mirror of
https://github.com/vale981/phys512
synced 2025-03-04 09:11:37 -05:00
466 lines
1.1 MiB
466 lines
1.1 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "438a07af",
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"metadata": {},
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"source": [
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"# Metropolis-Hastings"
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]
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},
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{
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"cell_type": "markdown",
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"id": "abe5a71c",
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"metadata": {},
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"source": [
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"## Integral of $e^{-|x^3|}$"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "3eade768",
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"import scipy.integrate\n",
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"\n",
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"seed = 239\n",
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"rng = np.random.default_rng(seed)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "087a3409",
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"metadata": {
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"scrolled": false
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Acceptance fraction = 0.3596\n"
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]
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},
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{
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"data": {
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 0 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 400x700 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def f(x):\n",
|
|
" return np.exp(-np.abs(x**3))\n",
|
|
"\n",
|
|
"N = 10**4 # generate N samples\n",
|
|
"\n",
|
|
"x = np.zeros(N)\n",
|
|
"x[0] = 0 # starting point\n",
|
|
"\n",
|
|
"count = 0\n",
|
|
"\n",
|
|
"for i in range(N-1):\n",
|
|
" \n",
|
|
" # Proposal\n",
|
|
" x_try = x[i] + rng.normal(scale = 2) \n",
|
|
"\n",
|
|
" # Accept the move or stay where we are\n",
|
|
" u = rng.uniform()\n",
|
|
" if u <= f(x_try) / f(x[i]):\n",
|
|
" x[i+1] = x_try\n",
|
|
" count = count + 1\n",
|
|
" else:\n",
|
|
" x[i+1] = x[i]\n",
|
|
"\n",
|
|
"print(\"Acceptance fraction = %g\" % (count/N,))\n",
|
|
"\n",
|
|
"# Generate the same number of samples using the rejection method with uniform sampling\n",
|
|
"xmax = 4\n",
|
|
"xu = -xmax + 2*xmax*rng.uniform(size = 10*N) # Generate x values between +-xmax\n",
|
|
"y = rng.uniform(size = 10*N)\n",
|
|
"xu = xu[np.where(y <= f(xu))] \n",
|
|
"xu = xu[:count]\n",
|
|
" \n",
|
|
"# Plot the distribution \n",
|
|
"counts, bins = np.histogram(x, bins=100, density = True)\n",
|
|
"plt.stairs(counts, bins, label = 'Metropolis') \n",
|
|
"\n",
|
|
"counts, bins = np.histogram(xu, bins=100, density = True)\n",
|
|
"plt.stairs(counts, bins, label = 'Rejection method') \n",
|
|
"\n",
|
|
"norm,_ = scipy.integrate.quad(f,-np.inf,np.inf)\n",
|
|
"xx = np.linspace(min(x),max(x),1000)\n",
|
|
"plt.plot(xx, f(xx)/norm, 'k:')\n",
|
|
"\n",
|
|
"plt.yscale('log')\n",
|
|
"\n",
|
|
"plt.legend()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# Plot the first 1000 samples to see the time series\n",
|
|
"plt.clf()\n",
|
|
"t = np.arange(N)\n",
|
|
"plt.plot(t[:1000], x[:1000])\n",
|
|
"plt.plot(t[:1000], xu[:1000] - 3.5)\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# Plot the point-to-point correlation\n",
|
|
"plt.clf()\n",
|
|
"plt.figure(figsize=(4,7))\n",
|
|
"plt.plot(x[:-1], x[1:], '.')\n",
|
|
"plt.plot(xu[:-1], xu[1:] - 3.5, '.')\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "49118673",
|
|
"metadata": {},
|
|
"source": [
|
|
"Notes:\n",
|
|
"\n",
|
|
"- We started at $x=0$ which is right in the middle of the high probability region. If instead you start at a point that has a low probability (e.g. try $x=-5$ as initial condition in line 7), you will see that the chain has a \"burn in\" period in which it moves towards the higher probability regions. The part of the chain should be discarded. \n",
|
|
"- The time series for the MCMC shows clear correlations, whereas the rejection method samples are uncorrelated. This can be seen in the plot of $x_i$ vs $x_{i+1}$ -- in particular you can see the line of points where the proposed jump was not accepted.\n",
|
|
"- Try changing the `scale` in the normal distribution we're using for the jump and see how the acceptance ratio and the correlations behave. You want to choose a jump size that is large enough to explore the probability distribution, but small enough to get a reasonable acceptance rate for the jumps. An acceptance rate of around $0.2$--$0.3$ is good to aim for."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "56dfa5e8",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Exoplanet orbit"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"id": "741f2d86",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def rv(t, P, x):\n",
|
|
" # Calculates the radial velocity of a star orbited by a planet\n",
|
|
" # at the times in the vector t\n",
|
|
" \n",
|
|
" # extract the orbit parameters\n",
|
|
" # P, t and tp in days, mp in Jupiter masses, v0 in m/s \n",
|
|
" mp, e, omega, tp, v0 = x\n",
|
|
" \n",
|
|
" # mean anomaly\n",
|
|
" M = 2*np.pi * (t-tp) / P\n",
|
|
" \n",
|
|
" # velocity amplitude\n",
|
|
" K = 204 * P**(-1/3) * mp / np.sqrt(1.0-e*e) # m/s\n",
|
|
" \n",
|
|
" # solve Kepler's equation for the eccentric anomaly E - e * np.sin(E) = M\n",
|
|
" # Iterative method from Heintz DW, \"Double stars\", Reidel, 1978\n",
|
|
" # first guess\n",
|
|
" E = M + e*np.sin(M) + ((e**2)*np.sin(2*M)/2)\n",
|
|
" while True:\n",
|
|
" E0 = E \n",
|
|
" M0 = E0 - e*np.sin(E0)\n",
|
|
" E = E0 + (M-M0)/(1.0 - e*np.cos(E0))\n",
|
|
" if np.max(np.abs((E-E0))) < 1e-6:\n",
|
|
" break\n",
|
|
" \n",
|
|
" # evaluate the velocities\n",
|
|
" theta = 2.0 * np.arctan( np.sqrt((1+e)/(1-e)) * np.tan(E/2))\n",
|
|
" vel = v0 + K * ( np.cos(theta + omega) + e * np.cos(omega))\n",
|
|
" \n",
|
|
" return vel"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"id": "060ef5d9",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Make some plots to show what the velocity curves look like\n",
|
|
"t = np.linspace(0,12,num=1000)\n",
|
|
"\n",
|
|
"for e in np.arange(0.0,1.0,0.2):\n",
|
|
" v = rv(t, 5.0, [1.0, e, 0.0, 0.0, 0.0])\n",
|
|
" plt.plot(t,v, label='e=%g, omega=%g' % (e,0.0))\n",
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|
"\n",
|
|
"plt.ylabel(r'$v\\ (\\mathrm{m/s})$')\n",
|
|
"plt.xlabel(r'$t\\ (\\mathrm{d})$')\n",
|
|
"plt.legend()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"plt.clf()\n",
|
|
"for e in np.arange(0.0,1.0,0.2):\n",
|
|
" v = rv(t, 5.0, [1.0, e, -np.pi/2, 0.0, 0.0])\n",
|
|
" plt.plot(t,v, label='e=%g, omega=%g' % (e,-np.pi/2))\n",
|
|
"\n",
|
|
"plt.ylabel(r'$v\\ (\\mathrm{m/s})$')\n",
|
|
"plt.xlabel(r'$t\\ (\\mathrm{d})$')\n",
|
|
"plt.legend()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"plt.clf\n",
|
|
"for omega in np.linspace(0.0,np.pi/2,4):\n",
|
|
" v = rv(t, 5.0, [1.0, 0.5, omega, 0.0, 0.0])\n",
|
|
" plt.plot(t,v, label='e=%g, omega=%g' % (0.5, omega))\n",
|
|
"\n",
|
|
"plt.ylabel(r'$v\\ (\\mathrm{m/s})$')\n",
|
|
"plt.xlabel(r'$t\\ (\\mathrm{d})$')\n",
|
|
"plt.legend()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"id": "f7740667",
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Acceptance fraction = 0.39566\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"def f(x, tobs, vobs, eobs):\n",
|
|
" chisq = np.sum(((vobs-rv(tobs, P, x))/eobs)**2)\n",
|
|
" return -chisq/2\n",
|
|
"\n",
|
|
"# Observations\n",
|
|
"# These are for HD145675 from Butler et al. 2003\n",
|
|
"tobs, vobs, eobs = np.loadtxt('rvs.txt', unpack=True)\n",
|
|
"\n",
|
|
"# Number of samples to generate\n",
|
|
"N = 10**5\n",
|
|
"x = np.zeros((N, 5))\n",
|
|
"\n",
|
|
"# initial guess\n",
|
|
"# P, mp, e, omega, tp, v0 \n",
|
|
"P = 1724\n",
|
|
"x[0] = [1.0, 0.0, 0.0, 0.0, 0.0]\n",
|
|
"# and the widths for the jumps\n",
|
|
"widths = (0.03, 0.03, 0.03, 3.0, 1.0)\n",
|
|
"\n",
|
|
"count = 0\n",
|
|
"\n",
|
|
"for i in range(N-1):\n",
|
|
" \n",
|
|
" # Proposal\n",
|
|
" ii = np.random.randint(0, 5)\n",
|
|
" x_try = np.copy(x[i])\n",
|
|
" x_try[ii] += rng.normal(scale = widths[ii])\n",
|
|
"\n",
|
|
" #x_try[2] = (x_try[2]) % 1 # keep e between zero and 1\n",
|
|
" \n",
|
|
" # Accept the move or stay where we are\n",
|
|
" u = rng.uniform()\n",
|
|
" if u <= np.exp(f(x_try, tobs,vobs,eobs) - f(x[i], tobs,vobs,eobs)):\n",
|
|
" x[i+1] = np.copy(x_try)\n",
|
|
" count = count + 1\n",
|
|
" else:\n",
|
|
" x[i+1] = np.copy(x[i])\n",
|
|
"\n",
|
|
"print(\"Acceptance fraction = %g\" % (count/N,))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"id": "157d5682",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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+AXB1kmLBllNYt1+7As+Y8wAi5m+Hj7sMe14fARcnKYJnbxH3n3t3DG6VV2Lwuylaxw3s7I1/RXXB9lO56NTWDVdulWPbSe0EUu2bp6KwcOtpnLpeN+b9rXG98c6W03rLhwd5G3wYYEhPf3eczSsFADxxTzDW7s3S2v/C/d3x8gM9caGgDDHLdmnt83ZzQlF5TXfWtm5OuFVehVFh/rg/1A9De/jAXeaIiPna/x6alj0WjttVSmw7mYfdZwvgJJXgwBsxaNvGGQDw2a4LSPotE34eMux/YyRCEraKx2Ytqpn19FJhGUYsTRW3//naCHy2+wK+2Wf6/3B/e3EYxnz4JwZ29kaZQokzeTXDI155oCcejOiITm1d8e2BbIR38kK/jl6oVgkY9cFu+HnI8OTQEPyQfgXP3tcNg7q0xY7MPLg4SvHBH2dxMOuW1nWyFo2DIAj4+yd/4fjVYn2hIKa3H14Z1QtjPvzTaMwLJvTF25tPIMDTBWkJ90MikUAQBK3vCADG9e+A4T19Mev7Y1rbj84ZhdLKany68zy6+bpj/q+nxH0PRgSiq487PvjjbL3rPjU0BM/c2xU3yyqxIzMffQI94eshQ59A0ybCaYq/fUuqrKyEm5sbvv/+e0yYMEHcPnXqVBQVFeHnn3+ud8zatWvx9NNPo2PHjlCpVBg4cCAWLlyIPn36GLyOQqGAQlH3YE8ulyMoKMis7+XyjTLctyQVAJC5YDRcnKSmfUgisim2Xi9ai7nfi/oe7G/9O+CTfw20dHhEZCHNUSfafML96quvYvz48ejSpQuuXbuGxMREZGRk4NSpU/D19TXpHHfyReYWV2DOzyfw+yn9Saq1tG/jjBtlldYOwyK6tHfD5SboDt7UHB0kNtWyNzEyCBsOWWe4hObDD2vYPGMIIoK8Gyxn6zeW165dQ8eOHbF3715ER0eL21977TXs2rUL+/fvr3dMWloazp07h/79+6O4uBhLly7F7t27cfLkSXTq1EnvdebOnYt58+bV227O95JzsxzDFu8EAJyaHws3Z7tY5IKIdNh6vWgtjU24x/XvgBVMuInsVnPUiTbfpfzKlSuYNGkSevXqhcceewzt27fHvn37TE6279S/v9xvc8k2gBabbAOwyWQbsL1utNZKtgFYNdkGgAkr/rLq9a0pOjoaU6ZMQUREBO677z78+OOP8PX1xWeffWbwmKaY10LqIBF/buwwDSKiFofVIRE1wOabKNavX2/V65/PL7Xq9Ymo5fLx8YFUKkVenvZDvby8PAQEBJh0DicnJwwYMKDBeS1kMtkdxaqZcKsaPy8fEVGLorLtjqJEZANsvoWbiKilcnZ2xqBBg5CSUjf3gkqlQkpKilYXc2OUSiWOHz+ODh06WCpMAICDRKOFmzeYREQAAFaHRNQQm2/hJiJqyeLj4zF16lRERkZi8ODBWL58OcrKyhAXFwcAmDJlCjp27IikpCQAwPz583H33Xeje/fuKCoqwpIlS3D58mU8/fTTFo1TI99GNZu4iYgAAAL7lBNRA5hwExFZ0cSJE1FQUIA5c+YgNzcXERERSE5OFpf6ys7OhoNDXWekW7duYdq0acjNzUXbtm0xaNAg7N27F2FhYRaNUyPfhvx2Nfw8LHo5IiK7kJlbYu0QiMjGsUt5KzY4uB0Gh7Qzufw/BnY0qVxwezcs+ke/xobVJFb9eyAmRARaNQZb8tGkAdYOgYyYOXMmLl++DIVCgf379yMqKkrcl5qairVr14rvP/jgA7Fsbm4utmzZggEDmvff99VWskY6EVFDbHWiVyKyHUy4zTB7TCiWPNIfe14fga+euAtn3hmNS0ljceTtB/DhPyPw2eODMCrMXyz/36cGI3PBaMwc0V3ctnxiBJY9Fq513o8mDcC0YSH1rrfmiUgcTRylN5Yp0V3w0/P34L6e2rO1hwZoNzv17+Sl1RVU7fG7u2Djc9HY+Gw0shaNE9eZVvNw0e78sHvWCCx7LAJZi8bh9dGhWvt83LUnY0qdNQL/HNy53jkN6dTWFd9Nu1tr2+G3HxB/viu4rfhzgKdLg+ebPrwbRvftgOX/HIDMBaPr7U8cH4Y2ztprCL/yQE98NGkAevl7IPmlYfj1/4bWO+6+nr5a/76aFj/SH2ffGYPds0Yg+aVh2JcwEuuejsKWF4Zi6wvDGoy5KRydMwp/6183jreHnzsAIP6Bnvh7eCBOzY8V9+n7fVPr5tvGpOsFtXNF4nj9raoPD+yEZ+/rWm/7q6N6it+hn4cMO165r14ZFycHdG7nhosLx2L/GyPx9/CaBydz/haG0AAP9PR31/vvQ83n2JUia4dAREREZBdsfh3upnAn66tFvrMdhaWVJq/7qyYIAiQ6mW6VUgUnqYO4X1GtgouTVOuYVzcdww+Hr+D0/NFwrU0KSxXVGPvhn+jq2wZrpt4FAXUzBldUKbHot0wM6+GDu0LawdPFCUqVgGf/m47RfQPwyKCadXnLFNWITkpBoHdNcuvt5lQvPvWakg9GBGL5xAjsv3QT//x8HwDoTZ6rlCqs2XMJ0d3a4++f1CzT9PzwbnhNIyFXn/OxyE44cVUOHw8Z5LercF9PX/wnLQubZwxBl/Y1CV7yies4dqUYs2J7QSKRoPh2FQ5fvoWhPXxws6wSggAEeLlgR2Yenlx7CNOGhWDm/T1QVF6JU9fk8HJzQnF5FR4I84ejtO5Z0oxvD2PL8esAAHeZI07Mi0Xx7Sp8lHIOEyI6ol8nL73/fsMW70RFlRL7EkZqnU+lEnCt+Dbe3nwC93TzwcODOqFdG2c9vwV1Tlwthp+nDI4ODmjr5oRp/0mHp4sjfjxyFUDNw5zn7usGANh9tgDXim6jc3s3DOzcFipBgKuTFNeKK3C5sAwqAfDxcMY/P9+H10eHoqi8Cs/c21VrFml9KqtV6PnWbzXXmDUC7i6O8HZ1QnmVEn0TtwEA1sbdhWE9fJF6Jh9hgZ6oVgro1NYVZ/NK4eLkgGNXitHe3RkqFTC0h4947vLKahy/UozegZ7wdHECAOSXVGDoezsRGuCBp4d1xYAgbwS1c0O1UoVLhWXo7ucu/g4WlVdi7i8nMXtMb7Rr4wxHBwkcGvg8puB6s/o15nu5cqscQ9/bKb439YEaEdkW1ov6NXYdboD1IZE9a446kQl3AyLm/46i8ir8EX8vurfwQYvlldUoKFGICTAA5Msr0N5d1mAydzSnCIezb2FqdLBWopRyOg9n8kow/b5u9RJ8lUpodFIlr6gSEztTCIKAPLkCnq6OcHM2beqCaqUKKgFwdrRcRxCVSkDWjTKE+LSp9/1YwvfpVwBAfBCjdia3BGWV1RjYua2+wxotT14BDxfTv/OmxhtL/RrzvRzKuolHVqUBqHtwRUT2h/Wifky4iVqn5qgTOWlaA5TKmucRUoeW3/vezdkRXdpr/0r4mdCFGwDCg7wRrqcHwMje/hjZW3837DtpwTQn2QYAiUSCAC/TPouaZqu2pTg4SNDV193i11HTTbTVegVY5mGSv4m/P2T7Zv94XPy5oQdwREStxeBg0+fCIaLWqeVnkXeoWlWTcDvyBpOIWrHz+aXiz8W3q6wYCRGR7fD1lDVciIhaNSbcDVCq1C3cTLiJiIiISEOLH5hJRHeKCXcDqlUqAGzhJiIiIiJt6oYZIiJDmHAboVIJUNejzTGel4jIVv1jYEdrh0BEZHNULX/uYSK6Q8wijajWeGrJLuVE1JqFdeBsxkREutjATUQNYcJthGY3IXYpJ6LW7ExuibVDICKyOa1gdV0iukNMuI2oqh2/DbCFm4hat021a7gDQFffNlaMhIjIdjDdJqKGMOE2Qr0GNwA4cww3EREAgA06REQ1OIabiBrCLNII9RhuiQRwYAs3EbVizo51/7vgrLxERDVYHRJRQ5hwGyGuwS1hsk1ErZuvu0z8mS06REQ1MrJvWTsEIrJxTLiNUK/BzfHbRNTaXS26Lf6sYpMOEREAIMTX3dohEJGNY8JthHrONM5QTkRUh/k2EVnK7t27MX78eAQGBkIikWDz5s0NHpOamoqBAwdCJpOhe/fuWLt2rcXjVKtWqhouREStGhNuI9jCTURUn5JdyonIQsrKyhAeHo4VK1aYVP7SpUsYN24cRowYgYyMDLz00kt4+umnsW3bNgtHWoP3iETUEEdrB2DL1GO4HTlDORGRqKBEYe0QiKiFGjNmDMaMGWNy+VWrViEkJATvv/8+AKB3797Ys2cPPvjgA8TGxloqTNGxK8UWvwYR2TdmkkaoZyl34KRpRNSKCXpatK/cKrdCJERE2tLS0hATE6O1LTY2FmlpaVaKiIhIGxNuI8QWbnYXIqJWTF8P8l+PXW/+QIiIdOTm5sLf319rm7+/P+RyOW7fvm3gKEChUEAul2u9iIgsgQm3ESUV1QCAimqllSMhopZsxYoVCA4OhouLC6KionDgwAGTjlu/fj0kEgkmTJhg0fiqVPUnBcq8zptTIrJfSUlJ8PLyEl9BQUEmH6vZ66eDl4slwiOiFoQJtxGO0pqW7aLyKitHQkQt1YYNGxAfH4/ExEQcPnwY4eHhiI2NRX5+vtHjsrKy8Oqrr2LYsGEWj7G09uGjJs5UTkS2ICAgAHl5eVrb8vLy4OnpCVdXV4PHJSQkoLi4WHzl5OSYfE3NXj/sA0lEDWHCbUS1sqZG7eHHNRaJyDKWLVuGadOmIS4uDmFhYVi1ahXc3NywZs0ag8colUpMnjwZ8+bNQ9euXS0eo77cuqKKPX+IyPqio6ORkpKitW379u2Ijo42epxMJoOnp6fWy1QqjYxbwnl+iKgBTLiNUI/h5pIPRGQJlZWVSE9P15rwx8HBATExMUYn/Jk/fz78/Pzw1FNPNUeYWjeXauz5Q0SWUFpaioyMDGRkZACoWfYrIyMD2dnZAGpapqdMmSKWf+6553Dx4kW89tpryMzMxKeffoqNGzfi5ZdftliMmjXijTKu2kBExnFZMCO4DjcRWVJhYSGUSqXeCX8yMzP1HrNnzx58+eWX4s2oKRQKBRSKuptCsycH0tPE/Xh0F/POQURkgkOHDmHEiBHi+/j4eADA1KlTsXbtWly/fl1MvgEgJCQEW7Zswcsvv4wPP/wQnTp1whdffGHRJcE0H0JWVNWf44KISBMTbiM4SzkR2ZKSkhI8/vjjWL16NXx8fEw+LikpCfPmzWv0dTXz7aB2rsi5eZv1IhFZxPDhw/UuRai2du1avcccOXLEglFpMxIeEVE9TLiNqGaXciKyIB8fH0ilUr0T/gQEBNQrf+HCBWRlZWH8+PHiNlVtTxxHR0ecOXMG3bp1q3dcQkKC2EoE1LRwmzMjr2ZrTlBbN+TcvI0qzppGRERE1CAm3EbcLKsEADg6cKg7ETU9Z2dnDBo0CCkpKeLSXiqVCikpKZg5c2a98qGhoTh+/LjWtrfeegslJSX48MMPDSbRMpkMMpms0XGq821nqQMcpTX1YVU1u1ESUeukb14LIiJDmEkacbuyZhbewlJOiEFElhEfH4/Vq1fj66+/xunTpzF9+nSUlZUhLi4OADBlyhQkJCQAAFxcXNC3b1+tl7e3Nzw8PNC3b184OztbJEb1zaVEAjjXLpd4vqDU6DF7zhXi/qWp2H/xhkViItv11/lCrP3rksXOn19SgSXbMpFzs9xi17gTpYpqfL03C3nyCmuHQhbCfJuIzMGE2wQBXi7WDoGIWqiJEydi6dKlmDNnDiIiIpCRkYHk5GRxIrXs7Gxcv37dqjGqby4lEuCP0zXrg69MvQAAWLc/G7M2HUW1UrvF+99f7sfFwjJM/Hxfs8YKAJ/sOIcnvjqgtXTZrrMF+GD7WahUAkoqqpB24YY4T0fOzXIcu1LU6OsZG2+qj1IliA90LSlfXoF3t5zCb8f1//5UK1XYe74Qvx2/jlJF/bXWjSmpqD9L/Yqd57H1+HVM/mI/5v7vFNIu1H/YcqusUu+ScoIg4Jej17Dg11P4ZMc5AED65VvYkZlXr+zMb49gxc4LeOwzwzP5W9P8/51E4i8n8ciqvSYfo/v3Y6r9F2/guwPZDRekJsUWbiIyB7uUG1FRXXNTEOjtauVIiKglmzlzpt4u5ACQmppq9Fh9Ewg1NfW9pYPOerNF5ZV446eaLu4je/thdN8OAOqv0a1UCTh6pQjdfNxxo0yBrr7u4r7CUgUcHSTwdqvfOi8IgsE1buUVVfCQOUIikSC/pALers7om7gNA7t4Y9/FmwCAaf85hIoqJUJ82mDjoSsAgG/3Z6N3Bw/8ea4QPu7OiAhqi4ycWygsrcSuWcPh6eKEglIFRn2wG/6eMmx4JhrBPm0Mfjenr8sxafU+vDiyB+KGhGjtU6kESCRAWaUSbZylWP7HORzOvoU/zxUCAN4a1xvjwwNxJPsWlCpgVB9/OEm1n4N/nHIOWTfKEdvHH8N7+cHZsW6/5vdzKOsm3JwdERboCUW1Er3eStY4yyW8M6EvJgzoCHdZ3f/2l/9xDp/sPA8AuKdbe3w8aQC+2HMJoQEe8Pd0QVs3Z7yz5RTatXFGl/ZtMKKXLyKCvLEoOROf7bqIcf06YOFD/eDh4ogtx69jybYzWrFfuVUOoD0A4FrRbST9lon/Hb0GmaMDdr46HIHerrhefBulFdW4VlyBF76rm/Tq3p6+eHhlTcJ6+O0H0K6NM0IStmi1LF4vroBSJeDYlSIEerviRmklQgM84OAgQfrlWwjxaYN2bep+r1QqAf/ddxk7MvPxaGQn/K1/oFa814puY9fZAmTfLMc/7wpCR29X/HD4Cj784xweuysIz97bDXN+PoHYPgGICat5IPb13iwANZMJbj+VB193mfi7lnPztnjuX49dQ75cgXt7+qC7n4e4fcux6/B2c8IL3x2Bh4sjqpQCFkzog/tDtVcuqKxW4WrRbYT4tIEgCDh5TY7NR67iiz01PQl6+ntgUJe2oOahmW77eTR+uA4RtQ4SwdxH83ZILpfDy8sLxcXF8PT0NPm4l9YfweaMa/j33Z3xzoR+FoyQiCyhsX/7LZ2538vlG2W4b0kq2jhLUWagZfahAR3x77u7oKBEgee+STd6vq+fHIyNB3OwRU/L68wR3dEn0BPyiiq8/kNNMv9/93dH/AM98cqmo7h8oxzpl28BAEaF+eP3U/VbQJuSk1SCMwvG4NR1OXZm5mPavV0hv10FLzcnyBylmLDiL2TkFAEA/nxtBHJuleNfq/drncPZ0QHVShUammduwYS+eHRQJ3y68zzu7+2PXv4e6D0nWavM+4+GIzK4Le5bkgoAyFwwGhcLyjD2oz8BAF9MicSL64/o/XfycHHE8bk1SyW9/v0xbDiU04hvpL62bk64pWdd9gUP9oEAYHhPP7y04QgOZxdp7R/Ww0d8+GDMhIhAfDAxAiEJW02K582xvfHu1tMAgF9mDkH8xqOI7NIW6w9qf96sReOgqFbixFU5QgM80Cdxm7jPx90ZhaWVWuUfCPPH9trft43PRqOnvzsi5m83GssbY0Nx9dZtfJ12Wdx2T7f2WDftbhy4dNNoK/2oMH+8NjoUFVVK/O3jPQAAXw8ZCkrqD3NbPjECEwZ0NBqLGutF/cz5XopvVyF83u/i+6xF4ywdHhFZSHPUiUy4jVj0WyZW7bqA+3r64usnB1swQiKyBN5Y6mfu93KpsAwjlqbCQ+aINjJH5FphbOq0YSFY/aflxgU3xtNDQ8QWRnvxxZRIPP2fQ9YOw2zRXdsjrYnnAxgZ6oeUzPwmPaepPpgYjnX7s3Ew61aTnfPU/Fi4OTfccZH1on7mfC9F5ZXiwxYHCXAxiQk3kb1qjjqRY7iNUNYutxPawaOBkkRELZf4XFYCLH003Cox2FqyDcDukm0AdplsA2jyZBuA1ZJtAHh5w9EmTbYBoKKKKwc0F82mKt2hNkREuphwGyGuw83KlIhaMZXGGO6hPXysGwwR6eXmLLV2CK2G5qRpLb6bKBHdMSbcRqhq7zIdHZhwE1FrVrcsGBHZJhcnJtzNRTPJ5ozlRNQQJtxGqFu4HZhwE1ErpjIwSzkRUWukmWMLgvlLAxJR62J3CfeiRYsgkUjw0ksvWfxaSrZwExFBYwg3AGBwcLtmu3ZoAOfQMKQ5/x2IqI5ugs18m4iMsauE++DBg/jss8/Qv3//ZrmeOuGWOtjV10RE1KTUXSbVaz4vergfxvXrYJFr9evopfX+q7i7LHIdc2iufd0Q32Zck/f9x/RPYLd8YgRSXx1udIK776bdja0vDMMT9wTfcRwn58Uia9E4vDiyR6OOj+7a/o5j0BXUzhVrnojEgM7e4japg0TrvTEPRgQ2XIhaLd38WsmMm4iMsJtMsrS0FJMnT8bq1avRtm3bZrlmXcLdLJcjIrJJYgt3bRN3V193rJg8EFmLxmF8eF1isuWFoXjuvm5ax/73qcF4OaYn3n2or961ageH1LXSbp4xBP/7v6F4ZFAnAMD8B/ugg5cr4h/oqXXM00NDcODNkXh4YCdMjAzCBI3kaMGEvgCA3h088dnjgxDc3g09/d0BAC5ODjg+dxQ2PReNCwvHIiLIu8HP/rf+HXD2nTFia/LwXr7ivrghwVplj80dhYNvxuBS0lhMGhyEyC51/686PX80shaNww/T72nwmmqH337A4L7wTl4IaueGjycNwH+fGqw1YdbgkHYI9mljNGns5tcGYYGeiB+l/d26ONX/H15Hb1ecmBerte3tv4Uha9E4ZC0ahzaymqWoXn6gJ7IWjcPLMT3rnUNX3JBgfBV3F86+MwbfPXM3fp4xBAsf6ocHwvyx7LFwvDCyB155oCc+nTwQO18dLh53d9d2uLBwLDIXjK53znl/7yMm1D9OH4L7Q/3xo8b3/cjATvjp+SE4NT8Wj9b+jgHayfUf8ffiz9dG4MN/DhA/X8acBzBpcJDWtZZPjNB6r/l7seQR7UaBPoGe9X73E8aEar13kAAv3N8dK/41EGueiMRro3th/xsjsTbuLq0HPisnDxR/7tLeDf6eNQ94nhoaUu/7IMsp11nnnuO4icgYu1mHe+rUqWjXrh0++OADDB8+HBEREVi+fLlJxzZ2fbUX1x/BzxnX8Pbfwvg/MyI7xPVm9TP3e0m/fBMPr0yDp4sjjs3VTryqlSocv1oMmaMUYYGeqKxW4aFP/0JogCcSxobCx127xTd49hYANWsgx4/qibAOnthwMAc5t8rx6qheYit6tVIFx9qnnQcu3cRjn6UBqGlNVSd4mo7mFKGDlwt8PWQ4fb0EIT5t4KqRhF4vvo32bWRayUtFlRJf/ZWFnzOu4oWRPTCgszcKSyrRub0bTlwtxsDObcVzlCqqUViiQLBPG5RXVsNJ6gCnBp7GVitVmPzFfnT1dUfSP/pp7fs54yp+zriGHbVLUz13Xzc8OSQY/zt2HQt+PYXHIjth8SPhOHmtGIWllbivpy9UKgFd39gKAHhkUCetFuzZPxzD+oM5AKCV3FUpVXCQSPC/o9ew53whOnq7wsVJiunD6x6MCIIARbUKey8U4u6u7VGtEvDVnix8mnoes8eE4pFBneDh4oTtp/IwrXZZMX0PT9SKyitx7+KdkFdUY920KPQJ9ELsB7uRK6/Aggl9EdPbDx28XI1+d7pOX5dj85GreH5Ed3i5OgEANh7MgUKpwuN3dxHLKaqVKFco0baNs7jtveRMrNufjf/NHIrO7d3E7cW3q3CrrBKZuXI8983hBj/Xb8ev44fDV/D8iO4Y2Lkt8uUVOJ9fiojO3pBAgu/TczCytz8CvV3F33MAWD0lEg+E+eNMbgmOZN+Cq7MUY/t1QEGJAlmFZRgc0k78XTdE8+9h/8Ub+OnIVSx8qB8KShXYfioPEwZ0hLuevwt9WC/qZ873cqGgFCPf3yW+z1wwmpPWEdmp5qgT7SLhXr9+Pd59910cPHgQLi4uDSbcCoUCCoVCfC+XyxEUFGT2Fzny/VRcKCjD3PFheGIIE24ie8MbS/3M/V6O5hThwRV/ATCekJhiZ2Y+vk7LwnsP94e/p4tJx1QrVbjr3T8Q6O2KX/9vqJiUtwR/nS/EH6fzMHtMKGSOUgiCgIuFZQhu3wZSPfOH7DlXiO/Tc/BqbC90aluXPFZWq/Dyxgw8PLAj7g/1b5LYKqtVWg8oVCoB728/g/6dvBHbJ8Csc1VUKeEsdbDaJKRKlaD3+wRqHjh8n34F/Tt5o1cTzRmw62wBDl++hclRneFn4u95c2G9qJ8538v5/FLELKtLuA09CCQi29ccdaLN1w45OTl48cUXsX37dri4mPY/raSkJMybN++Or93V1x0XCspws7zqjs9FRGSv1E9lO3qb1yqpz4hQP4wI9TPrGEepg9i9uiUl2wAwpLsPhnSvW9tcIpGgm6+7wfJDe/joXQvd2dEBK/41UM8Rjac7dt3BQYJZsaEGShtn7dY/Q8k2UPOdPxoZZHB/Y9zX0xf39fRtuCDZKe22KnYpJyJjbH50cnp6OvLz8zFw4EA4OjrC0dERu3btwkcffQRHR0colcp6xyQkJKC4uFh85eTkNOraldUqAECXdm4NlCQiavmsmetKJJIWl2wTkX3Sza9VKuvEQUT2weZbuEeOHInjx49rbYuLi0NoaChef/11SKX1n5rLZDLIZHc+U6yiuiaZN2eGWiKilsYORh4RETUb3RqRLdxEZIzNJ9weHh7o27ev1rY2bdqgffv29bY3teLb1QAAGRNuIiKrtnATEdmKei3cTLiJyAhmkkacvi4HgAZnoiUiasl4K0lEVEfQqRW5DjcRGWPzLdz6pKamNst1Onq74mrRbcj0rEtKRNRaiOtwg03cRES6+TXzbSIyhpmkEUpVTQ3q6eJk5UiIiIiIyBboJtjq+0UiIn2YcBtRXTvtpKOUrTpE1JrV3ExyDDcRUf0u5RzDTUTGMOE2orr2iaWjkfU7iYhaC9aERETsUk5E5mHCbYRSWVODSh34NRFR68WbSSJqbitWrEBwcDBcXFwQFRWFAwcOGC2/fPly9OrVC66urggKCsLLL7+MioqKZomVXcqJyBhmkkaUV9Wsw80WbiKyJHNuLH/88UdERkbC29sbbdq0QUREBP773/82S5wS9iknomawYcMGxMfHIzExEYcPH0Z4eDhiY2ORn5+vt/y6deswe/ZsJCYm4vTp0/jyyy+xYcMGvPHGGxaJj8uCEZE5mHAboX5i6cCEm4gsxNwby3bt2uHNN99EWloajh07hri4OMTFxWHbtm0Wi5G3kkTUnJYtW4Zp06YhLi4OYWFhWLVqFdzc3LBmzRq95ffu3YshQ4bgX//6F4KDgzFq1ChMmjSpwVbxxqo/htsilyGiFoIJtwGCxtNKZ67DTUQWYu6N5fDhw/HQQw+hd+/e6NatG1588UX0798fe/bssXisfPRIRJZWWVmJ9PR0xMTEiNscHBwQExODtLQ0vcfcc889SE9PFxPsixcvYuvWrRg7dqxFYmQLNxGZwy7X4W4OmuNxnDhLORFZgPrGMiEhQdzW0I2lJkEQsGPHDpw5cwbvvfeewXIKhQIKhUJ8L5fLzYqT95JE1FwKCwuhVCrh7++vtd3f3x+ZmZl6j/nXv/6FwsJCDB06FIIgoLq6Gs8995zRLuV3Ui/qVolMuInIGDbdGlCtkXBL2aWciCzA2I1lbm6uweOKi4vh7u4OZ2dnjBs3Dh9//DEeeOABg+WTkpLg5eUlvoKCghoXMKtCIrJBqampWLhwIT799FMcPnwYP/74I7Zs2YIFCxYYPOZO6kVBJ8HmpGlEZAwTbgM0n1Yy4SYiW+Lh4YGMjAwcPHgQ7777LuLj45GammqwfEJCAoqLi8VXTk6OWdfTvbkkIrIUHx8fSKVS5OXlaW3Py8tDQECA3mPefvttPP7443j66afRr18/PPTQQ1i4cCGSkpKgUqn0HnMn9aJujcgqkoiMYZdyA9jCTUSW1pgbS6Cm23n37t0BABERETh9+jSSkpIwfPhwveVlMhlkMtkdx8uakIgszdnZGYMGDUJKSgomTJgAAFCpVEhJScHMmTP1HlNeXg4HnSVcpVIpAMMPDO+kXuQYbiIyB1u4DVBpJtxcCoeILEDzxlJNfWMZHR1t8nlUKpXWWMSmxltJImpO8fHxWL16Nb7++mucPn0a06dPR1lZGeLi4gAAU6ZM0Zr7Yvz48Vi5ciXWr1+PS5cuYfv27Xj77bcxfvx4MfFuWuxSTkSmYwu3AWzhJqLmEB8fj6lTpyIyMhKDBw/G8uXL691YduzYEUlJSQBqxh1GRkaiW7duUCgU2Lp1K/773/9i5cqVFotR3XjDdbiJqDlMnDgRBQUFmDNnDnJzcxEREYHk5GRxvovs7GytFu233noLEokEb731Fq5evQpfX1+MHz8e7777rkXiYws3EZmDCbcB6hZuBwlvMonIcsy9sSwrK8Pzzz+PK1euwNXVFaGhofjmm28wceJEi8fKmpCImsvMmTMNdiHXnbPC0dERiYmJSExMbIbI6vf6UVTrHydORAQw4TZI3cLt6MBe90RkWebcWL7zzjt45513miGqOgI7lRMRGWRgXjYiIgAcw22QvKIKALsJERGpsbMPERG7lBOReZhwG1BZ2z2omhNhEFFrx2qQiEikO/M5q0giMoYJtwHqPLtTW1frBkJEZCMkHMVNRFQvwWYLNxEZw4TbAKU4aRpvMImodeOtJBFRnXr5NStJIjKCCbcB6u5CXBKMiKgGnz8SEdWfSJITSxKRMUy4DVC3cPMGk4haO/aWJCLSoDtpGmcpJyIjmHAboFS3cDPjJiIiIqJa7FFOROZgwm2AukWHY7iJqLVjd0kiojry21Va7zlpGhEZw4TbAHHSNI7hJqJWTn0vKeEDSCIiODtq3z4z3yYiY5hwG6ASJ02zciBERDaC6TYRUX2663ITEWliOmmAOuFml3Iiau14K0lEVEc3v2YdSUTGMOE2QD3jJBNuIqIarA6JiOon2BzDTUTGMOE2QCm2cFs5ECIiK2N3SSKiOrp1IqtIIjKGCbcBgjiGmxk3ERHAFm4iIoAt3ERkHibcBihru5RzVl4iau14K0lEVIf5NRGZgwm3Aeou5VIm3EREAAAJ5yknIoLuY0i2cBORMUy4DWCXciKiWryXJCIS1ZulnHUkERnBhNuAKmVN7ckGbiKiGqwPiYjqUzHhJiIjmHAbcPlGGQBAyVqUiFo5gU3cREQi3RqRKzkQkTFMuA1o6+YMAMiTV1g5EiIi61LfS7KBm4iIXcqJyDxMuA1QT4DRt6OXlSMhopZuxYoVCA4OhouLC6KionDgwAGDZVevXo1hw4ahbdu2aNu2LWJiYoyWb1LsU05EVK/Xz7Xi21aKhIjsARNuA9RPKzlLORFZ0oYNGxAfH4/ExEQcPnwY4eHhiI2NRX5+vt7yqampmDRpEnbu3Im0tDQEBQVh1KhRuHr1qsViZOsNEVEd3TrR10NmnUCIyC4w4TZAvSwY1+EmIktatmwZpk2bhri4OISFhWHVqlVwc3PDmjVr9Jb/9ttv8fzzzyMiIgKhoaH44osvoFKpkJKSYvFYWRsSEdUfw83pfojIGCbcBqi7lHNVMCKylMrKSqSnpyMmJkbc5uDggJiYGKSlpZl0jvLyclRVVaFdu3YGyygUCsjlcq2XOXgvSURUp94kaewGRERGMOE2QKXiOtxEZFmFhYVQKpXw9/fX2u7v74/c3FyTzvH6668jMDBQK2nXlZSUBC8vL/EVFBTUqHjZ4YeIqD62cBORMUy4DVBXnuxSTkS2atGiRVi/fj1++uknuLi4GCyXkJCA4uJi8ZWTk2PWdbjkDRE1N3MmkwSAoqIizJgxAx06dIBMJkPPnj2xdetWi8RWv4GbdSQRGeZo7QBsFbuUE5Gl+fj4QCqVIi8vT2t7Xl4eAgICjB67dOlSLFq0CH/88Qf69+9vtKxMJoNMdueT+rA6JKLmoJ5MctWqVYiKisLy5csRGxuLM2fOwM/Pr175yspKPPDAA/Dz88P333+Pjh074vLly/D29rZIfLqzlLOFm4iMsfkW7pUrV6J///7w9PSEp6cnoqOj8dtvv1n8uuxSTkSW5uzsjEGDBmlNeKaeAC06OtrgcYsXL8aCBQuQnJyMyMhIi8fJe0kiak7mTia5Zs0a3Lx5E5s3b8aQIUMQHByM++67D+Hh4RaJT7dBW8UWbiIywuYT7k6dOmHRokVIT0/HoUOHcP/99+PBBx/EyZMnLXpd9dNKB3YpJyILio+Px+rVq/H111/j9OnTmD59OsrKyhAXFwcAmDJlChISEsTy7733Ht5++22sWbMGwcHByM3NRW5uLkpLSy0eK4fYEJGlNWYyyV9++QXR0dGYMWMG/P390bdvXyxcuBBKpdLgde50MkkiIlPZfJfy8ePHa71/9913sXLlSuzbtw99+vSx2HXrlgWz2CWIiDBx4kQUFBRgzpw5yM3NRUREBJKTk8WJ1LKzs+HgUPdsdOXKlaisrMQjjzyidZ7ExETMnTvXIjGy8YaImouxySQzMzP1HnPx4kXs2LEDkydPxtatW3H+/Hk8//zzqKqqQmJiot5jkpKSMG/evEbFyBZuIjKHzSfcmpRKJTZt2oSysjKj3S0VCgUUCoX4vjFPLdWVp5QZNxFZ2MyZMzFz5ky9+1JTU7XeZ2VlWT6gemofQFrhykREDVGpVPDz88Pnn38OqVSKQYMG4erVq1iyZInBhDshIQHx8fHie7lcbvIKDlyHm4jMYRcJ9/HjxxEdHY2Kigq4u7vjp59+QlhYmMHyd/LUUi3zegkAwIFjuImIALDHDxFZXmMmk+zQoQOcnJwglUrFbb1790Zubi4qKyvh7Oxc75g7mUxSd1ZyNnATkTE2P4YbAHr16oWMjAzs378f06dPx9SpU3Hq1CmD5e90CRwA6NzODQBw5VZ5o+MmImoJeDNJRM2lMZNJDhkyBOfPn4dKpRK3nT17Fh06dNCbbN+p+i3crCSJyDC7SLidnZ3RvXt3DBo0CElJSQgPD8eHH35osLxMJhNnNVe/zFVd2z+od4D5xxIRtUQSdionomZg7mSS06dPx82bN/Hiiy/i7Nmz2LJlCxYuXIgZM2ZYJkDm10RkBrvoUq5LpVJpjdG2hGplzVNSqZQ3mETUuvHekoiak7mTSQYFBWHbtm14+eWX0b9/f3Ts2BEvvvgiXn/9dYvEp7sOt5KDuInICJtPuBMSEjBmzBh07twZJSUlWLduHVJTU7Ft2zaLXlfdwu3kYBedAIiILI/PH4momZgzmSQAREdHY9++fRaOqoZuD/Jl28/ihZE9muXaRGR/bD7hzs/Px5QpU3D9+nV4eXmhf//+2LZtGx544AGLXledcEs5aRoRtXIcnkhEVIdVIhGZw+YT7i+//NIq1y0oqQAAOLFLORERADZwExEB9R9CDuvhY51AiMgusL+0ASUV1QCAKiWfYxJR66Y7XpGIqDXTrRN7+ntYKRIisgdMuA3wcW/c2oxERC0V1+EmIqrv9HW5tUMgIhvGhNsA9YyT7do0/fqNRET2hGO4iYjq6NaJAZ4u1gmEiOwCE24DqlU1y4I5cgw3EbVyV4tuWzsEIiKbofsMUsLuP0RkBBNuA6prx247cpZyImrlvFydAADn8kqtHAkRkQ3QaeLmPBdEZAwTbgPUy4I5ch1uImrlVLU3l5HBba0cCRGR9emm1xx2Q0TGMJs0QN2lXMou5UTUytU+f4SEC4MREaGiSqn1XsWMm4iMYMJtALuUExHVEGpvJtnhh4gIkN+u1nrPfJuIjOHtkwFKdiknIgJQdzPJiYGIiIC2OivYsIWbiIxhNmmAOIabXcqJqJVT30w6MOEmIhJ7/dS9t1IgRGQXmHAbIC4Lxi7lRNTKqcdwszokIqqfYHOWciIyhgm3AUolu5QTEQEaY7jZwk1EVC/Brm2jISLSi9mkAVW1TTpSNukQUSun7lLOfJuIqH4L94Gsm9YJhIjsAhNuA9STpjlxDDcRWdiKFSsQHBwMFxcXREVF4cCBAwbLnjx5Eg8//DCCg4MhkUiwfPlyi8dX16Wc9SERkW4H8ptllVaJg4jsAxNuA6qUtetws4WbiCxow4YNiI+PR2JiIg4fPozw8HDExsYiPz9fb/ny8nJ07doVixYtQkBAQLPEWDdpWrNcjojIpnFWciIyBxNuA+pauPkVEZHlLFu2DNOmTUNcXBzCwsKwatUquLm5Yc2aNXrL33XXXViyZAn++c9/QiaTNUuMAlu4iYhEzLeJyBzMJg2o5hhuIrKwyspKpKenIyYmRtzm4OCAmJgYpKWlWTEybSqVegw360MiIiIiczhaOwBbVa3ksmBEZFmFhYVQKpXw9/fX2u7v74/MzMwmu45CoYBCoRDfy+Vys47nsmBERHXUDyHbtXHm+G0iahBbuPVQqQTxBtORXcqJyM4lJSXBy8tLfAUFBZl1vIrLghERidQ9ytu6OQEAuvm2sV4wRGTzmE3qoe5ODrBLORFZjo+PD6RSKfLy8rS25+XlNemEaAkJCSguLhZfOTk5Zh1/qbAMAFu4iYiAujHcjg41t9EqjukmIiOYcOuh1Kg52aWciCzF2dkZgwYNQkpKirhNpVIhJSUF0dHRTXYdmUwGT09PrZc5vFxrWnFybt1uspiIiOyVUNvG7Vi7dKySGTcRGcEx3HpUq1Tiz45ch5uILCg+Ph5Tp05FZGQkBg8ejOXLl6OsrAxxcXEAgClTpqBjx45ISkoCUDPR2qlTp8Sfr169ioyMDLi7u6N79+4WiVFdD3b1YbdJIiLdYYfZN8utGA0R2Tom3HpUKzVbuNkJgIgsZ+LEiSgoKMCcOXOQm5uLiIgIJCcnixOpZWdnw0GjHrp27RoGDBggvl+6dCmWLl2K++67D6mpqRaJUd190tmR9SERkbpSvHqLiTYRNYx3T3pUKutauDmGm4gsbebMmbh8+TIUCgX279+PqKgocV9qairWrl0rvg8ODoYgCPVelkq2NXHONCJqLitWrEBwcDBcXFwQFRWFAwcOmHTc+vXrIZFIMGHCBIvFpm6W8XGXWewaRNRyMOHWo5pjcYiI6pGAGTcRWd6GDRsQHx+PxMREHD58GOHh4YiNjUV+fr7R47KysvDqq69i2LBhFo1P3evHz9PFotchopaBCbce6jW43ZylVo6EiMj6BIEPIYmo+SxbtgzTpk1DXFwcwsLCsGrVKri5uWHNmjUGj1EqlZg8eTLmzZuHrl27WjQ+9VKJ5YpqcRvrSSIyhAm3HlW1Y7g5QzkRUV33SXYpJyJLq6ysRHp6OmJiYsRtDg4OiImJQVpamsHj5s+fDz8/Pzz11FMmXUehUEAul2u9TCWuw93GWdxWpWTCTUT6MeHWQz1LuZOUXw8Rkbrhhvk2EVlaYWEhlEqlOHGkmr+/P3Jzc/Ues2fPHnz55ZdYvXq1yddJSkqCl5eX+AoKCjL5WHWd6OtRN4abS4MRkSHMKPVQz1LOJcGIiOrWnGUTNxHZmpKSEjz++ONYvXo1fHx8TD4uISEBxcXF4isnJ8fkY9Xdx500ekJqLilLRKSJy4LpcaOsEgAg5c0lERFbuImo2fj4+EAqlSIvL09re15eHgICAuqVv3DhArKysjB+/Hhxm6o2+XV0dMSZM2fQrVu3esfJZDLIZI2bZVzdlu2o0ROSLdxEZAhbuPVQP7m8Vlxh5UiIiKyPY7iJqLk4Oztj0KBBSElJEbepVCqkpKQgOjq6XvnQ0FAcP34cGRkZ4uvvf/87RowYgYyMDLO6iptKfZ/oqNXCzYSbiPRjC7ce6okvIoK8rRsIEZEN4bJgRNQc4uPjMXXqVERGRmLw4MFYvnw5ysrKEBcXBwCYMmUKOnbsiKSkJLi4uKBv375ax3t7ewNAve1NRez1I5HA0UGCapXAFm4iMogJtx6V1TVdkZwd2QGAiIir3RBRc5o4cSIKCgowZ84c5ObmIiIiAsnJyeJEatnZ2XBwsN49mkpjWgtpbcJdpeQYbiLSjwm3HvKKKgCAM2cpJyKCulM5u5QTUXOZOXMmZs6cqXdfamqq0WPXrl3b9AFpUE8kKQGgqG2kuVVWhU5tLXpZIrJTzCj1uFVeM2laeWW1lSMhIrI+TppGRFRH0LNwg4pdgYjIACbcerg6SQHUTRRERNSa6bu5JCJq7RwkEgS3dwMAdiknIoOYcOuhnvgiuH0bK0dCRGR9YvdJZtxERGJrtgQ1Y7iBugl3iYh0MeHWQ11pSh14c0lEREREdQSNtRIvFJQBAH7OuGq9gIjIpjHh1kOpqukW5CRlwk1ExKGJRER11L1+NNtl1h/MsVI0RGTrmHDrUa1iCzcRkZpGYw4RUasnLgumMZXk3V3bWSka6yi+XYUf0q+gpHZlHyIyjAm3HtW1XcodrbjGIxGRrRD03FwSEbVWmhNJ/iuqMwBgUJfWtSZY3FcH8Mqmo/jX6v3WDoXI5tl8RpmUlIS77roLHh4e8PPzw4QJE3DmzBmLXpMt3EREdQSuw01EpKFu0rQ2zjUr21RbYNK0P88VIHj2FiT9drrJz32nDmcXAQCOXy22biAtyE9HrmDToeYdmnD6uhz5JRUNlrtZVomjOUWWD6iFsvmEe9euXZgxYwb27duH7du3o6qqCqNGjUJZWZnFrqmefdKRCTcRkdinnDUiEVFdC7eDgwQlFdUAgKNXihp9vnx5BZJP5Iqr5Kg9/uUBAMBnuy42+txkH25XKvHyhqOY9f0x3ChVNMs1LxaUYsyHf2LwuykNln3q64N4cMVfyGDS3Sg2n3AnJyfjiSeeQJ8+fRAeHo61a9ciOzsb6enpFrum+imlAxNuIiIRW7iJiOoaZoC6ydL2XbzZ6PPFLt+N575Jx7f7LwMArhffxn/Ssu4oRntzoaAU14puN+k5hSaY8fNGqQKvbDyK30/mNkFEhsk1xsJ/dyBba9+ec4W4VGh+Q2O1UoXYD3ZjZeoFvfsPZd0y+VxHans0/HT4itlxNJU1ey4h/XLj/86syeYTbl3FxTVdV9q1s9zkFGzhJiKqw0nKiYjqaI7hHtrdx6RjLhWW4c9zBXr33SqvSba21SZ1f//kL8z5+eSdB6rh8o0yHL9im92/rxXdxsj3d+GeRTtMTpLz5BW4b8lOrNpVl0xm5BThVlklgJpk+6FP9yJm2S5UVCkbPN/tSiXKK6u1tm0+chWD3vkDPxy+gmf+a3pD3/u/n8EL3x1B8e0qHM0pgiAIOHDpJn40kqw+uipN/Fn9+wAAJ64W499f7seIpakmXftoThFW7DyPymoV/u+7IziTV4L3kjP1Tm63IzPf4HkEQUC1UlVv+9dpl02KQ5+v92bhlY1HodLoyVFcXoUhi3bgg+1njR77332XMf/XU3h4ZRoyc+UoKGmeXgBNxa4SbpVKhZdeeglDhgxB3759DZZTKBSQy+VaL3NU1y4L5sDmHCJqBitWrEBwcDBcXFwQFRWFAwcOGC2/adMmhIaGwsXFBf369cPWrVstGp/6BoiTphERaazcAAn+OTgIABDg6WL0mBFLU/H4lwe0xsHerlQit7hu/Oxf528AgN5kQjdpzLlZjue/TTcp8ahSqnDfklSM/2QP8uQNj9fV9Mx/DuEfn/6l1d1dpTKeFFdWq3A4+5bJyfM9i3aIPyuq6yd5X/x5UWz9V1vw6ylcvlGORb9lAgDSL9/ChBV/YdxHf2LjwRwUlVchI6cI5/NLcTavxOj1q5Uq9J+3DWFztuGv84Xi9pc2ZJgUv66Pd5zHL0evIXze73hwxV9Ytv0sHvssDfEbjxoco519s1z8+WJBqfjzMRMekpzPL0Xw7C0Inr0FD674C0u2ncH36VewR+OzDH1vZ73jXJwMp4HPfZOOIe/tuKNZ6K8W3dZ6iJH4y0n8cPgKdmk8eFqechZXi27jw5RzBs9TVF6JtzefEN+PXv4n7nr3j0bHZQ12lXDPmDEDJ06cwPr1642WS0pKgpeXl/gKCgoy6zrqBzqcNI2ILG3Dhg2Ij49HYmIiDh8+jPDwcMTGxiI/X/+T571792LSpEl46qmncOTIEUyYMAETJkzAiRMn9JZvClwWjIiojjiGW1K3ok2uvAI7jbQYqmkmQb3nJOPupIbHzwJA6NvJuHthTdmKKiWGLd6JrcdzTUo8PtJIZr7dn43/Hb2Gj1LOIf2y8S7F1UoVfj+Vh8PZRbigkQSW6rQE52gki1VKFXq+9Rv+8elehCTofxisqFbiSPYtqFQCzudrJ8NPf30IL3x3REzWd57JxztbTuPNn06ILa758gr8euy6eMzCraex9XjN+2vFFXjth2PYoJHYaj7UUH8uTUdyilBVO5x08hc1s67rezCh2eW9okqp94GCvtb0j3ecF3+e9f2xevt17TxTIJ5H8/+7/zt6DWfzSnA2rwSTv9iHhB+PIV9egZhlu+qd442fjovzCwA1y7jp6t3Bs9626d+k4/6lqdh2Mg95cgV2niloVGvypcIyDFm0A2FztuHyjTLM+19dj42M2u7pAPDVX1kNniti/naTr7v1+HXxd8GW2E3CPXPmTPz666/YuXMnOnXqZLRsQkICiouLxVdOjnkz/ilrW7iZcBORpS1btgzTpk1DXFwcwsLCsGrVKri5uWHNmjV6y3/44YcYPXo0Zs2ahd69e2PBggUYOHAgPvnkE4vF2ATD4IiIWgyx149E+14xbu3BBo/dmZmP5BO5WgmsqXLlFSivrEbo28l691dUKXG1NinceSYf97+fioNZN/H57rpJ1z5KOYf/++4Ilm0/i2f+c8jo9ao1WrJfWp8h/nw+Xzv2hz79S/z5XJ72vtHLd9f7rP+37gge+nQvVu66gJhlu7X27TlfiF+OXkPkO38g52Y54r6q+07V0ZzXOd/nuy/iyz2XtLZt0UjIn/lvOiqqlPjt+HVsPnIV3d/8DcGzt4gt9ZrduQGgvLIaT3xV/99S3VJ+JPsWQt9ORkjCVqSeyRdbxZ9ce9Dgv42ughIFVuw8X+9hgJo6WS7S6F7+f98dwagPdmPUB7vx1/kb+O5ADl7ZdNSk6+lTUaXS+FmJnZn5+O1ELi5qjBfPLb6NN346rvd4eUUVXtl4FMGzt+BglvbY6l1n6h4+3bckVSux/k9aFk5e099yn13ba0FRrURltQpHsg0/FNL9vSour8Lz3x7G898eRnG5ba0P72jtABoiCAL+7//+Dz/99BNSU1MREhLS4DEymQwymazR12QLNxE1h8rKSqSnpyMhIUHc5uDggJiYGKSlpek9Ji0tDfHx8VrbYmNjsXnzZoPXUSgUUCjqnlCbM8xm/8Ub+OXoNQCAhE3cRERaXcovFWrf9FcpVUjamok1f11CiE8bfPN0FDp6u4r7D12+hUOXDY8H1p2pXNcancRSraSiCv3m/g4A2PHKfWKiqptMarpRO95ZrbyyGrHLdyNPrsDuWSPg7lKXJpy6LodKJcDBQYJ/fLpX67jC0koUlCjg6yETh2WqZeaWYOT7u3DgzZF47ftj+Fv/QPx+Kg8A8NVf+j+LOrZhi7W7QZ++Lkf/Tt64eqvhydWqdFqxp3x5AAd0ksIVO8/j/0b2qHdsUXkVTl+v//9J9aTKD2l8fnVivnnGEKNjonW9tOEI/jp/A8euFOGzxyPr7c8troCvhwwfphgf2/znuUKj+4354I+6cxt6ULBwayb8POrnVJm5coxe/qf4/tFVachaNA558gqknslHrtxwq/it8iqM+2gPMheMrrfv3iU1/+af7b7Q4MP+mGW7cClpnPj+nS2nxJ9PXCvGEBPnV2gONp9wz5gxA+vWrcPPP/8MDw8P5ObWTCjh5eUFV1fXBo5uHHULNydNIyJLKiwshFKphL+/v9Z2f39/ZGZm6j0mNzdXb3l13ahPUlIS5s2b16gYNcePsUYkItJu4U7PKtLa98aPx7EpvWZyrEuFZRi+ZCc2zxhi8rm7vWF8To6lv9dPwDYczMbrP9S1Qq7dm2Xy9VQqAVO/OoDi21Xo7uuOnJs1yexTXx/Et09HaZV9Yf0RnLym/4HtXe/+gc0zhuBmmf5Ea8Gvp5F6pgCpZ+rG7xaWVuota8jfP/kL3Xzb4EJBwzN2V+ok3LrJNgB8bCDhNtSFulKpMjgB29dmfOdpF26I4/W3nczTOyZ+/Cd7MDmqs1YrdFNJu3AD5qQ4+Xq+j/f1/B4Gz95iVhx7L2g/LHgvue6+x5SedZpl3vn1lPh3B9QMDTg6ZxS83JzMislSbL5L+cqVK1FcXIzhw4ejQ4cO4mvDhg0Wu6ZSHJvD20sisn93Mswm2KeN+DOrRCIiQJ0fSSQSJP49TGuf5k0/AFQpBYz7aI9F49FMttXXNNXxq8X481whjl0pxo9HrorbT16T10uIfz123ejyVBNW/IV8Ay2b+sZEe8jMb/czJdkGgIumJOV6JmgDgN1n9c8m/8epPIMtwT9pfHcN0U3OSxTVest9uz9b7/bGEgQBJRVVmLR6HyZ+vq/R5/lPWpbZk+/p8+Ra7SENhpYvM8TPQ4aNh3LwwndH8IWenh930t2+qdl8C3dTrKFnLo7hJqLm4OPjA6lUiry8PK3teXl5CAgI0HtMQECAWeWBOxtm066Nc6OOIyJqqeq6lAMdvCzT2/JOyBxNb097cMVfBve9tOGI2dee/aP+8b4X9YxZN5RoNqff9Eyw9b6BJap+NCOpNiZZZ03v7afyDJRsWr3nJGsNb2ispl6yrrGG9fDFa0YmofvjdPN8r6aw+RZua1CPn2HCTUSW5OzsjEGDBiElpW6WWpVKhZSUFERHR+s9Jjo6Wqs8AGzfvt1g+TulWQ2yRiQi0u5SbovM6VJuzImr5i2ra4y53ceby/RvD1s7BLzaTC2xFVUqk3sI2IMfjKxrbmuYcOvBSdOIqLnEx8dj9erV+Prrr3H69GlMnz4dZWVliIuLAwBMmTJFa1K1F198EcnJyXj//feRmZmJuXPn4tChQ5g5c6ZF4tMcWsNJ04iI6pZYau1DD+OGBFs7BCK7wIRbD3YpJ6LmMnHiRCxduhRz5sxBREQEMjIykJycLE6Mlp2djevX67q83XPPPVi3bh0+//xzhIeH4/vvv8fmzZvRt29fi8SnWQ+28ntLIiIAdQm3olr/BFqtxZButjMLNNX39t/CkLVoXMMFTWTtewAfd/OGuK2bFtVwoWZi82O4rUE914TU2r9ZRNQqzJw502ALdWpqar1tjz76KB599FELR1VDsxpkCzcRERDo5YpjV4rFGaRfHNkDH6acs3JUzW9oDybc+nRq64orJixdpo+fh6zerODP3tsV7do4I+k3/auX6MpaNA6KaiVkjtJGxWDI3/oH4n+1y4Q2N1cnKXa/NgJhc7aZfMw9NvRAiC3cerCFm4iohmaXSVaJRESAUDttWtvaSSWfGhZyR+fr1NbyE6/996nBTX5OFycplk+MMLjfnM/177s7N0FEtiH11eGNPvbAmzH1tiWM7Y0xfTuYdPy9PX0BQCvZfnpo434/+wR6ar1/0kpDCIb18MGxuaPg5my/7cRMuPXgpGlERDU068HWPl6RiAioW/9XXSN6ujjhkUGdGn2+Ha8Mr7ct0MsFTlIJPpgYjtF9ArBrVv0yIRrLNhry1+z78f1z0YgI8jYrJm8T1y+eMKAjYvv469235/X7DR6n+X35esjw4sie4v9vHowIxIDO3pjztzBkLhiNx+/uIpYdHNIOj0V2woIJfTE1uku98xrSzbfh76qpOErrp1eLH+nf4HHRXdsDqEkw1cJr/9066jy8mBxV/wHFon/0w2f/HlRve03Crn8lk/XP3A1PF+1EdvOMIVj2WDj+N3Oo1nZfj/qrnfxjQEe95zXESSrBU2Y+APjvU1Fwqv1OTb0N2fHKfWZdw9Ls91GBBTHhJiKqwVnKiYi0icuCaVSKLk51SdaxuaNw4mox/DxkkEgkmPT5vnrdhO/t6YvdZwuw8dloOOss47X44f547K4g8f1DA2qS079m34+zuSUY3qumFXPP+UI8/uUBo7F29HZFR29X3K6sG2/+8aQB+L/vjC/5tS9hJP7x6V6cul4zU3nWonEInr1F3D+ws7f482ePR2rtM8WLI3tAfrsK2TfLsf6Zu+Ht5oxz74yBg55771dje+G/+y7X/DyqFwaHtAMAFJYqcC6/FHsv3ABQk7Aezr4Fhc762gfeHImcm+V4eGUaAODbp6Mw+Yv9DcZ4V3BbHMy6ZbSMt5sTisqr6m1fNy0K3x3IQeL4MDg6SODt5mx0CSsAeCCs5sHFF1Mj0eutmvW+nWq/D82cpJtvG7z7UD/06+glLsP277s745+D9fcSkDpIMLpvAH47ob0c2bqno3B31/bImDMK7yVn4rPdFwEAPfzc9T6gKa+sP2fB7LGhWsulTY7qbHT98GE9fPHcfd3wpZ51s/X5Yfo9Wu8PvRmDq0W38fdPDC9nlzg+DF193U06f3Nhwq0HE24iohoSCVu4iaj5rVixAkuWLEFubi7Cw8Px8ccfY/Bg/d2iV69ejf/85z84ceIEAGDQoEFYuHChwfJ3qq6Fu65ObOdWN6GTp4uT1vjRNU/chc92X9Qa//qfJ7VjO/L2A7h0owz9O3rpbSEF6pJntaHdTR+j6iiti/Xu2pZUQ07Oi4WLkxRd2ruJCTcATBochO8O5AAAvN20J7B6fng3fJp6weR4/Dxl+HxKpNY2fck2AHi5OonfzwCNRNDHXYZ10+5Gzs1yKKqV6O7ngU2HcjBLJ7H183BBzs26MdVDDHxvf82+H0MW7RDfb3runnoPEh4d1Amb0uuWo1r4UD9UqwS8oPMA455uPmaPIVb/u2h2B1cPWwCAZ+/ris92XcTbfwsDADwWGQRvN2eUVFRhfHig0XPrxqI5mZqDgwSvxvaCUiUgMrgt2sjqp4fP3tdV66ENALg5S+Hn4YK3xvXGO1tOA6h5IKJOuNPfisG0/xzC4ewi8RhBEODrIcOht2IQ+c4f9a4THuSNNVMjUaqoRlBbt3q/E+3dZWjvXr+lHah5CPTwoE6YGBmkd781sUu5HmLCzZtLImrlpFrLglkxECJqNTZs2ID4+HgkJibi8OHDCA8PR2xsLPLz8/WWT01NxaRJk7Bz506kpaUhKCgIo0aNwtWrV/WWv3M194mauYChZBEA+nb0wseTBhg9Y9s2zhjYua3BZFsfiUSCzu3cxPfH544yWNZJ6oBPJw/E8okRWl2D3xgbWq+sOuH6e20SN6R7TSI48/4eYpkXRvbQOua10drnuT/UT28cHi6OODZ3lNkTeqm/H32Tdwa1c0N3Pw8AwKORQUh/q/446O46LZ6TBtdPyjQfZqi9HNNT6/3iR/oja9E4XEoai0NvxWBsvw74e3gg/ohvuAuzeny1PjG9/RGmMWZa3ZX8MY3kMWFMbxyfOwrDe9V8tw61LdePRgbBxcn49+nrIcO7D/VFp7auemN1kjrgrb+FYbTOWPHpw7theC9fvBYbimCdIQxzx/cBAIzsXTekwMnRAcfmjsLhtx9Ae3cZfnx+CC4ljcWbY3vDx91ZfFjgo5E09/Sv+7f5bloU2rvL0KV9G6N/U/oaRb96YjAmR3Ux62+oubCFWw+lwBZuIiJAd9I01olEZHnLli3DtGnTEBcXBwBYtWoVtmzZgjVr1mD27Nn1yn/77bda77/44gv88MMPSElJwZQpU5o8PrGFWzPhtlL9+GpsL7F11cPFCSfnxaJPov6ZnMf2qz/x1t/6B2LiXZ0RPu/3evti+wTgy6mR6NfJC0BNQnopaSxuVyn1TmD10ICO+Km2e/HdXdvpjWHhQ/3g6WLa+PDG0tcC6uXmhL2z7xcT03cm9BNb6wHA0cA9/wsju2Nc/w5YtesC2rs7iwm/RCLRShq7+7njUtJYo6t59O7ggd1nC7S29fR3x4MRHTFjRHet7RueuRvZN8vR099Da7vHHXx3k6O6YHKU6ePeAeB1jQcpXq5OWD0lEtP+cwhA3Th8lfoPAjXfo4uT9u+GRCLBtHu74ulhIVrfzw/To/HJjvOYM76PSfMRaDrwxkg89006Zo8JxaAu+n/XbAkTbj2UtUM/mHATUWundUNpew+NiaiFqaysRHp6OhISEsRtDg4OiImJQVpamknnKC8vR1VVFdq1M3wjrlAooFDUjauWy+UGy+pSJxiaXcpNuWf0cZehsFSBn2cMMflaDRnXrwPSLtxAZJe2AGpap5NfGobPdl1Ewpj6rddqPz1/D+QV1QisbdVNfXU44tYe1GqJd3CQaLVeAjXJk6HZot97uD/2X7yBa8UVeHJIzcRY70zoi7c2n8DgkHaIf6AnokKslxwFarRga/57zYrtJcarpl7zWSKRoLufO5Y+Gt7g+RtaOnPGiO74bNdF8f1dwW3x36ei9LZOuzhJ6yXbtuCBMH+sf+ZudPR2FVugNT+1k5HWZd3vZ1CXdvgqrnHDPtq7y7DpuXsaLmgjmHDrcbp2vAoTbiKiOmzhJiJLKywshFKphL+/dqLn7++PzEzT1iF+/fXXERgYiJiY+l2L1ZKSkjBv3rxGxSi252lUif1rW4GNOfjmyJrDmrAulTpIkPSPflrbQgM88YGR5boAYEDntlrvg33aYOcdLGcFAM6ODtibMFJr27/v7oJ/321eq2pzOTZ3FBRVKq0u9r/+31Cs3ZuF2UYeVjSWp4sTgtu7IetGOf58bQSCNIYD2BPdOQBCfNrgvp6+8HJ1Yu5kABNuPdRPIPlLQ0StneZEO0REtm7RokVYv349UlNT4eLiYrBcQkIC4uPjxfdyuRxBQaZNtqS7LBhQM/vyin8NRA9/w7MjN2WiTcb93/3d8fGO81pdonV5ujgBOr8ifTt6mdSa3Vg7Xx2OiioVXJ3NG8NuyyQSCb5+0jITFLYUTLj1UKpq+pS3b+PcQEkiopZNs8skW7iJyNJ8fHwglUqRl5entT0vLw8BAfrXElZbunQpFi1ahD/++AP9+xtf91gmk0Em0z/bcUPqlgXTrhPH9a8/RpqsI/6BnvjHwE4Ibm9brcgSiaRFJdtkGo7I00M9S7mx2fGIiFobJtxEZGnOzs4YNGgQUlJSxG0qlQopKSmIjo42eNzixYuxYMECJCcnIzIy0mC5piCIY7jJVkkkEoT4tGGvArIJbOHWozbf5rJgRNTqac/Ca704iKj1iI+Px9SpUxEZGYnBgwdj+fLlKCsrE2ctnzJlCjp27IikpCQAwHvvvYc5c+Zg3bp1CA4ORm5uLgDA3d0d7u6Gu3jfKd4mEpEpmHDrIa7DzbtLImrlNGtBthQQUXOYOHEiCgoKMGfOHOTm5iIiIgLJycniRGrZ2dlw0Fg2YeXKlaisrMQjjzyidZ7ExETMnTu3yeNTj+Fmrx8iMgUTbj3U63CzSzkRtXps4SYiK5g5cyZmzpypd19qaqrW+6ysLMsHpEGoHcXNfJuITMEx3HqILdysSYmIRGzNISKqa+EmIjIFE2496iZNs3IgRERWpjlLOfNtIiKNZcFYKRKRCZhS6lCp6h5bsoWbiFo77UnTWCcSEak4SzkRmYEJtw6lRj8hRzZxE1ErJzH4hoiodapbh9uqYRCRnWBGqUN+u0r82cmRNSkRkRpbuImIIGbcEj6FJCITMOHWUayRcLs5cxJ3ImrdNMco8taSiIizlBOReZhw68iTKwAA/p4yK0dCRC3dzZs3MXnyZHh6esLb2xtPPfUUSktLjR7z+eefY/jw4fD09IREIkFRUZFFY9Reh9uilyIisgt163BbNw4isg9MuHWUV1YDqEu8iYgsZfLkyTh58iS2b9+OX3/9Fbt378Yzzzxj9Jjy8nKMHj0ab7zxRrPEqJlks/skEVHdGG72+yEiU7DPtA71kmD9OnpZORIiaslOnz6N5ORkHDx4EJGRkQCAjz/+GGPHjsXSpUsRGBio97iXXnoJAJCamtoscXJZMCIibYLALuVEZDq2cOuork24XZ2kVo6EiFqytLQ0eHt7i8k2AMTExMDBwQH79++3YmSG8d6SiEhjlnKrRkFE9oIt3DrUCbeUA3OIyIJyc3Ph5+entc3R0RHt2rVDbm5uk15LoVBAoagbJiOXy00/WGLgZyKiVko9hlvCJm4iMgFbuHUoVSoAgKOUlSgRmW/27NmQSCRGX5mZmc0aU1JSEry8vMRXUFCQycdyDDcRkTa2cBOROdjCraNKWVONOrKFm4ga4ZVXXsETTzxhtEzXrl0REBCA/Px8re3V1dW4efMmAgICmjSmhIQExMfHi+/lcrnJSbdmTchqkYiIY7iJyDxMuHVcK7oNAJA6sPGfiMzn6+sLX1/fBstFR0ejqKgI6enpGDRoEABgx44dUKlUiIqKatKYZDIZZLI7X+qQ3SeJiDS7lFs3DiKyD8wqdbR1cwYAnMsvsXIkRNSS9e7dG6NHj8a0adNw4MAB/PXXX5g5cyb++c9/ijOUX716FaGhoThw4IB4XG5uLjIyMnD+/HkAwPHjx5GRkYGbN29aJE7NJJs3l0REgFDbqZzDbIjIFEy4dai7CfXlsmBEZGHffvstQkNDMXLkSIwdOxZDhw7F559/Lu6vqqrCmTNnUF5eLm5btWoVBgwYgGnTpgEA7r33XgwYMAC//PKLRWLk7SQRkTa2cBOROdilXEftEG5IWYsSkYW1a9cO69atM7g/ODhYfAioNnfuXMydO9fCkdXRrAo5hpuIiLOUE5F52MKtQ1W7LBhvLImIdLFiJCLiLOVEZA4m3DpUtY8tHZhxExFpjVFkYw4REWcpJyLzMOHWoaytRNmlnIhIdx1uIiJS46RpRGQKJtw66rqUsxIlItLEepGIiJOmEZF5mHDrqM232aWciEgHby6JiDSXBSMiahgTbh3K2oxbym+GiIhJNhGRDoGzphGRGZhW6lBxDDcRkUhr0jTeXRIR1U2wy3tFIjKBXSTcu3fvxvjx4xEYGAiJRILNmzdb7FoqceZJVqJERFqTprFaJCLismBEZBa7SLjLysoQHh6OFStWWPxaSlXNf6Ucw01EpIUJNxE1lxUrViA4OBguLi6IiorCgQMHjJbftGkTQkND4eLign79+mHr1q2WC06cNI2VIhE1zC4S7jFjxuCdd97BQw89ZPFriV3KmXATEWm14LBLORE1hw0bNiA+Ph6JiYk4fPgwwsPDERsbi/z8fL3l9+7di0mTJuGpp57CkSNHMGHCBEyYMAEnTpywSHxiCzerRCIygV0k3OZSKBSQy+VaL1N9vvsiAEB+u8pS4RER2Q3NFhzeXBJRc1i2bBmmTZuGuLg4hIWFYdWqVXBzc8OaNWv0lv/www8xevRozJo1C71798aCBQswcOBAfPLJJxaJTxA4SzkRma5FJtxJSUnw8vISX0FBQWafY/3BHAtERkRERESGVFZWIj09HTExMeI2BwcHxMTEIC0tTe8xaWlpWuUBIDY21mB54M4aZ7JulAPgQ0giMk2LTLgTEhJQXFwsvnJyTE+ePWSOAIAX7u9uqfCIiOyG5uiajm1drRcIEbUKhYWFUCqV8Pf319ru7++P3Nxcvcfk5uaaVR64s8aZdm2cAQB+Hi4mH0NErZejtQOwBJlMBplM1qhjD74Vg6M5RRjUpW0TR0VEZH8kEgn+fG0EFNUqeLo4WTscIqImkZCQgPj4ePG9XC43Oele/HB/+HrIENTOzVLhEVEL0iIT7jvh4iRFVNf21g6DiMhm8KaSiJqLj48PpFIp8vLytLbn5eUhICBA7zEBAQFmlQfurHEmJsy/4UJERLXsokt5aWkpMjIykJGRAQC4dOkSMjIykJ2dbd3AiIiIiKjJODs7Y9CgQUhJSRG3qVQqpKSkIDo6Wu8x0dHRWuUBYPv27QbLExE1J7to4T506BBGjBghvld3AZo6dSrWrl1rpaiIiIiIqKnFx8dj6tSpiIyMxODBg7F8+XKUlZUhLi4OADBlyhR07NgRSUlJAIAXX3wR9913H95//32MGzcO69evx6FDh/D5559b82MQEQGwk4R7+PDh4hIMRERERNRyTZw4EQUFBZgzZw5yc3MRERGB5ORkcWK07OxsODjUddK85557sG7dOrz11lt444030KNHD2zevBl9+/a11kcgIhJJhFaQycrlcnh5eaG4uBienp7WDoeImgn/9vXj90LUevHvXz9+L0StU3P87dvFGG4iIiIiIiIie8OEm4iIiIiIiMgCmHATERERERERWYBdTJp2p9TD1OVyuZUjIaLmpP6bbwVTVZiFdSJR68V6UT/Wi0StU3PUia0i4S4pKQEABAUFWTkSIrKGkpISeHl5WTsMm8E6kYhYL2pjvUjUulmyTmwVs5SrVCpcu3YNHh4ekEgkRsvK5XIEBQUhJyfH7maptNfY7TVuwH5jt9e4AfNiFwQBJSUlCAwM1FpCprUzp04E7Pf3xV7jBuw3dnuNG7Df2M2Nm/WifrxXtG32Gjdgv7G3lribo05sFS3cDg4O6NSpk1nHeHp62tUvlyZ7jd1e4wbsN3Z7jRswPXa24NTXmDoRsN/fF3uNG7Df2O01bsB+YzcnbtaL9fFe0T7Ya9yA/cbeGuK2dJ3IR5tEREREREREFsCEm4iIiIiIiMgCmHDrkMlkSExMhEwms3YoZrPX2O01bsB+Y7fXuAH7jt1e2et3bq9xA/Ybu73GDdhv7PYatz2z5+/cXmO317gB+42dcTedVjFpGhEREREREVFzYws3ERERERERkQUw4SYiIiIiIiKyACbcRERERERERBbAhFvHihUrEBwcDBcXF0RFReHAgQMWu1ZSUhLuuusueHh4wM/PDxMmTMCZM2e0ylRUVGDGjBlo37493N3d8fDDDyMvL0+rTHZ2NsaNGwc3Nzf4+flh1qxZqK6u1iqTmpqKgQMHQiaToXv37li7dm29eBr72RctWgSJRIKXXnrJLuK+evUq/v3vf6N9+/ZwdXVFv379cOjQIXG/IAiYM2cOOnToAFdXV8TExODcuXNa57h58yYmT54MT09PeHt746mnnkJpaalWmWPHjmHYsGFwcXFBUFAQFi9eXC+WTZs2ITQ0FC4uLujXrx+2bt2qN2alUom3334bISEhcHV1Rbdu3bBgwQJoTsFgK3Hv3r0b48ePR2BgICQSCTZv3qx1rK3EaWosrR3rRNaJtvQ3q8le6kXWiS0P60XWi7b0d6tmL3Ui0ArrRYFE69evF5ydnYU1a9YIJ0+eFKZNmyZ4e3sLeXl5FrlebGys8NVXXwknTpwQMjIyhLFjxwqdO3cWSktLxTLPPfecEBQUJKSkpAiHDh0S7r77buGee+4R91dXVwt9+/YVYmJihCNHjghbt24VfHx8hISEBLHMxYsXBTc3NyE+Pl44deqU8PHHHwtSqVRITk6+489+4MABITg4WOjfv7/w4osv2nzcN2/eFLp06SI88cQTwv79+4WLFy8K27ZtE86fPy+WWbRokeDl5SVs3rxZOHr0qPD3v/9dCAkJEW7fvi2WGT16tBAeHi7s27dP+PPPP4Xu3bsLkyZNEvcXFxcL/v7+wuTJk4UTJ04I3333neDq6ip89tlnYpm//vpLkEqlwuLFi4VTp04Jb731luDk5CQcP368Xtzvvvuu0L59e+HXX38VLl26JGzatElwd3cXPvzwQ5uLe+vWrcKbb74p/PjjjwIA4aefftL6LLYSp6mxtGasE1knCoJt/c1qspd6kXViy8J6kfWiINjW362avdSJgtD67hWZcGsYPHiwMGPGDPG9UqkUAgMDhaSkpGa5fn5+vgBA2LVrlyAIglBUVCQ4OTkJmzZtEsucPn1aACCkpaUJglDzC+vg4CDk5uaKZVauXCl4enoKCoVCEARBeO2114Q+ffpoXWvixIlCbGys+L4xn72kpETo0aOHsH37duG+++4TK1Fbjvv1118Xhg4davAzqVQqISAgQFiyZIm4raioSJDJZMJ3330nCIIgnDp1SgAgHDx4UCzz22+/CRKJRLh69aogCILw6aefCm3bthU/i/ravXr1Et8/9thjwrhx47SuHxUVJTz77LP14ho3bpzw5JNPam37xz/+IUyePNmm49atRG0pTlNiae1YJ7JOtKW/WV32WC+yTrR/rBdZL9rS360me6wTBaF11IvsUl6rsrIS6enpiImJEbc5ODggJiYGaWlpzRJDcXExAKBdu3YAgPT0dFRVVWnFFBoais6dO4sxpaWloV+/fvD39xfLxMbGQi6X4+TJk2IZzXOoy6jP0djPPmPGDIwbN67euW057l9++QWRkZF49NFH4efnhwEDBmD16tXi/kuXLiE3N1frnF5eXoiKitKK3dvbG5GRkWKZmJgYODg4YP/+/WKZe++9F87OzlqxnzlzBrdu3TLp82m65557kJKSgrNnzwIAjh49ij179mDMmDE2HbcuW4rTlFhaM9aJrBMB2/qb1dUS6kVbipF1YsNYL7JeBGzr71ZTS6gTbS3OpqoXmXDXKiwshFKp1PqjBgB/f3/k5uZa/PoqlQovvfQShgwZgr59+wIAcnNz4ezsDG9vb4Mx5ebm6o1Zvc9YGblcjtu3bzfqs69fvx6HDx9GUlJSvX22HPfFixexcuVK9OjRA9u2bcP06dPxwgsv4Ouvv9a6trFz5ubmws/PT2u/o6Mj2rVr1ySfT1/ss2fPxj//+U+EhobCyckJAwYMwEsvvYTJkyfbdNy6bClOU2JpzVgnsk7UvLYt/M3qagn1oi3FyDqxYawXWS9qXtsW/m41tYQ60dbibKp60dHkkmRRM2bMwIkTJ7Bnzx5rh9KgnJwcvPjii9i+fTtcXFysHY5ZVCoVIiMjsXDhQgDAgAEDcOLECaxatQpTp061cnSGbdy4Ed9++y3WrVuHPn36ICMjAy+99BICAwNtOm6ixmKd2DzstU4EWC9S68N6sXnYa73IOtF2sYW7lo+PD6RSab3ZEfPy8hAQEGDRa8+cORO//vordu7ciU6dOonbAwICUFlZiaKiIoMxBQQE6I1Zvc9YGU9PT7i6upr92dPT05Gfn4+BAwfC0dERjo6O2LVrFz766CM4OjrC39/fJuMGgA4dOiAsLExrW+/evZGdna11bWPnDAgIQH5+vtb+6upq3Lx5s0k+n77YZ82aJT657NevHx5//HG8/PLL4lNjW41bly3FaUosrRnrRNaJmte2hb9ZXS2hXrSlGFknNoz1IutFzWvbwt+tppZQJ9panE1VLzLhruXs7IxBgwYhJSVF3KZSqZCSkoLo6GiLXFMQBMycORM//fQTduzYgZCQEK39gwYNgpOTk1ZMZ86cQXZ2thhTdHQ0jh8/rvVLt337dnh6eoqVRXR0tNY51GXU5zD3s48cORLHjx9HRkaG+IqMjMTkyZPFn20xbgAYMmRIveU0zp49iy5dugAAQkJCEBAQoHVOuVyO/fv3a8VeVFSE9PR0scyOHTugUqkQFRUlltm9ezeqqqq0Yu/Vqxfatm1r0ufTVF5eDgcH7T9XqVQKlUpl03HrsqU4TYmlNWOdyDoRsK2/WV0toV60pRhZJzaM9SLrRcC2/m41tYQ60dbibLJ60eTp1VqB9evXCzKZTFi7dq1w6tQp4ZlnnhG8vb21ZkdsStOnTxe8vLyE1NRU4fr16+KrvLxcLPPcc88JnTt3Fnbs2CEcOnRIiI6OFqKjo8X96iUTRo0aJWRkZAjJycmCr6+v3iUTZs2aJZw+fVpYsWKF3iUT7uSza848actxHzhwQHB0dBTeffdd4dy5c8K3334ruLm5Cd98841YZtGiRYK3t7fw888/C8eOHRMefPBBvUsRDBgwQNi/f7+wZ88eoUePHlpLERQVFQn+/v7C448/Lpw4cUJYv3694ObmVm8pAkdHR2Hp0qXC6dOnhcTERINLPUydOlXo2LGjuNTDjz/+KPj4+AivvfaazcVdUlIiHDlyRDhy5IgAQFi2bJlw5MgR4fLlyzYVp6mxtGasE1knCoJt/c1qspd6kXViy8J6kfWiINjW362avdSJgtD67hWZcOv4+OOPhc6dOwvOzs7C4MGDhX379lnsWgD0vr766iuxzO3bt4Xnn39eaNu2reDm5iY89NBDwvXr17XOk5WVJYwZM0ZwdXUVfHx8hFdeeUWoqqrSKrNz504hIiJCcHZ2Frp27ap1DbU7+ey6lagtx/2///1P6Nu3ryCTyYTQ0FDh888/19qvUqmEt99+W/D39xdkMpkwcuRI4cyZM1plbty4IUyaNElwd3cXPD09hbi4OKGkpESrzNGjR4WhQ4cKMplM6Nixo7Bo0aJ6sWzcuFHo2bOn4OzsLPTp00fYsmWL3pjlcrnw4osvCp07dxZcXFyErl27Cm+++abWUge2EvfOnTv1/l5PnTrVpuI0NZbWjnUi60Rb+pvVZC/1IuvElof1IutFW/q7VbOXOlEQWl+9KBEEQTC9PZyIiIiIiIiITMEx3EREREREREQWwISbiIiIiIiIyAKYcBMRERERERFZABNuIiIiIiIiIgtgwk1ERERERERkAUy4iYiIiIiIiCyACTcRERERERGRBTDhJiIiIiIiIrIAJtxEREREREREFsCEm4iIiIiIiMgCmHATERERERERWQATbiIiIiIiIiILYMJNREREREREZAFMuImIiIiIiIgsgAk3ERERERERkQUw4SYiIiIiIiKyACbcRERERERERBbAhJuIiIiIiIjIAphwExEREREREVkAE25qcQRBwPz58/Hnn39aOxQiIiIiImrFmHBTi3P27FkkJibi+vXr1g6FiIiIiIhaMSbc1OKkp6cDAAYOHGjlSIiIiIiIqDWTCIIgWDsIoqYyePBgHDx4UGubl5cXioqKrBMQEZGVPPDAA7h06RLOnz9fb19kZCSkUin2799vhciIiIhaD0drB0DUlF5//XXMnTsXCoUCc+bMAQB4e3tbNygiIivo06cPdu7cCYVCAZlMJm7fvHkz0tPT8fvvv1sxOiIiotaBLdzU4nTp0gX3338/vvrqK2uHQkRkNatXr8YzzzyD48ePo2/fvgBqJpWMiIhA27ZtkZqaat0AiYiIWgG2cFOLUlxcjOzsbPTv39/aoRARWVWfPn0AAJmZmWLCvWnTJhw7doyrOBARETUTTppGLcqxY8cAoF7CnZWVBYlEAnd3d7i5uaFHjx7YunWrNUIkImoWmgk3AKhUKsydOxexsbEYOnQoAKCgoADjxo1DmzZt0KtXL6SkpFgtXiIiopaICTe1KOqEOzw8XGv70aNH0bdvX5SWlqK8vBxTp07F9OnTrREiEVGz8PLyQmBgoJhwr1u3DqdPn8Y777wjlpkxYwYCAgJQUFCAJUuW4LHHHsPNmzetFTIREVGLw4SbWpRjx46hQ4cO8PHx0dp+9OhRREZGiu/vuusuVFVVNXd4RETNqk+fPsjMzIRSqcT8+fMxYcIEsS4sLS3F5s2bMW/ePLi5ueHvf/87+vXrh59//tnKURMREbUcTLipRcnOzkanTp3qbddMuK9du4b33nsPDz30UHOHR0TUrPr06YMzZ87g66+/xoULF7BgwQJx37lz5+Du7q5VZ/br1w8nT560RqhEREQtEhNualFCQkJw9OhRLF68GN988w3S09MB1CTcs2fPRrt27TBixAjcfffdWLp0qZWjJSKyrD59+qC0tBSzZ8/GxIkTxcnTgJoWbk9PT63ynp6eKC0tbe4wiYiIWizOUk4tyltvvYWLFy9iwYIFKC0txUcffYRevXohKysLxcXFaNOmjbVDJCJqNuqJ027evIl58+Zp7XN3d4dcLtfaJpfL4e7u3mzxERERtXRMuKlFCQwMRHJysta2vXv3olOnTky2iajViY6OhiAIevf16NEDpaWluHr1Kjp27AgAOHHiBKZMmdKcIRIREbVo7FJOLd7Ro0cRFhZm7TCIiGyKu7s7HnzwQSQmJuL27dv49ddfcezYMTz44IPWDo2IiKjFYAs3tXhMuImI9Pv0008xdepUtG/fHp06dcKGDRvQrl07a4dFRETUYkgEQ33NiIiIiIiIiKjR2KWciIiIiIiIyAKYcBMRERERERFZABNuIiIiIiIiIgtgwk1ERERERERkAa1ilnKVSoVr167Bw8MDEonE2uEQUTMRBAElJSUIDAyEgwOfL6qxTiRqvVgvEhE1r1aRcF+7dg1BQUHWDoOIrCQnJwedOnWydhhNZu7cuZg3b57Wtl69eiEzM9Ok41knElFLqxeJiGxVq0i4PTw8ANT8z8XT09PK0RBRc5HL5QgKChLrgJakT58++OOPP8T3jo6mV+esE4lar5ZcLxIR2aJWkXCru0x6enry5pKoFWqJ3aYdHR0REBDQqGNZJxJRS6wXiYhsEQfvEBHZoXPnziEwMBBdu3bF5MmTkZ2dbbCsQqGAXC7XehERERGR5THhJiKyM1FRUVi7di2Sk5OxcuVKXLp0CcOGDUNJSYne8klJSfDy8hJfHL9NRERE1DwkgiAI1g7C0uRyOby8vFBcXMzuk0StSGv52y8qKkKXLl2wbNkyPPXUU/X2KxQKKBQK8b16DGdL/16IqL7WUi8SEdkKu2nhXrFiBYKDg+Hi4oKoqCgcOHDA2iEREdkEb29v9OzZE+fPn9e7XyaTieO1OW6biIiIqPnYRcK9YcMGxMfHIzExEYcPH0Z4eDhiY2ORn59v7dCIiKyutLQUFy5cQIcOHawdChERERFpsIuEe9myZZg2bRri4uIQFhaGVatWwc3NDWvWrLF2aEREze7VV1/Frl27kJWVhb179+Khhx6CVCrFpEmTrB0aEREREWmw+YS7srIS6enpiImJEbc5ODggJiYGaWlpeo+5kxl5l2zLxL9W78PuswV3HDsRkSVcuXIFkyZNQq9evfDYY4+hffv22LdvH3x9fZv8WoIgIGnraazZc6nJz01ERETU0tn8OtyFhYVQKpXw9/fX2u7v74/MzEy9xyQlJWHevHmNut6pa3LsvXADEwZ0bNTxRESWtn79+ma71pm8Eny2+yIA4MmhIc12XSIiIqKWwOZbuBsjISEBxcXF4isnJ8fkY6UOEgCAStXiJ28nImpQaUW1tUMgIiIisls238Lt4+MDqVSKvLw8re15eXkICAjQe4xMJoNMJmvU9dQJdzUTbiIiLYIgQCKRWDsMIiIiIrth8y3czs7OGDRoEFJSUsRtKpUKKSkpiI6ObvLriS3cLX95ciKiBmnm13wOSURERGQem2/hBoD4+HhMnToVkZGRGDx4MJYvX46ysjLExcU1+bUcau8ulbyzJCLSIggCALZwExEREZnKLhLuiRMnoqCgAHPmzEFubi4iIiKQnJxcbyK1puDowISbiEgfVotERERE5rGLhBsAZs6ciZkzZ1r8Og5MuImI9BLAepGIiIjIHDY/hru5SdVdyjmGm4gIml3IWS0SERERmYcJtw5HKZcFIyLShwk3ERERkXmYcOtQT5rGZcGIiLRx9QYiIiIi8zDh1iEuC8aEm4hIC2tFIiIiIvMw4dahTrg5hpuISHcdbtaLREREROZgwq1Dyi7lRER6Md8mIiIiMg8Tbh3sUk5EpJ/AjJuIiIjILEy4ddStw23lQIiIbAzzbSIiIiLzMOHW4Sgm3My4iYg0hnBzDDcRERGRmZhw61AvC8ZJ04iItGcmZ61IREREZB4m3Dqk7FJORCTSHLfNFm4iIiIi8zDh1sFJ04iI6ghs4iYiIiJqNCbcOtQJN5cFIyLSzrFZLRIRERGZhwm3DvU63Ow6SUS2bsWKFQgODoaLiwuioqJw4MCBJr+GZlUosImbiIiIyCxMuHXUjeHmjSUR2a4NGzYgPj4eiYmJOHz4MMLDwxEbG4v8/PwmvY7mw8fdZwua9NxERERELR0Tbh1MuInIHixbtgzTpk1DXFwcwsLCsGrVKri5uWHNmjVNeh3NFu79l2426bmJiIiIWjom3DocmHATkY2rrKxEeno6YmJixG0ODg6IiYlBWlpak16rolop/hzo5dqk5yYiIiJq6RytHYCtcXTgOtxEZNsKCwuhVCrh7++vtd3f3x+ZmZn1yisUCigUCvG9XC43+VpHc4rEn4f38jU/WCIiIqJWjC3cOtSTpp3PL7VyJERETSMpKQleXl7iKygoyORjI4K8xZ/VQ26IiIiIyDRMuHWUVVYDAHhfSUS2ysfHB1KpFHl5eVrb8/LyEBAQUK98QkICiouLxVdOTo7J1xreyw+d2rIrOREREVFjMOHW4eshAwB4ujpZORIiIv2cnZ0xaNAgpKSkiNtUKhVSUlIQHR1dr7xMJoOnp6fWi4iIiIgsj2O4dcgcpQAAzplGRLYsPj4eU6dORWRkJAYPHozly5ejrKwMcXFxTX4tCXv8EBERETUKE24dYldyTppGRDZs4sSJKCgowJw5c5Cbm4uIiAgkJyfXm0itKairQ9aKREREROZhwq1D3ZLDFm4isnUzZ87EzJkzLX6dK7duA6iZsXxg57YWvx4RERFRS8Ex3DoktRm3wLYcIiItX/x5ydohEBEREdkVJtw61D3KVSqrhkFEZHOqlKwYiYiIiMzBhFuHg9jCTUREmoJ92lg7BCIiIiK7woRbh5hwc9I0IiIAQN+ONcuIDQ5uZ+VIiIiIiOwLE24d6knTmG8TEdUYEMSJ0oiIiIgagwm3jrpZyplxExEBgKO0pmJUsl4kIiIiMgsTbh0ScAw3EZEmae2TSD6IJCIiIjIPE24dDmzhJiLS4lBbMapUrBeJiIiIzMGEW4dEHMRt3TiIiGyFg9jCbeVAiIiIiOwME24dbOEmItImrf0/hZIZNxEREZFZmHDrYAM3EZE2LpdIRERE1DhMuHVIODkQEZGWvRduAAC+Trts5UiIiIiI7AsTbh21Ddxch5uIqFb65VvWDoGIiIjILjHh1lHXddLKgRAREREREZFdY8KtQz2Gu6BEYd1AiIhsxIwR3awdAhEREZFdYsKtQ92yXalUWTcQIiIb0a+jNwAgsktb6wZCREREZGeYcOto6+YMAHBx4ldDRAQAjrXrJVZxWTAiIiIiszCr1CGVqmcpt3IgREQ2wrG2Xsy8LrdyJERERET2hQm3DinXmyUi0lKlrKkPPVycrBwJERERkX2xWML97rvv4p577oGbmxu8vb31lsnOzsa4cePg5uYGPz8/zJo1C9XV1VplUlNTMXDgQMhkMnTv3h1r1661VMgAgNqek1CyiZuICADQ1q0m0W4jk1o5EiIiIiL7YrGEu7KyEo8++iimT5+ud79SqcS4ceNQWVmJvXv34uuvv8batWsxZ84cscylS5cwbtw4jBgxAhkZGXjppZfw9NNPY9u2bZYKGxIJu5QTkW0LDg6GRCLRei1atMhi13NwUNeLrBiJiIiIzOFoqRPPmzcPAAy2SP/+++84deoU/vjjD/j7+yMiIgILFizA66+/jrlz58LZ2RmrVq1CSEgI3n//fQBA7969sWfPHnzwwQeIjY21SNzqFm6gplu5OgEnIrIl8+fPx7Rp08T3Hh4eFruWg/pBJBdvICIiIjKL1cZwp6WloV+/fvD39xe3xcbGQi6X4+TJk2KZmJgYreNiY2ORlpZmsbikGhk3u5UTka3y8PBAQECA+GrTpo3FrqWuFjm3BREREZF5rJZw5+bmaiXbAMT3ubm5RsvI5XLcvn3b4LkVCgXkcrnWy1SaLdrMt4nIVi1atAjt27fHgAEDsGTJknrzXzQlBw61ISIiImoUsxLu2bNn1xs3qPvKzMy0VKwmS0pKgpeXl/gKCgoy+VjNLuUcr0hEtuiFF17A+vXrsXPnTjz77LNYuHAhXnvtNYPl7+QhJACon0OyTiQiIiIyj1ljuF955RU88cQTRst07drVpHMFBATgwIEDWtvy8vLEfer/qrdplvH09ISrq6vBcyckJCA+Pl58L5fLTU66NbuU8+aSiJrL7Nmz8d577xktc/r0aYSGhmrVb/3794ezszOeffZZJCUlQSaT1TsuKSlJnFejMdQt3Pklikafg4iIiKg1Mivh9vX1ha+vb5NcODo6Gu+++y7y8/Ph5+cHANi+fTs8PT0RFhYmltm6davWcdu3b0d0dLTRc8tkMr03naZwYJdyIrKCO3mgGRUVherqamRlZaFXr1719t/JQ0gAuHLL8BAeIiIiIjLMYrOUZ2dn4+bNm8jOzoZSqURGRgYAoHv37nB3d8eoUaMQFhaGxx9/HIsXL0Zubi7eeustzJgxQ0yWn3vuOXzyySd47bXX8OSTT2LHjh3YuHEjtmzZYqmwIWGXciKygjt5oJmRkQEHBwfx4aWuO3kICQARQd7iz1y9gYiIiMh0Fku458yZg6+