XhJP3eg29moVL6fk4n5aH82l5+P74NbzcqyWm9WvD20GJiB4DCz+qdw0szDDQwwkDPZzwzhAP/KK6ju+PX0PCzVxsi0nFtphU+LjaY3x3Nzzt3YydwhARGbkmNko87e2Mp70rCsHbecU4kZiJ749fw8nELHx16Co2nkhGSP82eKlnS7YLRERa4KBrJClLczme69oCu2b0xvapPTHCrznM5TLEp2Rj7tZ49Aj9A6G7zyElq1DqqEREVE8a21jgaW9nbH6tO759OQDtnWyQW1SK0N/Po/+yg9gSnYKyclHqmEREBoWFH+kFQRDg79YQn431xbEFT2DeU+3R3N4SdwrV+CryKvp+cgCvfHsS0UlZUkclIqJ6IggC+ndogt0z++DT0T5obm+JmzlFmLftFIJXRGJ/wi2IIgtAIqKaYOFHesexgQWmBbZB5Lz++HpCF/Rp6whRBA5cuI1RXx7H5A3RuHI7X+qYRERUT+QyASP9XfDHG/3w9pCOsLdS4OKtfEz6PhpjvjqOmGv8UJCI6FFY+JHekssEDPRwwoaJ3XBgbiDGdXWFTAD2nr2FoM8isXDHaaTnFUkdk4iI6olSIcekPq1w6M3+mBbYGkqFDFFJdzBy9XG89n00LqfnSR2RiEhvsfAjg+DuaI3QZ72xd1ZfPNnRCWXlIn48kYzATw4ibP9FFBSXSh2RiIjqiZ2lAvOe6oCDc/vjuYCKDwX3JVR8KDh/+ymk5fBDQSKi+7HwI4PS1skGa1/qgs2vdYePqz0KS8oQtv8S+n1yED+euIbSsnKpIxIRUT1paqfExyO9sW92XwR5OKFcBDZFpaDfJwfw3z3nkXNXLXVEIiK9wcKPDFK3Vo2wc1pPhD/fGW6NrJCRX4yFO84gKKziYX8iIjIdbZrYYM2ELtg+tQcCWjZEcWk5Vh+8gr5LD+DryKsoUpdJHZGISHIs/MhgCYKAId7NEDG7H94b6gEHa3NcvV2ASd9HY8bGOGQVlEgdkYiI6pG/mwO2TO6BtRO6oG2TBsi5q8aS3efwxLKD2BaTyiEgiMiksfAjg2duJsPLvdxx6M1ATO7bCjIB+DX+BoI+O4Q9Z9KkjkdERPVIEAQ86eGEPbP6YukobzSzU+JGThHmbo3H4BWH8ed5DgFBRKaJhR8ZDRulAgsGd8SOab3QtkkDZOSXYMoPMXidV/+IiEyOXCZgTBdXHJgbiLcGd4CdpQIXbuXh1fXRGLvmL8Qm35E6IhFRvWLhR0bHx9Uev83ojZD+rSGXCfif5urfTamjERFRPVMq5Hitb2tEvtkfk/u1grmZDCcTs/DsqmOYvCEaiRkFUkckIqoXLPzIKFmYyfHmoA7YMa0n2jndu/oXi+k/xSIzv1jqeEREVM/srBRYENwRB+cGYkwXF824sEM+P4xdp/jBIBEZPxZ+ZNS8Xezxv9f/ufr326mbeGrFYZy4mil1NCIikoCzvSWWjvLBnll90c3dAYUlZQj5KRZLdiVwSCAiMmos/Mjo3bv6t/PvZ/9u5xXj+bUn8NWhK3zAn4jIRLVzssGPk7phcr9WAICvDyfihbUncDuPd4UQkXFi4Ucmw8vFDr9M74URfs1RVi4i9PfzmLwhBrlFHOCXiPRfeHg4PDw8EBAQIHUUo2Eml2FBcEesfqEzrM3lOJGYhae/OIyYa+z4hYiMDws/MilW5mZYPsYHHw73hLlchn0Jt/DMF0eQcCNX6mhERA8VEhKChIQEREVFSR3F6AR7NcMv03ujTZMGuJVbjOfWHMeG40m8K4SIjAoLPzI5giDgxe5u2DqlB5rbWyIpsxAjVh3F1ugUqaMREZFE2jRpgJ0hvTDEqxnUZSLe+eUs3tgSj7slZVJHIyLSCRZ+ZLJ8XO3x2+u9Edi+MYpLy/HmtlN4a8dpqPlwPxGRSWpgYYaVz/th4eCOkMsE/Bx3HSNWHcW1TA75QESGj4UfmbSG1uZY91IA5gxsB0EAfjqRjFfXR/G5PyIiEyUIAv6vbyv8MLEbHBuY43xaHp7+4gj+OHdL6mhERI+FhR+ZPJlMwIwBbfH1+C6wVMhx+FIGRq8+juvZd6WORkREEunRuhH+93pv+LWwR15RKSZ+F43lERdRVs7n/ojIMLHwI/rbkx5O2DK5B5rYWODCrTwMDz+K06k5UsciIiKJNLOzxObXemBCDzcAwOd/XMKr66OQXVgicTIiotpj4Uf0L14udtgZ0gsdmtrgdl4xxnx1HBEJvL2HiMhUmZvJsHiYJ5aP8YFSIcOhi7fx9BdHcOY6PxgkIsPCwo/oPs72ltg6pQf6tmuMu+oyvLYhGuuPJkodi4iIJPRsZxf8PLUXWjhYIfXOXYxcfQzbYlKljkVEVGMs/IiqYaNU4JuXuuD5bi0gisB7/0vAZxEXOaYTEZEJ83C2xf+m98YTHZqguLQcc7fGY+GO0ygu5ZAPRKT/WPgRPYBCLsOS4Z6YG9QOALDij0v44LdzKOeD/UREJsvOSoG1E7pg9pMVvUH/eCIZY776Cxn5xVJHIyJ6KBZ+RA8hCAKmP9EWi4d1AgCsO5qI/2w/hVKO9UdEZLJkMgEzn2yLdS8HwM5SgfiUbIz96jjScoqkjkZE9EAs/IhqYEKPllg+xgdymYCtMamYteUUSln7ERGZtP7tm2DHtJ5oZqfEldsFGPPVcaRkFUodi4ioWiz8iGro2c4uWPVCZ5jLZdibkI6vz8twt4TPdRARmbJWjRtgy+QeaOFgheSsQoz56jiu3s6XOhYRURUs/IhqYVCnplj3cgCszOU4nyPD5B/jWPwREZk4VwcrbJncA60bW+NmThHGfPUXLqTlSR2LiKgSFn5EtdS7rSO+fckfFnIRx69mYdL3USz+iIhMXFM7JTZP7oGOzWyRkV+MsWuO43Qqx/ojIv1h9IVfXl4eAgIC4OvrCy8vL3z99ddSRyIj0LmFPaZ2LIO1uRxHL2fi/76PRpGaxR8RkSlzbGCBTf/XHT6u9sguVOP5r/9CdFKW1LGIiACYQOFnZWWFQ4cOQaVS4cSJEwgNDUVmZqbUscgIuNsA30zoDGtzOY5czsCk71j8ERGZOjsrBX6Y2BVd3R2QV1yK8d+cxNHLGVLHIiIy/sJPLpfDysoKAFBUVISysjIOwk064+/WEOtf7Qqrv4s/XvkjIiIbpQLfvdIVfdo64q66DK+sj8Kf529JHYuITJzeF36RkZEYOnQonJ2dIQgCdu7cWWWZVatWwd3dHUqlEv7+/jh8+HCl+dnZ2fDx8YGLiwvmzZsHR0fHekpPpiCgpQO++7v4O3wpA9N/ioWa4/wREZk0S3M51r7UBQM9nFBSWo7Xvo/B7tM3pY5FRCZM7wu/goIC+Pj4YOXKldXO37x5M2bNmoWFCxciLi4Offr0QXBwMJKTkzXL2NvbIz4+HomJifjpp59w6xY/dSPdCmjpgHUvB8DCTIb959LxxpZ4lJXzyjIRkSmzMJNj1QudMdTHGaXlIqb/FIvtMalSxyIiE2UmdYBHCQ4ORnBw8APnL1++HBMnTsSkSZMAAGFhYdi7dy9Wr16N0NDQSss6OTnB29sbkZGRGD16dLXbKy4uRnFxseZ1bm4uAECtVkOtVtc6/711tFmX9Fd1x9Xf1RYrx/lg6o8q/Bp/A5YKGT54piMEQZAqJmmBP7P6g8eAjIFCLkPYWF9YKmTYEp2KN7bGo6i0DC90c5M6GhGZGL0v/B6mpKQEMTExmD9/fqXpQUFBOHbsGADg1q1bsLS0hK2tLXJzcxEZGYmpU6c+cJuhoaF4//33q0zft2+f5llBbURERGi9Lumv6o7ri60FfHdJhs3Rqbh9PRnPuJWDtZ/h4c+s9AoLC6WOQKQTcpmAj5/1hqVCju+OX8PCHWdwt6QMk/q0kjoaEZkQgy78MjIyUFZWBicnp0rTnZyckJaWBgBITU3FxIkTIYoiRFHE9OnT4e3t/cBtLliwAHPmzNG8zs3NhaurK4KCgmBra1vrjGq1GhERERg4cCAUCkWt1yf99LDjOhhAu5jreGvnWfx5UwbfTu0wtR8bd0PBn1n9ce+OCyJjIJMJeO+ZTrA0N8OXh67gw13nUFxajpD+baSORkQmwqALv3vuv5VOFEXNNH9/f6hUqhpvy8LCAhYWFlWmKxSKx/oj8HHXJ/30oOP6fPeWuFsq4oPfErB8/2U0s7fC6C6uEiQkbfFnVnr8/pOxEQQB/3mqPazN5fg04iI+2XsBtpYKjO/O2z6JqO7pfecuD+Po6Ai5XK65undPenp6lauARPVtYm93TA1sDQCY//NpHLyQLnEiItInhYWFcHNzw9y5c6WOQvVIEAS8PqAtZjxRcaVv0S9n8IvqusSpiMgUGHThZ25uDn9//yrP4kRERKBnz54SpSL6x7xB7THCrznKykVM+zEWp1NzpI5ERHpiyZIl6Natm9QxSCKzB7bDhB5uEEXgjS3xOHCeHw4SUd3S+8IvPz8fKpVKc7tmYmIiVCqVZriGOXPmYO3atVi3bh3OnTuH2bNnIzk5GVOmTJEwNVEFQRDw35He6N3GEYUlFYP4pmSxwwoiU3fp0iWcP38egwcPljoKSUQQBLw3tBOG+VYM9TD1xxhEJWVJHYuIjJjeF37R0dHw8/ODn58fgIpCz8/PD4sWLQIAjB07FmFhYVi8eDF8fX0RGRmJ3bt3w82N98uTfjA3k2H1i53RsZktMvKL8dK6k8gqKJE6FhFpKTIyEkOHDoWzszMEQcDOnTurLLNq1Sq4u7tDqVTC398fhw8frjR/7ty5VYYcItMjkwlYNtoH/ds3RpG6HK+uj0LCDXZqRER1Q+87dwkMDIQoPnwg7GnTpmHatGn1lIio9myUCqx/JQDPrjqGqxkFmPRdFH6c1B2W5nKpoxFRLRUUFMDHxwevvPIKRo4cWWX+5s2bMWvWLKxatQq9evXCV199heDgYCQkJKBFixb45Zdf0K5dO7Rr104z9NDDcHxZ47dijDde/T4G0deyMWHdCWycFICWjayljgWA5wvVnKmcK4a8f3pf+BEZCydbJda/EoCRq48hNjkbMzbF4csX/SGXcZA/IkMSHByM4ODgB85fvnw5Jk6ciEmTJgEAwsLCsHfvXqxevRqhoaH466+/sGnTJmzduhX5+flQq9WwtbXV3MlyP44vaxpGNgFu3pbjen4Jxq4+gpmdymBftZNxyfB8oZoy9nPFkMeYZeFHVI/aOtlg7UsBePGbE4hIuIV3fz2DD4Z5VhmShIgMU0lJCWJiYjB//vxK04OCgjRX90JDQzW3ea5fvx5nzpx5YNEHcHxZUxL4RDGe+zoK17IKsSHFDj9NCkBDK3NJM/F8oZoylXPFkMeYZeFHVM+6ujtgxVhfTPspFj/8lQxne0tMC+QAvkTGICMjA2VlZVWGFHJycqoy9FBNcXxZ09GsoQI/TOqG0V8ex+XbBfi/H1T4cVI3NLCQ/s81ni9UU8Z+rhjyvul95y5ExijYqxkWPe0BAFi65wL2nNHuD0Ii0k/3X8UXRbHaK/svv/wyli1bVl+xyAC4Olhhw8SusLdSID4lG5M3RKO4tEzqWERkBFj4EUnklV7ueKlHRe+zszercOY6x/gjMnSOjo6Qy+VVru6lp6dXuQpI9CBtnWyw/pWusDKX4+jlTMzcqEJpWbnUsYjIwLHwI5LQO097oE9bR9xVl+H/vo9Gel6R1JGI6DGYm5vD39+/SucGERER6Nmz52NtOzw8HB4eHggICHis7ZBh8HW1x9cTusBcLsOes2l4e+eZR/ZyTkT0MCz8iCRkJpdh5fOd0aqxNW7mFOG172NQpOYtPUT6LD8/HyqVCiqVCgCQmJgIlUqF5ORkABXjza5duxbr1q3DuXPnMHv2bCQnJ2PKlCmP9b4hISFISEhAVFTU4+4CGYhebRzx+ThfyARgU1QKVh+6InUkIjJgLPyIJGZnqcC6lwJgZ6mAKiUb87ad4qe6RHosOjoafn5+8PPzA1BR6Pn5+Wl65hw7dizCwsKwePFi+Pr6IjIyErt374abm5uUsclAPeVZ+Znw307dkDgRERkq6buJIiK0dLTG6hc7Y8I3J/Fr/A20bdIArw9oK3UsIqpGYGDgIz+cmTZtGqZNm1ZPicjYvdzLHdeyCvHt0STM2RKPZnZK+Ls5SB2LiAwMr/gR6YmerR3xwXBPAMCnERex+/RNiRMREZG+eHuIB57s6ISS0nL83/cxuJZZIHUkIjIwLPyI9Mi4ri3wai93AMCcLSqcTmVPn0RUgZ27mDa5TMDn43zh2dwWWQUleGV9FLILS6SORUQGhIUfkZ55a3AHBLZvjCJ1OV7bEI2M/GKpIxGRHmDnLmRlboZ1LwXA2U6Jq7cL8NqGGI7xR0Q1xsKPSM+YyWX4fJwfWjlW9PQ57cdYqDl+ExERAWhiq8S6VwLQwMIMJxOzsGD7aXYIRkQ1wsKPSA/ZKhVYM8Ff07Av2XVO6khERKQnOjS1xaoXOkMuE/Bz3HWs+OOS1JGIyACw8CPSU22a2GD5GB8AwPpjSdganSJxIiIi0hd92zXGh393CBa2/xJ+jk2VOBER6TsWfkR6LKhTU8z8e1iHhTvPID4lW9pARESkN8Z1bYHJ/VoBAP6z/RT+upopcSIi0mcs/Ij03MwBbTVdeE/eEIPbeezshcgUsVdPqs5/BnXAYK+mUJeJmLwhBkkZHOaBiKrHwo9Iz8lkAj4b64NWja2RlluEaT/GoKSUnb0QmRr26knVkckELB/jC19Xe+TcVWPS99HIK1JLHYuI9BALPyIDYKNUYM34LmhgYYaopDtYsitB6khERKQnlAo51oz3h5OtBS6n52PmJhXKytnTJxFVxsKPyEC0adIAYWN9AQDfHb+GX1TXpQ1ERER6o4mtEmvGd4GFmQx/nk/Hsn0XpI5ERHqGhR+RAXnSwwnT+7cBAMzffhoXb+VJnIiIiPSFj6s9lo7yBgCsPniFHxASUSUs/IgMzOyB7dCrTSPcVZdhyg8xyC8ulToSERHpiWG+zTGlX2sAwLxtp3AqNVvaQESkN1j4ERkYuUzA58/5oZmdEldvF+A/205BFPksBxERVXhzUHs80aEJikvL8dr3MUjPK5I6EhHpARZ+RAaoUQMLhL/QGQq5gF2nb2Ld0SSpIxFRHeNwDlRTcpmAsOd80frv3qCnbIhBcWmZ1LGISGIs/IgMVOcWDfH2EA8AQOjuc4hKypI4ERHVJQ7nQLVhq1Rg7UsBsFWaITY5Gwt3nOHdIUQmjoUfkQGb0MMNQ32cUVouIuTHWA7uTkREGu6O1gh/oTNkArAtJpV3hxCZOBZ+RAZMEAR8/KwX2jRpgPS8Yry+MRalZRzcnYiIKvRp2xgL/747ZMmuBBy9nCFxIiKSCgs/IgNnbWGGL1/0h7W5HH9dzcKnEReljkRERHrk1V4tMcrfBeUiMP2nWKTeKZQ6EhFJgIUfkRFo06QB/vuvsZv2nU2TOBEREekLQRDw4XBPeDW3w51CNab8EIMiNTt7ITI1LPyIjMTT3s54tZc7AGDu1nikZPETXSIiqqBUyPHleH84WJvjzPVcdvZCZIJY+BEZkfnBHeDrao/colK8vjEOJaV83o+IiCo0t7fEynF+kAnA9thU/PDXNakjEVE9YuFHZETMzWT4YpwfbJVmUKVk45O956WOREQ6wnH8SBd6tnHE/OAOAID3/5eAaA4FRGQyWPgRGRlXByt8MtoHAPD14UTsT7glcSIi0gWO40e68n99WmGIdzOUlouY+mMsbuUWSR2JiOoBCz8iIzSoU1PN835vbI3H9ey7EiciIiJ9IQgClo70RnsnG9zOK8a0H2P5aACRCWDhR2Sk5gd3gI+LHXLuqjH9p1ioOb4fERH9zdrCDF+O94eN0gwx1+7gg98SpI5ERHWMhR+RkTI3k2Hl851hozRDXHI2lu29IHUkIiLSI+6O1ggb6wsA2PDXNWyPSZU2EBHVKRZ+REbM1cEKn/w9vt9XkVfx53k+70dERP8Y0NEJMwe0BQAs3Hka59NyJU5ERHWFhR+RkXvKsxle7tkSADBnSzxu8Hk/IiL6lxkD2qJPW0cUqcsx7YdY5BeXSh2JiOoACz8iE7BgcAd4NbdDdqEar2+M4/N+RESkIZcJCBvri2Z2SlzNKMB/tp/i4O5ERoiFH5EJsDCTY+XzfrCxqHiI/9N9F6WOREREeqRRAwusfL4zzGQCdp26ie+OJUkdiYh0jIUfkYlwa2SN//79vN+Xh67gwIV0iRMREZE+8XdriLcGdwQALNl9DrHJdyRORES6xMKPyIQM9mqG8d3dAABzt8QjnYP2EhmM8PBweHh4ICAgQOooZMRe6dUSg72aQl0mYvqPscgqKJE6EhHpCAs/IhOzcEhHdGhqg8yCEszZEo/ycj7HQWQIQkJCkJCQgKioKKmjkBETBAH/HekNd0dr3Mgpwtxtp8Fmgsg4sPAjMjFKRcXzfkqFDEcuZ2DN4atSRyIiIj1io1Rg9YudoVTIcPhyJiKuC1JHIiIdMInCb8SIEWjYsCFGjRoldRQivdCmiQ3eG9oJALBs7wWoUrKlDURERHqlQ1NbfDjcCwDwe4oMR69kSpyIiB6XSRR+M2bMwPfffy91DCK9MjbAFUO8mqG0XMTMTXHIK1JLHYmIiPTIKH8XjPFvDhECZm85hZs5HAeWyJCZROHXv39/2NjYSB2DSK8IgoCPnvVCc3tLXMssxKJfzkodiYiI9Mw7QzqguZWIO4VqTP+J48ASGTK9L/wiIyMxdOhQODs7QxAE7Ny5s8oyq1atgru7O5RKJfz9/XH48OH6D0pkgOwsFVjxnC9kArAj7jp+jk2VOhIREekRpUKOV9uXwUZZMQ7sf38/L3UkItKS3hd+BQUF8PHxwcqVK6udv3nzZsyaNQsLFy5EXFwc+vTpg+DgYCQnJ9dzUiLD1KWlA2Y92Q4A8M7OM0jMKJA4ERER6RNHJfDfEZ4AgLVHErHnzE2JExGRNsykDvAowcHBCA4OfuD85cuXY+LEiZg0aRIAICwsDHv37sXq1asRGhpa6/crLi5GcXGx5nVubi4AQK1WQ62u/TNQ99bRZl3SX8Z2XF/r7YbDl24jKukOXv8pFpv/ryvMzfT+c6E6YWzH1pDxGBDpj4EeTfBa31ZYE3kVb249hfZNbeHuaC11LCKqBb0v/B6mpKQEMTExmD9/fqXpQUFBOHbsmFbbDA0Nxfvvv19l+r59+2BlZaXVNgEgIiJC63VJfxnTcX3aATibKseZG7l4fc0+DGtp2s9xGNOxNVSFhYVSRyCif3lzUHuokrNxMikLU3+Iwc6QXlAq5FLHIqIaMujCLyMjA2VlZXBycqo03cnJCWlpaZrXgwYNQmxsLAoKCuDi4oIdO3YgICCg2m0uWLAAc+bM0bzOzc2Fq6srgoKCYGtrW+uMarUaERERGDhwIBQKRa3XJ/1krMe1cft0TNuowp83ZXhxYBf0aesodaR6Z6zH1hDdu+OCiPSDQi7DF8/7Ycjnh3E+LQ/v/+8sQp/1ljoWEdWQQRd+9whC5YFFRVGsNG3v3r013paFhQUsLCyqTFcoFI/1R+Djrk/6ydiO62Cf5hifeAcb/rqGeT+fwe8z+6KxTdWfB1NgbMfWEPH7T6R/nGyVWPGcH1785gQ2nkxBj9aOeMbHWepYRFQDBv0Qj6OjI+RyeaWrewCQnp5e5SogEdXMwiEd0d7JBhn5JXhjazzKy0WpIxERgPDwcHh4eDzwjhWi+tKrjSNe798GAPDWz6eRxE7BiAyCQRd+5ubm8Pf3r/IsTkREBHr27ClRKiLDplTI8cXzfrAwkyHy4m18cyRR6khEBCAkJAQJCQmIioqSOgoRZgxoi64tHZBfXIrpG2NRXFomdSQiegS9L/zy8/OhUqmgUqkAAImJiVCpVJrhGubMmYO1a9di3bp1OHfuHGbPno3k5GRMmTJFwtREhq2dkw0WDfUAACzdex6nU3MkTkRERPrETC7DinG+aGilwJnrufiY4/sR6T29L/yio6Ph5+cHPz8/ABWFnp+fHxYtWgQAGDt2LMLCwrB48WL4+voiMjISu3fvhpubm5SxiQze811b4KlOTaEuEzFjUxwKS0qljkRERHqkmZ0lPh3jAwD49mgS9p5Ne8QaRCQlvS/8AgMDIYpila/169drlpk2bRqSkpJQXFyMmJgY9O3bV7rAREZCEAR8PNILzeyUSMwowAe/JUgdiYiI9MwTHZzwf33cAQDztp3C9ey7EiciogfR+8KPiKRjb2WOT8f4QBCAjSdT+GkuERFV8eagDvBxtUfOXTVmbIyDusy0x4El0lcs/IjooXq2dsRrfVsBAOZvP4VbuUUSJyIiIn1ibibDynF+sFGaIebaHSyPuCh1JCKqBgs/InqkNwa2h2dzW9wpVGMuh3ggIqL7uDpYYenIisHcVx+8gkMXb0uciIjux8KPiB7J3EyGsLF+UCpkOHwpA98eS5I6EhER6Zlgr2YY372ic705m1VI5x0iRHqFhR8R1UibJg3w9pCKIR7++/t5nLuZK3EiIiLSNwuHdETHZrbILCjBzE0qlPEOESK9wcKPiGrshW4t8GTHJigpK8fMTXEoUnPAXiIi+odSIUf4836wMpfj+NVMrPzzstSRiOhvLPyIqMYEQcB/R3rDsYEFLt7K54C9RERURavGDbBkhCcAYMUfF/HX1UyJExERwMKPiGqpUQMLLBtd8QD/+mNJOHAhXeJERESkb0b4uWC0vwvKRWDmpjhk5hdLHYnI5LHwI6JaC2zfBC/3bAkAeHPrKWSwQSciovu8P6wT2jRpgFu5xXiDPUITSY6FHxFpZX5wB7RzaoCM/GLM334KosgGnYiI/mFlboaVz/vBwkyGgxduY+2Rq1JHIjJpLPyISCtKhRwrnvODuVyG/efS8eOJZKkjERGRnunQ1BbvDu0EAFi65wJik+9InIjIdLHwIyKtdWxmi3lPtQcAfLgrAZfT8yVORERE+mZcV1c87d0MpeUiXv8pDjmFaqkjEZkkFn5E9Fhe7eWOPm0dUaSuGOKhpLRc6khERKRHBEFA6LNecGtkhevZd/EfPh5AJAkWfkT0WGQyActG+6ChlQJnb+Ti04gLUkciMkrh4eHw8PBAQECA1FGIas1GqcDKcZ2hkAvYczaNjwcQSYCFHxE9NidbJT4eWTHEw5rIqzh2JUPiRETGJyQkBAkJCYiKipI6CpFWvFzs8J+nOgAAPvgtARfS8iRORGRazLRd8fr16zh69CjS09NRXl751q4ZM2Y8djAiMiyDOjXFuK6u2HgyBXM2x2PPrD6wtzKXOhaRBtstIum92ssdhy9l4NDF25ixMQ6/TO8FpUIudSwik6BV4fftt99iypQpMDc3R6NGjSAIgmaeIAhsQIlM1DtPe+DE1SxczSjAwh1nsPJ5v0q/H4ikwnaLSD/cezwgeMVhXLiVhyW7zuGD4Z5SxyIyCVrd6rlo0SIsWrQIOTk5SEpKQmJioubr6lWO0UJkqqzMzRD2nC/MZAJ2nb6JnarrUkciAsB2i0ifNLaxwPIxPgCADX9dw76zaRInIjINWhV+hYWFeO655yCT8RFBIqrM28UeMwe0BQAs2nkWqXcKJU5ExHaLSN/0bdcYr/VtBQCYt/0UbubclTgRkfHTqgWcOHEitm7dqussRGQkpga2RucW9sgrLsUbW+JRVs5uu0labLeI9M/coPbwam6H7EI1Zm9Wsa0gqmNaPeMXGhqKp59+Gnv27IGXlxcUCkWl+cuXL9dJOCIyTGZyGT4b64vgFYdxIjEL3xy5itf6tpY6FpkwtltE+sfcTIbPx/lhyOeH8dfVLKw+eBnTn2grdSwio6VV4ffRRx9h7969aN++PQBUeUieiMitkTUWPe2B+T+fxrK9F9GnbWN0bGYrdSwyUWy3iPSTu6M1Fg/zxNyt8fhs/yX0aO0If7eGUsciMkpaFX7Lly/HunXr8PLLL+s4DhEZk7EBrth/Lh37z93C7M0q7Axht90kDbZbRPprZOfmiLx4G7/G38DMTXHYPbMPbJWKR69IRLWi1TN+FhYW6NWrl66zEJGREQQBH4/0gmMDc5xPy8On+y5IHYlMFNstIv0lCAI+HOEJVwdLpN65i7d+Pg1R5PN+RLqmVeE3c+ZMfPHFF7rOQkRGyLGBBT5+1hsAsPZIIo5dyZA4EZkitltE+s1WqcCK5/wglwn47dRNbI1JlToSkdHR6lbPkydP4s8//8Rvv/2GTp06VXlI/ueff9ZJOCIyDk96OGFcV1dsPJmCuVvi8fusvrCz5G08VH/YbhHpv84tGmLOwHb4ZO8FvPfrWfi7NUTrxg2kjkVkNLQq/Ozt7fHss8/qOgsRGbG3h3jg2JVMXMssxLu/nEHYc35SRyITwnaLyDBM6dcaRy5l4PjVTMzYGIefp/WEhRmfDSfSBa0Kv2+//VbXOYjIyFlbmGH5GF+M/vIYdqpuYEBHJwz1cZY6FpkItltEhkEuE/4eDigSZ2/k4pM9F/D20x5SxyIyClo940dEpA1/t4aY3r8NAODtnWeQllMkcSIiItI3Te2U+GSUD4CKZ8MPXkiXOBGRcdDqip+7u/tDxz26evWq1oGIyLi9PqAtDl68jVOpOXhzWzy+e6UrZDKOo0Z1i+0WkWF50sMJL/Vww3fHr2Hu1njsntkHTWyUUsciMmhaFX6zZs2q9FqtViMuLg579uzBm2++qYtcRGSkFHIZPhvriyGfH8bhSxn47ngSXunlLnUsMnJst4gMz4LBHXEiMQvn0/LwxhZ+UEj0uLQq/GbOnFnt9PDwcERHRz9WICIyfq0bN8DCwR3xzi9n8fHv59G7jSPaOtlIHYuMGNstIsOjVMjxxTg/DF15BIcvZeCbI4n4v76tpI5FZLB0+oxfcHAwtm/frstNEpGRerG7G/q1a4zi0nLM2qxCSWm51JHIBLHdItJvbZ1s8M7fnbss3Xsep1NzJE5EZLh0Wvht27YNDg4OutwkERkpQRDwyShv2FspcPZGLlb8cVHqSGSC2G4R6b/nu7bAU52aQl0m4vWNsSgoLpU6EpFB0upWTz8/v0oPyYuiiLS0NNy+fRurVq3SWTgiMm5NbJUIHeGFqT/GYvXBK+jfvgm6tOQf4aR7bLeIDJcgCPh4pBfiU7ORlFmI9349i09G+0gdi8jgaFX4DR8+vNJrmUyGxo0bIzAwEB06dNBFLiIyEcFezTCyswu2x6Zi9hYVds/oAxulQupYZGTYbhEZNnsrc3w21hfjvv4LW2NSEdi+CYZ4N5M6FpFBqXXhV1paipYtW2LQoEFo2rRpXWQiIhPz3jMe+OtqJlKy7uKD3xKwdBQ/ySXdYbtFZBy6t2qEaYGtEX7gChb8fAq+LezR3N5S6lhEBqPWz/iZmZlh6tSpKC4uros8RGSCbJQKfDbWF4IAbIlOxd6zaVJHIiOib+1WXl4eAgIC4OvrCy8vL3z99ddSRyIyGLOebAcfV3vkFpVi9mYVyspFqSMRGQytOnfp1q0b4uLidJ2FiExYV3cHTO7bGgCw4OfTSM8rkjgRGRN9aresrKxw6NAhqFQqnDhxAqGhocjMzJQ6FpFBUMhlWDHWF9bmcpxMzMKXh65IHYnIYGj1jN+0adPwxhtvIDU1Ff7+/rC2tq4039vbWyfhiMi0zB7YFocu3sa5m7n4z7ZTWPdyQKUOOYi0pU/tllwuh5WVFQCgqKgIZWVlEEVetSCqqZaO1njvmU54c9spfBZxEb3aOMLX1V7qWER6T6srfmPHjkViYiJmzJiBXr16wdfXF35+fpp/iYi0YWEmR9hYX5ibyXDgwm1sPJkidSQyErpstyIjIzF06FA4OztDEATs3LmzyjKrVq2Cu7s7lEol/P39cfjw4Urzs7Oz4ePjAxcXF8ybNw+Ojo6Ps3tEJmeUvwuGeDdDabmImZvikM8hHogeSasrfomJibrOQUQEAGjf1AbzBrXHh7vO4cNdCejVphHcGlk/ekWih9Blu1VQUAAfHx+88sorGDlyZJX5mzdvxqxZs7Bq1Sr06tULX331FYKDg5GQkIAWLVoAAOzt7REfH49bt27h2WefxahRo+Dk5KSzjETGThAEfDTcC3HX7uDa30M8LOMQD0QPpVXhd+3aNfTs2RNmZpVXLy0txbFjx+Dm5qaTcERkml7t5Y6IhFs4kZiFN7bEY/PkHpDLeMsnaU+X7VZwcDCCg4MfOH/58uWYOHEiJk2aBAAICwvD3r17sXr1aoSGhlZa1snJCd7e3oiMjMTo0aOr3V5xcXGljmlyc3MBAGq1Gmq1usa577m3jjbrkunR5/PFSgF8MsoT49dFY1tMKvq0dsBgL/bcKxV9Pld0yZD3T6vCr3///rh58yaaNGlSaXpOTg769++PsrIynYQjItMkkwn4dIwPngo7jOhrd7Am8iqmBraWOhYZsPpqt0pKShATE4P58+dXmh4UFIRjx44BAG7dugVLS0vY2toiNzcXkZGRmDp16gO3GRoaivfff7/K9H379mmeFdRGRESE1uuS6dHn8+VJZxn2XZdh/vZ4ZF2OhYOF1IlMmz6fK7pQWFgodQStaVX4iaJYbYcLmZmZVR6Y1wcjRozAwYMHMWDAAGzbtk3qOERUAy4NrfDuUA+8ue0UlkdcQGD7xujYzFbqWGSg6qvdysjIQFlZWZXbNp2cnJCWVjFMSWpqKiZOnAhRFCGKIqZPn/7QzmUWLFiAOXPmaF7n5ubC1dUVQUFBsLWt/c+EWq1GREQEBg4cCIVCUev1ybQYwvkysKwc49ZGIT41B7syHfHDqwG8S0QChnCu6MK9uy4MUa0Kv2effRZAxX3VL7/8Miws/vlIpaysDKdOnULPnj11m1AHZsyYgVdffRXfffed1FGIqBZG+btgX8ItRCTcwuzNKvwyvRcszORSxyIDIlW7dX+R+e/C09/fHyqVqsbbsrCwqJT7HoVC8Vh/XD3u+mRa9Pl8USiAz8f5YfCKw4i+lo21R69h+hNtpY5lsvT5XNEFQ963WvXqaWdnBzs7O4iiCBsbG81rOzs7NG3aFK+99hp++OGHusqqtf79+8PGxkbqGERUS4IgIPRZLzSyNsf5tDx8FnFJ6khkYOq73XJ0dIRcLtdc3bsnPT2dnbcQ1SG3RtZ4f5gnAOCz/ZcQl3xH4kRE+qdWV/y+/fZbAEDLli3x5ptvPtazBfdERkbik08+QUxMDG7evIkdO3Zg+PDhlZZZtWoVPvnkE9y8eROdOnVCWFgY+vTp89jvTUT6z7GBBUKf9cJrG2LwVeQVDOjYBAEtHaSORQaiLtqthzE3N4e/vz8iIiIwYsQIzfSIiAgMGzasTt+byNSN7NwcBy+k47dTNzFzkwq7Z/ZBAwutnmoiMkpajeM3YcIEXL9+vcr0S5cuISkpqVbbutct9sqVK6udf69b7IULFyIuLg59+vRBcHAwkpOTNcv4+/vD09OzyteNGzdqlYWI9FNQp6YY5e8CUQTe2BLP8Zqo1nTZbuXn50OlUmlu10xMTIRKpdK0S3PmzMHatWuxbt06OCYCJQAAOThJREFUnDt3DrNnz0ZycjKmTJnyWPsQHh4ODw8PBAQEPNZ2iIyVIAhYMsILze0tkZxViHd/OSt1JCK9otXHIC+//DJeffVVtG1b+f7pEydOYO3atTh48GCNt6WLbrFjYmJqvxMPwG6zqSZ4XOvfW0+1xbHLGUjOKsQH/zuLD4d51Mn78NjqD10eA122W9HR0ejfv7/m9b2OV1566SWsX78eY8eORWZmJhYvXoybN2/C09MTu3fvfuyhjkJCQhASEoLc3FzY2dk91raIjJWdpQKfjfXFc2uOY3tsKgLbN8ZQH2epYxHpBa0Kv7i4OPTq1avK9O7du2P69OmPHeqemnSLrWvsNptqg8e1fj3bXMDKHDk2R6fCLv8aOjUU6+y9eGylp8sus3XZbgUGBkIUH37uTZs2DdOmTavVdolIN7q6OyCkfxt88edlvLXjNPxa2MOlYd3e5k1kCLQq/ARBQF5eXpXpOTk5Oh3DrybdYtfEoEGDEBsbi4KCAri4uGDHjh0PvFWG3WZTTfC4Sqfg9wv49tg17Ei1xKQRPdHQylyn2+ex1R+67DK7vtotItIPMwa0xeFLGVClZGPO5nhsfK07h3ggk6dV4denTx+EhoZi48aNkMsrulYvKytDaGgoevfurdOAwMO7xa6JvXv31nhZdptNtcHjWv/+E9wRhy9n4nJ6Pt7/7QJWPu9Xq98HNcVjKz1dfv/ru90iImkp5DKseM4Xg1ccxsmkLKw6cBmvD+AQD2TatCr8li5dir59+6J9+/aa3jUPHz6M3Nxc/PnnnzoLx26xieh+SoUcn43xxYhVR7Hr9E0ExTthmG9zqWORnquvdqsuhYeHIzw8nFcoiWrIrZE1Fg/zxBtb4xH2xyX0auuIzi0aSh2LSDJa9erp4eGBU6dOYcyYMUhPT0deXh4mTJiA8+fPw9PTU2fh/t0t9r9FRETo5UDxRFQ/vFzsMOPvT27f2XkGN3PuSpyI9F19tVt1KSQkBAkJCYiKipI6CpHBeLZzcwz1cUZZuYhZm1TIK2LHXWS6tB7cxNnZGR999NFjB8jPz8fly5c1r+91i+3g4IAWLVpgzpw5GD9+PLp06YIePXpgzZo1OukWm4gM27TA1vjjfDriU7Ixb9spfPdKV8j4/AY9hK7aLSIyHIIg4MPhnoi9dqdiiIdfz2L5GF+pYxFJQqsrfkDFLTIvvvgievbsqRkbacOGDThy5EitthMdHQ0/Pz/4+fkBqOgW28/PD4sWLQIAjB07FmFhYVi8eDF8fX0RGRmpk26xiciwmcllWD7GB0qFDIcvZeCHE9ekjkR6TlftFhEZFjtLBcKe84VMAH6OvY5f4znOM5kmrQq/7du3Y9CgQbC0tERsbKxm3Lu8vLxaf5p6r1vs+7/Wr1+vWWbatGlISkpCcXExYmJi0LdvX21iE5GRad24ARYEdwQAfLT7HK7ezpc4EekrXbZbRGR4Alo6YHr/NgCAhTtOI/WO7oaLITIUWhV+H374Ib788kt8/fXXlXpd69mzJ2JjY3UWjojoUcZ3d0PvNo4oUpdj9pZ4lJaVSx2J9BDbLSKaMaAt/FrYI6+oFLM3q9hekMnRqvC7cOFCtVfdbG1tkZ2d/biZiIhqTCYTsHSUN2yUZohPycbqg1ekjkR6yBjarfDwcHh4eDxwHFoiejgzuQwrxvqhgYUZopLuYBXbCzIxWhV+zZo1q9Qhyz1HjhxBq1atHjsUEVFtONtb4oNhFT0zrvjjEs5cz5E4EekbY2i32Ksn0eNr0cgKi4d1AlDRXsRcuyNxIqL6o1XhN3nyZMycORMnTpyAIAi4ceMGfvzxR8ydOxfTpk3TdUYiokca5uuMwV5NUVouYvZmFYrUHOuM/sF2i4juGeHXHM/cG+JhcxyHeCCTodVwDvPmzUNOTg769++PoqIi9O3bFxYWFpg7dy6mT5+u64xERI9U0WW3F04m3sGl9Hws23sBbz/tIXUs0hNst4joHkEQ8OEIT8Rcu4OUrLt495ezWD7WV+pYRHVO6+EclixZgoyMDJw8eRJ//fUXbt++jQ8++ECX2YiIasXB2hxLR3kBAL45mojjVzIlTkT6hO0WEd1jq1Rgxb0hHuKu4xfVdakjEdU5rQs/ALCysoKTkxOcnZ3RoEEDXWUiItLaEx2cMK6rK0QRmLs1nrfwUCVst4joni4tHTD9ibYAgLd3nEFKFod4IOOmVeFXWlqKd955B3Z2dmjZsiXc3NxgZ2eHt99+G2o1/8giImktHOIBVwdLXM++i8X/S5A6DukBY2i32Ksnke7NeKINOrewR14xh3gg46dV4Td9+nSsWbMGS5cuRVxcHOLi4rB06VJ88803eP3113WdkYioVhpYmGH5GF8IArA1JhX7zqZJHYkkZgztFnv1JNI9M7kMK56rGOIh+todhB/gEA9kvLTq3GXjxo3YtGkTgoODNdO8vb3RokULPPfcc/jyyy91FpCISBsBLR3wWt9W+OrQVSz4+TQ6uzWEYwMLqWORRNhuEdGDuDpY4YPhnTB7czw+//MSerd1hL9bQ6ljEemcVlf8lEolWrZsWWV6y5YtYW5u/riZiIh0Ys7AdujQ1AaZBSV46+fTEEVR6kgkEbZbRPQwI/xcMMyXQzyQcdOq8AsJCcEHH3yA4uJizbTi4mIsWbKE3WITkd6wMJNj+RhfKOQC9iXcwvZY9tpmqthuEdGjfDDcEy4NLZGSdReLfjkrdRwindPqVs+4uDj88ccfcHFxgY+PDwAgPj4eJSUlGDBgAJ599lnNsj///LNukhIRacHD2RazB7bD0j0X8P6vZ9G9lQNcGlpJHYvqGdstInqUe0M8jP7yOHbEXUe/do0x3K+51LGIdEarws/e3h4jR46sNM3V1VUngYiIdG1y39b441w6Yq7dwZtbT+HHSd0gkwlSx6J6xHaLiGrC380BMwa0Rdj+S3h75xn4uzWEqwM/LCTjoFXht2rVKpSXl8Pa2hoAkJSUhJ07d6Jjx44YNGiQTgMSET0uuUzAp6N9MPjzwzh+NRPfHkvCxN7uUseiesR2i4hqanr/NjhyKQPR1+5g5qY4bJncA2byxxr6mkgvaHUWDxs2DBs2bAAAZGdno3v37vj0008xfPhwrF69WqcBiYh0oaWjNRYO6QgA+O+e87h0K0/iRFSfjKHd4jh+RPXDTC7DZ2N9YWNhhtjkbHzx52WpIxHphFaFX2xsLPr06QMA2LZtG5ycnHDt2jV8//33+Pzzz3UakIhIV57v2gL92jVGSWk55myJh5oD9ZoMY2i3OI4fUf1xdbDChyM8AQBf/HkJ0UlZEicienxaFX6FhYWwsbEBAOzbtw/PPvssZDIZunfvjmvXruk0IBGRrgiCgKWjvGFvpcDp6zn8FNeEsN0iotoa5tscz/o1R7kIzNykQi6HeCADp1Xh16ZNG+zcuRMpKSnYu3cvgoKCAADp6emwtbXVaUAiIl1yslXiw+EVn+KGH7gMVUq2tIGoXrDdIiJtvD+sE1o4WOF69l28veMMx4Mlg6ZV4bdo0SLMnTsXLVu2RLdu3dCjRw8AFZ+i+vn56TQgEZGuPe3tjGd8KgbqnbNZhbslZVJHojrGdouItGGjVCDsOV/IZQJ+jb+BHXEcD5YMl1aF36hRo5CcnIzo6Gjs2bNHM33AgAH47LPPdBaOiKiuLB7WCU62FriaUYD/7jkvdRyqY2y3iEhbnVs0xKwBbQEAi345i+TMQokTEWlH675pmzZtCj8/P8hk/2yia9eu6NChg06CERHVJXsrcywdVTGQ9/pjSTh2OUPiRFTX2G4Rkbam9W+Dri0dkF9cihmb4tg5GBkkDkpCRCarX7vGeKFbCwDAm9tO8cF9IiKqllwm4LPnfGGjNIMqJRuf/3FJ6khEtcbCj4hM2luDO2oe3P/gfwlSxyEiIj3V3N4SH43wAlDROdjJRA7xQIaFhR8RmTRrCzN8OsYHggBsjUnFH+fSpY5ERER6aqiPM0b5u6BcBGZvViHnLu8UIcPBwo+ITF5ASwe81qcVAGDhLwnIZztOeig8PBweHh4ICAiQOgqRSXvvmU5wa1Rxp8jCHac5xAMZDBZ+REQAZg9sh3ZODZBZUIItV2VsyEnvhISEICEhAVFRUVJHITJpDSzMsOI5P5jJBPx26ia2x3KIBzIMLPyIiAAoFXIsH+MLM5mA+CwZfj2VJnUkIiLSU76u9pg9sB0AYNEvZ5CUUSBxIqJHY+FHRPQ3z+Z2CAmsuOVz8W/nkJZTJHEiIiLSV1P6tUY3dwcUlpRhJod4IAPAwo+I6F+m9HWHWwMRuUWlmLf9FG/5JCKiasllAj4b6wtbpRniU3MQtv+i1JGIHoqFHxHRv5jJZXihTRkszGSIvHgbP55IljoSERHpKWd7S3w80hsAsOrgFfx1NVPiREQPxsKPiOg+TpbA3KC2AIAlu87x2Q0iInqgwV7NMKaLC8R7QzwUsmto0k8s/IiIqjGhWwv0aNUId9VlmLs1HmXlvOWTiIiq9+7QTnB3tMbNnCIs2MHHBEg/sfAjIqqGTCbgk9HeaGBhhuhrd/D14atSRyIiIj1lbWGGFc9V9Ay9+3QatkanSh2JqAoWfkRED+DS0AqLnvYAACzfdxHn03IlTkRERPrK28UebwS1BwC897+zSORjAqRnWPgRET3E6C4uGNChCUrKyjFnczxKStldNxERVW9y31bo0aqRZogHthmkT1j4ERE9hCAICB3phYZWCiTczMUXf16SOhIREekpmUzA8rE+sLNU4FRqDpZHcIgH0h8s/IiIHqGJjRJLRngBqOiuOy75jsSJiIhIXzWzs8R/R1a0GV9FXsGxKxkSJyKqwMKPiKgGBns1wzBfZ5SVi3hjSzzulpRJHYlMTHh4ODw8PBAQECB1FCJ6hKc8m2FcV1eIIjBnczzuFJRIHYmIhR8RUU0tfsYTTrYWuJpRgP/uOS91HDIxISEhSEhIQFRUlNRRiKgG3nnaA60aWyMttwgLfj7NIR5Iciz8iIhqyM5KgaWjfAAA648l4ehl3r5DRETVszI3w+fP+UEhF7DnbBo2R6VIHYlMHAs/IqJa6NeuMV7s3gIAMHdrPHLuqiVORERE+sqzuR3eHFQxxMP7/0vAldv5EiciU8bCj4iolt4a3BFujaxwM6cI7/96Vuo4RESkxyb1boXebRxxV80hHkhaLPyIiGrJytwMy8f4QCYAP8ddx++nb0odiYiI9JRMJuDTMT5oaKXAmeu5WLbvgtSRyEQZfeGXl5eHgIAA+Pr6wsvLC19//bXUkYjICPi7OWBKv9YAgIU7zyAjv1jiREREpK+cbJX470hvAMCayKs4dPG2xInIFBl94WdlZYVDhw5BpVLhxIkTCA0NRWZmptSxiMgIzHyyLTo0tUFWQQne3nGGPbYREdEDBXVqigk93AAAb2xRIT2vSOJEZGqMvvCTy+WwsrICABQVFaGsrIx/nBGRTliYyfHpGB+YySp6bPtFdUPqSEREpMfeGtwRHZraICO/BG9siUd5Of8mpfojeeEXGRmJoUOHwtnZGYIgYOfOnVWWWbVqFdzd3aFUKuHv74/Dhw/X6j2ys7Ph4+MDFxcXzJs3D46OjjpKT0SmrpOzHWYMaAsAWPTLGaTl8BNcIiKqnlIhxxfj/KBUyHD4Uga+PnxV6khkQiQv/AoKCuDj44OVK1dWO3/z5s2YNWsWFi5ciLi4OPTp0wfBwcFITk7WLOPv7w9PT88qXzduVHz6bm9vj/j4eCQmJuKnn37CrVu36mXfiMg0TA1sDW8XO+QWleLNbfG8q4CIiB6orZMN3h3aCQDwyd4LiE/JljYQmQwzqQMEBwcjODj4gfOXL1+OiRMnYtKkSQCAsLAw7N27F6tXr0ZoaCgAICYmpkbv5eTkBG9vb0RGRmL06NHVLlNcXIzi4n86acjNzQUAqNVqqNW1H6/r3jrarEv6i8fVeGl7bJc+64lhq47j8KUMrD96FS92a1EX8UwKf76IyFg9F+CKI5cysOv0Tby+MQ67ZvSGjVIhdSwycpIXfg9TUlKCmJgYzJ8/v9L0oKAgHDt2rEbbuHXrFiwtLWFra4vc3FxERkZi6tSpD1w+NDQU77//fpXp+/bt0zwrqI2IiAit1yX9xeNqvLQ5tk+7CNieJMdHu89BnXoGTpZ1EMyEFBYWSh2BiKhOCIKAj571giolG8lZhXh75xmEjfWFIAhSRyMjpteFX0ZGBsrKyuDk5FRpupOTE9LS0mq0jdTUVEycOBGiKEIURUyfPh3e3t4PXH7BggWYM2eO5nVubi5cXV0RFBQEW1vbWu+DWq1GREQEBg4cCIWCn+QYCx5X4/U4x/apchE3v4/BsStZ+D2zETZO6gq5jI24tu7dcUFEZIzsLBX4fJwvxnz1F35R3UCfto0xyt9F6lhkxPS68Lvn/k8/RFGs8Sci/v7+UKlUNX4vCwsLWFhYVJmuUCge6w/8x12f9BOPq/HS9th+MtoXgz6LRFxKDr4/kYLX+raug3SmgT9bRGTs/N0cMPvJtli27yIW/XIGnVvYo1XjBlLHIiMleecuD+Po6Ai5XF7l6l56enqVq4BERPqgub0l3nm6IwBg2b6LuJCWJ3EiIiLSZ1MD26BHq0YoLCnD6xvjUFxaJnUkMlJ6XfiZm5vD39+/yrM2ERER6Nmzp0SpiIgebkwXV/Rv3xglpeWYuYmNOBERPZhcJuCzsb5oaKXA2Ru5WLrngtSRyEhJXvjl5+dDpVJpbsdMTEyESqXSDNcwZ84crF27FuvWrcO5c+cwe/ZsJCcnY8qUKRKmJiJ6MEEQ8N9R3mhkbY7zaXlY+edlqSOREQgPD4eHhwcCAgKkjkJEOtbUTollo30AAN8cScSB8+kSJyJjJHnhFx0dDT8/P/j5+QGoKPT8/PywaNEiAMDYsWMRFhaGxYsXw9fXF5GRkdi9ezfc3NykjE1E9FBNbJT4YLgnAGDVwSs4nZojcSIydCEhIUhISEBUVJTUUYioDgzo6ISXe7YEALyxNR63coukDURGR/LCLzAwUNPj5r+/1q9fr1lm2rRpSEpKQnFxMWJiYtC3b1/pAhMR1dBgr2YY7NUUZeUiZmyKQ2FJqdSRiIhIjy0Y3AEezWyRVVCC2ZtVKCsXpY5ERkTywo+IyJh9NMILzeyUSMwowCd7+dwGERE9mIWZHF887wdLhRzHrmTiy0NXpI5ERoSFHxFRHbK3MsfHIyvGDl1/LAknrmZKnIiIiPRZ68YN8P6wTgCA5REXEZt8R+JEZCxY+BER1bF+7RpjtL8LRBGYvVmFnEK11JGIiEiPjfZ3wVAf54pHBTbGIecu2w16fCz8iIjqwbvPdELLRla4kVOEj3afkzoOERHpMUEQsGSEJ1wdLJF65y4W7jgNUeTzfvR4WPgREdWDBhZmWDqqoqvuzdEp2J9wS+JERESkz2yVCnz+nB/MZAJ+O3UTW6JTpI5EBo6FHxFRPenq7oBXe7kDAOb/fJq3fBIR0UP5tWiIN4LaAwDe+zUBl9PzJE5EhoyFHxFRPfpPcHu0bmyNjPxizP/5FG/dISKih5rctxV6t3HEXXUZpv8UhyJ1mdSRyECx8CMiqkcWZnIsG+0DhVzA72fS8PuZNKkjERGRHpPJBCwf44NG1uY4n5aHj38/L3UkMlAs/IiI6plfi4aY2q81AOA/20/hZs5diRMREZE+a2KrxLIxFc+Jrz+WhAg+J05aYOFHRCSBkCfawMfFDnlFpXhn51mUl/OWTyIierD+7ZtgUu+K58Tnbo3H9Wx+aEi1w8KPiEgCFmZy/HeUN8xkAvafu4WfTiZLHYmIiPTcvKc6wMfFDjl31Zj+UyzUZeVSRyIDwsKPiEgiHZraYu6git7aPtp9DkkZBRInIiIifWZuJsPK5zvDRmmGuORsLNt7QepIZEBY+BERSei1Pq3QuYU9CkvK8Oa2eN7ySURED+XqYIVPRnkDAL6KvIo/z/N5P6oZFn5ERBKSyQR8OsYXlgo5opLuYO2Rq1JHIiIiPfeUZzO83LMlAOCNLfG4wef9qAZY+BERSczd0RrzgzsAAJbtvYgLaRygl4iIHm7B4A7wam6HO4VqzNgYx+f96JFY+BER6YHx3d3Qs3UjlJSVY/ZmFUpK2YATEdGDWZjJsfJ5P9hYmCH62h0sj7godSTScyz8iIj0gEwm4JPRPrA2lyPhZi4+/+OS1JGIiEjPuTWyxscjK573W33wCg5eSJc4EekzFn5ERHqiub0l3h3aCQCw6uBlqFKypQ1ERER6b4h3M4zv7gYAmLMlHmk5RRInIn3Fwo+ISI+MCXDFEx2aoFwEZmyMQ5G6TOpIRESk5xYO6QiPZrbIKijBjI1xKOXzflQNFn5ERHrm45FesFGaITmrEB/tPid1HCIi0nNKhRzhL3SGtbkcJ5OyELafjwtQVSz8iIj0TBMbJT4c7gkA+P74NRy9nCFxIiIi0nfujtYI/ft5v/CDl3H40m2JE5G+YeFHRKSHhvk2R5CHE4CKWz5zi9QSJyIiIn33jI8znu/WAqIIzNqkQnoun/ejf7DwIyLSU/8d6Q07