//lp8P2DAAADAzp07MXz4cEilUvz666+YPn06oqOj0aZNG0ydOhXz588XjwkJCcGWLVvw8ssv48MPP0SnTp3wxRdfWGxJMECnhZtN3ERkY9LS0rB//36MGDECHh4eSEtLw8svv4x///vfaNu2rUWu6eig3fNHynybiIiIyCQWS7jXrl1rcA1utS5dutTrMq5r+PDhOHLkSBNGZpxUI+GuZsJNRDZGJpNh/fr1mDt3LhQKBUJCQvDyyy9rdRlvatpDbQRIwYybiIiIyBQWS7jtlYNGSw57lBORrRk4cCD27dvXrNd00FjPQqkS4CRt1ssTERER2S2rrcNty9Q5t8CMm4hIq4Wb1SIRERGR6Zhw66FeGkzJO0sionpdyomIiIjINEy49VDPwMsh3EREXL2BiIiIqLGYcOuhnjiNs5QTEem2cFsxECIiIiI7w4RbD/UYbrbkEBHVDbMBOLcFERERkTmYcOuhnqlcyaYcIiJo5NsoVVRbLxAiIiIiO8OEWw8HcQw3E24iIolGl/Ij2UXWC4SIiIjIzjDh1kPdfZIN3ERE2vggkoiIiMh0TLj1UHefZJdyIiIiIiIiaiwm3HqwSzkRkX79OnpZOwQiIiIiu8GE2wj5bU4OREQEAO4yRwDaS4QRERERkXFMuPXIL1EA0F4Kh4ioNVPXhuz5Q0RERGQ6Jtx69PR3BwBUq1RWjoSIyDaU1C4HlltcYeVIiIiIiOwHE2491F0mOWkaEVENdY8fB/b8ISIiIjIZE249HKU1N5TVTLiJiAAAXX3aAADYo5yIiIjIdEy49ZA61HwtKibcREQAgHP5pQCAkooqK0dCREREZD+YcOvh6MAWbiIiff6777K1QyAiIiKyG0y49VAn2tVKJtxERJq4egMRERGR6Zhw63E0pwgAcKmw1LqBEBHZiO5+Nas3PBDmb+VIiIiIiOwHE24jvFydrB0CEZFNUC+XyNUbiIiIiEzHhFuPmN5+AAAnKb8eImpe7777Lu655x64ubnB29tbb5ns7GyMGzcObm5u8PPzw6xZs1BdXW3RuNSTSVZxqA0RERGRyRytHYAtUo9RVHL9GyJqZpWVlXj00UcRHR2NL7/8st5+pVKJcePGISAgAHv37sX169cxZcoUODk5YeHChRaLy0ldL6pUFrsGERERUUvDJlw9HGtbcth1koia27x58/Dyyy+jX79+evf//vvvOHXqFL755htERERgzJgxWLBgAVasWIHKykqLxeUorUm42cJNREREZDom3HqoW7g5SzkR2Zq0tDT069cP/v51k5fFxsZCLpfj5MmTFruuukv5lVvlFrsGERERUUvDLuV6OIpdJ5lwE5Ftyc3N1Uq2AYjvc3Nz9R6jUCigUCjE93K53PzrFt8GAHi6cDJJIiIiIlOxhVsPB3ULNxNuImoCs2fPhkQiMfrKzMy02PWTkpLg5eUlvoKCgsw+RwdvVwBch5uIiIjIHGzh1kM9O7miWmnlSIioJXjllVfwxBNPGC3TtWtXk84VEBCAAwcOaG3Ly8sT9+mTkJCA+Ph48b1cLjc76W7jLAXAnj9ERERE5mDCrYezlF3Kiajp+Pr6wtfXt0nOFR0djXfffRf5+fnw86tZwnD79u3w9PREWFiY3mNkMhlkMtkdXVc9hps9f4iIiIhMx4RbD4mkJuFWcVkwImpm2dnZuHnzJrKzs6FUKpGRkQEA6N69O9zd3TFq1CiEhYXh8ccfx+LFi5Gbm4u33noLM2bMuOOk2hjObUFERERkPibcejiICbeVAyGiVmfOnDn4+uuvxfcDBgwAAOzcuRPDhw+HVCrFr7/+iunTpyM6Ohpt2rTB1KlTMX/+fIvGJWXCTURERGQ2Jtx6qOcEYgs3ETW3tWvXYu3atUbLdOnSBVu3bm2egGpJOZkkERERkdk4S7ke6lnKmW8TEdVQJ9ynr5u/pBgRERFRa8WEWw+JuoWbLTlERACAa0U163B39Wlj5UiIiIiI7AcTbj04hpuISFuX9m7WDoGIiIjI7jDh1oNjuImItElQO9TGynEQERER2RMm3HqoW7gFJtxERADqhtqwXiQiIiIyHRNuPdilnIhIP1aLRERERKZjwq1HXcLNW0siIgCQSLh6AxEREZG5mHDrUTeG27pxEBHZitpqkS3cRERERGZgwq1H3TrcvLUkIgI0lktkvUhERERkMibcevDGkohIm7qFm03cRERERKZjwq2Hegx3tZJ3lkREgMYYbmbcRERERCZjwm3Eqetya4dARGQT1D1/bpZVWjcQIiIiIjtisYQ7KysLTz31FEJCQuDq6opu3bohMTERlZXaN2vHjh3DsGHD4OLigqCgICxevLjeuTZt2oTQ0FC4uLigX79+2Lp1q6XCBgAUlVcBALr6trHodYiI7MXOzHwAwL6LN60cCREREZH9sFjCnZmZCZVKhc8++wwnT57EBx98gFWrVuGNN94Qy8jlcowaNQpdunRBeno6lixZgrlz5+Lzzz8Xy+zduxeTJk3CU089hSNHjmDChAmYMGECTpw4YanQ0aW9GwCgslplsWsQEdmTnWcKrB0CERERkd1xtNSJR48ejdGjR4vvu3btijNnzmDlypVYunQpAODbb79FZWUl1qxZA2dnZ/Tp0wcZGRlYtmwZnnnmGQDAhx9+iNGjR2PWrFkAgAULFmD79u345JNPsGrVKovE7iyteQ6hYMJNREREREREjdSsY7iLi4vRrl078X1aWhruvfdeODs7i9tiY2Nx5swZ3Lp1SywTExOjdZ7Y2FikpaUZvI5CoYBcLtd6mcPZseZr2fv/7d17XI73/wfwV8e7QgdKiaKcQiEZypmmsIMd2oZtbH1tzDamn8nMYTMyw2ZszDbswBzGbHOa5mzCREiKkIhySN0ddLw/vz/qvrqv6q67ctfdvJ6Px/3QfV+f67re9133x/W+PqfL96q0HxEREREREZFarSXc8fHxWLZsGd58803pteTkZDg6OsrKqZ8nJydXWEa9vTxhYWGwsbGRHi4uLlWK1ay4hbtQxdl4iYiIiIiIqHqqnHCHhobCyMiowkdsbKxsn6SkJAQGBiIoKAjjxo17aMFrM336dKSnp0uP69evV2l/N/uiydLUXcuJiB51w7yc6joEIiIionqnymO4Q0JCMHbs2ArLuLu7Sz/fvHkTAwcOhJ+fn2wyNABwcnJCSkqK7DX1cycnpwrLqLeXR6FQQKFQVPpetLEyNwEAGDPfJiICAIzq0RI7zyWjua1lXYdCREREVG9UOeF2cHCAg4ODTmWTkpIwcOBA+Pj4YM2aNTAulcH6+vpixowZyM/Ph5mZGQAgPDwc7du3h52dnVRm7969mDx5srRfeHg4fH19qxq6zoyNixacVXHONCIiAIBJcb2oviFJRERERJXTWxtuUlISBgwYAFdXVyxatAh37txBcnKybOz1qFGjYG5ujuDgYJw/fx4bN27E0qVLMWXKFKnMpEmTsHv3bixevBixsbGYM2cOTp48ibfffltfocPEqDjhFhzDTUS1a968efDz84OVlRVsbW3LLVPeUJ4NGzboNa7ifJv1IhEREVEV6G1ZsPDwcMTHxyM+Ph4tWrSQbRPFF2w2NjbYs2cPJk6cCB8fH9jb22PWrFnSkmAA4Ofnh/Xr1+PDDz/EBx98gLZt22Lbtm3w9PTUV+i8sCSiOpOXl4egoCD4+vri+++/11puzZo1sqUXtSXnD4vU84fVIhEREZHO9JZwjx07ttKx3gDQuXNnHD58uMIyQUFBCAoKekiRVU7zwlIIAaPiFm8iIn376KOPAABr166tsJytrW2Fc1k8bLwRSURERFR1nBasHMYaCTavLYnIEE2cOBH29vbo0aMHVq9eLfUcKk9ubi6USqXsUVXGHGpDREREVGV6a+Guz0w0Eu5CIWAMtnATkeH4+OOPMWjQIFhZWWHPnj146623kJmZiXfffbfc8mFhYVLLeXVJCTcnkyQiIiLSGVu4y2Gk8amwNYeIaio0NLTcic40H7GxsTofb+bMmejduze8vb0xbdo0vP/++/jss8+0lp8+fTrS09Olx/Xr16v8HgqKB28npT2o8r5EREREjyq2cJfDhF3KieghCgkJqXROC3d392ofv2fPnpg7dy5yc3OhUCjKbFcoFOW+XhUHL96p0f5EREREjyIm3OXQHMNdyCl5iaiGHBwc4ODgoLfjR0VFwc7OrsZJdUU6Nmukt2MTERER/Vcx4S6HMbuUE1EdSUxMRGpqKhITE1FYWIioqCgAQJs2bdCwYUP8+eefSElJQa9evWBhYYHw8HDMnz8f//d//6fXuNo0ZcJNREREVFVMuMthqpFx5xVwhiAiqj2zZs3CDz/8ID339vYGAOzfvx8DBgyAmZkZvvrqK7z33nsQQqBNmzZYsmQJxo0bp9e4FKYl9WJ+oQpmJpwChIiIiKgyTLjLYWIsn6WciKi2rF27tsI1uAMDAxEYGFh7ARWza2Au/VyoEjAzqfUQiIiIiOodNlFoYWbCJXCIiNQ0F0fkfUgiIiIi3TDh1kI9cVoBM24iItlkkgLMuImIiIh0wYRbC3W3cubbRESARr4NLt5AREREpBsm3FqoE26O4SYikifcgvUiERERkU6YcGshJdxs4iYiknUpZws3ERERkW6YcGthYqROuOs4ECIiAyCfNI0ZNxEREZEumHBrUdLCzQtLIiLZpGmsFomIiIh0woRbCybcREQl5JOmsV4kIiIi0gUTbi3UrTmcNI2ICDCSLQtGRERERLpgwq2FqQlbuImINKlzbrZwExEREemGCbcWJZOm8cKSiAjQGMfNapGIiIhIJ0y4tTDmGG4iIhl1p3JWi0RERES6YcKthWlxws2uk0RERdQt3IJN3EREREQ6YcKthfrCsoBNOURERaQx3HUbBhEREVF9wYRbC/WyYCpeWRIRAQCM1UO42fOHiIiISCdMuLXgOtxERHJGxU3czLeJiIiIdMOEWwt1ws0u5URERUpauOs2DiIiIqL6ggm3FuplwThpGhFREaPiejE7v6COIyEiIiKqH5hwa8Eu5UREcpm5RYl2QSHrRSIiIiJdMOHWggk3EZFcMxsLAOxSTkRERKQrJtxaGDPhJqJalpCQgODgYLi5ucHS0hKtW7fG7NmzkZeXJyt39uxZ9O3bFxYWFnBxccHChQtrJT5jDrUhIiIiqhLTug7AUJmqE25eWBJRLYmNjYVKpcI333yDNm3aIDo6GuPGjUNWVhYWLVoEAFAqlRgyZAj8/f2xcuVKnDt3Dq+//jpsbW3xxhtv6DU+I2kdbtaLRERERLpgwq2FuiWHLdxEVFsCAwMRGBgoPXd3d0dcXBxWrFghJdzr1q1DXl4eVq9eDXNzc3Tq1AlRUVFYsmSJ3hNudb3IWpGIiIhIN+xSroVJ8SfDhJuI6lJ6ejoaN24sPY+IiEC/fv1gbm4uvRYQEIC4uDjcv3+/3GPk5uZCqVTKHtVRsiwY60UiIiIiXTDh1kI9aVpscvUuTImIaio+Ph7Lli3Dm2++Kb2WnJwMR0dHWTn18+Tk5HKPExYWBhsbG+nh4uJSrXhKxnBXa3ciIiKiRw4Tbi2u3csGADg0tKjjSIiovgsNDYWRkVGFj9jYWNk+SUlJCAwMRFBQEMaNG1ej80+fPh3p6enS4/r169U7kHoMNzNuIiIiIp1wDLcW3VztcP6mkpMDEVGNhYSEYOzYsRWWcXd3l36+efMmBg4cCD8/P6xatUpWzsnJCSkpKbLX1M+dnJzKPbZCoYBCoahG5HIcw01ERERUNUy4tTDiWEUiekgcHBzg4OCgU9mkpCQMHDgQPj4+WLNmDYyN5R2RfH19MWPGDOTn58PMzAwAEB4ejvbt28POzu6hx67JmLOUExEREVUJu5RrwbGKRFTbkpKSMGDAALi6umLRokW4c+cOkpOTZWOzR40aBXNzcwQHB+P8+fPYuHEjli5diilTpug9PqPiPuXMt4mIiIh0wxZuLaQWbnaeJKJaEh4ejvj4eMTHx6NFixaybereNjY2NtizZw8mTpwIHx8f2NvbY9asWXpfEgzQ7Pmj91MRERER/Scw4daCLdxEVNvGjh1b6VhvAOjcuTMOHz6s/4BKKakXWTESERER6YJdyrXgWEUiIrmYW0XLJF69m1XHkRARERHVD0y4tZBm42W+TUQk8+XeS3UdAhEREVG9wIRbCyN110n2KScikjFWdwEiIiIiogox4daipEt53cZBRGQoLM1MAABv9nOvpCQRERERAXpOuJ966im4urrCwsICzZo1wyuvvIKbN2/Kypw9exZ9+/aFhYUFXFxcsHDhwjLH2bx5Mzw8PGBhYQEvLy/s3LlTn2ED4ORARESlDfQoWktcYcp7tURERES60OtV08CBA7Fp0ybExcVhy5YtuHz5Mp5//nlpu1KpxJAhQ9CyZUtERkbis88+w5w5c7Bq1SqpzNGjRzFy5EgEBwfj9OnTGDFiBEaMGIHo6Gh9hi61cAsm3EREMqwViYiIiHSj12XB3nvvPennli1bIjQ0FCNGjEB+fj7MzMywbt065OXlYfXq1TA3N0enTp0QFRWFJUuWSGvKLl26FIGBgZg6dSoAYO7cuQgPD8fy5cuxcuVKvcVuxGXBiIhkjMDJJImIiIiqotb6BaampmLdunXw8/ODmZkZACAiIgL9+vWDubm5VC4gIABxcXG4f/++VMbf3192rICAAEREROg1XnYpJyIqhXOlEREREVWJ3hPuadOmoUGDBmjSpAkSExPx+++/S9uSk5Ph6OgoK69+npycXGEZ9fby5ObmQqlUyh5VxUnTiIjKx6E2RERERLqpcsIdGhoKIyOjCh+xsbFS+alTp+L06dPYs2cPTExM8Oqrr+r9Yi0sLAw2NjbSw8XFpcrHUC97wwtLIqIi6gZu1opEREREuqnyGO6QkBCMHTu2wjLu7iVLxtjb28Pe3h7t2rVDhw4d4OLigmPHjsHX1xdOTk5ISUmR7at+7uTkJP1bXhn19vJMnz4dU6ZMkZ4rlcoqJ91GUgs3Ly2JiICSuS1YLRIRERHppsoJt4ODAxwcHKp1MpVKBaCoyzcA+Pr6YsaMGdIkagAQHh6O9u3bw87OTiqzd+9eTJ48WTpOeHg4fH19tZ5HoVBAoVBUK0Y1Y06aRkQkwyHcRERERFWjtzHcx48fx/LlyxEVFYVr165h3759GDlyJFq3bi0ly6NGjYK5uTmCg4Nx/vx5bNy4EUuXLpW1Tk+aNAm7d+/G4sWLERsbizlz5uDkyZN4++239RU6gJIx3In3svV6HiKi+iI6KR0AcCrxfh1HQkRERFQ/6C3htrKywtatWzF48GC0b98ewcHB6Ny5Mw4ePCi1PtvY2GDPnj24evUqfHx8EBISglmzZklLggGAn58f1q9fj1WrVqFLly749ddfsW3bNnh6euordABA+oN8AICluYlez0NEVF9cuZsFANh+9lYdR0JERERUP+htHW4vLy/s27ev0nKdO3fG4cOHKywTFBSEoKCghxWaTuysipYqszCrtZXTiIiIiIiI6D+E2aQW1hZFY8rzCzmIm4iIiIiIiKqOCbcWZqZFg7jzClR1HAkRERERERHVR0y4tTA3KRq7ffZGWt0GQkRkIH58vQcAoJmNRR1HQkRERFQ/MOHWIiuvAADQyr5BHUdCRGQYrC2LhtrcSs+p40iIiIiI6gcm3Fo0Lp40zciIK88SUe1ISEhAcHAw3NzcYGlpidatW2P27NnIy8uTlTEyMirzOHbsmN7j0xxik5lboPfzEREREdV3epulvL4zLr4VIQQnTSOi2hEbGwuVSoVvvvkGbdq0QXR0NMaNG4esrCwsWrRIVvbvv/9Gp06dpOdNmjTRe3z5hRoJd04BGir4XwgRERFRRXi1pIW6ZVvFhJuIaklgYCACAwOl5+7u7oiLi8OKFSvKJNxNmjSBk5NTrcbHDj9EREREVcMu5VqoVEWJdnSSso4jIaJHWXp6Oho3blzm9aeeegpNmzZFnz598Mcff9RKLMYaGbcAb0YSERERVYYt3FqcS0qv6xCI6BEXHx+PZcuWyVq3GzZsiMWLF6N3794wNjbGli1bMGLECGzbtg1PPfVUucfJzc1Fbm6u9FyprN6NRM2E++qdLDSzsazWcYiIiIgeFWzh1mJIx9rtqklE/12hoaHlTnSm+YiNjZXtk5SUhMDAQAQFBWHcuHHS6/b29pgyZQp69uyJxx57DAsWLMDLL7+Mzz77TOv5w8LCYGNjIz1cXFxq/J4irtyr8TGIiIiI/uvYwq1FI4uij8bCjPckiKhmQkJCMHbs2ArLuLu7Sz/fvHkTAwcOhJ+fH1atWlXp8Xv27Inw8HCt26dPn44pU6ZIz5VKZbWSbnPTkvqwUMUu5URERESVYcKthZlJ0YVlQSEvKomoZhwcHODg4KBT2aSkJAwcOBA+Pj5Ys2YNjI0rv+kXFRWFZs2aad2uUCigUCh0jlcbT2dr6Wfm20RERESVY8KthalJ0VjFApWAEILrcROR3iUlJWHAgAFo2bIlFi1ahDt37kjb1DOS//DDDzA3N4e3tzcAYOvWrVi9ejW+++47vcdnalKS/GsuEUZERERE5WPCrYWZRqtSgUrAzIQJNxHpV3h4OOLj4xEfH48WLVrItgmNJQrnzp2La9euwdTUFB4eHti4cSOef/75Wo01r4AJNxEREVFlmHBrYaqRYCen58ClsVUdRkNEj4KxY8dWOtZ7zJgxGDNmTO0EVIHebZrUdQhEREREBo8zgmmhmXBfuMW1uImIAKCbq23xT+z1Q0RERFQZJtxaaHYp5+RARERFcou7kt/PzqvjSIiIiIgMHxNuLYyNS1pvmtta1mEkRESGIzk9BwBgbWFWx5EQERERGT4m3BVwLR63/SC/sI4jISIyDK2bNqzrEKiOqFQCV+5kyibwIyIiooox4a5Adl5Rop2Ull3HkRARGQYmW4+uaVvOYtDig1h7NKHGx8rOK4AyJ7/mQenB/tjbmL71HHJ4s52IiB4CJtwVuJuZCwC4cierjiMhIjIM/ybcBwDsjL5Vp3HczczFCysj8GvkjTqNozqy8wrqOoRq2Vz8WS/de6lGx1GpBIZ8fgiDFh0wyKT2tbX/4pcTifj+yNW6DoWIiP4DmHDrYNm++LoOgYjIoOw4q3vCrVIJjP8pEov3xAEACgpVyMyVJ523M3KQW1Bx8nXiair+jkkBAIz78SROJKTi/zafqWLk2lU3ERZCYNe5W7ieWnlvqL9jUuA5+y+DTeZy8gsr7cWQX2oN9pBNZzDux5M6937IK1Thxv0HuJuZh1vFcwIs/fsS5vxxXus+QggkpT3AjfsPv8dZzE0lXv7uOD4Pv4jY5JJVSapzrm8PXcF3h6/o9Legi9vKHFy5k/lQjkVERHWDCTcREVVLzE3tSyZeT83Gp7tjkaLMQcSVe9h9PhnL9sUjKe0Bnlz+Dzxn/4U7GUW9iGKTlegxby/af7hbdox/4u/iuRVHEZecUdSi/U0E/vfjSSSlPcDpxDSp3IM83VpJ8wtV+PbQFUQnpQMoSuCnbz2LB3mFCN1yFh1n/YWIy/ek8ocu3oH/koM4evku1v5zFdfuFfV2avfhLrQK3YG04pnaJ22IwoR1p9B34X4IIZBfqMKmk9el96dp9h/noRLA3O0xOBp/F7s1egpEXkvFvcyy++yPuy3FXFpsshJ3MnLLTXav3cvC/J0XpMQx4W4WCgpVZcqpXU/NhsfM3Xj7l9MAipLcXyNvlFkaMyuvEMFr/8X11GwUqgS2nLqB8JgUXL2bhZMJqQjbdUFquT5zPa1M7KpyYv3874tYezQBV++W7VGWX6iC/5KD6L1gH/p8ur/MjZmDF+/gx4gEAEBuQSFSlDkQQqCw1BIj645fw5Lwi2WOP+zLwzgSfxdL915C4BeHpdcPXbyr7aOCEAKZuQXIK1Dh+JV7+DchFacT72Pezgv4ZMcF9F24H5dSMjDr92hcLh73XlCowt4LKdLfjTbZeQXS76zH/L0YtPggbmfkVLgPEREZLtO6DsCQ2TdU4G5mLmcpJyIqx7AvD+PMrCHILSxEr/l74WxriYNTB0IIgb4L9wMAVhy4jGmBHtI+vRfsk34euOgAoj8KQNCKCOm1m2kP4Gxrieup2Rj93XEAQMAXh2Tnva2UJx8dZu3Ge/7tMMm/rez1zNwCZOUWwNHaAgCw9dQNzNt5AY0UpvjznT544Zui8/5y4rq0z4Ldsfh9Ym8IIfDq6hMAgFHfFsUx588Y7JrUF3nFLbyjvj0Or+Y2+OPMTWl/t+k7ZTE81soOm8f74X8//IuMnAIkpT2Qto0qfn+/jOsFlRDS+21ua4nx/d1xJyMXQ72a4bU1/0r7jPVrhdsZObiXmYeuLrb45tAVaVubpg3x0mMuCOjkBJfGVpjxWzSOxN/FlTuZeMa7BSauP4Uebo3x/ZjuaFTOLPM/H7sGoKj3wlejgPCYFKkHwXv+7WRl98bext7Y21gc1EV6bVd0Mj77q6gXwzcHr8DJ2gLJxb+ruE8CYWpsjPxCFfw0/gYAyJJJdTIdm6zEmiMJGNLJEasOXcFljaFdeQUqKExNABTdbBlT/Htq2aSB9HOTBuZQmBrjtd5ueMytMbq62GLGb9EAgN6tm+DFVccAABHTB5X5HNQ0f1cRl+/hXlYuhno2g4mxEaZvPYcN/16XlR/X1032/JmvjyIztwA/RlxDc1tL6XitHRpgyQtdkfYgH/3bOZQ57+jvjuPM9TRsf6ev9Fp8SiaaNir6O45OSsfGf69jsn9bNGmo0Bo/EREZBiPxCMyAo1QqYWNjg/T0dFhbW+u839ztMVK3v4QFw/UVnsHJK1AhdMtZjPFrhS4utnUdjl6lZuXB2AiwtTKv61BID6r73f+vq8nn0ip0R4XbPxjmAUszE8z8XXv3YE37Qvpj0OKD0vPmtpY4MHUA2s7YpXWfb17xwZs/RZZ5PebjAOQXCOSrVHhn/WlEXLknxTR/Z6xO8dhamSFkSHtk5xYgbJdu+1Rm2UhvvFPcalxbfh3vi+dXRmjdHvmhP/ou3I/svELMfboTAjydMO6Hkzhzo6Q12r9DU/x94fZDicfDqRFikzMqLTe6pytmDO+AjrP+0lrml3G9ABTdzGhTwd/Jw/Csd3NMGNAaj39ectNnxrAOmLfzwkM7RyOFKda+3gPpD/Lwe9RN/B51s0wZ18ZW8GxujQn92+DJ5UcAAH3a2OOn4B64cCsDreytYGWuWxsK60UiotrFhLsCnef8BWVO0Zi+miTcKpWQresNABk5+Xjjx0g82605grq7VPvY+tBv4X4kFo8/q6sbDeo/SyMjo3K3p2bl4erdTHRztdNapjI5+YXwmFnUhfXy/GEwMa7ecXTx3eErOH41FStf9nlo59kSeQMNFKYI9HQqd/vu6GSYGBvh8Y6OD+V89REvLMunz4QbAFo2scK1e9UfwzrWr9VDmQmb6FHh36EpvhvzmE5lWS8SEdUujuGuwKu+rWp8jPXHE+H+wc4yF6lTNp1BxJV7mPrr2TJj72KTlRi56hhOJ96v8fkrsjs6GR9uO4f8UmP6EjUme3kY92P6LdyPVqE7oFKVPdaRS3ex4USi7LWtp27AbfpOWddMlUrIYpnwcySeWxGBE1dTKz3/P/F3setc2QmeUjS6peYVaB/XqIvbxWMGtflkxwWEx6Sg9Qc7ZeUmrj+F//1wEqcT72sdoxl1PQ2/Rt7Ag7xCXLilhBACJxNSEbL5DMb/HFmmey0ApGXnYfzPkRj348lKJ6L6J/4uWoXuqNIkWKWpxzNWh0ol0Cp0Bx6b9zf+TUjF1lP1b9ZpkqtJsg2AyTZRFT2snghERPTwMeGuwFNdnXUql1+oQvxt+Syi6dn5OBp/Fx/8dq5M2chr9xFePNMuUDTmTzMpCvziMCKu3MMzXx/Vek4hhJQkXr2bhfXHE8skzpUZ/3Mkfj6WWGYcmqYHpZZsuXwnE7N+jy4zGY021+5lSQn8F39fxMWUDEQnpUOIogT65e+PI3TrOURdTwMAZOUWYMqmklmHc/ILUVCowvBlR6TxlABwvDjR3qGRSAsh8HtUEi6llHRbzMjJx+jvjmPCulOyiX92nL2F/p8dkJ4fiKv8YuV+Vh5ahe5Aq9AdWPvPVfRduA+xyUpM33oOPebvlcasAkWTD6kncjpV6sbJn8WJbU5+IXacvYW/L6Tgma+P4ollR7DhRKJ0jnM30pGZW4ARX/2D/9t8Bh1m7cbQpYfhNn2nrKtoj/l7y8Sak1/yt5D+oGit2+8OX8E7v5zGT8eu4diVe1Lirx43OnH9KdkxKvodh+28gFahO5CalYe45AyEbD4Dz9l/4bfTN3DkUslEQ7czcmQTWmnebBBCIOamEovDi8Z83snIRdDKCEzZdEbrzYeKJnwiInqUVXZzlYiI6gYnTauAwrTkfsQr3x/HT8E9oVIJbDx5HV1dbNGhWVFXrGlbzmLrqSTMe8YTt5W5aNnECiGbz6B0g2e/hfvRydkau6KTy5yr/Ye7sWtSX9zPks9eqlIJ/Hn2Jto2bYQ7mbno3boJTIyNMPLbY4hNzsC+kAEYuOgAAGDjyes4U5y4xs8bClMT+f2UxHvZaNzQHA0V8l/7zG3ReKVXSwBlW7SfWHYE+0IGSM8HF4+1/DGiaHKdiQNbY2pAyYRI2XkF+O10Evw7OOLfhFS8vb5k3OKX++LxZfESa+P7t4ZXcxtp2+I9cfgpuGeZmwYeM3djakB7KVn++dg1PK1xI+RmWlHrbmpWHk4n3sekDVEASrqI79RIyIcuPYzTMx+HqYlRmeRywrpTSFgwHPez8vDCNxF4orNzmQmYnlh2RPp5zp8xACCb0fbG/QcQQqD/ZwdkXfKfLXXjJLF4puMb9x+gtNCtJTdonlx+BKN6upYpo4sCVcnnGLLpDNo0bYg1/yQAAP4snuDJzsoMf7zdp9z95/xxXmpl3PSmLx5rZYeb6TlobmsJIYQ0UVO3ueGy/d7bWHSzZGQPV0x5vB16zCu6GZCwYDhm/R4t/d00Upgio4IW8VOJ9+Gp8fchhJB6PGx/p49sGxERAbkak8kREZHh4BjuCqQoc9BTo/UwYcFw/BSRoPNkQA/D+P6tsfLgZen5y71c8fOxxAr2KKEef52VW4BzSel4qXhW1oQFw5GalSdLlpaP8sYTnZ2x7vg1aSZXtX0h/eHu0FCW9JR3HpVKoPen+3ArPQfuDg1w5U7Z5V0q80Y/d6zSmHW3PM94N8dvp5MqLGPf0BwnP3wcXT/eg7TsfOn1iuJKWDBc1vW/fzsHHLx4B8emD8abP8knE9Jm/f96SjMPA8DVsGHlfmaxcwOl8eMPw6/jfdHVxRYJ97Lg2rgB2n1YvYmE4ucNhYmxUbkxA8CUx9vhVd+W6PpxeLnbNS0f5S3dcDk4dYCsR4Eu1H9XKw5cxqe75ZNXRX8UUObGUXk4VrF8+h7DTUS1j/UiEZFhYsJdgUKVQOsPShKPtwa0xtcHLlewh2GJnzcU4348if1xd2p8rJE9XDGkk6NseRq1Nk0blulSbwhaOzTAk12c8cXflyot28DcBFk6ruVbkWe7NcfWUyU3A7TNpmzIZj/ZER8Vt+DXROMG5kjNqni92YpseKMXCgqLhh2UR5cJ/XhhWT4m3ET/PTEfB+g0UznrRSKi2sWEuxKGdnHpaK1AijK3rsOoNzTXgaX/Fibc1fdfqhOJqEjs3EBYmFXepZz1IhFR7eKkaZVwd2hQ1yHIMNmuGibbRET0KNDn0pZERFR9TLgr8fvE3nUdAlG5Rvao3oRqhuhV35Z1HQIRUb1mZsJLOiIiQ8TauRKNLMzqOoQ6sfSlrnV6fkPrWfAweLva1vgYcZ8E4uycIUhYMBxhz3ph57t9ax5YHds2sTdmPtGxSvt8MMyj8kKkF0te6FLXIRARERHVG0y4dbA3pH+N9h/s0VT6+feJvXH+owDp+YfDO2DDG72qddyZT3TElgm+uBo2rEbxvdyrbEvp012b46/J/bTuc3m+bucc7NEUZ2YPkZ5/MMwDT3d1RnAftwr3mzfCq8xrz3VrUen5Fj7XWae4qithwXC0amIlPTc20r0XRHm/5+3v9MHh9wfqtL+3qy0Upiaw1rgJ1NHZGoGdnMotv2ykN757tTsWPl/ymQzS+FvU9M0rPmVe++0tP53i0nRixuAq72Pf0BxmJsaInRuIEx9Uvn8jC1ME+bhU+Tz1xVNPPQVXV1dYWFigWbNmeOWVV3Dz5k1ZmbNnz6Jv376wsLCAi4sLFi5cWGvxjejavMxr/do51Pi4n4zwxJTH22HzeN9qH2P7O33wbLey8dWG+c+UrbMM2apyvvMPW9NGikrL9Gljr3MdaMgamHM5LiIiKh8Tbh0YG5WMi/opuAcSFgyHhVnRR/freN8ykzclLBiObRN7w6u5DX58vQeWvNgVv73lh4QFw9HFxRYNFKaImvU4zn8UgP/1dUcv9ybSvr3bNIGFmXG5CVBpwX3c4NOyMYyMjNDFxRYAsGVCxUnSt692x9WwYfhypLf02icjvLB7cklLqXp97PZOjTDvGc9yj1PRWLHYuYHSz1+N7gYbSzNETB+Ew+8PxBv9WmPpS96Y+URHfDWqG9b/rycszIzxdFdnXJk/DEtf6oo/3u4N39ZN8PXobtJx1rz2GIZ0cqzwvQFAD7fG5b7+Wu9Wsudu9g1wZf4wfD+me4XHWxRU0pqnXm5l9+R+2DLBF5fnD8OVsKLfadizFV9sN7IwhcLUBFc0blQ82cUZns1t4NLYCpYaE91sm9gba157THo+cWBrJCwYjt/eKj+x//zFrrLnr/d2w9k5Q/BkF2f4d3REkE8LzH6yIza80QtzR3jiGe/m+PPtPtINlZE9XBBQTtLu7WqHo6GDpOfvDmoj/fyFxjm9XW3h7WqLqFmPw6Fh5RfYau8MaoOxfq3Qwq7oBoaFmQmaWltoLd/esRG2TeyNUzMfh10Dc53PU98MHDgQmzZtQlxcHLZs2YLLly/j+eefl7YrlUoMGTIELVu2RGRkJD777DPMmTMHq1atqpX4jEt995eN9Ma3r/pg05u+uDRvKEYXrx3f3Nay3P2nBrSXfna0Lvl7GdXDFe8ObovHWjVG5If+Fd48a1Lq9//tq92RsGA4PJvbYMkLXfFmf3cE6FBfVFf3lnay52fnDMGonq5S3amm/ixqorVDAxz/YDD8Wpf8P/Hx053wrHdzzKpizxBNQzo5YeXL3Soso/n/BACM6OoMcxNjOJX6nvpofB6an0FlN6sXPtcZP/+vJ1waW8lff173G6eaf0MfDPPAj6/3wHv+7cqUs7Myw7uD2yJi+qAy2zStGfsYfnvLD6dnPo6nuzrjzf7ulcbw8dOd8GNwD9nvSC3m4wBsHu+LXZOq1htp+Shv/DW5H36twQ0oIiIyDJylXAfxtzPhv+QggJJlN1QqgUIhpDFT3eaGS0sg6TJ7cmm3M3JwKSUTfq2bwKg4wZ+47hR2nLuldR/N89xW5iAxNRvdWzXGJ9tjsOZoAqYFtseOs7dk60dr7vPJ9hh0drHFU12cAQAP8grx1/lkDGjvAFsr+QWt5szEnZytsePdvuXOVrxtYm90dbFFdFLROT1LXYBW1YmrqbidkYMnOjtDpRLYE5OC8T+XLLM158mOCPRshh8iEpCRk49PRniVu1745fnDZEu8aX4OQgg8yC+UllO5ejcLX++Px4QBreHa2AobT17HY60ao23ThtLvprSIy/cw8ttjWt/H673dMOvJoovj3IJCXErJRCdna+l4pxPvI2xXLD4Z4Yl2jo2q+CkBv52+gfc2nsG8Zzwxumf1xkOHbDqDLaduACi6gHzVtxUAIHjtv4i6nob9UwfIWtfTsvMQcfkeBnVoCoVpyQ2D2GQlAr84DAD49Dkv7IpOxoG4O9j6lh+a21rixv0H6OZqq/WznL/zQpm12A+/P7DMRbku/guz8f7xxx8YMWIEcnNzYWZmhhUrVmDGjBlITk6GuXnR9zQ0NBTbtm1DbGxsJUcrUtPPRfO7X159l1eggrmpMU4mpKKVfQOE7YzFllM38LxPC+kmVvztTLSws8SGE4mwMjfFC4/Jey08yCtEh1lFa9U3MDfBvv8bgOvFddyllAw8/vkhqey5OUPKHf6zJfIGQjafkb3WzMYCt9JLJlNc89pjGNi+KZQ5+Riy5JA00eKL3V0Q9qwXfo28gfe3nMW7g9tiyuNFiVxuQSE2n7wBD6dGcLS2kP42C1UCpxPv4+PtMcjKLcDOSX3x6a44rP7nKgAgdKgHMnMKsHx/PADg5+Ce0rJ32yb2xooD8Rjm1QwnrqZi3fFE2ef79YF4LNwdV+Yz3/Tvdby/5SymBXrg8Y6OmLktGuP6uWGQhyO2nrqBZGUOXuzuAp9P/gYAWJqZYMXL3TCgfVFvl7uZuVi85yJ+OZEo+5z8OzjiuzHdse74Ncz4LRovdnfBpxqJ8LEr9/DhtmjMfKIjero1hsfMot/VyQ/9ER6TgoHtm8LJxgIjvvoHUdfTyvxuDk4dgJZNSoYOrf3nKmJuKTH/GS+YmhjjbmYudkcnI/Laffx2umipxXnPeKJfWwecv6nEpZQMvNTDFXZWZkjNypPdrCsoVKHNjF2y8y15oQueLe4lVfr/rpUv++BeVi6e6OwMG0v535EQAkcv30Obpg2x89wtHLl0Fyte9kG7D0uOr/n7yMkvhIWZCdSXVpr13O9RSZi0IQpfvNgVPdwaI7dAhRv3s9HLvQnMTIyRlPYA+y6kYJhXMzTRuHk5dfMZbI68IT3v29Yehy/dBVDUq2Pi+lMIDfTAUK9mZT7n8vwX6kUiovqECbcOLt/JxODFRQl3/LyhMC1nYpI5f5zH2qMJAKqXcJcnO68AAV8cQp82Dpj9ZEdsjryBOxm5+HLvJSwb6Y0nixPlihSqBHw+CYe7fQMsG9VNa6tTZZ5efkRK3P+d4Q+HRgrsj7stW5f70NSBcG1S9aSoqiq72AeAyGv3EbIpCgn3sqVyH247h5+PJVa4X3WVTvKHejrh7I10JKU9QN+29lg+qluZC7mHTaUSZVofq0IIgXNJ6XB3aCi15qtfzytUyZLqytzLzIWtlXm1Zs0VQuDdDVFwtrXA9KEdqry/pvp+YZmamooJEyYgKSkJR44cAQC8+uqrUCqV2LZtm1Ru//79GDRoEFJTU2FnZ6flaCVq+rmMXXMCB+LuwMOpEXZXMPRE7W5mLradTsIz3s1liURF8gtVaFucNJ2ZNQQ2ViXfn6zcAnSa/Zf0vKLv852MXCSmZmPW79Ho3MIW0wLbY/Gei3i2W3N0bmEr+xtNuJuF749cxRv93Kt1g0dNCAGVKOkJ5Dn7L2TmFiBi+iDYN1RI7+vPt/ugQ7NGSH+QL/tcjsbfxajvjsveW25BIZbsuYhBHk3R013ekqpO8iqirjdnPdERr5ca0hOdlI4nlh1B/3YOCHvWC5duZ6K/xjCBnPxCKEyNtd4kA4CYm0qkP8iHb6lW3ruZuQj84jCe7uqMo5fv4cItJRo3MMepmY9XGK/a/aw8zNh2Ds/7tMAgD917LdzJyEWKMgerDl2BpZkJ5o7whLlp0f/d648nYue5W/hypDdsLc2qVW8u/fsSPv/7It7o544PhtWsnqrMhVtKDF16WHp+NHQQPvrzPF7r7SbrIaer+l4vEhHVN0y4dSCEwGtr/4WdlXmZ7rtqOfmF2HY6CQOK7+r/F2XnFUitwGoJd7Nw4moqnvZ2rlJCVhOdZu1GVl5h0fmrmDhfSslACzsrWOphvJ26R8IPr/eQLlYLClXl3qCh2lFfLyynTZuG5cuXIzs7G7169cL27dvRpEnRhfWQIUPg5uaGb775RiofExODTp06ISYmBh06lL34z83NRW5uyZKCSqUSLi4u1f5c0rLz8GvkDTzVxbnCYQA1de5GOvJVKnRzLXsT4dXVJ3Do4h280L0FFj5v2BO5ZecVQPmgAE42FrLWV203KQsKVRjyxSF0bWGLJVr+z6mqXvP3IlmZgwP/NwCt7MtOSnk9NRsOjRQ6reNcVeqbgTfuZ+PrA5fxem83tGna8KGfpzYJIZBwLxutmlhVeCPiYfk3IRXfH76KLi62mDCgdY2OVV/rRSKi+ooJN9U7adl5eG7FUbwzqC1GeNfNBEnaCCFq5eKLdGMo3/3Q0FB8+umnFZa5cOECPDyKZl+/e/cuUlNTce3aNXz00UewsbHB9u3bYWRkVK2Ee86cOfjoo4/KvF7Xn0tN5BYUIjLhPnxa2dXazb6H5ZPtMcjKK6x07oeHKSe/EGnZ+f/ZG8KkO0OpF4mIHhVMuInoP8tQvvt37tzBvXv3Kizj7u4ujcnWdOPGDbi4uODo0aPw9fWtVpfyh93CTUT1l6HUi0REjwrTyosQEVFNODg4wMGhektnqVQqAJASZl9fX8yYMQP5+fkwMysa1xweHo727dtrHb+tUCigUOg+gzwRERERPRwcXEpEZCCOHz+O5cuXIyoqCteuXcO+ffswcuRItG7dGr6+RcsDjRo1Cubm5ggODsb58+exceNGLF26FFOmTKnj6ImIiIiotFpJuHNzc9G1a1cYGRkhKipKtu3s2bPo27cvLCws4OLigoULF5bZf/PmzfDw8ICFhQW8vLywc+fOMmWIiOo7KysrbN26FYMHD0b79u0RHByMzp074+DBg1ILtY2NDfbs2YOrV6/Cx8cHISEhmDVrFt544406jp6IiIiISquVLuXvv/8+nJ2dceaMfD1UpVKJIUOGwN/fHytXrsS5c+fw+uuvw9bWVrp4PHr0KEaOHImwsDA88cQTWL9+PUaMGIFTp07B09OzNsInIqoVXl5e2LdvX6XlOnfujMOHD1dajoiIiIjqlt5buHft2oU9e/Zg0aJFZbatW7cOeXl5WL16NTp16oSXXnoJ7777LpYsWSKVWbp0KQIDAzF16lR06NABc+fORbdu3bB8+XJ9h05ERERERERUbXpNuFNSUjBu3Dj89NNPsLIqu9ZoREQE+vXrJ5uZNyAgAHFxcbh//75Uxt/fX7ZfQEAAIiIitJ43NzcXSqVS9iAiIiIiIiKqTXpLuIUQGDt2LMaPH4/u3buXWyY5ORmOjo6y19TPk5OTKyyj3l6esLAw2NjYSA8XF5eavBUiIiIiIiKiKqvyGO7Q0FB8+umnFZa5cOEC9uzZg4yMDEyfPr3awVXX9OnTZTP2pqenw9XVlS3dRI8Y9XdeCFHHkRgW9efBOpHo0cN6kYiodlU54Q4JCcHYsWMrLOPu7o59+/YhIiKizNqv3bt3x+jRo/HDDz/AyckJKSkpsu3q505OTtK/5ZVRby9P6TVn1f+5sKWb6NGUkZEBGxubug7DYGRkZABgnUj0KGO9SERUO4yEnm5xJiYmylpPbt68iYCAAPz666/o2bMnWrRogRUrVmDGjBlISUmBmZkZAOCDDz7A1q1bERsbCwB48cUXkZ2djT///FM6lp+fHzp37oyVK1fqFItKpcLNmzfRqFEjGBkZVVhWqVTCxcUF169fh7W1dVXfdp2qr7HX17iB+ht7fY0bqFrsQghkZGTA2dkZxsa1sgpivVCVOhGov38v9TVuoP7GXl/jBupv7FWNm/UiEVHt0tuyYK6urrLnDRs2BAC0bt0aLVq0AACMGjUKH330EYKDgzFt2jRER0dj6dKl+Pzzz6X9Jk2ahP79+2Px4sUYPnw4NmzYgJMnT2LVqlU6x2JsbCydU1fW1tb16j9cTfU19voaN1B/Y6+vcQO6x84WnLKqUycC9ffvpb7GDdTf2Otr3ED9jb0qcbNeJCKqPXV6a9PGxgZ79uzB1atX4ePjg5CQEMyaNUtagxsoas1ev349Vq1ahS5duuDXX3/Ftm3buAY3ERERERERGTS9tXCX1qpVq3In6OjcuTMOHz5c4b5BQUEICgrSV2hEREREREREDx0H75SiUCgwe/bsMpO91Qf1Nfb6GjdQf2Ovr3ED9Tv2+qq+fub1NW6g/sZeX+MG6m/s9TVuIqJHhd4mTSMiIiIiIiJ6lLGFm4iIiIiIiEgPmHATERERERER6QETbiIiIiIiIiI9YMJNREREREREpAdMuEv56quv0KpVK1hYWKBnz544ceKE3s4VFhaGxx57DI0aNULTpk0xYsQIxMXFycrk5ORg4sSJaNKkCRo2bIjnnnsOKSkpsjKJiYkYPnw4rKys0LRpU0ydOhUFBQWyMgcOHEC3bt2gUCjQpk0brF27tkw81X3vCxYsgJGRESZPnlwv4k5KSsLLL7+MJk2awNLSEl5eXjh58qS0XQiBWbNmoVmzZrC0tIS/vz8uXbokO0ZqaipGjx4Na2tr2NraIjg4GJmZmbIyZ8+eRd++fWFhYQEXFxcsXLiwTCybN2+Gh4cHLCws4OXlhZ07d5Ybc2FhIWbOnAk3NzdYWlqidevWmDt3rmypPUOJ+9ChQ3jyySfh7OwMIyMjbNu2TbavocSpayyPOtaJrBMN6Turqb7Ui6wTiYgecYIkGzZsEObm5mL16tXi/PnzYty4ccLW1lakpKTo5XwBAQFizZo1Ijo6WkRFRYlhw4YJV1dXkZmZKZUZP368cHFxEXv37hUnT54UvXr1En5+ftL2goIC4enpKfz9/cXp06fFzp07hb29vZg+fbpU5sqVK8LKykpMmTJFxMTEiGXLlgkTExOxe/fuGr/3EydOiFatWonOnTuLSZMmGXzcqampomXLlmLs2LHi+PHj4sqVK+Kvv/4S8fHxUpkFCxYIGxsbsW3bNnHmzBnx1FNPCTc3N/HgwQOpTGBgoOjSpYs4duyYOHz4sGjTpo0YOXKktD09PV04OjqK0aNHi+joaPHLL78IS0tL8c0330hl/vnnH2FiYiIWLlwoYmJixIcffijMzMzEuXPnysQ9b9480aRJE7F9+3Zx9epVsXnzZtGwYUOxdOlSg4t7586dYsaMGWLr1q0CgPjtt99k78VQ4tQ1lkcZ60TWiUIY1ndWU32pF1knEhE92phwa+jRo4eYOHGi9LywsFA4OzuLsLCwWjn/7du3BQBx8OBBIYQQaWlpwszMTGzevFkqc+HCBQFARERECCGKkhtjY2ORnJwslVmxYoWwtrYWubm5Qggh3n//fdGpUyfZuV588UUREBAgPa/Oe8/IyBBt27YV4eHhon///tLFpSHHPW3aNNGnTx+t70mlUgknJyfx2WefSa+lpaUJhUIhfvnlFyGEEDExMQKA+Pfff6Uyu3btEkZGRiIpKUkIIcTXX38t7OzspPeiPnf79u2l5y+88IIYPny47Pw9e/YUb775Zpm4hg8fLl5//XXZa88++6wYPXq0Qcdd+uLSkOLUJZZHHetE1omG9J0trT7Wi6wTiYgePexSXiwvLw+RkZHw9/eXXjM2Noa/vz8iIiJqJYb09HQAQOPGjQEAkZGRyM/Pl8Xk4eEBV1dXKaaIiAh4eXnB0dFRKhMQEAClUonz589LZTSPoS6jPkZ13/vEiRMxfPjwMsc25Lj/+OMPdO/eHUFBQWjatCm8vb3x7bffStuvXr2K5ORk2TFtbGzQs2dPWey2trbo3r27VMbf3x/GxsY4fvy4VKZfv34wNzeXxR4XF4f79+/r9P40+fn5Ye/evbh48SIA4MyZMzhy5AiGDh1q0HGXZkhx6hLLo4x1IutEwLC+s6X9F+pFQ4qRdSIRkX4w4S529+5dFBYWyi52AMDR0RHJycl6P79KpcLkyZPRu3dveHp6AgCSk5Nhbm4OW1tbrTElJyeXG7N6W0VllEolHjx4UK33vmHDBpw6dQphYWFlthly3FeuXMGKFSvQtm1b/PXXX5gwYQLeffdd/PDDD7JzV3TM5ORkNG3aVLbd1NQUjRs3fijvr7zYQ0ND8dJLL8HDwwNmZmbw9vbG5MmTMXr0aIOOuzRDilOXWB5lrBNZJ2qe2xC+s6X9F+pFQ4qRdSIRkX6Y1nUAVGTixImIjo7GkSNH6jqUSl2/fh2TJk1CeHg4LCws6jqcKlGpVOjevTvmz58PAPD29kZ0dDRWrlyJMWPG1HF02m3atAnr1q3D+vXr0alTJ0RFRWHy5MlwdnY26LiJqot1Yu2or3UiwHqRiIjqB7ZwF7O3t4eJiUmZWWNTUlLg5OSk13O//fbb2L59O/bv348WLVpIrzs5OSEvLw9paWlaY3Jycio3ZvW2ispYW1vD0tKyyu89MjISt2/fRrdu3WBqagpTU1McPHgQX375JUxNTeHo6GiQcQNAs2bN0LFjR9lrHTp0QGJiouzcFR3TyckJt2/flm0vKChAamrqQ3l/5cU+depUqTXHy8sLr7zyCt577z2pNc1Q4y7NkOLUJZZHGetE1oma5zaE72xp/4V60ZBiZJ1IRKQfTLiLmZubw8fHB3v37pVeU6lU2Lt3L3x9ffVyTiEE3n77bfz222/Yt28f3NzcZNt9fHxgZmYmiykuLg6JiYlSTL6+vjh37pzsP+Pw8HBYW1tLF1G+vr6yY6jLqI9R1fc+ePBgnDt3DlFRUdKje/fuGD16tPSzIcYNAL179y6zzNDFixfRsmVLAICbmxucnJxkx1QqlTh+/Lgs9rS0NERGRkpl9u3bB5VKhZ49e0plDh06hPz8fFns7du3h52dnU7vT1N2djaMjeVfVxMTE6hUKoOOuzRDilOXWB5lrBNZJwKG9Z0t7b9QLxpSjKwTiYj0pK5nbTMkGzZsEAqFQqxdu1bExMSIN954Q9ja2spmjX2YJkyYIGxsbMSBAwfErVu3pEd2drZUZvz48cLV1VXs27dPnDx5Uvj6+gpfX19pu3opmSFDhoioqCixe/du4eDgUO5SMlOnThUXLlwQX331VblLydTkvWvOyGvIcZ84cUKYmpqKefPmiUuXLol169YJKysr8fPPP0tlFixYIGxtbcXvv/8uzp49K55++ulyl2jx9vYWx48fF0eOHBFt27aVLdGSlpYmHB0dxSuvvCKio6PFhg0bhJWVVZklWkxNTcWiRYvEhQsXxOzZs7UugTNmzBjRvHlzafmbrVu3Cnt7e/H+++8bXNwZGRni9OnT4vTp0wKAWLJkiTh9+rS4du2aQcWpayyPMtaJrBOFMKzvrKb6Ui+yTiQierQx4S5l2bJlwtXVVZibm4sePXqIY8eO6e1cAMp9rFmzRirz4MED8dZbbwk7OzthZWUlnnnmGXHr1i3ZcRISEsTQoUOFpaWlsLe3FyEhISI/P19WZv/+/aJr167C3NxcuLu7y86hVpP3Xvri0pDj/vPPP4Wnp6dQKBTCw8NDrFq1SrZdpVKJmTNnCkdHR6FQKMTgwYNFXFycrMy9e/fEyJEjRcOGDYW1tbV47bXXREZGhqzMmTNnRJ8+fYRCoRDNmzcXCxYsKBPLpk2bRLt27YS5ubno1KmT2LFjR7kxK5VKMWnSJOHq6iosLCyEu7u7mDFjhmwJGEOJe//+/eX+XY8ZM8ag4tQ1lkcd60TWiYb0ndVUX+pF1olERI82IyGEqL32dCIiIiIiIqJHA8dwExEREREREekBE24iIiIiIiIiPWDCTURERERERKQHTLiJiIiIiIiI9IAJNxEREREREZEeMOEmIiIiIiIi0gMm3ERERERERER6wISbiIiIiIiISA+YcBMRERERERHpARNuIiIiIiIiIj1gwk1ERERERESkB0y4iYiIiIiIiPTg/wFNDxAyrh0V+gAAAABJRU5ErkJggg==",
|
|
"text/plain": [
|
|