SwUyC0rw9o4zUschHUpJSUFgYCA8PDzg7e2NrVu3Sh2JiIzEoqc90KGpDTILSjBjE5/3o3+w8CMi0lMNrc3x35FeAIBf429g9+mbEiciXTEzM0NYWBgSEhKwf/9+zJ49GwUFBVLHIiIj8O/n/f66moXP9nN8P6rAwo+ISI895dkMT3VqCgCYuSkOWQUlEiciXWjWrBl8fX0BAE2aNIGDgwOysrKkDUVERqN14wb/PO934Ar+PH9L4kSkD1j4ERHpuU9Ge8NWaQZ1mYjx35yQOg4BiIyMxNChQ+Hs7AxBELBz584qy6xatQru7u5QKpXw9/fH4cOHq91WdHQ0ysvL4erqWsepiciUPOPjjJd6VIzvN3tzPFKyCiVORFJj4UdEpOdslAp8OsYXAHD2Ri4+3XdB2kCEgoIC+Pj4YOXKldXO37x5M2bNmoWFCxciLi4Offr0QXBwMJKTkystl5mZiQkTJmDNmjX1EZuITMzCIR7wdbVHzl01pv0Yi+JSjg1rysykDkBERI820MMJ3Vs54K+rWfjiz8sY2dkFLR2tpY5lsoKDgxEcHPzA+cuXL8fEiRMxadIkAEBYWBj27t2L1atXIzQ0FABQXFyMESNGYMGCBejZs+cDt1VcXIzi4mLN69zcXACAWq2GWl373l7vraPNumR6eL4YNgHAijFeGLbqL5y+noP3fjmDxc941Ml7mcq5Ysj7x8KPiMhAfPNSADq9uxcAELjsIBJDB0MQBIlT0f1KSkoQExOD+fPnV5oeFBSEY8eOAQBEUcTLL7+MJ554AuPHj3/o9kJDQ/H+++9Xmb5v3z5YWVlpnTMiIkLrdcn08HwxbM+5CfjqvAwbo1Ihv3MNAY3FOnsvYz9XCgsN95ZZFn5ERAbC2sIMK5/3w/Sf4gAAb247hWWjfSRORffLyMhAWVkZnJycKk13cnJCWloaAODo0aPYvHkzvL29Nc8HbtiwAV5eXlW2t2DBAsyZM0fzOjc3F66urggKCoKtrW2t86nVakRERGDgwIFQKBS1Xp9MC88X4zAYgNkfl7Hy4FVsv6bA8091R1unBjp9D1M5V+7ddWGIWPgRERmQp72dsSbyKk6l5mBbTCpe6NYCfi0aSh2LqnH/1VhRFDXTevfujfLymo2tZWFhAQsLiyrTFQrFY/1x9bjrk2nh+WL4Zgd1gCo1F0cuZ2D65nj8Or03GljovhQw9nPFkPeNnbsQERmYLZN7aP4/YtUxDs6rZxwdHSGXyzVX9+5JT0+vchWQiKi+yGUCVjzni6a2Sly9XYD/bD8FUay7Wz5J/7DwIyIyMEqFHOte7qJ5PeTzIxKmofuZm5vD39+/ynMuERERD+3E5VHCw8Ph4eGBgICAx41IRCaqUQMLhL/gBzOZgF2nbuK7Y0lSR6J6xMKPiMgAPdHBCa4OlgCAC7fy8NupGxInMi35+flQqVRQqVQAgMTERKhUKs1wDXPmzMHatWuxbt06nDt3DrNnz0ZycjKmTJmi9XuGhIQgISEBUVFRutgFIjJR/m4OWDC4IwBgye5ziLmWJXEiqi8s/IiIDNQfcwI1/5/+UxzulnB8pvoSHR0NPz8/+Pn5Aago9Pz8/LBo0SIAwNixYxEWFobFixfD19cXkZGR2L17N9zc3KSMTUQEAHi1V0sM8WoGdZmIKT/E4lZukdSRqB6w8CMiMlDmZjKsnfDPLZ8dF+2RMI1pCQwMhCiKVb7Wr1+vWWbatGlISkpCcXExYmJi0LdvX+kCExH9iyAIWDrKG+2cGuB2XjGm/RiLklI+L27sWPgRERmwJz2c0MTmnx4fvz2aKGEaIiIyFNYWZvhqfBfYKM0Qc+0OFv92VupIVMdY+BERGbjD/+mv+f/7/0vA7bxiCdNQXWHnLkSka+6O1ljxnC8EAfjhr2RsiUqROhLVIRZ+REQGzsJMjg0Tu2peByzZL2Eaqivs3IWI6sITHZww+8l2AIC3d55BfEq2tIGozrDwIyIyAn3aNoZjA3PN63nb4iVMQ0REhmR6/zZ4sqMTSsrKMeWHGGTk884RY8TCj4jISJx460nN/7dEpyIxo0DCNEREZChkMgHLx/qglaM1buYUIeTHWKjL2NmLsWHhR0RkJOQyAVsm99C87r/sIERRlDAREREZClulAmsm+MPaXI4TiVkI3X1e6kikYyz8iIiMSFd3BzhY/3PLZ4/QPyVMQ0REhqRNExt8OsYXALDuaCJ2xKVKG4h0ioUfEZGRiV74zy2fablFiLx4W8I0pCvs1ZOI6sNTnk0xvX8bAMCCn0/jzPUciRORrphE4WdmZgZfX1/4+vpi0qRJUschIqpTMpmA7VP/ueVzwrqTKC4tkzAR6QJ79SSi+jJ7YDv0a9cYRepyTN7Azl6MhUkUfvb29lCpVFCpVFi7dq3UcYiI6py/mwMa/euWz/Zv75EwDRERGRK5TMDnz/nB3dEa17PvYsqGGH6AaARMovAjIjJFJ/91yycAfHs0UaIkRERkaOysFPh6QhfYKM0Qfe0O3t5xhh2GGTjJC7/IyEgMHToUzs7OEAQBO3furLLMqlWr4O7uDqVSCX9/fxw+fLhW75Gbmwt/f3/07t0bhw4d0lFyIiL9Jr/vls/3/5eA9NwiCRMREZEhadOkAVY+3xkyAdgak4pvjvADREMmeeFXUFAAHx8frFy5str5mzdvxqxZs7Bw4ULExcWhT58+CA4ORnJysmYZf39/eHp6Vvm6ceMGACApKQkxMTH48ssvMWHCBOTm5tbLvhERSc3fzQEKuaB53fWjPyRMQ0REhqZfu8Z4e4gHAOCj3edw4EK6xIlIW2ZSBwgODkZwcPAD5y9fvhwTJ07UdMoSFhaGvXv3YvXq1QgNDQUAxMTEPPQ9nJ2dAQCenp7w8PDAxYsX0aVLl2qXLS4uRnHxPw+w3isS1Wo11Gp1zXfsb/fW0WZd0l88rsbLGI/tmUVPov27EZrX/ZYewP7ZvSVMVDPGdAyIiAzZK71a4uKtPGyKSsGMn+KwI6Qn2jSxkToW1ZLkhd/DlJSUICYmBvPnz680PSgoCMeOHavRNu7cuQMrKytYWFggNTUVCQkJaNWq1QOXDw0Nxfvvv19l+r59+2BlZVW7HfiXiIiIRy9EBofH1XgZ27F9rYOANeflAIBrWYVYsfF3tLXT72c1CgsLpY6gV8LDwxEeHo6yMnawQET1SxAELB7miau3C3AyKQsTv4vGzmm90PBfnYiR/tPrwi8jIwNlZWVwcnKqNN3JyQlpaWk12sa5c+cwefJkyGQyCIKAFStWwMHB4YHLL1iwAHPmzNG8zs3NhaurK4KCgmBra1vrfVCr1YiIiMDAgQOhUChqvT7pJx5X42Wsx3YwgDXv7NO8Xpkgx5l3n4SFmeR3/D8Qb8uvLCQkBCEhIcjNzYWdnZ3UcYjIxJibybD6xc4YFn4U1zILMe3HWHz3aleY63E7QpXpdeF3jyAIlV6Lolhl2oP07NkTp0+frvF7WVhYwMLCosp0hULxWH8EPu76pJ94XI2XMR7bix8Go93bv2tee76/H0kfD5Ew0cMZ2/efiMjQNWpggbUvdcHIVcdw/GomFvx8GstGe9f473KSll6X6I6OjpDL5VWu7qWnp1e5CkhERA9nbibDqhc6V5r23q9nJUpDRESGqENTW4S/0Lmi5+jYVKz445LUkaiG9LrwMzc3h7+/f5VnbSIiItCzZ0+JUhERGa7BXs0qvV5/LAkpWXyWjoiIai6wfRN8ONwTABC2/xK2RqdInIhqQvLCLz8/HyqVCiqVCgCQmJgIlUqlGa5hzpw5WLt2LdatW4dz585h9uzZSE5OxpQpUyRMTURkuM5/8FSl132WHuCgvEREVCvjurbAtMDWAIAFP5/G0SuZEieiR5G88IuOjoafnx/8/PwAVBR6fn5+WLRoEQBg7NixCAsLw+LFi+Hr64vIyEjs3r0bbm5uUsYmIjJYSoUcn472qTTNfcFuidIQEZGhmhvUHs/4OKO0XMT0jfG4USB1InoYyQu/wMBAiKJY5Wv9+vWaZaZNm4akpCQUFxcjJiYGffv2lS4wEZERGOnvUmXa15FXJUhCRESGSiYT8Mlob3R1d0B+cSm+Oi/HrdwiqWPRA0he+BERkTTOvj+o0uslu88hnQ223goPD4eHhwcCAgKkjkJEpGFhJsea8f5o5WiF7BIB/7chDvnFpVLHomqw8CMiMlHWFmZ4Y2C7StO6fvQHn/fTUyEhIUhISEBUVJTUUYiIKrG3MsfaCZ3RQCHiXFoepv0Yi5LScqlj0X1Y+BERmbDXB7StMo3P+xERUW25NrTCa+3LYKmQIfLibczdGo/ycn6QqE9Y+BERmbi4dwZWmbZs7wUJkhARkSFzswHCx/lCIRfwa/wNvP+/s7yLRI+w8CMiMnENrc0x6r7OXlYeuIzL6fkSJSIiIkPVp60jPh3jC0EAvjt+jQO86xEWfkREhGX3De8AAE8uPwR1GZ/RICKi2nnGxxmLn+kEoGKA9++PJ0kbiACw8CMior8dnf9ElWltF/4uQRIiIjJ043u0xOwnKzoQe/fXs/g5NlXiRMTCj4iIAADN7S3RspFVlekt5++SIA0RERm6GQPa4OWeLSGKwNyt8fg1/obUkUwaCz8iItI4+Gb/aqeH/n6unpMQEZGhEwQBi572wLiurigXgdmbVfj99E2pY5ksFn5ERFTJ7zP7VJn21aGriErKkiANEREZMplMwJLhXhjl74KychGvb4zD/oRbUscySSz8iIioko7NbKudPvrL40jLKarnNHRPeHg4PDw8EBAQIHUUIqJakckE/HekN4b5OqO0XMS0H