"<Figure size 1000x600 with 5 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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ygouLCyZPnozo6Gi4ubnB2dkZ06ZNQ0hIiMErYomsCRM7IiKSlTVr1gAABg4cqFe+YcMGTJw4EQDw17/+FXZ2dhg9ejQ0Gg3CwsKwevVqM0dKZHpM7IiISFaEEE+to1KpkJSUhKSkJDNERGQ+TOyoEp4nREREZJ2Y2BERmRF/OBFRXeJ0J0REREQywcSOiIiISCaY2BERERHJBBM7IiIiIplgYkdEREQkE0zsiIiIiGSCiR0RERGRTDCxIyIiIpIJJnZEREREMsHEjoiIiEgmeEsxK2XotkREVHce73O8DRjZOn4PSZNZErt9+/bh448/RnZ2Nn7++Wds3boV4eHhuvVCCMTHx2PdunW4d+8e+vbtizVr1qBt27bmCE/y2HmI6g77FxHJiVkOxZaWlqJLly5ISkoyuH7p0qX45JNPkJycjIMHD6JBgwYICwtDWVmZOcIjkqzr16/jD3/4A5o0aQInJycEBgbiyJEjuvVCCMybNw9eXl5wcnJCaGgozp8/b8GIiYjIkswyYjds2DAMGzbM4DohBBITEzF37lyMHDkSAPDZZ5/Bw8MDaWlpeP311ytto9FooNFodI+LiorqJnAiC/rf//6Hvn37YtCgQfj3v/+NZs2a4fz582jcuLGuzqMfRRs3boSfnx/i4uIQFhaGM2fOQKVSWTB6IrJWhkaxeeqB9bD4OXaXLl2CWq1GaGiorszFxQXBwcHIysoymNglJCRg/vz55gyTyOyWLFkCHx8fbNiwQVfm5+en+z9/FBER0eMsflWsWq0GAHh4eOiVe3h46NY9LjY2FoWFhbolPz+/zuMkMrft27ejR48eePXVV+Hu7o6uXbti3bp1uvVP+1FkSEJCAlxcXHSLj49PnbeDiIjMx+IjdjWhVCqhVCotHYZN4dC8+V28eBFr1qxBdHQ05syZg8OHD+Odd96Bo6MjIiIiavyjKDo6Wve4qKiIyR0RkYxYPLHz9PQEABQUFMDLy0tXXlBQgKCgIAtFRWR5Wq0WPXr0wEcffQQA6Nq1K06fPo3k5GRERETUaJ9y/lHEHx9ERBJI7Pz8/ODp6YmMjAxdIldUVISDBw/i7bfftmxwRBbk5eWFTp066ZV17NgR33zzDQD+KCIi8+G0QNbDLIldSUkJLly4oHt86dIlHD9+HG5ubmjZsiVmzJiBRYsWoW3btror+7y9vfXmuiOyNX379kVubq5e2blz59CqVSsA/FFERLaFo/LVY5bE7siRIxg0aJDu8aNzfCIiIpCSkoLZs2ejtLQUU6dOxb1799CvXz+kp6dzugayaTNnzkSfPn3w0Ucf4bXXXsOhQ4ewdu1arF27FgCgUCj4o8iCOIJBRFJklqtiBw4cCCFEpSUlJQXAr19QCxYsgFqtRllZGX744Qe0a9fOHKERSVbPnj2xdetWfPHFFwgICMDChQuRmJiIcePG6erMnj0b06ZNw9SpU9GzZ0+UlJTwRxHZvH379uGll16Ct7c3FAoF0tLS9NZPnDgRCoVCbxk6dKhlgiUyMYufY0dEVXvxxRfx4osvVrn+0Y+iBQsWmDEqIml7dLejP/7xjxg1apTBOkOHDtWbI1KuFxWR7WFiR0REsvKkux09olQqdRcgEcmJxScoJiIiMrfMzEy4u7ujffv2ePvtt3Hnzp0n1tdoNCgqKtJbiKSIiR0REdmUoUOH4rPPPkNGRgaWLFmCvXv3YtiwYaioqKhyG961hawFD8USEZFN+f19lAMDA9G5c2e0adMGmZmZGDx4sMFteNcWshYcsSMiIpvWunVrNG3aVG++1ccplUo4OzvrLURSxMSOiIhs2rVr13Dnzh29O7gQWSseiiUiIll50t2O3NzcMH/+fIwePRqenp7Iy8vD7Nmz8cwzzyAsLMyCUROZBhM7IiKSlSfd7WjNmjU4efIkNm7ciHv37sHb2xtDhgzBwoULOZcdyQITOyKyGbwNmG14dLejqnz33XdmjIbIvJjYERERkeTwh1jN8OIJIiIiIpngiJ3E8BcKERER1RRH7IiIiIhkgiN2RCRbHAEnIlvDxI5q7PEvzcuLh1soEiIiskWGfrzZ+ncREzsiojrEUUMiMieeY0dEREQkE0zsiIiIiGSCh2KJiIhsGE8XkBeO2BERERHJBBM7IiIiIplgYkdEREQkE0zsiIiIiGSCF08QEVkYJ1klIlNhYkdERESyYet3ReKhWCIiIiKZYGJHZCUWL14MhUKBGTNm6MrKysoQGRmJJk2aoGHDhhg9ejQKCgosFyQREVkUEzsiK3D48GH8/e9/R+fOnfXKZ86ciW+//RabN2/G3r17cePGDYwaNcpCURIRkaUxsSOSuJKSEowbNw7r1q1D48aNdeWFhYX49NNPsWLFCjz33HPo3r07NmzYgP379+PAgQMWjJiIiCyFiR2RxEVGRmL48OEIDQ3VK8/OzkZ5ebleeYcOHdCyZUtkZWUZ3JdGo0FRUZHeQkRE8sGrYokkLDU1FUePHsXhw4crrVOr1XB0dISrq6teuYeHB9RqtcH9JSQkYP78+XURKhERSQATOwvijZfpSfLz8zF9+nTs3r0bKpXKJPuMjY1FdHS07nFRURF8fHxMsm8iIrI8Hoolkqjs7GzcvHkT3bp1g4ODAxwcHLB371588skncHBwgIeHBx48eIB79+7pbVdQUABPT0+D+1QqlXB2dtZbiIhIPpjYEUnU4MGDcerUKRw/fly39OjRA+PGjdP9v169esjIyNBtk5ubi6tXryIkJMSCkRNZ1r59+/DSSy/B29sbCoUCaWlpeuuFEJg3bx68vLzg5OSE0NBQnD9/3jLBEpkYD8USSVSjRo0QEBCgV9agQQM0adJEVz558mRER0fDzc0Nzs7OmDZtGkJCQtC7d29LhEwkCaWlpejSpQv++Mc/Gpz+Z+nSpfjkk0+wceNG+Pn5IS4uDmFhYThz5ozJTnsgshQmdkRW7K9//Svs7OwwevRoaDQahIWFYfXq1ZYOi8iihg0bhmHDhhlcJ4RAYmIi5s6di5EjRwIAPvvsM3h4eCAtLQ2vv/66we00Gg00Go3usbVeUc5zu+WPiR2ZDG9kXvcyMzP1HqtUKiQlJSEpKckyARFZmUuXLkGtVutNE+Ti4oLg4GBkZWVVmdjxinKyFjzHjoiIbMajqYA8PDz0yp80TRDw6xXlhYWFuiU/P79O4ySqKY7YERERPYVSqYRSqbR0GERPxRE7IiKyGY+mAiooKNArf9I0QUTWhIkdERHZDD8/P3h6eupNE1RUVISDBw9ymiCSBR6KJSIiWSkpKcGFCxd0jy9duoTjx4/Dzc0NLVu2xIwZM7Bo0SK0bdtWN92Jt7c3wsPDLRc0kYkwsSMiq8MpG+hJjhw5gkGDBukeP7qNXkREBFJSUjB79myUlpZi6tSpuHfvHvr164f09HTOYUeywMSOiIhkZeDAgRBCVLleoVBgwYIFWLBggRmjIjIPnmNHREREJBOSSOw++OADKBQKvaVDhw6WDouIiIjIqkjmUKy/vz9++OEH3WMHB8mERkRERFbK1u6KJJnsycHBodpzCMnlnn1EREREpiSJQ7EAcP78eXh7e6N169YYN24crl69WmXdhIQEuLi46BYfHx8zRkpEREQkTZJI7IKDg5GSkoL09HSsWbMGly5dwrPPPovi4mKD9XnPPiIiIqLKJHEodtiwYbr/d+7cGcHBwWjVqhW++uorTJ48uVJ93rOPiIiIqDJJjNg9ztXVFe3atdObOZyIiIiInkySiV1JSQny8vLg5eVl6VCIiIiIrIYkErt3330Xe/fuxeXLl7F//368/PLLsLe3x9ixYy0dGhEREZHVkMQ5dteuXcPYsWNx584dNGvWDP369cOBAwfQrFkzS4dGtWRr8wcRERFZkiQSu9TUVEuHQERERGT1JJHY2QpDo1dEREREpiKJc+yIiIiIqPaY2BERERHJBA/FEhERkU2R84V9TOyIiCRIzl88RFR3mNgREVmJx5M9Jnr0JLxgzzbxHDsiIiIimWBiR0RERCQTPBRLJFEJCQnYsmULzp49CycnJ/Tp0wdLlixB+/btdXXKysrwl7/8BampqdBoNAgLC8Pq1avh4eFhwchNi4eTiMgc5HJeK0fsiCRq7969iIyMxIEDB7B7926Ul5djyJAhKC0t1dWZOXMmvv32W2zevBl79+7FjRs3MGrUKAtGTURElsQROyKJSk9P13uckpICd3d3ZGdno3///igsLMSnn36KTZs24bnnngMAbNiwAR07dsSBAwfQu3fvSvvUaDTQaDS6x0VFRXXbCCIiMiuO2BFZicLCQgCAm5sbACA7Oxvl5eUIDQ3V1enQoQNatmyJrKwsg/tISEiAi4uLbvHx8an7wIkk6IMPPoBCodBbOnToYOmwiGqNiR2RFdBqtZgxYwb69u2LgIAAAIBarYajoyNcXV316np4eECtVhvcT2xsLAoLC3VLfn5+XYdOJFn+/v74+eefdcuPP/5o6ZCIao2HYusIT/gmU4qMjMTp06dr/cWjVCqhVCpNFFXdYN8hc3FwcICnp2e16vI0BrIWTOyIJC4qKgo7duzAvn370KJFC125p6cnHjx4gHv37umN2hUUFFT7y4rIlp0/fx7e3t5QqVQICQlBQkICWrZsabBuQkIC5s+fb+YIjcMfRQTwUCyRZAkhEBUVha1bt+L//u//4Ofnp7e+e/fuqFevHjIyMnRlubm5uHr1KkJCQswdLpFVCQ4ORkpKCtLT07FmzRpcunQJzz77LIqLiw3W52kMZC04YkckUZGRkdi0aRO2bduGRo0a6c6bc3FxgZOTE1xcXDB58mRER0fDzc0Nzs7OmDZtGkJCQgxeEUtEvxk2bJju/507d0ZwcDBatWqFr776CpMnT65U3xpOYyACmNgRSdaaNWsAAAMHDtQr37BhAyZOnAgA+Otf/wo7OzuMHj1ab4JiIjKOq6sr2rVrhwsXLlg6FKJaYWJHJFFCiKfWUalUSEpKQlJSkhkiIpKvkpIS5OXlYfz48ZYOhahWeI4dERHZnHfffRd79+7F5cuXsX//frz88suwt7fH2LFjLR0aUa1wxI6IiGzOtWvXMHbsWNy5cwfNmjVDv379cODAATRr1szSoRHVChM7IiKyOampqZYOgahOMLEjs3t8rqXLi4dbKBIiIiJ54Tl2RERERDLBxI6IiIhIJpjYEREREckEz7EjIrJShu4NynNWbQPvC0tVYWJnAuxgREREJAVM7MjiOOpAZDrsT0S2jefYEREREckEEzsiIiIimeChWCIiIgnjedxkDCZ2JEk8T8g28AuLiKTMGu+UxEOxRERERDLBxI6IiIhIJngo1kg8dERERERSxcSOiIiIqBqs4fxvHoolIiIikgkmdkREREQywUOxREQyZ41TNhBZC6kdnmVi9xS8WIKIiIisBRM7IqoTHCUiIjI/JnZkNaQ23E3G4ei3dLAvSRf7CdUWL54gIiIikgmO2BGRUTiiIE8cxSMyHUueiiKpEbukpCT4+vpCpVIhODgYhw4dsnRIRFaBfYfqgm/MzkqL3Jiz79jC80mWJ5kRuy+//BLR0dFITk5GcHAwEhMTERYWhtzcXLi7u5slBnYy68MT9KXRd4iskRT6Dr93yNQUQghh6SAAIDg4GD179sSqVasAAFqtFj4+Ppg2bRpiYmKeuG1RURFcXFxQWFgIZ2fnav09diZ5MpTYmfoQU03eb3WJfYfMiX3nV09rC/sJ/V5tBx2M6TuSGLF78OABsrOzERsbqyuzs7NDaGgosrKyKtXXaDTQaDS6x4WFhQB+bXhVAuK/M2HEJFUtZ242Wb3T88MMlj96n0nhN1Fd9x32G3rc4+8VQ+8R9h1Aq7lv4ojJmlX3u8kUfUcSid3t27dRUVEBDw8PvXIPDw+cPXu2Uv2EhATMnz+/UrmPj0+dxUi2xyXxyeuLi4vh4uJilliqwr5D5va0flGdOuw7RIaZou9IIrEzVmxsLKKjo3WPtVot7t69iyZNmkChUFgkpqKiIvj4+CA/P18ShxikQK7PiRACxcXF8Pb2tnQoRpNi3zEVub7fzMUcz58t9B1bfR+y3XXbbmP6jiQSu6ZNm8Le3h4FBQV65QUFBfD09KxUX6lUQqlU6pW5urrWZYjV5uzsbFNv6uqQ43Ni6dGGR+TUd0xFju83c6rr589W+o6tvg/Z7rpT3b4jielOHB0d0b17d2RkZOjKtFotMjIyEBISYsHIiKSNfYeoZth3SK4kMWIHANHR0YiIiECPHj3Qq1cvJCYmorS0FJMmTbJ0aESSxr5DVDPsOyRHkknsxowZg1u3bmHevHlQq9UICgpCenp6pRNbpUqpVCI+Pr7SUL0t43NiHtbed0yF77fascXnry76ji0+jwDbLaV2S2YeOyIiIiKqHUmcY0dEREREtcfEjoiIiEgmmNgRERERyQQTOyIiIiKZYGJXA4sXL4ZCocCMGTOeWC8xMRHt27eHk5MTfHx8MHPmTJSVlZknSDOrznNSXl6OBQsWoE2bNlCpVOjSpQvS09PNFyRZnaSkJPj6+kKlUiE4OBiHDh2qsu6WLVvQo0cPuLq6okGDBggKCsI///nPSvVycnIwYsQIuLi4oEGDBujZsyeuXr1al82wCFM/dyUlJYiKikKLFi3g5OSETp06ITk5ua6bIQnGPJfr1q3Ds88+i8aNG6Nx48YIDQ2tVF8IgXnz5sHLywtOTk4IDQ3F+fPn67oZRjN1uydOnAiFQqG3DB06tK6bYTRT9x2zv96CjHLo0CHh6+srOnfuLKZPn15lvc8//1wolUrx+eefi0uXLonvvvtOeHl5iZkzZ5ovWDOp7nMye/Zs4e3tLXbu3Cny8vLE6tWrhUqlEkePHjVfsGQ1UlNThaOjo1i/fr3473//K6ZMmSJcXV1FQUGBwfp79uwRW7ZsEWfOnBEXLlwQiYmJwt7eXqSnp+vqXLhwQbi5uYlZs2aJo0ePigsXLoht27ZVuU9rVRfP3ZQpU0SbNm3Enj17xKVLl8Tf//53YW9vL7Zt22auZlmEsc/lG2+8IZKSksSxY8dETk6OmDhxonBxcRHXrl3T1Vm8eLFwcXERaWlp4sSJE2LEiBHCz89P/PLLL+Zq1lPVRbsjIiLE0KFDxc8//6xb7t69a64mVUtd9B1zv95M7IxQXFws2rZtK3bv3i0GDBjwxCQmMjJSPPfcc3pl0dHRom/fvnUcpXkZ85x4eXmJVatW6ZWNGjVKjBs3ro6jJGvUq1cvERkZqXtcUVEhvL29RUJCQrX30bVrVzF37lzd4zFjxog//OEPJo1TiuriufP39xcLFizQq9OtWzfx/vvv1z5gCavtc/nw4UPRqFEjsXHjRiGEEFqtVnh6eoqPP/5YV+fevXtCqVSKL774wrTB14Kp2y3Er4ndyJEjTR2qSZm671ji9eahWCNERkZi+PDhCA0NfWrdPn36IDs7WzeEe/HiRezatQsvvPBCXYdpVsY8JxqNBiqVSq/MyckJP/74Y12FR1bqwYMHyM7O1ntf2dnZITQ0FFlZWU/dXgiBjIwM5Obmon///gB+vV3Uzp070a5dO4SFhcHd3R3BwcFIS0urq2ZYRF08d8Cvn2nbt2/H9evXIYTAnj17cO7cOQwZMqRO2iEFtX0uAeD+/fsoLy+Hm5sbAODSpUtQq9V6+3RxcUFwcHC191nX6qLdj2RmZsLd3R3t27fH22+/jTt37pg09tqoi75jiddbMneekLrU1FQcPXoUhw8frlb9N954A7dv30a/fv0ghMDDhw/x1ltvYc6cOXUcqfkY+5yEhYVhxYoV6N+/P9q0aYOMjAxs2bIFFRUVdRwpWZvbt2+joqKi0h0APDw8cPbs2Sq3KywsRPPmzaHRaGBvb4/Vq1fj+eefBwDcvHkTJSUlWLx4MRYtWoQlS5YgPT0do0aNwp49ezBgwIA6bZO51MVzBwArV67E1KlT0aJFCzg4OMDOzg7r1q3TS/7kpqbP5e+999578Pb21n2xq9Vq3T4e3+ejdZZWF+0GgKFDh2LUqFHw8/NDXl4e5syZg2HDhiErKwv29vYmbUNN1EXfscTrzcSuGvLz8zF9+nTs3r270ohTVTIzM/HRRx9h9erVCA4OxoULFzB9+nQsXLgQcXFxdRxx3avJc/K3v/0NU6ZMQYcOHaBQKNCmTRtMmjQJ69evr+NoyVY0atQIx48fR0lJCTIyMhAdHY3WrVtj4MCB0Gq1AICRI0di5syZAICgoCDs378fycnJsknsaupJzx3wa2J34MABbN++Ha1atcK+ffsQGRlZ6cubfrN48WKkpqYiMzOz2p+TclBVu19//XXd/wMDA9G5c2e0adMGmZmZGDx4sCVCNYmn9R1zY2JXDdnZ2bh58ya6deumK6uoqMC+ffuwatUqXZb+e3FxcRg/fjz+9Kc/Afj1TVxaWoqpU6fi/fffh52ddR8Fr8lz0qxZM6SlpaGsrAx37tyBt7c3YmJi0Lp1a3OHTxLXtGlT2Nvbo6CgQK+8oKAAnp6eVW5nZ2eHZ555BsCvSVtOTg4SEhIwcOBANG3aFA4ODujUqZPeNh07dpTV6QB18dz98ssvmDNnDrZu3Yrhw4cDADp37ozjx49j2bJlsk3savpcAsCyZcuwePFi/PDDD+jcubOu/NF2BQUF8PLy0ttnUFCQ6YKvhbpotyGtW7dG06ZNceHCBUkkdnXRdyzxelt3dmEmgwcPxqlTp3D8+HHd0qNHD4wbNw7Hjx83OIR8//79Ssnbo3pCBrfnrclz8ohKpULz5s3x8OFDfPPNNxg5cqQZIydr4OjoiO7duyMjI0NXptVqkZGRgZCQkGrvR6vVQqPR6PbZs2dP5Obm6tU5d+4cWrVqZZrAJaAunrvy8nKUl5cb/Ex7NBIqRzV9LpcuXYqFCxciPT0dPXr00Fvn5+cHT09PvX0WFRXh4MGDRr0+daku2m3ItWvXcOfOHb2Ex5Lqou9Y5PWuk0sybMDjV4COHz9exMTE6B7Hx8eLRo0aiS+++EJcvHhRfP/996JNmzbitddes0C05vG05+TAgQPim2++EXl5eWLfvn3iueeeE35+fuJ///uf+YMlyUtNTRVKpVKkpKSIM2fOiKlTpwpXV1ehVquFEJXfXx999JH4/vvvRV5enjhz5oxYtmyZcHBwEOvWrdPV2bJli6hXr55Yu3atOH/+vFi5cqWwt7cX//nPf8zevrpUF8/dgAEDhL+/v9izZ4+4ePGi2LBhg1CpVGL16tVmb585GftcLl68WDg6Ooqvv/5ab1qP4uJivTqurq5i27Zt4uTJk2LkyJGSnO7ElO0uLi4W7777rsjKyhKXLl0SP/zwg+jWrZto27atKCsrs0gbDamLvmPu15uJXQ09nsQMGDBARERE6B6Xl5eLDz74QLRp00aoVCrh4+Mj/vznP8s6iXnac5KZmSk6duwolEqlaNKkiRg/fry4fv26+QMlq7Fy5UrRsmVL4ejoKHr16iUOHDigW/f4++v9998XzzzzjFCpVKJx48YiJCREpKamVtrnp59+qqvXpUsXkZaWZo6mmJ2pn7uff/5ZTJw4UXh7ewuVSiXat28vli9fLrRarbmaZDHGPJetWrUSACot8fHxujparVbExcUJDw8PoVQqxeDBg0Vubq4ZW1Q9pmz3/fv3xZAhQ0SzZs1EvXr1RKtWrcSUKVN0CZOUmLrvmPv1Vgghg+OCRERERMRz7IiIiIjkgokdERERkUwwsSMiIiKSCSZ2RERERDLBxI6IiIhIJpjYEREREckEEzsiIiIimWBiR0RERCQTTOyIiIiIZIKJHREREZFMMLEjIiIikgkmdkREREQywcSOiIiISCaY2BERERHJBBM7IiIiIplgYkdEREQkE0zsiIiIiGSCiR0RERGRTDCxIyIiIpIJJnY2RgiBBQsW4D//+Y+lQyEiIiITY2JnY86dO4f4+Hj8/PPPlg6FiIiITIyJnY3Jzs4GAHTr1s3CkRAREZGpKYQQwtJBkHn06tULhw8f1itzcXHBvXv3LBMQkcQ9//zzuHTpEi5cuFBpXY8ePWBvb4+DBw9aIDIiIsMcLB0Amc97772HDz74ABqNBvPmzQMAuLq6WjYoIgnz9/fHnj17oNFooFQqdeVpaWnIzs7G999/b8HoiIgq44idjWnVqhWee+45bNiwwdKhEEneunXrMHXqVJw6dQoBAQEAfr0AKSgoCI0bN0ZmZqZlAyQiegxH7GxIYWEhrl69is6dO1s6FCKr4O/vDwA4e/asLrHbvHkzTp48ySvLiUiSePGEDTl58iQAVErsLl++DIVCgYYNG6J+/fpo27Ytdu3aZYkQiSTl94kdAGi1WnzwwQcICwtDv379AAC3bt3C8OHD0aBBA7Rv3x4ZGRkWi5eIiImdDXmU2HXp0kWv/MSJEwgICEBJSQnu37+PiIgIvP3225YIkUhSXFxc4O3trUvsNm3ahJycHCxatEhXJzIyEp6enrh16xY+/vhjvPbaa7h7966lQiYiG8fEzoacPHkSXl5eaNq0qV75iRMn0KNHD93jnj17ory83NzhEUmSv78/zp49i4qKCixYsADh4eG6/lJSUoK0tDTMnz8f9evXx4gRIxAYGIht27ZZOGoislVM7GzI1atX0aJFi0rlv0/sbty4gSVLluDll182d3hEkuTv74/c3Fxs3LgReXl5WLhwoW7d+fPn0bBhQ71+FRgYiP/+97+WCJWIiImdLfHz88OJEyewdOlS/Otf/9JNVnzixAnExMTAzc0NgwYNQu/evbFs2TILR0skDf7+/igpKUFMTAzGjBmju4gC+HXEztnZWa++s7MzSkpKzB0mEREAXhVrU+bOnYuLFy9i4cKFKCkpwSeffIL27dvj8uXLKCwsRIMGDSwdIpHkPLqA4u7du5g/f77euoYNG6KoqEivrKioCA0bNjRbfEREv8fEzoZ4e3sjPT1dr2z//v1o0aIFkzqiKoSEhKCq6T7btm2LkpISXL9+Hc2bNwcAnD59GhMmTDBniEREOjwUa+NOnDiBTp06WToMIqvUsGFDjBw5EvHx8fjll1+wY8cOnDx5EiNHjrR0aERkozhiZ+OY2BHVzurVqxEREYEmTZqgRYsW+PLLL+Hm5mbpsIjIRvGWYkREREQywUOxRERERDLBxI6IiIhIJpjYEREREcmELC6e0Gq1uHHjBho1agSFQmHpcEjmhBAoLi6Gt7c37Oys+7cR+w6Zk5z6DpFUySKxu3HjBnx8fCwdBtmY/Px8g7dosybsO2QJcug7RFIli8SuUaNGAH79sHj89j5EplZUVAQfHx/d+86ase+QOcmp7xBJlSwSu0eHkJydnfnlRGYjh0OX7DtkCXLoO0RSxZMciIiIiGSCiR0RERGRTDCxIyIiIpIJJnZEREREMsHEjoiIiEgmZHFVLNWcb8zOSmWXFw+3QCRElmGoDxjCfkFE1oAjdkREREQywRE7IqJqeHxkjyN4RCRFHLEjIiIikgmO2NmY6p5PRERERNaHI3ZEREREMsHEjoiIiEgmmNgRERERyQQTOyIiIiKZYGJHREREJBNM7IiIiIhkgokdERERkUxwHjsiIhPhvZeJyNJqNGKXlJQEX19fqFQqBAcH49ChQ1XW/e9//4vRo0fD19cXCoUCiYmJtd4nVY9vzM5KCxEREcmX0SN2X375JaKjo5GcnIzg4GAkJiYiLCwMubm5cHd3r1T//v37aN26NV599VXMnDnTJPukusVRByIiIutk9IjdihUrMGXKFEyaNAmdOnVCcnIy6tevj/Xr1xus37NnT3z88cd4/fXXoVQqTbJPjUaDoqIivYVIDowduU5MTET79u3h5OQEHx8fzJw5E2VlZWaKloiIpMaoEbsHDx4gOzsbsbGxujI7OzuEhoYiKyurRgHUZJ8JCQmYP39+jf4ekVQZO3K9adMmxMTEYP369ejTpw/OnTuHiRMnQqFQYMWKFRZogW3hqQ1EJEVGjdjdvn0bFRUV8PDw0Cv38PCAWq2uUQA12WdsbCwKCwt1S35+fo3+NpGUGDtyvX//fvTt2xdvvPEGfH19MWTIEIwdO5bnpxIR2TCrnO5EqVTC2dlZbyGyZo9GrkNDQ3VlTxu57tOnD7Kzs3WJ3MWLF7Fr1y688MILVf4dnsZARCRvRh2Kbdq0Kezt7VFQUKBXXlBQAE9PzxoFUBf7JLI2Txq5Pnv2rMFt3njjDdy+fRv9+vWDEAIPHz7EW2+9hTlz5lT5d2z9NAYePiUiuTNqxM7R0RHdu3dHRkaGrkyr1SIjIwMhISE1CqAu9klkCzIzM/HRRx9h9erVOHr0KLZs2YKdO3di4cKFVW7D0xiIiOTN6OlOoqOjERERgR49eqBXr15ITExEaWkpJk2aBACYMGECmjdvjoSEBAC/HmI6c+aM7v/Xr1/H8ePH0bBhQzzzzDPV2ieR3NVk5DouLg7jx4/Hn/70JwBAYGAgSktLMXXqVLz//vuws6v8u02pVFZ5dToREVk/oxO7MWPG4NatW5g3bx7UajWCgoKQnp6uO4R09epVvS+UGzduoGvXrrrHy5Ytw7JlyzBgwABkZmZWa59Ecvf7kevw8HAAv41cR0VFGdzm/v37lZI3e3t7AIAQok7jJSIiaarRLcWioqKq/LJ5lKw94uvrW60vmSftk8gWGDsa/tJLL2HFihXo2rUrgoODceHCBcTFxeGll17SJXhERGRbeK9YIokwdjR87ty5UCgUmDt3Lq5fv45mzZrhpZdewocffmipJhARkYUphAyO2RQVFcHFxQWFhYWc+uR3THkFIG8p9hs5vd/k1JbqsMRVsew7v7G19xuRJVjlPHZEREREVBkTOyIiIiKZYGJHREREJBNM7IiIiIhkgokdERERkUwwsSMiIiKSCSZ2RERERDLBCYqJSLYsMW8dEZElccSOiIiISCaY2BERERHJBBM7IiIiIplgYkdEREQkE7x4wko9flI4bzROREREHLEjIiIikgkmdkREREQywcSOiIiISCZqlNglJSXB19cXKpUKwcHBOHTo0BPrb968GR06dIBKpUJgYCB27dqlt76kpARRUVFo0aIFnJyc0KlTJyQnJ9ckNCIiIiKbZXRi9+WXXyI6Ohrx8fE4evQounTpgrCwMNy8edNg/f3792Ps2LGYPHkyjh07hvDwcISHh+P06dO