2Px53kWf/WNhR8REVVx9aPB1U7vHvoHCktK6zkNAUBISAgSEhIQFRUldRQiolqTywR8OtoHg72aoqSsHJM3xGDPmTSpY5kUFn5ERFSFTCZgzXj/aud5LNqLklIO80BERLVjJpdhxXN+eNq7GdRlIkJ+isUvqutSxzIZLPyIiKhaQZ2aPnBeu7d/5xh/RERUa4q/i7+RnSue+Zu1WYUt0SlSxzIJLPyIiOiBzn/w1APntV34O4rUZfWYhoiIjIFcJuCTUd54vlsLiCIwb9sprDuSKHUso8fCj4iIHkipkGNqYOsHzu/wzh7cyL5bj4mIiMgYVPT26YlXe7kDABb/loDQ3edQXi5KnMx4sfAjIqKH+s9THR46v+fHf2LVwcv1lIaIiIyFIAh45+mOmPdUewDAV5FXMWeLis+R1xEWfkRE9Eix7wx86Pyley6g5fxdKC7lrZ9ERFRzgiBgWmAbfDraB2YyATtVN/Dq+ijk3FVLHc3osPAjIqJHcrA2Rzd3h0cu1/7tPWg5fxciL96GKPJ2HSIiqpmR/i745uUAWJnLceRyBkasOoqrt/OljmVUWPgREVGNbJ7co8bLTlh3Eu4LdqPl/F11mIiIiIxJv3aNsXVKDzjbKXH1dgGGhR9F5MXbUscyGiz8iIioxg7P6y91BCIiMmKdnO3wy/Te6NzCHnlFpXj525NYsf8Sytjpy2Nj4UdERDXm6mCFZnZKqWMQEZERa2xjgY2vdceYLi4oF4HP9l/Ei2tPID23SOpoBo2FHxER1cqx+U9IHcEkhYeHw8PDAwEBAVJHISKqcxZmciwd5YPlY3xgZS7H8auZCF5xGAcvpEsdzWCx8CMioloRBIHFnwRCQkKQkJCAqKgoqaMQEdWbZzu74H+v90aHpjbILCjBy99GYd62ePb6qQUWfkREVGvO9pYI8nCSOgYREZmA1o0bYGdIL7zSqyUEAdgSnYqgzw5h16mb7EG6Flj4ERGRVtZM6CJ1BCIiMhFKhRzvDu2ELZN7oJWjNW7lFiPkp1iM/vI4VCnZUsczCCz8iIhIa5eXBEsdgYiITEhASwfsntkHs55sC0uFHNHX7mB4+FFM3hCNuOQ7UsfTayz8iIhIa2ZyGY78h0M8EBFR/VEq5Jj1ZDscmBuIkZ1dAAB7z97CiFXHMOar49gRl4r84lKJU+ofM6kDEBGRYXNpaIXvXu2Kl9adlDoKERGZkKZ2Snw6xgdT+rXCV5FX8YvqOk4mZuFkYhaUitPo374Jurk7oEtLB7R1agALM7nUkSXFwo+IiB5bv3aNWfwREZEk2jrZYNloH7wR1A6bTqbg1/gbSMwowO9n0vD7mTTNco2szdHQ2hwDOjbBguCOEiaWBm/1JCIinejXrjHiFwVJHYOIiExUMztLzB7YDn++0Q+/hPTCGwPboV+7xrCxqLjWlVlQgsvp+bidVyxxUmnwih8REemMnZUCSR8PQZG6DNtiUjHK30XqSEREZGIEQYCPqz18XO0BAKIoIrtQjRs5d5F7txSNGphLG1AiLPyIiEjnlAo5XuzuJnUMIiIiCIKAhn/f5mnKeKsnERERERGRkWPhR0REREREZORY+BERERERERk5Fn5ERERERERGjoUfERERERGRkWPhR0REREREZORY+BERERERERk5Fn5EREQGIDw8HB4eHggICJA6ChERGSAWfkRERAYgJCQECQkJiIqKkjoKEREZIBZ+RERERERERo6FHxERERERkZFj4UdERERERGTkzKQOoO9EUQQA5ObmarW+Wq1GYWEhcnNzoVAodBmNJMTjarx4bPXHvd+7934PUwW2S1SfeL5QTZnKuWLIbRMLv0fIy8sDALi6ukqchIjINOXl5cHOzk7qGHqD7RIRkfQMsW0SREMsV+tReXk5bty4ARsbGwiCAAAICAiotle16qbn5ubC1dUVKSkpsLW1rZfMD/Og7FJts7br1mT5Ry3zsPk1Pbb6dlwBwz62NV2Wx1b6bdbnz6woisjLy4OzszNkMj6ZcM/97VJtz3t9PMcfpC7O/bp4j/r4eZKq/eP5ovvta7MdfTpXHjTfVM4VQ26beMXvEWQyGVxcXCpNk8vl1Z7QD5oOALa2tnrxQ/CwjFJss7br1mT5Ry3zsPm1Pbb6clwBwz62NV2Wx1b6bdb3z6yhfZpaH+5vl7Q57wH9OscfpC7O/bp4j/r4eZKq/buH54vutq/NdvTpXHnUfFM4Vwy1bTKsMlVPhISE1Gq6PqmLjI+zzdquW5PlH7XMw+bz2Opum7VZt6bL8thKv00pfmbp4bQ57w1FfeTXxXvUx8+TVO2fIanrfdDV9rXZjj6dK7XNo48MPb+2eKtnHcvNzYWdnR1ycnL0/tMPqjkeV+PFY0vGjuc41QbPF6opniv6j1f86piFhQXeffddWFhYSB2FdIjH1Xjx2JKx4zlOtcHzhWqK54r+4xU/IiIiIiIiI8crfkREREREREaOhR8REREREZGRY+FHRERERERk5Fj4ERERERERGTkWfkREREREREaOhZ+eyMvLQ0BAAHx9feHl5YWvv/5a6kikIykpKQgMDISHhwe8vb2xdetWqSORjowYMQINGzbEqFGjpI5CVCf4+4tqg78T6UF+++03tG/fHm3btsXatWuljmOyOJyDnigrK0NxcTGsrKxQWFgIT09PREVFoVGjRlJHo8d08+ZN3Lp1C76+vkhPT0fnzp1x4cIFWFtbSx2NHtOBAweQn5+P7777Dtu2bZM6DpHO8fcX1QZ/J1J1SktL4eHhgQMHDsDW1hadO3fGiRMn4ODgIHU0k8MrfnpCLpfDysoKAFBUVISysjKwJjcOzZo1g6+vLwCgSZMmcHBwQFZWlrShSCf69+8PGxsbqWMQ1Rn+/qLa4O9Eqs7JkyfRqVMnNG/eHDY2Nhg8eDD27t0rdSyTxMKvhiIjIzF06FA4OztDEATs3LmzyjKrVq2Cu7s7lEol/P39cfjw4Vq9R3Z2Nnx8fODi4oJ58+bB0dFRR+npYerj2N4THR2N8vJyuLq6PmZqepT6PK5EUuHvL6op/k4kbT3uuXPjxg00b95c89rFxQXXr1+vj+h0HxZ+NVRQUAAfHx+sXLmy2vmbN2/GrFmzsHDhQsTFxaFPnz4IDg5GcnKyZhl/f394enpW+bpx4wYAwN7eHvHx8UhMTMRPP/2EW7du1cu+mbr6OLYAkJmZiQkTJmDNmjV1vk9Uf8eVSEr8/UU1xd+JpK3HPXequ4NNEIQ6zUwPIFKtARB37NhRaVrXrl3FKVOmVJrWoUMHcf78+Vq9x5QpU8QtW7ZoG5G0VFfHtqioSOzTp4/4/fff6yIm1VJd/sweOHBAHDly5ONGJHps/P1FNcXfiaQtbc6do0ePisOHD9fMmzFjhvjjjz/WeVaqilf8dKCkpAQxMTEICgqqND0oKAjHjh2r0TZu3bqF3NxcAEBubi4iIyPRvn17nWel2tHFsRVFES+//DKeeOIJjB8/vi5iUi3p4rgS6Tv+/qKa4u9E0lZNzp2uXbvizJkzuH79OvLy8rB7924MGjRIirgmz0zqAMYgIyMDZWVlcHJyqjTdyckJaWlpNdpGamoqJk6cCFEUIYoipk+fDm9v77qIS7Wgi2N79OhRbN68Gd7e3pr74jds2AAvLy9dx6Ua0sVxBYBBgwYhNjYWBQUFcHFxwY4dOxAQEKDruERa4e8vqin+TiRt1eTcMTMzw6effor+/fujvLwc8+bNY6/1EmHhp0P3368simKN72H29/eHSqWqg1SkC49zbHv37o3y8vK6iEWP6XGOKwD2SkYGgb+/qKb4O5G09ahz55lnnsEzzzxT37HoPrzVUwccHR0hl8urfCqWnp5e5RMQMiw8tsaJx5VMAc9zqimeK6QtnjuGhYWfDpibm8Pf3x8RERGVpkdERKBnz54SpSJd4LE1TjyuZAp4nlNN8VwhbfHcMSy81bOG8vPzcfnyZc3rxMREqFQqODg4oEWLFpgzZw7Gjx+PLl26oEePHlizZg2Sk5MxZcoUCVNTTfDYGiceVzIFPM+ppniukLZ47hgRqboTNTQHDhwQAVT5eumllzTLhIeHi25ubqK5ubnYuXNn8dChQ9IFphrjsTVOPK5kCnieU03xXCFt8dwxHoIoVjOqIhERERERERkNPuNHRERERERk5Fj4ERERERERGTkWfkREREREREaOhR8REREREZGRY+FHRERERERk5Fj4ERERERERGTkWfkREREREREaOhR8REREREZGRY+FHZIQCAwMxa9YsqWMQERERkZ5g4UdERERERGTkWPgREREREREZORZ+RCZgz549sLOzw/fffy91FCIiMhDFxcWYMWMGmjRpAqVSid69eyMqKgoAcPDgQQiCgL1798LPzw+WlpZ44oknkJ6ejt9//x0dO3aEra0txo0bh8LCQs02RVHE0qVL0apVK1haWsLHxwfbtm2r9L6//vor2rZtC0tLS/Tv3x/fffcdBEFAdnY2ACAzMxPjxo2Di4sLrKys4OXlhY0bN9bb94XIULHwIzJymzZtwpgxY/D9999jwoQJUschIiIDMW/ePGzfvh3fffcdYmNj0aZNGwwaNAhZWVmaZd577z2sXLkSx44dQ0pKCsaMGYOwsDD89NNP2LVrFyIiIvDFF19oln/77bfx7bffYvXq1Th79ixmz56NF198EYcOHQIAJCUlYdSoURg+fDhUKhUmT56MhQsXVspVVFQEf39//Pbbbzhz5gxee+01jB8/HidOnKifbwyRgRJEURSlDkFEuhUYGAhfX1+0a9cOb731Fnbs2IH+/ftLHYuIiAxEQUEBGjZsiPXr1+P5558HAKjVarRs2RKzZs1CQEAA+vfvj/3792PAgAEAgI8//hgLFizAlStX0KpVKwDAlClTkJSUhD179qCgoACOjo74888/0aNHD817TZo0CYWFhfjpp58wf/587Nq1C6dPn9bMf/vtt7FkyRLcuXMH9vb21eYdMmQIOnbsiGXLltXRd4TI8JlJHYCI6sb27dtx69YtHDlyBF27dpU6DhERGZArV65ArVajV69emmkKhQJdu3bFuXPnEBAQAADw9vbWzHdycoKVlZWm6Ls37eTJkwCAhIQEFBUVYeDAgZXeq6SkBH5+fgCACxcuaLZ9z/1tWFlZGT7++GNs3rwZ169fR3FxMYqLi2Ftba2DPScyXiz8iIyUr68vYmNj8e233yIgIACCIEgdiYiIDMS9G8LubztEUaw0TaFQaP4vCEKl1/emlZeXA4Dm3127dqF58+aVlrOwsKh2+//Ocs+nn36Kzz77DGFhYfDy8oK1tTVmzZqFkpKSWu8nkSnhM35ERqp169Y4cOAAfvnlF7z++utSxyEiIgPSpk0bmJub48iRI5pparUa0dHR6Nixo1bb9PDwgIWFBZKTk9GmTZtKX66urgCADh06aDqQuSc6OrrS68OHD2PYsGF48cUX8f/t3T1qalEUhuEPYmUU/IGUgiJaBkJSCBZ2tpmAWBxQDtiIBlGxiqIoSmyCpQPQAdhoFWutBVOksRJUsJR099Y3XFB33mcAm3XKl7XZ5/7+XqFQSKvV6kczAb8JGz/AYJFIRLPZTIlEQg6HQ29vb+ceCQBwBW5vb2Xbtl5eXuTz+RQIBNRut3U8HmVZlpbL5T+f6Xa7VSwWlc/ndTqdFI/Htd/vNZ/P5XK5lE6nlc1m1ev1VCqVZFmWFouFhsOhpL/bx3A4rPF4rPl8Lq/Xq16vp81m8+MgBX4Lwg8wXDQa1XQ6VSKR0M3Njbrd7rlHAgBcgVarpdPppFQqpcPhoMfHR00mE3m93h+f+fr6qru7OzWbTa3Xa3k8Hj08PKhSqUiSgsGgRqORCoWC+v2+YrGYqtWqbNv+cx20Vqvp8/NTyWRSTqdTmUxGz8/P2u12/+W7AVPxqicAAAAuVqPR0GAw0NfX17lHAa4aGz8AAABcjPf3dz09Pcnv9+vj40OdTke5XO7cYwFXj/ADAADAxVitVqrX69putwoEAioUCiqXy+ceC7h6XPUEAAAAAMPxOwcAAAAAMBzhBwAAAACGI/wAAAAAwHCEHwAAAAAYjvADAAAAAMMRfgAAAABgOMIPAAAAAAxH+AEAAACA4Qg/AAAAADDcN+OYqXHLN0fRAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 1000x1000 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"C = lambda x, t: Ct(t)*Cs(x)\n",
"#C = lambda x, t: Ct(t) + Cs(x) # produces cross, not looking good\n",
"\n",
"ds[\"cov\"] = C(ds.x, ds.t)\n",
"\n",
"dsE = compute_spectrum(ds)\n",
"plot_cov_spectra(ds, dsE)"
]
},
{
"cell_type": "markdown",
"id": "e6e84dfd-aad5-4afe-9c5d-8698e5e76253",
"metadata": {},
"source": [
"### quasi-arithmetic combination from marginal covariances [Porcu et al. 2009]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "decb3d51-1022-4f7a-846b-799d8508eda0",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x1000 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#C = lambda x, t: Ct(t) + Cs(x) # produces cross, not looking good\n",
"#C = lambda x, t: 1/(1/Ct(t) + 1/Cs(x))\n",
"C = lambda x, t: Ct(t)*Cs(x)/(Ct(t) + Cs(x))\n",
"\n",
"ds[\"cov\"] = C(ds.x, ds.t)\n",
"\n",
"dsE = compute_spectrum(ds)\n",
"plot_cov_spectra(ds, dsE)"
]
},
{
"cell_type": "markdown",
"id": "1f7d8513-47b8-4d72-be9c-27a5b4a314d5",
"metadata": {},
"source": [
"### another combination"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "c64c0438-4ebc-40da-8d71-a872ecb251a7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x1000 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"r1, r2 = 1/2, 1/2\n",
"C = lambda x, t: 1 - (1-Ct(t))**r1 - (1-Cs(x))**r2 + (1-Ct(t))**r1 * (1-Cs(x))**r2\n",
"\n",
"ds[\"cov\"] = C(ds.x, ds.t)\n",
"\n",
"dsE = compute_spectrum(ds)\n",
"plot_cov_spectra(ds, dsE)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "36ae1b07-705b-42c5-baaa-8e55011081cc",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x1000 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"r1, r2 = 2, 1\n",
"C = lambda x, t: 1 - (1-Ct(t))**r1 - (1-Cs(x))**r2 + (1-Ct(t))**r1 * (1-Cs(x))**r2\n",
"\n",
"ds[\"cov\"] = C(ds.x, ds.t)\n",
"\n",
"dsE = compute_spectrum(ds, window=True)\n",
"plot_cov_spectra(ds, dsE)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ea4c9d8b-d03f-479b-a480-f76a51bcb61d",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "f5c78bc7-4516-4c5e-9bb5-c3ba37fdaf05",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "a28a224b-0718-4cc7-a58b-4fad7c0c2df2",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "ae721ca4-6573-449b-a7b0-8ea145bccd19",
"metadata": {
"jupyter": {
"source_hidden": true
}
},
"outputs": [],
"source": [
"# spectra at long periods or wavelength\n",
"\n",
"fig, axes = plt.subplots(2,2, figsize=(10,10))\n",
"\n",
"ax=axes[0,0]\n",
"ds[\"cov\"].plot(ax=ax, cmap=\"inferno_r\")\n",
"\n",
"ax=axes[0,1]\n",
"_ds = dsE.where( (dsE.k>0)&(dsE.omega>0), drop=True)\n",
"np.log10(_ds[\"spectrum\"]).plot(ax=ax)\n",
"ax.set_xscale(\"log\")\n",
"ax.set_yscale(\"log\")\n",
"\n",
"ax=axes[1,0]\n",
"_ds = dsE.sel(omega=0)\n",
"_ds = _ds.where(_ds.k>0)\n",
"_ds[\"spectrum\"].plot(ax=ax)\n",
"ax.set_xscale(\"log\")\n",
"ax.set_yscale(\"log\")\n",
"ax.grid()\n",
"\n",
"ax=axes[1,1]\n",
"_ds = dsE.sel(k=0)\n",
"_ds = _ds.where(_ds.omega>0)\n",
"_ds[\"spectrum\"].plot(ax=ax)\n",
"ax.set_xscale(\"log\")\n",
"ax.set_yscale(\"log\")\n",
"ax.grid()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "003eedbd-fed0-45dc-af1a-a9ab945c7537",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "458f01ed-f6cb-4667-9e6f-29b9f548690c",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.14"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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