6OtHR0UhPT8e//vUv5OTkYMaMGYiKisL27dtr3jIiIiIiG6MQQghjNggODkbPnj2xatUqAIBWq4WPjw+mTZuGmJiYSvXHjBmD0tJS7NixQ1fWu3dvBAUF6UblAgICMGbMGMTFxenqdO/eHcOGDcOiRYsq7VOj0UCj0egeFxUVwcfHB4WFhXB2djamOVbL3LdK4lW3vykqKoKLi4ss3m9yaoshUrilGPvOb+T+fiOSAqNG7B48eIDs7GyEhob+tgM7O4SGhiIrK8vgNllZWXr1ASAsLEyvfp8+fbB9+3Zcv34dQgjs2bMH586dw5AhQwzuMyEhAS4uLrrFx8fHmGYQERERyZJRid3t27dRUVEBDw8PvXIPDw+o1WqD26jV6qfWX7lyJTp16oQWLVrA0dERQ4cORVJSEvr3729wn7GxsSgsLNQt+fn5xjSDiIiISJYkMUHxypUrceDAAWzfvh2tWrXCvn37EBkZCW9v70qjfQCgVCqhVCotEKntMnRIi4eYiIiIpMWoxK5p06awt7dHQUGBXnlBQQE8PT0NbuPp6fnE+r/88gvmzJmDrVu3YvjwXxOFzp074/jx41i2bJnBxI6IiIiIKjPqUKyjoyO6d++OjIwMXZlWq0VGRgZCQkIMbhMSEqJXHwB2796tq19eXo7y8nLY2emHYm9vD61Wa0x4RERERDbN6EOx0dHRiIiIQI8ePdCrVy8kJiaitLQUkyZNAgBMmDABzZs3R0JCAgBg+vTpGDBgAJYvX47hw4cjNTUVR44cwdq1awEAzs7OGDBgAGbNmgUnJye0atUKe/fuxWeffYYVK1aYsKlkarxfLRERkbQYPY/dmDFjsGzZMsybNw9BQUE4fvw40tPTdRdIXL16FT///LOufp8+fbBp0yasXbsWXbp0wddff420tDQEBATo6qSmpqJnz54YN24cOnXqhMWLF+PDDz/EW2+9ZYImElkPYyf/vnfvHiIjI+Hl5QWlUol27dpVmgCciIhsR40unoiKikJUVJTBdZmZmZXKXn31Vbz66qtV7s/T0xMbNmyoSShEsvFo8u/k5GQEBwcjMTERYWFhyM3Nhbu7e6X6Dx48wPPPPw93d3d8/fXXaN68Oa5cuQJXV1fzB09ERJIgiatiiQhYsWIFpkyZojutITk5GTt37sT69esNTv69fv163L17F/v370e9evUAAL6+vk/8G4Ym9yYiIvmo0b1iici0ajL59/bt2xESEoLIyEh4eHggICAAH330ESoqKqr8O5zcm4hI3pjYEUlATSb/vnjxIr7++mtUVFRg165diIuLw/Llyw3ehu8RTu5NRCRvPBRLZKW0Wi3c3d2xdu1a2Nvbo3v37rh+/To+/vhjxMfHG9yGk3sTEckbEzsiCajJ5N9eXl6oV68e7O3tdWUdO3aEWq3GgwcP4OjoWKcxExGR9PBQLJEE1GTy7759++LChQt6E3mfO3cOXl5eTOokxDdmp95CRFSXmNgRSUR0dDTWrVuHjRs3IicnB2+//Xalyb9jY2N19d9++23cvXsX06dPx7lz57Bz50589NFHiIyMtFQTiIjIwngolkgixowZg1u3bmHevHlQq9UICgqqNPn372+95+Pjg++++w4zZ85E586d0bx5c0yfPh3vvfeepZpAREQWxsSOSEKMnfw7JCQEBw4cqOOoiIjIWjCxkxhD5+DwHqxERERUHTzHjoiIiEgmmNgRERERyQQTOyIiIiKZYGJHREREJBNM7IiIiIhkgokdERERkUxwuhMisjqcFoiIyDCO2BERERHJRI0Su6SkJPj6+kKlUiE4OBiHDh16Yv3NmzejQ4cOUKlUCAwMxK5duyrVycnJwYgRI+Di4oIGDRqgZ8+euHr1ak3CIyIb5Buzs9JCRGRrjE7svvzyS0RHRyM+Ph5Hjx5Fly5dEBYWhps3bxqsv3//fowdOxaTJ0/GsWPHEB4ejvDwcJw+fVpXJy8vD/369UOHDh2QmZmJkydPIi4uDiqVquYtIyIiIrIxRid2K1aswJQpUzBp0iR06tQJycnJqF+/PtavX2+w/t/+9jcMHToUs2bNQseOHbFw4UJ069YNq1at0tV5//338cILL2Dp0qXo2rUr2rRpgxEjRsDd3b3mLSMiIiKyMUYldg8ePEB2djZCQ0N/24GdHUJDQ5GVlWVwm6ysLL36ABAWFqarr9VqsXPnTrRr1w5hYWFwd3dHcHAw0tLSqoxDo9GgqKhIbyEiIiKydUZdFXv79m1UVFTAw8NDr9zDwwNnz541uI1arTZYX61WAwBu3ryJkpISLF68GIsWLcKSJUuQnp6OUaNGYc+ePRgwYEClfSYkJGD+/PnGhE5mwCsViYiILMviV8VqtVoAwMiRIzFz5kwEBQUhJiYGL774IpKTkw1uExsbi8LCQt2Sn59vzpCJiIiIJMmoEbumTZvC3t4eBQUFeuUFBQXw9PQ0uI2np+cT6zdt2hQODg7o1KmTXp2OHTvixx9/NLhPpVIJpVJpTOhWjVf3ERERUXUYNWLn6OiI7t27IyMjQ1em1WqRkZGBkJAQg9uEhITo1QeA3bt36+o7OjqiZ8+eyM3N1atz7tw5tGrVypjwiIiIiGya0XeeiI6ORkREBHr06IFevXohMTERpaWlmDRpEgBgwoQJaN68ORISEgAA06dPx4ABA7B8+XIMHz4cqampOHLkCNauXavb56xZszBmzBj0798fgwYNQnp6Or799ltkZmaappVERERENsDoxG7MmDG4desW5s2bB7VajaCgIKSnp+sukLh69Srs7H4bCOzTpw82bdqEuXPnYs6cOWjbti3S0tIQEBCgq/Pyyy8jOTkZCQkJeOedd9C+fXt888036NevnwmaSERERGQbFEIIYekgaquoqAguLi4oLCyEs7OzpcOpFbmdTyfHq2Ll9H6z1rZYcz+RY5+oLmt9vxFZE6NH7IiMwSlQiIiIzMfi050QERERkWkwsSMiIiKSCSZ2RERERDLBxI6IiIhIJpjYEUlMUlISfH19oVKpEBwcjEOHDlVru9TUVCgUCoSHh9dtgFQrvjE7Ky1ERKbCxI5IQr788ktER0cjPj4eR48eRZcuXRAWFoabN28+cbvLly/j3XffxbPPPmumSImISIqY2BFJyIoVKzBlyhRMmjQJnTp1QnJyMurXr4/169dXuU1FRQXGjRuH+fPno3Xr1k/cv0ajQVFRkd5CRETywcSOSCIePHiA7OxshIaG6srs7OwQGhqKrKysKrdbsGAB3N3dMXny5Kf+jYSEBLi4uOgWHx8fk8RORETSwMSOSCJu376NiooK3e35HvHw8IBarTa4zY8//ohPP/0U69atq9bfiI2NRWFhoW7Jz8+vddxERCQdvPMEkZUqLi7G+PHjsW7dOjRt2rRa2yiVSiiVyjqOjIiILIWJHZFENG3aFPb29igoKNArLygogKenZ6X6eXl5uHz5Ml566SVdmVarBQA4ODggNzcXbdq0qdugiYhIUngolkgiHB0d0b17d2RkZOjKtFotMjIyEBISUql+hw4dcOrUKRw/fly3jBgxAoMGDcLx48d5/hwRkQ3iiB2RhERHRyMiIgI9evRAr169kJiYiNLSUkyaNAkAMGHCBDRv3hwJCQlQqVQICAjQ297V1RUAKpVbM87zRkRUfUzsiCRkzJgxuHXrFubNmwe1Wo2goCCkp6frLqi4evUq7Ow40E5ERIYxsSOSmKioKERFRRlcl5mZ+cRtU1JSTB8QERFZDf70JyIiIpIJJnZEREREMlGjxM7Ym5Rv3rwZHTp0gEqlQmBgIHbt2lVl3bfeegsKhQKJiYk1CY2IiIjIZhmd2Bl7k/L9+/dj7NixmDx5Mo4dO4bw8HCEh4fj9OnTlepu3boVBw4cgLe3t/EtIavhG7NTbyEiIiLTMDqxM/Ym5X/7298wdOhQzJo1Cx07dsTChQvRrVs3rFq1Sq/e9evXMW3aNHz++eeoV69ezVpDREREZMOMuir20U3KY2NjdWVPu0l5VlYWoqOj9crCwsKQlpame6zVajF+/HjMmjUL/v7+T41Do9FAo9HoHhcVFRnTDMngaBURERGZklEjdjW5SblarX5q/SVLlsDBwQHvvPNOteJISEiAi4uLbuEM+0REREQSuCo2Ozsbf/vb35CSkgKFQlGtbWJjY1FYWKhb8vPz6zhKIiIiIukzKrEz9iblAODp6fnE+v/5z39w8+ZNtGzZEg4ODnBwcMCVK1fwl7/8Bb6+vgb3qVQq4ezsrLcQERER2TqjzrH7/U3Kw8PDAfx2k/KqZsoPCQlBRkYGZsyYoSvbvXu37qbm48ePR2hoqN42YWFhGD9+vO7+mEREcmbofNvLi4dbIBIisnZG31LMmJuUA8D06dMxYMAALF++HMOHD0dqaiqOHDmCtWvXAgCaNGmCJk2a6P2NevXqwdPTE+3bt69t+4iIiIhshtGJnbE3Ke/Tpw82bdqEuXPnYs6cOWjbti3S0tIQEBBgulYQERERkfGJHWD8TcpfffVVvPrqq9Xe/+XLl2sSFhEREZFNs/hVsURERERkGkzsiIiIiGSCiR0RERGRTDCxIyIiIpKJGl08QTXDe8MSERFRXeKIHREREZFMMLEjIiIikgkmdkREREQywcSOiIiISCZ48QRZHG+ATkREZBpM7IiIJIg/eIioJngoloiIiEgmmNgRSUxSUhJ8fX2hUqkQHByMQ4cOVVl33bp1ePbZZ9G4cWM0btwYoaGhT6xPRETyxsSOSEK+/PJLREdHIz4+HkePHkWXLl0QFhaGmzdvGqyfmZmJsWPHYs+ePcjKyoKPjw+GDBmC69evmzlyIiKSAiZ2RBKyYsUKTJkyBZMmTUKnTp2QnJyM+vXrY/369Qbrf/755/jzn/+MoKAgdOjQAf/4xz+g1WqRkZFhsL5Go0FRUZHeQkRE8sGLJ0iSbPHE8QcPHiA7OxuxsbG6Mjs7O4SGhiIrK6ta+7h//z7Ky8vh5uZmcH1CQgLmz59vknjrCm+9R0RUcxyxI5KI27dvo6KiAh4eHnrlHh4eUKvV1drHe++9B29vb4SGhhpcHxsbi8LCQt2Sn59f67iJiEg6OGJHJBOLFy9GamoqMjMzoVKpDNZRKpVQKpVmjoyIiMyFiR2RRDRt2hT29vYoKCjQKy8oKICnp+cTt122bBkWL16MH374AZ07d67LMImISMJqdCjWmOkYAGDz5s3o0KEDVCoVAgMDsWvXLt268vJyvPfeewgMDESDBg3g7e2NCRMm4MaNGzUJjchqOTo6onv37noXPjy6ECIkJKTK7ZYuXYqFCxciPT0dPXr0MEeoREQkUUYndsZOx7B//36MHTsWkydPxrFjxxAeHo7w8HCcPn0awK8nex89ehRxcXE4evQotmzZgtzcXIwYMaJ2LSOyQtHR0Vi3bh02btyInJwcvP322ygtLcWkSZMAABMmTNC7uGLJkiWIi4vD+vXr4evrC7VaDbVajZKSEks1gYiILEghhBDGbBAcHIyePXti1apVAH4dUfDx8cG0adMQExNTqf6YMWNQWlqKHTt26Mp69+6NoKAgJCcnG/wbhw8fRq9evXDlyhW0bNmy0nqNRgONRqN7XFRUBB8fHxQWFsLZ2dmY5pgVr/arHalcFVtUVAQXF5c6e7+tWrUKH3/8MdRqNYKCgvDJJ58gODgYADBw4ED4+voiJSUFAODr64srV65U2kd8fDw++OCDp/6tum5LTbCfVE0qfaCmpPh+I5Ibo86xq8l0DFlZWYiOjtYrCwsLQ1paWpV/p7CwEAqFAq6urgbXW8OUDUQ1FRUVhaioKIPrMjMz9R5fvny57gMiyXg86bX2RI+ITM+oxO5J0zGcPXvW4DZqtdqo6RvKysrw3nvvYezYsVX+oouNjdVLFh+N2JG82eLcdnLH0TkiItOS1FWx5eXleO211yCEwJo1a6qsZw1TNvALi4iIiMzNqMSuJtMxeHp6Vqv+o6TuypUr+L//+z+ef0FERERkJKOuiq3JdAwhISGV7lu5e/duvfqPkrrz58/jhx9+QJMmTYwJi4iIiIhQg0Ox0dHRiIiIQI8ePdCrVy8kJiZWmo6hefPmSEhIAABMnz4dAwYMwPLlyzF8+HCkpqbiyJEjWLt2LYBfk7pXXnkFR48exY4dO1BRUaE7/87NzQ2Ojo6maisRERGRrBmd2I0ZMwa3bt3CvHnzdNMxpKen6y6QuHr1KuzsfhsI7NOnDzZt2oS5c+dizpw5aNu2LdLS0hAQEAAAuH79OrZv3w4ACAoK0vtbe/bswcCBA2vYNCIiIiLbYvQ8dlIkxbmRePGEeVjiqlgpvt9qypxtYZ8wPWu7KlxOfYdIqmp0SzEiIiIikh4mdkREREQyIal57IiMxZn4iYiIfsMROyIiIiKZ4IgdEZGV4m32iOhxHLEjIiIikgkmdkREREQywcSOiIiISCaY2BERERHJBC+eMBJPViYiIiKpYmJnArxVEhEREUkBD8USERERyQRH7EhWeKiciIhsGRO7p+BhViKyJvxxQ2TbeCiWiIiISCY4YkdEdYKj3dLx+GvBETwi+eKIHREREZFMcMSOiGqNo3NERNJQoxG7pKQk+Pr6QqVSITg4GIcOHXpi/c2bN6NDhw5QqVQIDAzErl279NYLITBv3jx4eXnByckJoaGhOH/+fE1CqxXfmJ2VFiJzM3X/MjX2E+vH15BIvoxO7L788ktER0cjPj4eR48eRZcuXRAWFoabN28arL9//36MHTsWkydPxrFjxxAeHo7w8HCcPn1aV2fp0qX45JNPkJycjIMHD6JBgwYICwtDWVlZzVtGZIXqon/VBhMAIiLrohBCCGM2CA4ORs+ePbFq1SoAgFarhY+PD6ZNm4aYmJhK9ceMGYPS0lLs2LFDV9a7d28EBQUhOTkZQgh4e3vjL3/5C959910AQGFhITw8PJCSkoLXX3+90j41Gg00Go3ucWFhIVq2bIn8/Hw4OzsbjDsg/jtjmkkyd3p+WKWyx98jhuoAQFFREXx8fHDv3j24uLiYNC5T96/HGdt32G9sW1V94PcMvUcs0XeI6P8TRtBoNMLe3l5s3bpVr3zChAlixIgRBrfx8fERf/3rX/XK5s2bJzp37iyEECIvL08AEMeOHdOr079/f/HOO+8Y3Gd8fLwAwIWLRZf8/Hxjus9T1UX/ehz7DhcpLKbuO0T0G6Munrh9+zYqKirg4eGhV+7h4YGzZ88a3EatVhusr1ardesflVVV53GxsbGIjo7WPdZqtbh79y6aNGkChUJhTJOe6tEvzCeNBsoF21o9QggUFxfD29vbpDHVRf96nDn7Tl2y1veqrcddV32HiH5jlVfFKpVKKJVKvTJXV9c6/ZvOzs5W9UFcG2zr01nrYSRL9J26ZK3vVVuO21r7DpG1MOriiaZNm8Le3h4FBQV65QUFBfD09DS4jaen5xPrP/rXmH0SyVFd9C8iIrItRiV2jo6O6N69OzIyMnRlWq0WGRkZCAkJMbhNSEiIXn0A2L17t66+n58fPD099eoUFRXh4MGDVe6TSI7qon8REZGNMfakvNTUVKFUKkVKSoo4c+aMmDp1qnB1dRVqtVoIIcT48eNFTEyMrv5PP/0kHBwcxLJly0ROTo6Ij48X9erVE6dOndLVWbx4sXB1dRXbtm0TJ0+eFCNHjhR+fn7il19+qfVJhLVVVlYm4uPjRVlZmaVDqXNsq+XVRf+SI6m+fk/DuImorhmd2AkhxMqVK0XLli2Fo6Oj6NWrlzhw4IBu3YABA0RERIRe/a+++kq0a9dOODo6Cn9/f7Fz50699VqtVsTFxQkPDw+hVCrF4MGDRW5ubk1CI7J6pu5fRERkO4yex46IiIiIpKlGtxQjIiIiIulhYkdEREQkE0zsiIiIiGSCiR0RERGRTDCx+50RI0agZcuWUKlU8PLywvjx43Hjxg29Ot999x169+6NRo0aoVmzZhg9ejQuX76sVyczMxPdunWDUqnEM888g5SUFPM1ohqe1s4PPvgACoWi0tKgQQO9/WzevBkdOnSASqVCYGAgdu3aZe6mPFV1XlMhBJYtW4Z27dpBqVSiefPm+PDDD/XqSP01tRWXL1/G5MmT4efnBycnJ7Rp0wbx8fF48OCBXr2vvvoKQUFBqF+/Plq1aoWPP/7YQhH/qrpxV+fzxZyqE3d1Py+IyEwsfFWupKxYsUJkZWWJy5cvi59++kmEhISIkJAQ3fqLFy8KpVIpYmNjxYULF0R2drbo37+/6Nq1q16d+vXri+joaHHmzBmxcuVKYW9vL9LT0y3RJIOe1s7i4mLx888/6y2dOnXSm2bjp59+Evb29mLp0qXizJkzYu7cuZKcP+1pbRVCiGnTpon27duLbdu2iYsXL4ojR46I77//XrfeGl5TW/Hvf/9bTJw4UXz33XciLy9PbNu2Tbi7u4u//OUvujq7du0SDg4OYs2aNSIvL0/s2LFDeHl5iZUrV0o67up8vkgx7up8XhCR+TCxe4Jt27YJhUIhHjx4IIQQYvPmzcLBwUFUVFTo6mzfvl2vzuzZs4W/v7/efsaMGSPCwsLMF7iRHm/n444fPy4AiH379unKXnvtNTF8+HC9esHBweLNN9+s01hr6/G2njlzRjg4OIizZ89WuY01vqa2ZOnSpcLPz0/3eOzYseKVV17Rq/PJJ5+IFi1aCK1Wa+7wqvR43NX5fJGCx+N+nKHPCyIyHx6KrcLdu3fx+eefo0+fPqhXrx4AoHv37rCzs8OGDRtQUVGBwsJC/POf/0RoaKiuTlZWFkJDQ/X2FRYWhqysLLO3oToMtfNx//jHP9CuXTs8++yzujJraydguK3ffvstWrdujR07dsDPzw++vr7405/+hLt37+q2s8a22pLCwkK4ubnpHms0GqhUKr06Tk5OuHbtGq5cuWLu8Kr0eNzV+XyRgsfjfpyhzwsiMh8mdo9577330KBBAzRp0gRXr17Ftm3bdOv8/Pzw/fffY86cOVAqlXB1dcW1a9fw1Vdf6eqo1Wp4eHjo7dPDwwNFRUX45ZdfzNaOp3lSO3+vrKwMn3/+OSZPnqxXXlU71Wp1ncVcU09q68WLF3HlyhVs3rwZn332GVJSUpCdnY1XXnlFV8daXlNbdOHCBaxcuRJvvvmmriwsLAxbtmxBRkYGtFotzp07h+XLlwMAfv75Z0uFqsdQ3NX5fLE0Q3H/XlWfF0RkPrJP7GJiYgye2Pv75ezZs7r6s2bNwrFjx/D999/D3t4eEyZMgPj/N+dQq9WYMmUKIiIicPjwYezduxeOjo545ZVXdHUsxZTt/L2tW7eiuLgYERER5mzOE5myrVqtFhqNBp999hmeffZZDBw4EJ9++in27NmD3NxcSzXR5hj7mgLA9evXMXToULz66quYMmWKrnzKlCmIiorCiy++CEdHR/Tu3Ruvv/46AMDOzrQfeaaM25yfL6aM+/ek+HlBZGtkf0uxW7du4c6dO0+s07p1azg6OlYqv3btGnx8fLB//36EhIQgLi4O6enpOHz4cKU6WVlZ6N27N/r3749u3bohMTFRV2fDhg2YMWMGCgsLTdaux5mynb83ePBgODs7Y+vWrXrlLVu2RHR0NGbMmKEri4+PR1paGk6cOFHzhlSDKdsaHx+Pjz76COXl5bo6v/zyC+rXr4/vv/8ezz//vMVeU1ti7Gt648YNDBw4EL1790ZKSorBhK2iogJqtRrNmjVDRkYGXnjhBdy8eRPNmjWTZNzV+XyRYty/V9XnBRGZj4OlA6hrzZo1q/EHuVarBfDrOTsAcP/+/UofaPb29np1Q0JCKk37sXv37koJk6mZsp2PXLp0CXv27MH27dsrbRMSEoKMjAy9xM4c7QRM29a+ffvi4cOHyMvLQ5s2bQAA586dAwC0atUKgOVeU1tizGt6/fp1DBo0CN27d8eGDRuqTDLs7e3RvHlzAMAXX3yBkJAQkyZ1gGnjrs7ni6nUxfP9pM8LIjIjC164ISkHDhwQK1euFMeOHROXL18WGRkZok+fPqJNmzairKxMCCFERkaGUCgUYv78+eLcuXMiOztbhIWFiVatWon79+8LIX6bGmPWrFkiJydHJCUlSWpqjOq085G5c+cKb29v8fDhw0r7+emnn4SDg4NYtmyZyMnJEfHx8ZKb7qQ6ba2oqBDdunUT/fv3F0ePHhVHjhwRwcHB4vnnn9ftR+qvqS25du2aeOaZZ8TgwYPFtWvX9KbYeOTWrVtizZo1IicnRxw7dky88847QqVSiYMHD0o67up8vkgx7kee9HlBRObDxO7/O3nypBg0aJBwc3MTSqVS+Pr6irfeektcu3ZNr94XX3whunbtKho0aCCaNWsmRowYIXJycvTq7NmzRwQFBQlHR0fRunVrsWHDBjO25Mmq286KigrRokULMWfOnCr39dVXX4l27doJR0dH4e/vL3bu3FnX4Rulum29fv26GDVqlGjYsKHw8PAQEydOFHfu3NGrI+XX1JZs2LBBADC4PHLr1i3Ru3dv0aBBA1G/fn0xePBgceDAAQtGXb24haje54s5VTfu6nxeEJF5yP4cOyIiIiJbIfurYomIiIhsBRM7IiIiIplgYkdEREQkE0zsiIiIiGSCiR0RERGRTDCxIyIiIpIJJnZEREREMsHEjoiIiEgmmNgRERERyQQTOyIiIiKZYGJHREREJBP/D7rv6mkl6zGBAAAAAElFTkSuQmCC",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 5 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(10,6))\n",
|
|
"\n",
|
|
"titles = (r'$M/MJ$', r'$e$', r'$\\omega$', r'$t_P$', r'$v_0$')\n",
|
|
"for i, title in enumerate(titles):\n",
|
|
" plt.subplot(2,3,i+1)\n",
|
|
" plt.title(title)\n",
|
|
" plt.plot(list(range(N)), x[:, i])\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"plt.clf()\n",
|
|
"t = np.linspace(tobs[0], tobs[-1], 1000)\n",
|
|
"plt.plot(t, rv(t,P, x[-1]), 'C0')\n",
|
|
"plt.plot(tobs, vobs, 'C1.')\n",
|
|
"plt.errorbar(tobs, vobs, eobs, fmt='none', ecolor='C1')\n",
|
|
"plt.ylabel(r'$v$')\n",
|
|
"plt.xlabel(r'$t$')\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# Reject the burn in phase\n",
|
|
"x1 = x[int(0.5*N):]\n",
|
|
"\n",
|
|
"plt.clf()\n",
|
|
"for i, title in enumerate(titles):\n",
|
|
" plt.subplot(2,3,i+1)\n",
|
|
" plt.title(title)\n",
|
|
" plt.hist(x1[:, i], density=True, bins=30)\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"id": "28916387",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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|
|
"text/plain": [
|
|
"<Figure size 1180x1180 with 25 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# https://corner.readthedocs.io/en/latest/\n",
|
|
"import corner\n",
|
|
"\n",
|
|
"figure = corner.corner(x1, \n",
|
|
" labels = [r'$M/M_J$', r'$e$', r'$\\omega$', r'$t_P$', r'$v_0$'], \n",
|
|
" show_titles=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "097d2f02",
|
|
"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": "3.11.5"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|