{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[Table of Contents](./table_of_contents.ipynb)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Particle Filters"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from __future__ import division, print_function\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#format the book\n",
"import book_format\n",
"book_format.set_style()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Motivation\n",
"\n",
"Here is our problem. We have moving objects that we want to track. Maybe the objects are fighter jets and missiles, or maybe we are tracking people playing cricket in a field. It doesn't really matter. Which of the filters that we have learned can handle this problem? Unfortunately, none of them are ideal. Let's think about the characteristics of this problem. \n",
"\n",
"* **multimodal**: We want to track zero, one, or more than one object simultaneously.\n",
"\n",
"* **occlusions**: One object can hide another, resulting in one measurement for multiple objects.\n",
"\n",
"* **nonlinear behavior**: Aircraft are buffeted by winds, balls move in parabolas, and people collide into each other.\n",
"\n",
"* **nonlinear measurements**: Radar gives us the distance to an object. Converting that to an (x,y,z) coordinate requires a square root, which is nonlinear.\n",
"\n",
"* **non-Gaussian noise:** as objects move across a background the computer vision can mistake part of the background for the object. \n",
"\n",
"* **continuous:** the object's position and velocity (i.e. the state space) can smoothly vary over time.\n",
"\n",
"* **multivariate**: we want to track several attributes, such as position, velocity, turn rates, etc.\n",
"\n",
"* **unknown process model**: we may not know the process model of the system\n",
"\n",
"None of the filters we have learned work well with all of these constraints. \n",
"\n",
"* **Discrete Bayes filter**: This has most of the attributes. It is multimodal, can handle nonlinear measurements, and can be extended to work with nonlinear behavior. However, it is discrete and univariate.\n",
"\n",
"* **Kalman filter**: The Kalman filter produces optimal estimates for unimodal linear systems with Gaussian noise. None of these are true for our problem.\n",
"\n",
"* **Unscented Kalman filter**: The UKF handles nonlinear, continuous, multivariate problems. However, it is not multimodal nor does it handle occlusions. It can handle noise that is modestly non-Gaussian, but does not do well with distributions that are very non-Gaussian or problems that are very nonlinear.\n",
"\n",
"* **Extended Kalman filter**: The EKF has the same strengths and limitations as the UKF, except that is it even more sensitive to strong nonlinearities and non-Gaussian noise."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Monte Carlo Sampling\n",
"\n",
"In the UKF chapter I generated a plot similar to this to illustrate the effects of nonlinear systems on Gaussians:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import kf_book.pf_internal as pf_internal\n",
"pf_internal.plot_monte_carlo_ukf()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The left plot shows 3,000 points normally distributed based on the Gaussian\n",
"\n",
"$$\\mu = \\begin{bmatrix}0\\\\0\\end{bmatrix},\\, \\, \\, \\Sigma = \\begin{bmatrix}32&15\\\\15&40\\end{bmatrix}$$\n",
"\n",
"The right plots shows these points passed through this set of equations:\n",
"\n",
"$$\\begin{aligned}x&=x+y\\\\\n",
"y &= 0.1x^2 + y^2\\end{aligned}$$ \n",
"\n",
"Using a finite number of randomly sampled points to compute a result is called a [*Monte Carlo*](https://en.wikipedia.org/wiki/Monte_Carlo_method) (MC) method. The idea is simple. Generate enough points to get a representative sample of the problem, run the points through the system you are modeling, and then compute the results on the transformed points. \n",
"\n",
"In a nutshell this is what particle filtering does. The Bayesian filter algorithm we have been using throughout the book is applied to thousands of particles, where each particle represents a *possible* state for the system. We extract the estimated state from the thousands of particles using weighted statistics of the particles."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Generic Particle Filter Algorithm\n",
"\n",
"1. **Randomly generate a bunch of particles**\n",
" \n",
" Particles can have position, heading, and/or whatever other state variable you need to estimate. Each has a weight (probability) indicating how likely it matches the actual state of the system. Initialize each with the same weight.\n",
" \n",
"2. **Predict next state of the particles**\n",
"\n",
" Move the particles based on how you predict the real system is behaving.\n",
"\n",
"3. **Update**\n",
"\n",
" Update the weighting of the particles based on the measurement. Particles that closely match the measurements are weighted higher than particles which don't match the measurements very well.\n",
" \n",
"4. **Resample**\n",
"\n",
" Discard highly improbable particle and replace them with copies of the more probable particles.\n",
" \n",
"5. **Compute Estimate**\n",
"\n",
" Optionally, compute weighted mean and covariance of the set of particles to get a state estimate.\n",
"\n",
"This naive algorithm has practical difficulties which we will need to overcome, but this is the general idea. Let's see an example. I wrote a particle filter for the robot localization problem from the UKF and EKF chapters. The robot has steering and velocity control inputs. It has sensors that measures distance to visible landmarks. Both the sensors and control mechanism have noise in them, and we need to track the robot's position.\n",
"\n",
"Here I run a particle filter and plotted the positions of the particles. The plot on the left is after one iteration, and on the right is after 10. The red 'X' shows the actual position of the robot, and the large circle is the computed weighted mean position."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pf_internal.show_two_pf_plots()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you are viewing this in a browser, this animation shows the entire sequence:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"After the first iteration the particles are still largely randomly scattered around the map, but you can see that some have already collected near the robot's position. The computed mean is quite close to the robot's position. This is because each particle is weighted based on how closely it matches the measurement. The robot is near (1,1), so particles that are near (1, 1) will have a high weight because they closely match the measurements. Particles that are far from the robot will not match the measurements, and thus have a very low weight. The estimated position is computed as the weighted mean of positions of the particles. Particles near the robot contribute more to the computation so the estimate is quite accurate.\n",
"\n",
"Several iterations later you can see that all the particles have clustered around the robot. This is due to the *resampling* step. Resampling discards particles that are very improbable (very low weight) and replaces them with particles with higher probability. \n",
"\n",
"I haven't fully shown *why* this works nor fully explained the algorithms for particle weighting and resampling, but it should make intuitive sense. Make a bunch of random particles, move them so they 'kind of' follow the robot, weight them according to how well they match the measurements, only let the likely ones live. It seems like it should work, and it does. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Probability distributions via Monte Carlo\n",
"\n",
"Suppose we want to know the area under the curve $y= \\mathrm{e}^{\\sin(x)}$ in the interval [0, $\\pi$]. The area is computed with the definite integral $\\int_0^\\pi \\mathrm{e}^{\\sin(x)}\\, \\mathrm{d}x$. As an exercise, go ahead and find the answer; I'll wait. \n",
"\n",
"If you are wise you did not take that challenge; $\\mathrm{e}^{\\sin(x)}$ cannot be integrated analytically. The world is filled with equations which we cannot integrate. For example, consider calculating the luminosity of an object. An object reflects some of the light that strike it. Some of the reflected light bounces off of other objects and restrikes the original object, increasing the luminosity. This creates a *recursive integral*. Good luck with that one.\n",
"\n",
"However, integrals are trivial to compute using a Monte Carlo technique. To find the area under a curve create a bounding box that contains the curve in the desired interval. Generate randomly positioned point within the box, and compute the ratio of points that fall under the curve vs the total number of points. For example, if 40% of the points are under the curve and the area of the bounding box is 1, then the area under the curve is approximately 0.4. As you tend towards infinite points you can achieve any arbitrary precision. In practice, a few thousand points will give you a fairly accurate result.\n",
"\n",
"You can use this technique to numerically integrate a function of any arbitrary difficulty. this includes non-integrable and noncontinuous functions. This technique was invented by Stanley Ulam at Los Alamos National Laboratory to allow him to perform computations for nuclear reactions which were unsolvable on paper.\n",
"\n",
"Let's compute $\\pi$ by finding the area of a circle. We will define a circle with a radius of 1, and bound it in a square. The side of the square has length 2, so the area is 4. We generate a set of uniformly distributed random points within the box, and count how many fall inside the circle. The area of the circle is computed as the area of the box times the ratio of points inside the circle vs. the total number of points. Finally, we know that $A = \\pi r^2$, so we compute $\\pi = A / r^2$.\n",
"\n",
"We start by creating the points.\n",
"\n",
"```python\n",
"N = 20000\n",
"pts = uniform(-1, 1, (N, 2))\n",
"```\n",
"\n",
"A point is inside a circle if its distance from the center of the circle is less than or equal to the radius. We compute the distance with `numpy.linalg.norm`, which computes the magnitude of a vector. Since vectors start at (0, 0) calling norm will compute the point's distance from the origin.\n",
"\n",
"```python\n",
"dist = np.linalg.norm(pts, axis=1)\n",
"```\n",
"\n",
"Next we compute which of this distances fit the criteria. This code returns a bool array that contains `True` if it meets the condition `dist <= 1`:\n",
"\n",
"```python\n",
"in_circle = dist <= 1\n",
"```\n",
"\n",
"All that is left is to count the points inside the circle, compute pi, and plot the results. I've put it all in one cell so you can experiment with alternative values for `N`, the number of points."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"mean pi(N=20000)= 3.1684\n",
"err pi(N=20000)= -0.0268\n"
]
},
{
"data": {
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KFi2p8BZw4gjkEW9XyaPEKwfc/u0rwrzWCs8QLQ1wsRviWeizZFusAESroWvMvXZ3EupNGLGhutSnoAEZGxo9YrSq9jvfh7AJZljaP3dG+p2x4frlFR4vZ8zlfTJyMo6b1rhj6zgEDwXgb5PgN+W5lY8TxEtRTEs/h0u/wZ4p8HrFUO2zwFN6hnNNGPdIm+r3+F4ScgaMurvCda1LOJTvYdm2ALndUxRsCD8aofidSTxBE7LA59YT+8fzZG0v3tpmSAxgh2uZ+5VvET24k5OHD3Dn3fdyuONdiDWysMbLycNCOIMNC2nc/Ax9ex8FwwTLIugzMHxB7HyGNTetBuBbh/8/mnwFpgLVjker2kpRO5lhtKGZ0ckkWxasJrlhh3PP7vkxWjcbnN2dIRgM0LrZkDn6UACeK8KC1goPDOB6TzrfB29R5lwRMebnemCwCA0euGzJPNxXlN/Kyrq/SSEnc3o8DQHk+Oc2zJzf06Hm8GQamk2ILYFD78kcPHsG4iZMlu5hpWR+3bBarklkIBaEyRz4LUhbsmaKBqxd7967fK5XhWTdzdaX8j69dVDGk7PlN4qUzScfMt+GLFiyrHLNJc5V3mf6XFd9Gfe4BO61ZvGSqrV1/XJZf3umIGdC+2K5x1g/jJ6TdbdnSt4Tw5b8XqYBN6+/8rg0NDQ+1fjUimF8HKxatcqJ0SyH+k7FkarPDzp3eryphobGZxzxJjFgc3nIWWIg7U6K96fjkBhrVgqs0vcpWwzUrA12Wnbfx/rheAd0XZBPECPua2Exuh6NQsAHwWq51gyIwXbkINSa8OZBMVCrspCcEONsrN/tnzKI401CoA69537etEaM2nUbhGTVm9KGulaRrGFLjL0pj7zVH4lK3yYD0v6qNXJ+2BRjXpEgo+zc0XPSduKcPJvjHdDbLcZ5vEmu2ewREqAMxVcOwOp1YoRWhWBbWI6r/qvzFrRCDhlnxnaN09XrZHzRali6DAoeMW5TFuwrUkyDvTsJc0yIujkgAGnLZDS+nDO7MxzK+TmS83Fmd4Y3bT8rF66nLrqAlaPg93oJGAXyI5fITSXID13g8ks7aIxL/syRox3Y4Vpy/WcY6OnizrvvZeXajRTSUwz99NtY+SzNW54B0yBrmdTev5NCtIGBsQQDYwm+1PBPWO2dz1+vWgfAX69axz2ta2g067lhKsiXvXEa4zGiB3c69+zPeXn/pWr6ikH6c155fmZYPm9a4z67tji0BOVTwV8iUnFTyLeNkCvTK78/yJy3/WAWoA537lVl5Teo8sncfCIqc/GVA3JPgOYozI/K2gCX4AH8m6j8Pj2lMNXO92W+fS0sa8JKyfzKJWQObfZA0JZPX1E2M0Km9L/OgHfekHl26D0haX2WkHW75EVSfZgNrxwQwvZoFEKGkDk1n/ymzOtRC7whlwBt2ih9H7ZkLMmMfH/iiKxLKyWfPmScNUVIpGS+9gyC14QaU9bNxW6XSIVNue7QQTh/TjY79kxB2nY3Fgxk/OpZamho/FHgmiBaf/7nf05nZ2eFjHuhUOBHP/oRt956q5OsOm/ePNasWcOPfvSjinjM3/zmN5w+fZp//s//+R+87xofHipeebZYZg2NjwJnLr38mhiweVuMp3IS8lBAjB4zLDvNj0ShJiyeH58tnpTeohhOyQk530qVjD9DPDgZxKhVO/jFguyEWykxAOd6IIj897WwGMbPFYXAbNooxuK8VvimxyV+5XjlgGskektt+E33WMEQwzlruyQq4JE+5UukSO3YdxwSw/GFrOtpyhliEGZtt23lTcolxEAm7Xo79hXFwGyLi6GtxnDoPbnPa81u2wpHjwiJs2xIlOLvt0XEA6DGV8jJMwn65d7ti7lz5Z3EIot5w4pxZsRDhx12SNCdd99LyLTYMDzOdekYd3nrudOqYp2/lbujbSQ37CBtmSQ37CBXKNC2YBEUcszbthd/tIaJLhEuWbl2IznLYO5XvoUZqiJtmfz6nWMkN+zADIQwUpcxLIu+7z0Eto1dLNK7ZyvFiUEGerqEOCUGqH/gKQbGRHBgYCxBcsMOPOEq6h94isYWET3o7u3jyNEO6lqX8M98c2kfyvHPimG+7I1XkOs77RiBeDP++vnksjLvcrkE5945BHf1UcxYWLuSMFTaEAgZ4gVsXyzz0O9zPZYPBcTQH7Hd+WOV5uuwJZ7di93uvFN5V5s9LiEohSySR37f1euk7cQ5IX02QvjHJU+MF7LiTawpupsXu5OVBHtfUfpv2ZCZEHJn5GTTYFtY5l75hgTInGv0Qq1Hzt+0Ubxj6h6qTuah98BfVbqXIcRVjWGsX/puAT9OyTvhrj7ZCNlXdPtv+2Wc4x54okq8hpPj4Cm9R4KmrNks8myTOXkfBJH+V/lLpNKQe+1KYmds7H1FrNqZogYaGh8F2la6tvAHJVr/8A//wE9+8hN+/vOfA6I885Of/ISf/OQnjorH1q1b8Xq9jhIOwJYtW7j++uu57777eOmll9i/fz9f/epXOX36NH/zN39TcY+/+Zu/obOzk/vuu4/9+/fz0ksv8dWvfpWVK1eyefPmP9xgNT4yTp06xbFjxxz1Hw2N3xcVc6mQE2L1SGnnW4WhKVJww2owg2JoJTJCCrK2nBcyxHCybTFKkznZ/d4WFg9Olc/1EI31y7/HPWLIKmM4g/z3XFJ21xe0Vhqy8SYxCmuK0vZ0jPWLUVtA+njz7WJkzi+pcU0GoDos1++ZEiOzJyOGtzIux/rl+LhHDMhXDsh3T0QgEJTrnyu1rTxUecQYzeCSp+meuXfegGqPeF2UZ2J6uJuVcb1/D0fFC1FGyLpPvOMa9z7o3mdz5MIgb5/opP6Bp/hnRg0rCw385byVDIwluDBe4HDHu6y+YSU+fwB/wyKat+7CDEZIWyb5bJbhHz5JyLSIHtyJ4QuS3LADvH76XtxOMSUhH4oQ+U2bgX2PYaUnySYnKGbT9O3dDoUcq5a0cfjALwhEqmjeugu7kMUMhPHOaaOxpY39r77M2tXXcfmlHXRdPM+dd9/reK/U/RvjMQbGEo4nbDJboPb+nRj+EL7GpQ4RUxgYS+CZ00rz1l1MZU1yu6dIWyG60zZndmf5ta+a2uBSjgRrsAOlZzpslTyUOZmDRk68TbuTQoSWL5W59+NSSGzXGIwVIRQSwnD4DVdIRXlB1W8eb5K5YWWFlKnvxj1ClAyEIAUNmXOr14llMWLLRkCrR8QmnqySUNF1t8GlJBheN1SUtMy3YUvWiSJ1qg+bNgr5qiuRSjstBD5U8lyFS+tUrZ+WBiE6y5e6ZF61F28CX0j6l0fWTLMpGx5BP0SK8s545YCsY+UBV97rEVsI1p5UKR8wIvc3DLAM+O6U653MA9uj4AUrFuIff/orTvzH73y0l5mGxjRoW+nawh+UaD3yyCPcd999bNmyBYC/+7u/47777uO+++5z5DyLxSLFYrFC1SMQCPD666/z+c9/nscff5x77rmH/v5+/uEf/oENGzZU3OOOO+7gF7/4Bf39/dxzzz08/vjjfP7zn+f111+vkM7U0ND4I4EPCT3blYSsAUYIqkqyy8c7hCx8sxRyFQsKKQgYkv8yVSJYoZKR1eBxjcA8lR4iZcytXieG7FBRQromihL6t2CZ7K6XG31QMuiC0l4i43qKNm10jd9xj4Q6zWt1SdJmjxieINeO2PL/LQ1y7cVuMQYvdksbsSUuyQK3H3mE6JgFtz+H3pP8mTmlsMVXDohh68f1zO1Oyv2CVHr7VP9BrrFteHpSPBo/TpEuGNxZuxxekfyo9xMFUkM2qV1TsGoNX2q+ma9+/YekEuP0vfgYvjmt+AIBGuMxGuMxCqNd1D/wFG+f6CRkWuSHL9G391GszBR2uBYrlyKfyzE+kWCgpwufXaDvxe1YuSzNW55lSfsKABrjMS6/tINsNodt28zbthczEGLetr0AND/8Aqfe7+LRf/u/k06M07d3O4YvQNPm75LtP8OZc+9T17qEt090kp6coFjT5ni1unv7yBUKTqhgd28f/c99A29yEAo5+r//BL45rRTGehjo6XK8dKpfxdFu+vY+ylzmEMnW01R9HX/qb+SuzT/lLrOWdGKcO6JLeTPvp3ufzRs5P9XH+8gks0Km8oiH85GoeGvjTTL35iyRT4U88GxSPDV39Yl3ySyIR6c8PBSgGsiXCM5Yv3h/lCd41JI8KeV9bTIga0m7YwHwx2Sd1BTdDYb2xXLtiCUhdlNp2bwgJHNPkXaVB7gtIkRsqCjr2Ye0u6vk0Xqu5FVrCQrJnM27qsZz0xoIeUWMxbYlZLFn0A0JVrnxhZyMS70PdpdI4BMRQERanM2IaNAldzdI/h6RmJBWQqQWXz+zLxoaGp95fCJiGJ8WaDGMTxcuXLhAoVDA6/XOqGOhofFRkL5zHZ6JQYrVDYSCwZmJ/kpIYs8UZErJ+TkDPrce3j4oxtUTVWJY5UqvyIBHdrZjQTFEpwtDQKXwxU0fIplf9QvEgLUyQl4mAxKG+FDANRjLx1B+Hx9CuspFFFSolBJYeK1ZDNe4X8K9cqZ4Fsb64dQZMEshaISgLzlDthoQD1pVVozdPK43w2eItw2PGPflnrMTR6RvP06RumzTg8lo3Qq+UT2HxniMN985TtPm79L//ScIGAUS/Re58+57efPtY3jntJIfOEuoqtoRn9j/6svEmhZQiDbgTQ6S6L/oPM7qtnZq799J395Had66i7692/H5/SxsayG5YQe9z2/D8HiIBbyMdEudpJVrNzrH/MEQ+akE3vr55AYv4G9YSGGkiwWLl9AzkWPuV75F756HMHx+rFwW/9z55IYv0bJtL0M//TZG6jJrV1/neMqGfvptFtVJ/RolhNEYj/H2iU6mxsfwRKoJkKdtwaIKoYxy3Hn3vRw52kG2CLZl4wsEWLv6Ot4+0Unt/Tu5/NIOWuc1c/ZiN01f/w7/z3NfZX17SRHweIcrTNE1VlGOwMnRO94hnqKMJb+j8jCN2DBQFpY0Pyq/454p8YBu9rjEachyRVpuWA3vvAnZooTNfi3szr3pc0rN4URK1tqeKSEq6nwFJV6hNhLGSiI1SlzGSkkOpmkIaVJCK+WiE2q9q7ant5lHSOj0dTY/CsGSSuLukic8FBTCmS/N/4BHPMHgXqvWX9lY9N83jasFPZc+WXxU7qCJliZaGhqfPUw3rGYz8sb64fRZMbSUMt+lEsl461diKA6Vcj2raiqV/qYTmOn3/XFKDLfZ7j1bH+NN4lnbFhEj0Qy6qmflXqhyzGY4q/PKaitR5XeJX/k9Fi11yWb1tGcw/fmV308psvUWwW+4hm3OlhAslfxfGlf67TexczbHmq7njtFJli5a4ITTXRgvkB/thnyG9etudaTTg7VN2L4gRj7DkvYVFUTkzrvvFSGKni4aW9ocyXSlHpidHMcTjlFMTWCaHmJVUfKGl6nxMTBMTH+AWNBH3vCSmhjD8Iew81lCoSB+r5fGljbOvPcutseH6fFQFfAyOZXC9vjx1bWRH7mE4fXT9PXv0Lf3Uex8FsMXwCzkWNK+goGeLvKGt0KZcGAsQWM8xpGjHRSiDRRHu1m6vN3xeKnj5dLxapzqnDfe+g34Q5BLYxoGnnAVIdMimZyiYNv46+dTHO0mO9Y3+zO6fNr9vesM8XCC+x2U5kYpVO5zd8h3R49ANiMeG9sPE+Ml5T3g+mWSw7gtLN5Tbym/77lS/uIHqQeWrwlFCCfzEoqr8h2nH09Z4gXrGZT/V4S+piiECQMsS8iPjRumO11B08iJ5ytkyoZD+fpQ55W/J956A/y2uxED4mGLFIXwKaKJx+2fUnf8XcqJGhoa1xw+k6qDGhoaGh8J08Pz1A7zoYPQ6JOclIvdEtpTrswHYhh97g7IBCAUln93jcmxnkEhWSlLPEjnz7mJ+eq++4owZLuCF+WJ+OWhdeV9PHoEiiXRgLQl+TD9Nlil2ivTQ/I2bRTSlDgHU4mZ41e5OlV+CTeMZ8U4TJcJEqjcm6wthHJPyn0Gqm89g64KHbjqcEOWkKx60w0htG3sYQuyNrndSd7o7OJOO8Y9N99NrTGXO0YmqPKbDska6OnCOzVE0GNXkKw7774XT7iKpi3PsKR9xRqMntMAACAASURBVAzFvv2vvszJwwdobBHRCxWuB5DPZcEwaHrwaTzBCM3b9tLY0sYtq9oxgxH8c+fTvHUXkzmL2vt34pu7EG9NI/5IjPjXn6WxpY2Thw8Qq4pierxOLlZ2rI/1a1azsMZLLOjDSk86JMtXL216wlVcGC+QtkyykxMUTT8dx086/e04fpJM0cDwBghGY5w8fID9r77sHC8nWUBFPpr8pgbe6rnYGI7QRt7wYvuCBJqWURgfpGhZxJoW8PaJTi6MF5jMFjlz9n0Od7xLR8+ozN06w1UOvNhdyvtbL/8pxc0nqsTbpMQxHo/IPJqe79gzKN6r3UlIF8WztDsJaUNCTi8lpe/Tw2GVyl/HISFVPRkhbSrf8a034MIZ+VSiHu2LZf61NLjkajLveqXMgAiBKBl1KzNTUMPIiTcubLiCLJeSrmCG6pe65pUD4sGqMeXzlQOu0uZkQNbBo1EJn/WX6nUpdcdE5ncrJ2poaHzmoT1a2qOlofHZh8rzsPLwzah4nBKW5GspI6vcIzQ9rE/9W4XC7St5ukphcUyVeZ5UXS5l0JphN8zQysruv/IcKajQrKcmxZCtNyt369MWRAwxYFcsFRK32SOCHbYxM+SquRTmN1QKdcxm3HPKw6OU0MZsnjP1zCKlArIqNFHd+9mkbNUpwxZgW4Tc9zIcSps8uO0nDOx7jCWLFs7wOhFrhMQAa1dfB7genV8f+i2WL4iVTWEGwpBLs/5z/9S5ttzzo/7/XOd7eMJVFAt5Gjc/Q/8P/gq7WIBcmlCshltWtTukJdt3GtOv2o9g5zOOJytXKGD4gvhsIUvlfbySp+nI0Q5yloGdz4LXT9OWZ+nZs1VUAwcv0H79ShrjMQ53vEv9A0/R9+JjxAIeVt+wclZPFkiNsMlsASuXYd62vYz9YDuZgl0KiXzU8cilJyfA4xcvDgbNW59l6KffxpscpGj6qX/gKfpffIymLc+IR3COO5e7T7xD62aD7n02rZfKyLqaO5MBWRtHj7jemRNH3PBRGyE2DwVkDUwgk2FbpHJ+q7mtarnd1SdzySwIMfP7ZO6Ve658xTJPqemGu47lKmu3Kc+yquGWL5kzdkllUSkwKtn550peKFXba7oi51hA5ni5l7h8zZev2Yp1VhRxj/bFrodPlV5QNcc0NDQ+E9AeLQ0NDY3pUApiadtVA1QJ9YpslMurl3uhyv+tlPgSGSEvT09KW7l8ZV0uVaRU7dArwYl00RUrULv7bXH5/31F11swbEmB12HLVTX7ZlSKzCqp7X1FIYr+2MzEfyV8EDAgnZZ8qqdLUt5Hy3bt400iBBApipdvfhRqvfJ59IiMS3m7rGxpxz4jzzBXEgMoShHWDn+cs7szHMp4uNOOMfTTb1PIpEhu2MGbb3dQ3dbuKAkWRrsh1ujUolKeKcsXxDenVUiWZeGtn+94rI4c7eD8yBRHjkotM+UJUt4dK5dhYN9j2Jkk5NI0b9tL67xm9r/6Mo3xGAtrvESqa/HWNNLy6PcxDIMNn/unJPovMtJ9jrYFi6i9fyeT2YJ4i0a7KKYmGRhLEKxtIjJvmSN+kdywg1+/c4yBsQRrblpNIBCg6ZvPQyFH395HMX0BkYwPRpyxhUyL/pK4R2NL24zxlCNtmTRteRbTHyR6cCc5y8BXN5/+fY+zfs2fMNJ9jtZ5zfgal0IxJ3/g8zL+wvAlDF+QkGlx+aUd2Lk0A/se48x771J9vM8RIlG1vC5MFivEOCpEM145IDl7imAk0uLFySCheYWiqOxNBiRPyQy681thPCXzZSLlilTctEbIlSJqY/2uF9YvXlHJiTIl729bRD7VWlbKmErdz1+Sha8zROTi30QrSZYSrblpjYzlcsEdkyJt4x5XrEbV01J5kMrjXe5Z3rQR0hmYsCW0eKxUb84MCEFU9e0635/pkdbQ0PijgfZoaY/Wpwbnz593EjwXLVr0SXdH4xpG+gtlYhivH5Ivy/OnxiwpMrxaisw6xpYiLOWCFjDTu6W8OqqG1uS45HSN2BKOmJwQEgJC5rK2eKSmbAnnU3WOVL5XTVEIjxfZlbcRcQIQb0XecEU4pudjwQeLcDRHoZh2vQPbIm4ujcqFKc/b2hYRL9nDUfjOpBA1le+SSUuIFCHxRpQ8XWd2Z1iZrSUUq6H2/p0M//BJCukknjmt5Ie7MPxB7GKBed/Yw9gPttO2YFFF7hC4Hq1fvXkIMxByPDdWNk2kJs4tq9odAYj+577h5Dftf/Vl6lqXkLZMiqlJ/MEAhi9IdnLCyWFSwhd33n0vb5/oJDUxhhkIU1UmiqGO2fkM2WwO/GG8tc0w0U/9v/4OvXu24qufT2Gki2AwQCHaQH74EvO27aVn12bMQBgrm8IwTZFtn9NKfrSbWMBDMlekkE0LcfR4nHBINZ7e3ZvxR2ucvt559728efgIeP1OH8sFQNbctLoi/6q7t4/a+3c6OWxK4KNv73asXJpA83JIDGCHa5n7lW/NyHXrunie+NefrfR4KY9Oeb5RsiTUotZO28IPzuMrvz47IaRDybe3L3PX0ltvyOaBPyb3qcrKGgp53fWocrKmi3qoNpSgRqiUNxathsmEtJsF5hmuxxZcD51dJqThn/YuUN9ZXlEkVe+F8vcEwNkzUjh6MiCEVL1jniu6wjZKDn6ugTXh4+Khk/rvm8bHgraVPlloj5bGNYvJyUkSicSMCayh8VFhjA/g3zSCMT7gfhlvEpIxVJT6PsqwUkWLy/OlgqXipyonQ0lNH++ArgvibSqXcveVxCQ8tvx/+zJ4olQz6tGo65FShZKNnJsHZYbFEKw35dwVy+G2O8BjSA2evO2+qW9Y7Rq15TvkSu69KluZC+b1i6y6yv3aV5Qd9/LaX3Wl4stWSYY9bZe8a2Xy4D7ES2D6hMiZYayhIsVdSUbntIM/RHpygv59j0OskUDAjy87gWkaWBkRWuh/cTtrblrNycMHGOk+N2uO0h23r4NCjqGffhsrl8EMRihE5vL2iU5uWdVO9OBOAMcTdOfd99LY0sba1dexpH0FWXzU3r8T2x9yigWrIsdvn+ikEJmLP1rD7besZqT7HHWtS4jMW8abh49Qe/9O2hYs4va1ayCXojDaRSE9ifeX/9EpN2LbNmtuWs2iuggG0P/9JzCDEZq3PosZjIg0fC4NiQFiAQ8j3efweH20bNuLJxzDE65yxqrGYwQi1D/wFJM5KeY8MJag6ZvPs3TxIod4Gb4g3uQgfq+XN9/uILlhB8mchK9mJycY/uGTDPR0ASIP3//iY/jq2vDPXUBhtJuQaeFNDtL/3Dfo7u1zvVdALpOld89Wzpx73ymKnM8lIHEOOzsBqZSsh2Kp2HTeljlbnmOo5hvI/DRyQjhyCddDO1iUjYRyT/HcUthrS4PrSVu73vVYqTp3bQtLn3HZGChvY7MHvKVNDL8ByaSQrG0R+RwLiOftrTfkWlWzLZcoedB8lbXlyr+7aU1luG0uLxsSne+Ld9jAlYPftFHEdfZMQSYHGCIYU2dIP74Wxvah/75pfGxoW+nagiZaGhoanzl4B0axns/gHRh1v3zlACxaIon+ILvT77wpRltLg0umptfSUVBFU1V4UzlUSKEKmVJGqApVTJXITqmWFHlcAtc15ibXq0KxrxwQcYIXsrJTX2dUFjk+ekQKKx894t5vT0oM2p5BN9yxpQGuXy7GbqNHcmTKjUdVo8uLkLy5HrhuuYRVqdpH/hgddpgLLxTpMGNS/2rVesL++QQycTYMT2Blpmh++AUCpsXCGi9rblrNRFcngYAfT6Qawypw+y2rKwQvVq7dWBGSBxIOuH7drfiyE3gCIZq3PEPhch92PuMQMqMUlpezjIqww8Z4DCs9KSQtkyR6cCcDPV28cei3nB+ZIp0Yh8QA9Q885YQjpi2T+geewvb46H/xMU6fOimhgtEYTVuepW3hYuJVQUx/kLlf+RaeQMgJRTRME7uYx8okxXuUmeLySzuIVUVZ2NbC6htWAlBMTdK3dzvF1IRTLLkizyuXpv/7T2BnUwCO+Ieqr6U8X20LFpErFLByWfp/8FdYuQzJDTuc0ElV+Hj/qy9jZabIj3SRGzxPVYnwJfovsnS5SOAf7njXCYH0hKswg1Gat+6iNyfem6k05IZtjEdKmwVfCwuJUZ9GTuaemqvl4bXl6yGLzKF6U2rQ5UpiLD2Dcu30Oa/WoCoyfOKICNgo4YzMhKyF3Um3dt2+ohQgDpVCDP2WbBqo/K5MGkwLsNyQ3l1JkbTfMzV7bbnZlD7jTULAVBjjNz3i6X2tWcIKx/pFNMSwpQ/bwmCaTo5lcW+BqUW6lpaGxh8bdOigDh381KBYLDr/9ng8n2BPNK512OtWYNzVh/1CFkMZTeXhdVZJHOJvk24o02xCGOXG1vyo5JkEDCFMT1aVVPsy4smyEYOvryxhft0KIUQgRuqupBhnVlY8S+VhfkqSXYVIqb4cPSJehYAhIYgeU7wLDR7Jl1mxbGbtnnLBCyiFV2Vkay0adGWnVajT3yYlLDCDU6C4nAwoQqPCzqbXspouVKGgalv173uc22++wTnm1Lx68TGatzzD8A+fdGpQlYtdqHA+JbteLpFeHkanrpner5VrN3L6vffw1bdRHO3m9rVrKsLulJBGdnIcf8NCJxxQhTg21FYxcHmSM2fO4os3Uxi+xLIV19Hd20c+UM3cr3zLqZelnlNFKF5ZKJ86b6Cni8lsEduyWLZ0MadPncQIRrAzU+QTQ07trEzBxrYsjGKeZSuuqwg37N/3uCg4trQx0NNVIeTR2NLG2fMXadr8XYZ/+CRTvWec36NcjMQz3uWEcSYmkxiBMFV+k5HucwQbFvI/5sSYM9rJokwBO2Tgy9pSY2vYEu+mKmHQMygbEFlE/ry8fEL5/EtmZPOizrhy2QI171WY3nNJsEqbDb1F8V4ZQLC6Moy2vKRB0O+KXgRtycccsiAUckU9PkjgohwfVCaiPKRShfOq51BniGJotEyE5scp7DlLsN48Cei/bxofD9pW+mShQwc1rll4PB7nPw2NjwMj3gQvZDFqiu4u+ztvinFlZV1vTbR6Zihe+c56OfKId+mRKNSUQg2V4fhoVN6mKqcLxPA7fxYGihI29VzSre2zLSwhTEePyH3jfsllqSmKsaZCsY53yPnVYblvg6cUimS4Xre7+qSd3m4hfuXeAZDx236IeCFgyzM4Ubpvz6CMI1oNC5Y5JAtwyNXbJzrpunieyy/tYKCni2DDQjIF2/EqfRDJArhlVTvDP3wSb7yFgbGE48lKJ8ZLnqcphn/4JMXUJAff+g1nzp2XelGIZ2aiq5NE/8UKKXcVuqcKGKtQvPIQO1W/qjEew/SLBywYjc2Qhl/SvoK1q6/DDISY+5VvYfgCRA/udEIcX//Fz2iKxwj5PViJIQx/kOSGHaQnJyiOdjviE929fRw5KiF9hi9YIUffGI9x+aUdeJODNMZjJaGLZ8A06O7twwhGaN7yDGYwUirWLESyeesufPFm8AUqnmf04E6q/CZ5w0vXxfMAFE0/tffvJG2ZJDfswMok6X/xMceDVg6PlcM7NVQRxpkbHyA7eN7JWbPzWb6QD3J9tpYlj/x36vxLOBKspjsTgiKyYTBYlBC6XELIRMQ7O3F65YCQmdGCeGnHPa4AxgeJRBw9Atm83GfKFhXBXlsIl4kQvlzCnfvrVrgy8WM5WTObPRKy93BUvEprNsg66DgE42nZXMhmK0smzI/OLNdQLjRT7oVW91DCGS0NMr5YKfxxXqt41nYnYcjGiDfpv28aVwXaVrq2oD1a2qOlofHZxHTPVLyUBzVQlHC6cgnno0dcOfQVS2fKuqtd+nKpa6eg6a8knCpniJqZQktQDMpdSQnNm7KFoNl+V+7dhxhru5NCpHaX1PxCYQlNUvLVSpY6mZG2C5bke2VtiPrB462UnVeiGMrL9bdJd+xBQ3LUHp8mCT8Ns4klACQ37KD3+W2YvgABo0DbgkUkN+xwvFLlAhWqoK7lC2BlpvCEqmja/F369z1OwLQcsrRy7UbOj0wx9yvfomfPVkxfAPJZR5694/hJpz1FBqZDeY6UJ2n6OMqJYPl3KnerMNbjeIlmKyS8cu1GOt895SgiLlu6uMJjdfmlHbTOa56VcJajrnUJkzmLYjpJYF472d5OPMGIU5z59JmzABKaaFkYVoHmh1+oGFe5l6wwMYRvTiskBgiZliP77mtc6nynxjTdM/lBJNlf04gRjFJMJWi/fqUzB8Z+sJ0Ruwd/yUvDVFkJAn/M9cSWe4I6358pz15eXmC6oAbAHK9sKAyWimI/GpV1ZJZyutQ6wQQsCXlVghRQ6XkycuLZwpY1pLxyNaZsVqh7O0IWSQn5DXhmep3LMZsHrbxAsap1N13uXkND45rGR+UOmmhpoqWh8dlFeTgeuCpjynDzAoRcwqOU915rlmR3VU+o3ICbjWyVK60pYlbtkXC8rA1/VeWSKVVPKN4kHqvkhBQrDhuSy/VklXuOMhSnKyC+d1aEBIaKEAu74UsXu4WgqbAuRSILadfArDcltCnkFSOxfbHT53IFP6WOBzjhdrlCgUzBxsplwS7iDUWJ+j0kklMYwSgB8iT6L+KvbcJb10ZhpAtfKYeo//tP4K1tJj9yySEQqlCxUtqzvX4Mj4+mr3+H/u8/QdODT1cQvOlkZnpNq1+/c4xCegpvKMJtN994RcIDQnomJpOYoSoCpQQ7FXqoCKTKl5rMWRQzKVoe2evUwlKhe7ORs+nkcDq5mx4CqK7/1ZuHMIMRrGyKQLSaYmpyVgXFN478T2zLws5nnVpdAIc73iWfzWKY4jkb/uGT1D/wlONlu5JioWr74Fu/AY8PwzRZv+ZPnHF19/bRlemlihRm0RCFzQ9SwVRkSpGN3UkIVLtkTNWbywJGScZdhc02+sTruysp4htzPTLX53lkDqvQ3T1TYNoiNLMnJTmY5RsjY/0iUGGVFdgetWSdRcKzb5r4DHkvqHp7mcDsJEkRs31FKBZcNcJywtgcBdIVIbkaGhrXNnTooMY1i8uXLzM6Osrly5c/6a5oXOPIf3E9hVuXYWdL4hVWylUvyxulQr+IMaWMrdeaZdf9hawQHCWKYWXd8KaxfsinRYXt8BtiSJ0oiQIopbUTJYGKKp8QKwPZJc/Z4pnK4woHGDkx/lo9YCHJ8/uKEtp0/qwoqM1rFfJUXtPLb5dCB0siGUZODLyb1sj1A0W5/tCvRYo9b4uBqRTgLOS5hE24q4/uE+9Q3dZOIpOXmlS+gBOqVx5uF//6s/j8AVoe2YsnXE3j5mckP8gfwlvThOELAjjiEaY/WKoftR0rncA7NYRpmsz7xh6MYNQRpdj/6stkx/qIBbzYmaRIu6cT9L+4XUhBSSDCzmecfgEVYhj7X30Zj9eHv2EhjZuf4e0TnZX1ocqgQhgnc5YoBRYLrLlpNYYvWAohDNIYjzH2X/4tly68z2TOomnzdzH9AUf4YnxC7q1I0tsnOnnj0G+d/iihjUQmT3VbuxNaODCWwM5nGPrptwmYFrlCgdNnzvLm21JPK1BVI6GEgTAh02JJ+wqINZK2TGcs+199GbOQw85nMQNhzrz3rvM86h94Cl8gQFXAQ/TgTkKm5ZBFRfRU6KSdz1QIbygyaIaq8MWbad66y3m2jfEYdj5DW3Aed91yD4wWuHPVelbaTdxpC8mboT74ygFZU6p4b3ZCPL1tcdlgqDYASzxeap2CeJJ+nJIabaGwkJ2qGgnLC1SLZ1gpZWZw1TTLBTnUWvGUiJqa+xkbqmtkrcxrlc0O1WfThFpTvM+7S+GR5TXByqHCCvO4dbrKa9lt2ijvkAzgBfvtg9i1XvJfXP+7Xl8aGleEtpWuLWiipfGpQVdXFxcuXKCrq+uT7orGNY7icA/eLw26ymIpyzW8YkEp9GsZbiFSlXvRvliMJislXqLXmisNuJ5BV9LZY7tS0eXFjJVhZobF+DK8Iov+RFWpplbGVV5LZOCyJUn+ORueiIjxF0S8AL6im0cVb5IwrN0lkrhnSkijuqeSvp5ISXiguv6hABil0EZVSDUWrCj42p/zUojMBaD3+W1YmakZBrgiO04h3EySyy/tIGcZNG3+LoWxHm5Z1Q7AbTffSPTgTm67+UZW37CSpYsXseG2dUx0dXLbzTfK9enJCqlxJdW+ft2t5IYvEQqH8VQ3kCtIOGZ3bx+ZdIbLL+2oyH8qz4cqpibJD1+ib++jDik7crRjBuFSxYKL6STDP3ySqoDkOth5af+WVe3sf/VlGurrmPPgLuys5JKZhRyGYRCY144ZjDiy6m++c5za+3eC10//i48x0NPlFCi2LYva+3di+IKM/WA73b195DJZjNRlcpksmYKNL95M05ZnKwobY7khfyQGINbI4Y53nXEsaV+BJxyjeeuzGMEob5/orPiNpnvbyvPc1Hl+r5fu3j4SySkujBccb5edSZIfvlTxrAfGEhRr2igULTqOn2Tl2o0V5BGYqT4IEi6YL9WYy9hSfy05IUWGlYqhUidUnmevX8ISIzG3YHLXmKzRloZSKYMQLCnlFV5KVqppQhkRKnl+n0tKyOzn7pA2TpQKd2cn3A0SVaZBFQ6P+qUv0/PIlGe7t1uOx5a44h6KbB5+Q/ppAwYYj0QxgjbF4Z7f76WmoVGCtpWuLWiipaGh8ZlDvqqOzH+PY8VCQjhUeJySYu4rJedfSlaG8/QMikFYU3Ql35UBpwqngnjEiobkdCnSpOoAqRC/G1ZLwVNVoFjtfteV1Q6KBSWM0W8IIVOGoqp9lbFF3Qxk591vieGWt2U330RCG29aI33bFhHBjGzZ9fuKgEdIXtqS81etcZP6D73Hl71x8qPdNG/dJflRiFDD5FTKEcRQnq2R7nNMdHWSGx9goqsTv2k73hkVqlcuUjEwluDCeMEhCUrkIhgKkg9UO/WwDne8y4XxAm+89RsCcxeQKdgY3gBZy+TI0Q5q79+Jt34+rfOaK+6jwuHqWpfgCVfhb1rGsiWLWXPTaqlT5RMBi8Md71LXuoSVazeSzeaY+5VvEamJM9V7hpHucxVEQmFOVQjvL/8jkXCYhW0t4A/StOUZsn1nwLbIJieYnErhjbeUCgRnsYoFcoUCq29YiZVLY5gmvXu2csuqdgxfUOp8+QLUP/AUnnAVtmWRH+uj/8XtNMZjjHSf4/ZbbmTZ0sUOyfF6TAqjXY40/Z1338u58xcopiZEOj49WSGBr0jVZM4iuWEHv37nGN29fYz9YLsTdqmEOWrv34m3rg0SAw4ha374BZavuI6Jrk5AVCLPnu50+qBENwxfkMsv7aDr4nnqWpdw5MIg5/ZkOXJhsNKT2L5Y5mZQScSbcPPtMjc9IVEr7Mm4YYUtDW6tNwVFYNTGg+2/8ktAbZ58bj1gysZKJOaWRkhkhNyptTKegpxV8j4b7kaEErsY6xfRmgYPvPkrIC1Eqrw0BLhk0wc8mwQ/UG9i705iZQzyVXVX7reGhsZnCjpHS+dofWowMjKCZVmYpkldnf5jpPH7Q82lmge+gn9ypFJmWuU7zZYvofIu1O56ef6JOrZnCsxgpdiEIkjl7Y/1i0FXnnA/PccLZhfcKKRLhWFNkYneXBLGSOZEcdBGCJrKxTr0nhiBvqKQK/UKe6JK7t11QQzX7yXp9kdovZSoGPbKtRs5c/Z9ME0RrYhUS57Ui9vxVLty6bNBhZuVe08UEVLCD1Y2xbxtex0vWdoyyeeyNG/d5eRdKUGNQqFA0+bv0vv8Nijm8dXPpzjajeELYOUyxKKRCkEMJQyhcpH6X3zMqR2l+qckzVUdLSXGUS4bD/DmO8cdsY7bb76B//qDF7AsiyX/5Hbi/+o/07tnK776+RTGB2jeuouhn36b4sRgqaCxQfPWZ+n/wV9hF3JQyGEEozR9/TuOzLqSny+OdrN0ebsjrY4/BLk0saqo05+O4ydJJKfAF8Q3p5XC4Dm8oajjrUpu2EHf3u3Y+QyeQIjbbr4RkDy1YjaNaZpYxQK+ua5sfXmeVndvnyMCUi5MMj3v7XDHu9Q/8BRDP/023uQghi9IOjHuCJWo8M3+fY87z65p83cl72tOaX6fOlMqH1AShJlt7ivMlgdZvjafK4ri3+mzIujy3SlYvlTyE+NZVzoexKvksWUtzSuVQzBwcyVXrZG8LJUD9kRV5dqf3qbKN/teUrxwVaGZY1H/VhszNUUY92AZIazmeqyaBvy/fHPWtaSh8WGgbaVPFloM4yNAEy0NjT8iKEPtxynx6ixovXIS/3RFtNlEL453SEJ/HpcQTReimE2N7IPUDPNIOOLXwpV1ipITkqCft0vJ+qVaXDlLpNm7xkSaurw20KaN8OtfOXW/rKCBnTV4y/DxaPvaGSp8yqC+/JLk7pTXZZqNRCmouk9Zy8Qbb4HEgKM+GJm3rER+thPwgOELkkqMM2/bXnp2PYgnGMXIZ7ht3a1OzaxcJovtC0Ahh+3x0bx1l+RsZdOYwQjk0uTGByrur4he2jIh1khxrBuP1zdDiGL6ObaNU89K1QfL2l7sQh7D43HI2GS2gFUsYuezBKpqyE2OYwRCWNk03lAEchkskDCyQo7mh1+g//tPUEwl8ATDVAW8M/pRnttVe/9Ohn76bYzUZYcQZifHMUwPZiiKnUkSDAYc9cfGeEyEP7JpAk3LIDHAVO+ZCjVCI3WZ/FRCDLJACCubwhOMYOcyNJfVCruSSuLKtRu5MF6gMNaDnU0RitVg5zMVdcLUmDpPncQTjjlKhQM9XRzO97B0WwB7d1KKH5dvDDRHZ4rNwMx5XL42TxyR0FtVeNgCPKUaWyMlU0aJ2YC70fHjFEzYIjrTUCoifHOp5pe6n1I1TNtSxsGySzliXlekQ21mZG247Y6ZJHC6GEb5O0ORrtiSD1T61NDQ+PRDi2FoaGhozIZ4kxhvyik2OwAAIABJREFUI7YULFZ5Gap2Tlt8mhx8kxsyqGpaAeQm3WtbGiSh//EITKZF+WwyINeM9YvhPa+1sh/T81jG+t1cLx9yfXk7Vkryqh6Nys67aYjHLG/L91Ml75TKEUtknOR+OyC5JnbQYK5/ITeuWM89VfMr82qQELy1q68jenAnt6xqJ9F/kYmuTlbfsFKaNrxOvlOsaQHVbe1OaNjAWEKU+uIt5Ee7qX/gKd58W8IBi6lJ+l98DCOfpW3BolKuUkDk4QMRmrY8gydc5Rj68a8/S6CqmuzQRW5fuwYKOfp/8FcOyWre8gxGIFzxOFUYXGNLGyHTYmGNFyuXgVgjk9miE66owh7Xrr7OOadpyzMYpul4b9bctJqAUcDweCTvLNpQqnv1LIZpYgbD1D/wFMuvX8n6NX+CJxSlcfMzWL4gwWCA9Wv+hPXrbqV/3+N4a5uJ1MS5/ZbVNLa0Of1ojMdIJKc4e7GbI0c7sPMZevc8RGF8gNzkOIXRbog1YgbC+OrbaPr6dwhVVTuhkKqvhfQUnmCUbG8nxdQkK9duFMGLfY9RGJEcMTMQKuVx7cIMRmna8iz4Q4z9YLtTRwuYkcOmxEIGerpYWOOlym/ii8ScXLPyfqhnG6mJ0/Tg00Rq4k744kh8OWe+V6CYQTzBQ5Z4idrisgZVLbi2uIhkxP2QSMk8VqUMyjGZLtXUKopXKuATWflxjxAsM+iu2Yvdcj9V8ytrSR7ksCUhtCeOCBFatUa8WDbSRqgU2msasqlRXttuLCdtjVuVGye93fD0lHyW53Kp8EUVCjnuqRTM0NDQ+MxDe7S0R0tD47MJtQOex/E04EOIiNeWnXAzKKFBo5aEAjWXdrvNoFxTLpmualqpmlTDJW9SIefKp0+WpKDL5akfjbqhhbPJwH9QqBQIYUqcgz5LPFoFXA9Wo9fd2b9lg5w/1g/nz8m99xXJj6fwBk0KGZtIoI1YwMPqG1Z+YIHh6VChboXhSyxbcR3dvX3kA9XM/cq3uPzSDia6OkVq/NBvpe7S1AT+hoXkh7swDESNMN7CwhqvSKRnC1i5DKY/iG3ZGKbphPnFmhaQxYedSbJ+3a1OSNrwD58kN5XAtm1MfwizkHWk51X/lSdHeWnOdb5H0bYlzG+ki/XrbgWoCIl7463fYATCVPnNGbW5VMijnU054Xyn33sXwxsA0yAWkJDDC+MF8qPd+Oa0YheyLKqLzKhPNb12lfKaNT34NAP7HiMQCJCenBAv2IuP0bTlGUdEg2KOUFW1IzJS3uaZ9y/QvOUZ+vc9ztJFC2atIeavaSx5tMJY2SnMYBQsC18g4HgdZ6s/pjxZyjup8uzyA2dn7Y8KOVReSb/XS65QIGcZWNm0E2a4//JpNzQ3lxcykzPBLgjBSZdC/NR6LJdEnx8Vtc+vhWeXcp8etlse0js9PPB7SSlkvGdK7hMwIF2EkCl9qPKJgA5FybHaFq30FM92L/V+cO55UNZ0wQPrbps9TFJDQ+Oag/ZoaWhoaIAYNps94i2yUq7XyG/D9ihgQCYnROXhqCToq51xdY1Kai9T6CNaLWFIHoRk9SUllC+P603KFktqgHYlybqrb2by/PEOkWC3/ZW75CrxP7ZEDM6hIowVXcEAf0xI4SNRaVvtnpeksTPJLBGzgYA1j5BRj29OK5M5q4JsrFy70RGImE0G3ZE7D4QZ6BGFq9zgBfr2biedGAfEo7F+3a0sXdCKaZoUk2OAjbeujabN33VEFnKFAphe5m3bS8ADQZ9BMBhwvGZrblqN1zRofvgFp4+XX9qBx8rhCYRoeeRFjGIOT7jKUchTGOjpou97D5EpGiQ37GBJ+wrCsRrpe0lGvlwKfmAsQfO2vSxdtIDVN6ykuq2dWNMC5xk0tkjfl624jpHuc5w8fED+iBoGzVueJW94aYzH8E4NQS5Ncawbb3LQea4KHcdP0nXxfIV6n+EL4q1tpn/f4/hNm0JkLoY/RN/3HsK2LEcFcdnSxaxfdysTXZ2OqEi5aiC5tFuHa5r6ovJImYEQgXntgE04EiEW8OALBCDW6Dy/6deq7/IDZ7HDtRw52kFjPMbCGi+hqmpq79/J2yc6HfGScon+1nnNFGvamMwWKda0sWTRQpatuI7a+3fKecpLbIbB75O1FjaFBH0zKh6k4VKdq2bT9fpu2ijerLGSh8oMVJKWVw5UlkFQ91Hrzm+45RD2TEGm9FlnyPugDiFZdQZcv0yEOdoXSx+ydqWaaPl75cQR2YjZk4KpgpAxdc+5JS+0r1REvHzNa2ho/NFAEy2NTw2OHTvGO++8w7Fjxz7prmhc4zh27BgJX5Ti3oJ4mcywkJI9U67hlLVFxa/elO9vvl0S3vekSsaeValudsNqV6kvEBSyZmXECFSKgwFDyJSNkDHD6xpY5cYfuGQql6isIQRiqJ07I8d6Bitlo1VoUteY5JmUtwlOX47YfpoffoH/n703jY7jOs91n6qu6uoGGo0ZRIMAOIgDSJEUjizSpmwNVmgdx3JO6OubwYoZhoMliqQiKVzJzborSz90cnLs3MVQjkiaFicziuXkBx05x3JOZB0lIi3JIhkGEikRHMShAaJBzGg0uru6pvtj967uBiBLymBLcn9rYTWJqtq9a9eA/e33/d4XQPFcv86mONlI3bXDV5ArTlxk6J5N36FtaHWtJLM2tffvRDXC6A3tKEZFia/T2dde4s5Pf4qFc9uororgDPeQOLSNcF6N0DRzoChc37eJVbd2+lRC6XcFEFZdXzIdwHZcnJp2gqpH5OWdhCJRGtft8pM3Gc2t7XiqhhLQ6Pv2Zprroqxc3lEiI9/fG/cTiuLkQtZIZXKOr4wok7yrly+x6s5f4VN3rSEUifr+V5NjI7zW9Ta6Z5Mb6yd74wrJxFUf2Xmt621/bOvW7ylRMly5vMOn4yl6CKv/IrENTxGuqmbRwpt8sYupiKPss/TDuvPTn8K8cZmhnksiEeuN+8qK8tq6ZoZc4gKKJu7hoZ5LOOkJ7OEeLnW/e53Qi88/53uhZR2FrjfPcva1l/wxzUyMz3gd+nvj2MM9aPVtBRXD/FjGr14WflvyGeq8XQhb2I5Q7zzsCMT2oYhIekaMAhXv9AkhpuEA4XAhoSqO3hsFD7ziqIsJZcN9abEgctudMGqLhYrBvIrnoCuSvmJqX11MLHJU1ZSqifbeyNMgPZF8PRAALSCsGaCAWkvaounBSKL8960c/2FRvpc+WlFOtMpRjnJ8LOPCzm9x9oevCsQpPiKUybZUgqIKjx4V4bM16Ar60g9fEj+qIdCqoCsmW3ZOFNW/ckwkOu114gv+MiVWwIsnfKaXl3TOF+hXFUlQ//AlMQHrerVQD3Zvn5isHTBhwiqYudbFBK1qS6Xw+WmJwKnjpYbIss2ilfI1961l2TCsqV3MF41GBo4+QUhTsMYHuOO2FQAkDj9cYgIsfbHiVy9PQ7WaW9vxHAd7tA83l2Hg6BN4lok90ktsw1PTkrPieinDCBLbuIecbbNs9T0oukFs/ZOoQWFqLCfgmYlxrozZnDjd5Zv8Nre2c/JMN43rdmEN9xDUNH+iH3l5p097k+ccv3oZRVX99mW/xuPdPqKScQu1WCdOd9FzvQ8Q3lmJI4+iqOK7X+sS5r9ts1to2PAtRiayDE9kqL1/J+FwiPkNlQTCEV/mvDhkkmWmxkkc2o6TnmDwmcdKECQZOVskruGqar82rliaXe4v0Slgxu0yJnKuMEg2HT+pDEdr0BvnEFv/JDlXYc19a/F0IVHvBcMsW30PJ890z9heUPXoO7Qdvb7NN0uWZst680IGn3ls2nVIpiYhoGFe70YLqP49IZGuY6++7tf3rfGiXFERNNclCwVtVgO+OSHoe3PbCh51OgLxCqrieZHIkYwv3iMWKqQkfHEd5A9fEu+Afkt8SlSpdZZYZAnqwuer2Mer2Ig8PlJAqdrrCjYKSxYKerF8dg+YAtG+t0+8M5YsglA1LF0MdTHmP/I1lj3wG8x/5GuUoxzl+OWJcqJVjg9NVFRUUFlZSUVFxXvvXI5y/IxY+AdbuPX/uovl/3W1mITJgvWnHeFdVeOIOi3IT7bcwn5uVkzstlQWJnlfqQADMYnKJfMURFWseBfTAqMhUfu1NSISOEkllCiUnAzmkoX+rL5TrO6HlVJky0L4+zSqkEmD64pJaDJbEA9or/Mn4nIiLEUrspksTnKQoKYBop5Ga5xDbMNTfoIgBSLaZrdQt37PtMl2f28cHAsnM4GiKDjjNwjGFuHlMiV0uOI4cbqLi1d7yGSyjBzZ5vtYBVWPwWcew3M9P5nJppJoDe2Yfecx82qAEtHKTIyT+M4j6PVtvpjETLVl/SNJ6tbvIaQpwoRX9UoSh+a6aEmyI8U7JJ1t1a2dgvZo50gc2o5lmv73DH1nKwODg8SvvEPi8MNkM1ma66JUBVUGn3mMsOqWnHv/SJLGdbtQjQpiG3djVFWjBVQCY3F/rGRik8lkGXzmMXTP9j3HZH+LqXzFlMHi7effOkuwcQ5a9SyCtTGczAR9eaNjSykkpvZQ3BcUOfbq6zjZSd976+LVHjLJsWnm1AC5rImbncTKC2vIOi3TFeczNcl6rettQRdd/ySqUVGgC+b7TLIfraHd/33/SJL+6E1cOVBEt5OCL1V6KUK1PO9ll3UEZS+ZKSQ+ty8RiFeNI/avixWEb85fFEmTfLal8M0X7ykgVp23iwUR+VyePlFqRA6F51sqB8rvsXPCgFnNGzGriH7qTKMJG5PDhP7bCMbk8Hu8vcpRjp8d5bnSRyvKYhhlMYxylOPjF1KyWcpJQ2lxvPTD2ZsSvjqNKgwhCuzv7RNoVVVY0AZzE0JGnYCYkI2loVIBwgVZarnSrVaIyVeVKRKtqnBBqnp2G3S/I2pSMrZQKpRy0C0RcDJCFU3RxD41jqBP6UAmU/DNyhqiXiUvyLFs8V2+mEGxR5IUrSiW4S6WYZ9Xo/n7zyTfLifPuWyG2V/b57cvPanm1WjThB9efP45qts7qL1/J9f3bUYNGlTlhSP6e+NYiuYLP4wc2UbWgZaNe+g7uFVQuBRQHAvPdVHCVTiT41TW1KF7ti/LLoU1kqlJ1GCISDBQ0veZErKp3lAnTndNk6+X7RcLPhQLchBtxh7tw1Bs31Ns6nc1tC1gwnRE/wMBvFwGvXmhP1YAWrQJNVSJa6ZpfejQNAGLqSGvm6KHhKBE/pyMpnnENu5m4OgTANhj/XiW6fuOSZ8uS9F8uf6s5RBb/yR9B7ei1TSXiJpMFcWQ0vzSA6z43IrFNEAYGtuVTZiJC8Lw2gPdMHDSEwQqqgirLp0rlnH8tROgBakyNF+URd57f339LJ3ZYVHXqOSNvqtMQfkNRguiM1sj4rnNeRBSxXNc7G03VXJ96jugWGIeRNL16stiIaU+/x7ITRGfWdE5s5BNsTT81imCGVMtHN7Lw68c5SjHRyLKPlofIMqJVjnK8TGNlgiQgSxCSAJKJz4yMZq04JEI7EtBLr9v8YTqeo+Y7F13RCG9jSiQLzZFHUmIlfOYUpgUKrmC2qGSE4nR70eme3LJxEv243C+cH5DIF83dmehv7mkoCaGw3h2BmVrBGfvJLOMuWRc1feMgpkn58UeTnLynXMVmjfs9ifbxSEn3olD2wiFRFIileSCqueb/fZc76P2/p3+BL2hbQFJ0wHPo2XTHp9iVmxsa6guih4ShrnDPShWlkBFlW+Ma48P0LJR9Ev3bH+CL1X4MhPjeKqGXtdSYqbc0LagZCzeDQWbeo7S7HjwmcdwbMsfk5XLOzh5ppt0cgxFN2jZtJfEoW1+8jj13IvV+gJujrr1e6ZR7IJN82jZuJu+g1sJacq0BEpev+Ik5NLlK9OuU6g2hqsFcXNZFEVB0QxCukL73PnEr172v1t6o5mmiZ1NE2yaizPcI8YzGMbNTvrJbIlZctbCs0wCisKCjiVcPN9NoL6txPxYJohSSVGrbSGXuICaV3OUVFCZrL2bwqH/O6VILfBqD3gZIVQjzbqDSsF8eDBfXznkCZpuMbrce0M8d2NpCCmCGhiJ5J8h4NN3Tn92rzsQrSjUXe2bFEncAVOIY0Dpgkp8ZGZvvZ9lhD7VZ6sc5SjHRy4+tKqDqVSKRx99lJaWFkKhEJ2dnfzN3/zNex539913iz8i7/LT39//nvt+/vOf/888tXKUoxwftrh1FcxdBARETdSrPxETqlPHxGQpPiImT5++SxTJ5xAr11K0QioOWoiJXFNArFg35pMstUJMsM6cKCgTXneEp5adKyigtc4S/25RC3QjKNRWVaiCsqQjkiwvj5jtSwmvn5GEmMzFR6DfFnUfDwTIWPDOs9X8S0DUQ8m6JhkvPv+c74UlJ/Ay0UmmJsmaOZyaduxsmoGjT5BOjpVQEKFAUbtjZSfj8W6aW9sx0WnesBtFD/m1Qp6VLaG6Nbe207JxN9gmicMP+5Q9SeHT6lppnzuflcs70CYHMAIekUgl1mSSvkPbyd24Ann1vZXLO/I+VrsF2hUMU3v/TtCCKKoqVAX1EGvuW0uwpplk1sYyTd8/ayrtbmrIc5S1VE56AjcnarY8K+vXF83echDPdek7uBUnmyaZtbgyZpec+5r71tJzvc+n1Unfq9WdS4GCwqOXy9B3cBsUeYtNrceS9MJkapLLQ5PYmUkGjj5BZmLcvz7Z0QS5wWvY4zeoroqgG4ZfyxbUNCGLPzHG4DOPkUmO0bxhNwDO+ABVlRUsWrKUlo27CVQIfyxJN3zx+efIuCotm/YSrIyyoGMJqbt2gBak6cuPEzDCJde7oW0B2ayJm02hTQ5QEa0htuEpLEXDsS36vr2ZsOr64zNyZNs0hUO/vWLBmFtXgRIWz4VaIYRmtuaVCYc8yHpC6CYYFUlW9ztw8mXxPJrjYrEiJHzk0PJeWK4nkKs3uwRFcPiSoORaQLhCoFG35mmKGU9QdydyArmSix01ToHeK5/j+EihVrK9Tlgv1Gvi2W2vg8sX4ckJkTwW+2yVoxzl+NjHzw3Ruvfeezl58iRf//rXWbRoEc8++ywHDhzgu9/9Lvfff/+7Hvf222+TTJb+kUyn03z+85/nE5/4BK+99pr/+7vvvpuenh6++93vluxfU1NDR0fHtLbLiFY5yvExj9aQSGT2TYok6CsVpSvUUFA1y2TEZM4CAl7B40fSBQ1FIEo1eV78hoCYPIXy3jsGYiK4Lw3BqsLK94rOmX2y2utgfExMBhvz9V4gJn9fqShdUe+83acgXTz1KtezCvcGm3+mL9ZUNGfNfWv55+Ov+sa/0p9Kek0tyk+oZ6KySY+kybERgrPmYQ/FUcGnhRWjR5e6z5XQxYqRmamfEnlJHNpGoHoWTV9+3Ee8Vt3ayYvPP0eoNoanh3DNSYItHT5a5NS0l/g8XbwSJ/Z73/TrlBYtvMmnRr7X2MyEbEkUqvjcJeUv2DTXHwMXUIMhDMOg9v6djD67g7bZLSU1VlMRJlnflbPtEkRrmh9YHsnqP7ydgKZDtJnAWJz2ufNnbL8YWSs+n/7D2/E8D8fMEGyai5a6wapbO/3zClRWY2DNiAwCZFwVJz0xzb9szX1rOX7yDV9lcPL6BX9sL57vJvbAfhKHH+aO21ZM8xN7z5Bo0VsX8h5brngW1QqBVklaoUR9ZwUK/nZZTzxXpieowS5QoQjZ+MeqxDMV0MQz/M0UVOoFlEqGRKGk55b0ydo3KZK7YkSrGMmqUUVfbjgQCYJtF+iNWyrLqFY5yvERjw8lovWjH/2IH//4x+zdu5cHH3yQz372s+zfv5/Pfe5z/OEf/iGO47zrsUuXLuVTn/pUyU9PTw+WZbF58+Zp+4fD4Wn7z5RklePDF/F4nMuXLxOPx3/RXSnHRzzkveQQypujqgV592J1PxBJkJcRNRlbKoVIhp3/d9AtrIxvjYjPDQFIZYWQhSHVBXWwlDwS5YiJoFRA++FLpQpqMty0mPRZFGhPdTEhG71vUiRv+yYhZ9Fz5pRAm7woN2druDfYTMvG3SUoFlCCSp043cXloUlOnO4CBMoVCEfQ69voO7gNKz0BrouTHMR1HC5dvjINbZAhJdC1cCVKehS9eSEu4FXUCn8sCoiZpAA2t7b7su8S/WpubS/5v6KHiLy8EzeXxRrpE7VDda0oulAmXLb6HoIhI49oqdgjvYTzSdi8Gs1PhprroriZJH2HtuFlJwnpiq8qKJOtYkXFYqSroW0BF9+5TOLprxFW3RIUavFtd3K6602am5pQjTAtG3ejBsM0fflxwlXVBCqq0Braad6wm3RSoEfZlGj7ta63fWRKnmdx+82t7dSt30Pb7Ba/vuv8ubfpO7iVXNak53ofrilERz5z2y2s7lzKvBrNFxc5fupNjp34V1J37SDnKqUCGr1xH6GTAiGxjXsIGKLvZv5P7ni8m5rqKJqq+KIpIGTgZR9ztk3jul0s6FhSItohxzG2cTf2cI+flMlrDpD4ziNoda1+UjvVr2vqPVsSUoAilH8Ww6pYIImPiGdGSrKfOi4SHg+BKmfzyZUKtAYEAhZSRLIUyvtnZfK+dS+0QDRceFZlSPGcp/KeW4cdYfdwwCwkWcV9lMjz7UsKnl1GXtwmK45zcwq55xvJVtRNe77KUY4PEuW50kcrfi6J1t/93d8RiUT4jd/4jZLfb9iwgb6+Pl5//fUP1N7BgweJRCL81m/91n9kN8vxC47R0VFGRkYYHR39RXelHB/xGB0dpWHDb2HNqhMr1R03QWUU5i8sVfeTKoMPRsTk7FspMWGrCotJmIUons8pYpLlIZT/9PwXPRQRCZxaIRQHt0SgOSCUAYs9fepiIjG73lNQSpMTt0i1WOF+s0vQHHUvP7HMy7sHda5MOKTu2sGxk2/gAbiuL9MuPZummvL6ZsN5al00NhfPdbD6L+KaaVoePIASCKBpGooa8CmBXW+epXL2IhraFvjjKf2jgqrH6s6lBMbiPpVM0UMzJivF5rnStFcq213qPucr7jXXRVEUBb2uBdfMYI8lyEyMlyQpg888hhquIrbhqZIEDvClzxcvXUbLxj0svnlZCSVPJpzHXzvh0/eKKWyCmrgHLRzxzYlffP45IQE/bjKRzmCu+X/AzjFw9AlcM+33Pay6WIPX6Du4DUVRaFy3S1AMD23DTI0zOTZSoixY3P7UxGPCtNEb59CyaS+eLtAxrXEOWTMHFBKYlcs7SBzahmtbuGYm36eMf63W3LfWr40KVFTRXBf1qYSKZQr6Zn17QRFwCvW0oW0BlbMX8fJPXvWTuJEj2+i53jdd/r8uysiRbb7x9Jr71vrmzwCuZWINXSN+9bK//89KekuSLkkjzOYpfBlX1F7OiYjax1zeDy/nCgqvpBVW14hk58G88qeNeG6/lQKjWrwDHq4UiyEgqIEHTEE9lPYNXa+KhZFISMi4T+TEosvUhKz4uZY0You8KXK+fxUV0JvlzD+d4s1v/Q3nd+59v6+xcpRjxijPlT5a8XOhDq5evRrHcThx4kTJ79966y2WLVvGt7/9bR544IH31dbFixdZtGgRmzdvZv/+/SXb7r77bl5//XXC4TDJZJI5c+bw27/92/zJn/wJ4XB4WlszwX/xeJw5c+YQjRZW3UzTpLtbFCDX1tbS3l66inzx4kXSacHZvuWWW0q2DQ0Ncf36dQDa29upra31tzmOw9mzZwEBO86fP7/k2CtXrvi0yZtvvhmtaMVxbGyMa9euAdDS0kJjY2PJsW+++Sae5xEOh1m0aFHJtp6eHkZGxIrc4sWLCYVC/rZUKsU777wDQFNTE7FYrOTYt99+G8uy0HWdpUuXlmxLJBIMDAwAcNNNNxGJRPxt2WyW8+fPA1BXV0dbW1vJsRcuXPDPVdf1knEcHBykr0+sTs+ZM4eamhp/m23bvPXWWwBEo1HmzZtX0u7ly5f9a7xs2TICgYC/bXR01F8Rmj17Ng0NDSXHSjPAiooKFi5cWLItHo/7L7mOjg4Mw/C3JZNJrly5AsCsWbNobm4uOfatt97Ctm0Mw5iGtvb19TE4OAjAggULqKys9Lel02kuXrwIQH19Pa2trSXHnj9/nmw2SyAQYNmyZSXbBgYGSCQEmjJ37lyqq6v9bblcjnPnBJWlurqauXPnlhz7zjvvkEoJdb3ly5eXwOPDw8P09vYC0NraSn19vb/NdV3OnDkDQCQS4aabbipp9+rVq4yPjwOwZMkSgsGC59T4+DhXr14FIBaL0dTUVHLs2bNncRyHUCjE4sWLS7b19vbS39/Psgd+g9B/GylQfvKf3q4JCKt4OQW1YwEkL4m6K1eDBwK4+7O4hNDmtJQUuTtvnEY1xb2kSIrgfFEb4uGIyZyh4ilB1KBSojboxBMoXgb1a6FCf/IUoqGhIYz/+wtE3jiF0hSAfsenPXkVFaQWLSV2rh9LCaLVtmCPJcCxhYBEOALVMezhOEYAX6CiuS6KbdtcHxwlfuUd0MO4uSyztxzwpbwzjoJt28TywgxaTTPOcA+O6xJsnIM1eI1TL/8jixcvpnXhMp9KdvVcF7GOW3GrmrFHernjthW81vW2T4k7+ePnSt4RxXQ4R9Gxcjk820QNV+FlJtAro1imKWqMPIscGo2/+6RPn5OJyE9P/Su5XA6jsopP3iLePcdPduE6Dopro+ChhatwMhMYVTV4VpagpjGRc9HqWrGH48Q2lgpEtM1u4fxbZ1FDlWBlSA9d998RUj0xcWgbuuKSy1mEq6rJppIE6tvQUjc4/r9/wIO/v4ORSZP4O5cIVFRhZ1LEHtjPwNEnsAavoTfOQUvdIKhpPgVv/qLFJHqu0dDcQqy+mmM//hFGXQuuEkBRVTxLjI+TmcCILSpRLezr62Pxqrup/+ou+g5uJRwOY5qmEMv47h/Q1NhAXyaANRzHcxywTVSjEq2+DWXkGopuYKbGUY2KElGTuqowT/1/f8Y1Ro75AAAgAElEQVSqe9cS27CbvoPb0GpmoaVu0DZnPpN370B/4c/48fe/W/KOkNdXf+HPSFzvwY3GyA1cQw0auLksqqrS8uABhg4/hKcZEI355/Mr963lxBtv41lZbrl5CeMZi9RdO4TRtJWFQJAzSoI51Vm8IQ9F0n9faMHt6Qc3jUsI1bVRozlRs9WXguoAngHkPDw1gIor7BhuuwPe7MIzk5BzUWYH8MYCKMXvhwMmSo2DN+iB5aH8fkQkTg2iNmxy6W1c2vVtbnr0ASJmEs5dhCYFBjzsRfNRL16BsIqS8VA6bvJphV1dXdh59Lepqak8j/hPmkdkMhkURWHFihUl2z5O84g33ngDy7IA8be1PI/4z5lHDA8LK4aFCxeWSOmnUqlpTLxfOHVweHiYurrpcLn8nTyZ9xMHDx4EYNOmTdO2feYzn+Ev/uIvOHr0KH//93/PF77wBf78z/+cz3/+87iuO23/mcK2babmnp7nYVkWlmX5L8qpx8jtU8N1XX/bTH14v+1O7VNxuzNRL39Wu47j/Lvbnelci9udeq7FYzhTu7KfiqJMe2m833Y/LNfmvc71/Y7hv7XdXC73gdotPvaD9vf9juF7nevUeK9zzeVyP7NdgFxVA87/bhZo0wstkHbxDpgQDqBsqcRZMDevUmaIeg0tiPnDelILVmA314sEzE37EyU31oiyNYJi5VeqLc8XtFAaVZRHIpgtrVx95YygJRUZmKp2CrXWxd2fLfSnLgZfvIea+26n8o3TKEFFIGUhRdR5PFrFVRV+xa1i6eKFeKbwNHIzE8Q27iZQUQXVMbzxBMFgkLr1e3xq3ovPP8f3v/dXfO/pbxIIVxHbuBtFD/reV0M9lzj2v/6GWzrmo//4f6LaOZT0KJ7rovpImIFlWXzhS7/pIyQTpsOcJbfgWVk82ySoOLz4/HOEVYGwmRNjfPLetdz1q7/Or3/1a6y5b62P3Ch6iMbffRJFVX0TXcWogGgzKGCnJ1i4YD46FoN/9agv7PDi88/x4vPPsXzpYrRwhPqv7uL4yTf4yak3iG3cg17XghKKEAhX0fi7T4pkp7IJRw1iKRqxDU/hjScIazD0na3YmZQwSk6OcXloEjUkPK/a5pb+AV+5vIPQ//lzsLKYZg4lFMGzsoQiUR/JsyyL3Tu/zg+eeZoFHUtoXLeLUEQYMasT/ajB/FhqBknToXHdLlzNIP3ZP8REoy8T4PU3u4nG5qJ4HsFQmGhIxzCCBCJ14LrYNy6VoEmO47BkfhvaP/4Zn/7EClYu7/AFPFzLpDYSIhZywDIJNs1DMSrQ6tuEuqNuUP/VXWgVUZo37MaOzPJFMP72yAHxvGVS9B3ajmtOoqRHCWoas+qq0P7xz6iNhHAcp9S7rTdO4tA2rl25jOUJgRI1KBQaVaMCvXkhA3/1qLj+657EHo7759M/kqT+q7sAeOOtbi6e7/aTLDsyC6eqmcvJHLlBD6VBEQhV3qw4eeYKp3/wCukF+QQgawghC4AqHaVWRXm0Ci+oQ4UODQiKX+sslIcqUTQFb8gTyHL+/cABE9Iu2WArbjCI0qLmqYauQK5zKqG332TZF1cTvnRWIFgGIvmLhrjx/X+CsCoWVCrUQi3W7UtY9seP+PfWh+Vv1cdxHvHvbffDcm1+1rl2dHT4yV55HvGfN4/4WWP4QeLnpvqgKMq/aVtx2LbNkSNHuPnmm/nUpz41bfuf/umf8tBDD/HZz36WL3zhCzz11FN8/etf59ixY/zgBz94X9+hadq0/iiKgq7r6LpeshpUfIzcPjVUVfW3zZTtvt92p/apuN3i1ZX3024gEPh3tzvTuRa3O/Vci8dwpnaLz7V4VeeDtPthuTbvda7vdwz/re0Wr+i8n3aLj/2g/X2/Y/he5zo13utcg8Hge7ZbcekCau81yK+iURVE2WzgopP9X/W41VPqp1pnceWvf8SVvzyAHW0UE6vNBrx2DG5fgpoYxDlo47lA0gXb9SmA3oCDtzdF8GoPc29bLNTJNhuCTrhvEsV08XocPFUT4hhSoezMCbRfvYES9OChiJj4GdVkhyC9d5J4NsDb5y+y/6m/IFIRFmiH6zL67A6c9ASMJzCwufmmdir/ubT+RV4bJzNB4tB2VDtXokKo6zr7n/oLnv/eIYIhA9v1cAHXTJM4tI1KXRzfPzoB0WaBcNS3MWG6LOtYhJpM+LTEoZ5LLJw/l+CsedR/dRcWOta9/y/HT73JidNdNNdFWbm8g5Hv/gFeLo09FGf0u39AVVCFZD8tm/YSaGjn3OUeGptn0/i7T06rPxtOZlCqY/Qd2i4Sh8wkicMPYw1cwZkcx0qL8wwpLiT7BY3PylL5zztZsXAOL//DD5jd2k7sgf3Yjoub/2PpZCcZ/KtHGb4hVrtlEgHw2gvP4aGghiIiMcwLV0Re3onu2XzlgUfYvuOP0TTNTyhXLu9gPN5N57Kl6IrL8F8/xieWLcbNTpL4ziN56uGjGNgwniC24SnsyKyS2rblSxYzu0pj5Sc6WbhYIGsnzwivq/s3Psj+p/6Co9/Zyw+P/g39I0n05oXg2AT1gL9t1Sc6xdhu3IM93EOVEUDzRBIr7oltWCN9AjkCfmv9Zr7ywCOooYioRQtVQrTZN7c++p29qIrCF35rg0/r7B9J0tzaTqB6lugD0Pftzbi5LL37NoHnoo5eY8XCOdx8U7u4/paJXdnEyTPdXJQ1aa6CG20m9sB+2ma3sOrWTrTUDazhHu5r6uRf6m/mypgh7BeupeCHL/nviGBqGPVBTah7SkEKtQJv0MXblxYLGJsNgVr33oDrPXh/OYmngLKlUghs1MUAB1wLDB0r2ggWuMmg8Od6rEpQDjtuIlBtEdiki4WWF1pEzdYLLbB8FYFAAJcQ7v4snhIW1ORTx+DePgLn/uVD97fq4zyP+Le2+2G5Nj/rXA3DeF9/A8vziH//POLdxvCDxEeKOvj3f//3/Pqv/zq7du3i0UcffV/ffePGDZqbm/mjP/ojvvGNb5RsK6sOlqMcH+Ooy6uQDTjwSJWopZjbVqoQ1l4HqXFBKwpWCZqgpAtKStC4V6oW1qwVzI63RgoKZiGzoBYoV9+NalELksnX0FiekJG+dVVe6TCdV1RTRC1I/rtPXLnBHdT75rLRkO4LSCS+8wiGYtM+d/77UnGTFLhiX6hsKolhBH1lP7nPwNEnUNKjTF6/4B8vFejMiVECFdU46SQdNy+bpnRX7N2le3aBsjeWwMumCFdV41lZ6tbvmUYLlBTAcDDgq+F5VtbvHxQMlC3TBFUFz6Vl015Gn91BNmsSyyspFivfFRsxgxD1yEyMozcvxBq6RsumvfQd3IbnOqieg2EEfUNnqe534dI76A1zsIZ7uHPlLX5/iv2fZlI3lJ5a9nAc7ByuY6MEwyiOxR2rV/mKhj859Yag2AHBkDHNSHliMi1qkuwcsQf2T7ve0khYq28roRjKMZPtRyOV/j00tc+Ab0RtJS6gV0Z9s+HGdbumqRlOvX7SCDu24SmfklnsMSYNoaXKpTV4TaCnoUr0+jZyiYsQ0FADAd+jzPfzyhtTf+Y2QaebpiL5xXvEYohOqVCF3FZsFCzFK6RPV5Up6IZz2wpqn9JcXFKK1YrCe0F6c4VVIbAjqYEwsyHx7UtEO4OuqPMcnY5qlKMc5fhoxYdSdXD58uWcO3duGnQqeZdTeaDvFgcPHiQYDLJu3boP3Idy8lSOcvySRVAVEycPkfyY2UKSJRXCUuPCSFjLe17d21fw0IqGoH6BmFAVC1sEo+L/dkB81jiCIjjuCZUyqXDoITy1UlkhtNGkgqaAk4Hj/yw+ZwdA1YWB6qvn/D7UeWlwLHr3/h6gMJZMcf7ts6KWqrYF08z5AhMzqQRCAZmZHBsh8Z1HyCTHfPXAQH0bJroviLByeQf9h7djD8V9zyNJDcvZNl5FLYqioAVUAppG6q4dmGaOwWceo79X1CdI766Vyztobm3HM9PYYwnczARKKELt/TvJ2h4jR7aRcxVSd+3g5BmBsN2xspNwMEDOVThxuotsKknd+j2+gMWa+9by4vPPsbpzKYproeDhmRkShx9mcmwEx0zTd2i7QPlgmtph/0jSP3c1GGJejYZrZug7tB29oV0IcbiuMN2tayWXuEDWgStjNiFNYV6NVpJkQan/kxR0kKiTpEyS7Bdqf/Vt6E3zCGkKCxcXqNEvPv8cC+bPo+XBAyzoWOKLeGRcldRdO4RQxwP7CVTPwjCCJZ5dUthD+owVU/KKUbmAptPy4AEyrlrSZzlGLz7/HP0jSRrX7YJkP3d++lNMXr9AdjTB6s6lpR5p+eNzWZMr8V663jzrX/c7blvhI3pStEMeK6mnim7kqYUhgrOEcbN5/RyKbuBZWe5Y2cnEZNoXL+lcsYxFHUv4zG23+P1M3bWDPzt9rCBcMZIAL78YkkuK30uvqpGESKZUW4jNXO0RtZVXe0TyWr9AJEa9N0QytC8taL9XewqIthTNmEyKxZRAXqSmQhXviTMnCuIZVaZYQJF9qIuJdhpV8T4pRznK8UsXP5fs40tf+hKpVIqjR4+W/P7IkSO0tLTwyU9+8j3b6O/v50c/+hFr164tKZR7rzhy5AjAjFTDcny4IplMMj4+Ps03rRzl+KCRTCaxOm8XNVrVFWJi1KAU5NWlQpiGX5fB5Uvwl6lCzcbyVWKiFHTBtGAiP4kDaJ8Ht39GrHaPBYSU85ZKWLwQRnLC22fBInBN8b0P5RXQFMS/K5RSxcKRBF3tTRzrjnPxW1n6cgFiG/cIGtemPQSb5qA3zSMcDjOvRlBQ7Mgs31RXhlQXrG7v4MTpLiG3Ho6g1bagGBVkkmNC2n2kDy+bKknSFsyfx523f1LUb73yUy5cuszLr/wU08zR9OXHqaiuY/L6Be5YvYrIyzsJRaI0rttFxlVpaFvgq81JWlk4WsPCuW0EFAU3M8HA0SfwXJf2ufMJqh4DR58gm0r6CUH73Pk0b9iN6Wk4jsPA0SdAC04zHNbCEWIb9xCsEsa4wVnzQFHQqpvwplA6ihOLbCop+mCZnH3tJe6+43ZCAQ9npActdQNFN4j93jexhntQgyFaNu7BGo6TzWSJ916fdo8VJyryezwr6/dXJoajz+7AGZbfEfKl32XNlZRi7++N++1I5cawKmii0veqODGSiRjRZhKHH8azTF9psVjJL6y6vm/XVLXGhrYFLFt9D/29cV92XkrNV85eRNebZ6dJugN4uuFf+5nGY+r/w6or6r5yWZEQZydxxm+QePprwtdtk7jXxQUWapZowWmKhHJxIRa0SxdFNPJKf65AkLpeLSQ6Y4GCyugDAbGoIs3EZQ2VmxZtaAGxOPJAQFAGpfJo8pLw1vtKhdjvhZZCrWUyK94Pe1NCyMbJiP3PnBCLOrfdCdEF2Es+Uf77Vo7/kCjPlT5a8XM1LD516hTf+MY3WLBgAd/73vfYv38/f/3Xf83v/M7vAELg4siRI7zzzjvMmTOn5PhvfOMb/PEf/zEvvPACn/vc56a1f/z4cf7H//gffOlLX2L+/Plks1n+4R/+gaeffpq77rqLH//4x9NQrTJ18MMVUklH1/VpqkvlKMcHiYm7V1HRfRZ0hYCSX5VOZsWqshcUSFYIICxUyqQ56ffSoqh+eZ5mdL1HrFR/L12gEBarBsrtT02KJEvSiKRBcTIrfLkUwFGEcao0PvY/gQaFK2MGn/3q3zJw9AmBLFVVY06M4+oh3OwkigIV1XXons34RApFD+GaaSpr6koMby8PTdL05cd9CpekbREVKoGemUZRVRTdIKh6rLq1c5qZbLBJoA0DR5/ASQ6WGAiDSOiOvfJTCIbBddENMfEeOPoE9uA1UBSf7tU/kvQpdFIZURr1SiqhpJclszZ6Qztm33mMSDVOegIjTzmU/bwyZkOyX0irKxqelSVre3ka4FYWLbipxMxXojfR2FzsiFDRk8a8xWHUtRCob8MZ7qGqsoKMq2KlJ/BUDb2uBWe4B3Okr3Du+fGvqRbiInJcZjJIliHpj9J4GCBre+gNc9AmBxiPd5fs+25tSSRLmgjHr14uMXCeeu5T25PXO3FoO7GNu0tMll98/jkqZy8qMW6edtzTX8PzvBkpfTN9t+xz0nTQ69uwhnto2bibyMs7udR9TtzjZpqKijCmmQMtSJUhFhQmci6emUY1wkJZ8dkdvMwI1W6ahrRFVcd8gUA9kFf5dOwSVU/fVFhSgqd+nr8o5N6/lRKLH/vSIuFKu4Ia2HtDIGWOB3VqQdlQtiuPLzZF/1YKAvl3Sz7Kf9/K8R8V5XvpFxsfSuogwPe//33WrVvH448/zuc//3lef/11vve97/lJFgiVD8dxZlT0OHToEHPnzmXNmjUzth+LxQgEAvz3//7f+bVf+zV+8zd/k5/85Cc88cQT/OhHPyonT+Uoxy9RVHSfJaCYBDZpYjJ1LQXhkKD+jI8JKk/GE/QhEAnSvkm44QiK4ekiT5zDjlipdvPUQKlO1nuj4LNlhAoCF5KutCEgEruKMGhhsc8jlUISftQWn00CCcsNelxPu0IYYPAaruvSNruFBR1LaNm4m46bl7F46TJq79/JRM7N+y3tIVAR9VEMEAiOlrrB9X2byGaz9PfGffNZkv3ENjzFoiVLWbi4g0BdG1lH4dirr/uIRn9vXMiMZydFXwauCfRBLS2M7h9J4pFHkWyzBHkJR2t8E1854Z5Xo3HHyk6SiaslRr2rbu30Eafm1nY81xHS78EQjet2YVRVYzsuTk07x0++waXuc75RMUBmYpycq6DagsbomhnOX7jIsRP/yrFXX+fKmO2PzapbO5nfUMmqWzt9xKbYK8wwgv5n54plzGtvpTIcEkmpZuBpQT9ZUfJIY6Ai6qM6skbt0uUrnDjdNd2AF3x0h2Q/ppnDjsyiZdNe7NGCKIVs67Wut0v6XxzS+0qaCAc1DZL9OOkJTpzu4uSZ7mmJTjE61FwXZfCZx/BcgXZJJE5SH3MTYyTyVMypx0Ve3skdq1exqGOJf42L95nJt2zZ6nvoXLEM1cpiDfeg17cx+MxjAmkcTXDnylvoWHozih4i9sB+Ft40n6GeSzS3thPb8BRa4xzcnPByy0yM88mUxme/+re0RuaJ507Lq3x6Qei8XSRZvTcKCHRdzLdpID4ijlFy4hkP5FVEzby4hWqIRC3oiu1KTqBbIBZbpLKhRMV1pSCKMeQJZCuniP0kRVlSGctRjnL80sXPDdH6MEYZ0fpwRX9/P47jEAgEpnlPlaMcHyTc9krUaE5479x2p0iA5kRE8vOtlEi0hlxQi1adv3iPoBxtNqaval++WECz2ucVCurrYiKxKhbYmFqc3zpLUImGPDApoGp2DieTIRcOciIXZNvCT3Al3kvjul30HdpO1AjQuWJZCVJw8kw3k2MjKLqBoqpgmYSjNb54ws9CJKRflGJl+cztn+T4qTeJbXjKR9DQgr5/U2z9k/Qd2k7Lxt307ttEMO8FJVGlS93ncDUDvaEdeziOOXDVH/upohjF/ZLbp56T9LzK2bZQoDMzhKPCC8upafcRECl2AVA5exFeRS1NX37cT9aOn3qTQLSRpi8/7gt7zITwFI+PbG8mxCf0f/6cgUQPKdPxhTdWLu/gn4+/gmpUCgl0FBbnxUFM9LyAyTZCGjMiZ1JQov+woNJJoYtopNJHxuQ+8vpNRbSmol0SrcsNXiPYOGcaoimFNYqvhUTFwqqQU864KtZkkpYtB32vseIatKnHr7lvbcm1k9tefuWn6I1zyA1cpfWhQyVtSdGU4r5PvR+Kv6u/N+6jltKHjGgz9nCcQPUs/57c/8aLzKsxBU2w83YxSF2vivrJaD6ZnvrMSrGbfkeYjA94JYI0nL8oaL8TRkFIo/g5b4kUxDRm2g4FpPyFFvq//0/lv2/l+A+J8lzpFxsfNHcoJ1rlRKsc5fj4xUx0ITsnkp+JHOiOSLauO2CoBbWy9jpRrzGRE5OvQVeIZXxzEio1kXhVBaeri02NWg1CHmQVIXQhE7gp5sk9hz2WeS1kkmOEozWYE+N4egjPdVm0UFDgihX4plLn5GRUTkC1yQHaZrdwqfscgYoqf59impicvJ843UXW9vAsUyRFDe3Yo3046XHUUCVudhKjqhYrZ9KyaS+JQ9tQFIXmDbtJHH6Y2IanSBzajmJlWdCxZNpEHAoJQ+/eDajGdMU9SaPzbJP5DZW+st3Ucyw+H5mMNLQtYGw8iRqqJGoEaG5t58qYjZm4gKobuGaGyhpBtZRiDHKyX5xkyPZkhGpjuJrh0wI7Vyzj2KuvozW0+xP7l1/5qW8orCoKLQ8eIHH4YVwzLVT1RvrAsQhWRgmrrp8w9/fGS2iTTk079nAPXp5+KZOq90NBLL4vpNBH38GteK4LjoUaDKHVCzoh0Was/ouEq6pLaKaSLgr4RsHF94+kJsp7rDh5l21MvVYXLr3j0zhDmlKShM1EgZxJMfHdEs2plEmZBO4fH+YTw28RfKiylD54wBS1VHZO1EuqhngHVJn5+siQSHRbZxVowFJ1sPsdIXihVhSUDL94D7zysmjD9KCyQhzvpkVSN2GIY4tFd2ZKwMpRjnJ8ZONDSx0sRznKUY6fW/zwpRIVP3JJUcMBIlGS4hRBpaBWBmL/zYaQb/5KhVAufKFFJEu9WYFubQgIOehiBEvSg754j1jpDnpQr4rPkYSYrB12IGPD0w4TaY8rBxyGPeHLpBgV1N6/E6OqmjtW3uInWf0jSaFCl3M4frKLi+e7CYwJZcAJ0+b8hYtMmLavGCcpYAs6lhBWXTKuyqXuc8Iw2Mr6oggnTndhR2aBnWP2loNgm1hDcWK/9828j9IejKpaVncu5c5V/4XEoW24joNjZoSghJkWFLKVt7CgY4kvzDBVuKK5LkrftzfnBQ/2Eqhv4yen3qBy9iKOnfhXGtftwhruwRnuIX71MmvuW8ul7nNYwz2+2IKkl01ev1CSZGVcFUUBJaCRTE3S3xsXQiGui6IFUY0wtffvJJmaxHY9ru/b5H/HUM+lkvaKw9NDPi0wlXM4fvINXNdFSY+y6tbOPFpnEFv/JMHGOajBEIPPPIZW10o4HEI3xwkHAz79MeOqJeIVxbRJq/8igeomXNukcd0uf+ymCksUq0ACfmJlR2bRP5Jk5fIORp/dAZZJRWUlqqoSqJ4lkivVxR7pRWto9/245LXxaZtFHmBnX3vJN18OVFSVim4c2g7RZp9ieKn7HHbRtUrdtQPFsfJqjnNQ9BBDPZdmFNQAfMVEazjuXxvZt8FnHoNoc8n9ZCmaTyltrov6VM27EgO85lZx5YAjFkFqHJFkdd4unuliEYxkViRZWyrFcyyphMtXlYpfBF3RTuusQodHEkI9dGte0GZuW+GdMRYQx97bJ6jHcyIC2b7aIxQPyxTCcpTjlzLKiFYZ0SpHOT5+If1zpABGMitoQgMeKHm55SEPHBdmBWDAhVGnFAmTCNjyVaVJ1dQVaklJlCvh0o9n36SgCj5SWeLbkx5wqdXb0erbsIaEcIReL9AkcmkWLu6YRs/KZrPENu5h4OgTzG+oBPA9tdxMksVLl5XQrFbd2ulTAxOHH8a8cblkeKTwQ27gKqqqogZDRIIBcrbtixFo9e0+yiD3twausHjpspL+nTjdRc5V8CxTtG0ES1CMk2e6yaQzoIDiWHieR8uDB7i+bxN6npJY7Al2Jd4rEJjhOHp9O9ZwnKihlSRFkvrXd2gbLflx0c1xxuPd6DXNPnXNiFTj2BbNG3YLafya5hIK5EwoS6g2hqsbeGYaz/N877C777jd9xyzK5uwhq6hONa0852KvhQjWlOROelf1ndwG3ow+K6IVjFytLpzKcdfOwFGJc7keIkYioxi77TxeDfBmmZcQNVD70ppLP7OrjfPliBHUxEu6aGWOPwwnuOAqqJaWV+4JJvJouWvbTJx9V0ROoFo2bi5LMHYohJUaybUsVjQpH3ufC5e7fGpmlhZolURfmSPEAvatC2/rRRVkuj29bx/lqQZTkWaiinEMlkrfv4lopXz4DN3i9/L9pWcSLZ0CiI6AJOBUoGOcpSjHB/ZKCNa5ShHOcoxkhATnSZFJD+fvlMkWUFPiFpMBsBTBaI14kI4XJpExUfEavWGQEESHgpIWfHkTApiWIhjJwyRdAWjIsl72oG6GFk3JxIwXcmv4vfg5rJ+MuFlU6AFuTJm81rX2zS0LeDE6S4AqgzNF5uQCETvvk2gKHieR8/1PnK2Te39O2mfOx8Az3W4vm8znikme8WoSCgSpenLjxMwwr5wRcZVfTECFBUrccH3ZZL7V1TX+UibnDzXrd9DQNPFcXqIuvV7mMi5pO7a4XtiKapCNKRjjvQRjVQy+MxjBBTFF6dorosycmQbPdf7cNITWP0XwfPIJS6i17czYTo+2rHmvrVYk0kShx9GtUwSh/Jy9XkxiWKvprDqElQ9Rp8VSEvTlx9H0UMl4g3Fsea+tSzoWMKdKzuxxgdQjUqB8hkVfoKwcnmH8NVa9V9YuLiDuvV7yBV5RBZ7WM1rb6VzxTIfoZJIUcZVWXPfWh+JCmmUUOSm9q+/N4493OMjPJ7rguehqCq19+/kxOmuEsRL92wGn3kM3RP9CkdraN1yEBRB5Zsp5HeeON3lI1iBiir6e+O+cbEU35AiJp6ZRtF0WjbuZkGHEJ6oW78H1Qj71xbwJf8lmibHqbm1nVAoJFDVZD/9vfGCD1le8KPYPiA9mcZJDpLLmuJemRzzvdAIhsm4Kr+5/hl+teW2wjMqn9kVoi9M5ApGxDMlWRKBfqFleiL2w5fEgsyAA2Ou+H8xer4hIJIsgG+mxH43Cki2r0pajnKU45cmyohWGdH60MRbb73lS5befPPNv+julOMjHKnPfpLwpbNgeQRu+5SYDLWGxKryt1JgVIu6is0GfHNCKIfZiHosuf/PC2IAACAASURBVOpcFxS1XGZ+5XqmSdnpE6L2w/KEqmBx3VZRITyvnuNErI76qgg9g0P8V31WHtGK4+YyKHk59NjGPSQObUerbxMT64BGbP2Tfm1RcRhNc4lt3EPfwW20bNpTItEtJ82yxgXw66GsxAVfft1HsRzQ6tsJjMVx1CCWaYKqote3oU0O+LVjsh5Ltu2kJ/B0Uc9UUV1HJjmG1jgHe/Aai5Ysped6H5ZR/b7EGWaqGeo7uA0AvaGArhXvVyyuINvrfvstgk1zsQavEQ6HfASkQPsTIh3F6F9xzVjjul1+X7vfOkugIoqXnSA3dsMf+6nf2XO9j9r7d/p9F3L2PWj1bTPW01mmKST/p4hgFLdfLDQh66MSh7ZTZQSwFE2oTR7ezoL58/y6qP7D28neuOKPUd++TeiVUZz0BIGKKog2M69G8++RmURK5LnI+1DWeBWfR7GQiawvXLm8g2Ov/BQlFMHLpsiN9fvnE43NxUTHzUygqiqGEUTRQ9iVTeQSFwgYYd8KQF7b5rqof8+S7Kdx3S6u79uM3tiOPRSn5cEDAglsaBfPkZnGmN2BPdLLHbet4EUlKZImWWs1aQt0udieQaJLxVLtDYqgFd9+V+FZlrWbUhxnppor2YaUmp9Sj+nss7BmN2NHG4n80+vv6z1WjnLMFOW50i82yohWOT6yYdu2/1OOcvx7wvM8sDyUXE5QCNvrxEr2t1IicbJzkLMKSdbWiPDV2jcp1MjmRESNxkMRQS0sRrVkSBn3LRUQ1sTkqni/upivcrbmvrWsIcqt2Qr+9PZ7uWPlLZDsR29ox4hUM3vLQVzHIXH4YRQr6wskuJkJEoe20d8bL/nqhrYFwvz14FZcM83oszt89OInr77Ohe5z9B/e7qMk/SPJvFpbD67noTcvxPU8OlcsY9WtnXieRy5xgVzWZHXnUnTDoGXjbl923NMNtPo2XN3wDXYt08TTQ7iOw+yHDtM2u4U7P/0ptNQNVCPMhXNvY5omuRtXSBx+mMmxES4PTZJMTZK6awcTplOC2kytGZJITzSk+cmB3E+iX2vuW+ujRVL0A8/DmRgGz0XRQzR9+XFMR4xb+9z51N6/k+bWdtpmt+DUtPvmwXKM+g5uZTI5xpUxG1VVCKgKlRUVQAGtkmbQza3tnH3tJVYu7/Dl8S9cegczcYHYxt3Ywz1Ypumfa3Nre2F8N+1Fa2gnmZoskUFfc99aut48Szo5holOMjWJZZriWuey5GzbR8KCqifGxc4JzzMzU2JArBgVNK7bJa5fQCUwFi9JxIsRPTmOfr2Xbfr1gPNqNL/mT0rOnzjdhWVUEwqHGI938+Lzz6EaYWK/903QDUK1Mf+8cq4wrZ695SCB+jbfbNse7hG/0/QS42d5rQNuDvvGJRzb4vq3Ngi1Tc0QiwQv7wQri2ebYJuoqkpu4Ap4buH5vLdPPMebDYFmP+0U0Cop/y4TpHv7BBr1lQrxLih+luWijJR8l9u+eI94V9Rr8MoxQUvM5gom6NLY+GkHlRyhXxtGSw5+8BdaOcpRFOW50kcryolWOT40YRiG/1OOcvx7IpgaJlBtoQY84Z01MSZogg9FIKQKFGprBJoCotZib0r4amVcoRZYZQoq4L5JUctVPCmTgheXLwk64r70zNSgIpqhpNhlJsZ9+tTqzqX+BDZxSCA3Xi6DUVVNbONudMMgHBYo18RkusT3KeOqzN5yED1oYCeF0a1MNFzdoOXBA3goBSpannoW27gbNRjKy6Xv8T2QWjbtRW+cg6eH/L6NPrsDQ7FZdWsnrpn2j5kwbRzbAgViG3ejqCqjz+7w0ZH2ufNp3rAbJRShecNujKoaYhueIhCO+JQ+6eHUu3cDF965Qqg2VoKwvPj8c6xc3kH73Pl0rlhWIqYgv8OubPKTJCgkalpY0P0qqkXt0uAzj6HVt/vtjz67gwvn3ubS5SuCohht5vjJLi6ce1vUzAGtWw5iD/cQilTT9LtP4qg6y1bf41PgFD1UkhDIsBRNiH6Eq3z0STdEkip9o6SXVt+h7eRuXEENhkrERI6fepNk1kJvnENs/ZOgBVFUFa2mmdlbDpBzFfpHkpimSd36PRw/9SYqoKRHUVXVb6u5LkpVUBVqiLmsTyuVCU3fvk1cvHy1xEtMhu24xB7YTyaTZcK0feROiq4010X9JFbJ3zNr7luLm8uSOPIonuvi6YXzat6wGzVcReLQNpzhHuzBayh5hDRxaBt2JlWSNMvFgbr1e9DC4j4KRmpo2bQHkv0C/eqNg6LgJge48/ZPEq2KoAY0Yvn72l/oyKn5ekkP3Cyk8nYOdq6QNE3dd9ITSZMUr1ArRPKUUwsS8VCgKDcooHvi35ojkrKOm8Tzn6chKw0K7oEsTnXTv/GtVo5yiCjPlT5aUaYOlqmD5SjHxy8krS+dzotdOOAh6Fq6IiZdhiJ+l/OEgtiDEYF4PZT/XHnXzDRAEIIXOtCXVy5sUEqL66eIZkhamu16JVTAYgqaXxczFhfJSpEoQW4yyewtB+n79mYW5cUJHM9D0Q1UO+dLcOdsm/Rk2pdn77h5mY9gSDEFO5NCm7UAe6QXJZfx23FzWRQtSDgYmCZgcPJMtxCAGO7Bc2xmf21fib9WsbiCpL0VS9YXCynI85owhTm93lDwyZqJ/jhyZBvtc+eXUA2BaTS/d/NlOnmmm2wqiWEEfRGMy0OTPp3Rdlwa1+0SfmJjN3wqWjSk+SIWUvyhuC+WovntAv72nKvg5rJEI5V0rlg2o6dYMUWuvzdOMjUJWhDXMjFiizD7LqBoOoqqEtIUnJp2zL7zqMEQnmUye8tBevf+HmoogmumqayuZTzenRfyCOGaaTqW3uxTLS9cfEcYL1tZgiEDRQ/5AivSS0yOW/zqZV92XlJXi/3YZhrnYupn36HtuNlJtEDAF9Lw8veXqqp4rotiVBDb8FQJTXQqPVa2L4U4chNjBKtqfHEMXxAl/0zIfkvBkBKRky/eA6eOCaXBfZOFTyNUELuRIhg1jniWNxtiHyvfxlRqsGz3tWPC9Nj08n5cDoQrSvcty7yXoxwfmyhTB8tRjnKU44cvCSPi6oq8TLsikKymgECymgNCAGPhIggHhBT7vkmw8rUVRnVh8nX7EoFoyZXs3hsw6goPrhCFmo5UTiR34FORes6cYtnqe+h68yx2JoVn57i+bxOXus9No6BJhGvVrZ3+qr5EEQJGWKBAnsfloUmCIYNgZZSWTXt95KC5tZ32ufNp3XoYXdeprKnz6WHNdVG0yQECbg7F8yDZT1VQJVBRxewtB9FqmgmEKpn9tX0+QlEsYKB7IklTrSyKa9N3aDuqZmCP9ZOeTKPXNFPd3uGjEuPxbnJj/YzHu30BCCmkAAKR0+rbBFI2FEevb6Pv4DY8K+uLgfT3xhk5so2so3BlzPYFNvpHkrz4/HM+6paZGPd/L5O8+NXL/jnU3r8TtCB16/cUxiJ1wzcfXt25lMTTX8Me68c1J7GHRZI11HPJR1ik+IO8Ns2tQiodo5Kso5BOZ+j79maCmsZnbruFRR1L/CRNyrlLxFEm1oPPPOYnj1pDOy2b9qLqhqDCeQ6qboBlsurWTubVaASMMC2b9qIoCpGXd+Zl+HejBsNkJsZZc99aUYfluqhGmO63zlDd3kF/bxzdMIht3E2gogo7Mova+3cK9OnQdpz0hL8QING6wFgcRQE3PU7i0DbCquuPBeDf0zLW3LeW+NXLJA4/DK6LUVVDJCLUMYMhg9jGPQQro8Qe2C9quByHxKHtXOo+R/zqZR8RDdXGMJrmoUeb/GtlVFXTuG4XajhC47pdNLe2AxBWXQafecxHBBU9xLwabUaDZ0AkTHtTArXemxLP7ew2se32JXDquEiuBl1BM96bAscD1RP7VpnTKcQ/fEkkYLX5qdSYKxZvpP2DRL/PnCgnWeUoxy9plBGtMqJVjnJ8fEPKvFsIY9HUeEGaGVWoAnp5w9JiOpCcFE0RtAAKv/teutSL69spyCkwbPsr2Me64/zqrE9gDfegVTfR9OXHGTj6BEp61EdjPCuLogs/LeBdUQOA46feRKtrRZscQPdsXxo7HA75Cm9TJbolAlBsAivqtYSAgBIURsJVlRW+me7K5R2+11ax/LoUwHARdXBKMIRrZgiEq9BqW2YUWpgq0z3VjPblV37qy7HXRKtIpiZ9c2D5vdf3bUbRg74BrhSyAEpQDInc2aN9GIqoX7Ajs3CGe0pk86ca3166fIVAXZt/nETophoDFwtHnDzTzWRyjNYtB0kceZRApA4lPYoWUH1pdcA/tvjazIRoqcEQ5LLTjIIlCuajm3lkJzcxhhqO4GRStG49XGjLdGjZuJu+Q9tpyRtUF4txFBsm163fQ+TlncSvXiaTMVH0INGQ7ps/y3Gdqe/yPiLZ7yOu1/dtQs2jVdLUWiKO5986ixKqxM2mUNQAeuMcX9RCollG0zxiRX2XfbMjs7AHrxGO1kwbz2JxlZkETvpHkvxD3ynaNigFNGtvCoK6oARKr72/TAnbh0FXfE648EBE7Gt5oCilAhny/SKRMomG75ssGKDfvqRg9yDtH8oJVznK8ZGOMqJVjnKUoxxQoOssXyXQrfiImCjdtAiMvPT7hoCYaEnJdlkUL1euiwQt/KiLiUnThCHau+1OMRkrrkvO12d9jmrs0T70+jbsoTh9B7diD8XJTfz/7L17dFzlmaf77HuVVCrJkiVXyZJ8t2Vjg0NjBxMuGZaTCU3WGk5yuqdJNw22CRhsOjA+s1ZP9xp6HXqmJyfrcAgTm5iLbTxMO5k+Jyf0nBDSNEMCBExsxjHYxvIFy9aldJelUpVq79q388dX+1OV7CSk6Q6QrnctL3lV1f5q7/3tqvre/Xvf5zfByHMP4UxN4vhII9lySMHs0qzB8SzpTd/CG+vFCD1Ge8+ybMli5m/dI3tvAHr7M7z2xltkbVcYAisC5x31MPnTUyUiXgdGyyIUVaOutoZUWwfFQJH7sv7qtSyeW4up65w++R6ZvdtxHQc/DNHndqCaMVo37wIUtLomnP4uzp7r5rU3fyaVsNUbbpYms6m2Dql8XDywg7gaiF6aIMCbHBb72CbGbfnyw9heyGBfDxcP7EA1BTyiY+FiqSY5GNi+gtPfha6p8hi98T7Sdz1OoWDj+OAOdxNLJGWymkwvlOcm0E3R11a0ccd6Sd/1OI5TlFCKyDDaS8yr6AeLVDtNVQWEojCFN9oDyRSFrJhbO5et6IuKeqOi5ODigR30nD+Hq+gYqWWEISQSteT7T2NfHKgAfAyOZ6XJslnXQPMdj2HWNeAMneOzN1wn4SBrr1xN0tLo370FwkD8TaYktGO09yzZgfNM9nRJlS7qtzKahaoWJS3lOPny6zK6juJqIGmAimExsP9BFEXBUoMKU+t1a0SCq8Zqad28E6tujvyYBEFQ0esmera2E9p5+Xh0HSbrEthOEb+hg8PHuqTimisK0klEYvQS8yTu/tU33iJ30w7ez3r07gvxCiHu7jz4ilCvohssL7VCoh6aloq/UxZMhyJp8jRYuUJ81qGyV/Pom0LtesYRavjuvLCPiEyOG9OlPs688PIr/26pRjWq8c8iqopWVdH62EQmk8H3fTRNo7W19aPenWp8giOTydB8200YvzsMj+ehVhd3r3vGxQtaE+AWQFNEovRBeilmG5+WK2Dvnao0Pi5FMr2Q6ekCqhUnaely4RwZ7Q7se4DAE00gqqZRZ+mX9PFcDtEeoc4jw1e8IjdsWC9VKHekBzQdo7H1EjVnppdmG2HRwUwvkwvmzJN3SzUpUnVWb7hZ9jQN7N0uDIe37KJ/9xZqkg04jiMMgUsqxMD+B9FVBS0oVvQ1pRqTl1XJIuUjs3c7MS3EcYrCHHk8w4rlyxjs66k4xqPvHidruwRFh7b79pDZsw29YR7FoW6sugb86SnMmIXtI4ygSxCQSB1xQh1/Oos5bxHF4fN0rrqiQukBpCIVFAs4PoSuI8yLrRrqLO2yBrpR/1eERx/fLwAnkUI423g4Oj+ZJ+8G3aJ1yy4ByBjultfP5Yx+Y3PSgvZo51lR1oOXu2mHVI+ifZjdv3a5iEynHadILJGUSqmwGtjGDevWXqKOlm/72ps/Q4klCApTaIoCZqyiR21235fi2gS6SeuWJxjYuw1n+PwH+kxH1+3As1+rUCvdkQuY6eWi3LGk1ClGrGQELUyq3ZELaFac1CbRBzh5ZevM5zz6DM/+zEfK9bdLSvVnbhSvy54VPVwFD9KKgOVcc+PMTZrdeVDL+rlK4wR7PfxUK0H9PKy//+kHOuZqVONyUV0rfbRRVbSq8YmNkZERhoaGGBmp4m+r8eFiZGSEQrwB+/9rAgvR4F7MCsz7dStFGeGy5b84yQLxuuj1HY3i7nX2LDiT4u+xQ2UIaaVkRszMHW9g/dVrsRL1tG7eJROokeceInAK9D+9lTDwCV0HRdPRmzqk8vDyC88z2NfDQElFivqSIhUhwr2n2jpIb96F1tTO4Hi2jARngufgZ0cIgxnz4HL0d9LSicct9PwwcVUoC6Hv400MUijYFTS/qKepztKI6TCw7wHM9HLa57eSMDVxTHaOzJ5t+PlJNqxdhanrjDz3EKauy2OSuHWnyNlz3WSevBu/kGP4e49AqZTNskz8sV5UTZNJVnrzLkLNYHA8S9HzaN3yBBAK8IIjkkA1Viv62WrqUAyhtrmjPfh2jsye++k6+R62F5YMiOMA1NTEZd+Rr5oYoSdR7aFr03TXE+iGyfyte0RJ3OadTBUDeZ1FaktUqlaOel9/9VqJk59tPCxUIEFfNFLLCJx8CSIhiHjlpsfRuYsei6iUaqyGc6N5Dh05KlWm0LXJ3STKUSM1qZzYWD52NL9RH9myFZ2SXhn4PsPfe4SgaMvrrFyVjLZ/+YXnhf/bnd9EMeOYMYvUpp3CBLutQyaAxUARfYGWAGQERZvM3u0orvOBP9MRMdJSPExdxy7YeBNDKLqFN97H+qvXMtnTRXbgvJwD1SviTw6j6ALGMfy9R0TJabnx+GwVO/ouON8rlOpmVZBIo++GCJRhIEqS1ZgYJ1LG1NiM1cMXbxZ00v+cI/B13nniO3T9n7s+8DFXoxqXi+pa6ZMVVUWrqmh9bOKdd96RJnxXXXXVR7071fgER3Qtrfjf7qfunf8JJjP9E1trBYp94ax+iQUJUUq4exp07VL6WNSHEdELnRBqSsnVRIEwBqEdoj5UV9HTNbtHaeOtt/HaG2+BGZc9NM13PCaVq2hRXN/RKe/KJ2NGRX9TpFRERLdytSdSfxRDLHoze+4nHo9L5enigR1M9nRdVi2JSG7D33uExXNrLzFJnm3UK94/JsyXS+TAgX0P4Aydu8RYONr+8LEuSbwb/t4jGM4kQIXxbXkP05lTXULhGrnA/K17GNy3nRAF356m7b499O3eQufKVZJOF/WQKVYt+pxWUUq46VsisfVdFECz4phqKBOk6LjLCXyHjhzFtkUioBgWYRCCqkKxUGHGW35eZvfGRdTBSC0KXbuipwxEohMZDmf2bidpadLU2LAs2V915lQX6XueZuCprxJLJJnOTjB/6x45n7P3Y3Zy9Yv6w6aKAaEzzY2fuVb2r2Vtl9AtgqYTNzWpFEWqXbmp8Gtv/kyeaz0vSkAjo+XZ/WBRT6ITqPh2HtWqQXVt7IsDv3DfZ8dsgmekcJX31c3u3Sp6HsVAmZnzyMz4FylakZq1exoIwUEoWj945VebF5cr35H/1nem8adNfv79V6u/b9X40FFdK3208evmDtVEq5pofWwin8+LBntFoba29qPenWp8giO6lmo+9zuo/3IQduVAAxwFVi4Td5m31ogEKlK1WhOCLDbsw9fqRN9F1Cx/6ozoxRj0Z1DwT+QEbWzKEknb5zMUnirS6/kMegZftJorFqaD+7aj6YZcOEclZOWggvJmflkGWCqhi3Dwh491yUV2VHYXJTPlZX5RGaA7niFuati2I8sC11+9loNH35OL+SjBm12KCFTAIMoX2ccPviITlIES0luN1aK4Ntdf92leP3gIdJM6S68oN4vK59zRC+AVUYEABN68aKMQosVq5aIY4PWDhwg1Q6h/ikLrvc/Q98QmtJokoZ2rSHwinHnoOWhWXCzoa+oJvaJMZiLQQoTVLwdMmHUNeIUc6Xuelknwxb/+N6Aol4ViHDpyFNtXMJra0fPDEhc/sHcby5Ysprc/g2vV0/LlhyuugSjpjpKCKccj8H3wXYHy37sdo5TAEgSgQOgWCQMfLVaD3lSZsL32xlsoVg1KsSAR7uUli+XJVZQIFgKV5jsek2Wg5UluZu92cG3idfXM+cqjcs7LbxxE17E7eIZ4Xb1E+RenJkBVUYwYMR157USY/L4nNsmerYG923GGuy+BpFwu2YqSLJIpigOnCcMQ1RQ4e003pE2BkZoph70sQn425GZ28hSVB5eXCV/O6iEC5MyOqH+rWGLDhxDqMfJnhqq/b9X40FFdK320US0drMYnNmpra0kkEtUvjmp86IiuJbVpvkimAIqIu9JvnhQUse9MgxPMlAxdvR4mQ+GztTsvPLF6xsUiy4rBJELRsJnx17m9Rpgf9/cy/XiOQ0WT1WGaP77nb7B9hdfeeEuWdQVFm+Y7HqMQqJztOok31os/PcVo71lSjUkKgSohD6+//S5FW5T+Kb4rYQHR4lPRLTJ7t+MXphh57iGJix/s65FlfslELYYziRr62F6IkVqGnx1h/dVrOXysS5jPqgrNdzwmQQ+jvWdxhs/jjGckgCMCDERqQwRe2HjrbfjTUwzs3Y7i2qy4YjXpzTsFLW88i9bUTnrzLlxFryxV6+vBHTwjkqpYggAk3txsWYhi1pDatFMa8wJgxATa3IyBZjLy3EM01CdZtqiDGz9zbcXcD/b1oKiq6NvRDRRFRUs0EjiFEqQhz8C+B+g6cZys40uwRASaIJki1E3G92/Dnxbn18Bn3ZpOFCPGoSNHmdu+lNUbbua1N97CCXVaN+/Eu5ihkJ3A91zRd+UVZRmfP9bLwN5thK5D8x2PMVUMMBtSvP72uyJRKQFLIrx+Zs/9En3funknqGrJVLoDrbZeJGRlSdbBo+8RopDe9C1CIyYR7pE5dvm8lcNJhFn2dtR4HXO+8iiHjhzlzKkuMnvuh2KBG6/7tCzDG+zruQRukmpMsqhB58brPi3gIDV1oiwyVovRvIDWLbtQjFgFJn9g7zZUqwaCoFQ+KMoTz3adFMldCcBxuTh8rAuSKdzRHsIgEL5iQQCqhtbULssWo89WpLqV4/SBmTK/yIi8mBXKk+4LSqBXFK8JpkWZcHlZ4eUAOZENRDkk425LkA1j9bBsOcrvfLr6+1aNf5SorpU+WVFVtKqKVjWq8dsXs/utZpcGRerVSFCJbG40wQygEMIVy8U2Rw4JcIYCtKjCpLhZFTSxZAymCvAnCXr3hXR6KZzcJKpVg9HUTnHgNCtWrrqkpCxSEqJStWR6IYWij6KqhG6R+VufkWrKwN5txGIz6kQyvZBCwcFo7sCbGKR1yxPytZndWzBqkxWKycGj71HMT2E0d0gwRlSO541cwKhNSsBGOZodZpSkwClQ29AoFY/uCQ9vrIfQdTBSy9Dzw9i5rFSwAIksN9VQYsTLVTdAqjy+UxBqhDONatUIU9vAk+jvrhPHUa24KGcj5KZSmdvlIpleiO1B4Nq0lUrr2ue3ylKySFUZePZr+IUp8X52HlXXCTVDXB6lcxoBK8pVkeHvPYI7cgGjeYEEMbijPeDaKKpKoGiomobiOrKsM5ZI4tW2VJyzqNRSJFXi+BVVBa9IGIbClPjbWxC1qkiz4rDkkxUWC9TUNwLIElMUldDOg6qixuvAyXPDhvWXQDoiOEnU+xWZKkdjRRYE5cpSpEQ6/V1o8QR+YQotliCw82jxWoKiTej7JeT8FCgqqhmTZa9R1Hd0inMx3kedqcrywsLUJEZqGd5YLzesu6pCNSxX/cIQWreI+Uvf9XjJaHoQxXdRDAuvkEerrcfClcbbsyEyMq5bKRKpfh8sVZQDfy0hqKIuM5/7WP0MSOdyMdvQPAJmRAbm1ahGNX5roqpoVaMa1ahG1OAeASv6hmaa00GoVxHKeXxAlA6lDAg9USIYV8T2b7wGfgG8UCRZo6FY995eI5Ks+e3QqsIzDmNhTGDGwxDCQJY2nTnfy0/eeIui57Fh7SpGe89Ks1V/eorVG27G9kLmf3V3aedDBvdtl68JfF+qE6s33Iyp66imRcuXHyZ0iwIo4bmM79+GYtVI1Qzg0JGjhDVzCAMPb3IY33M5/X43vuexeG4tN37mWjasXYU20UNvf0YaKA+OZ0Xpn1lD65YnsOoaJNQh1ZiE7CB6UweKVYs7eIbQtUnf8zRa/TxSbR24ik7rvc9gWZbEiEeKSKS6ucPdJZhFAbWk2GjxOmHcq+mEvi9ViNqGRvSGFPO3PoNiWBx993iFSlYeihGjdcsutHgdI889JIEQa69cDYCp66JXyM6VEPU7UWK1aE3twgA6ECoPyRSKEWN8/zbOnOqSSo87nkExrBJ0xILsIMbcDpavXCWofY2tpDfvIjAsCSqxc1nRK7Z5F+gm7ugFAltAQMIgQC2ZRaOotN77DCCAI4QBqhnHal1B4DqYtUkUw8KYuwDFqsWrbSF0beHZ5RVp3byTFVesRgFCzyUIAolBt3PZS+AkURJj6jrt81txpiYZ2PcAxaFzeEHIa2+8Jc9zNO/mvEWkN30LNZYgXTp3kZJk1jWwbPFC2u5/VkBgSrj4ue1LqZ2/nLntS1m3ppNFDTpKscCU40v1TTVjEphRnkRHpYyFQBXnz3NEn56dY3DfduGvFY9zw4b12EPd1DY0kr7zmxQDhdUbbpbqrTfWI5XYKI72jVEcDWG+BroOSsmwPDRF7yWI8mCv+Mu/b8pVrr4hpUfebgAAIABJREFUkWSpNZWgnTJITjWqUY1/PlFNtKrxsYnp6Wny+TzT09Mf9a5U4xMeYdf7hLvzhBPTImHKTcL50/Dmq2Kx8+5R6OmGfFY870yKnq0WTahcdlAyHg0FRMNUxONba8UC7PEpmJyGs6dh3IK11/FH81cz5yuPYtU10LrlCVasXIVmxUnf+U3M5gWy/G7jrbfhKjpaUCRUFM6N5mVZW+AUUON1BEWbtVeuJq4KZWdw33ZJlEu1dXDDurXCiypuoZoxWWqnEJJ58m7iasDGW2/DCVQU3UKNJTCa2sv+1kpF4+UXnpd0vGKgkHnybs6e6ybUDPQ5rWT2bpNUwsG+HkH+m5rAHe0hfdfjxOvqKdqOQJMPdZNqFNCH4e89QmFKgC7KPaFSbR1kB86zYtVqWjfvRG9egGJYJF59lDpTZeS5h9Cb2qVfVKqtg3VrOvHHeoVqE8KU49M94XHw6HuyjC9aQK9b0ynodLgVikyUcEzlp2mf3ypKDr2iOO92Hnfkghjfd6mzNBY16Fx9xXLaOhaJMsh7niYej7Ni+TIU32X4e48Q0xU2rF3Fogadwb4eQtemOHKBgf0PEjgFkZiN9BCGIbgR9U70itU2NAkQiO8SONNk9txP6OQZ/t4jguS36Vula2kX7lgvqmHRfMdjqJom1bCItmfnsiixBP27t5BqTBJPiu3QDAqFAuP7txEGAWHNHIqeQKNHSk/uph1MFQWZMjTjIomyakjf+U0wYjLxBvA9l+JQN4P7BCGxr8yvyxvtwZ+eorc/w/j+mWsm1Zgkm8sT1swhm8vPfEbNuICojFzg4oEdXH/NVeT7T1eoXzDj/xZXAy4e2EEsZnH9NVdRnBjEHuomnhQ3AV4/LEo6C9kJ+ndvIQgCuic8ClOT4nrQqCBAAtzo1vCGbVAcCUWpX40q/hazMFUUN1gAHHtmh35V0tQ2b8ajK4rSjZ9grL/6+1aNDx3VtdInK6qlg9XSwY9NVEk61fjHimC+hfrVGOHuPMriZSIhuj8h+rKmLAhskTQ9kROlQXYIMUX81XSx4Grwoc8XSZZT+pqMq+CH0Fj6jri9RjbFR5CACKgQVwUGfMrxCIo28XhMQi4cDIJCDsUQfkKZPfej+C6hZtC65QlZulXMTaDGBfDhxs9cewmVrdzHKLRztN77jCwfdPNZjPRy6SMV4cPVWELSDsshGIVAxc1nUeJ1pO/8Jn3f3oxmxamzdOmHFJWfDezdjt7ULsu8Xn3jLVlK504MXlKulWpMXgLH2Hjrbbx++CiB76P4LstLJZYgVIyIIlju3RSNGwE49Kb2CuhBOd0wej/FdQgVBT8IRMJbKrcsB0P401NoNXVyf6PHvekshmlSLLrE6+pl+WakBJ3tOklQ8rRSVZXWrXvIPHk3SiyBn59Ej9cShiHpzcJPrFCwBcHQdWT5o9XYClYt/vQUhD5arJbAmaamvlHCJSKCYQQmMXVdAlRSbR2SWhj5Um289TZeO/RzQKF1yy6RGAUBrVuekJTCZHohDgahnYMwRG9eINShZAP5yYuYLQspDnXTOcurKyJSdvf0EdbMoeXLD1eUhUbeaJYaSJjJa4d+XrrOtxHTkUAMADVWS7LkTVYO2oiuufLrPSJxlpMWjfoW1HgSvzCFlainaBdQDUsQJ8d60ZvaLymLLR/Pter5H4bN2rH3iNu++B5wQoipgAJzEUq2mRTJUwTS+VYeViyrpAtGfV/BtFC0rlwrkqyu9wniCgExTvzwtervWzU+VFTXSh9tVEsHq1GNavyzj4AYwdM2vlYrynlURahQI4FQpOYqJSPSkmIVU8TfK1bAeFH0Vkxo8GCdoBU+VAcpTUAxjDgMB4RDPv4TOY72jbHx1ttEuV4yVaHERHAJd2KQ7MB56SWVvvObIqEDueAEIKSkglwQpWtWDem7HkexaiRQAES/zNz2pRw8+h6t9z6DriokE7UkXn1Ulg8qVo0o0XJt+r69GcKS/5NrC+UmmZLeWkXPo/mOx4gnGwhLJW2KbrJsyWJGe89y6MhRzo3mKWQnxHu4Nu7gGRRFDFleShf5K0WeX2e7Toqky6olXfITAwH2uGHdWlYsX0Y82UDuph0cPtYlF8NLO1de4t0EsGHtKqF+lVSncrUtUrYOHTkKpiDzhUYMrakdK70cb3IYQmRJYqqtgw1rV8n3IjtYocD4Iczd9G2MeOKSJCvVmESrqaN18060miSKVSO8mwBdVdDjoqTO0iDx6qMUbQfFFFCPmmSDnEfFsITq2bJAQB3q54FuAUi4RKqtg5dfeJ72+a003rlLqlKuopO7aQeK7zKwd5swCk4v5Oi7x1EUhaBYkI8bcxcwsHc769Z0luZMXIfxunpu/My16Lkh4skGCtkJtJok7sgFGuqTssww8rHSc0NCNVMDvNEeMnvup+f8OXFeSt5voe9LBXdwPCvKMZ/9GoQhtq8I6qAZl+TBqWLA6g03k83lBSzE8aTaFilQG2+9jensBAP7HxT9gKVQzLjwRjNjxNUAVdNI3/U47lgPimvLslhAJlvl6qeeG+ILOYfRWFx8xu9LgKWIGzFOKJKsrbUzYIwgEBRTA6GGF7MQuPCfc+K7plzRikqYa1TUr8bw5jX+o3y/VaMa1fjkRFXRqipaH5vo6+uTbudtbW0f9e5U4xMc9uc+g3n852AoqIoi/LEiXPtUVpQEhgj6YIsmwBYrl1XCM/qGQClC1hYLL9USRscl3PPqsRlkdKT0iPKvAitKKsAvQlS/+tM3UawajKYOnIHTmBFYoQSmcEdFGRpBgFnXgD89xdLOlRXKwshzD0EyhTfWS52lSQVgthJUgXwvoc2lD9e5blKbdjK4bztLFy+SilI50v3lF54nNm8RqU076d+9RcI9ov24eED0/4SagTF3gVQPIkUrUpwyT95doQqVR7mi1rp1jyw5O3ysi0J2Akp9SXp++BIPMKACHT6+fxuOD+nNu8js3YZaUrQidWv2eZyNPB/tPSuPN7PnfhRFlapIuWoTbZd1fAI7T0N9ssLrbDZ0onb+8tLcXiCmiww12l/bCwW63rCkwonrYKSXS/hEnalWKItebQvu6AUU36WutoapYoDe2IY3MQC+R7qkWsbVgOxUjhDhH3b9NVddkjCWI+Ajy4By1eiXRQTJ8Mb7CIsFCfqIzgnAxGQW1YoTuA5tW/eQ2bMNFIHE98Z6CYsFWkseaUHRJghEb1rozijB0XzN9s2yGlvRmtrxx3pxxjNS9XQdB/wiGDGMpnb88V403bg8FANEn2YxKyAYtckZWwc1BE0RilYxK5Ku3fkZhevUGXigVgA0LuQqQTzvHpXYeHfpArxkM2PP/k31960aHyqqa6WPNqqKVjU+sdHW1saCBQuqXxzV+NARO/EOauigbtYhZ4uSHrVGLHriJRVLVQTKPa/NYN9/8MrMXei2eWLh9JkbRZJlUEq8zsLRN/mv/cdlQhD1JAVFGzVWK3uZyhvvy1UZM9FA6+ZdeKXem0gNiqsB7liPxGKvuGK1wI7HLM6N5nn94CF6zp8T/VklxUhvahdlZKWF6NLOlRW9LqnGJMXh81LVGnjqq4SuTaoxiamGDOx/EN8p0HP+HCCUpsmeLrmQXb3hZtlDphgWuZt28NO336Hn/DkG922nMDWJPm8piu9CdlAee5QERpjtCAE+20h3tqIWndOXX3heJFlmHGPuAooDZygUCiTTC2W/1cGj70mAh2LEhNpmxAiDUCRJXpHrr/s0zniGG9atFej50v4N9vVUJFmRklLf0YlfyAsaYNFGcW2ZPG689TbZg5RqTLL2ytUsX7KIz95wXcX5Trz6KKau03P+HIePdUkUvjsm8OKNd+7C9kIJp1i+dAlmerno1dq7ncCZRrFq0CYEql5LNjM5lQNEv5sReqJPa8sT6PEErqKT3vQt3NEegsIUYQmd7k9PUfQ8Qs1AKfXyRQpRpFIdPibKCKPzERRywtuq1F8XzVMyvZDYvEUk0wvldR2dD2+sh/Smb6HEEnil/jFz3iKBgG/rwJy3SEBODEsobM50ySOshxvWXcWNn7mWxKuPcv01V7G8cyVmy8LSZ8DCCXVpkxBBTBQjxtz2pdR3CHVOzw1J37eXX3ieDWtXYViWsA0oofd9p1ChWl4SbfNgay3d8Rgb19woEiUD2JYQSnbPOKgxUX5cDEVZ4JsnYcONwth4qiCStfLIToDngu9h9A0Qj8Wqv2/V+NBRXSt9sqKaaFWjGtX47YvAgbkqPCkWp7x5UiRJd1sC3b7PF3ekly6/FME822PnjdcgLECdQ5idJhwJ4G6L+mBaJgTrr16LNzEoIAabd1IIVFkKF5WzSePi8azwL9r3AGGxQOgU5OJ6cipH4BQY2P+gTIZAlHm1fPlh0E0a79xF+/xWRnvPShBDqjEpVJp92zndJfrFonj5hefpXHVFafEqFuaNd+5icDzL+qvXoqsK87fuwUvMq9hfmCG+xZMNFIe6CYqi7NAr5Gm8cxdhGNJ67zNCgdMMSTwc7OuB7CDpzTvBjNHd08fRd49XTFE5jMHx4eKBHZIQKP3CrBpaN+8UMAhTqD1eYh6hazPy3EO4jiNL0QqFAoN9PRihh6Kq6A0p0vc8LY8pSs6iuYl8oKKSz4G92yXhUY3VojekaLtvL0s7V8p9inzFHKfIwaPv8dobb5G7aYcswZzbvlQmcYVAlUS9wfEsSztX0rp5F6ErABx4RZrveIyi53HmVJcwcFY1CAIUVUNLNlecrzCE1w+/w9z2paTaOjCa2hnYK+iUUaKP56ApivDd2rwTraYOxYhhNLZiNHUwsHf7jJdUaX4jn7RUWwfHD76CWddAurRtFK8fPIQT6miN7bIksHz70C2RAAtTkgoYlRimGpPouSEG9j2AMXcBy5YsRtN1Qs8hLNocffd4hbI22NeDN9pTAsA46HNawYwDMNnTxfKVq5jzlUel75zW1E7HwsVSpYtuZsTVAH9yiL5vbyZwHRRECWfkPRbNV3S9H+0b4/Ruh8HkEnF8xw6JEuPdeVgjkjh0U3jt6cx4a/3gFdA1+JOEuJET3ag5cqhUgpgQJud1TqUfVzWqUY1/FvEbS7RyuRwPPvggra2txGIx1q5dy3e/+91fud2zzz6LoiiX/Tc4OHjJ67/73e+ydu1aYrEYra2tPPjgg+RyuX+KQ6pGNarxcQ3VEv1YXtljLuJutKqK/yvFSm+tKH7wikjM2uaJBZMFNKkwEqAYCmERTj9R4EI+5LU3fyaTEsMU5W1RuVbi1UclKTBaSEZqzWjvWSw1QInXlUoIBRFQjdfRdt9edFWhvi4h1QYj9Ep9SbocAypViUNHjsrEJ8K7Q5nqUKK7ldPgorv/Fw/swB/rpTA1SfeEN7OQLhm9OlOTqLFasW8NKVQrLrylStS+0HVkD5DrOLIMr9yoOZvLy8Wt2ZDitcPvyARHb+rAtp1LkrGIQpi0NEla1HNDrL96rVQtWjfvFL0+W54g6/hkc3kB6hjt4eKBHRSyE7K/bHz/NrxCjosHdsjywai8sc7SiJsaFw/sQHFtudiPlKwITZ949VGx4E6mwIwLrH6JzhclcVHyFu1DlHBcPLADhRDDmST0ffp3b8H2AEvsv9m8AFQVzYqj6Ba2N9P/ppoWelM7k1M5Tp18D3f0AnUliMT6q9eyeG4tyUStSJBKiPq4GmCEHt5oD+7oBXxnminHk9fs7L4rQNoKRDAXAHST9F2P42RO400MymQt6slCMwlDUFSV9D1Ps3TxItmT+PILz5MdOM8N11wpbwrcsGG9MOPWLbJlBMmNt95Gqq2D1nufQdMNNEWRClmUMEdzEFEI/bFees6fkz2L0fWbausQeH0rjhr6qFZcqrblyPjovddnVdYo7dw0MCzOhVv6zlBjM98RJdULVYGu92fog2rNTGlydKPGQJQnfzsH06GA8JSbHFejGtX4ZxG/sUTrS1/6Evv37+cv/uIvePHFF1m3bh233347Bw4c+EDb79u3j4MHD1b8a2pqqnjNX//1X3P77bezbt06XnzxRf7iL/6CZ599li996Uv/FIdUjWpU4+MaV68Xi6TIC+e6lWJx3LRUlAHVOaJva/Yd5nJ0c2NaKF8OMBzAfQlCIIfGlcp87rr3b9DnipK9Q0eO4gUh7uAZ2RNz5tx5irZTkdSUN+MrRgy9IQ2EuKMXaN28E78wJWAY01Pkir5UG1xFr9jNch8pqbJgEIYh/bu3CIJdKaLnl69cxWRPF6O9ZytUo6hUcNmKTuHhVFZalWrroPmOxwgARdPp+/YWisPnCZxpevsz+J6HNzFEGHhy4W9YlgQ4HD/4CslELSPPPYRqziQjSgkz75b6c9zRC4RBwJTjs/HW22Ris/bK1bIMsryk8eUXnufou8dxp8X5CuwcmT2iJC0IxTzceN2nWbemE8WqQdEt4iUAhdbUTujacj4WNejS3yw7cJ7Jni6uv+7TLO9cKfuZooV5NA+K68gEoGPhYomUd/NZmcwuatDlPkSJ8Lo1nRQnBpns6ULRNIHbn9tBEM37yAWSlsb111yFO3gGvWGeUBFLQAunv0soVM0LpEdVBP84c6qLrOOL8jhVwbdzpNo6KHrC+Dl0HbR4HXpTh7wGDx05CiB78QDWXrka33PJ5vJSGa2zdPp3b0E1YxhzF8jzUPQ8At8DRUFvaifUTFlWOTsimEv0PmHgg0JJseyRcJbe/gyZJ+/GdRwCIAwDMk/ejZ0Tc1D0PHr7MxQ9DyP0pEIblX9G12+qMSnKFH0fdJPUpp1SjTt14jiZvdtxpi7KHkLMuETaA+L7Iq+BXRTfCR2NcL5XkErnKqD7M8pV2zyRZEVI9zdPChXMQ8B0VBUWtn+AL65qVKMav23xG4Fh/PCHP+TWW2/lwIED3H777fLxz3/+85w4cYKenh40Tbvsts8++yybNm3i8OHDXHPNNb/wPXzfp729nTVr1vB3f/d38vEDBw7wh3/4h/zwhz/klltuqdimCsP4eMWpU6cksnTFihUf9e5U4xMcp06dYv7WP8aYGsXKDME9msSw88Wb4ac/EWU9rgbXXT/TvB6V/Tzli4XR+V6x7X/OQbOKPQot5nwcp4hiWJhqyPqr13L4WJfEToeuje1B65ZdErcdxeoNN3P6zPsoqori2gSGMMzt270Fs3kBem4I23bQ53ZQHOpGiyfwC1OosVoIQpnEzIAwegiLtgANFG1a731G4rePH3zlEsx5BIK4HAxh4623XRYf7io6hUJB4MP3P0joexAKVHhm73YBNLiYkYCCyyG6B/t6mMpPy/0IwhDFqiGwc8y/b5+ETqQ37xSKETOgkXJoQfk+RsCLkeceYlFHm0SP+7lxYobGZE+XxIEP7HuAG665klffeAs1XodfmOKzJbz65SICQ5h//5/4f/fv5p4H/g1Z26Pn/Dn8hg7IDhJXgwrEegTjmL3P0T5E8xIl2xGSPbNnmwCfaAZxU5O9cdF2mT33C8hEyyKK8lpSUE2LG9d/isHxLOdG87jjgqynqBrG3A7csV4xN+N9WGpAoWBjNC+gOHKBhroEqbYOzpzvJX3nNyX4ohyfP/y9R/Anh7lhnUg2Z/ZnG4oCN6ybue77vr0ZLV5H+q7H5fFH11d0fqK/5SCS/qe3ohoWgZ2jJtmA4zgSzqLphsTHD3/vEfTcEB0LF0vwTGSB4OQmUa0aQjtfAaHZeOttvP72u+iNbTj9XaixWgI7z2dvuI7XD78jLQ+SliYQ+SffQ4kl0Oe0ok308I42yqK7SxCdBn+GPvjtHAQIj61aEwolk/NhH75WJ+imyRqRaB07JG7ofDsnbtTsnub0q8erv2/V+FBRXSt9tPGxhGF8//vfJ5FI8Hu/93sVj2/atIlMJsPPfvazD/0eb731FgMDA2zatKni8d/7vd8jkUjw/e9//0O/RzX+acO2bfmvGtX4MGHbNrHTXRgDfeKO9EutM2U7P3gFEqYAYtSoYjH0+Qy8/Zroy3rKFz5bn88IReylVkjUQ9NSDgU6TqiTvudpLMuiY+Fijr57nNC1palwMVAw5nYIGIGdl8rT3PalnDl3HhRIb95JaFgls9e7IQhYPLeW9VevRTVFP5ZqCfNYLZagdfMuFFX4PY089xD+9JQAEGzehd68gKWLF3HjdZ++pAxscDxL+p6n0ernEc4yny3vGdt462389O13mM5OYLuhLKkqBCqhK9DgmT33ExSmMJraK41+x3oFgr4EKJhyfEimKgAdhUCUlPl2nkA3CcJQ+IhZNfQ9cReKolBnaVL9Ky+zhBloRrSw9xLzCJxpBkrAh6gEzh/rFX1CpW2i3qXQmWZwPDuDUm9ewGuHfl4BKyl/n6g8rTERw7YFBQ+gaAslq1yxi4yYIxhHhJmP+n/sXJaB/Q/ijfbIJKN7wkNRFDK7t6AoYKaXo5oxbF+RKtK6NZ0CIrL+U9TUN5bKB2OYLQtpu28Py5cuAeD0yffwJgbFPDW2Ejh53LEeAjuHO3pBQCqM2EwJomFJVcjPT5ZKP+0K77NIXdOb2mXJXqGEVg9dm/Rm0eO3bk0n4/u3oZox/MIUA3u3VVx7s8spy8toLx7YgRr6hE4eM72c0LUJimK+TDWswMdH5aLHD77CujWdDO7bLg2StVIfn1nXUKGYDY5nSW/6FmQH0WLiNVqslqPvHsd3psns2YZRAskcP/gKyboEBB7e0FkUI8Zgcgndz/hCqZrQIAhFwhQiVk7xGtHfmYgJPz1DEaXJpjKjlq9ZL74/7LAE0Qiqv2/V+NBRXSt9suI3omht2LAB3/c5dOhQxeMnTpxg9erVPPnkk9xzzz2X3TZStObNm8fIyAj19fV89rOf5ZFHHmH16tXydU8++SRbt27lxIkTrFq1qmKMdevWYRgGb775ZsXjl8tKe3p6WLBgAcnkTOmD4zh0dQnM7Zw5c+jo6KjY5syZM9Khe7Z53OjoKP39/QB0dHQwZ84c+Zzv+xw/LnoS6urqWLx4ccW23d3dZLNiUXTFFVeg6zPlQxMTE1y4cAGA1tZWmpsrG6ffffddwjAkHo+zfPnyiud6e3sZHx8HYMWKFcRiMflcLpfj/fffB6ClpYV0urKm/L333pN3Umaf54GBAYaHhwFYsmQJiURCPmfbNqdOnQKgsbGR9vbKMorTp0/LY43FYhVzOzIyQiYj7tYuWLCAhoYG+ZzneZw4cQKAZDLJokWLKsY9d+6cnOPVq1dXKKcXL16kp0f0GsyfP5+5c+dWbPvOO+8AUFNTw7Jlyyqe6+np4eLFiwB0dnZiWZZ8LpvN0t3dDcC8efNIpVIV2544cQLP87Asi87OzornMpkMIyMjACxdupTa2lr53PT0NGfOnAGgqanpEuLQqVOnsG0bTdMqzh/A8PAwAwOiTG7hwoXU19fL54rFIidPngSgvr6ehQsXVmz7/vvvyz7HNWvWVNy1GRsbo6+vDxAkpPJy3iAIOHbsGACJRIIlS5ZUjHv+/HkmJwXZbOXKlZimKZ+bnJzk/PnzAKTTaVpaWiq2PX78OL7vE4vFLrmj19fXx+DgIFf/q8+gfjUm7kj3iR+kfD5PcOu/INH1cygGKIl68IoCdtGk4sQ6CMOQmNMrFldROVBjmsFnDrDsmhsJ6lJSJWi8UygqzXc8xsh/eZDmP/4mmd2bwayRakJ607cwX/46F3r7SG8S6pVVm8Qr5Ejf8zTD33sEb7SHBYsWM795Drquy/ImNVaLb+ewEg1Yio+vmSXD4G1iv61agsIUlmXy6d/5FP/jh38rz8PExARf+Ff/Kyfe78HJT4FmYliWNCmeM38RxVDHVDwCzZIqgT85TK2pMJWblibEK1auorc/Q2G6AKpKaOdZuHQZ6aZ6TNOUi+dyM+EaA/wgFKVuoUeu6BMEIa1bdoljLhkHZ/bcL9SyJ+/GrK0jdG3WrrmCn778ojyWSGEa3XefSBr8IooRY85XHmV8/zbQLYJigdWdy5m0PQr/4t9y8cAOAELXJtRMmv5IIObRTcIgEKV0sVpwC3QsWkJTXZypYkC+TEmLjEH/4Ktfw/uXfyaVRLKDbFi7ikf/6n/n3j/ZwXjeoWNeUwUmPboeRvfdx4JFSxjq75XKzpTjkd68i4F920lv2snAvgcInGnmb93DyHMPceil7+N5Hlsf/LdM2R6nThxHidUS2DkUVUM149ToUFQMinaB+V/dLdH9A3u3c+jvn+f3736Ac+e6Uc2YIBGGIWbLQtyRC8QSSZr+6DEG9m5DURRMNQTdwi7YKKpKwlT51FVrBF5/ahI0E0VTMfAxdZ3WjoWXYuH3bqdGh7G+91FVVSpaA73naWxJ09P9PnpNHXE1lErnvMYk+VyOsakCQ8Mj+HUz5zZK1IyX/or/Z98TFd8R0XsaL/0VPd3vgxFHcW3sizOlwNd+9nOMZadprq/lyNFjwljamcZK1NN8x2P0774b1bS47neu5Mcv/neJqSc7iBm6uL6PasZZf+VKXlaycPRNAdP5do6gqHDyp+9wxRVXCIX82CHI2YShgJaECYvwimvQf/Sq2JlGk9AMCIsKR146SEtLS3Ud8U+0jigUCiiKwpVXXlnx3G/TOuL48eMyyUokEtV1xD/ROmJsbAyAZcuWUVNTI5/L5XL4vl/x+o9c0RobG6Ox8VKjvuix6GAuF6lUij//8z/nmWee4cc//jF/+Zd/yeHDh7n22mvlBVw+xi96n1/2HuXheR6zc88wDHFdF9d18TzvsttEz8+OIAjkc9Fd0fL4oOPO3qfycWdP+K8a1/f9Dz3u5Y61fNzZx1p+Di83brSfiqJc8uH+oON+XObmVx3rBz2H/9Bxi8XirzVu+ba/7v5+0HP4q451dvyqYy0Wi7903OU77kPxA8LHpsB1oV6D61Zi/a+/i5EdQdlag7d0sUA266bow+oPMIYG0QfHsK12cbc6AmKMDwjfkqBIODn0gYg9AAAgAElEQVRAwlAo5Kdln8fIcw/hFabQ/+6viCXqheqTHaTOVEm8+igjA334hbwwajUsnNwkvueR2XM/2tQgVm0d7uf/jKGLMzd+FE0jvXknZqKBV//7d+hcsYzC1GQJI+8QBgEL5qewLJOwcSE/ffudCvR2EATsfPTr/Pj5A1x7zadYvmyJTLIAXM8nrG3E9QS1LrNnG8WhbhQFVq5YLhWQMAw5e64bI/QIPQdF00FVGRnsZ2hiBjkemRSP/JcHwS1QDHX8hg5JSFy6eBFBsUBmz/2iz6s4g8QfePZrhLpJUJeiGGocevtIxZymGpMYf/+fWLViGT/52++QHTgvFR/FiNH4h/8XQTLNaLZAS0NCQDCmJvFqW2hfsBgtKDL8Xx6ktiZGMmagahqqFRd9RXqMTEHjyHtneP9cd0WP0Z/82z/js7d+id7+fsaevV/0vpXKBl9+4Xlc12Xno1/nb597akZJKQFEouth1YplzJtTV6HshK4jlbbY//g/uOGaK9EURSp00bU9Opknd9MOQlVFr28BVePT13yKN374f9M0r1UYU6uq8N0qCgS/ofh89YF/w8DAIIrvEvoe87fuERCp/Di1NTH0wBXGwkFIULTxEvOYnhwXMIvNO2mZ3y4NklvvfQZUlfSmnbihytz0/AqPOGlSHAQ0zWuVcxb1ZHX9/Gd856nHaV+4BJJpCoEqCZBvH+tiNFtgTiKGFrp4Yz14hZycc/PlrzMy2M+X77qfL9wmKmIiuMvYs9uYk4jRvnAJ6c07Wdq5Uj6/esPNhGHId556nCAM0WrqMJrasRL1JeLndsz0MrEoC0OpYnrjfTTf8Rieasjr6vCxLqGCr71OEAibVcKESce2TZAy4M1XwXHggVq8pYs48vdv8fPvv0r+v/13kYS1JsAMUOYqFBeKRe3H5bfqt3Ed8WHH/bjMzS871tWrV8uEubqO+KdbR/yyc/jrxG+sGUlRlH/Qc1/4whf4D//hP/DFL36RG2+8kW3btvH666+jKAoPP/zwBx7rl71Heei6fslrFUXBMAwMw6i4G1S+TfT87FBVVT53uWz3g447e5/Kx71cf9svG1fTtA897uWOtXzc2cdafg4vN+4vO4cfdNyPy9z8qmP9oOfwHzpu+R2dDzJu+ba/7v5+0HP4q451dvyqYzVN85eOa+bGULbWiG+4BlWQAz+fQfv5mxiZIfw9HkF9qXG9bZ5AM5ugbtHR/OmZc1QiiB3tG6Pzd65j2g1xHZupXB4lVlsi3iVovuMxOhYtYW4yDoqCNtEjAQvHD75Cc7qNtvv3STqe2bIQc94iDNOi+/j/5IolHRgv/RXz5tTJRSi6ychzD2HhYRgGo9lpjNQyvMlhzPQyMCy6z56hGCiyjLAcva2qKtt3/Cm33/M1Tpy81Hg2QsarhsX6q9eyfKnAbqvJFt49cVKWB6pmnNSmnaTaOtAsAQwwmhdQ8BS6uy9IWhzAaO9ZDr/8t3QsWkLzH38Tb6yXs10n5UJ26fIVXL1qGf/ztZe4YcN6DGcSFIX0XY8Tug7uaA+tm3eCEZML5o233sbLLzzPC9/Zi6oo3PS7/4v0T4o8pQb2PYA3cp65yTh/+9/+K+3zW8W5GutlqP8Czan5tPzxN2lJtzHaexZn+DyK7+JdzNC6ZRfexQyB66A1VqLC3z5xmiCZRm/qwAkUAt2k+Y7HJAyi/DtitieYaVkoCqiKIhLoEmGRZArCsJT01NDSkGBwPItVVy8ThmjcufW1JF59VHqtqUYMRVHYvuNPGcz0igSr9JsfhgGGPcHqzuVczNk0/tFjGLVJ1BIKv74uwZEf/4BXX/xb5qbmk968E8OyUM0Y3sVB1FhClNTt3U73aXG9RCWcURIXug7FjX8qrzFAeHht3omiKuL6L4uNt97G4jXX8C9u+wpjQxnIDtB8x2OEri2pnN6//DMu5mya022CEtjULscf6Ouh4CsM2BpD4+ImRAR3CTQDVRHvGXvlG5eULI5P2Wzf8accO31eJE9jPeiaMH1et6aT1rjPFUs6GLqYk7h/Sw3of3orxWIRJzdTVinDihFmQnCh9v0TsLUGmlUo+PCMgzowUvk9Oz4gwDtbawknNNxk88fqt6q6jrh03I/L3FTXEb/+sc6OD7uO+GXn8NeJj33p4C+KW265hSNHjjA0NAT845UOVmEY1ajGb0F88WaxyDl7Gu5PwDenhJdNIYT5GiSXCjBG9Nqjb0LRFYQwB5F4RfAMRKnSudG8bMwvDp8XJVmuA4FP5xVrZsq7nGk6V11xCcRhcDzL2a6TokepaKMoAuEeGd1Gr3v98FEC3yduaqy/ei2HjhxFMWI4U5NoNXWiL6WmjqJdwGhspeXLDzPw1FeJJYRx8vqr1wJiwRmBA6LyxvH92+hYuLhiUVquTsTmLSK1aacEMChmDYGTR48nuP4aUc4UlZMZqWXCXHnzLglTKD+OqN/HG+uVkIvycxKd1+4JT8I0pvPTaDVJ/OksnVesFgvm0j5H3lRRqVzUwxW9z6IGXY5fDnWIXvfTt98hKNokE7WsvXI1P337HbxCXoBEXAcrvRxvvI86U5VwC7+hQ4IUjKZ2nIHTaPE6gsIU9SWgxOwSuosHdtA+v1Ug9WtbcAfPCNXUK6ICVl09tm1LkIcWFGm8c1fF3MyGdES9b3pTO4saxIItd9MO0avkFDCbF+COZ6gplQgVshMoZgy9qeOS8zIbUFH0PGxfobUEh4jU2Hz/6Yr3LwSiR7AcqAKQTC/ES8zDH+tl2YrOChjFwaPvSaBFuTm0Pz2FGbMoBooEykTXVnQNR5CPli8/zMhzD0k1NhrXdZyKUtiIolgOqlGMGF5ti+jTKp3n8rGicxJ9xozQk/TCaB7lsV63Uqjb5XAMJwQFMFWRdJV9Z8jvliOHRK/nmvWXWklUoxrV+MTFxxKGsWbNGk6ePHmJdBrVXc4uFfsgEYZhxUGtWbOmYswoPM+jq6vrH/Qe1ahGNT6hEXlhxerFwigsJVktGvT7cOoMLEiIhRCApoOvgBIX4IsSPKMcjuCNXCCzdzveyAVUMyZ9j/R4gt7+jDTXVa2aClPYcrqffXGAZMzAStRfkmTNbV/Ka4ePojd1oGqaXGxGprehYRHWzMGMicUlnoM3MUj/7ruxLLMCfR7d1Y+UA39agAqmC8LX67VDP+fwsa5LFvWmGpbu4hcxWhbRumUXnVes4fprruLQkaMcPtbFujWd3Hjdp9EmBPEwAiSUR+TPRXYQvwStKD8nUaQak/jjvfjTWYqBIgAgdz2OasUFnvupr2L7IqmYKqHLFVWV/laHj3UJhWn0Ar39GamsRe9fDtQIQzBSy4Sh8niW1KadmPMWsXzpEj77mWtZ1KBTZ6oSBKIYMRY16KhWXCDIR3tQwgDCkPlb95DN5Tk3mpeI9AjwUMhO0NufwQhFv48+t0MYRc/twIxZeH6AXzKpJplCMWLSi2v2fJRj7hXXxh3rpevEMc6WShyvv+YqdCtOy5cfRlEFuGTOVx5Fb15ALBaTvlVRlAMqUo1JXEUXxtNOXvSJlQAa5fYAMIP5N2MzPSRz25dSO385Rdth8dxawiDg3GheestFHmUVXmKlcUIzLkySN+2UCuLRd49jO0Wm89O8fvAQZ891S++3cpNhEF5fiiq8yiL16/CxLrzEPAF/0Q1xXK4t8f2mrjOwdztObrJChX35hefpWLiYOV95lKLnoWsq4/u3XWKeTd+Q+C6ZcmcIhCuXw3U3Cd++fb5QwMstIn7wCmRycCFXTbKqUY1/pvEbUbRefPFFfvd3f5fvfve7/Ot//a/l47fccgvvvvvuL8W7Xy66u7u58sor2bhxo6QJRnj3q666ihdfnGmi/u53v8vtt9/Oiy++yBe+8IWKcaqK1scrhoeHRR+Mpl3StFiNavw6EV1LzbfdhH7LkMCzGwjS4O481CuCFPZSqafk85lL70Yz03Q/GzkeKVNhEIDvMn/rHvqeuAs1liBwpqmtnyPvhkeL20jRKR+zHIMd4b4Hnv2aRKVvvPU2XnvjrQoUeqQezUAIthGLibvxkUqRnRJEP6VYYGnnSqlsRXj20PekKnQ5lcEr5EDVUA2LmK6gGDFs169AgUvowyyFIIoIxR6pN5dTtCJ1IlKp+ndvQTEsQtfhps9cK5ULVJXAmUazaqSqc/zgK1JN8UZ7aL33mcu+R/k8DuzdTp2lSUUrKNqoIFWaaK6iYzqw7ymWXLkOvy6FnhvC1HWyuTxBEKCacVq3zKh5c9uXMjmVQzGEcfWiBl3MRS4vFC3XQbFqCH3hHxU4BVQrjuoV0WrqKlSUCKtffu66e/ogmZrBto/1VMx7lFBFqlAhPy2R5qquz6D1ASWWILRzKIqC1tSON3IBzDh6fQstX36YzN7tBHae2oZGjNDDVXSB1HeKaE3t6LkhfNWU4JMb1l1VhnrfgmqKOYzHYxUKa6SknT75HqEmeuVuWCc8vKx5i0lv+haZvdsJfQ+jsRU9NyRx95f7LEYETq2mDmdqAsWwUDWNOkun6HkVSnAxN4HRskhCWMqvlUixc4sOrVueYHDfdpYuXkSqMcnRd49TCFTe8XtYutWaUbQiWE4xC34IxRDiGgSBUNH3+SLBmvWdVP19q8aHjeq19NHGx1LRuuWWW/jc5z7Hfffdx9NPP82Pf/xj7rnnHn70ox/xjW98QyZZW7ZsQdd1ScEB2LhxI4888gjPP/88r7zyCo8//jjXX389iqLwl3/5l/J1mqbxjW98gx/96Efce++9/OQnP+Hpp5/mvvvu43Of+9wlSVY1Pn4xMDBAf3+/pNpUoxr/0IiupUK8QSRQIaIs8PEpMJMwVboD3TckvLKiu9GzIlIpes6f42zXSUaee4jBvh7siwPcuP5TrFi+jDAIyOzZBooqFrVmjOnsBN0TnjRgLQcsRGOeOdVFMr1Q9mQFToHMnm3401lMXZd375evXEV607eoqW8k8eqjrFvTKccZeOqrhGFIYbogYQvZXF74ATW2SaR76NqCwufkoVhADX0G922n5/w5poqBUBmMGI137mLp4kVYdXNo27oHRVGlMhDauYqelah/J64GHDpylPqOzgpcetRLY2lUHO/s1zTf8Riqpgmj33gMvSHF/K17eP3tdynmJkAVZW1Woh7FtSE7KNWx9VevZfHcWpKJ2gq0+mxse7SvN6y7SpofL128SBj5GjG6JzypOiZefVQmjgMDA6xcvpT5dTrrr15Lqq2D1nufQbNqJMLfCEWlRiFQpZGwO9Yjk4rWe59h+dIlch4VVaV1yxNoNcnS3zpIphh57iFC16Z7wmPK8fFqWwh8n8yTdwsU+/QUbskk2R3rJfCFobWriITu4NH3OPrucdat6aRj4WIUKy56p2K1YNWS3ryLwLBQFIX0nd8kDAHdRM8NCTPnIKA4ckFiz1WrhjlfeZSsI95HMWLEEklavvwwxUDBzWfJ7N2OXuqpikybVdOidcsTGM0LpFoVJbDlKHUzFqfO0mcMjJ1paT6tqKpQ6Uq9evUdnZw51SU/R+XzFCWpWjzBiuXLqLOEBxxQUoJjQgm1asSYvis/09F14ip6qXdMQEp8pyDVyqiUsL+oie+JXFEoWhGRdGuJ6BZTYC7gllDus/rrq79v1fjHiuq19MmK34iiBQKH+Od//uf8zd/8DePj43R2dvLv/t2/4w/+4A/ka+666y72799Pd3e3REM+9NBDvPTSS/T29lIoFGhpaeHmm2/m3//7f38JbhTgO9/5Dl//+tfp6uqisbGR3//93+c//sf/WIEIjaKqaH28IkIpG4ZxCd62GtX4dWLqs+sxsiO4yWbqfnJI0MG21sATOVh/00wZT9R38ZQvFK+cDVYMrhb9FOWmpxFwovxOeNRTlS71KYWuILi54xlUTSMo2hKRXl4qGN2dLzdinTGwvZ94PM6crzxaoTjNNgBOtXVw5v1zAhNeUmpSbR2cPdct+qz2biNwCmhWjVRxynuyon3I7N4CigK6SUxXWH/1WnkXv7wnBy7t6QLRo+OEOum7Hq9QGPzpKcLSuIqikNq0k/6nt2LG4hV9NeV9OYDoswlUQt9H0Q2CQpYVq1bL8xAZNkflZIePdVHITvz/7L1rcBxlmuf7y0tlZklVJVmSLZUsyRd8AwxoWGwwjYFhmT69Q+9Z9nTMxA4zrNsWNDQ2Aw7HnhOxsdEfiBNz5sxZN92L7YYG27DM0LO7wQQ7Pcyc6fEyA6Zxt0x4ZGxs+YIvkqySdbNUKlVVVmVlng9vva+ySnJflt4F+tQTQcjUJSvzzTer3if/z/P7E000kktPYZaNn6UScr0I95FJpHh12d7l1BiLYg4vv/BtbrvtNtXPk8vl0SI2BLBm9Q2cPPIOLZ2rlHoV+L7qsbuuCXR5n8OKVN9HJ5lxS8pM189n0J0Y+D7RuqjyaQuKLiXPw6hvwKaozJuluilNhNE0YQjs5jDqEpiL2imOXxY0QiMiFNQD24nbJum8R3vPXmU+XMoKI2C/kEe3ojgm6niy6Sms5Bq8q+cr+rJA9pN54BXYvGljhTm2OvaZ6XkKZEvnKtJuifZte7jyYg9rb7ypQmUMG3GHI2yQPT54fl6v3Pn+0wQRG9/NUtfQJHy4qlRmpYyOXWbNjTdx7kw/yW+8zLU3dqm+rVJ2htP1M8LE+AdZaF4lbtQU0pDzoc0QpsXokHDm9WTVft9q8auK2lz6bOOXzR3+pyVan8eoJVqfr5ieniYIAgEJCPkz1KIWv2yU7lqL8ZURSv9vG8ZPzgjEctyFSR9Wr5krEexqAj8LXkkkYj8QPjY0C1iGKjl79Rn8fAarPlGR8Ehgglyoy/Kp4f1PgVdAc2Ikt3yH1GvPYuqaAgy0dK5ipuATuFnu/dJdHHr7LbXYK04OE7UMtIgjoAZ2HcmtLzD2+k5MQ6+AW6S+/zhmNKYWmeFFbry+TiUm1eVWMkmRiVN44Sn/fyEow0LR0LVO+Wvh+woRPvb6TrxigeS2vVx5sYe6RGMFBELuQxhmIfuuZqcm0cuqkTcxwOYN3RVwjWooROrVZ0h+/bukDj5NcusL8+AcUNkrByJBy2fS2LZVUd5WnYhG//7/obUxxng6q/Zv0SO7K8rLwsnEXKK7Awo5NLsOs6mjAkpxvf3qPdZHrlBC03UiLcsUSCR1YAe2EVT4toVhDYeP9GI0d1KaGMS2LTGPxi4TWbxMlALuf4rA99F0Q3hJxRtxM9PCV2tymLVrVjNw6QJerJXC1YvoTj16MY8db2DRI7vV+ZNJytlzn4Cm4btZ7t9894LzZKHxlhAVbyqFqWtEdV8lmUdP9Kt5lLANdVNCJuOzU5MY0RhaIYcdb1DJ+UIlq9XzN1x2qD6rnOhKhTj8nnBiKEsQ85k0/9C2mI3DJzAcXSjjWkGYE38vI8qSq8oFFZRn6Cql9sX4ja1k/9MPa79vtfhUUVsrfbbxuSwdrEUtfpFoaGigsbGx9sVRi08dRstS+FG7+AtCoRoPwNDEXWgZXgHcIrgleDEL4wHZUZ93+wdo6Vwlko6DOwjcWTRg8aPPC1WinJhIYIJUQ6S3k2NqRNpWE+QzYpGbzxDV5/xB2jq6SG59gTU3zqkoG2/vxk+Povkelil6YjQnRlAqKSx4bmZakOZyGSZf2068vg7T0Cl4Hg8+9DA5Xye5bS9mVKhnEggxMjTAwKULpA4+XQEQUPtTLsUKJ10jk2kFPGjpXKVeG8auqxI9DdrLiG+tjBOP6j54Ba68/CRaxGbDLevYvKGbsdd3UnRdjvSd4r0f/4SgbhHu8BnOXbjE4SO9okxNNzAbWymkzhK3TQVWID1C3DYwpgY4f+EiZ0+fYuTgDkrZtCo7u/bGLrV4Dkf4uGRZo9HciRZx6D3Wx+EPPyJz3y6OnuhXAJTYu7tZ2tLIeDqr3hsUhf+XpQcVsAS5fd/NifPl+yLR3voCpEdoa0rQ0rkKu3UlVmObGrvwfmkRh6WPvygGND2Cn58ldWAHWjmpmHxtO15u7hjl52/etJGVLfXE6+vQIg5m5iq6rlOcHCZ1YDu6V1CwDN2OinJNy8FPjxK1DOFZZZqU0mMK/mHUxYkEHrF3d1OXaBTJpUycdJ32nr0YdQk1l+S8aOlcxfpND9B7rG/eeJstXcLsmyKbum+iraNLvSaXnkIzI1DIVUBi5HVlOPUkt75AUDaqDlsZhEP6d4UTsOr5veiR3UTqE+qYDr39lkrAEsnlgLAOKGqmgtFgWvzTosMFOyLKBTtaRXngSxlRmvyKK1SsMAzjw8NCMc9PY3xlhEh6rPb7VotPHbW10hcraopWTdGqRS1+/ULeSW5KzpXvSFVrPBDlgRFgOgtRDZp10dzefTf1/zikytNmr5ydV4r0s8roZMgyMt1yuOeO2xa8S16NtpYKWdMWUYaYdwskt75A6uDTioYnk41qlUqWVYXLDMOLVaXMff9xhRp3YglVnrgQij6MTvcmBlVpotzH8OcPv/QYZksXZuZqBZI+jMsOwz8ken34wHbat4lyNWvJcgqjl6hvWEQul6O9Z59SpqrHTuHI928nYll4uQxGc6fCiIchI9UqhSrRK/jlfiADs6ULzbQhPYKXy1SUjclyQFlWudC5DyPCQfQGpQ4+TeBmlWpy6O23qF+6RiiRrz7D6hVdSsWSYzUzmyUwIlB0ufdLdzEymebilKcU0+qSt+qoVm6uV+rpxVpVeaUcFwlMmXxtOyXdqkDmV5d49n10knS+iF90MTWN/LVUBRwlrLbKEtLAiKCVimzetFGN4fn+06rMtBQE6GV0/n1llTe8b7lsDk3X0cpK20Kll9Wln9c7TwVfo5SfRbfriNsm44Pnaehap4Axq5d3qpLCXKFE4BXQLQeKLu/oaZbW6UzrdXTfun4+vj2MgZ8tCNLpaAlsAwq+oJoOTP5i32O1qEUtPndRU7RqUYta1GIyJRY7k6FmYbeMIPd9kXDFXbDLSdaYD5kCxQ/f4+3sEMMvPaYUqJGhAVIHnyaXnpq3mOv76OTC8IWOLsyWLtq27lF33cNo7aYtexWCWt7xlwqZNHI1mzoYe30nm++4ValTKxpNorqvmvlHhgQ628xcpa0pwfjgeWavnK0ou1q/6QHOfHyS1IEdlDzhcl/yiuRyeYZf7KnAf8OcIgBQ8ooUUmdJbtujYBtyH9uaEowMDTD80mMKqmCZJkf6TpErCIBCW0cXUd1n7PWdyrgYBJ5bqD4BY6/vRLfK5smWw/RAP/du/A1i7+4mEnjqPSePvENbRxderJVIcyepV58hKOZZ/OjzYFpKvTnff5r6pWt4/8PjSi0JH9eht99SiqLuxIQf2NhlzNlRorpPEAQK+pHzdYVnL/jagv5W9UvX8O77H1Bq7CLvFnBnphl+6TE0Au790l1MD/SrpKE4m2boez0EpSLn+08zMpmmactevJIvjH+/8TJmY5tSOtuaEhRHzhHULaL3WJ+ai2dPn5o356BSualWdpShct7FGx+g4GsqGQlbAWy8vZtN3Tdhzo4qYMSht9+ic2k7pcYukXwDaDp2cg1+GVghP7uUnWHs9Z2AUICNurg6rtVr11XAMXwgqFtEKQiILF5Gcst30KNxhV9X10x6Ck3XwHO55+47mR7oR9N1inYDUzPCcPjw0UogS++xPgW0kOfp8JFemrbsxfd9ln7zIEZDK20dXTz40MNk01OMvvkcfm5GXRMbb+9m7ZrVGGWjcc2K8tv2En7zD/4Tf7B0/cL49qbkHJlQ12HWgHgjmIbw5/OzC35l1aIWtfj1jFqiVYvPTRQKBfVfLWrxacJvbCP42yR+Y9vcgzFHIN0jGkwHMOqLvorxABbr4OhEnqync3ELa9bdyPjg+blyvK0voDkx5ZkUTprCi3kZbU0JvLHLpA4+rQh5YUpf+G+YoibLwTbe3l1Rkhi+Oz8+eJ7Ope00bdlLUTPpXNpe0aviLEpiLVmBmVjM4aN9XJzy0J16kmWPr/aefehOjPaevWhWtCJZDJcFSq+pukRjhRdXPjPXdxNORLqWr1Q+SZphcOV7Wxm8MqyIbkZdXI1VW0cXZnOnMpxNOBHGXt9JwokAc0lRUTNVOZ8cw9LEIMXxy1DI0hCPEXt3N3HbZO2a1Wze0K0odF5utmL8wzEyNCDAHbkMhdGL6JbDhlvW0dbRRaRtNVr2Ghtv78bRSxSuXmR4/3a83Kw69xenPI70nWLG9RTRzrs2THLrCwKfbtdjNHWqedHSuYrDR4+DaWPYUUUbbGtKiKQkVBYqk2Y5DtF4A0u+9i3ckqDjJbe+gLl4Gb3H+rCb2rGXLFelneEkufoGgJyzRl1c3QQ4eqKfgUsXuPbGLjbe3q0SM5lYNW3ZS++xPlVKSXoEEm3MuCXhuVVGzYfnvx1vYPGjz+PEEhXzpjQxWEHejL27WyXYWsShOHZZldnK8lZ1zSQaSW7bixH+LNMSyXnE4cqLPYrCKJM0LeIoQqL0YMO0GHt9J37BJfXasxTGLjNw6QLvf3gcjIiA2FiOOhY5nlohpwiL8kbDn145Kbz42mOi1zPsndV9tzBF33Sv+HdHK0HWJ3jFJdDrfv4XWC1q8TOitlb6YkWtdLBWOvi5iRpJpxa/qlhwLslywkuD8A1DeGvFoxBYot9i6CqDmsfFdJEvW21YeoAWcfDql1CcGCDS3IU5O1pRyiZLn6pL9YCf6zMF1y9vqi55k6V24bI4SX9b+uR+BWYYGRpQ5LbhAztoL0MpJAmwMJsmsngZhasXFM1O0zWS2/YycnAHhhlR5Yml7AyBFVXAjpHJNBfGZ1nytW+p8jI3My28mOwo99whxlmVG04OidLH7z/O6rXrFClRLrZlyZwsq1vo2K3GNuX5VJgaqRjX65U8nu8/jR+xIQgq/JLC25ZJx7U3dgk1yXVVWZqkLB56+y2OHz/Oxt/6F2p88lcvloEjggx45Xtb0Tig2P4AACAASURBVOx6QQfUDXQ7iu/7gh55YAeOIUpD5fm78mIPQRCgWw66VyB/LVVBtpTzq3qOSD8xTRcACs2K4hddrDLsQpa5Vs+9akKmLL+UPmuBm6X9yf0q4Q+fE6CipPDaG7sAFNBEzq/UwafZfMetakwnX9suku4qqMj1PuP9D4/j5bNomo5GIMawkCcRq58HxJD0xul0WoxBwcVuX0NpchDfzYHl4Ls57FiDAm1IYI0sf+2+db3yppPHP/zSYwS6iWYYtC9AFn3vg5+qeXjv3XeK+SpLBH+QFTdunqyv9OL76gNwolco6U/Wk/9hMydf+s+137dafOqorZU+26hRB3+JqCVan6+ofXnU4lcVx48fZ8UfPoaVmcBJLq/ALPPVB6DvA1Hak1glSn1C/VzV6PWSblF0XaW+hBOm6y36YQ797pdKCvX9sxa6YSWi2uA43KcDc/1cpcYuvGvDwnurdQWl6auYzV3CZ8nNott1JMq9VdW9ZfLf5870YzR3Uhy7jGbaFdTAxY8+r/q/wotkEH1IsscqTPlzFiUJIg6lfAardeV1UesLjV31Y7JvZnj/UySciFIZw31N0kxXK0MSYu/uZvDKMF79ErzJITbfcWvFgl9i+MOL/cNHj6tjDicsd933ICf7z1IoFNEtB0sXP5di4S6UsuS2vWqMwp9r676iBCrkvVekbeseRt98Di17Tc2nMF7ciTrKaFcmurqmEUQczOZO1aOXeu1ZStkZdMtWvU/XS1jDc7I6eQoba8tEeiEzX9m7JpNsmfjZBljmnEFwOHEOv18mPvIz5A2I8OfK5G30zefwxgfUmBfyrrqhUdRM8gWP5Ne/y/D+7WgabN7QrRK91IEdJLftqUiwF0rq5b5Jk2nfzWEaRkWiLZNqv5Bn6ZOvVODe/zY3xD1WGaQTAI4u4Bg+Au+ezsMSDa6WIGYxs+pWzvz7fbXft1p86qitlT7bqCVav0TUEq3PV1y6dEm5nUsftVrU4r8nLl26RPvvPIj10FjlXWYZYVjGsV7RrzVj02K0iSb/Qh5d07j3S3cBC8MPwsjpuKXP86kCsJvaFXZbwieG9z8FmkChS0S2Ga1XilB1ElGNoQ6rI5oVxc/PYkbrhU/V97aiOzFKuYxIvCYGMaOxCjVM7n844Qr7SckFsfQ8qsZohxeu0reqOHZZoe8ltKM4fhm8glImfhacQo5xWPWSrzl89DhmcyfFkXNEy1hvQKkUZnMngefijV0mUoXfD29PeoOFEwapvMjnqpXJtXfci/vg/8HYf3yWxf9aYPqDkqfG3C/5og+nkOPeL90lPMCI4Odm0GAe2l3OG4k5l0j79z88jl/Ii163xjaWfO1bKmFIvfoMpiGAIpJAaMcbyKan0DQN3XJo27pnwWQf5hIdmeyRaMO7el4pa2FYy0KK1tnTpzAXL1MeU+HzJRO26uRGRrUaK5P1fEkj0typ5kgQBOi6ju/7aBFH0BGjcWWNEJQ8IuUk052ZAkC36yAIiNZFmR7orzjOcLIEXBdoc6TvFEHdIjHe5XEO30yxlywX6l3Z227DLevU8Yy9vpPZZcYc+MI3hVL+UgaeiMGLs0LlenEW7riXS3sO1H7favEridpa6bONGgyjFl/YWL58OTfccEPti6MWnzqWL1+OdXVSLICGrooeig5H/AWhcEkly3fh9+rI+wVm3JLoYbKiROrFAnwhZUDhwesSmE0d5Hydoyf65/VrObEES772LZxYQmHBg6JL+7Y9FYjstq17ONJ3it5jfTRt2Uvn0naKmilQ59E4QTHPyGSa9z88TtF1GT6wAy1iCwy3U8c9d9zG5Gvb0ex6zKYOAApjlwmMCEXXZez1nYwMDai+nd5jfZw5fZr3ev+Rvo9OKtDGpu6bGB88z8kj7zA+eJ7pgX7SqUvzjl3uYyIeQ8teI/B9Fj/6vEpWvIlB2nv2YbZ0MTObVSAC2W/V0LWO3mN9alylGpHOzDJ4ZVh91qG33yJuG5AeQbfmsN4FX1MeU97kEGbmKtFEo8Lvy5A9XiOTaQqeJ8ALnsfIwR1oEUc9133relZ0dQiKHHOQi8ufnBM9QkYgMPK5mTL6PIGlB0RscQ4kvGLj7d2YuoaVXINWTnhJjzAyNKASy0jg4Tg25uyoSjz0xBIC3QSvoKAeWjFP6uDT+Lk07sw1hvdvFyqhYzM90M/aG2+i/YlXsPRAJTELhewj8yO26FNKj2Db1jxYy6G33yKduqTgHfKcYEVFL5QdZfDKsOpTPHnkHTbcso7Uge34hTxD+0RPXnVfGIk2xl7fqc51OnUJxwgIPFdcC0+8glWfwIklWPrkfjRdpyEew6YorBXyGdq37aE4MSiSxWgMq3UF7T17oYysf/Chh1V/oEyyRibTal/O95/myos95HI5Lk55jEymBX0wn6Nw9YIY2+z0fOsDryDUx1JRjYuEu5SyM/RevMrgwUD0Yd2+UVhEZAPx10qImzx33At/9Q7Ld2zjhke/yvId237Bb7Fa1GLhqK2VvlhRS7RqUYta/HpGRys8Zou/flb8O0z8kmRC3YYftdPrGpTcLMP7tyua3YxbUguzcLQ1Jbj2xi5K2TTFiUFItClqW3jBK321NtyyDss00bLXMDSN2Lu7SdiGKGPLZ5S/VS6XVwCHfCatKGgyKfALeTQzQvu2PQRFVzxfyCsPJrkgNeobsBYvo71nHxHbppSdYcYtcfbcJ+q1kcUCYpHz9XkQBemFdD2y3eRr2ytAF2a0XnlnjQ+eZ/OG2xQNEdNi8aPPExgCeJFLT7Hokd3kCiWO9J2ipXMVg1eGBanPiSlvIxmSpHjPHXPb9N0cGCbDLz3G5jtuJZ26pMY63IMVPicSjqDpBkGA8oiq9g4DFJI+sKIAdN+6nlUrV6CbNsMHthPkM4rOV33OTUOnOH6Z5Ne/i+7UK3jE4SO9nD33CWm3RL4Y0Lm0nUNvv6X2SzcMErF6opaB4zjcc/eduFcvEK2rE3TEli50J4ZWpvwNXhlm8rXtFRCLBaOcLPj5WXWONt7ejZm5yrU3dilKo7MoSSK5HKd1BYnkcgUMwReJhaUH8/yrDr39FpqmsfTJV9CdehY9slv5kEkSYRjqImPj7d2sbKnH0DS1T7NTkyLhyQnD367lK7nnjtu49+47SR3YTlDysBwbrZCjUAZnUMgpcudCXnC9xwSJ0CtTDdt79lGcGODMqZPkvQBryQqMaJz2HuE9R3qE8/2nSSSX09C1jnh9HStb6hWSXs6FFV0d2PEGfnfL66QK5hzddOUq2BkX3ykdreJmDoh+rhO980motahFLX7to1Y6WCsdrEUtfj3jqw/MedzMFMDyIedDVBd3m2/thhO9zE7nOIrNg349HU+9qsxgZX+V5ntzDfBVIUuShvc/ha7rqvxvIRVMeVkd2EHcNipK1JxFSfyIA4EAKaQOPk0pl8GoS4gG/C/dxeEjvQRGhKCQo66haa60cGYaDAtKwuvHd4XfEAhFLVzulDqwg80bxD4ePtILpkXcNlWp3fkLF2nbuofUge0kt+29LshDHks1+EBGuAzNnZnGqItX+FPBHFRBlp2NHNyBX8gTBAF1oVLJhcYy3LslS7qu56EU9swKAlFyFmnpUuV81a8HeK/3HwmKLoHvo1tRNF3Hz89ixRsXLE1baFxkHxO6Tvu2ParUU5TMDRAU8zTEYwAVZYvX7VM7sAM/P8v9m+++LnhCRrgvSp7bhfqyDr391lx53IHtmA2tqozO1jzVVxgeRwlHkZ8n+8sKVy9ixxsrSjNlGaBlmguWoYbH/uwnF1V/lpa9xuJHn1f7Gp6XjiOUzdE3n6M0fVV5wi0EVVGlja89i58TvViRFtHXmPz6d5Uy5Ucc/PysONeGAbpBcst3VO9h2BfP0gOatuxVx/ehe5HVi33hw6fXiQTryiBsNYSiBSLB+n4JlndWevvVoha1+MJFrUfrl4haolWLWvyax7KYWPC8OCtMih1RJihKCvMMLkvQuVXjkzcauPGazppVK1Vfz7kz/SS/8XIF0a/aGFX2oBTyOZY+/qJQpop5lVCECXItnatIux74omyqLtGoFp4yERp6sQfDiWEualfUvrnEbz6wIZy8Xa9HZmQyTf/HJ9CdGEF+lmJ6dF6/VHixHO7tItGGOTtasTAPb/d6j0nAgTQBlhAPaRZr6QGWaZLzdQUaMfyCgkdUGzJXJwfV4x5OOKAyObMWJTFbuihcvYju1CsSYzU6X55fuTgfffM5Iu40+bwreqXKYyxx7LJnTCaER0/0k0tPodtRdXxtHV2c7z9NELEJyhTE4QM7iJT7yrTsNVZ0dVQkVtVEy1J2BrvcmyaTlIWgFvlMWiXOUpEbfukxHMdWPX/VhtMnj7xDpLENPRqnNDuNYZoERoRIy7J5BMTqPic5XtJE2vV1zKYOjKkBupavVPt25cXH0CwHfB9zUVsFBCS83aF9W9HtKEHRpSEeo62ji7OnTwmjY10nKLpQNj2OJhrJpqewkmvUdXI9IM3RE/3kM2ls21IJX7jvUSatMpEF0A2DQDfRDYPNG7orermG9z9FxLJVz9uhhij/ZPJjrDB1MNwDCvPN02tRi1p8YaOWaP0SUUu0Pl/xySefKJLODTfc8FnvTi2+wCHn0pr7b0dvKMKkD5GoQC1HUIpW7uhhgkJAb2DxW36MYnp03oJSLkxlAjC8/yk0TSNumwry8N4HP4WIM9fgj0ZQyFKcHp1/d/3VZwhKRdp79ila3cjQADNuicD3oVRA0zS0iI2lB0pVuDjlKUR1NX1PqkbhRXkh7xJEHLHNsqoik7TrqSYjB3dg27ZSIcIL82r1pDrZCuPso7qvFt/hRbBKDF97FlPX1GJVmkNXwwxgDsgQGBG18D309ls4i5KUggAtYqNpAlF/7Y1d5N0Cya0vMHxgO3rRhTIsYnj/diItgsioF/Pkr4kSrvB+K8hIRJD86qM2mWxe/H/RxXJs8l5AUHQVrCH27m6luCykxsjE88zZc0Sa2vHGLlcgzOVxS0VLKTz9p2l/4hXGXt9ZkYyF6Y/h5MmLtSqaXyk7I8594Cu4xvUofIeP9IJVR/Lr31VERtedU4nkORgZGmBmNktgRAS4IwjQnXr8/Cz1jU0semT3vAT26Il+crmcSjAp5sGwKgie4evDq1+iEvNDb79FQ9c6irbwEUsdfFrdeJge6CeRXI5LhNLsFEY0TtzSF4SuXC/C8AxfXrsTg2ieK46x6GIn1yirg1IQoEfjomesfF4kQObHxhTdHc2iH1SWDMqkqpx0ZaONDOw9WPt9q8Wnjtpa6bONWqL1S0Qt0fp8RQ1ZWotfVci51P0v/ilmaVaUDDbWzXlmNSVFz8RWg9z3svzzOx4C5pPvgAr/npyvKxUlrCwJDLQnFqBGRKhbB7bjjl6qKCdzS4hyxPJd+WqiYLXPU3hhLRe/1cqE9IKSJDSJZC+OXRaeWWOXIQgw7DrlExX2/+q+dX3FMc64ntrHNTfeNE+xkCV31cmaVJlItFVQ9sIleVLR8gt5tVitVq8WUibCC2650K5fukaVQ0rsueEXKDWKZArfB10TJWF2Pb4r/kZauvAmh3CvXgAqcfSGE6PkZun45gHGXt+JroEfb4PpFJt+42Z1XkbffI7C1Ytouo5hR/Fysxj1DZRmp9HtKI6pASjlSJ5DqeZtvL1bne9wIqtFHEGyrG8Q6HZdIxGrryBaVquFEnmenZ5Et+uI2wK1Xo2LD6PwC75WTj6fAsAvuBD41NXX0bRlryodlcmiTESLxaLwaNu/Hc0wBWK97BfWtXzlwtTIqhLVak84GeH5400MohXzWI5NLpsVvWmFXEXJpny9VJqqk/mFyirDflz5vKvmYFT3VVlkNNFYLkvdDppGe1kpHhkaYGo6LWiHxbwoK3Xq0WTS/tUH4IN3wQGIwrDoNZN+W/7LeTKrbuXif3il9vtWi08VtbXSZxs16mAtalGLWpTDa2sWiOW4JUoI/excQ3oR+EGWqGFXUNZyvl5Bw1v0yG66lq9kfPA8m7pvQg9KpA5sVyoMQFtHF2ZzF5olSp+G9z9F3DbFc+UmfcsUVDndMEjEY0wP9LPmxpsU/EECKQ69/da8xv6mLaJZf9Eju8n5Opn7dqFFHGLv7ha48zLZLar7AtIxMYgWsQVkIWKj6zqbN9yGHW8gc98uSkFAIZ9jxvXoPdanjrGto4vktr1EmtrR7Doy9+2iqJmUdIvk1hcgPaKSpvA+ggAjSHph+DF5TL3H+vBirVh6wL1338nka9vxchmuvbGLkaEBBXcIgyUefOhhEsnl5DNpimOXBeq7jHeX9DetmFfAhULepTh+GT+fKS+S96Lb9ZiNrYAGBLips/j5jCIL+qZFctsedKee5LY9GHZUwUmCYp5gOsXif/2duUTn4A688QHMaD2Rxcto27pHlLyVPDTdoL1nH13LV7Lx9m4mX9vOuTP9HD7SixYR/XNerJXeY32KUlnwBRxF+oDpTj3JLd/BWrKMNetuZHzwvJoT8kaAmbmKNzmkSI+LHtnN2pvW445eYnzwvAJsRBONiiQoKZYuEUpurkzALNDesw9ryTKMaIyNt3cTe3c3vpsl9eozZKcnGbh0gSsv9uD5AX4+Q+rVZ/DdLEE+I1SqQk4BOdo6uiqgIiOTaZLfeJnVN6xUx7Gp+yYFU5GwFZmQR3Wf4sQAyW178E2Lpi17sWKNJLe+wKp1N1YAW/o+Oolp6Hhjl9UcWr/pAc73nxbQlVxeUS7lZxzpO6WAHkQchl96TCmJcUsnUp/AnZkWtMNinkhzJ6kDOzjff5qcr6PbdbT37EWzHHSnHrO5UyDzQXynLNbhGzGhmn/1AZFkDV2FV1z0RT7WzPiv+iuuFrWoxec8aopWTdH63ITvzy1ca+egFp8mgocegGspGLqK1tE6V9IzJJrniVCpbv3VfEUmXKL1s2ALsoxNlh95UymCkqe8lcK9KNVmrdK/qZSdwQ8CNLtuXgmUVAnCPTvhO/tSkdGKee65+05lQmy2rqI4flnceQ9KuJPDc8a4UyMEvk+kqZ3SxCCr166bBzzQNQ2jLk5xNk2kXEJVXe610D7BwgALu6kd7Hr83Az3lT2nvFgrZuaqSjKq+9rCY1bdp7VQyH4sb3wAx7FFUpFN0/HNAwzv3057z16GvrdNlO7ls9hL1+EOn8Faspzi6EXW3rS+4hhay//+sNx/FU00ApR7j3oIgkABS9qfeIUrL/YIVal8DuX+A8qQN9LciTk7SlDMq+NPpy4ptSU7PYlmReeZECeSy8lmc+hWFIp5EuU+pmq/s76PTipwQ8yaM6uW4z1nTK0RFPIQsSv8zmAONiKVLVm2N7z/KczGtoqxqoZwyM9eCAwj540025Z9btKPzcxcxXULYNdTys1QF3VUCetCJaphf66wF5xQOrdjNLQq/y/1meOXCYoummmzZvUNKnmbU0i3s/oGoc5JTzi5TXl+ZR/m8IEd6OXr7o+OvcethRmcmA23bJyjmv6oHZqSBJMpWJQk+OGh2u9bLT5V1NZKn23UFK1afGFD13X1Xy1q8WlCu5ZC+/KwSLI+OA0DkyKh6mgVSVbcFepWKMk6eqKf4mwa7+p55Rck/aKqF/bVOPCg7GlVHL9M4BWINHeiOTH1/IMPPSwWehODXHmxh2KhwHsf/JSC5wnlJOKgOTGSW18Qi7vQZ8hFpjSblXf25cI1iDhCiamLz3kfmRaB5wKw9PEXcWIJHnzoYbSIg5m5SsIR/U7S40tur6iZmE0daHYdliN8l6KJxnmIboVPjzjKo+nC+Cy9x/rmjc2DDz1MQ9c6AiNCcst3iCxephDzS772LVxfJ5eeKiss+YpxbmtKKAz5hlvWzfNHkvHgQw/jtK4A0xIqnuWw8fZuVi/vpDERF15PblbQIS1HKF1OPd7EIHb7WkrpMTRNVx5eUon7b2+/xX97+y06l7ZjLl7GokeEgjj2+k6s5Brho1Yu74u9u5u6hFBf2jq6ePChhzl7+hSFscsURgWOXJrubrhlnUKcyzLCQ2+/JZSn6VHu3fgbrF67rnJOR5w5RcURSZb0O+tc2k6psYsjfadIZ2Zpf+IVDDNSoTDJz2uIx1iz+gbitokTdYhGo9x7952MD55XKp87My1UtqLwYNMKOVHeWXQpTg6j2XVcnPI40neq4ly0dXQR6CaBbvIP7x/hHw5/wPkLFyuum4tTHvkSFMcvY7Z0Ca84u06g9yMO8fo6Aq9Ax5P70SKO8nWTc08qqVHdr1B9pUeYfDxum6xsqSeaaFQK8IpGk2g0Kvy6DIOzp0/R0LWOBx96WCmkeAV13UmFVirF0ajD5jtuZfOmjYy9vpNIcyer1t3IyGSa393yOnes2QyXM3M+fT9qFzd3JlNoTUm0t9+p/b7V4lNHba30xYqaolVTtGpRi1+/CFO/ZFN6uVeCF2bBDOCbMThYgsuZOere6CUMu07hxg0zQmFmCiveWIHKru5FsZvaMZo7KYxeouObB4RqYjkknAjjg+dDjfvT6E69os756VGCAMzmTtwr/ehOHXrRJX8tNY/iF4ZhyP04e/oUWjSOn5uhIR6bt3/h/Qz3fS3UP3X0RD+zUxPoToz2bXsUGCEMXaje7pmPT6I79ZTymQo0/kKQjCsvP4luGOAVFAFOKgZS4alWD68H3JALbIm8B2jv2Vf+DJPNG26bh4P36pfgXRumlJ1Gd2L4+VkaGxLzYBLXo9e99+OfKMUxk5nFN60KQl5bU4J3D3+A5tTj5zPY8UUV/XxR3a/o/ZPnSapRUrmRSkp1H1NL5yqm0jMK4V9XX1dFNhQJt4C16BUK50L4/cNH+/ALLlZytVIrZf+U7D+UypZUGqXqG+6Nk+qvAma4Hsltexl98zm86VGVXErypKRnXnmxB8qAk7htkimU8HKzChRiLVmu1L6FIqyqBla0Ajvf0rlKKbOJ0PkJq2pnT59CKxM+q1H/so8rjKJfqCcxfP1cF8Ahv3ckkbAWtajFFzpqilYtalGLWvzVO2JRE8YpyzvMtgM+8IMs2ekc6zc9QMHXhBJiRzGbO5VB6+JHn0d36oV5ccHnSN+pCpVJGqJKY1PDMMRi34rS3rOPTKGE3bqS7GwWszGJUZdQpsLe+AC+myPwfbyJQcxoPe3b9mLHG1i/6QGAip4t0iMkt+0Ri/Fy0qTZdSS3fIe6RKPqgZEqR1tTgoLnMXhlmL6PTnL29CllhgxU9P0cPtLLokd2g2YQlDyG9z/FhlvW0bV8ZUVf2IxbUsd/8sg7ROvrMBqWYJgRZcwc7ssCVF+T5ntCRYklaNqyl6JmKsUg/Flhs+LeY31cGJ/l3R//hJbOVfN614zmTtp79hH4vkgwfI+4bcxLKgBlImxE40SaOzHqEqQzs8IcOpenOHaZkYM75vWINXSt4933PwDLIbn1BZEYRRzR21QvxliqeRIfrzsxFj/6PJphkPr+42zqvkmdk5HJtOrPkv1VXqyVdL5I5r5dpPNF1XPX1iSUyPWbHqComXR88wBaOTlp2rJXnRejLq7mrVYqkty2ByxnXtmeNBIemUyLXrzFXRTHByDRpnqkUgefppCZIpFcXqE0hlXfa2/sIm4brGg0GRkaqLguNm/oZuTgDgqjl8H3KU4MsvjR5+fOq+eSOrAdfB/LiaIVXdo6uii5OazWFbT37MOwo0TcaaX2LRTyGvAjDmZTB1hR+j46CQiKY3LrCxXKH6Cuq7amhLh2vv5dvMmhinN+qKxgSiNkOW4jQwNq7smxOHv6FEdP9KvP/fcnPhCJVVfT3N8z54S9xNDVX/z7qxa1qMWvTdQUrZqi9bmJiYkJfN9H13Wam5s/692pxRc4Cv/LvehTI/iNbVh/+96cwtX/CQQeQUTDL2ocDiweSt4hkOxeAR2wyz0jvu+jO3X4+VlBo8tnMOobhYFwWSmQ/UPhu9yHjx7HLKOi/TLBbnj/duEF5GbVHftI22q8ySGCQo72J15h+MUeNLuOUi6DvXQd5uxohToEzPv3Qt5eMqp7wiSdTfaHAaqvpTh+GTRdGSYP73+KwthltSg/8/FJpdRougGAYUcBaNu6Z15vlYyweiDx7EEhr/pxpFpRrRhVGygP798OBDimRiHvqr4wr+QpomBjQ8M8Fa/iGFNn1fjKhCj12rNQ8ii52XkKilBvPoZEEu/aMOaidjVPfN9XFEfftGnv2SvKEr0CQdn81oo3zvMh6z3Wp5TN+samChJgLpcnsngZxbHLrL3xpnkqXtgAODwGq9bdWKE0Ts9k0Msq59In98+j8UmC3kzBF2NhRStw66o/67VnwZ3FjMYUrt+LtVKcHMZyour16zc9wMUpr6KHL5FcTq5QUmrVQqoqUNFrNfS9HnTLxi+4NCZiFYbeC82r3mN95L0AApR9gSQg5maz5fkqDJ7D45g6sB00naBUglJBeaEtRCaU1grzCKDlRC716jMkv/5d1cP2d69+jdVP2sKn77Hy3/oS/F4d3t+0cu2vflz7favFp47aWumzjZqiVYsvbAwNDXH58mWGhoY+612pxRc8/PEhzH92FX+8PJdkY7rlwxID7akYn1gGD/qiT6e9Zx9mSxer1t2o+nGE+iR6eYyGJaAbJLd8h2i8QalBZuYqqe8/rghqh95+i7htQHoECjlAY/TN5/ALOTQC7v3SXaxauYJI22qKE4Mkt74goAXv7iaaaBSGr3UJ3NRZcukppej0HuurOD6pGnXfur7i8QrVYmgAb3yAkYM7iOq+2NcyTW9kMl3R16KVBLZbKxW59sYuHFNTx3PyyDtY8Uah1Nh1aFYUjAhtW/fgF/KqXHChCCtvkaZ2ktv2iuMsAzCk2tR7rA+sKGZTB0XNnFMrCnmG9z9FUMzT3rMPL9aq+sKMujhGNE57z16MaFz1I0mVp/oYo+X+Kat1BY4RiNLIfAazuRPdjrLka9+i6KbhGQAAIABJREFU4GsVqg+JJMWJAUrZabwJoQS2P/EKmqbhODaBpkEQCLNbN8c9d9/J6htW0NCQwDR0jKkBgmJe7Y/rFjBiTaBpeCVRijo90C+SO9/Hmx4F36/oRQtTKzuXtrPx9m5WrbuRxY8+jx1vYODSBYqaKN9r6+hi6ZP7hceVrlcoMOfO9JM6sF0lZcmtL1Df2MSa1TdUQE5yM9NCxcpncGIJFj/6PG0dXaqnTtN1NYcAoZCWvabkPrtugUhTO3iFijkaViTDvVapAzsw6uKKgCh73OS5WGhelRq7QNMIAh8/n2F4/3b8fIa8B7pTR/u2Pay7eb06roFLF0gdfBq/VBJql66jWwLCEu41O3qiX9AZS9D30ckKGubIZFoATJo6xLzMC2pm4GYZffM5Uq4mVPOsL5KsrA8zNhwskYs21n7favEridpa6YsVtUSrFrWoxa9dFOMt5P+yiWK8RTwgywYLOoz5lPZlSPl1GE4MrSiSBTNzVS0AzcxV/Fya1MGnCdyswqSnDuwgEniASHbSqUusXruuouRtfPA8s1fOcu+X7kLXNUozE2Lhm1jC4SO9tDUlWNFoQiFXTsLytDUJc1hvckiVt0UTjRXAiMNHeitw1TAHF5ALxTCIouB5aE4Mv5Cn+9b1bLy9G8e2MKYGGBka4NyZfqFczabRgqCsmNjkZqYVWKGlc5XoL8tMM7z/KXw3h9mwhMArCLhD2+p5sJDwArmtKSG2S0Dh6kVSB58mOzWJW9LUmD340MO4vlAkvGvDBEUxHsMvPYbmxKDoEo06Aqs+dpkg8BWWOyhjyAM3uyAkQT62qfsmNtyyTp3njbd3C9PbWD2kRwjyWcZe34nv5sjct4sjfadEojoxKMo5Y424o5dwTJE4axFblFqallJTdDuqSgJnCr6APESEh5VcqDuxhCpRleV0crzkdjQ7qkrxwtj/MNhCHlc2PYUXa1Vj2daU4Nobu7A1j82bNqoSTolZNxpaVVImSz3DZZ4jk2kibasppcdwHJtI4HHtjV0MXLpAJPCIvbubhBNRfVkPPvSw6rMz6uJq/+RxOrE5Fevw0eO8/8FPAZHAyP0dHzxP3DYELn7/U3jjA5zvP10xBuGQSZM3OSRuhBimgoQYdQ209+wFr8C1N3Yp2IUE29i6T9Qyyv1hJqX8LKkDOyoSx6CYF9dlqcSM66nzKG+ueOMDeFMpoa5OjTA90M+9X7qLlS31/G+xpawPkgzGHaFo1elw+0YByADWf+N3WPnM47/6L7xa1KIWn9uolQ7WSgc/N1GTw2vxq4qfN5fCTf0SG369MjxZSpSbmab9iVfmwRJaOleR83Xlx1PdJP8Phz9At0XPljQxDu9D0XVV6RZQUbYEhExcBzAaWhcobztVgbmWny3vzI+++RwrW+qBuVIt0xC9QcMHdpRLrrajgYIYlKZHlQmwLDkcffM5vKkR2nv2MXJwB/fccduCZY3V0A1ZRqYZBu3b9iqIQiF1lrqyabMWjVPKzWDoukKaW4uXlcsYBZY99u5uBq8Mz4MzVAM9qiEGC5376n2V4yABKBLxnxq8RD4wcLQSE0MXBL48X8R3c+i2QLCXSiWMugR+bgYNMBcvm4cUl2V1YZy/xOGrfSij0wtXL2LUNxDkM+hQYSxdbf6c9wL8Qh7dcrh342/8zGN+98c/QYs4UMxTmBpZcEzO95+mFARoEZtIyzJxQ4BKI2lZtldtPH092Ed6JgNWFHwfTddJbttTgWYPX0thdLvEqsvrovqcDe3bihEVRsY+oDkxVZIpS27Pnr+gyjrXrLpBXdthfL3Z3FXxOWFjadctYDR34o0PcO/dd1bANK5Xrpu5bxf/+bVH2WhkobEEiVXwwWm8O9dg/rOreH/TivnTswuep1rU4heJ2lrps41fNneoJVq1RKsWtfj/R1SRCKsTqOst/mTIBWY1Ga+ahBdOfGRvE74Puk4iRAyUC9LDR/tIbtvLyMEdrFq5Yh4dLexVZTl2BQWw2vsq7Nuljq/s/xQJPNKZWTQnRpCbIZpoZHZqEt2px3ezgmZXyFNXF6WQd/FBKDZFF92OYukB+Vy+IpGQyenApQs0bdk7L9mTi9qi3YBm2niTQ/j5jChB1DTRf3VgO+3b9jK8fzsRy1JlbNITq3D1IutuXi8W7XL/y31ykjCX83WKBZf2nn0qsQxT5Kr3RyZrG25Zp5JdzYxgax4bb++ed54ffOhh3v/wOL7vq88opcdIbn2Byde2U9ItFj/6vDDwLeaVJ1VL5ypm3JKi8wHz+pnm+aWV+9JSB58GILn1BUUBDM9Zs6WLJV/7FqkDOxSJUiaaYe8pgPc/PI7n5rCTa/Amh9h8x60A6jhBeIONvb4Tzw9IbvkOwwe2oxddNefkWMjzueRr3yL12rOYulaB/g9fK24J/FKJpY+/SOrADrRiHjveQD6TxrYtdTMhvN8FzyOXE8lj3DaVH1m4vyztliAIaO/Zy7U3duG6Ln4hX+EFJpPLyOJleOMDFK6lKvZvITqnnMeyHy6XnkKzHAI/qOhjqw7pZefnZ1l7c9lfTEvDiV5hjH77RvHCahJqLWpRiy9cfG57tDKZDM8++yzt7e04jkN3dzd//ud//nPf9xd/8Rf83u/9HqtWrSIajbJ8+XJ+//d/n3Pnzs177f3334+mafP++8pXvvI/4pBqUYtafF7jqw8I6tdXHxDkrw4H3v8HmDgPx3rVy7ySD4bF8EuPUfKKqsRrof6QQ2+/RS6Xp2g38A/vH6kojwsnGGFiXKDrmA1L8D2XID9Lztd5/8PjFSVRfkGUKpXKZWuq96V8596oi7P40edZte7GeRTA3mN9FYS1cC+X9GVac+NNLHpkN20dXUTjDaLPLNHI9EA/XnqUezfcVi692ofh1JNOXWLVuhvRnBjtPfvQ7SirVq7AMk3VXyW9idJ5j8x9u8h7gRqDaurghlvWYWauUpocJCjkWPrNg9gGWHogkgm//NdzWfzo8/Qe62P9pgfQAS17TSDYmxLkfJ1I22ooebQ/8Yoql5QodL/oMrz/KYpjlznff1qdn3Cfm+xBSr32LEExz6G33yKq+2iGKF2TC/+SbuHVL6k4F21b9yi6oZm5StzS1YJcejBFmjsJdIGtlwlgskyZPN9/WtEjwxS+MCny5JF3iFkGwwe2YzZ14OczSi2S6qVXvwRMi8LoJYb3P0XcNhgfPM/IZHqOYJiZrfA1a9u6B2vxMooTg5hNHYxMpkUiFJh49UsIyuWzxdk0pdwMqVefIdLchVEXn+clFxTzFCeHRY9SbgbTmL+MkL1MyW170Q2DkYM7sI2Ae+6+k6CYx2juJJ/Lc/REP4eP9qn9buvoomv5SpY+uR+joZWC52E1tnH2k4sMv9ij+tDat+0hKAp6YVDM07Z1D2ZLF20dXRXzvyEeQ8teEyWioagec1mW6boFxl7fiesWWPTIbszFy3AcB80wWPzo8xw90a9IlInkch586GEefOhh/DJaX3Pq2XPqA/Z9+De8/8FPYGknfMMQCdZCJNRa1KIWv/bxP03R+vKXv8zRo0f54z/+Y9asWcMbb7zBK6+8wp/92Z/xyCOPXPd9d955J21tbTz88MOsXLmSwcFB/uiP/ojBwUF+8pOfcPPNN6vX3n///QwODvJnf/ZnFdtobGxk3br5zdo1RasWtfg1Deld8x8yYAJLRG8W34yR+16Wf37HQyqRCZfSyTLCsEIT9sw5e/4TReVr79m3YBlhOjOLbjncc8dtvNf7j+r1eIUKhUYmZmfOniPS1K5UouoyuLC/UthzqeB5uL4uABITA0SauyhNDrJq5YqKMsi+j04yNZ1Gt6MEhRx1DU3zFDH1fNHlvi/dBcB7H/wUs6ULb3xAwTvwfdasvkEpd+7MFFbrCopjlylOjfzcsiqp5ni5jCjJCilj8tgKvjaPZCjfWxw5p5S3SNtqhRcPk/Y00wZdV/saLjcMinm8WGtFKViY6te1fKV6fZjOKMv0gqKLruvE6+sWVEDymTSYFslte1X5W3F8AL+QQ9d1CmV/tOuVOD740MMc/vAjSvlZjLpEhXI35/V2GU3TWPrkK0pZo5gn8H2lPIbHcMMt63iv9x8Jii74PnWNTRXjPHxgBwnbUMnG5GvbAeYpp2GlVCphQTFfoWQePtILpoVWVsJkCR5AqbELb2KQoEy2HHqxB2vxsrJ3XVQk36ZJUTPJpqfE8Tj1BIU8S598Re1nteIFKIKiLBu8Xgml3P/qOSofC88VgFx6igAIggDdikIxT6ReAELCJbn9pz5Gt+vw8xlORdOs+abD2e/lWbPhSzUVqxa1+DWLz6Wi9dd//df83d/9Hfv27eOJJ57gN3/zN3n55Zf5rd/6Lf7Nv/k3lEql6773hz/8If/1v/5Xtm7dyn333ccf/MEfcOjQIVzX5fnnn5/3+mg0yl133VXx30JJVi0+f+H7vvqvFrX4NBEsShK84oIDPBUTSVYeLr5Soq/5JlU2lDr4NMXZNO7MNGOv7ySbniJz3y4KvqYWjxDy7HGzDL3YA6DULxlSXTFbumjbuoeRyTT3bvwNRfHDtBQIQS7y2poSRC2DiDtNIh5T25LqRNfylRV33cOPdS1fKfyD0iMkbJMVjSaWHlT4XY1Mpmnr6BIExZ59RJasoHNpO0XNVGCNnK/T8dRBQGPpk/t5/8PjHHr7Le69+05WttSTiJXJjNv2oOm6OmahZAR401cxNE0pLmfPfaLUpmowRjF1Fs/zCIwIS772LaKJxopjK+kWXm6W1KvPkEtPqXEdvDKMMTVANN5A29Y9aFYUY0pAE3K+jhaxSW75DoYdRStDJdB1zvafxp2Z5tobu8ilp8iXNDTTVuRIuW2ZKGXuE8mYouGVlZ+mLXtZs+oG1t54E8lvvMyM61XMEy0i6HWr165j84Zu9X5vYpBISxfWkuXoljNHMwSatuzl6In+CuV0ZDKN2dSBbkUJvALtT7yiXi/BKLplYyVXKwS/2dSB0dyJuXgZq1auIJ26RMwyhMIWePR9dBJN07GSa1h783rlEWXpgVLhZDIVe3c3G2/vJp26xPRA/4JUy6Mn+nFLKEiEhGX0HuvDaO4kuW0vgRVl4+3dGGaEpi170SIO3sSg8Pcqgyr0iF0+HpEwaRFHwSd0K4pR3yDmXMQSJZm+L/rbGrvQrSjJbXuZcT1mCj5mUwd2vJFFj+yeN6Zyv8M0SakGy8ekwrXhlnUKErLhlnVE6hNEFi8T/mWaRjQhkP2pg08reM7I0ICYd56LGY1xxdU5+5LHcF6rULFqv2+1+FVFbS59seJ/iqL1+OOP8+d//udcu3YN0zTV4z/4wQ945JFH+PGPf8zdd9/9S21z5cqVrF69mr/9279Vj91///2Mj49z8uTJX2gbNUXr8xXHjx+nWCwSiUS47bbbPuvdqcUXOI4fP86KP3yM+jMfY1CAFo3ieMCRgs1X7cVYpqkWaN5UClPXhJfPvq1KSQgDA8K+PX7RVb0utu4rVSKsuoS9ecKKSS6XR4vY+IU8jYl4hVdQda/Xz/PMut6d+TBgI6r7TKfTBAEK3rB500Z6j/UJTHXmqhgL16OUzyp1am1IWQv3iUkogwR0rGg0leInFbDi2GWWPrmfsdd3YviFSsWj7DEmQRjhHii535K+F+6hkp8llTT5/xcHhkRv1EuPEY03VHhMuTNTdDx1kLHXd7Kiq0N5ismepnDvj1S7wr1IUkHyxgdYtmIl18auKtXNdQtg1yvFSY5TW1OC9z/4KUHEQSvmicXqSeeLBEWXhnisQjXqWr6yQjkdGRpgxvUIgoD2nn1cefExrPp4haomVSblvZXNotnCL8owTdX3FAaSnO0/rc5LQzym3ivLJK+nQFbPSQk2EaraJexYA1HdV9RBc3ZU9PzZdfhulnU3r1cKZlT3mZnNgmkpX62LU55QSQs5ogmRJF15+Uk03SDwSwRFV3mNFTxPHbv8vOL4ZYJigaVPvkLq4NNohZw671brigpoTPW1dfREP/l8nuS2vdftyZTXcyF1Ft1ylEp3vR7N0Tefw8wIU+Lq1/DVB8inLlGINXPxP7xS+32rxaeK2lrps43PJQxj06ZNlEolent7Kx7/+OOPWb9+PS+99BLf+MY3fuHtXbhwgdWrV/PMM8/w7W9/Wz1+//3389Of/pRoNEo6nWbZsmX8q3/1r/h3/+7fEY1G521nocEaGBhg2bJlJBJzd6pd16W/X5SwLFq0iK6uror3nDt3jmw2CzBv0o+Pj3PlyhUAurq6WLRokXquVCqppDAej7Ny5cqK9168eJF0WtzNvPnmmyuS1KmpKS5fvgxAe3s7ixcvrnjvRx99RBAERKNR1qxZU/Hc4OAgk5OTAKxduxbHcdRzmUyGTz75BIAlS5aQTCYr3nvq1Cl1gd90000Vz6VSKUZHRwG44YYbiMXm7tDn83nOnDkDQFNTE52dnRXvPXv2rDrW6i+PsbExhoeHAVi2bBmNjY3qOc/z+PjjjwFIJBKsWLGiYrsXLlxQ53j9+vUYhqGeu3btGgMDwhtn6dKltLS0VLz3+PHjANTV1bF69eqK5wYGBrh27RoA69atw7Zt9Vw6nebixYsAtLa20tbWVvHejz/+GM/zsG17nto6PDzM2NgYAKtWraK+fq63IJvNqt7E5uZmOjo6Kt575swZ8vk8hmGwfn3lnejR0VFSKdEMvnz5choaGtRzhUKB06dPA9DQ0MDy5csr3vvJJ5+QyQg88S233FLxZTIxMaG8PDo6OioISL7vc+LECQBisRg33HBDxXYvXbrE9PQ0ADfeeCOWZannpqenuXTpEgDJZJIlS5ZUvPfkyZOUSiUcx2Ht2rUVzw0NDTEyMsKaXd8sJ1pFcEuw1CA3aXJr2+0AFL/8b8to8FkSsXqKmkkul6O9Zx+Tf7qT9FAlGWzdhvvI/9P/XdD3pq8Sae7CuzaMrXnc0X2rKgfrvuVm3j/0NxUN902tScaGh5j1EH08nos3dZWEY9L/jz/hypUr3P/PHqagmUT1QAEzWhfFGRgZp/jlf4t16I/pam2uWBgv9B0hk0JMG7+Qw08klVHx7BVxTA8+9DCXU2M0x6P8x5f3sWbNGtXQX8rP0vHUQSI/+iM1TuHFqNO6AqOpk+L4ADFbZ3LoAus3PcC5S4MCorD/KTRdx2zqrDDrHZlMc/bcJ6BpRFq6KE4MkCjDDqRhMZYDfoCm62zecJtKGFIHdkAxR9eKGxi4+AlmXYKo7pPJzJaTmhx+EBCgo0WsCmPjqF5i1coVnOw/SxGjYr/kuRkevEzL1u9R/+5uPlbG0wJSMvGnO/n7t97ggX/5+zT9/rcZObhDEOnKvXGRH/0Rf/2fXlXfEfaSFSS37SF1YAe9f/cWG+77MpoTF0nZl+5iZDJNS0M93/2//0+e+MNdTGWLdCxZpCAqMtkvZdNs+CfdHPn7H1UkCj9680/Vd8S9X/1dFv3+t0l9/3HMaEwk2JaFl5vBjMaJGgGZQkmcr4lBLM0naFoG0ymiRlCRuI+OjvK//s4jTMzkmBwdIdm5TCX3SxbFef7/eo57Hvodmv/geXGOS0WIOKJ0deQcdn2cQqEojv3g08QtnbaOLprjUYbHpyh++d8SfedPON37bhkS4oFXoM6xyXoBfsEFAgLfx2pdQWlikDPHPqj4jvjtf/m7ytjad7NYyTUUJwaxdR/dilaQNFMHdtDV0c7ihnqO9Z2ogFUMDF2hFGuF6RQbb7uRv/+bv1TX+ezsLOfPn+eJP9zFx2fOoVtRNtyyTlE8J/90J4ff/i+YpsnNN99cUQpqGjrNS5I0x6P86Id/QeKRh0VPqJ+HFo281cHJ7/8XlixZUltH/A9aR+RyOTRN49Zbb6147tdpHSETLRC/rbV1xP+YdcTExAQAq1evpq6uTj2XyWTmVeJ95qWDExMTNDU1zXtcPiYP5hcJz/Po6ekhFouxc+fOiufuuecevv3tb/Pmm2/yl3/5l/z2b/82f/Inf8JXvvKVX1hi9TxxRzEcQRBQLBYpFot4nrfge+Tz1eH7vnpuoX34RbdbvU/h7S5UevmztlsqlT71dhc61vB2q481PIYLbTe8n+Ev1l9mu5+Xc/PzjvUXHcP/3u0WCoVfarvh9/6y+/uLjuHPO9bq+HnHWigUfuZ2AayZcYySCw1AgKB/5YssijksijlM/n/svX10XOV97/vZe/bLjEYzkmVZ1siS/BLZyMYGh4MdzIudcrk5PaFpyeKenJaUgCUIDpYvuF637eof/ME5pyvpOi5wbRMTsIxDSrrWbXLoPaU5bblpwQQnNiXCOLawjV8kWSNb76ORZu+ZPXvfP555Hu+R5DQtPQ2Q+a3FEpZGe/Z+nmdrnt/+fX+f75/9HrbmsfnWzzDSf1ZUNAyLS889xOpPtc457qKaKtLd2ykMX8R3cxRG+zAWNJH3NX5yvJeFv/sUjU0tfPtb+wCUp1JBM1iYiOFiYC4UCUr+ykX8fI6cr+P7Pg/v+D1mvIC845D3PAVwOPbTd1lQHcX4mz+mPllV5pN119338O//41d4eMfv8fCO3+PG2z+nZFCaGaXuy39KIdDxRvq4tL+TQt5VDfyvvfoKf/78/83e3V/ngUe6SKaWEVgxUh17idfWYb/2DTVOVf/w38okkl5umsJoP02d+5guQDK1TJjWutPCW6t+qUCOTw1hBh6nT53k8NvHOdt7CtOyCAou3vggTR37RHWCkmRu0VKaOvah6TpxU1PSyuGXdmIsbCFA49KUB2YUko3kfB0rapPq2EsklgAzirmoVRkbt7WvZvrSadLnetm7++v8w6vf599dv4rltYYyEW5sbuWvXj7AmutWYvzNH9O4IHH1fBa2KtjCXb/5f+BkM6QPPY7nzJDLFwncGYy/+WMWVEfZ+NnPEV+yivqWNrSCQ7q7C9+Z5t4HHwUrRurBZ/B9n8PHenj/1En+sec9Ht7xe/hBwODQEEff6aE4M0W6uwvdrsJY0EQkFqf39BnWbrqToYE+VfX6td/6bR7e8XsUCgVuun5VSbpoC2NmXWPRV54mEkuw6CtP09jcyu033wiZIZo69or1MNoPNSmm3KLyYIsuSLF8/W28/dN3uTTlMTU9w/kJQansvzTIu++d4LbPfYF8Ps/Ii48SNTQhE9y6BzJDROMJFv7uUwSlaw+KRRqbWzlx5If8xZ+9qNZwQ634297Y3EqqYx9t17Xj6Sapjn1opoVm2mi6TsO9T4Bh8eWOR8ruc7lOUlv3ELFj5NOnIfAxjYjyvyKfo/r13ZhakcLn/ojhyRkiVQlSHXvRo3ElD01Fi1zf1spf/cV35/3bs3f312lqWao8yoKCw6Xnt+G4Lrd97gt0PPoYcBU6k0lfoCHVTOFzf8RIJkfsS1+AnregkINtcYKRAOOySEw+Kp9Vn8R9xIc97kdlbn7etYb3SJV9xP+6fcTPG8N/TvybaeQ0TfsX/SwcQRDQ2dnJ4cOH+fa3vz3nacZ/+S//ha997Wv82q/9Gp///OfZs2cPX//613njjTf4y7/8y1/oPQzDmHM+mqZhmiamaZY9DQr/jvz57NB1Xf1svmz3Fz3u7HMKHzf8dOUXOW4kEvnQx53vWsPHnX2t4TGc77jyWi3LmvPE4hc97kdlbv6pa/1Fx/BfetzwE51f5Ljh3/3nnu8vOob/1LXOjn/qWi3L+iePW0guItCA36kCS4MpG/Mzt/P8nj/l+T1/Su9P/p684/L6j34smvJ9jdQDTxONJ+h+9hmgvLfj//nOQT69uo1odZJYLIZecCEzhO/mBGnw249Tn4zxla9uZ+2mO5nJTHDle0/iZDOMTuVo+MrTYpMbBOiWja4LP6Utv/Ef6XnvJJGaxeLaSya3Dfc+gWZGeX7Pn/K9F59F0zTVTyTlT/m7/pB3e8/xs7N9TH9W9J1EFy9nemKMS89vA+CmG66nbdV1KgGRPT9y/EYzOSEjrGsmfXAHG9a1s6g2zru953in5z3Onb/Am2/9hPgSUfXSo3HMhS0MHhBkvFy+qBIms16Q7azGlbjZSabcIn4gEOWRqgT/7vqV2LaJ72RJd28npvvUt7Rx5twF8pfPM/qdnVQZsKipWSWEm9avYXmtocYkKLh4Y0IymPc1AZ2oSYGXxxvpU1RASY9cf8e/p2vXH2KaJn92YD+NdUllIjw00Mdv3NeJrmnUJ2MMjU+pfrLltQa2bRPULSPnafi+T1D0sJuuQy8lBPXJGONZhxkPFt3/FDlfxxlP4145z4pV7Xj//o8gn2P4pZ3o0Tipjn2Yi5ZSTCxmPOswnnWo+/Kf4gYGgaZxx4YbiRrgjfWT2rqXGY9Sz52niHvu//YHjGcdtfb7LpzDc2ZIH3oc35lm+NuPU8xNYf9/31DVKklFDPIzpDr2CiiFL3rIFt3/FF4QEMTrQIuoJKcwdAbNjuPFG3D8CH4yRapjH0ual7LxpvUY2cuMv7yL/NQEjutyaX8nlmViLGxB03WRfJf+Rsg1/P3vfhugjNQZFBxRWS6h8yN2TCRrfsBIJodpmnTt+kM+vfnXOdt7Cm+kj6GDXZhagFnyWnODCJZhsKI+zubbbuHEkR+ydvV1jH5nJxfPnSGfnRDywlL/nWlE0DTQS2TiMEmwvqWNLb/5O/zvv/kfGU4PMPzSToYG+th403o038OobcT1Asayzpy/PQ211Zh/+8fUJ2PoE0PCtDiiwTezaPUamu59pD6rPqn7iA9z3I/K3Py8a/3Upz5FLBar7CP4X7+PuNYY/nPiYyMdDIKAhx56iBdffJFDhw7xu7/7u7/Qe1++fJnGxkZ+//d/n2984xtlP6v0aFWiEp/QaK0DfwamChDToF5TxqFhSZ/on8mjGRYU82W9VTC3RyX8774L5/CqF1Mc7Wflde1KZnXm/V4iC1vIXz6vJFCJeNUco9pw/9bANzuwGpaRv3KBz95l/fUHAAAgAElEQVS+CZhrvnutfpnC8EWs1CrIDCl6YvrQ4wRFj6aOvWV9KeHjlY1DyZ/KpkAmfUG9V/rFx0g9+EyZnM1e0o43NkDgzqDFEgLaUCIrGrWNiiT4/qmTmCWqnG5XEZRkW7N7zeJLVrHo/qeUtHH2dcoI96SFe8xkT9Ls3rWhgT7VzxM2pD389nGMumYlH5Q9U0Xdmtt39qMfi0pZfSuFkYsqkZQ9ZPL3B/d3YsaTZfML5f1PUi7n5x1isajqkXrjWA/mQnF8aaoLJe+rnPAc8/MO7WuuVxLMsO+TV71Y9J69+Bj4Xlnf0bVoetMTY8rsN1KVoJDPK2PfwPfRigU0u0r0MI4NkLB01ScVvj/uuvse3jj2rpLqJewIU25RmRJfy3cqPKfH3utlemIMTdeJlKiJdQ/sK/v9sJFx2JxbenUFfgDFPJqmEa1OlvVHyt688HpS/XfDF4nGojhFDXNhC95EGoqeOv/lrc1lJEbHA7O+FXfwfeI1C+YQDsv6JrXMVeLgO0ch4cKUDYPZD/e3rRKVqMQvNT6S1MF169Zx6tSpOaVTqbucrQOdHTLJOnjwIC+88MIvnGSFo5I8VaISv0Lhz4inyQkTbt4skqy6lIIuZLfsYirvY9YvFYa9BZemR14AUJv1sGRLbZwH+tQTbllhiVYnSyADIcWSRD3dFn2hQRBQ0AwW3f8UkapEGXhAPtnXragisL326iu89uorig4nK1CNdUnGDm2n/9Igd919D5ZhUJy8ImQMpURiw7p2hg52EThZ9IJD+lsPc+aDc/QcP6HkTfK9pQyxsbmVZHUcPzeF4wWYyQbOnLvAwLNbKc5kuLS/E92uIvXgM+h2Ffkr5yHwSSaqWbmsBa1Y4Mr3niQouIqeePrUSbQQVa6pYy9WolaNe3bLLg4fOcraTXdSnJlSXlHhMZntZxb257IMA21mHMsw5vh2yV6wjFsU1ZrRfkg2igRlLENq6x688UHhv1SXFIa3RVGR8sYG6LtwTm2YjUVLaerchzc+iFYssLzWIGlHFJlOzkksWcum9Wtoa19d5oUG0HP8BGs33cn6G9biXrlAYWJIQRqGxjIEzgzeaD9+yUft6Ds9HH2nBz8Aa/EK4WVmRem7cA6gzPdJM6N4wxcZ7BZznrANJTFcu+lOJV+VJMUN69ppWdKEtXg5qa17aGtfzab1a4gaMNjdJe6HSIRYslbJAu+4+QZG+s+y8ab1tCxpKrvNhsYy+O4MgyUz4sbmVoyFLaKnLtnI0Xd6SKaWUdPaXkYBhKvgltxMDk3X0WMJLD3AMgy1HmbfJzHdL/Nr23jTeuwIoOto0Wqw4yy4bzdvHP0pNa3i4Yc3fJH0wR2qwlbf0qbok1hRvOrFNHXsFWvCyVJ0sgx2d5GfmhBk0u7tzEzPiGSsvpV8+gy6HVOSQnlMe/EK3jj606vS3iDJ0fOX6X/vbWH8vbDtqnFxJSpRiV+Z+DepaP3gBz/g85//PH/+53/Of/pP/0l9/z/8h//A8ePH6evrm7esB2KT8vDDD9Pd3c1zzz3Hww8//M967z/5kz/hD/7gD3jllVf4rd/6rbKfVSpalajEJzTqLLB8yOswdlVrvnbTnWWeN3q0mqaOvaoak798nkismmIuS/OjB8sqA8fe6yU3NUnTIy8oHLisEEmQQbq7CzwXbJG4aJomPKjSp9GsGMbCckCE3EhKEIXvTCufI+mVNR8Jz8hepnXZCvWU/1qVA1ktktUG6cclv8rjAxTsGhrufYLBA9tVdWPzxk+rxEXTdbSCowyUZ1cVjIWtLK8V8pgz50X/WmG0XxDxStWTtvbV9P7shCA7FgvzepGFI0xsDI+36lU72EXEMBUNURISfTMqKhSj/eq6Z/uTycpeTWs7XryBwshF8PLKn6uxLsnrb76FZlUR5GfYcvut845xTWu7qhZtWNdeVk2TlTo5XrPXktm4UhkYywpZ/6VBCnaNqARaUYKCSywWVX5drctWlFUFw4RBOY5mTQN6LElxZpL269eVvR6uEgzDFZnw2ppdJQQBQWncupehg104l0WT/mzyZbia2Njcqq5ldkVJJllybUZqGmi494myKuHPWxfyfSS1cfC5h/CDAA0Nc1Er+SsXaf7agXmPJ++Jwe4ufHcGTdPQTJuooZXdy+GKlqrsfrMT3YpCEKBFIoo6Kn9HkiIljfGnwSCrvhqBv20SmPdKVKISH/v4SFIHQRgWv/3223zjG9+gra2N7373uzz//PN85zvf4ctf/jIAnZ2dHDp0iA8++IClS5cCsGPHDvbu3UtHR8ecJMu2bT796U8DcPjwYf7rf/2vfPGLX2TFihU4jsMPfvADvvWtb7Flyxb+7u/+bs4gVBKtj1ZcuHCBYrFIJBKZQ6ypRCX+OVHY0IZ59zDB/hk0I8LElMeS6hUUZ6YoBqK3ozB8kVgsWmbMeubcBVJb94in+6bYwBc0Q6GgpSSPkumqNNWtb2kj5+tl+PNF9z+lEoFC3hWys5E+kUSlVpVJ1OTmH4S/UvrFx7A1T/kzyfeZvam/lvGtDCFXK1J0Z5TRr25FMeuXqqQou2UXA89uBU0Tr3FnsBavoDDcx3WrV5eh5mdj5aWErzjaj21buG4ezbTxciK5kuS58EZXJjazEe/zhTSAxrBp6hTjbyMalzUzqhLfdPd2DNNSMkGJiZdyxZ+HxJcJRnHyspjjEP493rSSRV95mnT3dlZ+agXv/+yEqJ6YNsmoWSYVnY0Tl2jz4syUQuMDZNwiTR17Bb1ypG+O3E1SIyXVsCyhDX0vnLTMviarYRlNHfsY7N6OXnBpa1+tcOq+M01tTbLMWkCtlbxP4M6wuWRaHT6utSClDKzz4+my956dyKmEl5LZr64TrU6q+6zvwjlhYDw2QDGXFUl8KdmRBt3XQs7LJM3NTqJbMXx3BiMSKVEnQTNtUV1dtHTepFHeq3JewklweM3pVpRqK0I2X8TLTWPE4gRBoNaIHQko1raqOQ6sGIE7QzJRrZLsQ9/6Ep/R8kSrbXIrb2DwuZcqn2+V+NBR2Sv9cuMjKR0E+P73v8/999/PE088wa//+q/zk5/8hO9+97sqyQJB+SgWi2VEj//xP/4HAN3d3WzatKnsvy9+8YvqdalUikgkwn/+z/+ZL3zhC3zpS1/izTff5Mknn+Sv//qvK8nTxyAmJycZHx9XqM5KVOJfGk68Duf/rYO8Dw/ZVEWFNMw3LCX5i9gxJYdaf8NaThz5IQlLJ31wB4E7TcTPU9AMFty3G79YZPDAo/i5LJSoSJf2P6RMdUf6z7Jp/RoamwWtcNP6NVS/vhtLDwQNzssLaZJfZMm2A5AZKtuULrhvt/An8jXxPs40rptXJDWZhIUNVQG8ok+xtpU33vrJvPKs9TesJRq1idgxARqIJUp9RsLsd2hAwCPQNDRNx6xfimZGKU5eJhaz1eY0LM0L/1szo2iGTRAxyeUcil4BPdlAVbwK9/I5RvrPlkkBAeEDNdovxqF0vGtFY3MrRn0rZn0r6RcfoziTwfV16h7YR8uSJnQQhL+8I8a55Nlk2jbmwhYlV5QSL1n9OfZer4IfSIiCVnBLEAaRXK/ddCdeboor336coOAKqV40rgAMOV8nu0X0PEkZozrvuiTG9BUK0xmKQYDnB2SmsgIO4s4weGA7+cvnRJVzcRstS5rKxnfjTeuh4JDu3q4kb7mcQ+D7XNrfqcayvqWNIz0n1WukTC9whJzPXNhKMQjou3COwmgf5sIW9GicyalsmalvfUsbGbdIausejEVLGRrLKNmhlHjqQGH4IhgW9S1tZeMpx0LKM7NbdhGYUZoeeQErnmTldeIBgXydZkaJTPRB4KOZNku2HUDThBmxpBWCSFjrW9rKvh57r5dF9z+Fbsdo6txHpCpJW/tqNt92C9etXsPmjZ9my223sKI+jmUYKsnqOX6C+BKBKJ++dBpnPK3u0zBVc/0NazGrEjRu3UtjcyttK5bT/OhB2lYsJ2ELWWPCjog5KlUj29pXc8fNN7Bq9RoKmkHBdRk88Cifo4bh6hgkXOxT/8iijt+ufL5V4kNHZa/08Yp/s4rWRzEqFa2PVlRM+CrxrxXekhp0HLSsh5YwmZjyWGy34OcdrNRK1dMkN4VSkjUbUiEla7mpSXzfR9M0AsBatJTC2CBV8TiTfcJjbz6Ig3ziL5/u+8UiejQO+Rybb7tFVTCOvdeLk80Is9pHXuDK957EdCeVQWtM9+dUIBSworsLIgapB55WfkrFmSkCTSMwLJo69qnrmJ4YQ4/GBbzg4A4MQ/SOXfnekxSzY6Jal8+hl6AE16qUySg3Ku4jIKB52wFVgZsvZLVH9sSsKpkjzyc9k/JGxwvwXXFeBGDadtn8SRiFHKfwuMtqUvj7UnJ25XtPsqI+XgY6SXd3UXSmsRYvR8+k+YdXv0/Xrj8km/d5/2cnCEqVP93L09a+WlVn5JoKg1TOjUwDCFjFwR2qWirHP7V1z7zSzzCMxNY8YZBsiT65dPd27tggqjSnz35AU+ezpA/uYOWKZWXgh7O9pwjMKEEgehHz6dNoZlTJQps6n71acS0UStYDQj6ZrI4LcEexiKbrNHU+y/BLOynkXQU+CVefrlXRCptcz658DY1lSlW2PoK8qPJKyEosWUtQcBQUg2QjhdF+zJLZtRVP4k6No9txVdGKVCXE69Kn1VoIV1OlubWEroSr0PLeuuvuexQsxRsb4I6bhRfTzwPJSPmtPN/B5x4S/mIlOeTx575IEg9iGkXf5sTfHKl8vlXiQ0Vlr/TLjY+sdPCjGJVE66MVYd+G+dCilajELxpBcxTtIZvgm9Non1opQBhBsqw3Ba5uoKRETz7dPnzkKBgWiZChrjSwlZvU8GazoBkiibFjBAWXmkQ1I/1n1WbOy2VJffV51a8T3uDLUAnIaB92hLJepPmSt6GBPiFrzGYEKU7XCQxLEey0iEngFQg8V9Hc8o5LMQjQTFskLlYMNAh8n6BYoDZRzVTeJ7V1D5f2P0TgF5UEMLwZlVUCQI1L+tDjBF5ekfOulaCFpZJhaSQwp28pfN1h8pxMTMIyO6OuWckxZ4/p7CTorrvv4c2338XPOySr44z0nyW6IIUXBERiCfzcFEtKCePw2eMAfP6LXypL0sI0RylhlN+T8zM1PYPv+0TsGNVWpCx5zPvanGQ2PLdTeR+jrpniWD++7yvpaTJqqARi4NkHS8nGNFXxOK6bVzJEub5nJsfQ7CqVcId7vHp/dgJr8XLyl8+hR6vxnWk+e8etZUbRge+DrmMubMFNn1YPGcy6JrWG5TyErwnKpYfz9XNJie3ggUcB8PMOkaokqQeeVv1V4X63wQPbgQAC8AsOuh0TxuGjfeLe7N6O7+awGpbhjfSx+dbPlFW0wuRPmaQOHnhUrVmZ/Ekj8rAUdLb8dcF9u0kf3EHUttQanslMoJlR/HwOzbDQIxHOxsZoiebgd6oI9k8T3HQH+l///b/wL1slKlHZK/2y4yMrHaxEJf6psCxL/VeJSnyY0GZ82D8Nrg+fG8R5+01ee/UVMukLTPb18tqrryjJXuuyFYrWd7r3FIePHBVmrB37lBTwtVdfIcgLvx8/XzJG9fLUPbCPKddjwX27hdFsbSNLth1QvlJygxgYlkCIz0yRPrgDb/gijXVJ6lvalNGtlJvJJEsa9kqKnJSFvfGjH3NuZJq859GypInUV59n1eo1rLyunaaOfaIPx82RevAZ0DUidozGrXvxqhcTqUqwZNsBTMum+dGDmLZNkM+hmzY6JaleXTPpFx9DMy2x6d26h5yvc9fd95BMLePw28eV0e2x93oxFraWZJVTBG4OuEraC0vT5HUCtCxpYuNN6zEDj+GXduJkxVwY9a1K/jdb0iXHIpwwvfbqK7QuW6EIebNJhY11SZW0Sfmg3PDbtk3TIy+oOQ6sGJFYgtQDTxOxYwrp/fkvfgnLslTyoZlRxl/eRd+Fcxx7r5cF9+0mlqgpS7Kk9xVmFCu1CksPVCVnpP+sqJ5u3SuQ8qEIkyDvuPkGIhN9BEGAn3fwRvtJRg0lxxx+aSe6Haepcx+6HafugX0YsWrV6yXXt9mwHN/Nke7uIu+49F8aJO8JXy4jFhdkyBIURo9WcfjIUYYG+hh/eRe+Ow0a+O4MZIbQgWJ2DIoFvOGLnD13nmRqGcfe6xXrq64FNzA4+k6Pkh4ee69XXdv5CY83jvVg1zXRc/wEET8vkuySRYDVsAw/N8XQwS42rGvnxJEfKlnu0MEugoJDU+ezok/OsDBqFlMYOgNenvSLj2EubJ1D8JQy1/U3rGV5azNYUbJbdilaoqQ9yoTMmL6CrXkqWYRy2iigvL+MumacbEbJeXW7CrNenIMeFLljw3paAgOGfeWlpU8M/av8javEr25U9kofr6hUtCoVrUpU4pMXt66Gzw3iPzOF3hBh5orPxvYt80qcZvs5XdrfCaCAB7KSo55if+vh+X2zrlwANHTr6u9JGIWxsIXltYbyPZJP28OEs7CHlHyaL+VX+ekMlIhqheGLLNl2gPS3Hsa2LVVFsAxD+UZ5o31Eo3Mrd/NJvWSykP7Ww0SrkzjZjAJbFD0P3a5C91ysqI0bGCX5WhfGwhYiE320LlvB+6dOsmTbgauyuO4uUiV5nK37OI7A51/a34leoi9KGMf5CY/C0Bl0K6quI0xbhHJKnqxMzJYDyjmVYzrbS2o+WaiUiwK8cfSnSp4oaYvhKsZ8EBDpGRZeT7ICk3dyLHl4P8Mv7VT+ZuFjHek5ScF1MW1bydyGBvrI5osU3RwaoJeS5MHu7SRtMV6yKuMViwDo0TiBO40erVb+YJN9vapqV3RzaKat5H/himpZ9c0tisqoYWJrHq3LVigposStFzRDrSPpvebnsghBLWDFwPfRIhF8J4vZIHzk3LFB1QcmQSDazLiaJ+lp5xdc7BAoJhzJ1DJcTPzclOjtsmJK/lhtRcoAFvPBNOS8Dz73kIB6TAypihZeHt2KcvvNN875uxD+3XBFcLb3HFB2jZf2d3Ld6jX8YPBtWrZq8K0iLGsRvlp/NT9NsRKVqMRHPyrSwX9GVBKtSlTiExq/cSeMpZnqPcdIlUn/dJGvPPIXc1DbMsJSMgxL9L0cepyVy1rU6ySCXSs4OCXqmvzd2f0ns01MZaLgZDOkvvq8ouc5OUdsTks9W4CSpxVrW1VfSmHkIpphkXrgaS7t78SKJ/FyWYzFbXij/QS+rzbss016f16PVfi6ghBJUSZ5gRlVCZWU5xVG+xTJLixBU4bGiVpBhLOrxKbbMPGdLFY8qXp80t1d3LFBbGpnJ0Zhk9nhl3bi5bJgVWEsaMIb7SMIEH1GpeQjPObzyS9ny/Jm923BtWWJ4QQuLEGTm+n0wR3ccfMNcwylZTKWm5lBs2L4bg4jFi9LAsLXLu0FCsMXhWfZ1j2kX3yMwL2azMRitjJVLoz2QxAII+XRfpJ2hLznzUn+Zvcgnu09paSjssdMSUCPHCWIWDR17mP85V2YgaeSl9tvvrHsWDM5B72UvMl+QmXeHLIHMGobFY0xmVqG4yFkdZqGBoo26Ls5NCtK4Aeq/272ug0TN1uWNPH+6TOYdU0/1+pgtsw2/LBBrgN3akJUbh98hvGXd+EV/XlJhDlfp+gVaNy6l7FD20XfXEleLHvQGuuSvPGjH6NFq5V9wbe/9SU2t7dWEqxKVOITEhXpYCU+tjE5OcnExESFpFOJDx2Tf/bfmfjrI/jnr/DwjXfxhcRSYSwbkqRJKVxNq8CkN27dSyxRA15ekP6cbJl0LVKVwFjYQmBGlSTuWklWfUsb1oIU0cXLAVQvkmbajL+8iyA3hevrmKlVmKZJ07YDDI1llNRJEs2aOvbijfaje3lsCoy/vIuIHWPR/U+hmTZkhkh17AVdSBQbm1vZtH4NhaEzFPJ53njrJ3NIhLMjUpUg1bGXoOAqGV92yy4CK0aqYy/e2ACaGRWAgNF+zIWttLWvLjPOjdfWsXJ5K5+941Ziuq8w8WgaqQefoSpZy/Sl0ySjpqK2SWPm2eS3xrokRvYy6e7tImE0LFIPPkNhtA+/WMTP54SE082V0e7uuvse+i6cw5i+QjQaLTN7hqvSNd+0RbKilVMCx1/eRcS/2vvw2quv8KP/+d/5iz97kZ/8Yw/nRqY5fOQoGdfDXNjCYHcXRl1zmaF0+Dpal61At6uEJG7xcvy8Q87XOT/hcfSdHobGMmo9BgWXhnufEMTH3BSD3V0UZyZJVsfBL7Jk2wtoZpSY7uON9tPUsZeg4FAo/X9jcysbb1rPivo4sWRtmRSu+vXd5B2X072n8A0LIiZNnc/iA+dGptW5pL76PFEDql/frSAsTY+8QNuK5UrGKs2drUVLMeuXimQqexkz8Oi7cI70wR34+Zy4f/K5MhqjBHEY0SqseJKmbQfAjNK4dS+YUVId+9B0bU6SJe9TJ5tR8sGhgT5iVgTTnWTjTeuVlFKaJEtK4ZGek5w+8wFTblHJhEf6z3LiyA+xEzWCXhiNE3gFBru7yGUmKLiCPnm299RVCWpzq6gU56YZ7O7CdfNl8mLl6zaWYfNtt2BrnpBrvvgYd/kJqEtRHLlE4dc3Vz7fKvGho7JX+nhFpaJVqWh9ZKJC0qnEv1aE19KXt+2cFyhxpOekkndJWl9hOoOZWjVvNUjKAFMde9WxZnswhU1Rg6oFyoQ1NzVZJjMKE+58ZxorUTtHCiefwucyE8RCflN2XRORhS0UR/u5Y9NGJUGT0Ivbb77xqhzw0OMY82xe5RjICk9gxSjmsgqOoRULBL6PsWgp3vBFYslanKxIKGzbUpWi+cht8tqufO9JiqP9rLyu/efCMeS5zEd2O/ZeL7nMhAB9REyRvOkR9FmeS1KuR7JRmQ3PBi8cPnJUwULCsAM5Dv2XBsuAKENjGaotnb27v86v3XMfC3/3KdLd2ym6OSKxBMWZDPGSufRsOqNcF/nL566S8WJxGrfunVdKGPawwooJE+3uLlZ9avm8ZsPSr8x3c2VrY75xBLAWpNDsOMaCJvLp0+h2FYFfVIAN351Bt2NK8ppMLSOXL6JHItyx4epxpHyvOD1RkpTmccbT6nq94YtES950AAvu262qTFLy6U5NEInXEDhZReH0nSzW4hVlvlfyuk+fOokWrVaS1fD9N+96PneeSF1LCWffqiq+6BrkHUX7DJ+zZolEb+hgl/LKurS/U3lxWYZBxi2ileiegwceRSsWysAj4fWWTC3DKWqYJYPySW0AtkYoHihw4q8q1MFKfLio7JV+uVGpaFWiEpWoRCke+T93cfrUSdIHd/D+z05gL16BVduovHg0XRcgB99X/5YwhtlP1RubW0nYkbKqhfTkwsuXfT+m+3gjfVza34njOIKkV/TU0335BN4oeT3JahRcBSIUNAOvKJKdBfft5th7vazddCdFz6M4NUrg+6oiZNq2MIZNNvAPbx4hKDgKUCFBEHfdfY/yjpKb0uyWXbS1r2blimU0P3oQSihvI1bN5pIXUSxZK0AVsWpSX32e1mUr1Ng0Nrey6P6nFCyjvqWN02c/YOCbHSoRDHtwXSvCXmKyQvTaq68QFByMRUuVnDNSVUPztgOsavsUmfQFVZ2Q5yGBGLO9v4bGMkQWttDUsQ9vbKAMdiDHwclmGH5pJ+//7ARvHHuX7JZd/PTUB/z2w49h+AWqX99NwjaoqooRtQw+e8ettCxpoljbypGek2WVQ+XVFkvQ1LmP9uvXcvvNNzJ2aDtGRMcMvLL1MtJ/FvfyOTbfdgu+My0qds60AmPIaxkayyjoRePWvWixBF7RV+8rE2zNjJaNuW5FS1XBfqqStaS27iFqaHhjA8qLKijk1RrM+xpLHt6Ppmllx9HMqICFGCar2j5FdXWcmtZ2cjkHzbDRrCgbb1rPhnXtYg12d0FS3G9yjiKxalIPPE0sUUO8tk5AOOw4xcnLZaRN5bllC9noYImAKKEUYdhKWObpu7mS5FaAVRJ2BNO2aerYpzzCAFUB3HzbLaqKXXRzBAWXS89vQzNtGu59gryvkfMFdbGYmyr52uUJIqbyt5u93jQzKqrRYwMiESsA352h5LVdiUpU4lcoKhWtSkXrIxNXrlxRbucNDQ2/7NOpxMc45Fr6td/6bfrGHeFjVHoafmn/Q2gaxBI1zEyOYTYsJ3/5PHaidk6lQcZ8HllQvsGbL5kIV64kACIMIAiDKWZ/VX1aQ2eIJWqUT0/64I5Sr1Q/0YhAafccP0HGKajmfgk+CPdqyQ2s7KnZsK6dobEM7//sBFq0Ct+ZASjDuYf7y8zAm4MlB9FnJCtJ5/sGrvYQ5XNlHlk/b7yuVYmpaW3HizeQT58mYsfmVHBkRBek8A0b352htiZZhqIPV8U00y5DqoffFxDjW5qrwmg/FByaHnmB6A//hN6jr8+Z37CPWLgaI/t/ijNT2KW5uxauf/Z6OX3mA3GuBUf1UF2r52g2Vv5a5xJG+kcMQ1Vijr7Tg+Mher1GLqq+rdOnTqLFEhSnJ4nX1pVVzMLVvzBcw5sYQjMsbAqqZ0qBJ0KVLndqssxfa75K5j8cfqvMKkHaGMhqqkwox1/exYZ17Rw+1oNfLBKzIuR9TQBEDmwnKDhsKfU+zn6fcDVW9beN9GE2rsQb7cdY2AKZISJ+HqcQoOk6vjMt7hXXoflrB+bYNMz2zZP9ba9pGbzhAYo1DUx+5/uVz7dKfKio7JV+uVGpaFXiYxsNDQ2kUqnKH45KfOhoaGgg9fCX+bvLP+V/jhxn/OVdaAWH9MEdaKZF0yMv0LKkCd2uEihoOyYqQyXcuMQ4ywjjnSU+vL6lrQyWEF28HGtBSiHM4WrfTsKOqCTr6Ds9Cs8u8dXhficpE9PMKJGJPpLVcVqWNGEZBmOHtuM7WdWb41Uv5th7vRQ0Az/vlHDVMwy/tJPizBTLaw0lG+ixJTEAACAASURBVGysS5Lu3k5hbJCg4Kin8MLAeB+RaBwvcwX38jmVqBx9pwcXk9yU6AUo6pZCxcvKgBHRKaRP039pkOLMlAJ4YMU4P+GpSly4ihauACkvLNedM49m4OGN9mOlVhGgEY1F1aY/jIyPVInKkR6NM+UW1bFlpcxYtJSV17XTtmJ5We+W/HlRt7AMg+rXd+M70wKR70yTrI5T/fpuRtKXyioo8ryHxjIKJ+4UNd546yecn/AITFtU2KwoXtGn7oF9HH2nR1T7nn2Q02c/ILogpdZRGEdv2japjr2qD04mH2s33QnAiSM/ZP0Na2lZ0qTOTybvZuNKtJnxsqTON6Ms2XYALWIK6MNXnxd9TmMZUWH1XLzxQcz6pUSqEmS37CKWrMXQNazFy1lw326O9JwsW+8b1rVT/fpuYrrP0MEuCsMXhTyyNoVT1BQeniDAdCeJJWupe2AfLUuaaGtfXVbBlaj/nuMniC9ZRc/xEwDCB84XNMZcZoLIwhacnDjvXGaiVFkS/0517APA9XXRR3VgO34+x5JtBzj2Xi9DYxk2rGtn403rOfpODzWt7WSy06oaK6tbyeo4y2sNdb9uWr9G2BCU5sRK1NLUsQ9d1xg62IWRvazufylHPj/hiX7O+lYat+4V638Ufr1+Dfbfvln5fKvEh47KXunjFZVEqxKVqMQnM8bStGzV2Lx6GWbgEVgxAneGZNRUm9OEbTD80k6SUVMkIyV5k9wEgthATbkeeSdH3vPmSJukn1Tj1r0Y9a1KRhfeGEvvo6GxDHlfU+CDcIRhCmGPr3AC1rpsBRg2QdFj8MCj5K9cICg4gqbWsIxoJCBeuxCSjRSDgP5Lg+r4r736CndsWE/MiqCFgB5awVG9YrM3/lIqJq+LZCPp7u1qgynPEyvGgvt2YydqiEYCvPFBBfLIZSY4feYDXv/Rj3n/1EmB0042cvjt4ypZ8aoXz0ngoOTrVaouBcUiXvXiqxtl11Mb5ZjuiyTTmSbVsbcMUDH+8i51vmFfsuji5fT+7ISSt8kEV2ym9xKvrVPfk3MgE45kahmHj/Vw+swH+HmRwJsLW9DsuPJ1uvK9JwXFMtnI8Es7SzCIZ4VnVeez+IbN+QmPKdcr85uS3lJhEItcczJpPfZeL+cnBLBCVryGBvrwxgYoTF+99nS3SMwHD2zHz2UInKx46GBGlTw1CAKCYoF8+rSCc2xY186m9Wswspe5tL8Tzw/IZKeVf5pMhtbfsJa2FctZsu0Auh1X897Y3Kpkn0HBUQ8wzvaeou/COYYOdikfMgmRkJ5zOV8X5MUHn0G3q5R8sOHeJ9Dkv61oGQhj/OVd6JEIqa17iMSqS15WMQa+2UkuM6HeQ661BfftRreiDD73EEWvoMYr7HUWlgLKOZHjs/nWz+BcPk8mfUG9RsqRvbEBYrqPkb3M+MtCkvr85Cjf/Mf/KWiolahEJX6loiIdrEgHK1GJT17UWRB4YGqwcQvxnw6UPLIewoonrok9l9WVsDfVVN4XuO1Dj6P5HpYeKAmUX5JjEQRlUie5MQ9LxJSPz/5OzHiS4szUHGmYDIlcLzpZND2icNx2ooZcLqfw84auEdN9pqZnFGo6M5UFM4pRu5iGe5+YI1ML+4FFq5MKtiGliWEEvvTZklhs6W8lrj2K72TRo9Xg+6DrClMvJGkBge+jB0UwbCI1DSUJ53bQDYwFTSyvNUoeTh5+3iEWi85Bsks5XGH4IrGS/GzBfbsZ+GYHEbuKhB1RFbj6ljaFJCfvzMG4zxmDQ48TOFlWlVD1U64nYBd2jCAvEgVvpA8dBAK/5BEVSS4qk6MO7u9UHlJ6RBe4crsKP5dVoBOAjFtUY+Y702LMgkBASAoOsWQtXrwBb2xAYePlOAyNZTh96iRBxBS9hEBT57NlWHwpDZVytjASXXprhWWr0tdNM2wKo31ES0h8QEkuKWHchw52ETFM5fs2e41MT4yWgUpcN0/qq8+LyhYCjDF44FEB4JCgistnMWLVanykR5gfBGDF8J1p4rV1mIGnkOxyHqKmBjDHXy0/NYEWjSu/LomeD8NEpBRWJnfVr+8GmNc3LQxJmc+XTYaCa5Q88kAkyGfe7+U9e5JVjxjwt03w1qlf8I9YJSpRiY9iVKSDlahEJSph+fBYQpDG/uqHFGemGNjfiVaSdB17r7cM7x6WhBV1i0hdC171YnIl76j0i4/h56bw3Rx1D+zDK/rYiRqaOvZhNSwrPUVfim7FyGan6b80yNih7Qojv3bTnQwN9Am5VVLAL6RMK1zBka+VaHU9Wo25aClNnc8SlKpGUUMj/a2HoVhQRrcSNZ3zdTRdFz03w30MHni07BzuuvsegoIjZFcREy/eoKpRmhlVcjC5gX7t1VfYsK6dvK+RyU6T9zUW3LeboNTsH6mqgYKDFolgLmwhCHwOv30cJ+eg67oAKpg2mgb5y+cZOthFwjYInCze2IDa8Kc69nHd6jVlFQIQVbhYooaGe5+gKllLJn2BDevaGX95F1VVMe7YcCPrb1hLMrUMu66JKdcj0A0at+7FN6OqQjI75Bj4uSmS1XEl3Ux17EMzLNDEOGqGDWaUwBTSMdO2CdwZNba+My2+BgFGTQMU8yIRjyVIbd2DHq1SFdLG5lbMhS3odpyg6IGuE4klsBqWCdmjHSMoOHjjg6S27ilbF1LmGUvWYtY1ifXg+6QP7qDvwjklOxx/eRfe8EX6Lw1y1933KInfhnXt1Le0cbgE+ZCAjY03rac42k9htE+AQkoVRVmp1KJiXae7t2PpgVob8uvQQJ+S5UWi1TRvOwCaTt0D+/B9n3T3dlFNlmuu4JaqXvtE5c+wFGq/sbmVmO4TqUoo24PmRw+Sy0ww5Xqceb8XKyrmQdN18r6Gi6lAMbIabSVqwfcZ7N6ON3yRDevaVXXqtVdfIZO+wGRfr0K2D7+0s6zaGfZNy27ZRVBwyr4vq3CyAinvrbzjUpy8AhFLjWF2yy4C32cw53P62Rw9A6P/in/kKlGJSnwcolLRqlS0PjJx4sQJ8vk8lmWxdu3aX/bpVOJjHH6diWb6BE7AW5Eo2667hXMj0+LJ/chF/IKLDhiLltJw7xOMHdqOZkYVXODS/k50K4pWcEUVaWoSs3ElhZGLoAkCWSF9Gs2uEnLERLVCv8sqx/BLO9XTdd+doX3N9WVPxGfDL8IGs5e+uVWQ2JysqhL4bk6BCeTrhl/aqZr5JU66MHIRgMD3CQoukWgVRTcHILDeJZy8NBU2F7aUmRDPhi9I2EU+fYYg8InXLCivaNlxfHeaSDSOn3dYsu2AkOMVHAXxKNa2KppjY3PrvCj1awFFruVVJr8vqzIADfc+IdDbhkVxepJIrJrAnVFI79nHDL9nfUsbGUfIyISp8nYCNIFaf+4hVoXMfWWVLX/5PHo0DkGgjH43rGtXPw/j7SFkUFySOYo5iREU8ui6VlZhDGPDw2sl73k4XgBeXrzvtgPzVk5nVzLjS1YJL6jRfmUWHe4xDMMi5L/luQDzzld4HeanJtCjYs1GotUEJUNlb2yAYi5LJFaNls9hRe05+PeIn6dY21oGoZBr5cy5C6S27lHVKa/oQ7KRyEQfjuPOC/8IzOg1MfD/1LqSPwtffxi+YtU2EqChmRabN35a+bN5o/3qvt+0fg1Q6nH0dVUBNf7mj3nlpecqn2+V+FBR2Sv9cqNS0arExzaKxSK+71MsFn/Zp1KJj3m89/dvc0Yz0XcmaLB80b8y0ldKQjTx5N208Ub6GDrYpSo1GDaD3V1opk2qYx9t7avZsK6dWKKGfPo0Zv1SKDgsrzXQdLGBisairL9hLZoGg889hFZwFPFPSph0u0ptaGV1YjYEQ25eB/d3olkx/LyDHjFo3naAoOBiLV6uIBZhg9bG5lYy6QuqN8qsX4qmR7hu1UqB0i5V3XS7iqaOvWjRuEDZaxoUHAojFzEXtioD27DJ8dBYhkX3P0VhtB/NtGj+Wjeu6+KMp8lfOU8kWk1T5z7QIkRqFhMEgTCtdaYVcESaL8vqkqwSjL+8i74L5wDmQB9kH1RNa7vqBypoBtktuzj89nGsWtHjdX5CSBmN7GWKo/2Mv7yLZNRk5bIWPnvHraxcsUyZQc8HMQlvrHO+jlm/VFSKursI/ACNgJGDX+OmG65XG/YwAEOOqV9wGDrYhRmIHj4d0GbG0Up9cq//6Me88dZPKM5MqX6ueG0duh2jqfNZNNPGti0W3LebVavXMNnXq3Du4X5AOder2j5F0yMvoOn6HHjL7MqMvO7izBRkhtBKAImj7/SUVVTlXMnKz4Z17axavYYN69pVFfHM+738w+G3OHOhn6Pv9JStw+uuX4t75Tzt168TyRIBbvo0Rl0zejQu+qeqEmy8aT2Tfb1lQA3NjFIYuUiqYy+F0X4ifp71N6zlxJEfkrB04V822q96x5bXGmy8aT2bb/0MK+rj6rxPHPkhbe2rRRXpwKOceb/3mobd8vVyXckKFYgEqWDXoFlCpirH6K6770Gzq9Bjos9OJaqZIbVupDXEa6++QuuyFcLoe6SP0e/spC4RrXy+VeJDR2Wv9PGKSqJViY9MRKNR9V8lKvFh4muP/18M5uD0Nx2u5HUam1vFxrRYwHdLVDI3R9MjL9C2YjmWHggpWcERxLyQL5aUUUXsGGSGlNQsWp1UUIuhsQyNW/eyqn011dVxvEIe7/JZASLo7sJ3stf0kmqsSzJ2aDtnz53njR/9WBjWdj6LuagVzChjh7YTsWPK00dCNuSGU26oLcMQRMKRiyQsvWyTmr9y4SoUwcly5XtPEotF2XzrZ4jFYkQm+lTygGFz9J0edW7Vr+8maUeUv5Dv+2UgjcHu7eiW8BzSrSgrVyyjtkYkjGfOXeDNt35CxM8LOt10hvGXd7HxpvW0LGkqIwDK6tnpMx8w5RbJ5YssuG83U25RgB8yEwx2b6foTBOgiQ3saD9mIIyH3bFBNqxrL6tOhOEXR3pOliUtYWmeSihHLqLpkVIlURdSQjPKWNYpoyZaeiB6j0oJ42dvuwXn8nmVNEeqEkoeuuC+3cL4tr6VSFWCO26+geW1RklS55I+9Di+O0Pe1xg7tL3MI0qef1jOGZ6XaHVyDrxlPg+x7JZd2Ikalrc2Y0Vtslt2kfc1laTJ1xx9p0clo5Kgd/SdHobGMgQFh9RXnxfkwgeeVl5dMd2HzBBne08piaw32ifAH2ZUUSgHu7tws5NlPmnyQYMXb8B3c6rSF14XI/1nca+I+ZXXdPrUSQ6/fZye4yfm+LQNDfShlfzgIgtb5pXmhomXualJ0atXQvzD/P54cn2mtu5RUBG5zqSXXaoEAgnLhZfXGiSr46QWN6DreuXzrRIfOip7pY9XVKSDFelgJSrxiYvZ8im5SX7/1En0aDXGgiYKIxeJxWJlEi3pfyQ9fmZLi+TrGuuSqvk+/NrGuqSShw2/tBOARfc/RfrgDlauWDavTAlCcIYXH1Pn5ucd7KbrMKavKLlg34Vz1D2wb15J1LUkY+GfXfnekxjZy7QuWzFHYjU00EfG9TAXtmJMX2Gyr7fsGPUtbUoeOXtc5bgVpjOYqVWQGaIwM6VkmGYJKmE2rlS+XjA/mEBKL9Pd20ETPXJkhpTHmfJs0gVlTkq1Xnv1FXWd4y/vKgMgHOk5ScF1MW1bSdLmk0jmp6dYsu0F0i8+RuBOs6p9ddmYDw30kclOEwQBVclaBWmQ8xr2z2orATYKmsFMZgJN00hWxxWYQ8FRurvQIgapB54ugzKMHdoOUOZbNjtZv5b/WPjncowl7ESOjfRpm0/SKWEXwy/tVOMuoRbTE2NKBtgWGp8wIEPKOb0RYU+QcYsliWo/mzfcOEfGeaTnJEHVAiX9lPdlWCIq77mM66HpBqkHn2H4pZ1MXzpd9pqj7/QwM5MT0t9igUS8Ss132H9rsq9XzUFY7vfzZL1SIigBLOHxzzuumvtIVUJ5y4VBJT9PyliJSlTi4xEV6WAlKlGJX/mQVaIz7/dS0yoSqRNHfohuRUk9+AyFkT78vCP6Pbj6dP32Wz+DEdHJe55qes/5OkMDfRx9p4fDx3oU4rqgGaIKohllvS5eLku6ezsx3RdSse4uirks2S27yGSnOTcyzeEjR9WT9bvuvgfHcbi0/yGKMxkKIxcF3U7TCDy3zPPKMox5fb7kNYerHuEYGugjfXAH3vBFNt60nhNHfii8fha2kO7uUmhr/ABvtB93anLOk//G5lYSdmQOMED6Bm1av4bNt92iZIK6FS1hze1SpczCG+1j0f1PMTSWUdKqBfftZiov+m4Gu7ejleADCdsgaltEJvqI6b7wTCp5FyWjJrYuYAskG+fg3HNTk6pqJbHbWiTCpvVrWH/DWvounOPNt98lmVrGXXffo6oSgV9k8MB2ijOTBMUi5/sGyE3PqDFvbG7FqG/FXLSUBfftVtUx+VVWsqyoDQj8+WRfL4WJIfLj6TL6oZwv8jnhgXbgUU6fOsnZc+cZ3N+J6+vk8sV5sfdh+wBZGZTVqPCcHek5SbG2Vcg9HZdL+zvVe4clnRKOITHsxZkpql/fTXFmitzUJEMHu9iwrp3Jvl6q4lVEkovwEQlhGKIydLCL072nyDuu8qVqbG7Fd7J444P4zvScZFCOvZG9LOAZ9UtpWdI0pyJ3pOckGaeAubCV4kyGwdI9Fn7N0FgGzYyiGRaaYREEAXnPU9U6x3G49Pw2goKoUPZfGmRwfydGRC87jhyPxuZWdb8PDfSJhH9hi6ogymq3V724rIq56P6nIDOkqpMShDPfvVmJSlTikx2VRKsSlajEJy5e0zK8Gxnhb/VpZbh61933KN8s3XOxq2vUpl9GeOMUFBwGn3sIzw+YmMzgBgapjn14o/2QbFQ0sqDglPn0pL76PCs/tYKR/rO0ta8m1bEXIxYXFS7DUklHdssu3vjRjzl87F3RRxVP8Nk7biUWi7Hk4f3ouq76T2TM9vkKS6HCkrHw9++6+x4yblFQ8OwYwLw9O2d7T6HpOsbCFgIrpvqhwpI5uQGVx5Cbz0X3PyWgGQhJY/Xru7n95huZvnRaeUoFhTx2hPJErWQEXcxlCTwX380RqUrQWJekoBmKhtjY3ErdA/uIGCaWYZDzBdkuCERieLZXILNfe/UVWpY0YTauVDQ5RbxzZ1RvkvTtcjHV2njt1Vdov34tTZ3CvFn1stlVVxNq2es3fLHMV2n2V+lTJX235jM7fuNHP+bMuQvomia8zfQIxqKlNG7di2ZXkdq6B03XhV/a5fOcPvuBSgzDiYVM2OR7hs2YF93/FN5oP14ui1HfimbaqufotVdfoTgzxeCBR+n92Qmii5czVfImk2bJgRWj6ZEXCNBU4iN94DAsRTSUPYcRw6TpkReIVCXK+g81PQJ+ESMSKbtPwwljJn2BOzasL5PDAmV9YL6bozDSB5qG5ok+rvqWNs58cI5L+zvpu3AOd2oSLRLBqE2VrlkkgnlfI9WxD90w2XjTelXd0uwqNSYyUQ+THPPp0wRVC5ianpkj1w37tM23FqbyvvIrmy1xrEQlKvGrERXpYEU6WIlKfPLi1tXwuUFOP5tjbZDCrF+qZDwyZpPnpAxIyryEd5KAYgx2d2EubMEbGyBh6UpO1HP8BFOuB16eOzZtBCg7Zn1LGzlfpzCdoWnbAcYObad12QpVHTlz7oLqNUrYkTlypfDGLLogpUh/tTU1jPSfvaYkKfx9QEiexgfxnSxWPKmoba3LVswrF3NLBDl8HzwXNA3dinL7zYJWJ+WRMmmSZMLwGIdlhdIsevNtt6gxGhroU3JBKUtzHIdUxz5VldKi1dgU2HjTeg6/fVyM1dgAQbGIpuv4+RxLth1QEjL5vmFJYkEzCAoOmhlVHlXFXBY9Gsd3pml+9KCS08lzyjs5rIblFEb7wffRDBNb82hdtmKONHG211VYrkiykcLQGbRoNYGTZfOtn1ESxzPn+0g9+Azp7i7sSECxtpXC0BliiRpymQmMRUsxspcFKMIWiHvpkTUfqXE+mqU0mS6M9NHUuY+Bb3bQvub6svWX2rqHwQPbMWoXk79yAV3X0a0olh4wMz1DpCpJ4GTJTwwBV/2ijOxlMukLZbedXO9h6eRsymR4fYTX0ex7M+zfJucw72s0bhX+WIXhPnQ7hu/OsGTbASVRLU5eLt2z29G8PIl4FQXNEJLHeA02BTLpC1d9r4YvKh85mcSH74/3T51kybYDpLu34165MO9Yz0fMXLvpzqv3XS7DdWvWXpOsWYlKVOLjExXpYCU+tjEwMMDFixcZGBj4ZZ9KJT7m4cTrKPz1ItKFCJphkU+fVk+prxWymmXFk+qpfOAHpLu70EukwTtuvoGR/rNqo5txCqQ69gk/IJiz+ZUVqFiyVjxVd1xO954imy/SWJckYemQGVJJVnbLLqamZzjfN6BoeyA2dr4ZFT5M0WoyU1niS1ZxtvfUvJKksIywsS5JcayfwJ0WHwQlxHfe18p8guST+E3r1xCvraOpY68w1A1VNaQUL+w/BEIu6Y328f7PTmAvXoFV26iklxIAsfm2W8pod1IumD64Q5Ht7AiMvyzOyWxcCUUPyzB47dVXsHVfSCndGbRIhFTHXgAldQtX9qQkMefrePEGirqFGXiQGSK1dQ92opamjr3Ea+uofn03ucwE758+w5TrlWSKLoXRfnwni6ZrBO60mLsPzjPw7FZymYl5gRrnJzwOv32co+/0ENN9ltcaQq76wNMY9a1lEsegBEoJfB/X1ymkTxNL1LBhXTubb7tFVTODgkNhbJDBA48KSuZA37zVSxDy2LzncW5kmrznqQqM7rkMv7ST2mR5pSlwZ0h3b8fP52i49wkidoxYokbJFeO1daxc3qoSZBCGxrMrrTJG+s8yfek0be2rVQVUVhUlPCI8XnIdSYmdrP4dfadHzF++SMYtkpvJ0bpsBdVWhMEDAu6imZao0sYSpEuk0IZ7n8B3Z0h3d4EfsPK6dvKeJwiCpo2ha1iGwdpNd2IZhpA3Jqrxij7F2laV+JMZUveHZtpijNwZalrby0AhEtQSplrKvzGNdUm80T5hJWFXkd2yi/7LY5XPt0p86KjslT5eUUm0KvGRidHRUYaHhxkdrZg6VuLDxfv/7VneffbP+Y14C6kHnka3q8pIZlDe+xE2fC1MZ4RcazoDGqQ69mInasqOf9XM1OXK954ELz+H3GYmGzh99gMu7e9U8qrAtDHqW2ncupehsYzamMq+ofGXd4Fhsej+p5hyi2WY9aYS+tp3slAyXpYSrXBVI7zplphp5/J5Nt/6GaLVSQpDZ0h17MXSA4YOduE4Lmd7T5U9mTcDj3R3F747A4HP4HMPEbgzKjFbXmsoAMXRd3qILGzBz7toJYy3Fq1mZnKsjDT35tvCLNfxAiG5dGfwJtIE+Rw9x0+ofqIwEl5S3ODqBj+ZqMZ3Zxg8sB0NmL50Gj8IOHO+j9fffKvcHFr38cYGlPRPyhplUinnRRoBS9PniGEILH/EoGXJEuKxaMikOakS59kSN5nIedWLlczy9ptvnGMk/Nqrr5CfGGLzhhsFrW7rHsx4skzWJ+dv403ruW7VSmIxkfDK8ahvaSO+ZJUaV7m2pbTP8QJ1Xm3tq9m0fo3qEZOJ+ObbbsG9coHaZILhl3aSsA2FcjeylwXFsQSYiC5eTjK1rGxtXSvCif7QWIa6B/aV9V3J18h1JBM/2eummVGGDnYJemAp4ZfVo6bOfURiCSi4jL+8C5sCd2y4kc0bP03167vRIwaRknn00EAfri+Mp/VSj17e8zhzoZ9Mdlr1JkqJZXFmivGXdxHx8+rejhoadgT0WBIv3kDGLeJmJ5VvFpmhMk8xmXQNjWVI2AbXrVpJwjYw//aPqakyK59vlfjQUdkrfbyiIh2sSAc/MvHuu+9SKBQwTZMbb7zxl306lfgYh1xLXbv+kGzen5ciBsyRvEk5UWH4Iku2HWDg2a1EYtUUc1NE4rVK/iWJg1IiFYZDSJmUkhuO9uNe+f/Ze9foOMoz3/dX1dVd3VJ3S9bFVrcl+YJsy8aAw2CDCYZcgJMZJmczyclZZ8gQsMTFsc0ijHfmzM4H9jr5MHtm9nEIC9sBjGUY2GSf7DBDzmxPTiYmg3HAYDPEBl/kuy3JkmzdW93qrq7qqvPh7fd1dUsQmGQSSPpZy8t2d1ep6q23Wu9Tz//5/c+Kvpz9vxD+WKEwYUM8XW9qbp1Gtpu0Cniuy+JFV3B438+UJMvJpkk8sJ2Bp+/HiESJ6G4JYCGemI9FUJj1hqtwc1OEYrWKKlcue1PytiKCu5yS1t+1kWSRMigXk+VyKUlM7N+xnmDDPCG3y2fRQmESHVsZ6NrImpXXKBNfZ7iH/NhAiXRMyhb7tt2LHo6i2zluuvH6GQlwvRf6mcpkCNYlKYz0Yo32Y85ZWCKBk6/LMZlJ6uaXuYXCJpaVxwsECTbMozDaS0j3sFwNo64FJgagJlFMdDN8Zs2N72uu/H5Gt+XHUS4/8xMv/de0nOwo36+eu1iYH7+PmbI92s+SxYsAIR2VtMeZjJvlnB14+n48zxMVWtsiEq8lmxpHK5I6nbF+vFyaSLyWzPiokJfmsyWG0H7ppp/oWU7tnOk4yil/3UePKFNt2RtVTlkslwCH5yygae0W+nesB4T5tJ9MKefrpZe+jZu6JK5zAYz6VhbUGsBl6mPr/IU01cX5+duHxD5997SsQvulx/K8gRKp5K133Mmbb7+DFgxz5RWtvLln94f+LqtEJcqjslb67cZHzR0qiVYl0frYxNTUFJ7noWkaVVVVv+3DqcQnON5vLsnFbmGkl0VL2hV+WyKrPbdAsnMbfd/rKPZ/ZGn+epdKOERvyHn0UATDl5j4Q2LQjSLO2stlWHLlco4fPYweiVOYSlFdWycWtkXpmBYIYOqu6kfJpVN4rqsW6/JpuX/xkWhfTAAAIABJREFUN9NC34+JT9z7OP1dG0gWkx1/D1gqZ+PZFp5bIBCOkujYUrIYlUnQTEh0eSz+ReT+dw6KCoqTxysUCMVqyU+OqyRvuPeUSmz8/5f9bbHqKtHLZtskO7Yw0LVRJaf+XiejoZX8xbPCKLhzK4M7N3LTddfw6t430M0qXCuDOXcp9nAP8bBx+efk3Wk9Yie6j5F88BmFkx99bgNWAdxCgUgooPqxhp5/hLBeIOcG1Hj4E5by3qzB0RSnzpylae0Wxl7cpK6f/7WJnm7MuiSB+hbsofMsWbqM3gv9ZKeyaLpOzAyw4urlImmbnCD54DMlPXSrVywrsRfwI+PPjjvCD6xgq75Bf0LrP3aZUEuUfM4Bzy0w9/4nL8+hHRsINrSqPq+BnQ+JpLZ4T/R3bWTxFQvUfWDWJSFUReLexz+wd/CXYc79c1COiT8BnWmfTXXxkkSTgs2Spcum2TbsPXAQt1BAcx2CTYvEwwE7RzxaXWLV4E+SxQOMcQKRmELbl9+H8ljKH4TUtLarPruqf/m/OfrWv3zguVeiEh8UlbXSbzcqPVqV+MRGVVUV1dXVlS+OSvzKUVVVxX/437/Kqs//cQn1TcqqvEBQmLY6Dk7BRS9S3nDy9D91H3ooQrJjKwEzIuR8+Sz9O9ZjD/WgBYUxqTPSS1NdXEm4GlraANGXZdS3QEpIw5ZcuZyz4w5acfGph6uxJieER1F9izDGXfuESKCaW4U5cn2LkpLtef1NTpw6zcDT9xMyjJLzLO8LkbKvwlSqaE6cob9rI4VcWmHqs65eNESehx6OKmx6RHcZHE3R0NLG/ncOUnBs3HwWx3FITaanUe5kYiF7opKd2zAaWtElrS9cXZIE+GWSy1d/jlQ6Q6JjK0YkynDvKVavWKaOVyuax+5/5yCO65EfOKGIjYFIlGBDq/C6si0GR1M0r9+JUTsHTQ9gj/SS7BQSQIB0XhAXXU9Ue/a+/a6o8BghIY/MZUSS5ep4roceMMjnLE4e71aY/k9dfRV2JiV61nw4eaBEMrr3wEGOnzhJwcpy6aVvk02NK6PkkO4puSKgzkcLmkqSqek6iY4t4loVewa1cJSh5x8horuKvueXncrxlbhye/AkwYZ5hKNC8nfgve5p2/oNdaN7NhMyDAp6iGTnVkU6LGQn6fteB+CRv3RWmTN71hSDOzf6zLgzai7cesedeEYIY1aS/q4NJdJKeXyjz20o+by/N8vfQzmTEXB53HrHnZw4dpSBnQ8p4+Vg0yKc8UG8gk1A05SVQePdj5F1ddX7qHsF4tFqSA2S7NiCFo6qOVPe/xYyDAxdo3n9s5i6S6AqViIT9vdlRfdsxjRDJXTQbGoce6iH/h3rSTbUTDuPSlTio0RlrfTJit9YopVOp/nGN75BMpkkHA6zYsUK/vt//+8fattLly5x77330tDQQFVVFatXr+aVV16Z8bO7d+9m9erVVFVV0dDQwL333sulS5d+nadSiUpU4hMQEk4waRVUL5ZcAHu2pRbXtmUBHn3f61CyqWBDK/1dG4mZBhM93dz86RvQ9ABz1z2DZ1vFfpYAu3e9rJDYk5YDlPae7N71Mqe6jwnJWT5Lf9cGcF28UEQYpKYGwXUVWKKpLs7A0/dTmLhIYWqSC092ogVNkp3b8AJBUpNpzgxn2P/OQXWO/v6c3bteZqKnm8+suZFgKIQm+4rCUXGM0q9qx3rsofO4ubQAfxhi3yfP9jAxmVb484DsuTKrVHLl7x+Cy4vd/q6NOEPn0eyckljJhav83PLVn1OQDOmzJb2Qdu96GSd1ifyls+SK0kKrgOixi8QA6H+yE+wc9vB5CtlJMEJigb1zI85wDzUxITsc6Noo8PWAmxd4dz0k+uMSa58QiH7bwqhvQQsEyDmeSLQ1jUTHFtygSeKB7QRqRK/V4GgKo3EeyWKCPdjXMy1Z0YJCKhmsSyo0fyReq4AP0r9M0ig9z+PCk53oTp7ons2sunYFmu/YZc8gVgY7k8LWDAXYmNErrZiYRWI1LKgVlD6LILPu2qz60+S2M/lF2ZYl4Bz5LK6VJTR7PnooTLJzG1rAUNCI5LodeJ5HwAgSCZslMsrB0RTB+lackV7iplFS7ZHHV9BDJa/5e7P8iYuETkhPL39yVtPajhGfzWsHDkEwTGLtE5clwalBgg3zaF+6jJtuvF5ZGUhoSsoqYNS34hkmK65ezuoVy0QCmUvPaPcgH8gYAV18Z1h5HFdcOwnM8PdlSY8y/zFH4rXMXfcMkUikQh2sRCV+z+I3lmh96Utf4rnnnuM//+f/zI9//GNWrlzJn/7pn/Liiy9+4HaWZfH5z3+eV155hccff5wf/ehHzJkzhy984Qvs2bOn5LN79uzhD//wD5kzZw4/+tGPePzxx9m9ezef//znsSzr3/P0KlGJSnyMQj49d0Z6MOpbuPBkJ3Y+j+e62KP96CHRRyG9ipKd2wiYVcxdtwOcPAtqDW5eeQ3DvaeUhMkrFBh6/hFu+fQNqoE/PCtBwRILeTefm/FYAlUxkeyYVYKYZwRxc2lVNQoHtRI5lxGJkujYSlv7UvRQGM91RXLoumhmVbEKIo6/3PdHhqwGaAWbgZ0PoRWrEdKvKmxo2OOD1NbU0P/Ufdh5C9fzcG1LeFMNnVeVsAtPdqLhqYqB3xBXEuJkEqKFIkSj1cTNAKQGVRIFfoBIrsRnayY5mPy8Ud9K/471uNm0WPCHIiQe2E4kEsGM1pDo2Mqk5WCaJjffeL3yLjPqWwhUxbj1jjuJR6vRpsbQnTxG+qLYX8FB0wXx0Whoxc3nGHj2YVwrI66llWWgawNG+qJITIr+Wf071ivD2r379nNmOMP4xAQnz5wjMz6qDJXXrF7F4X0/Y+VV7SVJtwxZVQxVx8mNDajkx4zVkOjYQqBKJJYTPd2YZggtHFUURbl4L68AyWqKBHysunYFXi7Nhe3ryOVyHHz3MMePHeW1/b/g+JHDJYlAU10cLRAg2bGFqpo6jECAwsQlXGuq6EGWYbIIgejfsZ6ClcOY01YCuLj1jjs5fvQw9kiPqHI1tyofN5mQllfVJABGJkI5xyN9yyYhmSwSACXwRZ7z3n37mXXXZnQzglEzG9fKMLDzIU51H+PAe92CgHnxFCeOHWXv2++SvmUTbe1LFQ1RQmWC9S0KPDLR083NN14/I+BEJtGz7tpM6/yFhKNxEvd8Fy0Yxs2L+2qwr0dVLuU+5TW99Y47WXlVe2k1sxKVqMTvTfxGEq1/+qd/4qc//Snbtm3jwQcf5LOf/Szbt2/ntttu45vf/CaFQuF9t92xYweHDx/mBz/4AV/96le57bbb+OEPf8jixYv5i7/4i5LPfvOb32Tx4sX88Ic/5LbbbuOrX/0qP/jBDzh8+DBdXV3/3qdZiV8xMpkM6XSaTCbz2z6USnzC48C7x5h112awLRbUGgTMiKCVVdegB4TxcN7VGHr+EbTiwl+zcww9/wjxaHWJdEj2CPl7c2TS4BohAlUx0TcUCk8zkwUoTE0K/LSd45abbsTLpdHMKrJZi6a1W2idv1AtVg+8160qC4N9PWi2BQUbZ3wQ3StQyKYZ2PkQ1uSEogu2zE1OIyqCSLYWL11GYu0TtLUvxbNzBKpryF88ixYUxzrce4rF7UvFon/2fIJ1SYxwFZG4wJ/rZjV6KEzT2i3KfPXAe92AkPWdGc5gWZcTGKNYxRruPUVEd8m6OuFZCcJzFnD82FEGnr5fVXZA9JRJE14olULKyqDu5NE0FAp96PlHWHlVO6tXLGPo+UdwCwVF6/Mn2LI6seLq5diZFG4wTC6bQ9d15t7/JOFonNUrlmGkLwoE+72Po+kGhYmLVFVFWLNyBQOnjvDy//MCs5MtJB8UFQlVUSpK/3RTVP30cDVtCxew6toV7H/nIDWtYlHtr/41tLRhzp6PNTnGwM6HVCIqxzKbGmfo+UewLUvRMPOuJqR4OzZAvIl9B4+qqqD8zEyxe9fL3Hzj9YTCEUVTDDbOI9m5DT0s5vjBdw9TPXcxB989jKmLhD6XThGoipHo2EJ1bT0LG6qFtLZjS7E3bhuh2fNwRvtUUtLQ0sbeA4fQq2pIdmxFMyNqrvirZxHdhdSgStoljbCtfSmNdz+mSH+enVP3jaxMyv1ghIoPNixBEzSrMeqaCVTFlOzWiESFD1ldcwk+XlY/3VyGwqiQ/s5E6pRzUVaopCS359wZgp7D2IubcK0pjIZWcumUkAiWWR6Ufw+4rkehUKj8fqvErxyVtdInK34jidY//MM/EI1G+cpXvlLy+tq1a+nv7+ett976wG2XLFnC6tWr1WuGYfBnf/Zn7N+/nwsXLgBw4cIFDhw4wN13343h62O48cYbWbx4Mf/wD//waz6rSvy649SpU3R3d3Pq1MxPuCtRiQ8bhbyQCAZDQZrq4gplbmITMwNE92zGtbJ4VbPwNA2Am268vqSHSC60pK/O6hXLAErkYq6VJRCtA00n0bF1xh6mtvalJDq20Na+FAAtFCFY34oWDClvIbnYy6bG0YwgyWJPSlv7Uuau20EwZIrKRtAkEG/EBU6cPM3eA4eUl9ap7mMlvWJQitnWgsLPKRCJqsREfmZw50bsofM4Q+e56bpr8OxcsYpWgKK0rZBNM/Dsw2RT4wAl/W6rrl1BPBxUVaxb77iTVFFS6QZNmtZugUAQLxDi1b2vE5q9gJ+/fYhZd23Gic5RSdJrb7zFmeEMr73+phrL3NgA+bEBbl55DYsXXaGS3YPvHsa2bdVjNtjXw2v7f8Gsuzbj5nOK4Ljv4FE8NNWHI3ulgp7wP1p17QpuXvUpBp6+Hz1kEjMNUgPnhOyz+J0UDwdKqkW7d71MzDREomdlRDUsl+bUmbO8uvcNLM8oGWN5fSfzLomOrYTmLCRshlTVRwuGmf3lR4nEBTxE03WVKIZ0D8+x0Ap5ITWNN5FNjQuvKF+/WPnCHi5XNiXS3h46Lyp6+Sy33nGnqhplXV3h8z3Xxc7nufBkJ9bkhJiztiW2y2WUn1cspKukJOuK3rJCdrK4fzF/plLjqmrlR6nnHaekX6upLk7/U/ehBcPqQYCs7pmxGsy6JMePHWVwp5DzLmyoxtA1rIETwmh54ATW5Jjw2Lp4RmD9h87jjPYR0V0mM1OcGc4wmZmibeECmtfvpG3hgpKHJuVJq0xmD7zXze5dL6sHGllXZ+VV7QTCVcX5H+JU97FplctyxP3UZ/8jvRdHK7/fKvErR2Wt9MkK45d/5FePw4cPs3Tp0pIECODqq69W7994443vu+2aNWumvS63PXLkCHPnzuXw4cMlr5d/9vXXX/9Qx3rkyBHmzZtHPH5ZPmBZFt3d4inurFmzaG0tbco9efIkU1NTANNQm8PDwyoZbG1tZdasWeq9QqGgjjsWi7Fw4cKSbc+ePUsqJX5pXnnllSXjNz4+zvnz5wFIJpM0NjaWbPvuu+/ieR6RSITFixeXvNfb28vo6CgAS5YsIRwOq/fS6TSnT58GYPbs2SQSiZJtjx49qrCiy5YtK3lvYGBA9cNdccUVRKNR9V4ul+P48eMA1NXV0dLSUrLtiRMnsG2bmWJoaIj+foFqnjdvHrW1teo9x3E4cuQIAPF4nAULFpRse+bMGUWHWb58OYFAQL03NjZGT08PAHPnzqWhoaFk20OHDgGi8XTRokUl7/X09DA2NgZAe3s7pmmq91KpFGfPngVgzpw5NDU1lWx75MgRHEfIndrbS6Uk/f39DA0NAdDW1kZ1dbV6b2pqipMnTwJQX19Pc3NzybbHjx8nl8sRCARYvnx5yXuXLl1iYGAAgPnz51NTc7khO5/Pc+zYMQBqamqYP39+ybanT58mnU4DcNVVV5WQdUZGRpRpYnNzM/X19eo913V57733AIhGo1xxxRUl+z137hwTE2Iht3TpUkKhy70bExMTnDt3DoBEIsHs2bNLtj18+DCFQoFwOMySJUtK3uvr62PZkkWMTuYYyQQEce2eraLfxfPI5bNEQzrhWA11X36U/h3rOTOcoefcGbq7uzk/MIR9+7cYlIukPZtpW7GMfD7Pvx45iZ3PEzRDNNXFORWpZnZxH0N/9w0mcOjv1bA8g8E+Ua1oqovTs/uvudDfx9nzBokiVS8eDjLc083w8DCrb/8P2Ld/i3Dfn4Mj/IHarmrH8zzO/t03oCYBk4PogTyzv/wogzs34nlgFFHTF86fxTVCNN39GANdgiA3Pj5OOp3Gsixs2xb0uz2biYV0ons2EzUDHDp0iG2P/S1fumedQr8PjqYwAjrWxCU01yEareLwvp8JSl6snoKV4dChQxgUGHj2YYIN81TlaHA0RSxscH5giGB9EVhRhCcIieZW1b9lD54Ufk12jqbFK3jrnYNgCNPZgZ0PiaRhz2Z1Xbc99rdks1m0YmKcdXWSHY8z8OzDLGidi+M4jJ86KX6m65Zi6nesp3/HejzbIhSL0lQX52yPztlxh7w9wv/YsYX/be167Nu/xdDzjyivK9cV13DL5r9m/vz5Jd8Rw72nOHToEJ++/Yu4sXpwnSJWfEOxArUenDw33HIrk1aBzGf+I96xTga6NuDZFvmCw8m8w4ljk8RjMdWv1tTcSnbcYejvvkFiyeUKWTAaJ+g5NEThQjSOG2sSHk4Ll6lKnvvsBpqWtHHDLbdy9EwvOFZJBfH48eP88Z92qPktq0ZuLkPf0Bi1kSBmNE79nz3GpZe+jTY1Jkynex7BmRwnNGeBsj6IFq/NrXfciTU5Tv+ODeiGSTBkEjA0HEDTNOru2Urwn/+KdDrN+bOn0S9sUlK8sRc3cX5giPpYhHB1jLo/e4z+rg041bOxB0/ivfAIrp0TVSrDxBnpZcXVy9m962WWXf8ZTp05p+4H10NREFdcvZx9vzgCNQlyo+fxjBCaYaqevmzxXj106BCNtVHOPv8IVnqCvQcOEZ7VRMuCK8hOTmC/9G2cyQnx0KWvh8liVfX8wBBVQU3M5YZWnJEe9V0qf284PqVOU12cc//8V9TFwti2TU9PT2Ud8e+0jpDfEeVrwd+1dQSAbdt0d3dX1hH/TusI6VO2aNGiEvCIvE8/bPxGKlojIyPU1dVNe12+9kGmax92W/n3+332wxq7OY5DOfHe8zxs28a2bRzHmXEb+X55uK6r3pO/tP3xYfdbfkz+/c4kvfyg/RYKhV95vzOdq3+/5efqH8OZ9us/zvIv+w+734/Ltfll5/phx/Dfut98Pv+R9uvf9qMe74cdw192ruXxy841n89/4H7Vv/WgkvTk0ilmffU7uPEE7548j+HZQjJYsNEME8vVuXfdQwwNXuDCU/dx4tRp9r9zUMmcDnafpvFr3y1WG76rqg0SrkFNgvRUlnTeVVUCWRUbGujDwsDO5xl6/hHWFPu/5BjOioYxfvJXfGppG6mBc0z0iKfo//yPf8+Vba0kwgUCno0ZgLEXNxENBfA8F3v4PImOLVgYqpcLJ6/2O5zKYt/+LX5x7JSqEA33nuLwvp+xdfNfq/ktn757do6z4w6WGyCoFUg++Axz5ooFYTgaZ/aXH8WMxrFtm2VLFhHCxshcKgEsDE9kmBUNo08OYmoONfE4bQsXEA8HBSq8vgV7uAcdj4meblU90g1TQEh2rMezMqoKIuOeBzfy5XvXc//GR8QcmBynv2sDhakJGmuqxc80IyTufRwjIhYWTXVxql/dzIqlbbQ2NzN33Q5S6Qx7335XmdQODfRx/0N/zvkzp+jfsQErPaFgI7FYjPV//n/yf9z/MF+6654Z5/eyJYtojgeJmQYDOx/CzWfxHAvQSD74DMOpLHNmxZRB8JqVK2hbvARND5C493EIRbA1Q82Zwb4eEpECTnaSd46cYM/rb5JzPAW1+Onf/zeWLmwhES6w6qol7N71Mgfe62bWXZvJu+B6HkdO91D31e+UVAuXr/4cN3zuCwxc6GXkBSGnC1TFMOpbCMVqyX3uLxhOZVm6sEXBRfKTonJmpSfQw1VohokWNBl6/hFOdR9TPXpa0MSonYPrWOQnx8m7Gs5wDzoQ+dnfMisaZjiVpf7ebbTMTaqeJc/OYd/+LYZTWa5cNF/0cLkezkivMGdumsOyJYtwhnuwR3pIdGxRwIwzJ7qVcbWTzfgoiGkOvNdN49e+izcxIGAyHVuL3lfCt67xa9+lfk4S27b5nz/8PqtXLCNQlEd6wQj27d8iFAqiZUYJNi0S905zK4mOLQRDIWZFwyxuuwLyWZzRPlxLVMx+8d4R9b10aWyS9C2b2HtAkB+b6uJs+87fAHxsflf9Lq4jftX9flyuzQeda2Njo3rgVFlH/PutIz5oDD9K/MZgGHJSfNT3Puq27/fZX/YzZBiGMeM+g8EgwWBwWlVObiPfLw9d19V7MzH2P+x+y4/Jv1//05UPs99AIPAr73emc/Xvt/xc/WM4037luYZCIZLJ5L9pvx+Xa/PLzvXDjuG/db/+JzofZr/+bT/q8X7YMfxl51oev+xcQ6HQB+736PGT9KcdcumUkvSYZkhIi4bO4+TzzE40c3jfz1izehX24EkC8UYOHztBY9Ncgg2tJDu3YRFk0ipwdtzBs3ME//mvqDKg6l/+q6KLLWyoRgOcsX6CjfNEJafYWyIb5POeweyvfZdgKKQw6lKmpOs6uqahaeK8y5Ht25/4Di89uw274OJE54gn7ZpBsGEenp1noGsDJg5awaaQGiJWLZ68felPv8Zgv1hUe3ZumqxspvkdMgxIDdL4te9iE2B459dpmiWgEl4RqPEHVy4mGAyy/Ynv8KmrrqRlbpKD7x6m90I//U920tPXz9HjJ1m+aD6pgXPKKLmpuRXNyQkQQUMrCxcvLTlXA0cYAwPJdaKn1g+QeO/ocfrTDkeOi6exoVgtyY6tmLFZvPTic2x/4jtcu2wRo//tzwnpXokMTNc0Ri72C7mdYWLUNdPftRGjvoXGRDNj6RxG43ySnVvRQxEFG6mvr2csncP5X77Fvx45oeAOsrds46a/ZPsT36Ghppqm5lZiIZ2qqghu6hLYWUZeeISGeIQfv/w/lORQyMi+iR6KiONxPTLjo/QXpYBNza386PmnMSIxQTFsFNdZ9i4FAgE1X2RIqadbKDCWzuHZOQae+wbOcE9JEpzJu1iOh2VZ5B1HyWIjukv4Z3/LyMV+xtIC6pJ88Bn0SBSjvgXdrFIJkGtNYefzOJ7H2XGHXEFD0/Uiej9GKFZL09otAjJihOi50M+h945wcWiIkWfXl5ArV167QiR9/b3omoDCLF50BTEzwNiLmxjo60HXNA68+v9x03XXKDBF+pZNeMEIoTkLSHZuJTRnAWZsFouvWEDz+meL9+p/4epF87hq0XyiezaX+MiZr/wNDfFIyfehl89y4clOPM9leOfXWd6+GCc7SX7gBCdOnWawr4exFzehFfLomsaR7pMYjfMwdZeqmjoFqZH31exZsZIewrF07mP3u+p3dR3xq+z343JtPuhcJb27so74911HfNAYfpT4jRgWr169mkKhwP79+0teP3LkCMuXL+epp57igQcemHHbRCLBmjVr+MEPflDy+q5du/jjP/5jfvKTn3D77bfzk5/8hC984Qvs2rWLP/qjPyr57Fe+8hVef/11VTaWUTEsrkQlfjdDGvf2d20gbvqMa63CNHNegPCcBTSt3aIMcPe/c5C8q+Hmc8ostpwcB5cb5k91H8NFfKfooTCuNVU00J1CDxjooTAh3WPVtSsEGa16Ns5oH7GQTlNzKz3nzlB3z1Ylx5rJ1FWe04Un70MPmbj5HHPX7WBg50Osue7qEiPhprq4gngsqDWUf5Y0bC03ZJVGt3LRnXV1ta1fgicNkwf7emhqbuXEsaMYjfMoTFwk0XHZzPbSS99mYUM1TXVxDrzXTS6dwjTFL+5CbaswiM1nicRrmXXX5pLz7n/qPoyGVgojvYq0GAvp2Jqh5GYTPd3TDJBl+A1s/WMp/33hyU48QA+auLaFoWkUPA8taArAgga3+IyN5djJ8ZD78Z+j3xDYb+4sgSp+Q2NRAQorAt2+g0dxXA+jNqHGP+84TE1li3Mpi67ryrx6966XLxsTD54kEqsh6Dmk8wXc/Mymu3KsrMlxtKBJsC6JPXSeSCTMqmtXTDMwltcgf/GsQPwX5a6Jji3qGl948j60kEmwvpX8pbPogYAwrHZdCIr5qYfCBBvm4Yz0znjflV8vOd/9EBoJH5HjFvQcJi2HgiUkYlrQBCc/7bzl9ZNjIH9OuTH34GhK3X/SFHrsxU20zE1y4tRpjNomZn/50ZI5NPbiJnJWnsTaJ0pMqf331K133MmB97rJjI+gm9V4+SluuenGad8hlahEJT5Z8bE0LL7qqqs4duzYtNKp1F2W60DLt5Wf+6Bt5d/v99kP+hmVqEQlfrdi5VXtDHRtJFjfqrycpJGwXGjBZUS2lACGdI/du14mNXCO3MWz3Hzj9Yw+twEjUPpV6Uebnx13cIMmwaZFBMwIRm0ToTkLi3S3KJFYDU1rtyj/IM/OYQ/3kFj7BJOWQ/oW0bMiE6RyZLusoGTGR+nfsR4tGCLRsZWqeK0wPa5rZv87B0vgAhLiYQ+eFCa2RWma9IQqr25J/yH5GT8dDmCwr4f+p+4jVxC+QZJASBHiUMhNCZ+ibLqkkiKTSi8QIpsvYFkC6BCsb8FonKdQ74N9PQqaEI9WY6Qv4gWCyiNJAggkxGL56s+x4url0wx7/aASOZbl/9ZAGFJ3biPUOI9AVewyjc+MENA0BkdTvPb6m5wZzjAxmcbOpCiM9nLyeLcwMn76fpyh8/Re6Bcyw3gT/V0bsS1LeULNBKkYHE1RqG3FKVyWxxgBHS87iXPxFAXHJpXOYBGk+etdaEYIM1bLzZ++AWtS9hAl1PUyGloV9t00TZIPPkPecdSiX1IF0/kCjXc/hhGpVtUnPRIrIV76DYV1QJsaw4hUq3tHfFbVAAAgAElEQVRGQmRiIV3Nw2THVuyRXjTXIWYamGYIo3GeetAgkyxJ9Cw3e5ZzT86BmSA0cj77PcHC4TDNX+9C13UWt13BzTdeD4ikdbCvpwRysfeAIEDOhJeXBtOWlVfAEClpTN+yCde2yF8SABH/HPLsnCIayoRZzgVZSZW+YYGwMNjWI3ElSa1EJSrx+xO/kUTrT/7kT0in07z00kslrz/33HMkk0muv/76D9y2u7u7hEzoOA4vvPAC119/vZKZzZ07l1WrVvHCCy+UaDHffPNNjh8/zpe+9KVf81lVohKV+LiGoMKVejmVGwn7F8Ahw0CbGhPSubL9tM5fOI0gt+/gUc6OO0JilhoUPSBj/bj5nOhtuXSuSGlLCxnXzofUAm/VtSvAsVQ/VTnNbveul/HsHE50jugRkwu2qjhGbRPBhnkMPf8IQU+YqAbGexRcQCZzckEYidXgVM8ml8uVEN7K/YL8dDo/Ha6pWfRn5R0HzaxW5sqeNcXAsw+D5zHw7MMEwlU03v0Y1bV1LJrfws03Xn/5PMb6SXYKI1+MEIWpSZzRPpyh82q8846jUN/DvadonS8SVTefpe97ndh5i5+/8RanzpxlYjLN2XGnxNwWLic0Uh627+BRDr57WFVJVKUjaBKsb6F/xwYKI72ignTxLP07NojrFRJockIRQZXzgGAYz/NIPLAdVwtgRKKEI2LM5RwI1rcQNE21WPd7VMlEohw9L6/t4qXLWLSkXUnuvFxaAE+KJrqvvfEWbjAsyH6eJxK2qUkKExeFR5xlkZkYo+97HeQcIekbHE2RSmfwqmbhZDMMPf8I0VCAeDgogClWpmQOyGNpnb9Q4dZDuqfuGdnbN9x7iptXfUp4tHVtQHMs0U/V3KroibpZXfSr6mHNymu46cbrhenySC8njh1VDxBCtU3sfftdVSGV96N82BBwRZ/IYF8PbnaSgee+gWfnVNIdjsbVNtI4PJVziCfmq8RKSveamltLTJsPvNetDKbD0TiH9/2MFVeLB7Ihw2CgayNmYjEBM8LNqz6l7k3pUbagVhhIH3ivm9feeIvMxBi5gsZrr79Zct3dXEY8WLn3cfLuR5McVaISlfjkx29EOghw++238/bbb/M3f/M3tLW18f3vf5/t27fzwgsv8NWvfhWAzs5OnnvuOU6fPs28efMAQfz7gz/4A1KpFH/913/N7Nmz2bZtG//4j//I7t27ueWWW9TPePXVV7ntttv44he/yPr167l06RJ/+Zd/SU1NDW+//XYJ0QUq0sGPW3R3d2PbgkRUTtGpRCU+SnR3d3PvuocYnczSc+Y0garYNImZX9Lll9355UsH3usmmxpXsq2D7x5m0ipg1LeUIN9//vYh3HwOTdNIPLBdSZD8Eqzq2jqCnqMSASkvA6bJjsqljD9/+xBONg16AMOMcNN110yTCu59+128QgHXttBDJp6VRQsEIBgm2bFFyaFmkjd5do5V167g4LuHybo6halJQmFTSdwkbEHKFAElrwzpHiHDwNYMtR///l97/U0IRXBzGcy57apyFt2zmZ5zZ3CicyiM9LJoSbsal8G+HiWFk8ff37WRZMcWLr30beyh88Lbae0TKolJpTPooTDRUKBEIpq5cIJ4Yj5OdA5G+iJTmSkCVXEKUymclKCbVc9dTOPdjzFQ7NtyxvqLfmcR0A0S93yXgafvJxyNk8vlBMp/50YCRlDJMYVMbJRAJEospKvX5Jjsf+cgTnQO9qWzaHpAHas839RkGtfz0ENhdCePGasRuH+zCvQAnp1HNGZ5JDu3lcjccrkcgZo5AMz+8qOqavvztw8VSYjrSXZu+0Bp6q133Fkiz/PLHz/onpFyUr80cmoqS6AqDlYGa7RfwCuGM4Io+ezDmJpQt+QKArsvJZd+KWg8MZ9svqAkiYkHtjPQtYE1K0vnl5R3Tkym0YJhYUkALFm8SEkOLUskbOFoXFWg9h44iJu3AI+aWJTh3lMlMka/3LbcVFveN3IuXHrp2zgTl0gWpZVrrrua115/E61oUu4FggTrkjjDPfzBiqvY9y///FG/0ipRCRWVtdJvNz6W0kGAv//7v+fuu+/m0Ucf5Qtf+AJvvfUW3//+91WSBYLyUSgUSogepmnyyiuv8NnPfpaHHnqIL37xiwwMDPDjH/+4JMkC+MxnPsM//dM/MTAwwBe/+EUeeughPvvZz/LKK69MS7Iq8fELy7LUn0pU4lcJy7IYnpgif9t/wguGFdFtpjj47mEhB+vawGBfT4kscNZdmzEa59EyN8nuXS8XfZC2YI/0qsrY7l0v07ZwAckHn8E0Q4w+t4GCYwsJVkg84Q9U14gkxweG8MMRyqV85VJG0zQJzVlI87odyv/HX5navetlTN0FXSc0W8jgtHA1yQefwctnRcIxPsLJsz3s+fkb6ufIKoak00lfpUBVTFXy9h44SC6dYuzFTcRCujpOKa9cde0KVfnyGyfLRbA0Pw5EogTGe0oqPrICIisKcnz8UjjyWYEgt6aUh5MWFECLgZ0P0VQXF6j3B58hYATJF8mxF57sVNVM+XMsV59GJgSI6K4yrzYylzA1h5s/fQNVAXBzaQa6NrJm9SomerpZs3IF0T2bCeme8oQaHE0JUEVVXEkd/WO7/52DWG5RsmdWYTS0ChPozBRne/pITaYxGucRmj2fZOc2Zb4rYQsmNpGqCK41hWfn6d+xnsLUJGMvbiKbGsfzPPIXz5K/dI6+bWtxHIeD7x7mpuuuEXI5D2WmO5NUD0qrt3J+AjNWDWVyM/T8I4QMQyVeAK3zF9L89S7c7CRa0KShpY1TZ84Wq4brcW0Ly8qLSqDr0l8Ex0jTX0nr1IJhgnVJEh1b8QLBYjWr9HeDrDA1NbcSSiwGPEKzF6DpOiePd6t5umhJO4H6FlWZltUsLWSiGaaav011cUaf20DvhX5WXL2c1SuW0dTcSkNLW8k4yAcPbqHAQNcGYXpdlEfKe8RDIxBvxAMioQCF1CWCTYsYnqiYzFbiV4vKWumTFb+xitbHMSoVrY9XHDlyRD2lufLKK3/bh1OJT3AcOXKEjvUPM5rO0XvmNF4oQiGbVlWlycwUXiBEslMAHALxxpKG97PjjsI2a5pGPFrNcO8pjPhs9HA1bi6jqiG33nEne/ftByOEZlsEqmIQbxKEtlwGPVwFTp41q1cBpTAE2ZAvt48VwR3+ysHuXS8Tqm0S8jU7xy2fvmHGKkN5VcS1pgiEo7hWhrlf30l/1waSHVvp79rAzStXKIiHF4rgWVPEY1HS+QKFInwhVl1F1tXJ57KEZi+A1CABN6+gHYf3/Uwc+9vvYtQ141w8JeRvxcrG3gMHSXRs5cKTneihCEZ9i5Jt+YEFsuqTz1m4AEaIYMM8AuM9Crwhq2UhQ+C5Tx7vFt5K6YukBs4RnpXAC4bR7BxmrKYEmiHHSMIV5H791UR/hdE/tov+4Cbs2/4TwZ/+F07+689Lxlxdc00jUNeCPdKLm0ujm1XoTp5otJrJvKteM+pbS2AXWjBMNpsl2bmN/h0bwM6h6bqAclhZdDOiACpynrx24JCq6gWtCZyCi1c1S1WxIrpLyiqoyop18cy0uSQjVNuEFo7i5dLc/Okb1Dj4K5Plld73qwIDJZWgVE7gksW5rceobcIe7UcPBEh0bFUACQkR8QNc/P9/9fU3CURiFKZS6LqOpxvogcC0qpa8Fm5uCr0I75CwEnnc/vtu/zsHsTwDY1ZSVabVGL/xFkZDK0b6Iq3zF5K+ZRMDXRvUcU/0dBNPzMciKMauKJP1x6133Mlr+3+hzn9x2xVc6DlL/ZwkjfEq9r3603/7l1slfu+jslb67cZHzR0qiVYl0apEJX4nw5+AZF1dLUgHujZCwMCoTSiJWDgSLiHB7X37XRJrn1CENSXPKyYPA0/fr5KKwdHUZVnUzocw6pqxR3qV3C1YlmD0XugX1MEiJKCtfSknT58R++3ayJqV10xbuEnioJQlfRRqW2BcAC0kxU538rS1LxXJ5EivSoAARWXzL3ZlNUYS1vzyQ0Wp69oItiDeSRohRRmX5joEmxapBa1fcqYFw2QnJ0g++IySt/XvWE8kEimR3FkEcbOT4LkEZy/AGTpfcs0GR1Ml1MSZZJkH3z2s5IU3XXfNNBKd/5z9iWB5Euwf80svfRsjfZGCHqLxbmHyW5gcwdQc1TfX970ONE1HD5kqQZBz8/jRw+iROMas5DTCo/9YBvt6mMy7eIUCaKAVbEwzJAiOgycV1dKy8hQKBfRQBOwc+fHBafeETDhUkte1EfJZgonFKpku1IqkMD85jh6uppBLY8ZmUZiapK196bTktzw5OzOcwR7tJ1iXJD90nuZ1O+jfsV7NPT+R0S/PtSYnSmS+Zl2SQH0LhZFecQKhKjVWam4WwM1bzF33jKgu1QsDYTNAiYy1fByktC8W0kuu68lzvSTu+S6DOzdimiaencOy8iWJfXny6v+uKZ97fqKoX6pZiUpU4pMZlUTrI0Ql0apEJX53w7+Iti0Lz7EE2rphHtbACfSgiVawWbN6lepN8veHyMW9RGDLBb+XS4sqRn0LznAP8Wi1qlBMTYyiV9VQyIgFKq6nAAkSER4Y7yGbzRFsnKcWoQNP3w+GKXDmujZtkViOuy7vrSmvWKjErNjTIpMbP3Fx74GDGPWt2CM9xE2RaGVdnfzkOKFYbUlvSnlFAC5XgmQVLFRcqDfe/ZhKUPu7NqIXk8nyRWnvhX5xjM99A0PXsNIThGbPJ3/pHGa0Rp2r/Jzog7lIslhZaJmbVOckx1cmS3J85DjIz8uEWFYm5HnlXU1VkZxshtCcBWpRLfu35Nj5z9uPUz/wXjdTqXFCicUYmUsKaOKMXyTZubXkZ8prKT9XXuEsrxrJhN0uVknNWC2FqUlVAcTJE2xahDPSU0zYxXWX10mOfTwxH8szSNz7OBee7Cwi7QWG3bMt5q7bwdiLm3AKwnRb9sX5q6HJYpUy2DiPwkgv4WhcjXHQc0ilM7iFAug6ejAMdo5gdRzbsqCQVzh6ec/IcZJVOf819I9FeZ+g/wGHqpoNnQfPRQ9HSxKoD/p+8Ce00qbBP6YzVWHL0fmTVgHPdQma5rQ5KM/hhQuHWdFcD3UJ+J+VhKsSlfikRiXR+ghRSbQqUYnf3SivaElwgFNwSxIWgXk+VAJPaGhpUxKsvic7McwInm2ReGA7Yy9uAlBJwqL5LWpR5V/I+qs//kQnorukcraq3gRDpkp+pHTq0kvfRpsaK/Ec+jCwAhl++IN8Al+eqPmP1S//kovdcs8juTAd3LkRzwPPdQkHNUE6jDcp6VwgXE0hl1F4b/84l1cBZoJFOMM9yrtMyuxyjodnW3huATM2SwEoyr2W/PsDeHXvGwSq4rjZFLfcdCOvvfEWWjiKia2qL/4Ko1FMZpIdAkTStnABp7qPqSpL3nHUuEpZmT8p8FdJACbzrpKs+n2z5PjKZMlfZSufwxJygqaR7Nwq5kwRm16wplRyGjCrcHMZQsUkrK19KSePd6s5O9HTTU1rO071bKyBE0qSF5o9v1jp3cCiKy5LKvcdPIqVnhB+cLk0gaoa3GyKJcuWc+LUaZKd24RZdgA1JrKy5/fc8qwpPEALmmhGiMQ932Xo+UfI57Ki4nXxDLpZjWtNAaixKpfHvrr3jaJsN00gEkPLZwmFTZUka6FwsZrVW/T9unw+M90j0lusMDWp5L7qQUHx+N/Pc0tW/FavWKaq3/Khgpwr5Z5e2w/tZsF9AfjnJLxx7CN8k1WiEpX4OEUl0foIUUm0KlGJ348oN431//u1N97CdT30kHmZ9jY5AYEQ6Dp4nqpIyMQJmEYknOm1meRR2dQ4XiCIpuuEDW1a5UoQBkWigp1j8dJlJYtfuUj3G6v6aX3yb1kxkMf26t7XxaI5n6M2HsPWDGGmGo6KPqKisXI0FCCVzqCFo2BlSvquBkdTHD92lLnrdoiFpUaxP6mnWPHYiBYoUvqe+wZewSFuCrKeTGj8PTH+ayOPOZsVFZaYaajERiZfA10bCNTMEUa6kSiF7CSaHiCgaeTGBkqqFD3nziiqneyT8Uu7VIXk6fsxIlFVifOsKSLxWjw7pyRf8vNSbjeTSe3y1Z/j+ImTBOuSKhGTckZ/Ii0X9KtXLFNmxYl7vlvSU+YPWV0tZMZV/1egKlasOJVWmuS8UBXFYqXHSF9UZtmenSPneCrR1wr2NGmkTOr9klHPzqmkhvcxCf75G2/hBcO4uQxLrlyuqJIgaIgXnuykqigRdA0TNy+qiLgeaBpawKAwlcIsq6jGE/PJORBsaMXqP05o9nxho+C75vIYs1NTYk5bU6pCJyuJ/vu+/F4a6NqIVkyUbMsiaJolSdae198k2DgPe+g8oeq4uv8y46MEquJKguxPxOX1D7h5fjKrhqbUaRasWFWpaFWiEp/g+NhSBytRiV8Wg4ODXLhwgcHBwV/+4UpU4gNicHCQNbf+Ie0rb+HWO+5UdDK/F44k/hkNrTR/fQe6rtPWvlR4I4WjoOskO7bg2jn6d6wnOzmhzFBBGA8TijDrrs0ceK+7xBNJLpiXr/6cWtAHq4XEilCYufc/SSQSUVUV6Ss0OJoSErZwNcnOrRA0OTvu8Nobb/Ha/l9gpSfo37EeO5NSxLkzwxlS6Yyi9UmqIYBt1rB33372HTwqvI06txGaPZ+sqysz1WTHFvRwVFH7hntPEYnVkLjnu2CEODvuiAQBOLzvZ2hAf9dG3FwG18riORZuLiN6fVwXNzupqHhuLkPW1Tk77ojxKlYMBkdTNLS0UT13Ma/ufUOcw2Sagh4i2DiPRMdWbM24TOoLCUNnnLz4f7iaxNonCFTVEGychxcMc+sdd9JUF6dv272cOH2GnOMJv6yuDWgFmxMnT5OyHNE/Vrx+F7avAyNERHfFQr2YZK28qp1V164g/MrfMqva5NW9r5PNWbjWlPIwkybRas719aAFAmiGwOIP9vVgj/TSePdjan5ISEpEd9m962XhhZWd5NJL3xbjUxaSvudmJ2le/yxGbRNt7UsVJVG3LaJ7NhM3DcZe3IQ1Oc7AzoeEcfSzD4MnjIdlxdA2awAIGxqXXvo2rpUlHI0TMwVkxE8XrLtnK2aRELnyqnYBEFm7BS0cJdm5jcXtSxnuPVVyP7W1L8WobyEUq6WpLk4+Z+GMDyqfskgkzERPN2ashmTnVnQzQrJjK+g6bj5L4t7HheQ23sSkVVDHk3dFNc8e7lEkT3zXfPS5DeTSKawChJLtLFo4n0gkrMZVQi7ODGeUNx3xJlVVHOjaiOe6tLUvZfWKZYSDWolJ+eBoCj0SU3NRes55dg5zbjtGQOfmT9+g6JZaMFxiAq4Fw6ytruVr7WsYfObFX+dXXSV+D6OyVvpkRaWiValofWzi0KFDiqRzzTXX/LYPpxKf4Dh06BBfvnc9A7kA9uBJIrGaaXKkhpa2orRrEt2sBsdChxIKn6x+SBKZPXSeJUuX0XuhH9usQTNM7JHeEhCErHCoPqkiOMMPNNACAdZcdzX73zlINl9A03Vw8gIK0bWBYH0r9kgvXj6LpmkYDa3M/vKjAraQGlKADtm/NLhzIyHdUxWHSLwWy7JoWrtFEdP6tq0VFS0rg6YHinS7KUVRlJI8ST2UVTjN51d1eN/PVE+KUd+CkblEy9ykOg7Z94MHQdPEyaan9bJJKIebtzCTi7GHzwsp3GgfRl0z+YETBIrEvUJtq+qni4eDwOU+Mj0SpZBNo+k6ocRiRRPsPnaU5nU76PteJ7oZIW4GWHH1cl47cFBV3RZfsUB5j/khH7Iilb94FjNWS8iz+en/+z+48Y++onqV4qZB1tVVJcrfu1XeMyYlldg5MbeCYTzXZfGiKxRlT8jzIpDPcXMZUVLOof4d6/HsPFowRDwcpKm5VZExTd0tgVDIHrRsahyCJl4+K+ScVlZVeCTxz38O5b1RB97rJpdO4bkukXgtQc/B1oxpFVt/+Kl9ztB5CJpCYljsw5MVIiltleNcmJrEjNUo+qRXNGeWx+P/fMAwIBjGqGsuAYjIc/f3Ifp73STkQvaS+WWDtmWh6ToxM8Bw76mS3r6Jnm4aWtoYn0ihF32xbllzoxof0wwpqepMRFF5DJv/6v+q/H6rxK8lKmul325UKlqVqEQlKgEMX7wg+m4aWpV/jj8m8y6JtU+gh6MEQyHhORUMq34YWzNU0iSfomtBk/Qtm8ilUzjDPdjD58HOkXzwmWneQ5nxUQaefZiC49BUFxcUNd3F81zwLvs7BeuSRd+rqCAiuh7OSA/YOeau24EWNCmM9DK4cyNG+iJaPstA1wZOHu/Gmpyg/6n7KFhZQV8ruGihCE71bEK6J6o0+VxRHlcNdo5AJCb2GwgSmrOQYH0rulmNPXX5F8fuXS/TMjdJct0OVdWQkqum5lYSHVtwRnpFr1hdHM/OMfbiJvRQmGTnNjzHwggIVPnsLz9KJFZDU3MrdfdsRTeripW1eYL66Lo4o3141hT5gRPokZjCmpMaJBCJkezcRtbVlddSKFaLmxX9YLgugfEerGLlTA+aorrmuSQ7ttDU3CoSgnyOgWcfxs1lSrzHLmxfRy6X41T3MbRAQFXMGu9+jDwCEqLZ2WIVbwpbM2i8+zG8XJqBrg0Qb1KL6eiezSrJsi1LXcfkg88QqIqR6NhC0DSVFLHx7sdUVccLBNl38Kiq4oCoul166dtoBZtQ9eVxGOzrgdQgibVPKA+0pro4RvqiSiSC1XGSndvQI3FRiQqG6d+xHmtygn0Hj4rkBpuxFzeVeJv5r3/ige1o4ShO9Wyyrs7Kq9q5+dM34Nk5DrzXrfyl5N8AkViNuFfMKjzXFZWz7GSJXHTVtStY2FBNbU2cBa3NhMIms+7aTC5nYcZqiJkB5Wd16x13EjIMtKkx4YH2wHYo+p2dPC5Q64N9PRjpi2KeB6Yva5rq4upcV17VLrzWqmbhBQW8QtN1EsW54h93WWVsam4lNGcByc6thGK1Qt5bPRvPuOzPue/gUeru2QoICXE8MR9AVfsqUYlK/H5GpaJVqWh9bCKVSuF5nvAtisd/24dTiU9wpFIpbrjtf+XU6bMKh71m9aoP9BGS/TPOSC+BmtnKV0tipLVgWOGn7UyK5LodyjdIPh1va1+qepHskV6C9S044wMKmCGhFH6U+GtvvAWGCY5VUhUDZiQNlj+996pmASh0vb+J319labz7MVEZcV1RQbMtASkIRZQ3kzY1RubCCWA6adDv+eUFgrj5HGa0psRbS1Xt3ILoAXrqPlVNlGRHa3Ks2CtmoWmgAVoojOd6Sq7p76vx49UlAKPx7sfoe7JTAB2yk1THaxVlMRwW16kcMjETndF/PYaef0T1T8lKR2EqxcLF7Vzs7yXnBt7Xh8u/Tz/tUlZWZurdu9x7NYERqcbzPBIdW2ck1kk8vawkSvjHa/t/gWdbqkdNxvLVn1MVL8+awvUgUBXDzU6q/qL+p+5jcftSQdor9lUZgYAiRPqP21/VBFTlzw8ukXPafz9IWIVnW6ryM5M1wdiLm8hms4Cm+iEltMbIXLpMQXzqvmkeVxe2ryMUjpTM9/eD3sgeNcvKk3hgOwNP3084GiczPqoqu9Jrz1+dLp+HE5Np9HCUxL2PM7hzIwEjqPq6JB5fWkfIHsu///7fVX6/VeLXEpW10m83KjCMjxCVRKsSlfjdjZmSmnKj3JmkP5aVByAcjSuJkVzwZScnMBpaKYz0KkiEgioUJXqjz23AKmgkij5a4YCn9j+TOe77Gcr6F4bSqFceuz/x84ImhVxGkdhmQqnLn6lAFj44RCqdEWh5O0dA00q2L0dg+6mIzsSlEjqfHyGu5JBFCeHqFcsUHl8mFrJqJRfHA10bMepbpsEy/NHQ0qa8sFzXJdm5TXlZacEwU6lx5q7bofDmEr/tT4RnGuf3My2W5z8Thc5/LH5ioJSketaUkgKWUyABwrMSuMEw+KSEM80DGTJ5sofP41pZjEg1bj6nEh05xn75qEzqwnMW0LRWXKtoKCDGw7GL0tIiIfDZh8EtlEj25Pj4E+6D7x6eRs30j225ybHfc8xvIFxumE1RcoqmiSrguh0MPf8IATcv5KZmFV4RsqESz2JSH2yYV+KhJr2rJOBCPgCRNgFBa6KECCplhRJnX/59UX49QrVNeGhowRBawSbxwPZS64QyH75ygmclKlGJT25UpIOVqEQlKoGQP0lowGBfj1oADo6mFLjCiESpu2crg6Mpdu96mdb5C0k8sJ1wVMjhJvPiSTqpQeF3FI4y+8uPEo7GlSRIyoxw8sqEV8Ih3FxGJVn7Dh7l7LgzTWIIl+VFEhDR0NLG3n37sc0aLCtPU3OrOvbdu14mNXBOQQUSHVsJRGIk1j5BW/vSaVKlnnNnmJhMc/L0GXDFeGgFW0Ezbr7xeiKRMBqiP+3suKNklhI00HuhnwPvdUO8SZgypy9CPsull75NSPdKzsey8sy9/0l0XVe+QvsOHiU7NUUgWoduVikp2+5dLyvJXcwMsKDWKCG9LV/9uRIpXdbVFbTj5lWfYuzFTYqo1zI3CYGgkKrlLfYdPKr6yYg34QXDagzL50lTXXxGXH5TXVxUDV2XgZ0PEXDz6r1UOoNmVhOoa1FAk+WrP8dkZopAvBEvEGT/OwdZvvpz5ByP2V9+lLyrqe0DVTGSHVtAQ0E1PkhmJuWCbl74wenx2bieJ6qGusvgaAonOkcBK7KpcXVcN113DdE9m7npumsY7j3F6hXLlLRUs3P0d22kMJVCs3MlEkIQDwcKta2iQgTYmkGwYZ5IzJw8jXc/puadnG9jL266LDWti6vr5H9QcPJcL64RIrH2CYzGeYJmqOskO7cSidcS3bOZ1SuWkc9ZQm7asQU9XK3u5bzjkFj7BGFDU9AJeW+tunYFQ88/glHfQqAqJkAxkxMM7twoesqsvnYAACAASURBVMeKxyWvvZdLi3mTyzD24iYG+3rYd/BoyXzxz8d4LIoeCkPR5kD25clrZxbhKrGQTv9T9+G4HvvfOTjjda1EJSrxux2VilalolWJSvxOxs/rqpgdLDBS384X0laJMSyIxV7O8RSmWkIgBkdTnDh2VMgKHVtVZADl5aPbOW668Xr1VF5658iESBq62kM9hKpjqnrQv2M9kUhEocHTt2xi9LkNSoomK0YDXRvwPE95Fa1ZuaLEI0omItIXystOsnjpsmmY93K8tvQWGuzrwdYMtT8/SGEm/6yz446CVNx0nWi+LveskscufcZkJW7ScnALBbyCjZlYjNV/Aj0kIA1Lll2uTvgNo+XP9VdG4LL30Uw+RVLmJkyHhe9TYSqFHooIql0uTfuVV81YoShHhFtWXlU0U5Np0W9kTSm5aFNdnNcOHCoCMjZy88prfJW5Dco0OBwOC5iFT/ImK1ryXJxsmsQD20tklv7qmKyamaapwBiAgkz4ZaliTgsMuvQDG+jaqCAPcp+TVoGCNUXAjGAGIJ+z1Bz2I94PvNetZHXBomSx59wZcg6qAhoKm+q+8lezyitC/srta/t/QbJzGxe2r0MLGJDPcvOnb5g2r3bvepnquYuF2bGuC3iLriswTag6TkQXCWC52XY6ncELhink0gTCUQUhAUrm1UwVSOk35oz2sea6q0uqu/1P3YcWNIXZ9+BJ3EIBPVyNZ2W45aYbp8l9y8EalahEJT7ZUaloVeITG5ZlkcvlsCzrt30olfiEh2VZzA65LP56mPqRbuWJ1DI3qRDvrfMXkuzchtHQqprgZehmhMS9j6MFApflQPv2o5sRgvUteKGIWlR6QROvahZ5x2Gwr0dUjIoQCC0oDFzdvGyut5h112ZeO3CIU93HiO7ZjOartMgKnDRv7XuyE822FJxAVt9ALEiTDz5DITOBZlZxqvsYqXSmBPeuBcMY6YsCr921AdeaIn3LJmzNwCm45GyPfQePKpiABCPISgiIJ//OSC9z1+0gYAjy376DR5l112Za5y9UmPz/n713j46rvO+9P3vPvsyMRiNZkmWNbMkXfJGNDSoHO5hLoH4pSUNyDmnaroSEgG0gxjYl1Gf1zZvTlXZxutI263WAYnO3jUOP05UsUtqUNCfhTQMOEOwEDDZY+G5JlmRJ1mU00uzZ1/ePZ57HM5LCpbQJ5MxvLRYwo71n72c/e+b57e/v9/lKXLYZ+fhBSFArxlXTNKFwmTbeYCd282KM2iZ0O6nQ8aNjOaLkDFHGWAypdJWqK4Ndxxg/c4TBrmPsP9hB7uot7N1/oAyhf+WlF6PbSYEKtxOq78uunvErFSP5WZHn4KdmEatvYcaNW0VP1My5ZNY+gGYnGdq9SSUQhCG9OzeTtmMceP0QR4+foPfR26i2DVLPbeWqle2sXNEm8OupKhY0VKmktPRctCgS8A7DUlYBMsYKvpifa7eRz44Ida2QB9+l+6F1EHhC6QKldMYNiPwCuHlVjpkPz//U50MBftDtJJl12/FTswiiaMr47z/YgV/VqJIssn001aUFmELT0AybECgUrQJKgSClJYRyvu575YDCq+O7RZ81D8IQs0ok231DWXWvyu0SeijOp9iTgmEpMI1UsSSgRLMTzLzpXrLFJMuobxE+azWNELhCuZw0r/JFrzCz6nxC6DgOhZ63iMKAfa8cUBj5gSfvRounyKzbLkoVq2vQ9BhGTSMROs+/+LJSwPu6O1m+eg1m5POd3TdxSOsh+MQ1ld+3SrzvqKyVPlxRUbQqitYHJirI0kr8R8Vrr73G6DWX0WRH9Ls6f7n6urI+HGmO6/gRkVcgCkOqausAmHHj1jKVST7NVn0cOzaKHplYTPRHFfLoZhwtFsPWQ+pu3k73w+uxZs7FHTiNrmlEYQCaoPCFXgE7sxiyfYyfOVKuHNgJYSALZG5/bEpfi+yVMSNfmQpHgSew5Ts2gaa9Y99U3NBw8g7GzLn4I300r3+wDGIgFZZfpSRJtHg5NGJMKRsSKy9R6K7vq882G+biDXYSFrH1mqYJpP2OjTSvf5C+XZu58tKLf6USUgqx2Lv/AGEQAJCwYgS6VcR0awTOBNas+bj9pyCK0ONJdK8wbY9WaSij3oILhkUURkR+Ac2KQxhh2jYJPVTGyubMufiDnUrh8M91cdVK8d31q/p7SsdysOsYVbMXK7iHNXNumepl1zUTajEi3yVW9A4b2r0JN9QUrr0UyT651+y5vS+ixasInRzJqqrzfX1WQplU27ZVZmDsFkvr0pl5FCKDzC3307vrzinKTu/OzcRqGtEMe9q+usnHc/StDjK3P1aGV3fHRtDjVRj1LfjnOsms265MlKWiWLpt/1P34A92YjS0CtR7PInmFQgBLZ4izIvfc82MYzaI6xFFoTKZnk5Ris/IEJlxtKJKLZVZabMgYTbKtDo7Iu4jqXiW9Kuh6eA5fLSodksoymtBJws32JzeETDyLy9Uft8q8b6islb6zUZF0apEJSpRCSD5473k//fLXDkk1KGuMz1kHdGblC0ECsU8e8MOYklhJuzksgw8eTeWYZSpH011acKisWzoOiJhKi6urcZ5oGlk1j6AG2qidC6KcPtPQxiQqK7BbJyPOXOuwG2bwnsrKOLUZZ+XMCl+kFh9C1HMpGfHRtXXIhetIBJB2asUOTmiwgS9u+4kLEwog94rL71YHf+1199AIUBh5APdQtOFEbAWeOrpvuxHi2Imw3u2cPStDuy6ZsyaRsYKvkoMmurSGOP9xEKXECDdRGjGyU9M4Nk1+PmcQqG7vs+qS9rRYgbN6x8UJDbPIZZMM3vDDhLVNaKvLRDobZlk5a7eovqb9r1yYEpv1f6DHWTWbUfTdRJWDMswxPF4DrGaWaDreAOn0QyLORt3kYjHWdi2dMp+rr3+Bmpa20hn5tHQspC+oSyWYbBoSRvVtoEVi0QvThih6Tozb7qXfKhTd/P286plPEXoOvjnusis20bfUFapbT/7xWvT9pnJ/YBQbM48vB7dtPEHO8tUr+qqJFY8gRFPYtTNKaqlcZrWbkNPVNO7c7NSTuQ4lfYASjUqFk/hp2Yx48at2NU1LFowj9l37GLREmHMjO/S/9Q9ot+J80bJkZNjeM8WlWTJe2F4zxbwC7hnT+Cd6ySYGJvSVyeNjGU5bTyVpm/XZiayI4yNT7C6fRlLLlxOZt02cT844/Q+cRdmw1yMRErN89zVohS1d9ed+AOn0QF/tB9Nj5FZt53QENYMBB5XX3EZup1UpZOa56D7Lr07N1MYG53yHXHt9TcQS1Zj1LewsG2pgIk4eXp2FJOsIjlQkkel4bOREMh7TzOIG5p4+OIVaF63jUR1jer9kiTLM26M43tq6HWN9/5FVolKVOJDHRVFq6JofWCis7MT3/cxDIPW1tZ33qASlfgV4Vx7BfroWcKaWcSffaHM8FQzbaEQJNNCkbHjRK5DIl2rypZKy58m9z0dfauDWH0LjZ/5Gj07NxEFAZFXwJo1vww73f/UPQTnuoin0mVPwUs/Qy6IZU+IN3iaKBQ9J1Y8oVDrpbhuWw9VT03ge8TqRFmXVAcCJ4ddPYNgYoxI0wiCAN1KEBYmiMWTGPWtymi4VHExaxrRE2mCiSx2da2iCwZj58jccj8DT95ddjy5q7fQt2szYYQy8zXrW/EGO2lev50zD9+qqGyh76PFRZ9TTTotFKGJCaHyWQnV/1NGpDtxUpHyStU5YArFT/XPFJWx3t1fJvIFuCLyCtRUp8p6uiZTBSXavhQh7g+cxkxWM/OL9zHwrS+TiEVqHmRz40QRaKYlDH2tGKsuOd9HpxTDIv68tB9oJDuGbsXRfRdnuFeocyXGyVJ1kdRMiZTXzLjqe8s6nsK6ywRSmi7LeSope71FKAu6jmbGiRuU7UPXdYxZC8tUqVJEvVQxfxWN0ahvwTvXRdqOnTdSPteJHRN+WaX9dzLJlEptX3cn2UKAWdwHbl6ZI5fec+fPZRMRQrWVvWqR52LObFWm2NJYuHm9oA5GoHrppFG1PI9SeiBeAd1O0LR2G2cevhXdsrFjKOKnnI+STHjm4fXoRVsCLRYjKkxMMXIuJV7OvWARDTVJvr3r0crvWyXeV1TWSr/ZqChalfjQRmtrKwsWLKh8cVTifUd8Ygjr+gHiE0OAKCVq/MzXRGmerjPnjp1EgQ9RSDwe56NXXMZoZ4cAQ+zazJGOwzy/71WhfhVVME8TicBVq1epfibdK6AX+5bMwiirLmmnqS5Nz46NeAOniWImM27cyuKlyygM9ajPmNx7tHJFG8Z4P5GbR9N1osDDHRsBxIL7rcNvCqy3L8oKF7YtFSS9SJgbe4UCWryKKAzR4ylm3nQvQRSBlUQzLJrXb6eqto6rVrYzv9bAjPwpY5ZIJolV1wMUn+qLcwgmskWj22HM2iasmXPp6+5UFLu0HaN352ahAJzrgiiid+cmNNNSCp0er6J53XasVC3tFy2ndd4CND0mVL512/CHusvMcg+99BPCQl4YDBfyZerc8tVrsAyDBQ1VWIbB8tVr6OvuZGj3JkLXofuhdUS+S1iYwKhtgpiJpxlTyhHldsN7tuAPnMYdzyoIiTTcpSYj4CC/cyGDXcc49NJPGOw6RqK6htkbHkfXdZYsXqTADbKPLpGuZUFDFelUVZnxbrYQiLkXhsSS1TS0LOT5F18W57pzkwK1AMrQ2D/XqaiKdTdvp2lOK3FDw5w5Fytuq54jeU09zRC9g0UTaTsWkaytEybVxYWApxkYtU3M3rADDEvRHgE1LlKNkapSqRIoP1PzHAXdGCsE542Ui71ffUNZmua0ql4qqd75I30c6zhMPhSAC+k5t3jpMkY7O5Ry6vo+XWd6MCNf9C4GIimT8wIgikLcgdNo8ZQopzVtwsI4PTs2ERQmCB2psObUecjrj5XAnNmqDMPDQl70KSZsrlrZTrb3FK7vc2JwHD+fE8qxMy4Sc9MWvVr6+R4vM/LL+htl79iPtCxvWQO8kHArv2+VeN9RWSt9uKKSaFWiEpX47Yu6DPyoWfwbkcgM79lC3BDmqf1P3UPk5qmqrVON/CAW+aHrYDS0EroOZx7bAED3g2vJ5/Nce/0NHHj9EIFuYUY+C9uWkln7AG0XLmflijZ+9ovXhAExoiQR352SVIEoY5RN9vJzRzs78Eb7MS2bORt2YFXXAqLXR5YdmnXNOH4kTJGLPS2BM6GAD6FfgEgsZjXTFkAPPUb3Q+swI39KOVfp4nnVJe0saKjCSFQx+7aHSSQSLFm6DHt2G6Zln0+M1j+oytOefeZpBruOcdXKi5lfa1Btx0gkEwTOBKHrqGQtdMaVOiJLA3Urjjdwmp4dm7CLaGy5AG5oWYhmJzFmNJNI16pjlNt6mijByo7lODE4juv7tM5bgN28pFg6NhfdrsIf7hOJq+eUna/cT9OcVkY7O1i8dBnmzLlk1m0nWUSLa25eeTNN7j2SSUzKigFw4PVDpDPzOHbiJEO7RcJ06KWf0H7RcgL9POQidEQCUFqGaDS0MnvD42iaxr5XDlDT2qY+o/+pe7Bj5xH0speuEBZLP4uI/NJrKstfXaegoCRREdtu6+L/HcfB6z8pVCHfpa+7k/0HO9i7/3z5YUIP8Ye6KYyN0PPIrQq6URpXXv4R0nZMlM65DtncOIki2lyWvZbCJwa7jrFk6TKRgCermXnTvcSKxD7/XCdvvXFI2RtIXP2MG7fSNKdVJIKBhzfYSeDkMBLFUls7iW7aZG6+DwxRFmvNWkDz+u3YqZrzaHi7it5HbysDdYRODnfgtCjTLc610c4Osr2n1DV3Q634kEb0yBmJKozcWULXEcppYVwlpaPF+fjcCz9n+eo1jI8M0fvEXTQZHlzXAwdehE+u+fd8o1WiEpX4kEaldLBSOliJSvx2xifXwFCvSLb+5bz56nMv/Fz4EPmuQrSXlhNJc9czD6/HqkqLcrIdG9FiJpGTwyy+JhOHUkhE7uot9O7+chErXl4eJkEWsnRwOgPX6VDnpccchSFa6AuAxMPr0awExAwizwVdh2Ljf8/OzRCGoOuCkugX1GcB05r4wnnD5ngqrdQVBQco9qHops1HV/0OcB74AOex3JoZJ+8UVDlh87rpSzEnmy+X4sEHnrxbjXEpZEGCQ/Jjo5hNi5QSYoz3s3JFG8/vf02VoclyMc0vcNXqVWUmzyGgW3FSVqwMjiJBI6Wmt5NhE52nThDUtkK2j1joUnfzdkEDTM6g8TNfUyCVvu5OQQ2sb1Uln44Xga4ROuNU1dZjRj6u7wuTYVf4tGVuvm9ag23539L4OXJypFNVCtMvS9zk8fnnugRkovjZkzH8Q7s3EegWpJuUD9WZxzZgxRNqXpNuEsQ/KJs/snRQnuuRY8cV6EQLXApDPVNux8lwjNJ/y8+SfW7y3io1hAZ4/oWfQ7EMVtf14j1RBJaYNmbDXGIjIiGU11KWEhJFaLqm7A3G3JDQ95h928P0PHIriyeBUkqtHoyZcwV8o6oGG6Eq+6lZeAOdaEREUSgU0Og8VETeh83rtvGtR/+YjyYDqA0gvRBePPw+v9wqUYlK/KaiUjpYiUpUohKfXCOeHl/XI5KtYpSqQwvblio1oFSxkOauV19xGavblzG8ZwuhVyBzy/1gJXDHRSldMDGmyqI8TfgL9ezYSJAfw2qcpz4DiglMZOBXNaKZ8SkGrqUobGko2zSnVT3Z1wDNsNBCn3SqitRzW0VPWRgS+S5a6BE540RegZ4dG4lcBzRE0jHYiXv2JEeOHZ9S0hRZiTITZz81i8ztjxF5jlJ/VrcvE9j2hrkkE3ESiQT7XjlQBqmQoICJiTyO45SUa42rpEECImQJpjxvzYxPwYMHE2NqsQ0olUviv82mRfjFZMo/16XK5nQN3N4j4vN3CJy9bVsABLpFfiJPaMYxmxYRM0yVHDfNaVUm0PI1N9ToeeRWOt44hNU4X5WSamZcJSaaGRfXQg9VOanE9Y8VfEK3gD/SC0VfKNO2CQt5NDOO4zi0X7ScbO8pLD3CaGglGB9VhrmlDwD6hrIKhV8ouBi1GTQrQc4NmHHjVgqYZWa9onxPjE1UmKDu5u2i3wuUhYAbagpFLlWohBUrS7Lc3iP4I324Z0/SdaaHhpaFqrSw1Jog8gr4wz00r98OhjXtLbn3pX2cGBxnbHxClWAeeuknuL5PlJyB13cUzXPK+sKav/Q4lh6pOda8YQfxWETMTtD8JaECmrYtyiINC7J9rLqkXV1LTzOwZs0Xx6Xr4LvCvDjUiQoTEPj07NhIOlWeRMokK3f1FjBt/JE+dCuBoWusuqRdqVyaaQkLAcPGqJlFWJgQDzkihKGzmyf13FZ+Bx8mPBhEqeyVqEQl/s+ISqJViQ9MHD16lMOHD3P06NHf9KFU4kMe7tnTUBsQPe5AXYZrr7+BdGYeR9/qIDjXxfCeLVPK+WSUJl+ypK+2OiXKg9x8WaJW6r9Ud/N2TMtGN2y8gdP07dqsPsMNNTK33I93rouVK9qmlCdN9vaRizzZH6PZSTI330eiukYtUFeuaIPAxahtwrYtNDshyhXRmL3hcUK3QOQXBEpdj2HUNvF8saQpnx0RoIt8joEn7xbqQl1aJQtuqJG7eovydPLzOfxznbihxowbt+KnZlEIUEmBExTLq6wEmXXb0e0qmtdtw0ik1FjKUrjIcxTo4eSIr8raZFJx6KWfsLBtqerrkWORLQQqAZJligNP3o1R36L+rmntNnQrjjVrAXgObcsuxDIMpeJoxRJLb/A0ge9xrOOwOn8QKkbXmR6Gdm9SyU8smRZlmV5B9VGtbl9W1hcF0DpvAStXtKky1dB1mL3hcdELWJxXCT1EtxPoVpzMuvNeUbKH0EhU0TK7WfVZ/ewXr1E1ezHHOg6r5C6eSotEau0Dyp8tzI/ReeqEov3J5Fj4SOmCupcb5aUDb6ok29IjoWr5Hq7vs3JFG9neU+rhAdk+kulaQcqMxfDsGuXPVqpI9jxyq/DUcnL07txEtf0ryHqGhT/cR2RYNLQsVC/Lc09U1+AM9yqfNEk3LASoBDf13FZWXdJO5DqqT2t1+zL6dm0mcnJTyjwjz8Eb6qF35yY+uvJirlq9SpX5aXaSREKos9KkufSBR1NdWvQeNsxF02MsXnSBUlctPRJzOQyx9EhRPI1EirQdQ9M1cIUB8qGXfkK1FcCfpIiIOHrvI+/2a6wSlZg2KmulD1dUEq1KfGBiYmKC8fFxJiYmftOHUokPeRSq6nGsOeQWXgz/8pMytca2LVpmN/OzF1/GbpyHXddcht8u7ROST7eluexHr7hMJSOliYEEXCT0EE3XmL1hB7Ztq74juSCOx0Sl9mTkd2lyV7rYT+ghqee2Um3ppJ7bWgZLePaZp9EtsUh1w/O9Z2FhgqHdmzDiCYHDtuLnUeR2ktzVWxSsoaq2jpk33ctYwWf/QQHqGO3sUAvJfHaElw68Say+hcy67UReQcAjBjsx6kXvTz7UhXnvE3cRFibUMfTu/jKh66jzlD1gqy5pp28oqxbzEiAy2SRZJl9NdWl6d90JYUjPzs1YeqQUkdXty5hfa9DX3cmRw2/Su+tOgkJegU+kYuI6+WISECP13FbihkbT2m2EZhyvUCA7lqNq9mL2vrRPGTGvuqQdPdsrYCA7N2NnFhOPx1UC3lSXJh/qnBzxy4AREophZRYrdVGSJJvmtGLWtxLmx8oScWlsbOlRGcgiKORFH1OyWqmrkeeoeREFAcFoP1EYlpn8yqTOO9dFEARk1m0jZich3YTjOPQ+ehuAQsVLcIUc++E9W4iFLmbkk3puq5pnuiWSnWMdh9m7/zX8qkYS1TUkkgkSiThXrWxXSUvpvRSfkSGKoqLP23bGCoG61vLcS+e2LLV1HIcojBh48m7V9/bsM0+TSNeK/kM7CcDCBfNp/tLjynhcYvudvEOyqoqrVrar67a6fRlk+zDq5jAxPsHeX7yuEr/JDzw0Dby+o1RbepnybRkG/mi/oI0aBum4ycCTd5OyYsWexXYWLTl/PuRDuH8Mwoim2z7/nr7LKlGJyVFZK324opJoVaISlfitDLPnLMnjb8An13Cs4zD+SB/dD67FCTROjviEhqCGxepbyqAQ+145IEqcCr4q1yqFVkgCXGnIRGmw6xh2DKXcQLFcsWlR0dg2PsUXanJit/9gh1rsl5LuJpc2ASohsvSIq6+4jAUNVVxz1eXCbHntNsyqNM3rHyTyHHp3biIsKlhm5NNUlz7/ehCUQUFkUqTpOn4Y4Z49yZmHbwVDQEAS1TUKOT7zpnuFWbPmU1uTZkFDFbU1aQxdg5jF3v2vlSkYgKLaSQWiVEkoHU+5OLb1kNBzhD+ZU5hyrV3fx5g5l8zaB9B1XY0JCDVx9m0Po2ka7Rctp/PUCfJ5AeogDNF0Hc1OKg8xqXA9+8zTvPCj7/Pzn/yAS5ZewPxaoywZKE0WZeIjF+hNdWnm1xrous7sDY8roEdTnVCjZm/YwcIF89XCfXLC7joFHKcgkrWdmykUCZSR5wibAl9cP2n2G0ukVAJkzcgQnzWfnBsICISV4MzD66m2Y4oIiGET1LaSz47Qs2MT7tmTQjUrHgtA3c3bGSv49HV3YulRGfzDD0NiNY0Ueo+Qz47gFFyC2tay+6j0XgqKvUuitG4TURiqxHr/wQ6OHH6T/Qc7uPb6G5Ta6admKa+0YGKsLBFfuaJNKHZ1c3jpwJuqlLGvu5N0Zh579x8gP5EXht6eU6ZyySTUP9eFbifJrH1AeZqVzru+oSyxuhbMZDXtFy0v8whrmtNK87ptWLPm0zSnVamEEtIi5/P+gx0sX70GJ2FAYwxtYwpzbHDK/K1EJSrx2xuVRKsSH5i4+OKLufTSSytO55V431F95E1iWoHYegOGeoklqwWhLC5K2vzhniICeiNu/yllCrx89RoKBZfGz3wNfFeVa5UmW5OTgskhkxTLMLBqmzhy7Dj+WYEEn3Hj1rKSu1Kj2bFiaZyTE5jxo291lKle0312qUpUukiUT+ZlApBIiFI1q+iP5WminK7u5u3E43ESliDHHek4TEPLQrWveCpN5ub7MBJVWFXVZNZtJx/qKhFcuaKNod2biNuWgjFIulxCD0GDMPDJ5sbLy7KK5Wmu75fh2SUGfboxjRW9kWLJanWt5NgVCi7+YCd9uzaTTlWpMQGRjJ55bANhGPL8iy9TwGT2hh0YtU2EnoOmQZAfEz1lrqPGZ/nqNWz56l9w6aWXkkql6DrTw96X9pHOzBOL7eIYr25fpkrdZDIgx0/2+8kETSoq05Eo5ftNdWmCKCKKIgq9RzDrW7BmzWf/wQ4KBeENVii47HvlgEp2osIEfd2dRGYco6GVprXbCIp4fLOhlZidUAqgLCkk20ciXUvz+u1Ys+YTmbZKJGSZZxgEyqC5ZXaz6l9TCpdpg5Ugs/aBMkS/DHm8URjQs3MzupUgCgJM26avu5O9+w8w48atYCVUot83lBVgjMFOAWAJfEKYkohLZcorFMiHulA/57SSdwNhWq0hVC8zro5HzhtPM8QYEHHm4fUk9FCVF0vqo0yKZ950rzqu0rJCaQvQdaZHleLKstijb3XQu3MTTk5s87qWgjEbdgXEM/Pe7qurEpV4x6islT5cUaEOVqiDlajEb1/MTUF1AQYjuPSjNLwmCHCBM44eT0HRrypz+2PKJFaS1GR5lqSWSTBAqaFuKSkPzhPhnn3maUX088azgiJXNPtd3b5M9MgUCpi2jRETCcvwni34Qahej4UufmoWjZ/5WpmpMUwlt02mFE5nytvQspAxNyTI54gZhjJNluQ8CR440nGY5i89XmZMLBWHyHPOmyRPjGHF7SnjIxel8phrWtuEyewTdxE6Oa6+4jJ17JKU54aaMiWOGeaUcS4912Mdh4klq8sIj3I7zy0Io+JHsSMExwAAIABJREFUb1MG0bqdwNIjLMNgzA3JrH2A/qfuwRs4rQiOeixGZp0wts2s20b3Q+uI2UlCN8/sDTvUuZQaG0M5gU8epzTVnXzNJl+70msz3evLV6/hxOC4MMTesRFN0wiDAC3w0Iq9XcN7tgAoE1+jvpVC7xE0NKIoRLfiEAGBS6K6psxEt/TzAJ7f9yqRJ1RCec6SyhcVJtA1jci0i4bXVYSuAzFLJNFuAYiIJaqxNV+Vhcp9791/QIzvrjvJrH2A3l13EhUmhJ+XYREUHKzGubhnT2AkUoouKPex96V9xOpb8AZOs2TpsjIfNDk3SomFmucQFf2tuh9cK47XGceqri2bN5LYmVm3reway3GfTJqU95m8j6pq68oomdIsuhQd3//UPcrAfPI1r0QlKvHhjfeaO/zaEq1cLsef//mf853vfIehoSHa2tr4yle+wmc/+9l33PZ73/se3/3ud9m/fz9nzpxh1qxZXHHFFfzlX/4lixYtKvvba665hueee27KPj72sY/xwx/+sOy1SqJViUr8lsYn18DBfeABl6yCfylfSPXu3ITmFdTCvf2i5ex9aZ/w4Sm+LpMGuZiTuHU4j7ceePJuvPEsxsy5GLmzZHtPUTV7scChF6l7up1A913s6hqcXJYoimj+0uMM7d6kcO+lahDwtomcLK2SyY07nmX2hh307rqTRQvmcXLEh2yfatw/fzwCtS49tiKvQE11SiRZR4+DrhM649TWpMsStsnI9dRzW+k8dQI/NQt/sFMlZ3IhKxOjI4ffFIaw9S0EQ10sXDC/bH/De7aQHxsV5V1Obsp+jr7VQay+RX1GaQLT0LKQbG5clDI2zMXrOyqofaNnMepbFfY98guYhVEiz6GASZgfE4lLGBKzkwRODj2eInRy2NUz1Fj2PHIr8ZJk0vV9HD9SCUkiEVcqokwozzy0FjSBHE/HzbJeJUD9nUzsZaQz88i7AZquk46btF+0fNrr33WmB7+qUV1b+fqxjsOEhoVR20TjZ77G8J4tKgl4Nwt8OZd7Hl6PWZUuS0hSz21VCWTvE3dhzGjGO9cFngOGMKTufng9evGc5Xby4YGco8HEWFmSfPRUF5mb76P7oXVYjfPwhnpIWLEpSYm0WujZsZF03FQJOqDQ+011afbuf43Mum307roTWw/J5x00K65MtDPrxD50XRfwCjNeNpbPPvM08RkZgihCK9oXTB43OU69T9xF5pb7pzyQkXPf0wycnFDefhwNs8oOiOuW+h6qRCUq8eGODyze/Q/+4A/YvXs3f/EXf8G//uu/snLlSj73uc+xZ8+ed9z2b//2b5mYmOB//I//wQ9/+EP+6q/+ildffZVLLrmEN954Y8rfL1iwgJdeeqnsn/vuu+8/47QqUYlKfBDjX34Cs1vg9pjCuzfVpfEHOwWkIQhUMiWJdZnbHyNWM4tYshrSTQw8ebcqR5JlbjWtbcKYtuMwvTs34xUKaHZSASmWr15DMDFGb9HHypo1n7ihEUtWM+PGrcTqW0hU1yh6WsvsZupu3l5mAPzsM08rPDUI36Pc1VvY98oBVS5HukkseNNNaGacMw/fSlSYKCt3kuWOCT0UfViOAFRIvyHNjKteH0njs6trGew6VoYTl2S+YGJMLWwlKQ7DUsmR7COTi+1EupZ4LMIY78fSI7U/2U8TeQ7NX3ocQ9cUsl5i7XNXbyGKmWWfUWqY2zSnFaOhleb1D+Kd6yQKArSJYUJngkLvEYyaRgo9R/CGeoiKaPVF81oERe9LjxOzk2TWbUOPp2het41YPMX4mSPUFOmS6VQVrfMWMOPGrWRz4/ipWeC7zN6wA6sqXQaekGV2up1URErZ8wPnwQzjI0P07v4y+eyImkfXXn8Dbqhh1jWXbSfLMksX+2bkM7/WKPMV6zx1gtCwCN0Cbv8pAd/wHA68fmjKLSGPQ36ufE2CV3Q7ocomS82R82Oj9OzYRDCRxTvXKWiSDa1Ebp6enZvQTVtch5LtIs9RSdbq9mVlFMmmujSRk6P/qXuIxWKE2X600Feky9KS3FK6nyxZLSVeyqRM8xx6d24myI9RiAw006Z53Xb8oW71XhSGNK3dpsbWGO/HG8+q3rDItLEyiwUBY5qxU/YNE1k1zpNLKuUxLlrSxqIlbcyeOZN4QwRRHl7Z9+/6KqtEJSrx4Y5fi6L1gx/8gOuvv549e/bwuc99Tr1+3XXX8cYbb9DZ2UksFvuV2/f399PY2Fj2Wk9PD/PmzeOLX/wijz/+uHr9mmuuYXBwkEOHpv7QTI6KovXBisHBQcIwRNd1GhoaftOHU4kPcQwODpK+8dPoo2cxZs4pMyz+2S9eI3QddCgz65UlcpZhqCfnss+ntDSs/6l70CaGy0yLPc0gPzaqlBfpGyWfePtVjXiDp4XhL5AuKkmlZXRSIZFx7fU3sPcXr4tyRytB6ObF0/+B0wBEEeiWSJpKVQ5p6EvMwrTtMl8kqYDpxZLGMw+vZ8nSZaosTxoYSxVPnmPpohnOK24To0OYjfMJznVx1epVU8oaS8vVJGJdjk+pObJUjUrVgbcOv4k5cy7ewOmyMj65v+dffBktniJ0Hax4Qh2r57o0r99Oz46NJBKJKWVz+w92kM+OkEjXMjEyhB6vQvMcnOHzfmvyb88MDHPydKcqb1y4YP4Uw+XS0ko/itBNm6iQZ8mFy9U8KJ037ni2eF6d6HaCIJ9DtxOErkNturpMFWqZ3TzFOLl0PKVJcv9T9+CP9kOJx1hm3bYy1QVQx7GgoYqmurRSRmMjnThOAS2ewsYj23sKEGqbn5olzHrjSaJQmP7aMdR8tWqblCrpjvSVlZuuuqSdn734MqFpEzoTJKuS6p567mcvotlJQmecWFUtwfgoVbV106pDdrEHcGx8gihmivLFKCKWSFFt6XiawYwbtyqD4O6H1qNbNqHrEIvFqK5Kqvkl58Py1WuUsja8R/RGYiXJ3HL/lNJBaVos56IsUZ38fSHLa6VK/vVXnufScBT9jhTRQ+N4F68mu+cfK79vlXhfUVkr/WbjA6lo/eM//iOpVIo/+qM/Knt97dq19PT08PLLL7/t9pOTLIDm5mbmzJlDV1fXf+ixVuI3F2fOnKGzs5MzZ878pg+lEh/yOHPmDK9//V7eePS7ZeU60gPHaGjFittlyOaW2c2sukTgqaXSJHHd0rdKNsD7+RzDe7YoEELL7GbMpkVKBZP+W9neU6L8K9uHZljM2bADY+ZcBb5omtNa9llwvmF//8EOQdGzk5gNrehWQgAIEtXodhKrUagn/lC3Ujn6hrLMuHErieoaTNtm5k33qoTJH+omFrrUVKcUslwzbXJXb2Fh21LGzxzBitucGBzH9X0FbQgmxvCL6pmEAsgn+XpRzYtipjL0LVXnJGBg/8GOMjKf3IeRSDHjxq3kQx0/NYsZN25V29dUp9Amholp2hR4xLPPPM1HL/8IcTOmTHYl/CNuQO/OTRAhytdKQqLXmzfsEH5V2X4K/SenJFnyb//hsb/joiULMH/0da689OIyAmTpeLfOW8DCtqXi+tY2YVXXKnUm8hx6d38Zf7CT1e3LFEhCMy0yax8QPl3rHyQWi+H6PsdOnGRo9yby2RFODI5TKLjq/EshIKXACHfgNFFhnHSqCn+oG6O+hZ4dG5nIjpAvmhpLyEpwrou+7k6V+JLtQzPjSl2UiRAI/Ltm2Oh2okgA1LhqZbvyJmtoWahQ65Ks2DeUxa9qJNCFcXFkxmletx09XlVmnKzZSfG6XUXm5vvQTBvHccjmxjly9DhjhQC/qpFFS4S/12DXMRYtaRNjZSeJJdNk1j7AWCFgYnRI9QL27twsIB2azpw7dhIr+qxJlbjUQiEYF9TF8ZFzhIFPFHj0PnqbGmvp9SZV65idYGj3JiiabGtmXMzdqkY1B+Q9B7Dqv7SjxxPwdzm0mRrhYHfl960S7zsqa6UPV/xaFK3Vq1cTBAH79pVL52+88QbLly/nkUce4fbbb39P+zxx4gSLFi3irrvu4pvf/KZ6/ZprruHll18mkUiQzWaZO3cun/3sZ/nzP/9zEolE2T6my0o7OzuZO3cu6fT5H/VCoUBHhyjjmTFjBq2trWXbHD16VPkZTKbADA4OqpuhtbWVGTNmqPeCIFDKW3V1NQsWLCjb9uTJk2SzYvF14YUXYhjnjSBHRkY4fVo82W5ubmbmzJll277++utEUUQikWDx4sVl73V1dTE0NATAkiVLiMfPU5lyuRzHjx8HRIKbyZS72L/55pt4nodpmixbtqzsvd7eXvr7+wG44IILSKVS6j3HcXjrrbcAqKuro6WlpWzbI0eOqHM1TbNsHAcGBujp6QFg7ty51NbWqvd831flo+l0mvnz55ft98SJE+oaL1++vEw5HR4eprNTlCPNnj17ypOh1157DYBkMjmlF7Czs5Ph4WEA2trasG1bvZfNZjl58iQAs2bNoqmpqWzbN954A9/3sW2btra2svd6enoYGBgAYOHChVRVVan3JiYmlEFhfX09c+bMKdv2rbfewnHEE9zly5eXvdff309vr1hMzps3j5qaGvWe67ocPizQzjU1NcybN69s2+PHj5PL5QBYsWJF2VObc+fO0d3dDcCcOXOor69X74VhyMGDBwFIpVJccMEFZfs9deoUo6OjACxduhTLstR7o6OjnDp1CoBMJjPlYcuhQ4cIgoB4PM6SJUvK3uvu7qavrw8AwzBobz+/cBwfH6du/nLVsxE3tLKn/QPf+jIrFs3l1dcPERk2oVfA0DQWti2lLhXHdV0OHj0NNRkFbQBY8/v/VVDhxscgCkmkZ6j+GqGgDBf7d0RPllSbVrcvw/M8fvnaQTQzjkWAE8VEaWDfUXQrTliYIIwglkwTTBQNbolA09ET1ZhhgRd+9H0uvPBCPv7f/lD15vi+z5mBYTpPHsdIVuONj9FcVIakOtfzyK3MW7CQ1qZ6gVGva1Z9UZdcdCHnxvL09Z6h/mYBjKi2Y6y4cCnd/UPUVyc4cvwEOTfCrG/B7T2KZlpYOixvW8TOh/6OP16/uQww8OPv/S8+/dmbONRxhJiVwCRQ6kXB9yFmceEFrXz373eVfUdce/0NdPadoy5l8+gD3+Siiy4qu+YDAwN86g8/xxvHO8F3sU1DJZhVP93KnkfuBcR3xG2b7y7rX7ri//o4/cNjDPb1EBp2Wc9claWzfevfAOK++ezNt5Zte9nV13JuLM/g2R6CMMINNQXgqJ/VTH9PF+N5hyiKiNkJcB1CQ4AlIEK3q4qQiSRRFKk+K/PHf03f2X7qv3Cv6rnaf7ADx3HIrNvOub+/m6bGmcxprGPfwbeUmjdw9ADpprkC+BKFNK9/UGDsNdF/Z89uozkRABo9eb1cpXz9MBOjQwIVb+r8zsUr+OneF9HjVUSugzmzFX+wkyOvvsSFV1ynPnN1+zI6z56jrsrmkb/byp9+9S/4eYl6eazjTSIzUYRS1EA6Q2ykk4mJvFBqC+PEEimiUBxv/1P3EIz2i56rnZtJGvDTf32au/+fr/HLQ2+p65Mdy4EVhzASvXhFxSmZrhU9eY5DGIFm2miBR3VVUimRL//yVYLqJvyRPjFGOzej6TEyt9xP8t/+X7796H384dqNeNd9ld6dm9E8B7u6Rt27QbW4PwVURRgWV9sxlrUt5pdvHIWaDHPTOm/GzsJ1PfDwBGFMJyTOgX/6/2hsbKysI/6T1hH5fB5N06b9jvhtWUe89tpreJ4HiN/WyjriP2cdce7cOQAWLVpEMplU7+VyOYIgKPv737iide7cOerq6qa8Ll+TJ/Nuw/d91q9fTyqV4u677y5778orr+Sb3/wmTz31FP/8z//MJz7xCb7xjW/w8Y9/nDAMf8Uey/c9OfeMogjP8/A8D9/3p91Gvj85wjBU7033+e92v5OPqXS/ky/4O+03CIL3vd/pzrV0v5PPtXQMp9tv6XFO/gF6t/v9oFybdzrXdzuG/979uq77nvZbuu17Pd53O4bvdK6T453O1XXdt93v4i13sPz2P2Lpn20WYIzLl3KgtZGVaz5J4OSEJxSop/2R54gSuZoMg9k8sYTAwVsz5xKZcUERG8kxmM0z84v34RdVgbLPDQXkQotXK1T1vlcO4Nk1hBEYiRQJIyIet0kkE0qF+u7f70Iz49R/4V5yXiT6wXqPiLK4Qp7W+QvRrThGbQbdSmA3L8FsnE8yXcvc2U0sW7JIXddSxPv3vv0tvv3o/bTMu4CZN91HIl2rlJGVK9oY3HUHmmnTU3Ie8VRa9UW9evgY3nVfRTdshQRvmtPKP33nfzEjFedQxxF8zSR0xvEGO7Eyi0DTaVj7IG8c7+S/feE2+ro7lcFzX3cnS1Zdwy9ff4OGtQ8xuzmjsOhNc1qxDLF4OdRxhM/eclvZ2PYNZXF/7ysMZvNl11wqPJ+58WYGs3kKToFCqDGazRIL3WIfTzWe53HbnX/Kx/7oi+IzShS3A4eP05OPUcBQPUDSgHhk3GXjn/7ffPa2u5i9aDl797/GkaPHlfq4bevf8O1H72dm02yC2lZihqlU0X/9zhPUz2rGaGjFnDmXprXbhLqzXqg7erwKvDx6LEasZhZhIY831EPvzk3UpeIsXdCC+aOvK7DFjBu3EgYBvbvuZOmCFgb6zrDv4Fu4YyOqhy6z5HfQbWFhEBYNrPFd5fnEaC8zUnHqquNl/V7PPvM0zU2z0HSDWLqRsfEJ9r1yQBxjGBIhvjMi4PPrvkRCD1XZbPGGJSzesz/+/vfU+33dnXQdOcgLP/guL/3kB1x64WLm1xq4ocacO3aiaRCLV5FZu43IK9CzY6Pwmyvej0Z9C/Wzmrntzj/l5dcOl/nL9Z/qoL3tAlpb5hCzE8pQWSpNLfMuIJ4qqoX1LYy5ofK20gxh4B26Dj07NhE6OYKJUXp33cmJI4f5zC0b6Tx5nN6dmzHqW1jYtlQpz05ulGi0F82MK5+vzLptNM1pJYoitKCAPtZHY20K6jLwo2bQbfTb4vizxJrng/Jb9du4jni/+/2gXJu3O9fW1la1qK+sI/7z1hFvN4bvJd5zovXTn/4UTdPe1T8HDhxQ22nTNJi+m/cmRxRFrF+/nr179/Ktb31ryhONv/qrv+KOO+7gd3/3d/nEJz7BAw88wN/8zd/w/PPP80//9E/vuH/DMKYcj6ZpmKaJaZplT4NKt5HvTw5d19V702W773a/k4+pdL/T9be93X5jsdj73u9051q638nnWjqG0+1XnqtlWWVP697Lfj8o1+adzvXdjuG/d7+lT3TezX5Lt32vx/tux/CdznVyvNO5Wpb1tvu1cueI/9chYQ56cB9c18OSwjATv/vf0eNVmDMFSEGPxRjes4VVl7Szun0Zs5MhDekEXm606LF1Gs1zSD23lcbaFA3pBAPf+rJKOmRp3Au/fB3fdendtZnIGVON+hIaodsJGr94Hx4mdTdvJ/Ic5bn0R19YS2F8jN7dXyYqTJB6biuaaZO5+T5CoCfnExYm8M510bx+O965LozcWVauaON/f/db6JrG526/i4//tz+c9to0pBMkfvINVq5oUwrcvlcO4CHQ5p5usfcXr5POzMOMfHp3bsZsmEvkFTB/9HX+y/IlrG5fxvxaATvQdZ3hnEOYzhCkZkHxuru9R0jbMcwf/zWR5+Bd99Wyki1PM6j7/DfRDJuBb32ZWTOqARR4I1cICaubCNMZ9v/yVapmL6ahZeF5EMEjt3J2YIBNW76izlEREUfHaUgnoAj10KwEfmoWkefwv//5KUzTZDjn4F77FQUVkf03M794H97gaXzP5czD6zFyZ1UpYqY+zXDOwf/YV4lMgQNH11UZ4+YtX+F3b7iRE0eP4J3rZOZN9yqT2qX/5XK6enpwz54gGOxkeM8WNE8u7MchjJi7YKFKbjVdx4onqLYNdj54P4898E0aaqpU31vvzk1i7msBjz3wTfKBJsyi41W4uRFCwyKfdwjdPGceXg9RRDB6Fh0BjjByZ7l4yXx0TePN4510njpRNl8aZ1SjmZZKtJ1AEwmbX0A3bfzBTqymRQxm88qTq2lOK/teOYD7e/8PwzlH3Y85N2DmTfeSc4Oy74jvfftbwieskKdnxyahlGkhvU/chZVZjGnZNH/pcRa2LWV1+zLmVEFDOsFwzikD1Fx7/Q1c/rEb0DWNrlPHCaOIMw+tpdo2FIzD/9hXiTyHob+/GyN3lqgwobyuLmq7APNHX+fS9hUk4jZzNj5BLFGtSjn9j30VI1Gt/Maa6tIK9BFP1dD4xfuIPIfhPVuotsV3SOepExw49CYNax+iqXEm//zdPaJsuS4DJkSP+HjpmR+o36rf1nXE+9nvB+XavN25zpgxA9u2K+sI/nPXEW83hu8l3nPpYG9vL88888y7+ts/+IM/oK6u7j+sdDCKIm699VaeeOIJdu/ezRe+8IV3dRxnz56lqamJP/uzP+Nv//Zv1esVGEYlKvFbGp9cI2iDdRlB+6ou4AzCpYuvEjhsQLfiXHnpxdN6GnW8cQhr1nz8wU4+evlHpnjpRIUJPlr0hVKeR4/cOq1nUSn0oTA2SixZrXyfJPBA4tOVp1Wx+V6WNr0dsltipyfDEn6VZ5OEKGiGjT/UTeTmaf7S4/Q+cRe4E1RXJd/Wl6vsvEKdWHqmwopLUuJ0fl/7XjmgMOaRm+fqKy8HUPuRPku2HuL4kfDF2rmJRRcsKMPLl3oWwfQeZhLTPt0xSWy8kTvLqkva2X+wg/HsCHM27KBnx0aF9i49B9f3mRifEAqPm1fXXoIq+p+6B2+oByueIBa61N183pur1JcMULh9WYopQQpase9HluOVouNLr78ElxTGhkWJYBiiGSaZW+5XvluapqGnG6f1Ylu+eg0nR3xBrXTzuCN96j1rRgajoRVv4DRWZjH+cA+EvvLukuMuYRKl0I5SsIscK2kXUAo6GSv4xGqET1zfrs1ceenFCq4iQRiT55u8rpJuKSEdRu4shUATpcA7N7P4gvlT5oX87+kgLXAe+OEPnGbx0mXT+raV3geAgojI8mE5Fn27Noun3b7Lyymf9jn1cKpL0E9/1AwvHn6XX2CVqEQlPqjxgfTRuv322/n2t7/N8PBwWVb/D//wD3zuc5/jhRde4PLLL3/bfcgka9euXezYsYO1a9e+68+XidZXvvIV/vqv/1q9Xkm0KlGJ3/KYxk/r7UJ5ChXpZZI0JxOZoydOqYSgcPYEDS0LGRnNottJQCQHkxe2ciHn9Z9Et6sw6ltwe4+gJ6qx8cpMXqVCI4143bERZbY62ZdpumSm1Gdr5k33qv3I7dUiu++oSgoBnt9/oOg51MlVK9vVwlcirN/OhLfU82my95Ds+QrOdVFdlSRb8Glet52eHZuIGwJjnrt6C0O7NykPJYDnXvg5eqIaCuNTaIYyuSkjPmZH0HThYSV7pKZbVF97/Q389GcvYTXOw+0/RduyCzl24iSxuhb84R5CZ5xEwibbe6psMS+PUyZHpWRAgInRITQrUdYLNHmhLsepMDZKZJ2nDZYm0nv3HyAMAhJWTB2D40Po5onFYly1epUyAZY9hm6oETjjysPLbJhLbESUg7qhRuQViMKQRLq25Hq/RnPRd6pw9oSaS/IhBIaFFniK9lc6ljLpCSbGVN+SnMPSqFc+IJCkRUlHHHjyblwnD4GPnhCkwnSqqoziONkzrm8oy1tvHkJPCCx8ujpF1vFpXr+dvl2bwXWIzDiBkyOWrCGYyHLNVZerfZVSG+U9NtnQO5sbn/LgpfQBBlD2MGPygwz5/6WJ9xv5N5hfW4D+ELwINAOGppZjVaISlfhwxQeSOvjpT3+aXC7HU089Vfb67t27aW5u5iMf+cjbbh9FEbfddhu7du3ikUceeU9JlvwcgMsuu+y9HXglfq0RBIH6pxKVeD8h51E01AtrYzCvWGJ8+VL4pCgbi8+aj1nbhFXbREPLQpavXqM8ntLFciBLj9Rrfd2dhIUJ4aWTz3Ht9TeI3qJZ82levx38qXS4a6+/QZUPakXvJu9cF1ZmsSK8lfZVyfIkSxe9WlZ1LaSbyIe6OkbpgSQXtm6x9v/A64cUrVCWWYWuU0ZBa6pLM7/W4KOXf0QR2J595ml0r4B/rgvNKwiFKTJUr0vpOaUz86hpbVPHACJZMiNflUKWnjuGpaiE+VDHrG+lZ+dmiCIKoa7GdtUl7WUkv9kbdhA5OeIpsfgupf2tuqRdIeelbxFWAuwqmtZuw0/NUuRCEAtmOXb7XjkAnC/7yF29hdB18Ed6CZwcVmaRgqOo62bGmTWjuqxPra+7k4En78aMfFauaEPTYxi1TYRhxJgb0tfdqcrfpC9ZAVP0A2qaKFE3baIwpP+pe8hnR0Tfl+8y+7aH1TGsuqQdTdMUPU/+Tf9T96AFIkm3bZtEMik8wooUSicvFDLbtsnc/hhaXNAdJfEvbccYePJuqi29bC4tbFvK4ralNK9/sIz2JymFMsmaedO9xJLVZcTMprq0KlFMx016dmzEGziNOzai+vQSeogWeEBE5HuYTYtU75QkWsr/nkz9y9xyP5ot1FazoVWUG+oRznAvhf6T6PEqMrfcj24nef7Fl9l/sIPc1VvK5vC+Vw5wYnC8OA9ESE+2prXb2H+wQ81xOTeb6tLqesu+zNJ7tjTpWnVJuxqDUT0JIzFo1CGuEVH5favEf0xU1kofrvi1JFq///u/z+/93u9xxx138Nhjj/Fv//Zv3H777fzwhz/kG9/4Rlnt5Pr16zEMQ5FwAP7kT/5EqVgrVqzg5z//ufrn1VdfVX+3d+9ePv7xj/PII4/w4x//mO9///ts3LiRr371q6xZs4ZPfepTv47TrcS/Mw4dOsSrr776rjzQKlGJt4tDhw4xvuYywq5OeDQQJYRDvYIANtQrFkZrt2HOnAtWQsEP5AK9FPEuX2ua08rsDTvQNJ05G3e10jH8AAAgAElEQVQp893gXBe9OzeRTlWVJQtywWhGPgNP3k3kTDDw5N3onlMGIihNTOQCbtUl7VPQ6mMFXzXzAyop04qwDnkOkedgjPcTC110UMpPfEaGvftf41jH4SnK08K2pWTWbWNh21I0M44xo5nuB9fiFFz6ujvVOUkEu+xD2vfKgbLPfunAm+q1/Qc7CJwJenZuJizkId2E23sEopDIL5BZ+4BSMkqTNGmgm6iuUVAROUYNLQvpG8qS0EPm1xrCjHnXnZj1LYT5MbofWoc/0sdbb5xPOuXxnRzxKYQ6EClwQuq5raRTVSya14KhaZDtozA2yvLVazAjH/NHX2fJvNl886/vKetTkybWTXNaef6Fn4MZxx/uI4pCYumZZHPjZea7fd2dRaPbTQSB6F/SdB0CjzDbTyItcPDxlLimZuSzfPUaANHXtXMTXv9JmurSXLV6FQsaqqiuEgmFZ9eQdwOiYi+hrYcYM+cqyEvfrs3qsyWif7DrGONnjiiVVM6l0l6kUpy+TK5k+Z4qc61LM7R7E11nBM1NWhq0X7QcTdOxMovR40llEtx+0XI0OykSac8h8guqL7Gvu1Nd+6a6NHtf2keUnIHbe4TImRD0PzdPQg/xz3WCO4FlGOreCZ3x4lwbR7OryGdH1FjKcENNmYvL6OvuJBg9S++jt4neruIc97Tz1Teu74tjmQZoIO/1/Qc71P3eOm8B/33F5dB+OQyE8KUUWHrl960S/yFRWSt9uOLXViP3ve99j5tuuomvfe1rfPzjH+fll1/m29/+Np///OfL/k49iS6paPz+978PwM6dO1m9enXZP5/+9KfV32UyGWKxGP/zf/5PPvWpT/HHf/zH/OxnP+Oee+7hBz/4QaUksBKV+D8orLFBYusNoWbJpvRHAzjTxcNv/bz4xL1TlIuVeDzJmLzglE+15YLOKxTwNIPCUA+F/lNlpX2lT8DlojxZW8f81jlceflHyvy7SpMyGTLhkgkQ2T6lZESeo0xhO0+dwIx85SEl1SGZJEp/rMGuY0RmnMw6Qb4DlEJl1zUr7yZJJIyNdKLHqzDq5pSpYVKZiDyH3NVbKBRcRbzr3bkJ18lTKLgM7d4kEMFVNTSv20ZVbR3zaw2luiTTtQzv2cKRw2+y9xevc+TocZWkzbhxqxoHeUxyjKZLiK+69CLm1xpcfcVl2KkaATmJV6mkUyas3rkuMmsfwIgnGd6zhbih0VSXVopNaMbxCgUiK0Hu6i1lC+3JUTo3hB/UNtA05ZGFGVfHDkI1sRrnCeKgFReKnFdg9oYdLFwwn5Ur2kg9t5WVK9poqkur8+wbyrKwbWnRhyqllBiZ+GvxlEgaYzGlCq66pF1dJ8swBAnPtAndPF7fUbrO9ExRHksVmtL/llGaXJUmac8+8zSt8xZMSYj3H+xQ6m3gjCsVaf/BDqIgoGfnZqIwZEFDFR+94jJ1PpIq+OwzTys1VDNttFgMo75Fzd1C/ykKQz2qhLNvKCtIoeu2ifLcGc0k0rU01aUZc0NOjvjsP9hBWMgLv61CXh2rpxlk1m1X6mlwroveR2/DcRxOjvi8dOBNlaBpZrxcsS3OheE9W8iPjZK7egtPjffyT+eO8b0XfyAe7tg18GhAaFos3nLHe/oOq0QlKvHhj19Lj9YHNSo9Wh+sOHHiBL7vYxjGFC+QSlTivcSJEydouvXzGGMDWGeHYM4skWi98DzEI4KJiLgxGz0W46qV7VMUnulgErJnQ5ateee6CJ1x2i5c/isBFUO7BSnu7fqdJvdalf5bwgWkiezkXq7eJ+7C1nyyvafe8fjjMzJEZhzNc7jy8o+IBaSTx6xrngKzkMcve5IGu45NgUOU+o+VenOVAj56HrkV3Ypj6dG05/DWkaOYdc2qp0f2lPn5HJnbHyvridn3ygEcX4AG0qkqBSgo7VGTsJIgn6Oqtk71JO39xesYdXME3MGdwEikIN2kfKRkT1vPjk2EhXF0O0nc0Ki7eTvWj/+GH353N//187dOgY6A6PGRn4mmiX69MGTxogvK4CR7X9oHhkXoOswugjdMy57Sf5fOzKOASeTk+Ojloqxewhf84R51vd+uP06+l887wl9qqAc9FiMej6vrBUx7PtPNH5nYj48In61qS2ew65jqb8KwiBtCJaq7eTs9D69HsxIY9S3CQLlujgCvFCbQ4ikyt9xfNt+m+8yGloWMjuXQE9WE+RyaFae5BC4y+ZiC/BixZA1hPkuypq4MMNKzczO4eRLp2ilzVPYHSgDN5J48o76lrKdx/8EOtY/S++XI0eNous5BzrB4Y4LwwRz6DB3GbPGw57oe3H9poPs7P678vlXifUVlrfSbjQ8kDOODGpVEqxKV+C2N1joIJ2AihKQOt9qC+nX8CNyRInooR6ruCvyhbq669KIpvRYykRnavUklSRIKcKzjMKEZxywuIjNrH/iVydNkwt10BD8Zin422CkogLvuVOANeYyl+5fJgzHeP2XB+naACiiBfuzYSOgW0K04cQOVsJUCDxa2LS0bE0n/mwwXgKmkt9LtpktQso4n6IKP3saiJW0KJjAZ4lF6zP1P3cOCBmHAOd3xqKTq7DE00yYo5LEyiwVlz3OIx20cL1IoeFm2li0EhIUJ5tyxk56dm9E9R8EsgDLaZOn5PfvM0+evXTFhLCUH/v/svXtwW+eZ5vk7NxwABEGKFCWAEqmLdaFkyWa8lmI5vmTdrkyn7K32JpveirvdDik7Viy5Y6+3ZnZ2ZtNVqalU726pnIwlRe1Ykt2ednf1bDbe3nYu3d50bPkqud20JNuyJOtCUgQlUhQJggAOzm3/+PB9PACpxJmk25fBW5VSDBDAuRH83vM87++JltznMAjQAo/OB56cAwJ56dA/EQYBeA5r129QDWS+7BK6FXRdw5kYuSJZUh6r0+MzeJMX6NwqwBm6V4FYHK9cRNM0jGoQd/T19VAHec7S2eUqYLhz627V7DQtWaNuOljtXZgzImi2XC5jtner0O0wDBW5UDZAsgme75qRjVa+7GEt7MYdP4fuVRREpKm1Td24kHRHSaiUs1iSJKjZSdXoNcf0mqa8FOgKOBMlVUYJj6EVJ6w2zpm2NC+9+gbmwu6a3+nR4UGh/KYz/PjCP7Ky2aCrUISsBuMhxNKzN3t+BZCnUY1q1Me7PpYwjEY1qlGN+hetoCiaq1gArT486YhFTjmEvQUoh/z4wj+S7Xt8do4mYuGLzj/JEFtpV7ObhR3OHT+HVinNsRzCrPVPZiQ5VftdvSUrWhK+EIahsOOVCuSe+iZm29IaW1Z8QZbXBt5Fq5RY0WqqBaus6CxV1I4oS+ZSXX72UQKnRGzRMgK3TKXsqPefdnwFPCjc+iiH3hqYnZ2qWhRHhwevuEieD/BRf4wyS7uxFi5j7JlHuHnLZmV7u/ysAFS4jkO+MKPgG1HYgpwlmnh6O16pwOiBHQyePS0sa32P444PEpoxMn0iU8sZeR/csvqDpxkGVnuXymUaHzrFLZuuRdM0RvZtx2rvIrRsNZdTquLntVicl998mxdfeV3NpNUAT3yX1Is75zRZ8txNV4Jqfpup5ucqgVYDg+jcugerrRPNbpq9HpeK3DcME6r2tfksp/JzRocH8cbOEbhlYTcNAoxkM5m+XRiJZpZs24eRbJ5zPcr31KrWR2kz1Kw4eiyBtbCbkX3bVfOZ0AOR71a1CVqhR9eSTsz2bsiPkmhuwWjrInQd1cDIXLX6Wcb6/SkFusqNC5ySIBxWSsQWr2DB3TupBFr1Gp4ht387zbap9kez4mimjWYn0SolvEtDmG1LVZN1+OhxocSlM+jxJjrueQw9FleNIAhLoJFsJtu/C8u21U0DK7MarXiZmGkqWIecXSM/yr1f/2u+2Hk9NKVFkxWE4vuo0WQ1qlH/VVZD0WooWo1q1KevoopWPAYWsHEzHBmASh62NXFqr8O1RrdSTeZTCKQ9SSparmYyM3lJYKRL0/Ssv3qOShPN+5HkNNIZ3NwJrKZ0jUpT//7TM0VCM4bV3o05c5HQLeM4leqMTVkoXZF8Jr84reyA5cs59Z7Spqa5jlItYBZ37beKhbC8i597+mFCr0Ln1j3C0rZwGd6lIYUyl7bAqCo1H/46qs7UqyTzodbnyzqSyoB3aQijZZHK+/JLhRrbWnQbpKo18fR2KoGGVy5hd67BHR8Uiki1GZA/d/77feh2U81xq9+uk+8fJ/v1H3D52UexQrGYlpZGcbxcgV23RciwtHtKW2VUsZEK0cjereoakPNF0WM2cOQYeccjcEromsaadevV8Tn42iFCM0ZnVRkClK1UHleZuyWtclZ2jbghUMXOu5pJcWoC3U7SbJtzctKi5yRqkdu0sacGi//5m7ao8yWsgzbWwm4FC4le0xKk8assivJYXUnR6ty6h9zTDxOUptETzYSlaaymtMqzkkqWQuhXZxJz1Xkwy7bZ0ru+BkOvFS9TmZ5EjzcJPHw8hdnexYpWMZ93ZtITDWP1fEVtqsq+W7UXym1Q+3DsBUE8/X4BvpFq5Gg1qlGfkmpYB3+NajRajWrUp7y620RjtVCD9Cqx0Kk2YfmZgGse+NEVbX9XssDJjK2RfQ+Sjls1TZrM2YqG1MrmS4YUR5+L2uEsZwrPD+aE2Zamp0SD9fTD4Lv45Rn0eArdLavF5Mi+B1mz6qo5YbJRW51slkb2PYimG8qWiFvGtmNqnqdy8SyGnRSQkKakWrhKG120SawPcg6cIku27Zs3dHd471ZMOzEnJDp6HOT2jux7EICwUkKPp8j2Pc7I/h1Y7V2QH1XHL5r/JLcvs7SbEyc/IPAcCEOaWhZghR6uZlIu5IUtLxans393zbzPfE12/QwYwMtvvo3vlAgBzbDEjFkk2FoGWOcOPETgFMGw0EOf1Wt75rzXL5sDlPsi982dyWNl10B+VIUi14dUv/TqGxCxtQZOEc2KEzhFeq7eoBpBGaA939zgfLZXmelVqvjohoFtULXtbVeZXprvEk+lle1ONuH12VVXyqCaL1C4JoMuniJ0iqSbUzXNvwy51qw4rt2i8rpks262d6l5SjPRVM3dsgmcoprl8ltnm/Hze7di2AkCp6Syx0Yn8qrpktd1dDavqbWNF5kQAcXDF8CrgFeCEPA0WLe6oWg1qlGfkmpYBxv1ia0zZ85w8uRJzpw581FvSqM+4SWvpTAowrYmgVh+7yS06uBMQcVlKl2bESVJYtGsnRpr0/Aguf3bCatWJWvhMjJLu9UC9+TZIfxSQS2SZUnqoOa7SoWSn5VpS5Pbvx13YoTQLSu6W7NtUKj4IssqnmJk/w5sXOLxOLHFK+ns34WRbCYoz4g79q5TY7uSdj2/OK3oh2HERmZXP8dsW6ryklqaU2jFyxiGQbZ/F7HmVkoVH9duIQBcx2Ha8YkvyCr0uLIHLu0m2/c4eqKZ3P4dCiN++x13UZqeYmT/DoyEsK4dPPw2C7tW1ZwvaQt0Z/Lk9m8nqJQxWzNousHN11+jEO7upaGaYxulM0r8+OjwIOg6sY5lLP3GfkrTUwoqkv36D7Ca0ljt3eT271DvVZ/fJPfv/312H22Ls+q5F55/jvKFM6xdtx47uwZN14VlMJ7i8NHjisyYO/AQZttSrI5lWG2dxFPpOTTB+eh+8rwl9GAW12/FxfVjJxXSHiD3xP2cOn2GdHa5alY6H3iSoDyj5pF0OylIh1UK47TjUyo5EEvOyUmTpZoKM6bmkEBkesXiCbL9u3F8qra9Irmnvgmuw+q1oqGO2kxl0xRF+NdbBOuJklErZMw00YqXQRPWzUS6ld5rNgAo2qatB7Tdu1vEGhQuMHpgB+5MHnPmIppbhvwoQXmG2OIVwjqZbCbbv5tYqlUdA/KjWO1d5PbvwLATZPp2YXYsI3TLHD56nJPvH8e7NEjHPY8pu6irmWT7HsdoaqFrSadosr4wIpT0ZgceTIEPpOPQluXM4/saf98a9Vupxlrpk1UNRauhaH1s6u2338Z1XSzL4tprr/2oN6dRn+CS11Lv7/0Opj8DTiDuLtuasPF8vwCbboW//XmNvW9Fq1lDz9u0sUfZkaJ3/6N36aMqRj1JDWrtgZuv6xWBwHVUuUNvDVAJNEXne+H554gtyKLFUwSlAomEPftapyIWwe3CqiWpfPOpBFHLX9TStfm6XgUDSOhBjYXs5VffILBsgnIR3U4oGmAQIpS8qqKX27+deHzWIiffu1J2atSlwq2PMrzna6AZ6DEbQtB0DdsQc2nFyQn0eBNBpaRgBKVSSX1u+cKZGktmvd1NHuPXBt7FdRwsW5D8Kl41N0s3yN77XYa/3y/ADK6DBkqtuJJlLnfgIZJGiOv7IvxXC+aoUQKMYhM4JZLJRA1MZNrxCCplEom4giZIpU23bG7Z/Bn1PvNRK6WCUpmeRIs3EZQLGPEm/HKR2OIV+FMXyPbvVnAQeS3WUxgl1MRINgsL6/g5rIXLlMoj6YxRuqBUUeuVrkNvDeAEOmbb0prfldEDO4jpIZVAw3dKWB3L8C8NsXptT60aXEehlMpQPXhFHhdpuczt307g++C74hwGobICRq/j8aFT81paRw/swCvNoMebCMszxJpb8YvTxOI2mhXHCr2aY5Z3fKWAZfp2cfGH38YsXMDXY+p7Qip+lQtnahWt4x8APsR0sG1hHzzgU164iEqqnTP/8cnG37dG/UbVWCt9tNVQtBrVqEY1qlrv/PglWLkavtksmqwQ+N60+PfIANy4jm+99vd03PMY7vggJ46/R3FygtyBh5iZvMTBw6IBqr/7Xw97kLlFMmhWZuyAUF1kEKps2rL3fhdzYbdSNrqXryTTtwsvtZjDR4+Tzi4nDENCT1Dm5EK97d7drF7bw82belnRajI6PEg6u5yDrx3i1OkzHHproEY1kDlScps3beyhe/lKtTglnRGzJ9WfP/TWAKElbHVGMg1eRS2iQ2dGZBCVZ0SemO8r4MYLzz+nwmpX9ayDdIZ8YUblczW1trP0G/swWzOg6wSV2WBYLd4k8r2qEBAr9EjHLcaeeYRUTITZu5opzpFmXjF3bEvvetCg457HyJc9Nl/Xy83XX4M/M8Xwnj70WAJCREi1plGcmeHg4YE5OVKhW1YQkgomC/u+T2ZRR01mU1RJ6+zfjZ1qIWaatHT3kM4uV9lMa9etJ587q64Traq0dW7dw+GjxxVMoR5akmlLq1DrtVdvoLN/F5puYrQshqqKhlepgYPIbcos7Vb5T73XbGDm/AnKl3MqcDkdt5SCYyTTNdCU0Yl89Vq3ufzso3OULr+1G8IAY3JQZa6lXtxJTA9pu3c3hmmhJ5oF1MWwVD6azJXT4ikyfbtwfNGYS2Wo457HsJtbVFMmg6bl75zmOuiGidWxjGz/btA1Ou55jIOHB8hPF2rChOcLX77p+mtpam0TOVvxJB33PKbCuRfcvZN82eXM4DAvv/qGgHD07yK2eAWh65A78BDe2Dk2X9dbE1odBgH+9CV0O8GCu3fyh0s2CGtyz1XwxylYuUrMhT7hg1Mm7gwRmx7/Z/mea1SjGvXxrYai1VC0PjbleZ4I19Q0TPPKYaGNatSvKnktGXd9Af2fDgsYRhgDrQJOWdgJ987AtiZO7CmxUe/GL+ZZ+uABRvZvp7N/N7mnvkn2a99j5M/uI9HcUgPEqIcQyIreTY/Ofck5pdwT9yvkuAbc8rkbauY9QqdIPBHHSy1WsyZyJmS+OaJ0djllX8NsWcSiL3/rl6ob82HIc/u3c/OmWXXL91yMttmZFj2WwLJtBZqQalpQLqLZCULXoaU5VZMDJdWlMLmARV/+lkLkF/OTAGimTdwSmUuaFWdm8hJ6PKXQ6vUZT/Mhta+Er7daM+jxFOaCTqX2tXT3UK544lyqnKwmwsAntmjFHGUHUO9vhS6Llywj09aMpmlzPne+SICLP/w2/qUhzERKKXBRSEMAStXxW7sVdCQ6+xb9HBBNiVT56ufx6kse/yiAYr6stumZIqFhKVCGfFw24PL4zfe+MocqqqBKVTZwSmh2ktD3axD6ElbhBDqB57Lk/r2kXtzJ4NnTeKnFmIULqvGRuH/5/i3dPXhNi3ByJzDtBH55BmvRCpEPZlpk+x6fV02W2x2dOYsqbRID746dE1CYKjgDXYNKmXgiPq+KHZ09lNv6n84fm53RiqLcb1wHXxghfNIhvHYLwf/z942/b436jaqxVvpoqwHD+DWq0Wg1qlGf8qoucmqIX3feBgOvQsWFmMVLRYM/+vpfi4F+TcMvF9HtJIFTxIgnFVEuCmu4+MNv440PqhBTYM5CNmozk7Y6uZA8/4NtxOIJ1URFGzS1IPWpsQfOV3ZbJ4FmEHqusOV5FXSYk30lF9wKTLGnDyOZJiwXqEyO1gQsdy9fqSxbUShDpi2tFtqSfFjf2Mn9lRZHzbJVhlJu/3Y0rdYeCbPNaZSkV28/rAcRzAeNyLSlefHgq2h2gqBS5vM3bVFNwEuvvA6xhIBEXB6pNl0PAprImaraIeeDQkStbPX0RfneEiNuVxtyQC3QAU6eHSJ773drmgFhL/TJRhoR+RkS6nCl7Zkvn0va72JxW8EuZEOoaIT7HsRszahGUDZjMJtJJm2G89E45XGoz9mKnke5L4q2OX5O2TVlBtlsI+vV3Lh46ZXX0eIpdV3KMtOL0ONNKgh68OxpZb9Np5rmQDSix0ueM9nwl/KTyjZan6Ul9z2ayzafdfjYaz+vCQAvf26d+E65zxZREr03zoIv7rwNJnINGEajGvUpqUaj9WtUo9FqVKM+5XWlRU7k8dvD2SZBBZ1WKXLRuZWoolWangLTpnPrbjWrJOe6upZ01ixEoVadkZhuK9JEzTeDVI8Kl4vIqPqlVwf3o9sgiWtRLHX97Nap02fI9O1i9MAOVq1cccXGUDZE8nXvv3NMNDJOCTPRpJqmaEMXnXHrWtLJmUkP99JgNbNrOf6lIUW8k6CFerQ7+VGlnJQLeTBjNNtmjeojF/LepUEVhguo+ar5Qp4PHz1OKT8piIGWTehWCAkh8DETKW66/lq1PfOdQ9mIyuM1ePY0TmiS/dr3FMFQYskDp4hpGNx042d56dU3qvN20yQScYU9lzNlW3rXz86GPXE/th2bc96jqpSrmTX7EbgOS6uKTOB7WG2dNcqNbGD80rQIZN63HUIx5+QXpwkAzJiY3Ro9qdTDfO7svCpt/bZEA71V8HK1AQ3DUIFMcMtqLjGqMnnjg6RTTUxXgpoQbvk5J059UFXzthM3qfmsK6m9cs7NuzQIXkUd01KpTOfW3erar0fsy22rJ3hGVTwRIC3Q896lQRx3GOwQSiF0GTBhw/KuuepWoxrVqE98NWa0GtWoRjVK1t/+XCxy3joEy1KiwZKPv/oe/O3snNXoRJ5KoAmKXCzBwJFjbNhym1oAdy9fyfjQKaYGj4vFoudw8YffJvB9yoU8Y888QrkgGg4n0BV1bU5gb3UGypsYVo9VPA8vCJmaLnDw8ACFWx+lUPFxfA2vaVHNDE++MIOR7iBEqEOpF3dy86ZeNS9TmZ7EHR/EKUxR8Ty1bwu7VqkF5E3XX0vqxZ0ETonT4zNUPE/NKMk5ne7lK9WiVZIY9XiSzq17iC1ewaqVK2rmj2SIcblc5vwPthG6ZbF/+VGRCxWLq9mdsutTqvg1+zU9UyRMLsAdPUlCDxg9sINifpLQiJHt301mabf6WTmTtaLVBK8iaIpuuWa+qn7uSc6RVSZHMaqQD6ujG92yMZpaieninuNrA+/WzAdFw5E1K64aQnme/aKgKvrFaW6/4y6mHZ/OrWLGzUg2C8tmqgl8j1h2DV5qscqWkk0WQGl6ios//DYA3ctXKqV0w5bbWNi1SpEt84UZRaO0qvNeumWT278DzS2jG4Y6znKmLJFuJfu176FpGrmnvom1sBtNF429kWym84En0XSDFa2mOk9OoCsyZj2ZUJ7zacdjwd07cbDITxfUnNNrA+8SGsLSR6Wk0OlyLlE25pgxMW9m2uTLHmbbUtxLQzWWyTOTHoHrCEXUF1h7V6u1S803tyevvWz/bsxESpEJJX0zqJQ5dfw9cvt3UPbCK9IgR4cHyR14iFJ+klPH3+O1gXfJlz06t+7GuzzCz5xRiIWwLQXxaoyEhVDSK3nx79FDH/ILq1GNatSnrRqKVkPR+tjU5OQkQRCg6zqtra0f9eY06hNc8lpqvvsurGOHwHFhewoO+LBk7p1mNbs0dg7NTmK2LcW7NIjZLu5Y2wZz7tj/4uCrymIIoQgxLuaxm1trQlTr746fmfTwLo9ga56i1MkZFO/yCH5pGjvVglucVgHFMjg405bm5TffJtMnsrNu2fyZOTYye9HyarbRdoGMT8TVLJAMbpUWKZntJS1t0bDjaKDtyfePYy5eRSV3AsNOKCULqLGVSWth/WzZobcGKJXKYhbLdVhy/15G9j1IIpEAqipUNJNJ0wjDkM6tezi/dyvJCCGwvuqtbdK2GE+la2hyUWUoqjABogGaGMbWA3Gsqv//ums28H//5Z+j6zo3ffFLipwnXxur5lpFLXgnTn4ggB/lglLJpFJaGTuHFga0pNM12xWlDLozecyOZZiFC3QvX1lVZUR486Ivf4vRAzuwbZuZyQnQdXTLBtdB1zSMZPOcAN5m26hRSfPTBYgllA3v1PH3lAXuphs/q6iDGDHVCNarRvJcV8ollSMmbiD8aipl9LoRny1mFpd+Y78IWnbLVKoh0lbLIjRbWAYlTVIqylZmtVJtp2eKc1TP6LVxJRJjaMXFTJYGmu9y85bNV5y7vPjDb+NNXaSzf5eAq9hJgkqJM60lukozYq4rlobBiVnF/P2TIsPvYkBoa+CA99kbsX760q/zddaoRtVUY6300VZD0WrUJ7bOnTvH6dOnOXfu3Ee9KY36hJe8lvyxYTE3YWjw+IwAYZw6Ie4050/BK7NJIosAACAASURBVL+AjMXfOmPizno1yNQdPyfIeFVbWvfylTXUudGJPEYyrZQL3W4i+7XvYSRSNWSy+jvtmbY05sxF/GIeJ9BVntSmjT14E8NKdTANHR1UplbF81S2l1Sj0nFLZRPdfsddingXVISqQxiix1MCYJEfJdu/S9Hagmo2kyTXhW45MsuUxHdKNYS/eCqNNzHMkm37AKG4QK2SMDqRx3UclU8VXZxvvq6XWz93A7bmoYc+l599lLgpaI6l/KSgGJaLjD3zCKHrkO3fTRgE5PbvoKU5xdTg8ZpGKUp2jCoQLzz/HPncWeIpQdObdryafKyW7h5eevUNrMxqTF3j1s/dwK2fu0Ecn77H0aw4K1pNlc10fuyy+k6Syo4eE9RIw05gzlzEnclz+dlHGR0eZPDsaRLJBLdsupam1vZqbtiAUkqNRDOabsxp/qKUwUS6VaiqVlypMmZ7F+7YOXL7t0OlTNeSTpJNSZZu28eaVVcJla46WyQpjno8RbZ/l7BjIjLPxodOsWbdejr7d2HZNpm2NKt61pHt38WqnnWz1MFYQhEcDx89rs61pBkeemsA0hm0wMNyprjlxs8SlGcY2b+DoFxQWWihW2bgyDFGJ/Js2ijy2gaOHFMkQvHZu9E0raoylYT6Vy3dTtLZvws0cd1mlnbTtaQTjBjuuMi1mq4EmItXEVQc8mVX5YpFr43xoVPq91GSGOV+o0Hn1j1gxuZYTTdsuY3R4UFFdwzKgrwJIVYsxi+MabryxdomC2YV8y23wLQNFmgLNbR4KL6TGtWo36Aaa6VPVjUUrYai9bGpRjZEo35bJa+ltf/zgzRXpoVyNZETNp4qbZDvF8AAvp7i1F6Ha41unOnJKnlQ3JWXdjE5gyJnppzpKTzfV3e19ViCwCnS2pKuuaMenb2KzhcdPPw22f5d5A48hK0HNVk+ch5FZkiJnx9Qc0gSpjBfXtD5H2xD03Vh1bMTWAuXYc5cZNPGHkYn8hx/52hVeZvCSDQTOkUS6VY1G+T7AbFFy6hcPIeua6RTTWoGpzhTxEim1ZyPxNlHZ8uiVDpAKQ/zAT3qaXDe+KBQ8J64H8wYeBVFw/tlQIroe0nl4sR772JGspxGhweZdjyy/bsZ/v5WDDsxh/QXVR4l6AC3xLUbr+ZyocyybMccZUdCNoLyDMmmZA0sQaqk7sQImu9Wf66AbjcJAMcVFEmZwYVX4eYtm9V+RwEl85H/5LXmTF+eV12V8I56cmL9fKCCWIyeVGAKOVclz+/ogR0YplVzXSsK34GHMNIdioLpjQ9iLuyencOqAkBG9u9Ad8us6lnHqePv1QA4osciX3YJKmUMO8HNm4QadvDwAIHvCzVt7BzEEnPIm/XXm9y+qHo7OpHn/ffexepYhjt2jrXr1s+ZzboikETLCwCGVMslcCc6FwoKkhF+v0BY0Zi59jqaf9GwEjbqv7waa6WPthowjF+jGo3Wx6vGxsbwfR/DMOjo6PioN6dRn+Ca91rqbhNKlhMCGlih+P8Jg0NaM79/7zNqAekXpyEWJ6iUhcK0eBXkRzECMSMy8mf3icXj2Dm0WIJs/y5ll5tvkP783q3odpLmmE7F8yh7gq4XBgFGMk32a99TCzozvUg0NMU8Xv5ija1MzvPMZ4eargSEgS+w7VU0fdTCB7O2wtz+7ay+amUNCODkB6cJQ+jcupvh7/djJNPYuHQvFz8nsffn927FiljbJK0uum2yKbj4w2+jFS/XbEN9yQWwhBPU4+tLFR/dMLANQfKbD1wwdH5EWC8vDWG2d2HOXKxpQuKLV+B7AhIh0fb1jUq0YguyqjlYuWoN5d/513NAGJm2NAffPEK273FyT32TeMycgzyP0ibl9oVBgGZaBK5TQ56MUvIkdbAewFAf7FsPypCwFRmkq9ch+Oubh9vvuIuDbx4h9H00w6A5ptfALeQsWfTnpbUwat2LkjYlxEUGcFcCjUzfLs7vvQ/NihE4RXS7ScE4Zs6f+KW/y9EGSd4wOPGemAHTDYObNwncf6nio+k6cVObY2uNRhtIyIcseeyijWz0Wq4/zrJRPaaN0NWniRs3dlxkZkVw7jzpQGBCmwPjIYFm4278DPm/+FHj71ujfqNqrJU+2mpYBxv1ia2Ojg4ymUzji6NRv3HVXEt33iYWP14FWjT4Zgps4MEUtCZh5SrWOTP8w3/6H3ndnlEBr4ZpYWVWE5oxvEvCpiQBCRIYkEi30mwbjPzZfbgVh5defWOOVXDsmUdESHHf45QCHc2K07l1N8l0K02tbZgLOskdeEg1DmZC2BB1O6GsSytaTfziNK8NvMtLr7xO4dZHySztng1NXtotwANehZF9D+IX84we2FHT4Nx+x10ElbJ4vjzDiVMfcH7vVmKmUDs01yF0xfNmPEn23u+iWXFOHX+vagmbIbd/B4amsXJhE5uv61X7RzojlBCERW3zdb3KbvXLmiwAK/RUOLHcH2nbqgQaVlunsJdVj/3m63qVwnDw8ADvnzjJzOSEarLIj2KFXs1neKUZ8D28yVHScYvUizsVuERa4+Qx2rDlNgVp0GNxxkfPM/Jn91H2NQq3PqpAGKMTeZpjOrkDDxGWC2za2FMDUXjh+eewQg9fjwkFdGK4alXTCMoFQq9CpVwSNjxmbZihW1YB2KFbVnY9VzMhncFINisog7SeytcePDxAaFhi26vgEqtjmQKJ1IMtDr01gJHuIPAcsn2Pky/M4NotAIwPnWJL73oFOWnp7lHb2vnAk3iXhiCdUcdjeqbImUFhi8vnzlK+cIZ87iypmMH5vVvRLJvOrXswki01MI75KmqFtUKP1Is72bSxRwUZ63aCtWtWc/MmQcXcfF0va9es5pbNn1EUzENvDXBm0uPg4QHS2eXETFNdt9HPkc3U5ut61bUchWoMHDlGOrtc7b8M2s5VTKFiXX8LnCvMUgXbsvAfCxC4wqqcXgV2HP0BE7twqfH3rVG/cTXWSp+saihaDUWrUY369JbMzLrPFjNaFuAEYGkQs8Qd568bYmHUoYt5ipFCTfZSZ/8uRvZuxWpK12QLyYDWmB6qfKyRfQ+CpqO7ZcrVgf76rKVY3FZWwfx0Aa2qdNXb2OqzipqWrBEZVgceYvXK5TUo9lJ+Ei0Wx2zvroEzSEJeNB9oZP+OeW1W0WwqCVTQ3HLkddsJfZ9EzJijCLw28C6u44BfIdHcMgdCMZ9lrT7nqD6T6cykJ+xrmiYQ5k5J5R9F1cKLP/z2bABzFesuF8RSvYhV6Xwj+x6kMibmGuy2ThVg29yUpBToeKUC5uJVNQCUUqDjBSFmaxbyo3NypqJVb0GU52zsmUcwggpearGyM558/zjZr/9gjpWtXhErTU/R+cCTTDy9HV+P1eSYSaS8PAeVconYohV4lwYJnCJaLDEH8iDPheNUCE1bXN9VMInjOGT6ds0J/40e66gdM6pknfzgNNn+WUUomj/lpRajmTbu+CBBpQSAYRiEhgVehXSqqeZYRj9PXp/xBVm8IECPxQmcEl7+4rw2y6h91fMDlXtXbyeMRgTUxyzIcyyjBmT49uiBHer3fbhwhuakBnoSrukVdkEJ2Tl9CrYlBXznXKGRpdWoRn2KqmEd/DWq0Wg1qlGf0rrzNoF0D8qC+jVpgGFCnzFLHpQzFBM5Ach4MEW4p8DZWIKhGZ8vZjYJ1HizuMMvm4FosOyCu3eSe+qbhOUCup3Ac0os3bavZgEsiXsit8khll0jsOTUBtlu2tgzS+eLxdFcp8YiNt+8l5qLefph4pZB15LOGmubXHSe37sVPdGMPzOFXs3B0u3aRXh04emOn8NszdTkG/mlAvaSnjkZR7LhO3h4AKNlMYu+/C1y+7erpk/aKeW+5p64n9Vre1QjGbUCRpuB6Fxa15JOTo/PoJm2IgKWZopo8SRBuQig7JY9V29QOWGyYYhaEKUKErWSzTYw2wFqPleSBuUCXza0bu5ETfMNzLHmzZePJgmO7qUh4kZteHO0FKGyur8yw00GOoeWTVARVEmp0sgGCiuOX55BtxNQKZNuTqlrYnQiz+nxGQBxPKtNpXyP+gw1YDYbrFLCMAyciZE52xtfkCWw4mpezcEie+93GT2wg8ApCSuuU0LTdLSYjVm9VqS9NGohvP2Ou3j5zbcJKmXVhNmLVijyomyoX3zldTFfNTFCImbg+OA7pZp5rvn2J3p83fFz6vdAKoNS2fIuDaG5ZfxQNFe45dkg5aXx2YDi7hWzdsH7bHjCFzlajcaqUY361FXDOtioRjWqURM5aHZEkzUeQjEAF9hbFP/KBZCkg5kJ+MsioRuy4j6DrB1CfpTOB56ka0mnyqjKtKWVfalcyAt1aEEnIWCYFoShou6BsHR5qcWzeUfxFO7oSZXNFJYLXPzhtykX8rw28K762Wz/boxkc40VTVq5XM1UZDWZCRS1rknC2uGjx3GmJ8kdeAjNssne+130eJPKwdJ1HTORYuDIMUBY3RJ6oHKvRL5RjIrnETpFNMvGHT+nbHlRCh0AXgV3YkSE4XoVZbc8fPQ4o8ODhF6F8z/YBmZMZFD5cPnZR5UVsH7eyC8XyT31TUr5STJtabyxc7iXhgR6P7UYLd5EZ/9ujEQK3U4Iu2W8icKtj6p8MYkW33xdL7ppke3fzcE3jyjLneVMsfm6XhJ6UCU8mtgGKpdLWu1uufGzrFq5gtCwMFoW4+ROEABhcgH5woy67GTe1tD5EW6/4y7Gh04xc/4E40OnFAEvDALcS0NY7V01WWWypH3x1PH38C4Nke17XFEvF9y9E82KYze3EIYhS7btw0stVlY3zYqDGSPb93iV2LcbLZ5iuhLM0iGHB/GnLlC5cAbv0iCaptF2726VISUVqENvDahtKVRENpgeS2DbsTnbevsdd7GqZx2d/buILV6BZsXxZ6bIPfVN/PIMVlNanKt4E3rMxmoX828j+x7EGx/EL07PIUmuWrmCzgeeVLZHzS1TuXCakX3b8UvTvPjK62iWLQiNurDkZvt3E1u0nHg8riiUU4PHVd5btDJtabxLg4I4aDepYyMVXe/SkKIxJtOtdG7dTSIdQWnrSTGfNeMJJesJH2Zc8ZgZE98rIGzL3W3iX5nj16hGNeq/mmooWg1F62NTR44cUSSda6655qPenEZ9gqvw+c+SOH4UPaygdVQVrftssQhaWA0VlSTCiLLlvXMCPQ6hA0fT7fzhkg1zYAlRJQQQdrCpCzW2KRB30suFPGEQECIWwdbCbtzxc6xZdZWCBkh7ld/ajTt6UuSjxOKETolEUxLHqaBZdo1FUVqh6nO6YNYS1XHPY+SefhgCn+aYLoh0hSmlcgRBgNHUgj8zRVNrmwINFG59VNmuSGcIPQc/P6ZIclEwgvyc1Is7GTx7GgdLUeqi9r0oNCOhBwI5fgUaXuiWabt3N7kDD5Hte1ypUlItGtm3ncAtQ+CrnKiK56kctDURcpw8HhKgoMVTmAs6a+yVV6IhZtrSFGZmGJ8qsrAlSaqpiZcO/ZOyIAYVh9giQatzpcrBXFWr/n2l2jayfwfpKvnwSpY113HQdL0mC2vw7Gn81m6c3An06vHSAGIJrPYuKhfPoBmmgE5UaZjAnHMsVRvn/HGMRErZV6PwiaiiZy7sxh07p8Aa9fsqm3upHsmg73p1E2qz134VSTJ6LuXn5fbvIKiUwTDRdJ103MLVTMqFPLYdu6JKWF+KDDl2jkQirn6/5LGJbvO8ypgEX/xdp/jvS6fgq8lZAmEUjHGfTfCDMsXVvaR+8cav3LZGNepK1VgrfbTVsA7+GtVotD5e1UCWNuq3VXPw7sMXIChCxZ3NvFm6eHaRJO8+L0sJe+FfFqF91ezjkYqixGWjVJycQIs3EZRn+PzNN6rF7PkfbCMWT+AXpwnMmCDOBR4YMdD1miDWqLVLLoTD5AIAFn35W7Mhqc4Mum5wy+duuKLl7MTJDwR0wSliL+lRdLgoRU4u+CWhMHfgIfxSQS26e6/ZoMKLNdepmS2L0uXk3JWk4kmbnFyYVsoOAaDH4tx0vfi9rl+0bthyG6fHZxRpL3TLs9S6soORbK4GzNoEFYcl256cE4pcvyiPHg/ZPJbyk2pWTtoyYX66XHQ+yvq777As26FUlNApoceTiuAobWr110V0Vk2eVzlrFW005SzX8N6tGIlm/NI0BCI+IBooLbft4JtHMNuW4l4agkoJs2MZi778rUgTGtBz9QY1o1dPDpTbWQp0NX8kj2f9eRydyPP+O8cIdR3dihM3Bexivrk7WQu7VjE1XUCzbHSvoq6d+p+LBoWvWbd+ztxX/flUzerx9/CCAM2Moek6uq6T6ds1h7J5paqPA6i3sc73+ens8pobCS88/9xclPtbh8QcaCjiCQgc0G0wYwT+DPqCgLLdRfwfT//S7WtUo35ZNdZKH201rION+sRWIpEgmUySSCQ+6k1p1Ce85LWUe+I/iWbpml4BvtA1kaG1dLFYHP1d5+wiCYSt8IkCXPTh7BAD3YtqLE2yhs6PMDmVFwsvt0ysuZXO/l0YyVmF6fKzj6IbBh33PEZoxencugdN14WtSNNEEKsulB1XEzNbA0eOMXR+hImnt5PQAzE/dGmI0QM7qovu3ejxFFZT+or7nmlLo+ma+Fk7iXtpSIW9Sopcpi3NTddfK5qaasCs2bYUI5nGbFtKKdAZOHIMM5HCbO9mVc868rmzbNrYoyhzpUCn7d7dgJgNmnY8SGeoeMJO6DUtwtdjBAhKnWFavPD8c7OhuFacw0fF/NTo8KAi7W3a2CPCevt2oVlxZdELgHg8jmbGGJknFHm+JkseD2kj1HQdI92BH7m/GLVAyvMstzEMIbd/B4NnPuC1gXdZsm0fZmuGtVdv4OZNglJntndz+OhxXht4lzOTorGSykg0MFlux+bremtCrW+/4y58zxVzdJYIQ451LCO2eCV4FWVjlPXC889x8/XXCGtr/y4S6VZlwwucIrGOZWi6TqYtXUMOlE2lrN5rNpDQA/VaSdureB5hcgEVz1N2x1hzaxUoIuiPC7tWcfDw27Tdu5uuJZ01pMjb77iLUqCzZNs+NMMiFrfpXr5SIPwjND8QKu+iL39LqKyAq5nq2joz6fHiK69jL1pOfEFW0CARVMvy5RxmPInV1knn1j34Tonc/h1ziIH14dbyvw8fPc6ZSZEBJ4mDUaLl+NCpOXbWshfyiwVJHOsif//y38AiQ3zIq+/N2pBHCgJ+oVWEdXlbUjRegxOU116HE+8maFl8xd/dRjXqw1RjrfTJqkaj1aiPTa1Zs4b169ezZs2aj3pTGvUJr5prqbsN3nwJvBLo8dnmSs5nRYfVr9sMJMDWoc2hyZni9PiMwlrD7CLcSKYVAj2hB0IRKgobFMDU4HFu3iQWcBKNHlTKdG7dQ+AUGXvmEXS3zIpWU2G8px2fBXfvpHv5SsaHThEzTcxEilTMQPccoViUCziFKUYn8izsWkXTkjVq5kg2HUGlrBboadtQC225cI7Or9zyuRuwDfAnhvCLeaGSVLHdHfc8hjcxzODZ0+q9SWeUBTD14k4105Pt3w35UTEnVAUJdNzzGJg25/duxS9Os7BrFSc/OE3uifsJ3TIL7t6Jl1pMxfPoXr5SzVQV85Oc33sfpVKJIAjUvNimjT1YtiDlydkdqRTVL+IVqh2UHU2izzXLpnDroxx6a4BTp89QyZ0QQbwTeW6/4y4Gz54WzW3MJtu/CzOZhnSG3IGHMAsX1LGUDVMpP0mYXIA7elIoRdNTXPzht8Gr1Bx7qWwNHDnG4NnTHD56nMNHj5Pp20Uy3UrchJF9Dwo74sUzaJqm5siiJT9bNpC33PhZrJiN0STyt/REszoeLzz/HKPDgwoHL4/Xy2++zbTj0/nAkyIrbuaiaNKrzY9mxdXnyYZs9MAO1Wyb7V3k9u+oUQXleUjogaBUei5OoDM6PKiOQ7T5kbOPMT1Uc49jzzyCX5zGmxhW84qBFefMpFdzjm+6/lr8S0Pk9m9HA4X2jzaU9ddGFKEv7aNyNq2+sYo2aKMTwgLcfvkU2oMptKQm4iEmcvN/AbnAqA97C5AXTXLy569hv/kByZ+/Nv9rGtWoD1mNtdInq/7FGq1CocDDDz9MZ2cn8Xic3t5e/uqv/upDvfapp54SiN95/jc6Ojrn5//qr/6K3t5e4vE4nZ2dPPzwwxQKhd/2LjWqUY36JFRQFCqWrolGKtpcdbdBmwEZS9iA/vbngha2rQnGQzrKPou+/C2cQGdh1yoFKRjZvwO/OMXogR3KHnbz9dfQc/WGmjv3cnGtJ1KY7V1ohIw98witLWlmzp/gphs/CwiMOPlRwiAgt38Ho8ODAKrZKQU6N934WTRNw16yDsNOkmlL1zwPswtJTdMASCTiNXAMu60Tu61TwTTka9ru3c2qlSvouXqDUNqqVsPUizsJnSJeajEvvfI6Q+dHMCYHa0JqAfxLQ1x+9lG29K5n08YeVrSaNNsGY888grWwG6tjGat61lEKdLL9uzETKTZf10vuifvxpy5QKhZ5/8RJDh4e4NBbA0INiQkVUI/FGdm3nbipqQYjCpyQStHo8OCcxXH9IpuqQqVXGyClnMUSDO/pY+j8CC+/KZSaIAzRXIfUiztJ6AErWk1uvv6aOWCFwbOnCcIQvzBBEIYC2R9P4Y0P0tyUBODlV9/Aas3w0qGBakPt4YQmXtMiyoW8apjyubNUqjNfa9dvIPv1H9C1RMz/yCyn+IIs9uKVvPTK64wOD6r929K7HhuX0QM7xL/V4yEQ6L66TqTa6jslwiAQQJf2bqVMyeZHNr0gQCyVyznKF87UQFP8coGDh98mviBbk9E1PnSKWzb1Ytk22b7HazLfoudFNoGOD7kn7se2Bf1xVc86bD2owlUehEB8XnSfRify3LxlM87Fs6SbU+qajZ6b6DbdfsddSi2WquJ8zV/02pEqZ6YtTSJmsKjoEO4pQDGEPQU4OyS+N+68DTpTwnp8523ieyahw7YUEMw+3qhGNeq/uvoXa7S+9KUv8fTTT/Mnf/In/OQnP2HTpk189atf5dlnn/3Q73HgwAFee+21mv+1t7fX/Mxf/MVf8NWvfpVNmzbxk5/8hD/5kz/hqaee4ktf+tJve5ca1ahGfZxLBhUXA5GT5YTw5kGxIJIUsMKUyM/aloSjh8RjwxfE8PpCjfGESW7/DkLfV5Y5I9lMZ/8udLuJMITpmaIKvj3x3rvkDjykGhAQi7Zs3+N4l0dIJJOKQiefk+HDW3rXi4VpVa25/Y678ErC1pfQAxEu27KISu4EmlsWZL7iNMN7+nBdl4Vdq9TCMp1qqglnffnNt1lw906wmwg0g7Kv8dIrr6tAZLnglItwI6jQe80Gjr32cxLpVqFw2EmltmWWdnPi5AfkHZ+yGxJPpVVDINWB3ms24HsuldwJ/EtDYrGqB4z82X34ngvA6rU9ZPurdshqMLHjw+iBHVApMbJ/B9bCZaBpbL6udzYDKtBVQys/L7O0u7axqhLk3n/nGE1L1vD+O8ewbJtm21ANbnFyQoQxO0WMRIoFd+8kqJTJPfVNrPZuRX6UVjJgzoLcSy1W6masYxmaLcKeE80tapsCK14lT+6uZkmVyX7te7iXhrDtWI2aIivaJMjPWXD3TsJq+LUWTymLnSQ/br6ul1UrV4gw6epnTzs+ZnsXI/t3UJmeFOqMWxbNrK4rVVUqQfJ41u9rtBmRNEUjniLbv4vQitcodrffcRcvPP8cfnGa3P4dnDr+3rz7BcxpvuVzMoQ4HbdYs/oqtvSuV/skfxcPvTXAhi234WqmssdGS+7LwJFjHDz8trp+paKbaUtz6K0BDr55ZE7QuAghr/DvX/4pf/v68+Rj47Q2xdEeTMHVayGREBl8Rw/NUk77DKGev3kQHAR8J6GJx6+kfjWqUY36VNe/CAzjxz/+MXfccQfPPvssX/3qV9XjX/jCF3jnnXcYHBzEMIwrvv6pp56ir6+Pw4cPc/3111/x53zfp6uri40bN/Kzn/1MPf7ss8/yB3/wB/z4xz/mi1/8onq8AcNoVKM+xXUlItjugrjF1KHDOFAJIKaLofWvGwLTHDhQCciHBtc88CNllZMqjquZFPOTLNm2j5F9D2LFbNyZvIIS1NPTrpTlU5+NFf1v1Tgc2IFhWrgVh86texg9sINVK1cosILja2T7d5Hbv53VV83mUUVnl1569Q3Mhd1Uxs6hW3E6t85S/erpePUkORnM7JVmakAZLx0eoLN/NyP7txM3qAlXjr5PfVhsNBg5ekwrnofjg9nerSARsdYMWjxFWC5QmRxlw5bbeP/ESQB0w6DZNhW0AGppdoq8WA33lf+mXtwJIDKUqph179IQzbahtmV6pghmjGbbVOdl2vEIKqJBiYIlojlpMp8M1yGRbsUKPUV7RNOqlECHRMJWhMWYKfbh1PH3VBCyhFBk2tIMHDmmcsyaWttwpqcIYwmCcoEwBD3ehNXepbLZ5LkbHR5k2vHxnSKGncRs78KbGCbb97i6hq401yZzzHynhB6LEzc1NXcWPcfxBVlCK45WDeiWIJbQczDshLDKPvCkypWbr+pDh+fD3UePRSnQqUxPEmtuxfdcMn27xHxbHeQk+jtw8vTZKjxkkHg1MywKYdFMW4VRByDmKIHOrXv4u6d/nzXpivjuiGbwvXVINFfTAnZBYQpMIAS2pwRQp2wL66CNAPAMTvzy76xGNapRH/v6WMIwfvSjH5FKpfjKV75S83hfXx8jIyO88cZvB3X6+uuvk8vl6Ovrq3n8K1/5CqlUih/96Ee/lc9p1D9PDQ0NcfbsWYaGhj7qTWnUJ7yGhoYoJRfg/niRWBS1ZWEsgO8XQAO+kRLI9+tvhgkfYs0i3Ph7M2J4fVsS4pCwA/766XvY0rue3ms2AAIiMDV4nJbmlMBAuw4d9zwmoARj5+YoWvVZdT3cbgAAIABJREFUPlFlILO0G9IZJqfy2ItXUqj46s58pi1N7on7CYIqZt11yD39MEGlzKnj74m8n0DDbO9ieO9WwjCsmWORatnho8cJfB9v6iJaEBA3RX5Vc0zn8rOPMnj2tLJFRq14sskqe+CVSwCEvk9mabfIW3JEzlVQLlIpO4w980jNfmfa0owe2CFme+oezx14SEFApGK0+Tph93bOv8eJD84QX5Al3ZzCNHRhDau+VjcMlty/FzSd/HRBzdBFlZjXBt7FdcQ2aW5Z/Sv369Tx92qaLM0tq2Pee80GVq/t4eZNvfzTq//A2bNnKfmaUN4SzWo/5fxXPncWd3KUNauuIrZ4BZ1b92A1pVlw906lVCaTCUw7geZXSCRsNl/Xq66JiudxenxGADrSGaYdnxdfeZ3T4zO8+MrrQpFqW4rdLBo3I9lMc0xn7foN4vOqVk+pSCp1cmk32f5d2KkWtOpMUlDNbQuckjoft99xl7CULlquZv1GJ/Iiyy3RjLVwGU4o5tAuP/soJ957l5buHgGIuJzDuXiG8mWh1owOD4KuY3UsI9O3C8wYuaqSVq+OtXT3EGvNUKj4hK5D9us/qJnBkvOH8li89Mrryiqrx5MCkOKUxO+gYZHtexwj2ayUKRk/cGZS5MCRH0XzKiozTF5PZuEC5sxFtvSux0g2o8VTdG7dQ+hWyO3fzmg5oDyOaLI2RqzHZgxmDPHv0sXwxymhcvmI75mxQPz8utWwrQk30974+9ao30o11kqfrPoXabSOHTvGunXrME2z5nHJ/z927NiHep8777wTwzBoa2vjS1/60pzXyf+uzxWwLIuenp4P/TmN+mhqYmKC8fFxJiYad/0a9ZvVxMQE7/zpf6ScXCDuPB89BKkWiCfA1URwcVD9PrrzNqjkxVyWXX2Dx2egDNa2JjavEJQwuWiTcxu912xgRfdS0s0pUi/uxAo9rKa0mkmJVrS5is6oZNrSkB8V1rO+x/GdEpeffVSpMqEZw1q4DHd8EEPTMHVNEPySzXTc8xgxXQQrG4lmOrfuwR0/x4lTHxBbkOXU8fdIvbiTUn4SI5kWYbLNrWqRPz50iq4lnbTdu1tZsaQVT1rAKoGgF8YWLUPTDdB1Th1/jw1bbqMlncY0dOwlPWp7ph2P+OIVpLPLAeaEzoJoPG09IPScGpqehIzo8SY6+3cRWHHViE47vmoCbAMBpWhbimYna8ANcnEt8788t0Iq1cTM+ROUL+eURU/aP71LQ9y86VpW9axTMzkykHp0Is9X/rCP2//7P8ArTTOy70H80jR+cZr8dIGTZwZ58eVX1czQ0PkRvLFzjB7YoYKiR4cHeeH55+hevhKjrUvZ46KqzSx8wsbJncBoWUQYhuqxbP8u3PHBGjy/nLUyCxeE4hlUGDhyjMNHjzN4VqDDZdO1pXc9q3rWiZsBySQrFzah6bpqUEcn8hjtXWT7d6tZv0xbWuxvuYA7fo7s175HIt1K15JOzI5l8xIEATJLu7Hau3CrxyFuCrU11tw6pwFacPdOtHiKTN8uwhBG9u/g/XeO1ZALSWfQrDiaaaPZSQViCSplAUixRDSC5rtVGM10jd1SQlnSzSm29K4XM5CRGyEvPP8c+dxZpgaPq9kzvzQtQCaE3Lypl1s+t4W4bc/upLQkaxWRzbd08azdOIzBjbfCVWvE981EDo5/AE86GKfOkvnSf0vrPV/+kN9ijWrU/NVYK32y6l/EOrhmzRpWrlzJT3/605rHc7kcnZ2dfOc73+Hf/tt/e8XX//SnP+Xll1/mhhtuIJ1Oc/ToUf70T/+Uy5cv88orr6gcge985zv8u3/378jlcmQymZr3+Ff/6l9x9uxZ3n//ffXYfPLf4OAgy5YtI52eJRc5jsPx4yLDZMGCBXR31y6iTp48SbEoQiHrMw3Gx8c5f/48AN3d3SxYsEA95/u+av6am5tZuXJlzWvPnDlDPi/+mF199dU1jerk5CTnzp0DoLOzk46OjprXHjlyhDAMSSQSc8g0Q0ND6hd07dq1xOOzdKlCocAHH3wAwKJFi8hmszWvfffdd1V+w/r162uey+VyXLx4EYCrrrqKVCqlniuXy+rYt7W10dXVVfPaEydOqH2tz4YYGxtjZESQ3JYtW0Zra6t6zvM83nnnHQDS6TQrVqyoed/Tp0+rc7xhw4Yai+rly5cZHBR/cJcsWcLChQtrXvv2228DkEwmWb16dc1zg4ODXL58GYCenh7syB/ifD7PmTNnAFi8ePGca/Gdd97B8zxs26anp6fmuZGREcbGxgBYtWoVTU1N6rliscjJk8I21d7eztKlS2te+/7771MulzEMgw0bNtQ8d/HiRXI5cdd5+fLltLS0qOcqlQrvvSdmKFpaWli+fHnNaz/44AMFk9m4cWONPH7p0iWGh4cBWLp0ac3MZBAEHD16FIBUKsVVV11V875nz55lamoKgHXr1hGLxdRzU1NTnD17FoBsNsuiRYtqXnvs2DF83ycej7N27dqa54aHhxUkZ8MDv0+8MKRCRL2WxXgXB7HOj2IsdIWqFZhVIqFGWAHtj5sI9nnovibUrY2b2XBJWM28S0Nk+3eR/If/E13XlU3rH3/xEzZsuY1zg8OEngNAMt2qcoNSmWUEzRm88UHSqaaajJ5bv3AHrx16E2IJCELilkb38pUqxHVk/w6CcoETA2/w9Yf+p5r8n5HBs7iaUBv0eJLQ91ly/14u/vDbaMUJXv3x/8VNd3yFoDmDO36OoOKgaUAQEEu14JWmWbZyNRMXczXbtHbTLTi/828YP/ANPAw8p4Ru2arpC10HjYAbNv03TBTKKpOpUi6pz1+StliWWViDXpffEZ//4l1UNEtZJm+/4y7eqFoU/VIBPZ4iKBf4/M2f4+Dht8n272Lszx+mM7MI9wv/q8o7kna7uObx8+d/xP/Q9yAjJQPv0hBhGNC5dQ9jzzzCqz/+z8Dsd0TUorl2zSrePvYubqhjtndjTA6qLKWir7Hoj76L+bPvkLt4kY57vsvYM4/geR7ZvscZ2b8dglBloq1ZLa7xk2eHyN77XXIHdvCZnqs4efoMBSfAbO/CnLkownbNGJWZPCEaeixOTA8pe9C5dbewo1oxnMKkaDR0nVs2f4aXX32D0IqDW+LQL37Gw//m33Po6PvCIlm1gp7fex+xZIrPrF/Fyy/8BJi1350fPIPr+dUGeo/C6R987RChYYFX4bprruZnf/NDFq3uJdu/i+G9W2lKt7Juhfi+eef9k+ixBFbo4WqCmLlx3Vr2PPZ/8MAfP8q7J06pzCyA82OXGR0eZGGmk4mLOcqhWQ1i1ggrZbRYQp2rkX3bCQOfRMwQ+WtWnM6q7VNzS4SaiEfwyzPodhNBpUQ8brN02QrKt/3rmibr/OAZKqEJLVnIj+JMT6om3v7//nf++snHAXj4f/nfGJssqGu0ObMcv3kx3thZVq5eyzsnX8GwEVbjXEiQMNArHqEHmrQcA3zdwPvJYt554j+r7x7jd0dVWHG4dwZtWxPlv2nj4nMvNtYR/0zriFKphKZpc264f5rWETJHC8Tf1sY64p9nHXHp0iUAVq9eTTKZVM8VCgV836/5+d+qdfAXv/jFFQmA9f8bGJhFIksK1nz1y54D+N3f/V3+w3/4D9x5553ccsstbN++nYMHD6JpGt/61rc+9Pv9qs8B8QtX33uGYYjruriui+d5875GPl9fQRCo54IgmPP8h33f+m2Kvm/9Cf9V7+v7/m/8vvPta/R96/c1egzne1+5nZqmzbngP+z7flzOza/a1w97DP9L37dSqfxa7xt97a+7vR/2GP6qfa2vX7WvlUrll74vQO/v/Q72qbMiE2tvEYYvYBx9nfh/dwkdl3A8FHekLYTKBYRolP+mjdANoc0BX5z7TFuarhQkzJDxA99geCSn7Hujw4OEYciCVBwzFsPqWIZVd9dfN22hUFQBBlKxaunu4a0jx+i9ZgO9PVdx1crlVAKNwq2PMjN1WcAg2rswEim8SK4RwMkPTjM9U6T9Dx9DMwzCikPoVRQe3C9O47ou61Z20ZXS0HWdpd/Yh9WxDC2epOOPvouRaOa5Z/6M3ms2MHR+hENvDXD7HXcxNjLMxT9/GNPQuXz2XT7/uRvAdYTdbmE3Vkc3mp3k2QNPKJuaX5xG03WGv78Vd+wc7alaQMLCrlWs+cwN3HTHV/B0qwZeMDqRp/3e3Vj4GNXFcFNru1j4VumFMc1jQSrO+IFvoFlxRocHlZLWke3CdV0WpOK4oyeFKlQpVefAZq8z+bss86UKFZ833vwngnSW0HVY3moKkESV6OhVKlz884cZv3Aet1JRmHqtInKbgvIM6Dqd/bsIPYeh8yPieigXyD31Tcy2Lo6cPIeHSbZq8SvlJ6lgEjRnCK0EVmY1hmkJcInnKCx8drFYFIS+i9ma4dBbA6zqWUe2fxddy6/CdV0uXC4olSd0iqLBtmJ0/NF3GZucqUHcZ9rSVEITVxcN89gzj2CFnpgfrP7uWpnVvPPBIL/3+3+AX54RjWQYsrSzk107/5QgDMku7WbTxh5czWTB3TtxsBibmsF1XXbt/FO6qplZh48e59BbA5zPjbJ61UrGRs9TqAh7pGXb3Lypl5s/dwOW5s8CSBZ2Y7V1ollxYnH7/2fv7YOjOu98z89569PdarVeEEItkHgHQbBNfA0x2Ia5vs4kM8nupta1dyqecRzAdjDgSbxs1Z3a2vIfmdq7NalLHF8DQ4yBeL3l5O69mXLdjSeZuR5PbMcvA15GGAdk3i0JSYAQUr+ec/q87B9PP093S7ITT7IT29PfKkqodfq8PH109Hyf3/f3/RIFPiOHdmLO6WHpytWYiZSQcNpNlUrrIjyvzOXBS6oSLCvGbmRiUYap0YrcUPSyjRzexcjQ+zz06P8sxnAiV1dtcx2HIHsVLZbA+Tf/Ds1GSI2vhWCB/mCcSNfQ/jQFpiH6Oi3EQk56rrrXtMtXBckqhvCMixZGRH+ZJ3Zp+GPzt+rTOI/4Tff7cflsPuxaV65cqcheYx7x/9884sPG8KPgIxOtlStXcvDgwV/rn1yxmTNnjmKGtZCrIe3t7R/1NFi0aBF33nknb731lnpNsuAPOtavcxzTNGcQMk3TsCwLy7JmyB/le+TPp0PXdfWz2djur7vf6edUu9/ZjEQ+bL+GYfzG+53tWmv3O/1aa8dwtv3WXmvtythH2e/H5bP5Vdf6647hP3W/tSs6v85+a9/7Uc/31x3DX3Wt0/GrrjUWi/3K/eo4aF0GfLMZbBvCIlprQHjQIcRC69DEROim9dBkCulgUue9Iy9QWnWTqHY9aMPbr/LSuy9xoi2kb/kyIsOm/Y+/qyb5XQt60TSNg099l5uXL8TIjVG+erFOorRmxWKu/1+PEZZyeE6JV19/qxrq29zF6QtDHHzqu8xra1YZWGgahKGoILlFbv/XX1QW3znXVz1Dw/u3KOncgkcOY8Vs5m8/xOIVfViWxcGnvstrf/1fuPO2WyokbJDQKVTc/3we3PWYku35qXnC4U636Pza9yiWXLpWrOWV198SvStb91K+PoQ/PkjSEGMtpXZRLFGxY7fRYwk0XVfBttIpLmjuYs6fPEFUdkj+/X/g3MBpmuav4NzAaZI//w+s6VvBZ1ctw/67v1AVESnRXLVyBQef+q4yZcg6ZTynxOUD2xgZG2PX7j/j4FPfJZ5K03nv4yRb2ilcPsPYxfdm/C5L+VrXlr3osQSd9z6O3dTMO7/4b7z04gscPd5PlGwj8l30wCXQhYRTj6eIxW1FeECDKGR4/9fRrDh+UydlzWTTxs8Ro4x/fRCtJUPku0rGl0i3YrZ1U74+pMbTzU2K8OZUE5YrVmf9L/yvaLqBLqVzVpyu9jTxv/sLOtIJdu3+My6PCLv9DWtXs+mO21nUnqTJ0hk/8gijV65w9Hi/krsePd7P3K99j8jJo+fGlItf2317iNAwW7vwRs8SlR2uTuZZsOMIiXicZDLB8MgIu3b/GTfyDt49f6acC6/++NtETp65LU1YlsWu3X/GUCWDrJSbwsWi/Y+/y428QxmLzNa9eKNnMI1qHEGYFtWO0ClQHn+f4PqQCq2e/9ABorILU6PMa2+u5HPtIvRKakFBs+LM+fp+ZU/f1Z4WPXktGeZ2zeeWlYuF3NAt4l8fInQKBM1dnHrvLJZlMa+9ua4SZs5dSGbLXiwtJP53f0HoIHqunAjKEB72CYwm3J90gC4q5bJ3a/K5H2NZFiv/lx1oUUk8P/qWwtqNgpzN1SGhf2z+Vn2a5xH/1P1+XD6bD7vWeDz+a/0NbMwjfvN5xAeN4UfBP4t08OGHH+aHP/whN27cqLvZfvSjH/HVr36V119/nY0bN37k/X7xi1/kxIkTqpT5xhtvcMcdd/CjH/2IP/qjP1Lb+b5PW1sbX/3qV3n66afV6w3XwQYa+BSjt73qBOZT/dqcEL0UC+ZVg4t720XeVjEUE6PhK+B7wiDDCWGeATmbNQvXc3HSV5k9tXI7oM5+PLPlKW48v5ue+d1qm9jchUoi1b1NOPZFgZBKZUcvsWbD3UqiGDhCQhd5JeZvPySqFsk2Ou99nNGnHxJN+L5HZIoA35FDO9CCMpplE9Ojul4g6Xzo5LPYdoz1t65VK/9yknns5ACl7CSJdCuFyQmMZJrQyVecFXdidfRSHn+fuKnV7TudWYSfmod/7X0S6VZKuSm6v/EMqVf2cHFwmLLrgq4RVuRekVdk853ief/asRMqaHbD2tV1MkOJWhfEd998WR3Pu/Y+dmaFctKrdQKcbT+1SGcW4WIRlHIQhuh2ou66Wnr7hGzz0A66t+1XpiTW3IUE14e4a8N6YbhRLouxP7xLSNx+8E0iJ8+KVatnOCHKc5GyxaCYY1nfKgYvXaDkBVjt3fjX3sdqSlN2XSzbVq56o0ce5a7bbq5z0pPS0umukbVjJu4TW0kWa+/F2vuiVCqJ+/LwTvSyi93colwy5X1S6xI5qwNgMacWH6499xhz73+Cke8/SKK5hXU39Qn3RFcoRqRsEaCUnSSMImKdiwiuD+FOjNSdW60zY+1xA7+M0d6DO3oG3bLZtP6zM34PpYRRviehh6oSJ2WTtVLcseFBkYNmJ2mO6Yzf0gv9b0BrUF14+dtuYYjx5btFD5Z8hsjvh6+IZ4lXhpglyNiCefDL9yCugQNMzVxdb6CBBj4Z+Kjc4Z+FaP30pz/lD//wD2cQoD/4gz/gnXfe+ZX27rPh4sWL3Hzzzdxzzz3KTVDau99yyy389Kc/VdtKQvfTn/6UL37xi+r1BtFqoIF/AZA27wcK4vvtTdXJ0gdt+4wrJlfjkejB2ZGCA0Xu+VdfqpuY1U6ma/uUNE1H03Uir0R3jR14rC0jbNavXKSptb2O+NROooU1t6hajR3ZhW3bOPksURiSqOn9ArBaOtETaYJiFru5lbn3PzFj8i2Jw+WD24nFEwTFHEEUEUURZjzJnbfdouyu85t31/T7CNvsoJTHTDQRRRGZrftm2NdLMjE2ka0jonkvIHAFUZRkRFp9q2Md3kWzbdRNgKcGB9S51+4fUEQ2CgI0XUcrO3WW3r8KHT3LyLo+3Vv3KQIjz9u/PohtiADpsmZSmJxAt5NQdtDtBF1bBKFdsWwpY8ODTE5l0e0koVvATKSI6RFeqNG1Ze+M65j+WcifSyv1zNZ9aoxGDu8ibRvk84U6+3SokijZp1Y7LpoVx4p8PN9XVc62+/Ywengn8Xi87r6ZPq7SqVHTdaIwVGMbi9s4fiTuvcqCQO15SNv8kcO7RLCwBlogpDi197Z8j7w/jNBTkQCSNM42ZjJwOQpD1b8oz/nVYycq47WTFUuX1P0+Dl66oPYP1C0q1N6vkkRKYvg34QTzkyZjTsimVYuqzwNJmCSxqo2PaM/MJGTPuLB2oyBf8vmzvUm8PuzQQAMNfDLxsbR3/4M/+AM+//nP88gjj3Dw4EH+/u//nocffpif/exnfOc736kjWdu2bcM0TdWgCXDPPffw7W9/mxdeeIGXX36ZJ598kjvvvBNN0/jzP/9ztZ1hGHznO9/hZz/7Gd/4xjf4+c9/zsGDB3nkkUf4/Oc/X0eyGvj4IZ/Pk81mVcNkAw38U5HP5wl72ogWxOGXZ8Tkpgx0aLA/DwNnRBVrOtozYuJUDEVPxvYmKEciE8cLeenNv+bdoTe4kB9ULnWvvXmUC+MFsvkCc+9/Ak3XQRdua1g2Y0d2qQlgOtWEVryBaRj4QYg5b5noN6r0h/S/8y5nL1wim8uD7wlpVtnFD0Ii3cJqStdNlgESyaSQGeo6Zddl+MA2zp4Xlu2yR8fJZxl99ltounCti6w487cfQreTdG3ZW2d3nXplD1qlv8mwE2S2PEXfZ9awbMlizDm9XHvuMXU9EoOXLnDs5ABjw4MsbjWVLK1ry14MO8HokUcJnTyjRx4loYd1x5L5VU4+W7leMQmt7S+SboFjE1naH9iHrYcq3FmSLDmG8n21lvW1KIU61pxeRg7vwmxfoCbdordrHiVPWNhHZQcjmYYoQrOThG5JWaNfGC+QKxRpam2ne9s+mlrn4Fy5SHb0EjE9qruO6VCSu8rPX3rxBe5aJ4J68UqVsOQeuhaIwGQZCCyvQ4ZKOyWHocui+lMbaFwKddof2EfP/G7W3dQn9ut7qm9KQpIMGXZcG5iNBpmtewnNGH5qHlHZZf5DBxR5q7tXyk6VZFUmGpmHD4JpE7T21rkTjg0PKhIuw4nHhgeJyo6qMMnPvqW3j3RmETlPmIig67iuV+eOGTmFillMQQUYv9l/ivzm3WhWvC6Ie+LZnWq85P0kryGhh0JuGE8xP66x4hsmGTuqPg/WboSbRfg37/RXg80lyZoYFeTqWgg5T/SElnzhePrLM3CgQFQKiZ5xCbXErPdFAw38umjMlT5Z+Gcr3fzVX/0V999/P48//jhf/OIX+Yd/+Ad++MMf8sd//Md12wVBQBAEdc1mN910E//pP/0nvva1r/GFL3yB73znO9x99928/fbbM1xR/uRP/oTnn3+et956iy984Qs8/vjjfO1rX+Ov/uqv/lmus4F/Os6fP8+ZM2eUW1EDDfxTcf78edGT9aANCU1MgvwKeQKReRMWq1bNve3iK4hKV99SETz6l3kIgakIunUIfWgKaI58rj33GGXXJTJj+DfGwLQZObCNuKmpibzVsZDQczh6vJ/4vMV4vl9nt012jKjsqMljqSI51OIpbDvGko4mbDsmtq2QpNrJMojwVVPXWLD9EJppoVs2ma37yLkBR4/3k9+8G9uOsXxRD+m4xY3nd1eMDsQE9cbzu1UuVP87wr0sFreVfbzM2hobHsSYHFT9NRJjE1lKXkDZbiFXKCrSdW7gNCPff5AwDDHbF9D3mZu467abKWumsn9/982XVTCzvN71t4oJrez9+sXbJ2ZkfK2/dS0b1q6ukz3mN+/mtTeP8mb/Kc6cPU/ODepyxSQSegjZMfSyw+JWU1XCEs0tdN77OLph0NWeRrPiZL7+JOi6spI381fQbdHThRlTRKaWIGhWHDN/RV2HfF1ew/pb12Lmr+C6Xp0Vfld7mkS6lcjJYxauiu/1kNHDuwjcoooVAPCDEC3RrAxXzg2cxp8cU2Yd1557jHMDpxWJtO3YDPI3NjzI6OFduPkp3uw/Rf8772KEHjee301UFqYcYdlVNvPXnnsMNzelrkMaszg3RokbwnnRmtNDVBb5ZWYlo2xseFBdv+f7qq9REp2c61PyAqKyoxYQansGg1Je9bNhxZl4dqe6XzfftZFN627BTKQY+f6DeKGmzEHW3dSnCJW02P8gW/q1N69hw9rV2JQZceDsAZdCLC0qV7Ly3f8GZM+J58bvj4jqlvzZpSFRsZqrQ5chTDIyGkQlERmxvQniGqGvU1i6fMbxG2jgo6AxV/pk4Z9FOvhxRUM6+PGCtCy1LGuGvW0DDXwUnDhxgs/84SaMUh5N9mZZCPewJ3Ng6xBLi8lSraznSCD6t7wsuKEw0jhQFBbOzS7cCIWMcH8eRzd4yzX5+jf+c7VHpyKD61rQy3u/fBc9LiyorbkL6bz3ca7++Nss6Wiqky9BVfbl5qYIzRhR2aWlOaWsz8cmspw5fQpz7kLM/BUl31I9NtlJdDtB6JaIAK1ixT5bX05tz5M8DymzuvbcYyJ7aGIYu1J1qO3lApTUasPa1UruqKRvh3agGRaZrz/J8IFt6FYcq6MXb/QMyXQrUdmh/YF9ahzeffPlOqv1tTevUeNy9Hi/6P0aH1Q9X9N7kSRkz1Xke6KnqiJnm00yJzG9l6t2LBNpEQ7cNncegxfPg5Ugs3UvE8/uFBb0bgmikGRLe92+p/eTSUx/fc2Gu7kwXqi7J+TY1n4uY8ODlDUTx3HIbN3Hjed34wfhjP6nV9/4B8yOXvzxQVZUMsGkHG66XG76uY4c2oFmxtTYye3f7D+Fm5/CsJNEXgkrswL/+hDmnB4Wt5p113fPl77Cq6+/hWYn0bwSYRSBFYcoIpEUFZy2+/YwdmQXy5YsVuchz+Hqj79NmL2Kc0XYWXf0LGMql0ezbIgg9Erid8kt0tTSRs/8bnWNpqELeeSz3yJy8mpMANXjJUnvB43BjHurtv/qnX5wp8SzY38eAg0sTTwTbl1flQY+HYiYiHIEoSYWeLY3wfdyYGvgRpDQCCIbY6z46zzGGmhgVjTmSr9bfCx7tD6uaBCtjxdGR0cJggDDMGbkbjTQwEeBvJe6N65E32rC03koRtUJz+qVYhJ1/KggYFkHOjXI2aD7ogK2Pw9tunhNTqgGzkMshCCCnSmK+wu0BBk0XSf0HDRNJ5GwlbGFnMiGZRfdssH3SKeaGB86V3e+tRM+qE64Zd+XlNvJ/0sCJsN5vasXicUTqu9FmnDU9pK99OILxNsyhFac0Cnwe3dtVCSqdnsZijvdXGJK6bhvAAAgAElEQVRseBDP93EDMOf01k225TbvnT5FLLOC8vVBQbge+J7IRio76IlmwlIOvdIDJHvN5DlMPLsTx3EJg0BkgjlF9HiS0C3OIDS1x6ztMSLdVWdUcva9Acx5y2aYeMixm97PVkuARp9+iMVLlzEydoUgNQ+yY2pSf+25x/DDqHJ9omfrg8wvpp+rPP7RSm6YNC4B+MXbJ/BLBXQ7gdWxELJjkO7CHXkPPRYndEvY8/uUeYg8RtVkZQe67xFVPuNEU1IZQsxmxmE3t6g+tNAT+UOb77gdQGVriey097FitjK6qD329Osbm8hWx/AH38TWhK21n5qnFgmm9yKGFUMYSewHL13AT82j897Hp+WW7SJuiPGSn7d/5RxYcYJSnti8xeoYtSROkvrp5ysXQ1QPnCRYl4dgiyEkx74vJMfXQ3AR1fBKNhZ/2101v9CT4mttf1b/G+CWYZ5OdC1EeyRFdKCINjbTTrqBBn5dNOZKv1t8LHu0Gmjg10Emk2HBggWNB0cDvzEyD/0xC/7t59GzJfh+HgoR3Pl7sG6zIFkD5+HtV0VW1vweuGMTzFkmCJWerEywjOprUkI04cFtmyBAkLdyhG6YwtbcTjJ/+zNCvkS1hyUquyzYfggAs6OXXEGsZnf0LKNp/gribRneO/UuI4d2MPDLk7x3+pTq65KkJ+sGZJ1yXfbUsZMDzL3/CcrXh9ANQ/SHVfpS3NwUFweHyebySpYIEFUCYI14UzXj6sguCpMTnDl3Hs/3SeihqmrUwvN92h/YRzwexyxcZfDSBSVlkzIyQ9NEWLBTJCjlGH32W2ICb9lkHvge1tyFLF/Zx4pVq5WMS/bPuKGOFk+h6QZmyzzQdcIgANOmVCrxyutvYbd3q94rKReU/TpSEhgUc5Q1k8FLF4jCEP/GCN3b9ivrehBkSErM5HXe86WvMHR5BO/KRVEdMSyG8iIktTx2lqCYU71ECT0kLOVEJcZzyW/ezavHRDCplKvVYnqe2NhElvW3rlV9XXL7KBLVyO5t+9W1+NeHsLtXYrZ2ocebMAtXKReyHDs5oMYirEj9orKr+rpiza2zyuXkPWUkm+mZ301s3mKVSaXbSfrfeZdXj50g1AwxbjdGCN0SXiHL8F9upey5SmIqJYFSoirJUzB1hcsHthGWsjh+RKnk1MkpJbnuWtDLXevWsnLF8rrqqZRfjh3ZhV/KE5Tyog/MKymyLD9vgMyWpzDiSTrvfRw3FLECg5cuCCnl1BXODZwm1tqFPW8JHT3L1L2jxZOYc3qIrDj9vZ2CGP3+iOjnfMYVzoFhBJcD8DRItQhyJW3d2zOiKt4aVF1LpXHGT14WZMtKwGiEFgH78mgy4LiBBv6JaMyVPlloEK0GGmjg0wcp54nr8I2UsFU+flT87I3TkNTFKvW1UKxISyL1k5dhcEK4gk141ddkL9eX7644jm2GRSt4N96COaeH0cM7ibyScPXTo7oVfkPTRLit59B57+NEhsjskBPeyIpjdS7GbO3CaGpl/vZDRFHESy++QFDMKaOBKBT9OpIYSFMFvBLxuOhdWXdTH13taUIrLvq6YglVGVuz4W5Cp8Do4V1oNUYMoSdMHyQZ8aYFa9ZOflOv7MGKfPwgnGF0AGA3t5DZupdkazutzSlMXUPXNELPYeTQTsrX3lfmBPK8jp0cwA3EZDly8mhWTPUF6YaB1d4tiGw8RagZlEJd5HaVnbprk/0/RrJZ9fdosTh4RUYO7cAfH1S5Zl3taWXa0f/OuzTNX8Ev3j5B2317aGptZ/ki0WskSZrZIYwppMnE+NA5WppTBFNXIAqVgYU05JB9TLXGHNKkQfaOvdl/qs6w49jJATJb96LpOiOHdggyZ8bIbN1LeXyQ8rVB8Er0zO/GrARiZ/MFLowXIAwIctfRQBk7JPSQseFBFaotUfvzrvY0/rX3Gf7LrfiTY2heiVIoApjleQROHt1OKPOU7m37mczmsTsX8crrb5HfvBsv1JTZhOcLt8yVq1YTS7XSvW2/sMXXq7k8teclSXqtOcW6m/rIjl5i2ZLFZB4+SGzeYuJGxIpV4vNas+FucoUiUbKNwBf9kprsDWtfICp2rb3osQTmnF5CM0aIuMdKoa5+d0KnQPn6EJmte2kJi4IwPeOKxZW1G4XkuE2HRBIiXUiKB86LZ4R8NrRnqk6DfUvFs+PmtbAwJZ45t66HlcuF5Ni2xPcNNNDAvxg0pIMN6WADDXz6MFumjQFoCRjJC/MLL/vBVu/TM3K6U6JH61ooSFaFfA2dfJtRz+TzVmedjbaTz2LM6anrp4q1dqHFU0ROHm9yrE7CFWkaYRgSRRDrXKjyhNZsuJszZ8+DphG6RUzDYFnfKiXjq7Xwrs2ZcnzqpGC1fVYzemuOnajYcotj6PEmrJo+nOmyNyWJrOkRqu3VCmtywaBqp27N6aV8fUhJv2r3JW3nN6xdXdebpSO8SDBjSsKm+x5GspmgmCMWt2dklsm+plJuCqtrOYtbRXajtBWfLntrmr9C9TytqBlbx48I3ZLK2PIclyCK0CybdNxi7c1reO1YP1EYEfoupp3gzttuUedv5q9UQ4yvD4rKiAZRGEJQJpZZAdkxcewD2+p66+Q5v3f6NNbcXsrX3mdlTTaX7IeKwoDubftn9D7Jz7ZWHilloVIyKPOpSqGuZJDXnnsMLzeJFk8SOgUVGjzy/QfBtEWvVCwhXAi3P6N68mR2mJShOvksmDECp1CRJbrY3SswC1eZGhz44N6omvtSSQsLRTBjaJqwzZe9Z5cPbAPDQtN1NWa1vW2lUBfSwgqRGn32W0SBT9o2VC/g0OUR/mvpChmjRMaLaO5bIp4Z0sb95FEhITwSgOuI58WBAozVL0bUPW8WzKtKD39YFFVx6UwonycNNNDAJxYN6WADDTTQgFxpXjBPyHk0RGVLBsDfvBb0uJhAtWfqK1ZQrYhNiOwiQhe+moQ41dcmRunZorFe83hXG+H/fvZ+bEOQHsxYnYxpzYa7STcLkqXZSTp6ljE+dI7C5TM4N0ZxJ0YoT47xe3fezpKOJu7aIFa9u9rTWLZN97Z92M2t2M0t5DfvntXCu6s9zT1f+gpuAN3b9qkqxJv9pxgbHpxVDjg2kRVubrqO7rvYza10b91L+foQg5eERfzR4/3KFlueU+qVPSSaW+pkaWMTWTJb96GFggAqO/IFvVhzevErznG1Ej5pVZ6IGaICM5EVhGbqKlbXckKE3JKyy+JWk03rP6scG41ks7AeDwJGD++iODnBxcFh8vkCPfO7Saea1OS7qz2tSM2xkwN1tu+ywpNOiT6eyakpnECDCJpa21mxbCnrb12L3dyCHk/RvW0/pVBnbCJLGASYbV0kE3GcKxd56cUX0Kx4pSIXJyo7oiq2dR9aJcZk/kMHMOwExuQgfikvXP4Aa+5CwrKrHAe72tNoRATZa7Q0p+okiZqdFE6IQZnUK3u487Zb6vrMJFGR8six4UGmcnlRAYoi/KZO3Mgk54oqYFjKMXJoh8jRiiex5vSKcGnfE1lqsbgg4XaS7m370KyYqOKWXTJff5JEulV9llHZAStOZus+jHgKs7ULu3sF/o0RStlJ0plFnH1vgBvP755xP0pIaV9ZM1m+so/M1n3KzTAo5oStvGWraqc/MaxI5rtvvsz40Dk2rF3N4laTZttg7MguIidP2jYYHzqntlt3Ux+9dpkV221BstozYmEme078nkcxUeGKYuDpgmR5s0yb5PNGvreMeLbk7Cq5khWwBhpo4F8UGhWtRkXrY4NTp04pJ53Vq1f/rk+ngU8wCv/6dhJn/hG9LRSyHhkkunZjfdjo0wEs6qmuQB8JxCTJdSAVh5vWVytalKAUCRmRlP9MjMKFc7A9CUcC7llzz8wV9YlhVXGRjnEytLcWM0wnXI94Ko0V+ZRCHTd3A91OKkdCWdGa7npXGxgsz+GDqlP3fOkrvHr0H0VAbeijI/q4AidPbN4S/PFBzI5eOu99nIlndyryEDPNGcdXFTq/LIJ9KxUvGaDruh6aZROV3RlBtvLcpZOcNLWQ+7p8YBvJinkGUD9OlYpW1WlQfJUVLnmt8vzKhWxdiPR0xDoX0b11HyOHdkK5RPf2w1j/7f/gysgwxaKocKVtk7U3r1FukR8WBCy3KWUn0RLNRE6eTRs/V1dlPHfhosgzO7KrznlvuhtjrVnJ6A++CV4Rd2JEHVdWsJQ0sGKEMjaR5eylIWXeoemGGLOnHyKeSlPKTdH9jWeElbyTr1ShHPRYHC0ok3n44KzuhbNVO8+cPU/oC/OXyC0JQxPPIZGIo1lxyraw0Z9t/OX+zr43oCrCsurm5SexOhfjX3ufFatWc+b0KSI09EQKm7KqoM62PxmIPOtnXlu9lgssss9KVr2PBPB+fuZ7Zqt+HSiIPs5ppKrx962B3xYa99LvFo2KVgOfWJTLZfWvgQZ+ExjZq+gPxQlv6GLClF4mvk5UnMVkEKlFtfn9b7vF12YXHm0SToT9b0B7pbfE1YQtfLsr9iNXqZ0Avp8nnCyq6lHtinrkFlWGkayeBMVcXVVFTpJFD4+PG5kYc3pou28Pnu+L7CpdmBPosQTjQ+fqjA5kL9C5gdOKZNWeQ60jXq05xksvvoCu68x/6AB6LE6kaWCYoBtopo0ei+Nfe5/RI4/ihZrqfcp5oaqogSBJU7k8c+9/gsAtqfDXtvv20LWgl95FS8g8fJBlSxazfGUf7Q/sm9HfJft2gmJO9U/hiTBczbLxmzpVuK6cLLuhTlCpCmllp9KrI3q3StlJLowX+Plrb9A0f4U6P91OzFrdk4icosgY80rYqRbMv/n3jI9eBqCppY1N69aqqsj6W9eqMZAhu0eP9yvi8dKLL5AdvcTU4ACJdCuZB74HZkzljMlq05233aIqUyDllgGku8i5op/r4qRPNl/ADyOGD2wjKOXAjKmK6dHj/ZDu4vKBbfhhhOf7db1PNmVuPL+bTes/S3NM59pzj9HclKRnfjdW13JGvv+gyL2u9GEZiWa6t+0nnkqr8artp5L3T+33Xe1p0HWR6aYbrPzMGtWvlR29xLqb+pTJRa2ZiroHKvdnbaZa14JeYfQSq+SXxRLkN+8mkW5FI4IwIGaaah+z9cWVspMzetUAISF++1U4fVZ8L58L0kHQCYX8b/qfJEnIZKbWxKjYRm4rnzMSX76bJfd/mcV/+mDj71sDvzEac6VPFhpEq4GPDSzLUv8aaOA3QZDuxPl/5lBa8dlq47rMzDp5tLqCfdN6MbG6db3YxoyJcOKnCiJotDUAKxDkKmGK1e1JQ7xXIqbBN1JocY1r7hA/LghpoZzgxhNxLHeK9beuVXLBZX2rOHP2PK8dO6Fc6KTMC9/DbOumfO19QSCsOG337UG3bFVxaJq/gnMDp+uqDPnNuzGSzXXOhLVud/d86SuzmiPISX4qZhBVLNljc4W1+J233SIIwpaniMquMk0ISjm1H3nsKIoYObyLKAwxQg/cgpKHSbnhdCOMdGYRLb19Ioy4MqE2ks1qvyHQvXUvoVukPD7I3PufUAQtmy9gpOeCplPMThKaMcqFLKmUyKSSwcJ6vKniyGgLAwS39KH3Tjl7lU3rbqFv9WdYs3wRP/7Bfjoy82cQy9qJ/LGTA7zZf0oR0dlCcdfd1Me15x4jCkPa7ttT91lJwgIiEyzrBlhzeiiPv08URZDuojx2Fqw4ZmsG005gp1rIbN2nzEE0K87iVhPDTpB54HtKvrlmw9384o1/INBjWJEv7onKWJc1k7PvDeBfH0SPxenasrdiXLKDoJjlxvO7VfCvvO7p5EhCjkfoCIfAoJSvhCLvFLb/rV0cOznA+lvXsmzJYkW2a81DpAOlZsXVPSBlr1ScFfFKyjBD3ps5L1TnJe/HnBdCuovRI4+i2wl1vbXHIyxWwoSj+sWTBfOEuUVch/FILMjUEqdaQibdB29dL/qx7Hi97Bjg5FHi/911mi6cavx9a+A3RmOu9MlCQzrYkA420MCnG1LmM3BeuA2WfMho9VJCCSkpfMYVvV2xUEzE5PfJSoVscKL6njkmxCKYo0MZztzQ+B+X3qkIzpmz59F0Ha3ssKxvlaqkvHbsBJmte1Uu0XS5mcxY8hxh2S2rVLG2jAqn9W6MzgiLlWYZXQt666Rm1557TOVs1UqoVFBvboowDEVlq+wShaEIQfYcNDNGImYomZ4MaL58YBuaZVdMNFKKHNQG336Q1Kwub+nph7DtmMrokgYG1QwyEX6r6Tp3rbuFl158oS47ymztUrlNpiGud+LZnfQuWsK5gdPKPGNZ36o6Wdp0udl0KVzt+MjgWzmRr5U4GqFH0Nor8sN8j+ampBr/2hwzmZ8lw6lrP1eoz/EaObyTyHOYv/1QfTDvkUex9VDJN2uzuKYfw8lnyTx8kJHDO1WfXLNtKIOJ0C1idS6mPDFCImbgOC6YNlZH74xQ4pbevrrQ4ekZVMpU5NBOzNZ5BNeHWL6yry5TK/P1J1Xoc+g56KAIp7xfXnv7Hcz2BfjXB0UI9oFtaHaSoJSnqbU+Ty2dWYQbmZht3TPksTLg27/2fsVoJA5lR5l2pF7Zw7uX+yvh5EBzGnxPkKooVpUEyurVbKY5tehtr1q89y2t9mZ9+W44+ooIMkaHG/4H76OBBhr42KMhHWyggQYagKrBxfGjYqKU1MUqtR0Xq9QP2qK6JbddmBISogMFUckKfBFs9EQOCr4gXV5ZTKZqV7c3bBJuhuNAzmasbHBhvKAkZJquk9m6l8iKK1vv/nfeJfJKwna8JHo/pATrpRdfwAuFw5qfmjejSqXHhNmCHhMVi5+/9gbEEkRBwLK+Vbz75st4vs+F8QKTU1n8MBIObekuZdEujTNkHlXbfXswO3qxUy2k4xaxprSyfI91LlIGF5pXElb1Tl7YxFcyn/R4SphojL8PwPD+LQxdHuHo8X51zXICLKWLXe1p/PFBlVnV/sA+NE2D7Jiysrc6FqJbwgwETaPZNhSZCN0Soz/4JqFbIrg+xMihHUROnqAoqm2e4wJw58bPKdORd998mXgqrcwqQBCpdGYRdns3rx0T51trmDE2kaXtvj30LlrCSy++MEPimNBDXNejPD6INUd8Rjkv5OKkT84LyW/ezdHj/azZIO4ZKSWUph5lzayr6EipJp5DLLNCEfF1N/Vx4/ndhG4RpxyR80I0S1ShAj2mbM8BVQWNDKtiY15UNuZZp4wxp0cEQ9sie0ozDGKmSaK5he5t+5S5hLxH4m0ZSiURXxB6TiWDqknd11A1FYm8Ip33Pk48JaqXZv6KqJCVcowe3onjR3Rt2QumjZFsrsszO3ZygMyWpyiPD4LvCdMLOylyspJporKjqmCAMCnRfGUgUkuUN90hjGUSaRGZYLbOU6YdSjo6OCEcBO/YJH6vm13RZ7Vgnui/6n8DfnlGLLQMX6k+U3rb681zoBpWnNSrBK23XexjRwo6DUjHf7vPuAYaaOBjjwbRaqCBBj6dkCvRFvUyHzMGXgRP5qBUEkYXb74qJlidmljdnjRE9tYjlQyuTk1UtkBMpt5+rTrReqcfdB9izcI6XtM5qY3yE/caAKFbYOTwTkKnoJzvcq6v8rQyDx/ktWP9dZKs0HMYffZbeFcuUvZcRp9+SOVFpWKG6uc5erwf3U5izekBXVeTTSfQBBmzk2Qe+B6GnWBxq6lkYC+9+EJV8ld2RDDs+CAJPcTzffwwIihOMXJoB941IV9ru28Py/pWcde6W7Cb28Qku+wyengXkVNQ4cyCeCVpu2+PIDOVa5buhRPP7lQVnk0bP6cyq2Tg7oa1q1mxfCnNtsHiVhPd94QrYNxkfOic6mfT7SSZrz9JU2s7d21Yz4plS9l0x+3YzS3CSa9CbGtlfPd86StEZYfLB7ZRKpWw27v5xdsnBKGd00Nm6z5B9MqCTLz6+lucPS+Cb2VPkZTd1ZJaY04PoVsk8l0wY2S2PIV/Y4TILVYc8uJ1vXFQG2jt1AUvr1i1msyWp0ikW1WvmiTgPfO7mb/9EOh6Rc7pqMqalBCOTWSrGWtlV2R9Vaz7RYC0K+4Nw6DZNhk98qiw3tdM5WDZHBOuitL9L7TidG/bj2aY6MDo0w8JieChyn0NShbbkk4z8v0HcV1BdLOjl9i0/rP0rf4Md61bC74nyF/ZwS/lMSYH1TXK847KDlEYMnR5BM0rCSlicQrHj+o+0+l9crVEXsoxrchn9PBOgutDqhqm+spqF2O8MtwIhWxYOgg+aENCE18XzJvZm9X/RpVsyaBz2QuaPSeqZV4Z9udFNERUzRJroIEG/mWgIR1sSAcbaODTh/YYmAG4EbQmq+6BUJUHHigI8vTDoujL0iNwgOaEIF3fy4kejVIIhgYxXch/ZNDxn6YEcRu8KCZiz7gw7DC0ME1Pc4nyeMQ/amn+7QPPcfXH38bMX6FYEBbZoVtA001hPAFoukHcpC57qhTqlD1BXEYP72T50iVKsiYnplLONXJ4F6FTwM9eVc6D/o0RlW9UK4WTqJXEyQpI6pU9yqFt9MijABVHP5EPJuVzwAyJHYDd3o0xp4fy1YusXL2GrvY0/e+8W+dGOJvzWzqzSGVnbdr4uVmzoKSL4OClC7Q/sK8ux2tsIsvAqV+KsXXyGMkWzLbuGblZ0tlQOhNe/fG38ccHiSKIoops0isRRRF6PAVRWBl/sb2UsUVukXRziq4FvZx9bwBz3jLRT1V2IQzREykit8imO24HqJMeTv8cavPU7OYWitlJNE0jnWpSboO10sNjJwcoZSdJzOLCKGWKIOSnrusRGRZRGDL/oQOMHnmUyC2q97704gtq7KWUsnbMh/dvQY83ETp5JQ1d3GpycXBYOB8++y1MXZsxxlIuKD9rWWk6N3Ca0IwRlV00UO6PtflXnu/jBhAGAbHOxUqaWfICrPZu/PFB0qmmOkdFmd9Vyk5CLAFeiU133F6X1Tar4+DGVYIQjVemQVImvHajWECplQIOX4FcVvRuerqoXHlliFkzJchfvluQMPlcCE142PjV8sMGGmjgY4+GdLCBTyxGR0cZHh5mdHT0V2/cQAMfgigWwo4UUVwTpEk2pn/5bmHl/nQAsXQ16yaWhkUrRBixNMi48/eErOgzKwWpWrJMyATnLINUi9jHuTOQ90R1TE8C0HPTbTASYrVo3OzluPH8bhVeK+R4+zCSLWhWDD0K0HSD7m378EJNnb+sDmhBWVQmfI+u9jSjh3fiOSWOHu9X1ZmRw7uw5vTQ1NoOiEqJWbhK5ORJpFs5N3CaN/tP0dGzTO1f9nWVHBenHBFVnPq62tPKtMFsX0DkFitOfi5+EBK09qpqQa3JhsRdG9azpKOJlnSawUsXOHZyAM8XWU0xPfpAt7/1t65FK94AI6ZkhlAhC/kpRg7vpJSdJL95N67rqdyrqcEBdS66naR7616R/+QWCCaGZoQTyyqSVnZUlSOdakLThK17VPbAtJUUMiq7XPs/vwXlUp2MTYslKGsm+c27iadERlf3tv0iQDcuMq4S6VZVOZTVvZ+/9gaxzsXE26pmKrJCFsUStN23B2vuQjS7iWy+oCpKckxeevEFpgYHFIE7erwfQGVHyUpN/zvv4gYaxpweUWE0DG48v5vmmE4i3UpUdpTUMGaayuEPBCmUJhJGQoyDEU+RrlQYu9rTBMUcI4d3EhSm6gxK1P2Xv1KXk6Wqp5XKmB5LkG5OMfHszjqJac4NKBZLIo9N1/EnBKErlRw0w6Dz3sdJNLfQtaC3ToIqK4Pm3IV0b92LOXehOqdzA6f5wYH/iaOnX4EuC9pMIROW7qOThiBYelyQotZAkCSA3sWw8c6qQYasbPctFeTKB5oCURGvlRL+5GXx87/tFl9vXY//006cpvbG37cGfmM05kqfLDQqWo2K1scGJ06cUNkQt9xyy+/6dBr4BCNst9BiEZQitNaEsFy+dX1V+iPzs2ob1qUT4fTvYWZmDlRXrH9YhIIBw454/ct3C8voafk7HT3LmJyaQrebCN0irS1pxofOzagoQH2mVq2ZgqxgyepOfvNuRg5sw2pK15kqQDVTq3x9SEgLs2Mqu2vNhrs5e3GQzNefZPTwLmUwITE9w+nN/lPK+a62ivRBlYLaqsb0PCuJ2TK9aqtXUdnBCTSiwFfVGFsPVfWttrIHEG/LEFo2oVNkwY4jH5iTNR33fOkrVQOGyVEi31PmHk0m/Lf/+p/VM0kcQ4T3JpOJulyxsmZSKpWwOhZSvj4EXglvcoyOnmVM5fLCNMRzWPDIYUYO7WDT+s/WGYScOX0KLdFMUMqhmzboOqFTQLcTWB0L66pzskpz9cffRiveqBuHe770FV47dgJzTg/e6BmS6VZlvOGX8mQePqjeJ01Sat+vqovX3ieMIhVWbCZS3HnbLXXHr/1soVpFi6fSs1bbzg2cJrLimJX7UWWuHd6lqofS3ERWrmRlV45r2jZUhpkXaoRuiUS6VeW1SXOQmGmKiuP5C5xqDVl64zK063A1gG82V6tLtb/r7/SDOwVzK26D25vqtzt+VEiRZYV8YaqanVW7rUTNvnP5PFb2GuX0XJp/fvRX3pcNNPBBaMyVfrdoVLQaaKCBf/E4+fdv8//+5C3eefU4zO8Rsh1Jlp5xIXSrFsxS5lNryfz2a+L7t1+rWj5rXr09vOy9uBqoapY4+FEhLzxQED0ZG1fR39tJzvUBDc20SDYlWXvzGtZsuJtSoUgwdVWZN0C1AtC1oLcup2jdTX1MPLtTbDM8KKyw7aTq0anN5Tpz+hTl8UFlUhH4ZZW5NDY8SFjKMnJ4J1rZmSFnk1WWrgW9YkLrlHBH3gMzpvKspO32bBWq2qqG7Avrf+ddmuavUJW12TK9NqxdraoTfmqeqFAZBqOHd2K2L6B30RJVcSPdVWcPfufGz7Fi6RLs+X3KXEGOhTSb6OhZRqwtQ2bF5+sAACAASURBVHzeYvX9a8dOCJI1MUzk5InCkAU7fsCKpYv5+U/FuHzjT3ezZsPd2M0t4px0XZGsoLWXUqiz7qY+0nFLjTmWTay1i5wXYlUcEvVYQvQghSGvHv1HWnoFGXn3zZfZdMftLF/UQ2tzCs0wRCWpqQXNjOFfH6LsulVTkYptevna+2ocau8dc04P5euD6Lo4L2moghlTFdagmBM9eIWcqoyBqC5KE4kFjxzGbO3CSLaIQOXKcaQhiJubYujyCK++/havvP4Wjg+hZqh8N/kZe75w2rtz4+e4a90tlMfO4ocRfqnAyKGdRIFP6Fbyy9wiWvGGkgfOvf8JKLv414cgDJUpTKDHhKlGLIHf1EnXgl5lHS/zt/Kbd4PvMTx+nVADvpoEq/K7Kc0tahdYNK9CskLRqymt20H8fCRfDS7euEr8fv9tt6iI12775btF7+fbr6rnipUbJ/7fT2Dlxj/gqdVAAw18GtEgWg18bLB06VJWrFjB0qVLf9en0sAnHHX30sB5MbH65Zlqg7sXimqTdAdrDeA/5oWs8Mt3i5//sCi+StQGkg5fAQ3hJpaeZvdeBq5U3ufl4PdHWOneILN1H0YyjdmawQk0jh7vJ795N3rFvc1INqtdyDyhocsjdeRpbCKrKjoqCHjLU2ISWjPhHpvIYs5diNXRy+gPvklUdunaIhzn8pt3U9ZMVq5eQ/fWfSzrWzVj/GqzrtwArPZuYp2L6N62X1Rr0l11PTIdPcuIz1tMrC1DR8+yuqBeWbXJVQJ4JSGsNcaQkDJAL9Twrlxk7Mgu7lq3lrvWrVWyNUnIjMlBJTurlZHVGkgASn537OQApVDH7OhVpCHnhWS27qV8fUjI6ppb0IIyo08/xNDlEb717/43VqxYQdYJVPDtyPcfBCuO39SJF2r414eUfG586BxxE2H24DnKDbJ87X3hiugV8SfHIPAJPVcRktpr71rQK9wdjzxKWJwiKEwRRRFh2VHHKWsm5pxetFgCY3KwbgzHhgchOwaeQ+bhgxw93o9fyjN6eCfNtsnU4ADZ0Uss61uF2drF/O3PKAdGeR7vvvky627qE0Ts6vsExSnGjuxSx6nNPPObOiGWqJBJIfkbObSDs+8NKDJeawby0osvkGhuIfPA9zATQrY5/6EDSq5pmNVsIHkfbrrjdu5adwtaWObs+Qu8+vpbkO6q2Nb3UB4f5MzpU3VSS3nsuzasZ/NEAX39ZvE77yMWQqS5RfZc1dSiXPn99RBOhG+crvZeSeMMSc5+f0Ts443T1aw+ue3EqHAw7NDEwk57BrOzh+BnXZidPR/y5GqggV+Nxlzpk4WGdLAhHWyggU8faleq33hFrFJfDWC+ISRBHRqkl9VLhy6cg+1JMRmbLEEcYY4xFczc58mjYiJ1LQRPE9k48ufDV6qE7j/mIQ5hKeIXWoK7/Sb0eBPdW/cydmQXhmnh5SaJNbfOKv2rlealM4soeYHI5ArK3LVhPTDTCEESm9fePEpkWGhBmSgMMecupHztfay5CzHzV4iZpqiy1eQ+TZf3SfmhN3oG0ERfme+pPDBZsRg98iiZLU8pc4kVNXlhYxNZzl24qCRiadsQzobTDBjkdZRCHdJdeFcvEosn2LB2tTLUkGM0m0nG9OwrSbxeff0ttHiKyMmTbk4xOZVFjzeRtg2msln0RJqwlGXl6jXkN+9m4tmdBHoM0l112UzHTg7gOA5GyzyRC3XkUSKvhNW1HLJjeLnJinFEASPRRBhWjDSOPMpdt92sPpdXXn8La+5CvCsXMBLNaF6JSNPAjBE4RWLzFuNdvUSscxHB9SHMRErlU2maxl3rhNukG5lkvv7kjEw0KfM0C1fpmd+tzE2mj9Ns+WvT884GfnkSI9lCUMzye3dtrMt6U+YWVhzCkNB3MRLNRE4es6N3VjOM2fLUAHWvRl4JzU7SvXUf1557TEldJWKdi+neupeRQzuxYjGCYk5ZxHtXL6IbBlHZxepaPiMHTEl6w0gsktgtcPPaetMKPVm1dpcy4ekmOrJy9UFS45+8LGzdvawgbRs21RtlNNBAA59oNKSDDTTQQANyxXliVLgFSslQepmQ+aSX1UuC3jgNul2tWBlAqy6cCOUqttwOIFeC66EgcISiyf7oK+KYmldthE+1gG6hf7OZTX29tLak0YgYffohYnpE2XXR400zSBZUV/Pf++W72J2LKRZLWO3dwnTBjHH0eD+/ePsE750+RTZfYGx4UBGNl158geUr++jetp/lK/vYdMftmPkrGHYCM39FSasyW/dhzOkhmy+o7C+Jjp5lnL1wifLoGVqaU6xctYpN6z/LnRs/pypJ5wZOi0ypUp7RZ78lpGxmTFWQJBEL3JLIy/JKrL15DV4o7OelAYjcToYr+xPD6IahKjjy9VKoq+1l/lKtZb3E2ERW5XfpdoLM158kkW5lfOgcfZ9ZQ/fWvXQt6CWRTGI0zyGRTKoqols5FtkxRQSk9TiGhXflIjee342th4pkbVi7WlUmtXgTMT3C6ljIteceU1bpklzoiWY6730cdAMjPZcgipS1vB5vUhlpnfc+TmRYFeOJiqSukiMVM00iJ8/okUdFBavmuuW5r7upj672NKXsJKNHHlVmIrUVNGklbySb1Xh19Czjzf5TlWpriszXn0S3k/zi7RNcnPR57e13ACF3XNa3SsgkAw9D14lbBulU0wwzjFpL9emkS96rVsdCdLsJwqhi5y4mMrXSz9DJV8aiIK4zFmfD2tWYhavohiFMNCpZbLXjop4J25sEyXokJYiUNK2QJhiyQiVlwrUxDlJ2PHyl+iyQJKv/DWGM80bFcMPLimMlzI/+7GqggQY+VWgQrQYaaODTh/aMIDoD54X870AR4i3iZzevrZf5SNy6XjgK3rq+npzVSotATNi6ddHDMR6JnJ3tSWH9/sMi5CumGJeHhB10yRdVsuErHIvG+HlHC/FUWsi1NESIbL6gJpPTocWTZLbuRY/FKU+MMHJoB/gefmoeXVv2igpVR68iIVAlSTI4GKB30RK6tuxVwbvnBk4zcngX3pWLYMYU8bnnS1+hpbePrOuT2fIUVlNaOdoBvNl/irb79uCn5hECUbINwzRZvqiHzXfcrpwSnXyNI1wYEgU+scwKQRT0iKs//jYxPVIywpED2/AKWSFxi+lolYyucwOnVRhuQheSTCkRTOihIjG1E/Ku9rTK7wrdEteeewwrEn1Csr9obHhQ9SN5juh/ckoOZvsCZRABoqrX0bMMN9QxWzM0tbYzNTjA+lvXKpkiVPPSCIVhhzw/mW/1yutvceb8RYLCJGNHdqFbdiU42Sa4PsTo4Z3oZUdIE9EYPrANq2Mhy/pW4V29iJ+9ShhFnL04yORUFqspTWbLU3W9eV3taW48v5tyQWRgHT3ejzl3ocrlmt5TJz+fhB6q8ZIVxWvPPYZeyRwD8EsF/BsjZLY8pciaJKdaLEHm4YP0zO9mfOjcDNlo7b1d25sn77Uzp0/hTwwLoqrrEIYYyeYZIddmxQVRt5NVeSbQM7+bZtsk9coe4ql0XcA3IH53Lw2J54CnVWXDUCVbcvGltx2yRfjLPJQCuHRGmGAsmFfN06rFxKh4XddEFXx7EoKoGnwu+z4baKCBf5FoEK0GPjZwHIdSqYTjOL/rU2ngEw7nv/w1pb87TpTUhTW7aYgJUq3hxYfhtrsEUfMrUsMH7er72jNiUoYhvi9EYgIn27nCSEgLtxgQj+DRJmHIsWAei70St4+eZNI5y6BzGS0oiwltbGagrZxghk5RBMO6RXTTQvc9bDtGcH2IsSO7KF97H398kKCYUxPaUigCbY14E2337eHYyQEGL12oqzKEgNnSiW4YxE1NTVyPnRyg7b494riHd5LQQzVZPnq8X/TGHNqBPz4IZgzNtMGKqwpFGPgEuesEvq/kgEZcWK/7E8N0taeJmSZa8QYx06zan9tJ5m8/hNEyj7JmEllx1bsm7e5l1U9WSGptvqeH1UpyptsJ5t7/BGXNZM2Gu4UxQ6VXDERlRsrPqPQ8yR6vketTqtKW2fKUqhTVnoO0cJ//yBE038OybazIF9WkUMfNTzF6eBeaZSv7+ZgeEXqOGvO7Nqxn+dIl3LnxcySaW+jetg+zEjItQ6hbevsIoVJhSuAVhJlFbW+eDDWODIuy3YLrejNMSWorf/IaxofOKSOShB4qAuncGCWZbqV72z50OwFekRvP72ZseJB0ZpGwggdFTmWodu2CwXTTE0nupPS07b49mHMXYuuhcJv0SqDB3Puf4NjJAbHdkV2cGTgNnogh0H1PGWYcPd7Pe2fO8l9yl/npyNu8wkQ9oZQVJ78EYQhaVA0Onl6t/snLQvb7zWYRap7QhFOhRXXxZvhKvZW7fN3ToRQJghYwo3Le+PvWwG8LjXvpk4VGj1ajR+tjg4ZlaQO/Lch7ae3/8G8wtUrvxc1rqz1UviecB3VbVLB+8nJ9D4aUCMpA00lD7MP3qvbOtb0dww60G0JKeC2ESANb2MurwGRpHR0CO1N4Bwr84b/68qxyKqj2GQ1euoCfEqvonfc+zsihHXRv2183Wa3tl5p4dqcIRq4EzRqJZiK3qMJhZWUqPm+xMIU4sotUzCDnBgRuUTz/zBhWx0LMwlWmBgdm2HnLvh/ZzzT3/ifUvu3ORWS27lPnKR0CZ7Mnr70GaW8eOXnicZugtRd39Ay6ZZOOW3Qt6J21F02SuVyhCGaMZttkfOicOsbEszvpXbREBR2PHnkUopDM1n3q+KJHKEb3tn3ceH43U4MD3POlr/DW28fRrDhmWGb+wsWzBj/Lz+ro8X7cAMw5vRiTg6rPy78+hDmnB/fyQN1nErolMEzRc6dp6nxkn1qtnFRey8ihnaBpRJ7D/O3PMHJoB1bMrttW2Lv3k9lavZYPw/R+qem9VEeP94tqXvsC9RmOTWRnte8/erwfF4vIybNp4+cA+MXbJwg9h3SqaYY8tqNnGVk3IHQKmIZBFEtgti/AGz2DVekpNOwEgVti/vZDs/ZttfT2UbZbOKmNsvS+qZkW67MFlBcMkZFV+/su+6wGzlfDiHekxPtu21TfqyWfCbVBxbXHiaWFQUZN79aJ//2Jxt+3Bn4raMyVfrf4qNyhQbQaROtjg8bDo4HfFj70Xtq4Cq6fE9LA7+eFBHDjZvGz2oZ2qG9ynxitvk+ubNc2vL/TD7lJITcEMUmrydFSE7H9le/jLfVuhTWYnmN19Hg/xZIjJuilHMlK6Kx0IKwlLEOXRyjbLcKw4QffxGzrFtblbpFEupV1N/XNIHfK1OLwLjJb985qnFA7AZ9+frWGHO/98l3QdTTLJm5qKs+olqTE2zJEVhyt7ODcEJVCOanXrDhW5FMKdfwwIvPA9xg9vBOjZR7elYvE5i2uyxyDavZTeWKElSuWzzBgAOE+WMpNYXUtx5gcVPbscgxHvv8gZkev2rckN+bf/Ht+/IP9H/pMqjXnkP1UMi8rckto8SasOT3414ewjUiQyArx6t66l8sHtyvjj1rC3LtoCWPDg3i+j+NHRGWXKAzRdB3DThC6JcyKuUnteHwYcZefk/w6dHlEOAfW5FpJA4/acwn0GGXXRTMMglIeNA09FicdtxSBstu7Meb0UJ4YIRZPUPZcYQjy7LfQQh/DtOpIocyFG332W5i6JrLarg8ROgXs5lY8p0Ssc7F4zSthapq6X2qv9ejxfn7iXmNxsyECw2Xv1PGj4DqQiosqlperOIka0Byr5uuBWDhprQSYl6m+T2ZmzWZ2U0vqZOWsNaga7dQs3pz4yx81/r418FtBY670u0XDDKOBTyza29vp6Oigvb39d30qDXzCUXcv9bbDgrj4CoI05Wwh8ZlTkQX1vyF+Nr13q1ZSNHwFpiJ4qlB1JbPjQho4MSpIU1NMECwfMQmLYiLUtDsl3nMkADMB6zeLCpv8WUWGJCV6OS9U/TLSKr21OYWpa7Q0p+iZ3037A/uIyo4iWbW23Gb+CiOHdhAUs5THB8lseQrNTtJ23x6OHu9nzQZxPCV9q+QyhW5BycwkAZutb6w2Z0vaksteJD2eFFbd2/bTu2gJ40PnGBse5NWj/4jV2kVHzzKMZDPmnB5CyyadWcQ9X/qKIgTFQoGc65PQQ2zK3HheZCF13vs4up2sM9GQ0CxhHqEZhjJBmC7ta7tvD4nmFozJQbxQo5SbqhvDdKoJy53CKTm09PYxNjyI/Xd/wcTVUf7tg4/OGIfa3qOxiSxl12Xk8C6sOT3osbjIyyp76BXZZPn6IM22oXq7fu+ujWxad4u4vqCMm5vkldff4tyFi4wc2IYb6lycFISz/YF94HtYcxeiGwbztx9i2ZLFJNKtdN77OG6oq4w0OZayctnS26dkflIGeXHSJ+cKy/pidpLy+KCovjklERjcvkDJ9iae3YlmxUnoIZZtk9nyFHq8Sdn91/ZCxVNp8TnoOl4hR+i5jD77LYJSjsAt1Uk2AaKykE9GTp6EHuJPDNO9dS9Nre1sWLuaRMygfH1I2L4nmuuiCOT4A2RHL7EpZdMTeGLBA6oW61K6OzghJMHxBMRCIe1dVLFal9Xp8UgQrHKp+j5Jsl7/uVhoKWSrZjeyz0s+K4qh2MfA+eqzprJd4+9bA78tNO6lTxYaFa1GRauBBj7d6DKFZGh/XhCc2tXu0BUr3N36TCnQdPx/7L15dBz3def7qerq6gWNBgiAJBoEwEUgRFIkBSsWZcraoqMojmWPNfFJYuuNRuJimSKpSArfyXM8c/yHz5wXJzOMLJuUKHMT42c5k/d0oizy+Nk6SkhapEXpMSBFURRJcQFAACQWAo1Gd1d3Le+P27/qagDaxkksafqewwOwq+tXS/evcO/vfu/nBqWFF3rFGdMQCAZ6qe/OL8SJy3lwXacAMdaERK7U2FHeL6SBHpVGymrbobfKErEd6wjXJCsyRu+GLw9K2WbKUl3asU5kWFfOc+2y5b7sLygjTKYWkHc0wo1t0+SCif1bASqkg2dPvUUoXuufn0KK26N9QsczIqDhY+hVtufK89/GSQ9BMY9nmLSs3c6V57+Nlr3K6q5l7H/ll2hmrITwFlmck53AjEawXB3PcdAMkaZ1Ll1WkXFT5zAV6x3MlN24Ykk5e1fKosR0t6In2JkLvRj1KezRvmlZHZVham5t58zbp0g9tNMPTNXxJSOTQdNDaOGI4ManZJ2m4c1fOwYhg1CigTlf/hZDP3yc2fc/wcAeQbqbukfe9mhZ9xT9uzfS2XGNv69/3MEzFRm54D3xbIvC5fOESvh5s7bel3MWsxN4uoEejpB68EkJtOqb/XGSqQXkchZa2BT8uhkDDzzbIh7IkAav68zbpwg1tklWdc9mvEKOlg27pVatmMeMRtDCUayJcVxAN6Pc8mlZmZ8qNVRofa+YZ9UNXf6xlq++k53jIzSn32Fh1xQpb9fNUieZzkMykJVS2ewwEhCZSVkwUVJA15A5uWNSFlE8U7ZfKs3bhxKVz5Gp1hqtlBODLPC4WZEev0sGu2pVq9rHxz6yGa1MJsNjjz1GS0sL0WiUrq4u/uqv/uoD7XvHHXegadq7/hscHHzf937uc5/717q0qlWtah9FUw1G86Xmw0VPgqubl8rPh0KwqENkg2MhcZDeOFJZ6B60wOo0YeTfxoQUzEdLY0dNqNOEk3F3v0iQdmSlbqvvcqmoXpfAL4xkx6440sPrC3dWNGhd3bWM5tb2ioa8Coqg0OoKx60siDUf7OsRuIDrSpNcTae5IcmNK5ZMo89ZVgGjbg6FgTOCMacSWuDTA4t5MrdvIRSv9QETh7tPUrQsSA8S0V3MVCearouzPreDg68fx5oYo3/3RopDF/GsLKmHdhINwdXntghUI9nMwcNH0EzpyTTw7KO4RUuogYZJwwPbiegusXiMiGYTS9b716kyOKu7lrGw3pgGZBgcTdPwwHba5rX42berz20hQtG/x8GGx14+U0HXU9eumu6qzB2GyaWdG/yC9JjuUhzpJdzYhqaH0M0o4ab5xGJRFjXVsOqGLv9+B5soD46mSa3dhpuboDh0kavPbSGmuyT2byUSwidFKmBJ1ND8oBDwr1sh4XO5PDXzOjl4+Ih8RiO9FC6fF7lh3Rw8Xcexiz70I5moAaeIk5tgYN9juFau4ny1cJTw7HZa1j1FeM5CYrEYnYuv4fbPfoawZ3PwtW4iDS0VGT/XtimUmjTXRkLc9tnPSPPgG6+nY8lS7MRcZt23VTKbpQbSh7tPAhAywrR8fZef+XrpxRd8yqNqjr189Z0S8KbfYeH6kGSv9Hi5F9bogCxwLF0s0l0VFPVdhqsuXHLkueBm5bVkhwRnhiljmEnZTwF0ioClSRZ8jv7uQJ3gOfg3IytywkJ65udK1apWtU+0/ZtltO6++25ee+01vvOd79DZ2clzzz3Hrl27+NGPfsR99933nvuePHmSdDpd8Vo2m+Vzn/scv/Ebv8Hhw4f91++44w56e3v50Y9+VPH++vp6lixZUvFaNaNVtap9gq0lIdKhYU9qLYpIcLMmJBK+eW1l6c8rByCC1GuFSw1NiyEYLZTHCxbLOzZENAneXKC5RCcMl1DvT2Wgo3N6PUdDCl7ZL+dhh2DJNeW6r10W3XqS24pxctksWiQOroce0v3aFhUUDDz7KJ5rVzR2VSv/uYlxWr6+y89EvX36DOGGFoqj/eAU0SNxPCvLbZ/9jJ8d8Gtl9mzi1hvFwZ6pwazKZDnZCTqWLC0DJvZspjYS8uvJLKuA69hoEalBuvL8t3FGell87ZJ3BVqceedcCaKxCc2R/cNzFlIcukgsFvUzUkDFdU6tJ5sK2pgpG6Ksqa2DdGYSDJOoofnBRTADpvZRdWnq2oPNlUkPUpxMo8VqcXIThGK1Ulu29xEiuuuPq+7pwcNHCDW24Yz0cuvqVTNmJ6ceM1JbRz6TJhIxK2rzgs2KX3vjFLlcTuqi9mwCNIzGtor6qyBMJZj5C9bdBaEVU5tf37p6lX+ekbmL/EbVi5pqAMl89u/ZTMvabQw8+yiLF5azhSq4D9biTUxm8UJh8KBz8TUVMJBgNldlFlW2L7F/Kycamd44eKZMlsoq2Y7Mzx9nYcyVflrBBsQXemUBZiogY+r4mbxkvBRIJ2jBDNbKLjh8AAxPjhWs2axa1ar2sbSPJAzjJz/5Cffccw/PPfccX/3qV/3X7777bt588016enoIhUIfasx9+/bx4IMPsmvXLtatW+e/fscddzA8PMyJEyfed4xqoFW1qn1Crb0B8uOScXoyA0s7y0HVVOBFEI6xIwteyQHbMQmDdnnM+QkJ0p7KgIHIiHZMAqXgakcW8g7MDcEVF646MxPKWqOywj3sCRLas32AxnkzxnWx63AmRkTGtWczFHKEU50UB8+gaRqO4xCKJ3Emx4jUzvIdfyUJHNy72Q/MulYu9wl0/bs3ASI/Uw5w0EkPOvvBYOXE4ZcrAjGjsd2nzwEcfP04RkPrNMmhog0WR3rwHMdvKDs1OFDH7T5+osLBPnj4iE8RVAFmUMbYv3sTXjGP5zqYcxdRuHyOUKwWJ5ehpr6hQib4bsdUkkYFAVHvm0maqe6BkgoeOdpNwdVwC3lavr6Lgb2PkFrzffp3b8Qt5NHNKF7Rwkx1+hTComWh6TpOfnJGqMdUm3ov7ZFePNcFp0Cstq4CbKLogJ7joOk6tRH5m6ruKcBEwcXJZQgZBtFEsiKQ/KAWhGqMT2TQwhHcQp76ZK0cw3Jw8hn0aA0U8tz22c9M+xyC9/fI0W7sxFzs4R6SiRoyBUfuH/jYfYW5V0H8zxmvBF8oU/LepwXWQUGXLLOTA+XpFEu/uEBUk75asZKMN7gA834SYiX5VUGa2ic4v/UoNFiSQYtpQAz6q4FW1ar2cbaPpHTwb/7mb0gkEvze7/1exetr1qyhv7+fV1999UOPuXv3bhKJBH/wB3/wL3WaVfs12+nTpzl58iSnT59+/zdXrWrvYd7EWLmBMJ4EUkePVMItlCk4xlMZsBywPHhyQvphtTeUpYRFShJEpAbrx1lxpMxakQtZpUwYlH+qnlvB2q+sK4HYhhqp55oTkoBQ10jlLH46fBwnm5bAyHWJJeshPYjR1E7qoZ2EojWkHvguNfWNTF46TceSpSJpS4/R/8x67HwW2/Uo2DYvvfgCt97YxeDezWBbuFaW/j2bcbLl7ILKhPRcOEf38RO+LCsoL1TQAuwCpAdF6vfaMX5x6FW8Qg7PtqZJDlU/pmTE4NrOxWhFy++1pCSQBw69Sub2LRw49CpFTXo3DfeeZXA0TaixjdTa7aQtp+J8mhuS0oC4qR3NjPmADD1S44Ma8lah4lyC13q4+6QvO3SyEwz98HG0AFQEyr2fjhw7yeLfuIWb7/xt/x7k0mMc7j6JRZjmNduI1daJRNOSHlMULcw5C/CKBeZt2A3pQbRwlNn3PwG6Lr3BYolpckJ1ftG5CwnXNxNpaPGvWzUUTq3dBrpGuHkxubzFPx08RGTuIg688ksswgI90TVuvfF6hnvPVvQfa25tJ7Xm+0Rq64kmkj4YRcEyZoJ9zLRN3Zucq8v1aTqtD++hYAu4w2hsIxSrJRqCZG3CD8pmur+Do+kyyMSMUdQMmtdsw2hqx/Y8vPgsCgOn/YC3fcEiaYwc12hbo02X8DWkJFgqeOX5VWvJwomGzLNkXKA1UU1en6NJrebPWiQDdugtAWoEATozHWPQgXNnJBse7M+XdUUqvKFGxh0LwbwQngNu3qr+favar2xVX+njZf8mGa3Vq1fjOA5HjhypeP3NN99k+fLlPPPMMzz00EMfeLwzZ87Q2dnJ+vXr2blzZ8W2O+64g1dffZVYLEY6nWb+/Pl85Stf4T//5/9MLBareO9MUWlPTw/z588nmQzWL1icOiW9SGbNmkV7e3vFPmfOnCGbzQJMQ20ODw9z6dIlXttKUQAAIABJREFUANrb25k1a5a/zXEcP/NWW1vLokWLKvY9f/68L5m87rrrMAzD3zY2NsbFixcBaGlpYfbs2RX7Hj9+HM/zRE/f2Vmxrbe3l9FRKcq99tpriUaj/rZMJsM77wgxac6cOaRSqYp9T5486WNFly1bVrFtYGCAK1euAHDNNdeQSCT8bfl8nrfffhsQYk5bW1vFvqdPn/avdSqydGhoiP7+fgDmz59PfX29v822bd58800AkskkCxcurBj33Llz/me8fPnyiszp1atX6ekRQtm8efNoamqq2PfYsWMAxONxFi9eXLGtp6eHq1evArBkyRIikYi/LZ1Oc/78eQDmzp1Lc3Nzxb5vvvkmtm0TiUSmyVn7+/sZGhoCoKOjg5qaGn9bNpvlzJkzADQ2NtLa2lqx79tvv00+nycUCrF8+fKKbVeuXGFgQByBBQsWUFdX528rFAq89ZYgiuvq6liwYEHFvu+88w6ZjKzCrlixomLVZmRkhL6+PgBaW1tpbGz0t7muyxtvvAFAIpHgmmuuqRj3woULjI+PA7B06VJM0/S3jY+Pc+HCBQBSqRRz5syp2PfEiRM4jkM0GuXaa6+t2NbX18e8G+ajzdHxLjlopubLdiZPXubsWZFFzZ49m5aWlvKOpUJ2b8ckXjiCXleQVekmDZIdWIlGvJF+irVN1LxzBt3LiVNlilPl7cjiWR5aBDTVRwegwcQLO5D3yHzq09QWJuDMaanVGvZwzQieARQ9QhvC8LMW7pp1LQde+SUeoJsx4gYUXZeQGZNmuCU8d+PcFFf6+2hqbuHK8AjFiHyuc778LQb2PsKnlizime9t5Stf+0N6JjzskV5Sa7cxum8Tc1PzGB7sp4DB7P/4XS7t3IAeMjAa22hNwKy4yYlTp+WYOBRsWzI4Vg7MKC1rt0vGzRUaneqRdfLkSdY+/IeMZPLMb26qgBdkbt/CwN7N4HnlLJsGWihM6oHvMvSXj7Fi8XyMcJhXX/9nkZc1tWNMXuG6jvkMjWVoTMZJ1NRw4LVjhEv9qULxJE52HD1SI2j1jXv97EnwGfH76zZj3fUN+vdsksyPU2RBx2KGSvewvbmJY2+8WZGpaX14DwN7NpEwdfKegZ3LkHpoJ/3PrJfz0xzQNJoeFDmeyiz2795IJBLhumvaicfjvHr8lNSy6RoULW5YeR3PfG+r/4wIIuKvPP9tQaRHoqz+1HUVWSvBvBdKfbQ20bJOepZhFzCa2ilcPk8sWc/1S67hFy/9D//rfdc993L4n9+EuhTa6EUWLLrGP9crz38bIz/GwX/4a/8Z0b7iJn9b2BrnwN//dwA2/tH/wXi24Ev8ipZF2DSxbZvU2m3079kEhTwtpb5Xs+9/gvDP/k/+n71P0drayh/8x3Xs/8UhtEgcvWgRi0XJ2kiAViJCuoU8GKYvgTzy879l5Rd/E9JjYGp4loe3dDHZaB3nntw5/RnR3oDrTqJN2BACzdRlQaTUP8+zPMBFi2myaOICsRBYHp4OGB7abB2v10GL6ZIZK8mIT506hWVZrLhnFfr6qGS1Fy2GhhSDu56j/p6biVq9MOKCFhN54esHYEMN7s48R//2FebMmVP1I/6V/IhcLoemaaxcubJi2yfJj1B4d5C/rVU/4l/HjxgZGQFg8eLFxOPlustMJoPjOBXv/7VntEZGRmbEUKrX1MV8UNu9ezdAhWRQ2S233MJf/MVf8Pzzz/N3f/d3fP7zn+fP//zP+dznPofruu87tm3bTI09Pc+jWCxSLBaxbXvGfdT2qea6rr9tpuN/0HGnnlNw3Kkf+PuN6zjOrzzuTNcaHHfqtQbv4UzjBs9T0yrRzR903I/KZ/N+1/pB7+H/7LiFQmHatvcaN7jvhz3fD3oP3+9ap9r7XWuhUHjPcZ1wAq/fBVMTydAuC1as8sdd+IfrmX3v7ZXF6Xocd1ceJ1TD5DXXyUp0kybBVt9lhvf+dwqJRsLpITS9KHVXcV3e80wGlzCZlZ+i2LZAajOUmS7awwm0uEY4PSQr4gVPakQ8neFj5/nnv9nP5LXX4e1x4EIvL2lpOpcuIzx7Pqm127AwWLlsiWDXS/VNza3tWHd9AwuDWYkoYa+IPTZI4fJ5+vdsxmho5cSp03z5wY1c7u+VrFhjG/3PrMdydYp3f5OsDcVCgYE9m0rSvm2QHmSov4/jZy7iJlPM+t/+gqJm4OimZBtmz8fNZyuCrJju+rCOYrHIcDpH8bf+xH9t+eo7OXvqLQb2bMZoaMN1HNnf8/AKebAmpaaoLsXxMxfxPI+62gReMY89NkAuPcaxU+co3v1NhsezvPTiCyQjIYrDF0HTMWa1SO1ZMQ+azsCeTeVsXOkz/9ojf8Slvh4G927GK+Qx5yzE9Twu9PQxMZmlePc3Gbw6UZGpwXMlA5jPUtTCzL7/CaKJpI+DDxkGTWueRjcifsbmxhVLuPrcFswQLF3Uxrat3+Enf/PXrO5aRufia4iGoOXru+Qelb7fQUJg/57NFIcuouk6s//jd3ntjXLDYUeX4EMLR0SiaE1KvV4hx20334SWvUqopo7G//AEQ2OTFfPipRdfYEXnAlJRh+uWLPZbAQzs2URxtB+vmK94RnjFPP27ZVs+k+aWe36Pz979RfA8Thx+meHesz7y3dRsvEJWICZ5qS8c3beJmO4y+qM/YuBSL7f/zpe45Xd+l4OHj6DHkrSs3Y4XjmLrYRwrS3Gkh+xklls+fT2FqwMko2GG/vIxYoY8R3CzaHNDaBsT6DGdiZ++ytv/7anKZ4QC4ACFufNwYxG0Fh2MkMzJBW2wIY42R8NDx3OQ50NzSOS/UQ+tSUN7OIE37EnWS2XGpjzTyLrlzHdJNug4DoVEI94weBaQL0imK+fh7ZiEnIzzUflb9Un0I37VcT8qn817XWvQR6r6Ef96fsR73cMPYx860Pqnf/qn9yQABv91d3f7+011noP2Xtummm3b7Nu3j+uuu47PfOYz07b/l//yX3j44Yf5zd/8TT7/+c/z/e9/n+985zscOHCAv/3bv33f8Q3DmHY+mqYRDocJh8MVq0HBfdT2qabrur9tpmj3g4479ZyC485U3/Ze44ZCoV953JmuNTju1GsN3sOZxlXXaprmtJWoDzruR+Wzeb9r/aD38H923OCKzgcZN7jvhz3fD3oP3+9ap9r7Xatpmu85bm7xtXgxA+1hkeThGhXjmpkRwp+/Ik6Q6rOVyVBsbkXPZak5e0wcqbGQOFqtcwmFQpiZEaL/bhSv4MEPHMjZMAweUbxQmNo3jmKmL4pM8Qt3Sl1XzsV7OoOX9TAuj8oxY7pk2eK6fw/Pf28XbkuL1IocPcLrpw8yMfQaJ/d8if9RHGY4na2QXDU3JBnYs4nCZJpjp94hU3AJN80nFE/i5icJZS6jhaPYv/1NbC2MEdIJjfUQq63DaGiVYKyxDS2kc+uNXdx6YxeJ/VtZ3bWM2S2taHUp7OEerv7ojySASTYLOXC0n1CpN1TYNFndtYyiZvgUvXA4TFMyRvjnf1oBMXABQoY06g2F0Is5wpGIoOCNCFoxD+MDaHUphtNZhnvPUlfqHabpOtSlGPrLx2iqk5XF5lYh4Zlz5mOP9oFdwEx1EknU+kCPuvYlNLYvZvOWb3Dy7TO4tc3YuUnB3Q+eQTejtKzdBsDQXz7G5b6LxHS33A+rBPMw5y4kn0kz9MPHsSZk9bSoGWilcwp55T/UL734Am3zWmh68CnePNvD5i3fQNM0v7fVqhu6iP/jf2Xkcj9ffehRVtx0KwcOvUphcoLi8EWiIY9Pd63A1L1SLy6RZB452o3telzasQ5Td7lh2WJq6hpIPfgk8TpZtDR0DS+XZuT/epzZ9eVVbGX7ntnG888+xe7t3/XP9dYbu7i2czGfWrmccDjM5i3foH3FTVhWAYp54jU1RCImjf/hCdxkiuMnT/lUR9VPbXaqFTQdt2ihR2I4+UksB7pWLmdeqpmmNU9TJEzuzj8Gw8SY1UL/7k24hTxWZpxQJE7L2u2E4km/z1vXyuW8eejn9HbOYfnXfx8minDZEYlvQZ/+jFANg+/uBzdL9Isj6BTwhjxZFFF1VHsd3LTJ5PU34BgJPF0TKe+OLOQ1vGEPZ7dNZskNkEfqvXKuBHDtDXSuuZdr//eNFBe1l2W/JdlgKBSS56vnoYUAw5HziWloG2ooLGz7SP2t+qT6Eb/KuB+Vz+a9rnXlypXEYrGqH8G/rh/xXvfww9iHlg4ODAzw4osvfqD3/u7v/i4NDQ3/otLBv/u7v+NLX/oSTzzxBI899tgH2ufy5cs0Nzfzx3/8x/zZn/2Z/3oVhlG1qn1CbZYBuAKZMGJlkpgqXFcNh/suC3ZZZa421IgUSP1f9dkJvr91bnkc1Vfr0FviiF04LZCMvQ5YlqyS/yAjdV2RcLlPzxMTsloeJBsqopmiI0Ytef2rcc7vcvja9XcBVND/CpkxwnMWohkRCgOn0cLRkpRsE2HT9EmFig449MPH/ddOv3USY/Z87KGLRANUv+7jJ5gouHhWlmRtgubW9mm0wankwGRqQQXQYCaq4NtvnSQ8ez722KBPvWtuSHLwtWOk1m5j6IePs7pr2Yw9r6aSBYGK/koADQ9sp/+Z9cRq6wh7Ui+kZHiFoYvogXvTsm47g3s3Y+ez6KZInoIkPrO+GS2awMmOY8QSeEULz/MINy+G9CCz73/C76ulgsnzYzb2SA+REJiG4RMJp/b1UhYEXXjxWcz58rf8nmdG5jKrbuiqpPNZNqm12xnY+wi1pu7LR9W9fu2NUz6sY7zn1LTjKQvCLNRn65kxn0SpxlEkwROHXxY6Y76Ia+XQoxJ8JvZvlX3DUbRinkhtHdnJScINLdhjl2lZt93vm9WxZOm079CZt09hzO3AHu1DK+T8c4gl6yuJikEIzcZEeb5NNQWeueTIvC96MC8EoxHJZAXJgSroCs7hINTieLeQAzMFgduMB54NG2pkkSUMjGVl0SQoFVawjGcykPUkWzboQK1Z7aVVtap9AuwjSR186KGH+PGPf8zVq1crovq/+qu/4qtf/SqvvPIKN9988wca60tf+hI//elP6e/vr9BxvpepQOsb3/gGf/qnf+q/Xg20qla1T6jN0mW1+YoDtfXvHRzd3S9OXBFIxmCi4Ndd+Q5Y9yEhiSU7yk7eTOhnhYk3k5AZh9m6nEOk1DtrrwNWHnRPArLvZaA2JkX46tx+4EgRfc6RbFwyVsZUf+FOet94nXfGbe5JfRp7tA/PyoIZI9zY5mdp3ELeDwpWdy2j+/gJ0paNm59Ej8TRHMnAKFR4MVLHnC9/i8T+rZzv6WP2/U/Qv2czGpBau80PAN4L0a6kbwqWoY4dpPbZNXMoDl9Ec4pEIiarbuiqoA2CUOuMxja/J1YQb55LjxFL1lfUqQV/+vVRz6xHiyZwcxOisIgm8IoF0HVcK0soEsMt5Jm3YTcDzz6Kk00Tqa330eZTqYPvFUiCoNEnLIdUCWW/qKnGD8AG+3oo2PY0XHww4FHbFZq9f/cmogY+xn3oh49TtCxc2xKy4uQ4oZo6vHyG226+qeIcPwzJMEhcHHj2USgIat0rFtA0uO3mmwDY/8ovJQs41IOZKn+vVE2ZCuDT+SLhpvlYA6fRwxHCTfMhPcjkpdPTSJbBexakER452s0/WENlquDRIwK0UPNIfxesupqP586UgyI9KgGRajzckJLFDNXiQc27qc+GU6fLc/fRWpEIRnSRCZphCBkyxvcy8r6JSJkm+IU7pSarqZQpi8UEB6970qj807e9O9GwalWr2kfePpLUwX//7/89mUyG559/vuL1ffv20dLSwk033fSBxhkcHOQnP/kJ99577wcOstRxgBmlhlWrWtU+gRYJCa7d1GRlWgVDqulw32UJsvouy/+NGDyaELTzaEECpV2WbB8dEOnRWEj2V5LAo0emY6AjiJM3mRYE/BUHNEOcK0U106Oy0v10BqKIw3b4AFzqhe9OCIq6CVkJrwmLkzg64DuSbWs02uY0YY/0ohVyhGuSIn9LDwoS2wjLg72UeTncfZKiZpSkWXW0rHuKUGMbocY22hcs4sYVSzAyl7n63BaaG5LEdJehHz6Om5+Umq49m1HLcY7jcG54knRmsqJhMEDILeCM9lKcTFMc6WX2/U9w4Mg/E65vxpw9XyR3aclmGbEEDQ9s57U3TtHc2u7TBnOuUPmKI71+8DT7/icIxWuZdd9WtGiCWfdt9ZsGq5+FUv1D2LNJ7N+KbkZJPfBd4sl6brv5JtzcBGgaLWu3EYrEQNPRjIjIJ2e1EIolmH3/E+Rc3W+AfOLwy35QZJUohp7n+UEWUCGhMxrbGNj7CMUr5znzjhAcmxuS5FydXMER9P5oZT9IEHldeuCCZKGKlsgWm9qxE3PJpccY2PsIhcwYmq75/bn0SJzUA9/FaGr3P4NVN3SxqKkG0zAqGjarGjn1/7On3qJ/z2asiatcfW4Lbn6S/j2bcHNpH0Chm1E/yDrcfdInA3qeiz3a5wfFxck0l3asw7GLpCcyaIZJYeA0rRt2i9ORHiSmuzS1dXD61FsM7t3s37vm1nY812Vgz2afRHm4+yROfXslVdAwJaOELr2rGixZ+Hi35r85T4KsnAe6LfPLzZbJgJm8EEMz+UoKabAhuanL8yOsyXNgXkiObcQkyJooyOsGpfeVjq2CvYKAbgB5piSi5Ubl79bsuGpVq9on0v5NAq3f+Z3f4bd+67d4+OGH2blzJ//4j//IQw89xE9/+lP+/M//vEI7uW7dOgzD8Ek4Qdu3bx+2bbN+/foZj3Pw4EE+97nP8cwzz/Dzn/+cv//7v2fjxo1885vf5M477+SLX/ziv9o1Vu1Xt6GhIQYHB31aTtWq9j9rhes/g7vHllqq9RFZxYayY9U616/loCElztyOSXj7jDhLdgFqHPmpHLCuUtb99QPivJGTYEvh348egbwrAVTIE5nTnFJTYuXIKccxqstKeK6Ekjc8GTNaqt264sJVFwrFSiexIUXvXo+RiQy33ng9HUuWQrLZl92F4rV+YLK6a5nff2lybLSEdR+XOquhizilYGZwNM2qG7oY7znFSy++4CPB6+uSkB7Ey0+imxFBqJtR/2dx8AxefBZHjnYzOJqm4YHthIww4VQneC6Xdm7AK1qEZ8+nZd1TeOEoMd31ceWJ/Vvxinm/5gwgpovjHW5s8zNVQz98HCc7IQj1fIarz22ZNk7B1cjcvoWiJjK9Wz59PYn9W/0MUnFskGTUkPthFwSDHgrh5icpjvTi5DIM7H0Eks0VwZB6JkVqav3rVufrI+CPdtN7qR/78lkiuoseTZBau52cqzM4mmb2/U+g6Tr9ezZz9tRbfuDz2hun/LGa2jqomdeJB5KZHJbPRzOjgqyPC93LmRyjf89mXCvL4F6BZqhzVsHhxGSWc8OT0oeMMkr9tTektsozYxJwxutom9fCtdctp2Xtdq5dtpzaiCHZwFIJgjp/r5gXYErpfIqaweBompYNuzFrkjSv2YZWCv5CkZjAQHSvIoBu+fouQkbYD16bG5KEIxGMxjZyrs63Dv2/HK/J85PL/x/jery8IOJmJTu0dLEsVIyFyjVXX7hTGpOrhY+7+6E2LAFNbViy0LssqbdUCyeREh0vUqbkVTwb/uHlcsuGaJ3M+9EyDY41Icl415cyzj8oZcagnBWLl4IqMyzzfsUq3LSJu8emUFtJpata1T6sVX2lj5f9m0gHQXCI/+k//Sf++q//mtHRUZYsWcKf/Mmf8JWvfKXifQ8++CD79u3j/Pnz0/CQ1157LYVCgXPnzs1YjHb27FkeffRRjh07xvDwMJqmsXjxYr7yla+wZcuWCnQmVKWDHzVTyNJwODwNb1u1qn0YU9+lT33hNkK6JUXtN99eKfEzPSGOdZSwxQq5PhGRFWolL7qYKa9UX+oVGdOIC3lPevKsKdV/XeqFYk4kgU9MSO2GBXy2JBVSMsUfOODmwfHA1qDGKDc4zXniIE4WJcO2Y3J6nVggi9bU1uHL7oZ7z/r/nyq1y1sSXAQbIJMeJOQWaHhgOwM/+BpGLOHXz0yVBBbyOcINLTgjvUQiJgVXw7FymKlO7JEeaiMGY+Np9Ii00GhZ9xQDex9BK+SwPQ+9hEqPx2N+XVOwfison7MmxgnFa4npLgXbfl85XFNbB2PjaTQ9hBY2uW3VpyrGntqEeXTfJgAKrobneRiN7dhX+/HyGTqXLquQBH7m9rsYTufovfAORjxZUaM2MZkFw0TTNJrXbPOR8V7R8mWIXSuXMzia5vSpt2j5+i6Gfvg4Rkhn1n1bufT0GsyEvE/Vkw3s2cTia6bXfTn5LObchRSHLjJvw24JOot5LMJ4+UyFnLHcoHojyWjYv69eMS91bDvWoUXifmPnoAyzYNtYro7R0DpNutmxZKlf16dqyIK1XkE56dQGxVO/p8qCSPufP/tlFm+I0LvXo+1iugy3WB+ReRCJSkCj6qf0uMwH1Wx8b4kqpuqmCroscjSkyvLDiYjIDqc2LZ9qLYny+/sz5bm71wHHlgUQXSvLiw+9JVCdQlrmfG1gzmoFKMJE5zLe/m9PVf++Ve1Xtqqv9Ou1j6R0EIR//+STTzIwMIBlWRw7dmxakAXw7LPP4nnetCALhO9//vz5dyV+dHR08OKLL9LX10c+nyeXy3H8+HG++c1vTguyqla1qn2yrXPLwyL9yXmSPTpaymqNDkiTUkUk7LssTpeGOGyuJXK9HZMwnoXmMBzaL4X2uRz0OWAjvXesvARVl3plnzwiS4qUnLCIVnbmVGYsjGxzgGRUHEaFkr+uE/rygCDjybvl4MoulBsvl+xcpoer7kXOpi9Q176E9EQGI6QTqa1j1n1bIRwln8+jFXI+jl2LxH1ZYd72GNizGS8k6HIvHOX8mM3B17pJphZw5Gi39H5yirjpK9y6epUESmu2CdhipBejsZ3m1nZC0RrJXLmuIMetLB1LllKTrKdl3VNEEnV+5kkhy1UWprlVpHKz7tvqZ+WKmoHlisQvm8sTmbOApraOaZ9zztUJ1dQRni0UwgOvHfPPPXgtqmmuaZRR9a7jUBzpJfXgk8SS9Qz29XC4+6R/nJGJHPZvfxMjJucUqZXM0sRkFsw4RmM7rpUT6Z2VA6CmvsFvEqzMcxz6d2/Emhgjl8txaecGNDPG7PufIG05FCbG6Ht6LZ7nMdjXw0svvsBgXw+kB6mNGNTUNzDny98iFIn5mTotLPLIWG1dBfWxNmIwsGczbiFPOl8kV3DwinlW3SBUyds++xmsy+dYct1yZt23lebW9orPILXm+xRHejl76q0K6Wbm9i3EkvV+o2X12Q33nuXE4ZfpWik9d7qPn6D3Uj+j+8qI/eHes6zuWkZzaztNbR2+lPGlF19gddcyzj797+jwivDEhNRlqXla78g8LHgS+IwOSOCyPiI/+y5Lc+AdWQnC5rWVUO01EmSpeko3X57bR4/IfD3eXc5GQxkN/4U7ZY4GJYFq7q5YJRmujk4J5FSWDCT421AjCyc9o7KPm5WFmFqL8MTwh3uAVa1qVftEWDV1U7WPjM2fP59FixYxf/78X/epVO1jbvPnz6cmP05onSFF7F+Ng50TiVHfZVmpVnRBu9TrpqjB9gy4roAsHE+IYxviUks15IocMKpDOFbusRPVhBBoFyRr1tgBlicBV8GdXtO1YpU4bbUxccJa54rzluwo14BFgK8npMbs7n7Z13cW875zGIu4mF+PUhf1+Gki4tcwecU8A3sfwXMdUmu3gxlFsy00XaPW1FndtYzE/q0io1u7DdfKiXOen4T0IKm127ETc4V4F4kwb8NuOhYt9AMAJT/Uink/8+EWcvTv3ohnF4hoNrFkPZnbJfOisPEKWZ6bGPdrhkBkZKpOzMlOMLD3ESbHRkmt+T72SK/UJpXkeMruuudekqkFFAsWzuQYhSsX6N+9kXBjm3/uxcEzhOrmks3myLm633+saEktlFe00DUY3beJG1cs8TNLqlbr8tAwI89uIlqSKObSY5wbnsQLhUk9+KTUKyXraVm7HXPOAjRdJ5/P09TWQVNbBwdfO8b5MRt0HS0Uxpy7UJD00Rhe0WLg2UcJN7Zh1tYTitXSsu4p/xpVkFPUDLxinqvPbeGWT1/v147duGKJH3R5xTyXdm4gn8/TtXI5t954PZGE1OOFG1rQwlFeevEFP9t01z330twg/cAG+3r8PmfFoYtCrGxsIxSv9d+jJJo3rljiH39q7ZfKYuVcydg5eiUeWm2fsGzODU9y5Ki0f3npxRcwYtK7iphezjpf6JV5GonCHybKNZJFZG4Vkbmj+mQd75Z9hj3JPKm59PoBwbM/nRHAjJeToK2QLktyoSz7Gx2QRZNdpQUXqJQVKhlwXJeAr3WuvEePl2rD7HIGXAWKExFCs1urf9+q9i9iVV/p42X/ZtLBj6JVpYNVq9on2JSzo+o8rCJsCuChg3LANSFZFaeEcX5yQoKcvCdZKcuTjJeplaRB4bLcL+/CY7VlmSGIjGh8TIIwTZdg7cdZyEdk1b0hJe+bKmFSciklTQpSzmotCfZm6zDgwbWL4dQ7EHZgtk72ikcy30AolqDW1OlauZx/OngIPVqDm5+kdePeMjK7ZE1tHYxPZHwsvEKuK2z6qhukH9VUCd654UmfUnji8Mu+LC+IYQ/up34f7OshnZlEiyaIUJxRDqjGGtj3GIauEdNdX6ZXGzH8TFEytQDLMzBmtZQya0Jd9DwPLRzxUeRS89RTcX0HjvyzT/drWbedq89t4cYVSzjwyi/RInEfnz71mhT6fOAHX/PpiwXbpuBqktEKkPYAn+rnWFlC8STO5Dg19Q0+Rl/ufQTdLuB6nn/srpXL+cXrx3ALeTRNI/XQzmmfXdCCEryrz20BIJ+RWrNIxMQ0DIqaQT6fJ7W2fB8GR9O5xEfXAAAgAElEQVQV6P/Z9z9B39Pr0CNRkoF7PVWGGfycgsRA9RnPhLZX28+8fYrUQzv5yx/8PrctaZf5mR4rz7Nb7qgkcIJklhR5s72hLB1c2SWB1IaamfHvCg3/dEYy2MGfVmlu5z2ojwvgIq5LPVdcn04ZDZpCyY+FZJFEzV8lMZyKi4dKImkV8V61qn1s7SOJd/+oWjXQqlrVPqE2E3r96JFKh23qey/0CtHsSqkz/cZEWbYURWqvfpABvRRkjYXE2bMLleNOxUwrNHQRWZ1XPb1mcuBUbciQC4m6aXUe5PIie1R9fX7WIudda8EVj/M1URoKGqOmx8KuVdQdF9z54N7NdCxaWOEoK6uZ1wnJZuyRXm698fpp26ESRZ4pONi5SfRIDN0uVPTVUk570JGfWrOjEOwquJnqwAf7Y5mGUUH5C763rn2JoNx3byLc1O4jx9WxLu1YT3h2O8Whi3ieRygSpzYSomvlcva/8kv0EibdnLsQI3OZ9gWLJPtUIuWlJzJokTielaVlw24/+xOsNQoGG0DpuOuEbFjI+7VmmYIjdVy7NxI2I9Nqnuyhi3QuXTYdU797E2jg5rMV9VQzfY533XMvv3j9GI6VY96G3RV9sNR5Xtq5ATMaq7hPKpAc7OthouBiNLRiXz6LV5KZaoUcoXgtJJsJjfX4NXZTP4+Zvi/vte1/9L8uZMFdlmSG1E8FwSikwXKF+DcRWKCY2qKhJSG1kRoi6Q3Om0JaMtPF0kKJ6qtnmBKsrY+IRPfricrzUIso7xYUTX2+vNvrwWeLl5Pj7JiEQXv6mFWrWtU+FvaRrdGqWtWqVrV/MwvKgNobZNXbyk8PsoKWL0jwZIdktfvpjEgLTR0mS3RAG1nxTnbISnbrXAmc5rWVx1XHthCnCmScaxdLIb5a7Z7JVG1Ibaxc51FIy6p8GAFrTEQk6FLyqBtWiVwxGWXh+hC1WpaF60PwxhHCns3QDx8nYYb8zEJQ7gVC+pNaoFCFU3zXPfdS177Er3dSsrDmNdskOKlv9mt3VJ2PqgNS2R9VN9TckGR03yZ6L/X7CHYVZJ0fszlw6FXq2pdw1z330n38BLbj+kGWIvsd7j5J5vYtPs487NmlWqScH2QB9Fw4x+DezWhh069riiTqSK3dJtCG0TTzNuwWqAEezvgVCnmL5oakj6VP54to0QRGQytaJO7XGyk5X3NrO0DFdakasHiynuY124jU1rGwvZWulct9CqJXtJh9/xO4hsm54UlcQDMiaJF4Ba5eSQXdYp6WtdvRo3Fm3beVtOWQuX2LX4d21z33+hI+ELS/meqkf/dGjMzlckDU10Pf02vRdAFbKBlhUA7YtXI50YhJaKxHvgBmDKOhFTcchWQzxcEzWK7O+TGb1944xf5Xfsnps+/wi0Ovvus07D5+wv8OdbfPgZuX8pKW5sThl6UW62ctslgR/NmQknm1oUaonUMupLOSQTp6BN46LdmrU+9IIONaEkRtLElttUKZKLqhRnpXtYZksWNjQpoX94zK/FUY+B2TlefR70KdBhNjkhWbWscFZSlh0IJ0URVk3d0vczfrwY6MPBeqVrWq/S9j1YxWNaP1kTHbtkX2o2kVja2rVrUPa+49v4l2dQBvVgr92GFZqf5xVgKSqZkkJfcJrqgruuCwJz2w3jgidVhfjYuTZ4bL0qVgpgzkvUUkAFLNUXdMTm9UGpQ2KuBFkKjWM1qWKI24oMVkzJmaJ6vx3jgi1LVmyQIc8UwaaxOMTGRYNTBa0aw2prvvmh0B/IzRlee/Tdga97MeRc0gn0lLxkPXiSaS3LhiCVCZ4ZjaQFeNd/W5LdIzCgnmDr5+nFByti9FPH3qLYymdgqXz1NT30AuPYYHPjnPTHWysF6eD+paVGPkYIYpmFFT5za1eXCw4e7kpdOYs1Jy7CsXaH14D/17NhFubGdBncGbv3y5ItumgBC+1HHPZrRiHjMaESlhIU/L13dVSP7M+ma0aAInN0Hrw3t8eWRhYsyXeF573XL/Hpr1zWDGcK0suhkDzwNdJ9zYhmdbLGqqqcgQhj17Rrrf8tV3cvqd87Ss3cbA3kewLp+b9nkvX32nUA5H+3CtLJoRAV2nZe02Aal4LuGm+RSHe3CtSUI19aQe+C4DezZjXTk/o3RQQVeuPP9tRtJHiT0cr5TYvldm6PWDYDmS0SoCkyGR0Kp5+HRGqJ2P1AiQJqoJRdSISTCl5tWpd8qSwCXXVM43qJT3qd9fPyhyXyU1DDYuV8+IoPxYHUOREGeQD7qeV34mvfiPMz22qla1D2RVX+nXa1Xp4IewaqD10bIqsrRq/1J27NgxFv7heszMCNHzfdL3pgjUJKch0mcMeF45AFEP8hpcLRW3H9ovEsKcB4+W+ux03VwZ+EClrGmWIeNkPairr5QhBWWCf1iSLoWMcmBmJiGTkRqsvAe33lFeId9llZ26oJN4oVegH7oGZpJezaZtjcbZHRb3Lrx5mhOsfqpAJSj5OnK0G4swbm4CXdeJREw/uIDpNTpBRz2iuxTyFqF47Yxo8GBtVjK1gFzOQgubJKPhgMxOJIHFkV48x2be13bQv3sjnR3XcPbUW7iAbka55dPXV8gOVZ2Vm8tgTsGsB6WNJw6/THRWCi8cRSvmueXmm/jF68ewc5Nouo5uRvFcD8M0Wbl4PolEgtfeOFVR56Rqkw6+dgyjsQ17pJfU2m1+/7LgvVXnp4KRomb4+P3cxDgtX99F/zPr6Qzg9cPJOWiRGJ7r4tkF9EgcN59Bj8SJGhqrbujiyNHud0Xgq+OdPfUWtuMQiifx8hkKY4PT5owKelNrvl9RH6e+L4WBM2hmVAKv3ZvwivKZ6XaB/NWBiiBe1aZpxTyR2jq8Yp4rhUtEmygj04NzIPgalFHpbsk9KZZaMWilukUVVOklArHuibRXzcmgbE/VYKo5GayjCi5UBF+/0AvkJJNdH5dFlNGBcl2WmnsXeiWjvWNSsmfBdgxTgsfq37eq/UtZ9bv067WqdLBqVata1QBzYpjoF0dkFXvQhhF7RkS6TxRbKeAHjndL0XqjLvh15bAl6mBBJ2hGOdAZHZAVbkVEUxjoqfTAGk1Ihgof/YU7yxRBUy/XhRQp0xAz4xIgztah1izLklTzZLVyPjpQKVFS/X20Am0TedgxyYJckcztWyjYNsXJNPZoH9bEVYojvRQty2/Se+RoN2+/9RYHjvwzhbzF4gVtxJP1pB7aiZ2Yy5GjgkqvaxcQhJLNKYod6UEhBSbmVjRPPj9mo0Xifv+loK26oQuzpraEI7excxkG9mzCtbLYV/tpWbsNTdcZ2PcYUUPjxOGXCcVrpzXAVUGFFolLQ+KI4NMnLNuvR9LCUT/bBdCxZCmptdukzmw0XZL81TNvw25ZMdZ1nNwEz3xvK4OjaXLZHJ4HfU+t4eypt1i++k66j58A28Ie6UErERad7AT2SA/WxBgHX+v2cfFBJPp4zyk6ly5j1n1b0c0oA3s2gWGSuX0Lv3j9GMtX34kWjdOy7im0kEE8Lo2GzbmL6Oy4BtMwSj3OLB+5HjQJAAVx74YjkhFzbaKxaIXkUP0+OJrGs7L0796Em5vAyU7Q3Nou1zLah+fauFaOK89/G7eQIxaLcNuqT5G/KtS+YHPpoR8+zs+8Md6qmWB8ZQvpgQtEV98qMBgoS/Fcq4xdD+LVlexPowytCGvSWy5aas2gIYj1SBRymmTK9LhkdVsCDYzT+UoMu5pDfZcr8e7B1608uJosjqgg69Q7lUGWmm8/a5Hz2DEpQWDr3HIAFxh/0aNfY/lDv8eiR7/24R9mVata1T62Vg20qvaRsWQySV1dHclk8td9KlX7mFsymcSd1Yy7x5ZVZ+VMTe2PEzQVrCgnbyxUdrLu7i87UKMF6XWlaqhU4BNEP79yAF7bX8ZKT3pgUBkYNZVAAJ++tYx3v2GVrIj3u+V+W0OuyJ6gsgak73I5qAv2+VHHHMtKoLahBi+mkdi/FS0cxZg9n9Sa7xOKJvwgRgUeWjjq96MKxWs5cfjlUi3UJpyRXrRw1O931dzaTvuCRdg1czjcfRKA1V3LuPrcFozMZR8JXpgYozjSi9HQSvuCRdNkiqqXkh6J07JuO3o0QWrtdmrqG4hoNoN7N+NaOZzJcfKORlNbBzHd9eWPUKbunTr5Jk5+kv7dG3ELea48/22wC9PqkUAycqquqrkhyWBfDwN7NlGYTEtT4xL6HjPG76/bLH2tNI2WddsJxZN+fVrO1Uk9tJPF1yzilptvoufCOTwzRmqtvC+1djsTlu3XKk3F2if2b+WWT1/P4msWEW6az8Czj+IW8hIgWYLMd60sllWQxtKZywz29TA+kcGLz8IFH7mu7sXy1Xdy8PARXMcpBavb0XSNaDRKwwPbGRxNV9TQ+YGoGQU8CTTNGJnbtxCK15Ja830itbOItHTipIeIx2MV2c2mtg4mLAeSzXQsWcrqrmWs0jN+raD/3Z3XJhkghVTXS5Jey5M6yrv7RbaXs0Wia3nipWwoBVY/yEh2d8ckROpkAWJNSBZELmakPmtNCMiVg6BkVBYx3Kw8B9TCigqWDu2XXnmq/ULrXJmbG2rkdzX/TVcWVewCnDsL38sI/l09Ez59m/TXCmaY1Xz/wp0kzh4nWugjMlklDlbtV7Oqr/Txsqp0sCodrFrVPrkWlAMpjLSpSebos7dXSoyUdDAoIQxun1rHoeqpVO2Hev/NS+H8aclkqRoP5TTWmuXarplqU4LnrWqzbGBxZ+Uq+UwIaTVOsyGO4pArTmlM9+lpd91zL0eOdvMP1hBzjSIDBYPfchN+XRDAwcNH8EJhKFrc9tnP+MAKReML1jgB7H/ll4Rnz6c4dJFYLErB1fCKli81VHVQA3s2UxsJzVgXdtc99wqKPhLHtSapqW/kxhVLeOnFF2hq6yBtOeC5tKx7asYaI59AuGez1CHt2ezXkCnS4FREfVD2CEzD1isUPYZJuGk+obEespNZv5aqvk7gGIoUePbUW3jhKIQMjPqU1DqVZH7YBVIP7WTg2UeJaPaMEj9FDNSAZG3C7+mlZIj21X7cfIZrly6j58I58ja0rNvuyymnXtvAnk24joPnFNHDUbAtkokan6bo5DI+cVF9Tgp6ITVy5wjFatEKOcxohFwuL3LKQt6nMKp7VzOv0/+Mb73xel7S0mWpbR7pLzd1LlUQOs9CE3DJkczVHF0WOtZHJLhyS20V5mjvLj28YZUcc7Y+ndqpCINTpYXdh8AtiuxQ1XAqWmERWH2bHEe1XFCtFtaEyi0gInUzz+fgtQYlv0EcfNWqVrWPnVVrtD6EVQOtqlXtE26q507WlRVpVfPhIU2H+zPlwOUHjhTRv1vwA5VBTs95cd5UfcZeR1bs+y6Xe2jlvRIJDakzmVeiqBU0IQi+23EU2GI8Kw2Sg5jpIKoexOkLOnDtDWCNl/sFFUOVgaC6jvRZ3GGPvOVxLLWc37467qO7gzj25oakHywFnWtVD0U4UupJtRHPdQk3tFAc7RenPJ/BdV10M+qj4NW4ql7MyU74+HDVdylYK6aO3ff0WkKxWpxsmjtuvbkiUFPgjcLl80Rq6/0xVV8p23H936dCPVRACCKd1MJRH6Me7DFlhHTsmjkVAWfB1TB1j1U3dHHg0KsCusimCYVC3Lp6VUWW6eDrxzEaWjEmr/gwEGUqOAoi2ZvaOvz744YjtKzdLrh3zyMWj+EV8z4gJIjUn4rGV/dZfX7ne/qYff8T9O/ehK5rJMxQxb0o5C3ccAQ8j5Z1TzG4dzMhI4wXn8WcL3+L/j2biYbkmruPnyDn6vzDxEVuijpELRc9ppd7yz2dkcAniGef6TuvAqarpabgT2ckgNEKIv3TkQBMLwVUaoxgT63WuZW9rY4eKQdhhlmu+eoILFq0N4hE16ASDT+1hisYNB3vhvy4vL6xVBfmGjPXmgXn83strFStalX72Fg10PoQVg20qla1T7ipwEgFQyrD9OOsEAVV09+4DrYjpLGZVp2n0sWyLniu1GAVdIiaUnOlGgzbdrmJqkY5q1X0BFl9xYFkXOROU52wYHAY10ur+o4EVkXKPYDqHRiNgG7L7xOl+pd0vnRumji5w55kuJQDCnD4AJ7hoT0svcHO6zG69FZm3bd1xn5RiranaIOxZD1eMe83DFYkOj0SJ9w0H6v/7RJMwmXe13b45MJg3ywVQPXv3ugHarFYjBtXLCk3Bt77CFohh2fGcHIT6NEacD06F19T0bx3at+mIB0QwKmXPlsht+AHJYDAO672T8syBbNCmibBVCFv4YUjQgCMxHEdx7+2RU01nD77Di3rnqqgNAbP58jRbiyr4FMap/YNCwZ9U7Nug309pC2HcAm4EcwMQpn2OLU3VvD4fsPoiQyYMXBdcArS3NmRxsDXdi4GVD+wch8yM9WJNXAavdSQWQWL+xtqaG1qJDXWT3xjTWVD4Hq9PMcUNGKmLKxaVEjnARdiWjkLpiiaca1UMzmFtKl6aIW0MoRCzdFModxIfF6bPAe+l5HWCYoQqiiCqkYyWIM1U1PxYENxqwTlKIZAc2WOXXFh6RT54NQMedWqVrWPtVVhGFWrWtWqBuIUXegtF6nvsmSVfG8pKElExflSwYwecLhUDYmyo0cEooEj743r8GgNLFos9RmqnkpDtiuoRbEkLfpZi2CnY1qpRkwTBxIqazmgLHMyXTmXJyfAyZVrTwrpslNomOJQDrky3pqQUA4fq5VzKCIO4ZVSfckbR+Q4j9Sg5T1p1jopzY1vXLHEz4qoflE5Vyc6K8Xh7pNYlkXqoZ1o0QSz7pN6Ly+fEYlcIYc5dxEt656C9CA1dbNKEIcQfU+vpTjaj1fM+zCIl158gZjulvpgWX4t1az7BDrhFfMMPPsoRkMroXgttaZOKFrj1xqpAEOZ6gt15Gg3kYYWDr5+nFn3baV9wSJW3dDFwnpD6oYCfb6aG5LYo32kHnwSLRwFyvVNql7LdRzcgmSMVN2VHpO6Kz0U4tKOdTjjUjMVNTT6d2+icOUC2fQY58dsHzIyOJqm4YHtYJjMum8rBw8f8UEUKqiMJpKkBy74gVHvpX6/f9dw71mSkRD2SA/YFgXb9nuKdR8/4d8HBaTIpcfI3L7FP766782t7bRs2I2bF7Iihklq7XbCDS3gFP1+YFef24KGhzN+Gc/z/CDLtXJ4tuUHsPNMh2vuG5cFhL1OuX6qGBIZ3urbJMBwLQly+i6Xv+/dh2RRofuQfG+10iJEzgNC5ddjmshwh70yZEZBJsJAgy5zr5CW8VUtVVQv1y2qGsbamIw5OiBz2iqWe2gpqaJdkJt56BdSZ5k+W64zU/AbXZMWCg8nwPTkWaJqP+/ul/d3H5J9C+nya1WrWtX+l7NqRqua0frI2Llz57BtG8MwWLRo0a/7dKr2MbZz587R+vu/hfmF4ZIjFRXJUbBPlaqreK8+VsrmB1DsoZgEOMFVarWybnvSGFX1zJpa33X0iARNs3UJflbdXtl3C+AX/yTZqDxQE6t8f7GEln86AzfeLmOPnBUnb8ekENjSeQEAeGYZQV3MiUM67Ml7XEsyGhsTlX2NSlhtx/L4hRbl83N/w0eW9z+znlhtnY8kD2Zlmto6SGcmfdw64Nf8GJNX/OwKUJG9KeQtXADDxCvk0CNxaiMGXSuXiyzRjBFubKM4fBHQ8FyHmBmaVuME5RorkCbAxZFeX+I2FcDxbhmmYBZJ9aca2LOZ+e2tnD/zNnq8DmdyjFC0htpIuaFyYv9WQc6HpYZp3oZdfk2ayggOjqY58/YpQo1tOOOXfUR8z4Vz0/DsM9WQQbkWTcn5gr2qgmMVr5zHTNRP66elzkNd2+i+Tb78UAtH/YxmhTz00KtokRpSDz45rR6sor5RK1R+j5W8NZ2X2qpRV5Z2LU+CoCZNoC8hJCOFJhlllYE6e1rGsUp1hgVdJLAqO/YDycKRy4o8V2Vvg0j42nr5Xc3p4O8KnLEjK4ssdk7kg6Ze2UPrmYz0sOvPVF7vxFg5+5aok4Aq70LCFCnhQyVJb86GJg1vyCXXtYrBXT+q/n2r2q9kVV/p12vVjFbVPrY2MTFBOp2e9gWuWtU+rE1MTJCvacDdmReHbkGbBD4qW+Rmp2PdQQKT9RH5GTTPFCfu4YSM1TMq+yopkGHK03ReSAIZ9XowW/UPL4sT6gGXS0GTqiPR7fL755ZWyq/rFEd1ti5QDEeTPkI/zopDqwiEw165f8/FjPT9WrGqHAjesEoau4574AINFhghiJYybZ4pgWRLQpzFDTWE5ujcGs7zj2Mn0Ip5hn74OMlEDeM9pyiMDTLec6pC+tbc2k4yUUPHooVAmSS4sN7gxhVLfFmbyt6EGtvIFRy8cJRw82LCZoTwnIWk1m6nubWdl158gc6ly0Qqd7Ufr2gJkdAIYxqGnw0KWnNDEiNzmeLQReyxAbxCjoYHtvPaG5X1UCAZJjsxl9RDO2mb10L38RPUzOvk7Km3/IxX2LMZ+svHiBke//fubcTicUKJBkLRGv88FTVwsK8HLyw9pjzPpX/PJjxXGkKr+3Hi8MvU1sRx0kM4+SxXn9vCYF8P+VweJz2EGWg8OtjXw8DeRzj15gnq2pfQ1NbB8tV3kkuPCV7dyhFyCxiTV3CyE/57847GnC9/Cz2agGQzOVf371NQPpjPpBnYswnTMBjvOUV64AI3rljC1ee20HPhnL/PSy++QKy2DmNWC/17NpGMhsuEw2DQ4Wble1xrlbOmtZYEMhFkIUArfZfnhqDglWqngE0JCY70iARZngkn35b3gwRhdRrglKiglgQwVl6CmWRcFj+uuBLo6FpZopsZL8/5QlqyVWp+r1gl3389Iue6MSHwDjzJvlmeyH0LWjl4rHhm6ALpSNTBZFrOUUPkuTesKtNIV98GkyG0Fh19bLD6961qv7JVfaWPl1UDrapVrWqfSDu99WlcoiIJ6rssjmHOLkuFlAWDoWAfrKAp5PMuq3LbF+6UIKXw/7d37uFV1Vfe/+597icnJ/eQkxsXuYSr0QoKFrG2MF7oVO1r36p1Kmgtirb15anPTNtR25nO9JkOY6k3iggyWu2LdrwClSKvYJUWKQUTNFwDSUhCLifkXHJu+/L+sfZv77OTIKDREF2f5+GJnn05v73z2ztr/dZa3xUh56hLJ0NR0P98dTvJoJNATpkLVsqSMFo7NVplF/18jqukuDb7MjLqenVyuIRU9ezLKIURsFKq+jt4QS+lV7l1Op8wNt/5wFrZz02RA/dYDOhQIevALD2CpC+KDbEmRFMqXMFSTJt9hWn4F1eNx44976PxpIKEJg+arrZlw0tm7ZAw8DOdxyA7HCSfbohLZDqPofXJu3CogWpwygqDcMY74JEUOCQJnU/fi1y3jLLKajSeVLBjz/s2Z2vLhpcQaTuKeZdeggljqiAB6Pj9z8w0t2zKCoNQOo+hbe09NrEI3e1D09EjeLeuAWlFQck//ArFoyoAUL+vccUUyRLOlXBcEpoMNdWHtjV3w+n1mymOB/c3IK+6xhxnWWU1QosehnvUWOiZJBKaDN3hgrOw0uYUlVVWw1lYCdmbg0RfAtGUisaTCnzBfDhjJ6ADUAKjoGeS1Ats0cNw+INwFVWZ90lEusTv40+79iI2bxkiKRWhO56AI28U0opiOq3Cce7vnM6cXoOx+U50K23o0lso6glY6bSxXppPnRpFrTLGvO8wFgDSRgqf4qDno0MFymXaTwEtHCggp6miipwhT1avLLds9ZsTjtHtHkDVKK02kaCFDp+PUmZh9Ny60W+IXKjAQ1FqapxKUiRs/0F6FsVCRKfREiGh03OS6wOmTKKIc7cysLYq3GalDjeFAYdupQS/tpUi402N9PO1rYDsh9Yjw3mCpd0Z5vMGpw5y6uA5g2oUZAOAw+EYxpEwIx0xl+S50yAJBTFgcHXBM1EEO9U+Qmzj0RitvBdLAwv2sylynrpovjBkRbg6dCDHSQbl46KfkNOeOiVU0cQYVqdo//6CAwDJXosmzF06pVImEmTQJjRqqCxSoKQ01Xt5jXSssIYDqhMLFv0PWtcsJfW7NXebKX2m4mAqAbeh+De+ZvIAIYj+CnnZqoNurwdJVaJzth+ELzfPppzXsK8ekuyA5HJDVtLQXSS04fJ4MLt2yoDUQMAewRHy6w5/rplOly14oes69EwKuqZC9uRA11ToSho5eQW4aNokbH71f8x3Uv/0u86n7zVl2GfXTgFAETORxifk4oWSYDStQU/1wRfMN1ITlwKSjNCih23neGvXewgtetiUrBfb2sMRHDzajNC3f4X2tXfTuB0uaKkEcvILkYr2QnO6oaUSkD0+eJ2SqYpIsu2NyMkvtKULilTEVPQkHP4g9GQM6ZPt9hta5iQnZGWcGoCXuSjF7rEYKfk1HKb6qKQGeB1AWiOH6lQCE0LSvUunaKxIPdRSQFKltLw+HZh7+Skk4Q9SFOlGv9VAPB2h+eyRSJRGpPCJNMC1KqUyunWKLAsFQqHkmUpSvdX0WQPFcPqn+GaPqf9z3XAA+J6hSNiSNJ9RfXM5tLfq+e8b87FgW2l44dRBZsTicDjMfwzzcRDzSBIRpYbDZJg9HLcK1oX4hEgH6m9YieiQMMKON9u/pLqQDKrHYiQVn5at6Fn2PpVeKwrgIdEF+HzWd2Z/v2io7AEJXjweo3S/H+QCukIRhFTSHiUrDJHzmFDIkGw5QQ2TP9gP7NxGTla5TEIFHZplzJYaIgIeCZBdlrR1bopqYu4MUMpiEmhNSiRckYxT6loyTil9mkZRI02DOzcfJbc8ZDby7S8EkUymkE6mBghuOPy5SMGF8sWPINPdDNlNxr8SGGVGyWRvjq2RcshotCwiNsVV4+EpHQNPYbkt7U0IQMTmLYPu8poCHwBFtdrW3gNNVVF+22NwlYyG7A2g/DYSh5DdXlRVlExwTbQAACAASURBVOONjS/b3kmir1gymUR43VKzMbNw+IQwBwCo3c1oW/UdHDrSCE9hOSKxOJyFlfD6aB6E1y3F3Jm1mHvRDLNflrhvHllDz7PLEPQ4bOdvb2mCnoyhfe3dcMs6Qnc8AWd+Gfw5flRVlENzulF+22NwjxoLSDIKv/0odu7eA9nthdLVhPy8oC1dMLBtObR0EiW3PATZ40Po1hXwBfPtzwBA80akrQL2ZsNNjeS8LMkhB2mJn9LwunQrVTdyiAQi3vkTPYsJFWhRKW1wRq3VzFg21DM1UM+q/s+nSJmFBLSr9PwJR25JDolUZHSKZCXT5BgmdXqWoml6tkS0TDxDr22lxZd7cmgc2b2wRgfoGRKpkbt30r8jh+jnwisoqlw0np7rBa0UfRPOn3hG16qQjjbD8bX5g72yGOaMYVtpZMERLY5oMcxnl+zVb7EaL3vJoclete4fsZozmYrx5axGqTf6rSjSwiuAXdvpnP1WrW39dyq99kapQsY6mLVqLnr5uGXAnWtvmtxwmBwsl1Gwki1ekV0jY9RWmUICjQeAoJFytSpGjpRY8S+WKH3QadSUqBIZmGtVwwlLWg2PRb8vAAi3YU9LN75VMQ0r9/8ZpU4Fx1MS/s5dBq9TsvVtypYef7euAX2Rk3CHJpppgiKSNb5mstkY2FlcbTbP/dOuvdDSScgAxtdMJqEJALLbCzURN5sGi0bLQipeSK2LmjDRL0vPJJFOpmwRLYD6b/X1JSC7fYBIMXR5oWsqoGYw79JLAMAmHV9cNR7RlIrQ4kcQ2LYc+/fVQ/LmQE/GMW/uHFu0S8jIix5ZACD19cDpkAcIT2T3zRI9wPoLU4hIWXZUMJpSAIVEPQpuWo7jK2+D5PJCyyQBXYcnkGf7PnFvsptGZ3+3GY3s2W9vsmvMgUEjS0tyLOn0SBJw6eTsaBLVGmY3DRatFn5jCLB8N2CPwjYcBlwqOXB+/+B9qUQ0bWUf0J6xIk4iEqsbz8rKOEW9RH+u1Smrp15CsxqIN4XtPbmEEI54pp/ro5Rd8e7wpujZEk2Oxdizm56LCJ0Qzvng4MCGywzDjDg4osUwDCMQtUoZGApgGqmUJRKD77d7JxlXLSfIyRJ1TaJuKjv1qViy6r0WXgHs20+r5vsOkLBEmYtW0MU+4TZLHGCRgwzDhVeQ8+MApVFpxnc0helnzXmknDZ+oiVeMT0rdSlyiJoTF0tkuEaSFHnrM2phHosB8JGhLFb8uzVAloEJE6kGZfZldN4MjIiClxwxB+gvxGtbzftTW1mE+h1b8cWa0Zh4lw9fmjoO6YvPQ2SsD13nV6N+x1bUzphm1jmZ4hcen83JEpGs+h1b0dV8CJfNuRjjinNMhcDx48ai/LurMb5mMup3bEWypw3pnjYkTzRCcjjgyCsFZNl0FkgqfinU7ma0tzTZ6sYKbloOVXbji3MuRvz4AVMFMBgag6SiQ3Z74SquhisnCFmSIEmArKumk7Vjz/u2CF1ZZTWcRi3UoYYPIHlzUL74EUjeHGx/5y840hVHInLSJiPf8+wyEunoaoJP1pCK9qJtzd041PCBKSmfVhSqE3N5gWAZOp++13RWv3LNteY4Uppsyr6nFQWOvFHQNQ16JomeZ5chLzeAiePHwSlJ8ATy4JM1m3R/eziCtw+/i41/fQ0odANzJqPr/GrEL6hEcnI+6osoGojCkL3dwakiSynQHA/kWWIsbhepY/okaz7XzqF5lpaNlgWgefpYjNJhAdrXrVHKqk+ymnL3J6HSfE+o9LzW7TSeLaO2K63T85rSyCES7RYSihV580hWtG3hFZYjWDnKiua1nLDaQVx0GTlI02fR/6/so5/CyVrQatU9Vo6y6h5jvRSJdumWBDzDMJ8b2NFizhl6enrQ3d2Nnp6e4R4KM8LJXHkZlIsnQm84TMZiTpCiTj6Z1MjuCth7ZYkUQ5FWWDmK6kZWxsloK5cBjyFYsfAK2j84noyvpjA5aF7DyPOAnLk80Bs2rdPqthhLQrNSsMJtVv+tTs0SxQAs400YakrabugKxcESmY7t08mIzE0BUyfRKn6HSsahMIrXqiRVPfsyK+omohRCKe3CWRRBuyNARf4AGZyrU1ZaZLbIR91OW58goehXcNNy6JkkAtuW44sXnY/48QOonTENqpIhqXhZM50MAKYTUFw13uwh1d7SNEBhUHZ7Ufr1+yG5vKbz09V8CKmOo0iFW82UROHYdT59LzKplCmeIZwWJTAK5bc9Bl3ToHQ3G06OB468UeZ17HzvA8Pp+YE5lvaWJozNd0Lti0JzeQFNQ+uau6ElY4DLC6WnHbLHh/odW7HnvXrs2PM+XLqCSZOnoPy7q1FWWW2mPzr8uaZQSEoF2tbeA13TgEi7mSooxpuK9aL1yaVQkyRhv2XDS5Bcxr3w+FH47UdRVVGOruZDKCsMQnf7gGAZMpKlZijus09OwL0kh5wakUYrxC1EOtzunZR+F/YMFIARKYV1O0kUwuO1t0OQ/Vb/uv4puuE0MHkSPYP5fnLKClO0n3gexHzOFpbJxuegSJhHovFHkuS8AUa9pAyMG0+CM6tTQG4e4HQCIYlqx57rM5yxOEW4wm3UhPjxGC2YvL3deg8ci1kRqPIAXfOFs4CL5lK6Yf/nQfz/yj5KbXQBcAG6KkHZNAqZyRcOfk0Mc4awrTSyYEeLOWdoampCY2MjmpqahnsozAhH7WyBM95oNf0Vcu3uIBlxK2JUY1HgpBoMgIxAIflcGKK6EaeTVuZPOsgxElGv/sIYQob98RilTGU3Ji6RaXXbL9NYZJATlEqS4yKaGZfIlqrhwisoMrVKtVTX+q+Ev7bVuh4dgF+ylA+z68SEYQzQ9QnjELCcubp+1yTqcdI63aNUr331XxjNAF3HozE6ZuEV2NS6C3/oeg//veob2OcOWxESkPJd2aJHILu9qJ0xzRYtEg6HiEJVjxln1lft3L0HedU1CIbGAOkk2tbeA2SSpvMjVBC/cs21puT67Nop6Go+hNm1U+DyeMx6rvZwBAiWQelqIhGPTAq6riG8bimgpFH69fuhaRqOdMWRjJ5EyKti+vjR5lh6ozEcOtIIDYCW6gNkGXImCdnjR/niRwCJUktc+WWIJDMoueUhRFIq9u+rR+fT96K9pcl0AH2yhrLCIDqfvhfOomp4ZA0TJ5wHn6yZTudb7+6h+im3D67iarhLxyCtUSrpzOk1CK9bCi0ZMxUUAXISQ4seNqTxk+a9bQ9HsGXDS3C7gzTXhCJgYciqD9RSVEuFBKXnjamy1y+KOfP2diCZAH4VJUcnu6ZRLFSMn2h30gTC6Y8m6JkQc7YwRM5PiUzzuX+bBTGX3bl0vCpR3aUH1gKKQ7IaJQfHW9Hc2z30HAfyKN3PYdQo5rqNSJqLnp8yI+rcX300W7JeNCRe0Arseov+u+WEPdo3bjwtoMgAmlWo3hwomQySyYEqmAxzNrCtNLLgGi2u0Tpn2Lt3LzKZDFwuF84///zhHg4zgolePgs5B/dC/o7XqjEZTC3w8ZjV6FQ0GQbIoHtnGxmfGQBz5tHn4TZygBY5rJomF6zmwA2HAajk+AR99LmSpn2iaXL8hFLac0bq0Zgqe9NkUSMmFBLR7zvEPqKmJJom1cC4btWnZKup7XmHjNngeDpXdh2ZqLPZf5DqtFbG6T4I9cNOzVIr7DRSusIeS7VRGN3iHr+9HfDqQFICfF5LQXHyBKAwBPfbH8BZXA2lqwkTayaj8aRiRp7SigLJ5YVLV2w1Xu3hCA4daUTZokfQuuZuSNARWvwowuuWQpXdA5r2Zjf4FWQrEKYVxWxUnIichOQNwFlQjrH5TjOqJr6vbc1SnF9zHp54+L+w7EcP4K139wIOJ0Lf/hVan7wLkGSUG7VaDe+/D3fpaKQ7jqHyzifR8fufIRNuheRwUj8wo/HzYGPsr5CYrWiYTiYguzxwFpQj090MPZ2Ez+exNTc+0hVH6dfvR8+zy/DHTAemqREgoyOtSYjm+9Gte5HOKAi5FVRNv2hwdU0xF4Sqpai5yk5VzW7qHU9TxKhToz5t9+TY1T2zaxUHU+0UdZCiv5ZQ6zSaZiMFIDdob4Qs5lv294j0xlbNGm9/YRvRPDn7GRJzvEsnpcFeo/FxSqeI2UVzT32eDCgK16VThLrKkK5Py/SMi7Gnesl5ezwGzemEXKAh6amC969HBt5/hjlD2FYaXrhGixmxVFRUoLq6GhUVFcM9FGaE4/F4AM0JfY0y0MkCyLERTlanRjVOIi1Q1HyUGMp7btlKf8qOekWSgJ4gY01K0/ZcN8k6B30kSjGjltKOjsUArxtQdeCEUTsV9VA0qPsQNTw93mylbYlUPdGUtaKKDESR5iVqu/JVSodMSFbqoizR8eI6xEp+YYg+Xxknxyo7MuXxUs2LuA8XzqJV/0AeOU3HVSANGnO2aqNImRJiCdBIhAOaXUHR2D8YyIHU14NgIIeiL4aTVVZZbaa+Zdd4AUD9jq1wyzranvo+oGlQ00m0r70bkqEiKM4hapCKq8Yjp2IiiqvIsRROjKhpUgKjoDtcKLhpOeDyInTrCijhFrS3NOHdugY0HT2CgNthRpkiSQXf++GP0B6OQMokocZ70brmbiCTgquoCq2/uR3Nx1sBXYUa7QZ01ewV5nM7IGeSUMItUJNx9Dy7zHQgsxFKhQlNRuNJxUy5VPuikB0OaIkI1HAzJCUFCTokl9fquWU0av7vVd/ArlQjpmUS8N+VA3+pjPxcJ6oWSaitLMKssaNQtUgix1soCWYj0ktdIAd/zjyat69ttacVSkbTX5chmHJngP5bRIAG60WX3ddNUBiiuSqisGL/GbXUn+rSy+y1TqLvVf/vkf3kpGWPN5tw28BnyEhzRdJDc3+RgxopO0HP0xL/4PdJOFlOo4G5ZixuHFcpOuYyfnp1+i5PnhE5lCB/xwv9pANyMf99Yz4ebCuNLNjRYs4ZiouLUVpaiuLi4uEeCjPCcUe7IH/XCamyeqDhJQrfdZChmNQHFrVnQJ+tVUluWkhTVxdaDoZHojqRTkMy/dABEtl4OG6lGWYbli4ASwNWj58LZ9FK+o1+qoXKJKi2q78xu7mcHKTjzdR4dd9+4N1tZNCJHkQekGMo6lSUNI05mqBrEM6mEMQQDpW4Hy6QQyXug2BGLYkb+PwkBx9LkoO5Mk7Ru+woRbiNIgI3+gGPg6IHq1PUBNao7+pqPoT4BZXoqnJhoxLGljwf3tXb8czxeptYg6jxEnVVsy6shUdSAFlG5ZIn4XC6TIEH4agJYYxoWkPJLQ8hmtYAwJY2J2qa9EyKZOrTCaqLSvUhmtZMWflYWoXTISPTdgBt7Sfwt7p9iM1bhvE1k1EzdRrKFz8CXzAfY/Od8OXmoeCm5cjJL8KEsdW4fO6lyPU44c4Jwu10ItnTBo+smU2KB+v5BQA7d++B7i9Apv0gZl1Yi/odW+HJzUNo8aPw5xUieaIRqXCr2X9LOKJbNryEiCuCy9wpTCjRIDkUJFcm6Hcp++2OyeoU1SK9s43EWkTqrHAohGCLSC8dHaC6pFSSfq+pJM3xR2P0/IgUU9ljRYl2bLcaAovz9q/xExGulG6XjJ8zGfjTm+TU7dhuLYicMKLH2SmrYu41hfvVLrqp51eewxK0EM/Q0WYrEl2YAlSFnKZfRYGTGkWFhciNEAERiHuTm6LnSPaSYIxwNJ/ro3fJyjjVlx1vpuenJUlO4+ZySLVz4H79rUF//wxzprCtNLL4VBytaDSK++67DwsWLEBJSQkkScKDDz54Vufo6OjArbfeiuLiYvj9fsyePRtvvPHGoPtu2bIFs2fPht/vR3FxMW699VZ0dHQMwZUwDDMiGGxVXRBuIydGNuqnpk6iKFXdTjIQV6nkBDndZFjG+yyhinTEWtmXPZbBmUpSbdZdAcDntIQlsr9fd1viGvkq9bg62WfVmtwRoDoTFwxnxlBVKwxZK/s+o3ZFBxmg7iAZc5pOq+ouQynRBYpifS9gXbOIlK2MUzpftoJibooaJIu0q/4RCBGdcui0Wl8sUc1Z9j4tJ8iAfSxG90Y4i7kuS80NMKMjM5MncUlrHcbmpFAbD6P+2E5sqd+CZ47Xwxk7QVEhQ8QCACJtRyFnkmhbczfUPittIyM5EZu3DNt3/g2eUeOgJqJoe+r70FN9AGDWbJUVBk3nLC83AFeqF36/Dx5Zg7NkNJyFlWhdsxSZcCu0dBIFNy2HK4ck0yWXF+F1S9F8vBXtLU0IbFuOmdNrUL9jq3lO8f9bNrxkKiuKnl2maIXLe8opK/aR3V6zPisR7UXbuh9Az1h1PXomiY7f/wyvRo9ZdVGxXkpJPa7CN3MuvO1piqTOqLW+4L09QCZDzk2JEbXx6jSvwm32vnBHmy0lv9wULQhsLqefdwXIwVABwEGy54kk7Z+borlRLFnnBawaKVHjJ+YXjMoFVbNqnjySNde0PnJkAm7qiSV60mXXFs6ZTJ+Je+HWjKgSaJ90lJyeWC+gJOhZTSWtHl9SGvAa0WufkcLoDtJPUS/ZX4FQiMdIPnoOARKeyfdT6u3USdb1n0lDdIZhPrN8Ko5Wd3c3Vq1ahVQqhWuvvfb0B/QjlUrhy1/+Mt544w2sWLECL7/8MkaNGoUrr7wS27Zts+27bds2XHXVVRg1ahRefvllrFixAlu2bMGXv/xlpFKpobokhmHOZbJXvsWqvFhdF06YO0j1RsezjMpiySr+1/oMg81wyFbGSS7aUBHDhbOo8P6uAB0HyVIx64+IohVLFB3qNPr6uCVaVc8JWkbc9FnUZ2uJUZgv+vOI6FCfTnUtdwbISNy9EygwXuWKw5KAF3La2dE1KU3XFPTa1QtPOuyKh/0jECJdUjWieF26PVoCUBStRCaHszBFzqLoW5S9n+G0ST4JkjCqXTAbwtZqEUS+MA5zZ9bij1oX3stJ4t92bwcWXoE6dxibtTDcXg927t5jSql3Pn0v9EwaoUUPQ/YG4HTICOaSkynS8nbu3oO3duykND8AVRXlmHVhLWZdWAtn7ASc8Q7ImRTcXh9kwIyW9Ty7DHomCclFjZTLKqtNhyqbPe/Vm8Ic2cqKAGzOmFBaFKl/rmAp3CWjET/ZjbY1S/GHZCv+59hOHIwcRb0vis2pVmx39ZnzeLurD+OKczA26KKo5TvbKOVNiK+IHlcidVQ4JOmIJZveqZFD1Wc08hV9rr5npJ7e4bAil106/f4LQ4ZMeh8g+yit1G8ISpRKVhS4Q6V/K+N2Fb5sqXjxDMLoD+eWaNvqFJAxlALVrM9q51hiMulIltOToHug9VlzPGFcU9KIlqU1erZLZKtlQ7FEESkzBVinaHDaeI5m1FpRsmzp9mMxq1bsvT30rvDkUU1k0E/fs3snOaorYlbT8IMHqH4xuwE0wzCfCz4VR2v06NHo6enBtm3b8O///u9nffyTTz6J+vp6rF+/HjfffDPmz5+PF154ARMnTsR9991n2/eHP/whJk6ciBdeeAHz58/HzTffjPXr16O+vh5r1qwZqktiGGYkkJ3u019muilMhtIiQ1Ewe7UasCSqRWqh7CUFwi4dOJmgFfiERkZdhwp4ZCvSs3unPdojomhdOkXKMg4ydCVY0R4hI/3aVjJss8ejpIEcFcjxAb0a4PCRERlJUoPhG/1kQOe6LQNRXGd2dE2kehkKgaYaYe0c+r6jzVliBBn63ux7lmOo1bmDVq8vEQ1REtY4TjrImbvdQ7Vp2Yhri+sU0FhhROaiHivKsOcdbJEiGJfrwHk39SLkVoDdOzEhX8NMpCG5vHgl2YE6qQ2bpQhm106BBJ3UCNMJlNzyEMoqqwFQM97t7+6BEhgFR1EVCm5ajkhSQWzeMvxp115s2fASZl1Yi6qKcnhy81Byy0Nm/66u5kOoqihH4bcfNeum+tdYtYcjaDypIJJS0XhSQTSlQA6Wwuv1mI2Rt2x4yXTOslMZv3LNtdSH67bHkJC6kZSaMc+jYOIdDuR7dUy8w4FxuQ7UVhaZ87hWi6C+CCRq0WqIlejG71XJmvcLWq3U0Qws2fSURE6S20UOzp0Bmn99mtFrSqdjPMYxkybQ779uJzlgHg/NqVgvoGUonbXXmNetMeDSy0m+PVtc5rWtNMdElEjMJ5+PtmeMtFXNCcz5IqXb5QRpHsl+2l/20/xYkkOOFUCOodhHzPGpEw2nCjQuFZbD6M5a0LhwFo0h6KV7EPRT37rs51aof66I08/saJzWR+nC0ZOkYKq7rRYRdxg9vYQSYqFsq1VkGObzw6fiaEmSBEmSPvLxL774IiZNmoTZs2ebnzmdTnzrW9/Czp07cfz4cQDA8ePH8e677+KWW26B02n1DpkzZw4mTpyIF1988aNfBPOJs3fvXuzatQt79+4d7qEwIxwxl6JCBlo4LNk9gLIl1C+cZXd0AHIk2hVybMRK9mojNcpnNDv1yYDLaM4qZzkKaoLO239Fv9iQrA6nyTmbNc+qH8lOgQLsq+dayi7xLsQqgl465+OGvPrJPqvmJtuREg5RMg3EHWQU908PFMIb6QgZs4UyfW82g6WARQ7RMQA5jwkdiGYs5zVbPAOg+3ssRk7hXQEgx0X3ujWW1bssA4TbyJlYq6Iqo5n3wCunsQ1hVLhVnHdTLyrcKrZseAnpk+1InTiCyy69xEzz+8o11yKhyXAVVSPT2YR0x1G0rfsBtFQfOn7/M6ipBKbNvgLv1jUgNm+Z6UwJ2fiC8rE48ME+tK29G26n09brK1tOXuluRvniR6B0N5sS8QPSBI3fx479b+P/PfO/8czxepKa1zS0PnkXnDIg5cuQjLolKaUjszJO90DIoXeo5ADv3kn3MddHipCKTk5FIM/6ff86RulzQrFvczkwcx7VC4nmvBKoPul4MznES3LIUckAkHU6h5jD2U56uI3OfYeRbiecn+waxv5pctkNj8XcdLppHucGrfm36y3aJlJPRcppU5ict5Vxugcn++iZkv0UgTreTFGjI4coUh30G/LtLsthbAqTQyQrFJECrGitiNplP4+7d9qbjIvo8so4EM/Q/St1UBqmlLaL5aRlK3IY9UBx5CD5SiG9kxjmY8C20sjCefpdhp/6+nrMnTt3wOczZswAAOzbtw8VFRWor6+3fd5/37fffvu037Vv3z6MHj0awaC1aplKpdDQQIXHBQUFqK6uth1z8OBB9PXRClt/qc2uri7TEayurkZBQYG5TVVVc8y5ubkYN26c7djGxkZEImTATJ061eY8njx5EseOHQMAlJeXo6SkxHbse++9B13X4fP5MHHiRNu25uZmhMPUXHLSpEnwei2DIBaL4fDhwwCA0tJShEL2Gpf333/flBWdMmWKbVtbW5tZC3feeechEAiY25LJJPbv3w8AKCwsRFVVle3YAwcOIJPJYDA6OzvR2krpPqNHj0Z+fr65TVEU7Nu3DwAQDAYxduxY27FHjhwxZTinTZsGh8Nhbuvp6TH7UFRUVAwoLBUvMb/fjwkTJti2NTU1mc0Ca2pqSOXOIBKJoLGxEQAwatQolJWV2Y7dt28fFEWBx+NBTU2NbVtrays6OzsBAOPHj0dOTo65ra+vDwcPHgQAFBUVobKy0nbs/v37kUwm4XA4MG3aNNu2jo4OtLWRoTtmzBjk5eWZ29LpND74gNLs8vLyMGbMGNuxhw8fRixGdQjTp0+3SZh2d3ejpaUFAFBZWYmioiJzm6ZpqKurAwAEAgGcd955tvMePXoUvb29AIDJkyfD7bYiH729vTh69CgAIBQKobS01HZsfX09VFWF1+vFpEmTbNtaWlrsc6miyjT8tNmTIP9dO5KvpuB0OOBcZKTaGUZhQ0MDUqkUnE4npk6dajtv++pnkfPNv4cr2gVPugWSiOzMqIX2eiviE4PwN9TD8RtDzTBo9R86+NBvUPadm+GKdsGbXbf12lZ0dXWh4ILRcCxohb4yDmmBCmymzXq4DdKCVqgrXVA3lMA9vdo8DguvgNbSBL3LBd3pgkNKQXJlyCDc3AZV0+C40rhWpxPOq04ATTIZr5tHIeYOwvlqClpePvzhNnLYfhMDUhL0x+OQNB2qw4NMMgnv/7raNDL11SlI+SqSbUchFZXD09QIFKtAp071Z9/Ppeu4w2FFGTbTscrFE5DwFeDIiicwXfJBXp0gQxn0jkBJPrypKPQuQGo4DIjH4w4HtJUu4Ikk5FIZtcEi7GkBGlf3Ie7Js70jXvjtUzgweRyKvBq6d2/H1c4CRLubIElAbk4OVIcDcQBqpBO60S9LifSgdPO/YeYF5+ONjS9j2uwrqInwf/8AzpIxKP36/fBt/Q+r19fT9yI2bxmObf43FOX6oKf70Lb2HuR6HKidOQvt25ajcuJY8x1SU1MDj+HY5jZJyL3dgeSrAQTcMsaNHYPK0gJI77aQM/1YDHoP9UZz6jo5BKIZcJETKJSgdSZRt3cvpk65CM69u4AggOmz0Lf+NRzcuxf4+UOY/tU5kBc7yUEz5uH+/fsx+qar4M1XyTkvlYEOSq3TV/Yh9WoVMrm5CLgAaVGAHArQOyI1cQpc0S7oVWXweb0U/Xw4Drgk6L+OQSqXofXEIS9oBVY3mqqW3d3dcH/9KriiXZCLK+F+fbvp5Ouby/He47/DpMXXwZuK0vxLgxzzX/VBXylDTx9C3d699I54bSstJCxy0By73QPtiTikd7ZDKpEo+ryEZOZjniCcr3bCiW44V6mAq9lK4TWOq9u7FxPWvwb/NxaaDmL8j7vguGw6vAtaoa3RIa+MA0kj2ndRCKl0Gp5oFLgxhyJdHca9dPjQ3t6OEz9/CAAwduxYmx1Rv2cPFIVCjqVNTWxHfEJ2RCKRgCRJA+zAz5odAQCZTAYNDQ1sR3xCdkR3dzcAYMKECfD7/eY28ZyeKSPC0eru7kZhYeGAz8Vn4maIn6faV2z/MBRFQf/WE2X6hQAADTtJREFUYrqum4abeFH2P+ZUToKmaeY2TRtYu3Gm5+0/puzzqqo66Hl1XYfL1b/LKe3/cc57qmvNPm//a82+h4OdN/v6syf02Zz3XPndnO5aM5kMFEUZtOfCh/1uzuS8mUxm0G0fdl5x7OnOOxhneg8HOz57TP053bWm02lommb7g5d9XoE71g0s7DIdFy2/DOlX0kjnFgFuN5ybnTbBCnGtg90jVVWx/z8fA0AvXtsfmWQS++vrMXHZnQjs3wc5KgNjrPMqimIee9FFF9nOq2ka1TU910f9d7LqmfSCEFKvJJGeVIz2J35rN3bCbZAXO5F8pRD1q57HhQ/8ENLf3iXDenoIWkZBxrhWyeOBc7MDkE8Am6mP0P6f/hK6rsPv92PKfXdTREACcOksJJNJSOE2pHOL4dJ1W/8iNVgKpaMJ6UARImt+h8ol/0BplHf6gZV90J5IAmkJqVeL4A3Z+yY5F7TC9Qo9O7F9x2yGqK7ryASK4G4/DnmJ0f9sQSuwiu5JYnIeVE2FO0bOaq2owQPQ3t5um4cht4Kqm3rhXquj7VCDaezk5eXZjJ286hoUfP1+dD9zL55btQIXXHABABLQaN+2HL2SgkykDd3P3IsLpkyA2+VC+7bliBly8v6AF12RBMqXrBnQH+vIkSOmIarrhvjIZgDyCah/KEE6EMQjy3+BUChEMs0LryCHdFYIqbaj8LYeo3q41Vl/1ANe4EYH9Cdpniaffw2BBTON302b7blJTTwfvs09wHT7/E4HyIjxZlqAkzKQ0YDn+qBLbtT/Zj0A4Pyf/B+4Vu+0qVOK+VtQUGAZO0a/N32NgpS7FE6EIRmOuDhO0zS4Ip3w/n0YyibD5BD3oiBkjsndeQKyJJHwxeZRgPcgpCU50J9I2t8T02fRtbraoT/RB7lAg66AnNQVUXP+H/jZf0LTNHi9Xky74wbzHkH2Q1/dBw1e61k35zf9rtKBIuAVHZhUDu+BvcASh+mwZr50MZwtbcCTChyXXmY+iygMfeh71uv1mobmufK36rNoR2QymUEzqD5LdoTf7zedi9P9bWU74qPbER92D8+Gs3a03nzzTXzpS186o33/9re/oba29vQ7ngEflnrYf9up9j2T9EWn0zno+cSLJns1KPuYwV5EACDLsrltMMP6TM/bf0zZ5x1skrhcLui6Puh5HQ7Hxzpv9s9Tnbf/tWbfw8HOK65VkqQBqz5net5z5XdzumsV13m6e/hRzquq6qDbPuy84tgPO+/HvYenu9b+nO5a3W43VFU97XmdJVXAZrfpuKRe2IhDh6hupqSkBOXl5QPGq2naWT83YryNv149aNT7dPOwr2YaXNEuOMZWwvWH7eY2/ZU/Yr9Yre4/psIQ0hsyyAQLadwv/xFy1j7x06xWu4zVaqfTOSDNqyt7tVqSLMO4MITk716xVqsdDisVbHMbcFEIDf/xyOCr1YUhKJsUZIIFcLlcgz7Ljb9ejXHf/w68G3vgkrvJ4L6QnLXjH7Ja3f8dUTX9ImBzG6qmh6B8yDti5vQaNG35BaaeV237/QihizNZrf7u95YhvOUXKBtVZNs24B2RdY/jxmq1C1nzO2u78qWLoR1pgrQyDsmdVRM2fRaUjc1InFdgvkeyfzfZz033U+sHrFaLOWpbrTZSQJXRxeaxff/3VeTdfJ2VBohTvCOM705OyMfB/1oJAJjxo3uBHus4WZaRCZYAr0qQi8ts16prGlx1dWj89eqBq9XVhaZDZHt2jGOjvb2QvzYfrmgX3O4eSJvLgEstx95trFa7XC7bPcI7H+C4sVrtEr+bfvew8derARjviDu+RXPbcFhbHl93yqi3o739lO+IsWPHmpkx58rfqs+yHfFRz3uu/G4+7FonTJhgZsawHfHJ2xFn6mOcCkk/S9esra0NGzZsOKN9r7/++gHRpa6uLpSUlOCBBx44Y4n3UCiEuXPnYv369bbPN2zYgIULF+L111/HggUL8Prrr+PKK6/Ehg0bcPXVV9v2veGGG/D222+boWPg7Ls7MwzDMAzDMAzz+eRsfYezjmiFQiHcfvvtH210H5Hp06ebOZrZiM/Eypz4WVdXN8DRqqurG5BvyjAMwzAMwzAM80kwIkI31113HRoaGvCXv/zF/ExRFDzzzDO4+OKLzfSfiooKzJo1C88884wtH/PPf/4z9u/fj+uvv/5THzvDMAzDMAzDMJ8/zjp18KOyadMmxONxRKNRLF68GDfccAO+8Y1vAACuvvpqUwDhtttuw7p163D48GGMHj0aAKn+feELX0AkEsEvfvELlJaW4rHHHsOrr76KLVu2YN68eeb3vPnmm5g/fz6++tWv4q677kJHRwf+8R//EXl5edi1a5dN1YVTB88tmpqaoCgKnE7ngBoXhjkbeC4xQwHPI2ao4LnEDBU8l4aXTzx18KNy5513moXZAPD888/j+eefB0Dyo0IKUlVVqKpqU/XweDx44403cN999+Gee+5BX18famtrsWnTJpuTBQCXX345Nm7ciPvvvx9f/epX4ff7sXDhQvzyl7+0OVnMuUdPT49ZRM8vD+bjwHOJGQp4HjFDBc8lZqjguTSy+NQcLaFlfzqeeuopPPXUUwM+HzVqFNatW3dG55g/fz7mz59/FqNjGIZhGIZhGIYZOj611MFzEU4dPLdIpVLQdR2SJHH0kflY8FxihgKeR8xQwXOJGSp4Lg0v52zqIMOcDn5hMEMFzyVmKOB5xAwVPJeYoYLn0siCQzcMwzAMwzAMwzBDDDtaDMMwDMMwDMMwQ8znOnVwsPI0TdOGYSQMAFvOa25u7jCOhBnp8FxihgKeR8xQwXOJGSp4Lg0vg/kJHyZ38bkWw1AUBfF4fLiHwTAMwzAMwzDMCCQnJwdO5+CxK04dZBiGYRiGYRiGGWLY0WIYhmEYhmEYhhli2NFiGIZhGIZhGIYZYj7XNVqapg0oapMkCZIkDdOIGIZhGIZhGIY5F9F1fYD4hSzLp2xY/Ll2tBiGYRiGYRiGYT4JOHWQYRiGYRiGYRhmiGFHi2EYhmEYhmEYZohhR4s5J9m6dSsWL16Mmpoa5OTkoKKiAl/72tfw17/+dbiHxowwotEo7rvvPixYsAAlJSWQJAkPPvjgcA+LOYeJxWL4wQ9+gPLycni9XtTW1uJ3v/vdcA+LGYHw+4cZCtgmGrmwo8Wckzz++OM4evQovv/972Pjxo1YsWIFOjo6cMkll2Dr1q3DPTxmBNHd3Y1Vq1YhlUrh2muvHe7hMCOA66+/HuvWrcMDDzyATZs2YebMmbjxxhvx7LPPDvfQmBEGv3+YoYBtopELi2Ew5yQdHR0oLS21fRaLxTB+/HhMmzYNW7ZsGaaRMSMN8YqTJAldXV0oKSnBAw88wKvKzKBs3LgR11xzDZ599lnceOON5ucLFizAvn370NTUBIfDMYwjZEYS/P5hhgK2iUYuHNFizkn6v1AAIBAIYMqUKWhubh6GETEjFW7ZwJwNL774IgKBAG644Qbb54sWLUJrayv+8pe/DNPImJEIv3+YoYBtopELO1rMiKG3txe7d+/G1KlTh3soDMN8Rqmvr8fkyZPhdDptn8+YMcPczjAMM9ywTTQyYEeLGTEsXboU8XgcP/7xj4d7KAzDfEbp7u5GYWHhgM/FZ93d3Z/2kBiGYQbANtHIgB0t5hPnzTffNNMnTvdvz549g57jn//5n/Hb3/4WDz30EL7whS98ylfAnCsMxVximNPxYalenAbGMMxwwzbRyMF5+l0Y5uMxadIkPPHEE2e0b3V19YDPfvrTn+Jf//Vf8fOf/xx33333UA+PGUF83LnEMKejqKho0KhVOBwGgEGjXQzDMJ8WbBONLNjRYj5xQqEQbr/99o907E9/+lM8+OCDePDBB/GjH/1oiEfGjDQ+zlximDNh+vTpeO6556Aoiq1Oq66uDgAwbdq04RoawzCfc9gmGnlw6iBzzvIv//IvePDBB/GTn/wEDzzwwHAPh2GYzwHXXXcdYrEYfv/739s+X7duHcrLy3HxxRcP08gYhvk8wzbRyIQjWsw5yfLly3H//ffjyiuvxDXXXIM///nPtu2XXHLJMI2MGYls2rQJ8Xgc0WgUAPD+++/jhRdeAABcffXV8Pv9wzk85hziqquuwvz583HnnXciEolg/PjxeO655/CHP/wBzzzzDPfQYs4afv8wHxe2iUYu3LCYOSe5/PLLsW3btlNu52nLnA1jxozBsWPHBt3W2NiIMWPGfLoDYs5pYrEYfvzjH2P9+vUIh8OoqanBP/3TP+Gb3/zmcA+NGYHw+4f5uLBNNHJhR4thGIZhGIZhGGaI4RothmEYhmEYhmGYIYYdLYZhGIZhGIZhmCGGHS2GYRiGYRiGYZghhh0thmEYhmEYhmGYIYYdLYZhGIZhGIZhmCGGHS2GYRiGYRiGYZghhh0thmEYhmEYhmGYIYYdLYZhGIZhGIZhmCGGHS2GYRiGYRiGYZghhh0thmEYhmEYhmGYIYYdLYZhGIZhGIZhmCHm/wNwB8l+bE2zUgAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from numpy.random import uniform \n",
"\n",
"N = 20000 # number of points\n",
"radius = 1.\n",
"area = (2*radius)**2\n",
"\n",
"pts = uniform(-1, 1, (N, 2))\n",
"\n",
"# distance from (0,0) \n",
"dist = np.linalg.norm(pts, axis=1)\n",
"in_circle = dist <= 1\n",
"\n",
"pts_in_circle = np.count_nonzero(in_circle)\n",
"pi = 4 * (pts_in_circle / N)\n",
"\n",
"# plot results\n",
"plt.scatter(pts[in_circle,0], pts[in_circle,1], \n",
" marker=',', edgecolor='k', s=1)\n",
"plt.scatter(pts[~in_circle,0], pts[~in_circle,1], \n",
" marker=',', edgecolor='r', s=1)\n",
"plt.axis('equal')\n",
"\n",
"print('mean pi(N={})= {:.4f}'.format(N, pi))\n",
"print('err pi(N={})= {:.4f}'.format(N, np.pi-pi))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This insight leads us to the realization that we can use Monte Carlo to compute the probability density of any probability distribution. For example, suppose we have this Gaussian:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from filterpy.stats import plot_gaussian_pdf\n",
"plot_gaussian_pdf(mean=2, variance=3);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The probability density function (PDF) gives the probability that the random value falls between 2 values. For example, we may want to know the probability of x being between 0 and 2 in the graph above. This is a continuous function, so we need to take the integral to find the area under the curve, as the area is equal to the probability for that range of values to occur. \n",
" \n",
"$$P[a \\le X \\le b] = \\int_a^b f_X(x) \\, dx$$\n",
"\n",
"It is easy to compute this integral for a Gaussian. But real life is not so easy. For example, the plot below shows a probability distribution. There is no way to analytically describe an arbitrary curve, let alone integrate it."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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pWtodhhPB11BGAACA33h55V41dNwVuXBMb6XFhRtO5N9CbVadMTRFktTY5tC8rWWGE8HXUEYAAIBfqGtp1+NfuYccWizu43zR9c47aKr9++v3GUwCX0QZAQAAfuGZxQWqbW6XJJ0/Kk3ZiVGGEwWGiVk9lRgdKkn6anuF6lraDSeCL6GMAAAAn9fQatezSw+coHXbyQMMJwoc1iCLzupYqtXmcOpLlmrhGFBGAACAz3t55R7Vt7j3ilwwOk0ZPTlBqzv9aHiq5/FHG0sMJoGvoYwAAACf1mp36KmOuSIWi3TDtCzDiQLP2D49PEu1luRVqqnNbjgRfAVlBAAA+LT31u1TRX2rJOmMISnqlxRtOFHgCQqy6JRByZKklnanvtpeYTgRfAVlBAAA+Cy7w6nHvsrzXM/hrogxpw9J9jz+cmu5wSTwJZQRAADgs95bv0+7q5okSZOze2p0Rg/DiQLXxKyeigixSpLmbyuT3eE0nAi+gDICAAB8ksvl0lOL8z3Xt53CCVomhQVbNWNgoiRpf1O7Vu/ebzgRfAFlBAAA+KRFOyu1rbRekjQyPU7jM+MNJ8LpQ1I8jxdsZ6kWfhhlBAAA+KSnD7orciN7RbzCtP6Jsljcj5fmVZoNA59AGQEAAD5nZ1m9Fu90v9lNjw/XaQd9Rx7m9IgM0cBk92lmW0vqVNPUZjgRvB1lBAAA+Jz/LDpwV+TqSX1lDbIYTIODTemXIElyuqSFOzjiF0dGGQEAAD6lvK5F760vliTFhNl02fgMw4lwsJMHJXkez+OIX/wAyggAAPApLyzfrXaHS5J05cQ+igq1mQ2EQ4zrG6/ojr+TRTsqOOIXR0QZAQAAPqOpza7/rtgrSQq2WnTVpL5mA+E7gq1BmtZxxG9tc7vWFdYYTgRvRhkBAAA+4731+1Tb3C5JOmdEqlJiwwwnwuHMGJDoefwVR/ziCCgjAADAJ7hcLs1dvsdzfe3kTINpcCQzBh7YN7JgG5vY8f0oIwAAwCd8vbdGW0rqJEkj0uM0rHes4UT4PonRoRqSGiNJ2lJSp4r6VsOJ4K0oIwAAwCe8vHKv5/GVEzhBy9tNP2ipFtPY8X0oIwAAwOvVtbTro037JLmP8z17eKrhRPghhxzxu6XMYBJ4M8oIAADweh9uKFFLu/uI2PNHpSk8xGo4EX7IyPQeSogKkSQt3lmplnaH4UTwRpQRAADg9d5cW+h5fPHYdINJcLSsQRbN7NjI3tzu0MqCasOJ4I0oIwAAwKvlldfr673uWRU5KdGejdHwfrNyDj5Vi30j+C7KCAAA8Grvrd/neXzx2HRZLBaDaXAspvRPkDXI/fe1NK/ScBp4I8oIAADwWk6nS29/XSxJCrJI5wzvZTgRjkVMWLCGpbmPYN5Z3qDimmbDieBtKCMAAMBrrSio8ryBndo/UUkxTFz3NTMPGoDINHZ8G2UEAAB4rQ82lHgeXzimt8EkOF4zcw7MG/lyK2UEh6KMAAAAr9TS7tDHm9xlJDzYqlMOmlsB3zE0NVaJ0aGSpJX5VWqzOw0ngjehjAAAAK/02eZS1Ta3S5LOHJqiiBCb4UQ4HkFBFp3UL0GS1Njm0MqCKsOJ4E0oIwAAwCu9ubbI8/jSccwW8WWnDEr2PGapFg5GGQEAAF6nvL5FSzqOgs2Ij9D4zHjDiXAipg5IkK3jiN/528rlcrkMJ4K3oIwAAACv88mmUn3zfvXcEanMFvFxMWHBGtu3hyRpb3WTCiobDSeCt6CMAAAAr3PwEq2zRzBbxB/MOOiI3wXbKwwmgTehjAAAAK+SW1yrTcW1kqRhabHKSYkxnAidYcbAA0f8LtpBGYEbZQQAAHiVg++KXDaejev+YmBytFI6hlYu31Wlpja74UTwBpQRAADgNVrtDr23vliSFGIL0jkjUg0nQmexWCyeAYhtDqeW5XHELygjAADAi3y5tVz7m9yzRU4fkqKYsGDDidCZTs45cMTvZ5tLDSaBt6CMAAAAr/FJ7oE3qBeP6W0wCbrCSf0TFBFilSR9ua1cdgfT2AMdZQQAAHiFNrtTX213D8SLCbNpUnZPw4nQ2cKCrZ6N7NWNbVq9e7/hRDCNMgIAALzCwh0Vqm9xb2qelZOkYCtvU/zR6UNSPI8/zS0xmATegH/lAADAK7y7rtjz+NyRbFz3V7NykhTSUTQ/yS2Vw8k09kBmMx0AAIDj0dhqV2ldixxOl4IskmRRqC1IQUEWuTpGd0eHBSs2nA3QvqCh1a4vt5VJkuIjQzS1f+IP/Az4quiwYE0bkKh5W8tUXt+qNburNSGLJXmBijICAPBKLpdL+2pblFtcqz1VjSqsblZxTbP21TSrtK5FNR0nLv2Q+MgQpcdHaHCvGOWkRCs9PlzZiVFKjQtnGZAX+XhjiVra3ZuZzxqWwt+Nnzt7eC/N2+ounx9tKqGMBDDKCADAK7hcLuWVN2jZriqt3l2tNbv3q7Su5YR/3erGNlU3tmlDYc0hz4cFB+nkQcmaPTJNJ/VLUHjHCT8w4/0N+zyPLxzNKVr+7uRBSQq1BanV7tTHm0p0z9mDZaOABiTKCADAmDa7Uwt3VOizzaVasrPyqMpHsNWipOgwpfUIV2psmEJsQXK6JJfLPUjN6XRJFvfHVtS3qrC6SSW13/11W9qd+mhjiT7aWKIQW5AmZMZr+oBEzcpJUlZiVGf/VnEEpbUtWrarUpKUER+hkelxhhOhq0WHBWtWTpI+yS1VZUObluRVasbAJNOxYABlBADQ7baV1unVVYV6b32xZ8Ddt0WEWDUqI06j0nuoX1KU0uMjlN4jXAlRoQoKshzT52totWtrSZ0KKhtVUNmo3ZWNWllQrerGNknuUrR4Z6UW76zUnz7aqqyESM2ZlqWLxvRmuVA3eGnlHn2zh3n2yFRZLMf29wvfNHtUmmeuzNtfF1NGApTF9c0uPwAAulB5XYs+3lSi9zfs09d7a77z42HBQRqf2VNT+yVoYlZPDeoV3aXLNtodTi3aUaF5W8v01faKw949SYsL15ypmbpsfIbCglnG1RWa2uya8tf52t/ULluQRUvumqWU2DDTsdAN2uxOjf/zPNU0tSssOEhrfneqokL5PnmgoYwAALqMy+XSwh0VemZJgZbkVerbrzihtiCdPiRFs0elanJ2grE3/C6XSzvKGrRwR7nmbSnXqt3Vh/x4ckyobpyWrcvGpysihDdLnenF5bt1z3ubJUnnj0rTQ5eONBsI3er/vbNJL63cK0n6+0XDdcnYdMOJ0N0oIwCATtdqd+ittcV6bmmBdpY3fOfHByZH6/IJGZo9Ks0rj95du6daj8zP04LtFYc8HxcRrJ9M7KM507IUE+Z9uX2N0+nSKf9YqPzKRknSx7dO1eDUGMOp0J3W7d2v8x9bJkkanxmv12+cZDgRuhtlBADQaepb2vXa6kI9t3S3imuaD/mx9PhwzR6ZprOHp2pgSrShhMcmt7hW//pypz7fUnbI8+nx4frnZaM0OqOHoWT+YeGOCl397CpJ0qSsnnrlhomGE6G7uVzuQrqrwl1IF/96ptLjIwynQneijAAATlhjq13/WZSv55YWqL7FfsiPjevbQ9eflKlTB6fIeowbz73F9tJ6/WfhLr2/YZ/sHTutrUEW/XxGtm6Z1V8hNja5H4+b5q7Vp5vdG5ifuHK0zhjay3AimPDogjw98Nl2SdIvZvXTr04baDgRuhNlBABw3JxOl95eV6y/f7pN5fWth/zYrJwk/fLk/hrhR8e07q1q0m2vrTtkA/6gXjF68OIRLC86RsU1zZr29wVyOF1KjA7VsrtncXJZgCqra9Hkv86Xw+lSUsf/C8wcCRz8TQMAjsuOsnpd8p/luvONDZ4iYguy6NKx6Zp3xzQ9e804vyoikpTRM0Kv3zhJt58yQLaOuzxbS+p03qNL9Mj8nWp3OA0n9B1zl++Ro+Mu0xUTMigiASw5JkyzctzH+pbXt2pxXqXhROhO3BkBAByT/Y1tevCL7XplVaHnzaQknTIoWf/vR4OUmRBpMF33yS2u1Z1vbNC20nrPc0PTYvTPy0Ypm6GJR9Tc5tCkv36pmqZ2BVstWnr3LCVFc5xvIPt8c6lumLtWknTm0BQ9fuUYw4nQXfg2BADgqL23vlizHvxK/12x11NEMuIjNPf68Xr66rEBU0QkaWharN67ZYpunpGtb7bC5BbX6fxHl2rJTr6zeyRvrC1UTcewy3OGp1JEoJk5SUqICpUkzdtapopvLfuE/6KMAAB+UGOrXXe+sUG/fHW9Z2J6ZIhVd542QJ/fPk1T+ycaTmhGqM2qX5+Ro7dvnqJ+Se67IXUtdl393Co9v7RALD74LrvDqacW53uufzo1y2AaeItga5AuHJMmSWp3uPTqqr2GE6G7UEYAAEeUW1yrc/69RG+uLfI8d9awFM2/c4ZumdWfyeSSRqbH6d2fT9HJHeveHU6X7v1gi3795ka1tDsMp/MuH2zcp8Jq97HPU/snsPEfHj+Z2EeWjruML6/aKzt7sAICZQQAcFgul0uvrd6rCx5f5hlKFxFi1T8uGaHHrhij5BiW1hwsKtSmJ68aq5umZ3uee2NtkS58fJl2d/z5BTqn06XHFuzyXP98Zj+DaeBteveI8BT6ktoWzdta9gM/A/6AMgIA+I7a5nbd8so63fXWJrXZ3d+dHJYWq49unaoLRvc2nM57WYMsuvvMHP3zspEKC3a/xG7eV6dz/r1En2wqMZzOvM+3lGpneYMkaWyfHpqQGW84EbzNTyb19Tx+dsluYznQfSgjAIBDrN1TrbP+uVgfbTzw5vnKiRl662eTA2qD+ok4b2Sa3v35FGV1/HnVt9r1s5e+1h8+2BywS0/aHU49+PkOz/XPZ/aTxeKbQzDRdab2S/Dsv1q1u1pr91QbToSuRhkBAHi8/XWRLntyhYpr3Gv6Y8JseuyK0frT7GFMGT9GOSkxev8XJ+mcEame555bulvXv7BG9S3tBpOZ8dzSAs9dkZHpcZoxMDAPPcCRBQVZdOO0A4caPL24wGAadAdeWQAAcrlcenRBnu54fYPaHe4ToMb17aGPfzlVZw3rZTid74oKtelfl43U/ecPVbDVfRdg4Y4KXfzEcu3rKHyBYF9Nsx6et1OSZLFI9503lLsi+F7njUxTYrT7mN/PNpdqb1WT4UToSpQRAAhw7Q6nfvP2Jj3w2XbPc1dMyNArcyaqd48Ig8n8g8Vi0RUT+ui/109QbHiwJGlbab3Oe3Sp1u3dbzhd97j3/c1qanOfKnblhD4a1jvWcCJ4sxBbkK6e1EeS5HRJzy7l7og/o4wAQACrbW7Xtc+t1qurCz3P/fqMgfrT7KGyWXmJ6EwTsnrqnZsnq09Pd8GrqG/VpU+u0Ct+Pk/h09xSfb7FfSpSQlSI7jxtoOFE8AVXTuyj8I5jw9/6ukjNbRyR7a94pQGAALW3qkkXPr5MS/Lc08JDrEH6149H6eYZbCzuKlmJUXrn5imeU6Ta7O67Ur9/N9cvN7bXNLXp9+/leq7vOWeIYiOCDSaCr4iLCNGPhruXiNa32PUxp9H5LcoIAASgVQXVmv3YUuV1bCiOjwzRy3Mm6NyDNluja8RHhmju9RM8y1Akae6KPbr2+dWq87ON7fd/tFUV9a2SpJNzknTOcPYf4ehdNi7d8/i1NYVH+Ej4MsoIAASYhTsqdOUzK1Xd2CZJyk6M1Ds3T9bYvsx86C4htiD94byheuCi4Z6N7Yt3VurCx5apaL9/bNZdtqtSb6wtkiRFh9p0//nDuOOGYzKmTw9lJbqPx15VUM3wUD9FGQGAADJ/W5nmvLDGM8hwav8EvX3zFPXpyfwQEy4em67/Xj9BPTqWLu0sb9DsR5f5/Mb2pja77n5rk+f6rjNzlBIbZjARfJHFYtElYw/cHfnvij0G06CrUEYAIEB8mluqG+euVVvH3oQzh6bo2WvGeU54ghnuje1TPAMlKxtaddmTK/TBhn2Gkx2/v3+6XXur3Xd4xveN1+XjMwwngq+6aExvhXbMOHp1daEaWu2GE6GzUUYAIAC8tbZIN7+01jND5JwRqfrXj0cpmBOzvELfhEi9/bPJmpjlXirXanfqF6+s030fblG7j21sX5FfpReW75YkhQUH6QFXdC4AACAASURBVO8XDVdQEMuzcHwSokJ1weg0SVJDq11vsHfE7/AqBAB+7r8r9ujONzfI6e4humBUmh66ZARFxMv0iAzRi9dN0MVjenuee2ZJga56ZpVqmtoMJjt6NU1tuuO19XJ1/L/2q1MHqm8CSwBxYq6e3Nfz+JklBX558lwg45UIAPyUy+XSv7/cqd+9m+t5c3j1pD76v4tHMEPES4XY3HcS/njeEM/G9uX5Vbr4ieUqrW0xnO7IWtodmvPiGu3ryDkxK17Xn5RpOBX8QU5KjGYMTJQkFe1v1uKdlYYToTPxagQAfsjpdOkPH2zRg1/s8Dx30/Rs3XvuEJbMeDmLxaKrJvXVqzdMVEJUqCT3xvYLHluq3OJaw+kOr83u1M9f+lqrd7s33veMDNGDl4zk/zV0mismHDgK+421LNXyJ5QRAPAzLpdLf/hgs55fttvz3G/PytHdZ+ZwtKoPGdMnXm/9bJIy4t0T2/fVtujCx5fpzY7jcr2Fw+nSL19dpy+3lUuSIkOsev7a8UqLCzecDP5kxsBEJUSFSJK+2FKmqoZWw4nQWSgjAOBnHp63Uy8sdx+BGWSR/u/iEbphWrbhVDgefXpG6s2fTdKojDhJ7o3td76xQfe8l6tWu8NwOnfx/d27m/RJbqkk94b1p64eq2G9Yw0ng78JtgbpwtHu/VTtDpdeWbXXcCJ0FsoIAPiRx77K0z+/3Om5fuCiEbrooA3R8D1J0WF69YaJunzCgeNxX1y+Rxc8tkx7qswOgXvgs+16ZZV7yUyw1aL//GSsJmcnGM0E/3XlxD76ZuXfK6sK5fjmVA74NMoIAPiJ11bv1d8/3e65/v3Zg3UhRcQvhNqs+vP5w/T3C4crpGPmwuZ9dTr3kaX6anu5kUzPLy3QY1/tkiRZLNKDl4zU9AGJRrIgMKTHR2jGwCRJUnFNsxbtrDCcCJ2BMgIAfuCttUW6++0DE69/fcZATjLyQ5eMS9e7N09RVsdxubXN7br2+dV67Ks8uVzd913i11bv1b0fbPFc//HcITp3RGq3fX4ErsvGHZjIzswR/0AZAQAf98mmEv3Pmxs8x/def1KmfjadPSL+anBqjN67ZYpOGZQsSXK53BPPL3piuTYVde1pWy6XS3NX7NFdbx0ovrfM7KefTOrbpZ8X+MbMnKRDNrJXN/rGDB58P+u99957r+kQAIDj88mmEt366jp9MwPs6kl9dM85gzk1y8+F2qw6e3gvWYMsWp5fJUkqqW3Rq6v3qqK+VWP7xCss2Nqpn3NvVZP+582Nenpxgee5OVMzddcZnNKG7mMNsqiyoU1r9+yX0yX1ig3TyIwepmPhBFhc3XlfFwDQaRbuqNBPX1itdof7y/hFY3rr7xcOZ7ZDgFm0o0L3frBZ+RUHNrP3jAzRb84apAtHp51wUWhpd+ixBXl6YmG+2g6afD1naqZ+e9Ygigi63fbSep3+8CJJ0vDesXr/lpMMJ8KJoIwAgA/aVFSri/+zTC3t7jeHF43prb9dOFxWikhAanc49dzSAj08b6ea2g4c+TshM173nz9M/ZKijuvXXbyzQr9/N1e7q5o8zyVEheqP5w3RWcN6nXBu4Hid/e/Fyi2ukyTNu2Oa+iVFG06E40UZAQAfU17fovMeWaqS2hZJ0hlDUvToFaMpIlBJbbPu+3CLPt5U6nnOYpFGpcdpav9ETR+YqBG94474/4rL5dKOsgY9+Pl2fb6lzPO8Lcii66dm6paZ/RQdFtylvw/ghzy7pEB//NB9iMLPZmTrrjNyDCfC8aKMAIAPaWl36MdPrdC6vTWSpNEZcXrlhokKtXXu/gD4toU73Hc09lY3fefH4iNDNH1AomYMTFRMeLBKalq0p7pRxfubVVjdpF0VjWpotR/yc8b17aH7zx+mAcl89xneobKhVRP+/KUcTpd6xYZp6V2zWKLqoygjAOAjXC6X7nh9g95ZVyzJvXHzvVumKCk6zHAyeKPmNoeeWLhLH2zYp/zK4xuOmBgdqrvOyNEFo9J4owevc93zqzV/m3vOzitzJmpSdk/DiXA8KCMA4CP+/PFWPbkoX5IUFhykN2+arKFpsYZTwRfsq2nWoh0VWrC9XEt2VqrxoH0lB7NYpLS4cPVPitKYPj10zZRMRYXaujktcHTeW1+sX766XpL04/EZ+ssFwwwnwvGgjACAD/jvij363bu5ktxvGB+/YrTOGMoGYhy7VrtDqwv2a3FehRpa7BrUK0Z9ekaod48IpcaFseQPPqOpza4x981Tc7tDcRHBWvXbUxRiY4Ser6GMAICXW7yzQtc8t1oOp/vL9f3nD9UVE/oYTgUA5t36yjq9v2GfJOm5a8ZpZk6S4UQ4VtRHAPBiO8rqdfNLX3uKyJypmRQRAOhw9vADd4g/2LjPYBIcL8oIAHip6sY2Xff8atW3uE82OmVQku4+c5DhVADgPaYNSFR0mHtf0xeby9RqP/x+KHgvyggAeCGH06VbX1mnov3NkqRhabH652WjmCUCAAcJC7bqlEHJkqT6VruW7Kw0nAjHijICAF7osQV5WpLnflFNiArVU1eNVSSnGgHAd5w17MBSrY82lhhMguNBGQEAL7M0r1IPzdshSQqySI9cPkopscwSAYDDmTYgwbNU67PNpWppZ6mWL6GMAIAXKatr0a2vrFPHfnXddsoATcxikBcAfJ9Qm1VnDEmRJDW2ObRwR4XhRDgWlBEA8BJOp0t3vL5eVY1tkqTpAxJ1y8x+hlMBgPc7c1iK5/Hnm8sMJsGxoowAgJd47Ks8Lc2rkiQlx4Tq4UtHKogN6wDwgyZnJygyxD2w88ttZbI7nIYT4WhRRgDAC6zdU62H5u2U5N4n8vClo9QjMsRwKgDwDWHBVk0fmChJqmlq18qCasOJcLQoIwBgWG1Tu259Zb1nsOEvZvXXpGz2iQDAsTj4VK1PcjlVy1dQRgDAIJfLpbvf3qjiGvc8kfF94/WLWewTAYBjNXNgkkJs7re2n20uk/Obk0Dg1SgjAGDQG2uK9EluqSQpLiJYD182UjYrX5oB4FhFhto0rb97qVZFfau+3rvfcCIcDV7xAMCQPVWNuveDzZ7rv14wXKlx4QYTAYBvO3PogVO1PttcajAJjhZlBAAMcDpd+p83NqqpzT2c69Kx6TrjoBdRAMCxO3lQkqwdpxB+ua3ccBocDcoIABgwd8UerdrtPu0lPT5c95wz2HAiAPB9cREhGp0RJ0nKr2jUnqpGw4nwQygjANDNivY36W+fbvNc/+3C4YoMtRlMBAD+Y1ZOsufxp7ks1fJ2lBEA6EYul0u/eXuTZ3nW5RMyNDk7wXAqAPAfpw85UEaW5FUaTIKjQRkBgG701tfFWrzT/eKYEhOmu8/MMZwIAPxLZkKkesWGSZJWFlSrqc1uOBGOhDICAN2ksqFV9324xXP95wuGKiYs2GAiAPA/FotFMwYmSZLa7E4t2sHdEW9GGQGAbvLXT7aptrldknTOiNRD1jUDADrPaQct1fp8C/tGvBllBAC6wbJdlXpzbZEkKTrUpnvO5vQsAOgqU7ITFB5slSQt2VnJNHYvRhkBgC7Wanfod+/keq7vOjNHidGhBhMBgH8LsQVpUnZPSVJ5favWF9UYToTvQxkBgC72xFf5yq90n3U/pk8PXT4+w3AiAPB/Bw+S/XBDicEkOBLKCAB0ofyKBj26IE+SZA2y6L7zhiqoYzowAKDrnD44RcFW99fbjzbtk4OlWl6JMgIAXcTpdM8UaXM4JUk/PSlTg1NjDKcCgMAQGxGs6QMSJUllda1avqvKcCIcDmUEALrIO+uKtbKgWpKUHh+uX57S33AiAAgss0eleR5/uHGfwST4PpQRAOgCLe0OPfDZds/1/bOHKSLEZjARAASeWTlJighxn6r10aYStdmdhhPh2ygjANAF/rMwX6V1LZKkk3OSNK1jqQAAoPtEhNh06mD3zJH6FrtWFrBUy9tQRgCgk5XXtejxhe5N67Ygi+46M8dwIgAIXKcNPnCq1sebOFXL21BGAKCTPbIgTy3t7qUAP5nURwOSow0nAoDANTMn0TMA8dPcUrU7WKrlTSgjANCJ9lY16ZVVeyVJESFW/XxmP8OJACCwRYTYNGtQkiRpf1O7Fu+sMJwIB6OMAEAn+vPHW9XucJ9lf92UTCVEMWkdAEybPfLAqVpvrCkymATfRhkBgE6yobBGn24ulSQlRofqphnZhhMBACRp5sBEzzeH5m0tU21Tu+FE+AZlBAA6gdPp0h8/3OK5vnVWP0WFcpQvAHgDmzVI541MlSS1O1z6gJkjXoMyAgCd4N31xVq7Z78kKTsxUpeNzzCcCABwsPMPGoD45lqWankLyggAnKD9jW3688dbPdf3nDNEwVa+vAKANxmaFqtBvWIkSesLa7S9tN5wIkiUEQA4YX/5ZKsqG9okSacPSdZ0BhwCgFe6ZGxvz+NXV+81mATfoIwAwAlYu6dar3eczBIdatMfzxtqOBEA4PtcMKq3Qm3ut7/vritWq91hOBEoIwBwnNodTv2/d3I91786bYCSY8IMJgIAHElsRLDOGOqeyL6/qV2fbS4znAiUEQA4Ti+v3KttHWuOh6TG6MqJfQwnAgD8kMvGHThg5OWVewwmgUQZAYDjUt3Ypn98scNz/afZQ2Vj0zoAeL2JWfHKSoiUJK3Ir1ZeeYPhRIGNV04AOA5//WSrapvdQ7POH5WmURk9DCcCABwNi8WiyyccuDsyd/luY1lAGQGAY7aq4NBN6785M8dwIgDAsbhoTG+FB1slSa+vKVJNU5vhRIGLMgIAx6Cl3aHfvL3Rc33n6QOVxKZ1APApcREhurjjmN/mdofmLmfviCmUEQA4Bk8uyteuikZJ0sj0ODatA4CP+ulJWQqyuB8/v2y3Wto55tcEyggAHKXC6iY9uiBPkmQNsuivFw6T9ZtXMgCAT8noGaGzhvWSJFU1tumNNYWGEwUmyggAHAWn06U739igVrtTknT1pL7KSYkxnAoAcCJump7tefzEwny1O5wG0wQmyggAHIXnl+3WyoJqSVJaXLhuP7W/4UQAgBM1NC1WMwYmSpKKa5r1/vp9hhMFHsoIAPyAvPJ6/e3TbZ7r/7t4hKLDgg0mAgB0lp/P7Od5/O/5O2Xn7ki3oowAwBG02Z267bX1nuVZ10zuq0nZPQ2nAgB0lnF94zUpy/11fXdVk95ZV2w4UWChjADAEfzzyx3KLa6TJGUnRuquM5gpAgD+5vZTB3ge/3t+ntrs3B3pLpQRAPgey3dV6bGvdkmSbEEWPXzpKIWHWA2nAgB0tvGZ8ZrSz313ZG91k15bvddwosBBGQGAw6hqaNVtr62Ty+W+vuO0ARrWO9ZsKABAlzn4zve/5uepsdVuME3goIwAwLc4nS7d/voGldW1SpKm9Oupm6Zl/8DPAgD4suG943Tm0BRJUkV9q/6zcJfhRIGBMgIA3/L4wl1atKNCkpQQFaqHLhmpIIYbAoDfu+uMHAVb3V/vn15SoIr6VsOJ/B9lBAAOsmxXpR78fLskyWKRHr50pJJiwgynAgB0h74Jkfrx+AxJUlObQ//4YofhRP6PMgIAHUpqm/WLl9fJ2bFP5NZZ/XVS/wSzoQAA3erWk/srKtQmSXp9TaF2VTQYTuTfKCMAIKml3aGb5q5VVWObJGlq/wTdejJT1gEg0CREhWrO1CxJksPp0u/eyZXrm9NM0OkoIwACnsPp0u2vrdeGolpJUu8e4frXZaNkZZ8IAASkOdMy1btHuCRpeX6VPt5UajiR/6KMAAhoLpdL9324RZ/kul9oIkOseuqqseoRGWI4GQDAlIgQm/73nCGe6z9/vFXNbQ6DifwXZQRAQHt6cYGeX7ZbkmQNsujRK0ZrUK8Ys6EAAMadMihJUzv2DRbXNOupxfmGE/knygiAgPXe+mLd//FWz/VfLhimGQOTDCYCAHgLi8Wi/z1nsGfJ7mNf5amwuslwKv9DGQEQkNbuqdb/vLnRc33bKf11ydh0g4kAAN6mX1K0rprUR5LU0u7Unz7aYjiR/6GMAAg4hdVNmvPiWrXZnZKkH49P1y85OQsAcBh3nDpACVGhkqTPNpdp+a4qw4n8C2UEQEApqW3W5U+vUHXHEb6Ts3vqD+cOlcXCyVkAgO+KDgvWr08f6Ln+3/dzPd/MwomjjAAIGNWNbbri6ZUqrG6WJGUnRurxK8YoxMaXQgDA97twTG8N7x0rSdpR1qAnF+0ynMh/8AoMICBUNbTq8qdWKL+iUZLUp2eEXp4zUbERwYaTAQC8nTXIor9cMMyzmf2RBXkq2s9m9s5AGQHg9yobWnXF0yu1rbRekpQcE6r/Xj9ByTFhhpMBAHzFkNRY/WTiQZvZP9z6Az8DR4MyAsCvVTa06rInV3iKSEpMmF6ZM1Hp8RGGkwEAfM0dpx3YzP7p5lI2s3cCyggAv1Xb3K6rn12lvPIGSVKv2DC9PGeCshKjDCcDAPiimG9tZv/rJ1vlcrkMJvJ9lBEAfqmh1a6rn12lzfvqJLmLyOs3TqKIAABOyIVjeisnJVqStKGoVm+uLTKcyLdRRgD4nW+KyPrCGklSz8gQzb1+AkuzAAAnzBpk0W/OGuS5vu/DLSqvazGYyLdRRgD4lYZWu657frXW7tkvSYqLCNZ/fzpB/ZK4IwIA6BzTByRq9shUSVJdi133frDZcCLfRRkB4DcqO47vXVVQLUmKDQ/Wf6+foEG9YgwnAwD4m3vOGaL4yBBJ0sebSvXJphLDiXwTZQSAXyisbtJFjy/TxqJaSe47Ii9eN15D02INJwMA+KP4yBD97zmDPdf3vL9Z+xvbDCbyTZQRAD5vy746Xfj4Mu2ucg+g+maz+oj0OMPJAAD+7NwRqTplUJIkqaK+Vfd9uMVwIt9DGQHg01bvrtalTy5XeX2rJKlfUpTe+tlkDUiONpwMAODvLBaL7j9/mGLCbJKkt9cVa8H2csOpfAtlBIDP+nJrma58eqXqW+ySpJHpcXr9xklKjQs3nAwAECiSY8IOOV3rd+/kqrHVbjCRb6GMAPBJ764r1g1z16rV7pQkTe2foJfnTPBsJgQAoLtcNi5dJ/VLkCQV1zTrn1/uNJzId1BGAPicF5fv1u2vr5fD6Z56e/bwXnrm6nGKCLGZDQYACEgWi0V/mj1UITb3W+tnlhRoS8fQXRwZZQSAz7A7nPr9u7m6573Ncrl7iK6YkKF/XjbK8wIAAIAJfRMidcvMfpIkh9Ol376zSc6Ob5rh+/HqDcAn1Le067oX1mjuij2e526anq0/zR4qa5DFYDIAANxunJ6l7MRISdL6whq9vqbQcCLvRxkB4PVKapt18RPLtWhHhSQp2GrRAxcN191n5shioYgAALxDqM2q+2YP9Vz/+eOtKqltNpjI+1lcLhf3j+A3KhtalV/RqIr6VrXaHWpqc6iupV31LXY1tNjV2GaX3eFSRIhV4SFWhViD5HC6FBZsVUSoVdGhNiXFhKlPzwj1iY9UeIjV9G8p4G0vrdfVz65SaV2LJPcww/9cOUYTsnoaTgYAwOHd9uo6vbt+nyT3ASsvXjeeb559D8oIfFJJbbNyi+u0raROuyoatLuqSYXVTarq5MmnKR3FJD0+QhnxERqYEq0xfXooISq0Uz8PDm/N7mpd9/xq1XUc3ZsRH6Hnrx2nrMQow8kAAPh+NU1tOv3hRSqrc8/A+tuFw3TpuAzDqbwTZQRer6nNrtziOq0v3K/1hTXaUFir4hqztzwz4iM0rm+8xmf20Ni+8cpKiOQ7Hp3sw4379KvXN3iO7h3RO1bPXDOOIggA8AkLtpfr2udWS5Kiw2z64vbpSokNM5zK+1BG4HVqm9u1LK9SC3dUaN3eGu0sr9fRHEaREhOmvgkRykmJUWpcmMKDrQoNtiomLFgxYTZFhtoUFWZTcFCQmtrtampzyO5wKcgitbQ71dBqV31Lu/bVtGhPVaMKqhq1p6pJ1UdxtyUhKlSTs3vq1MHJmpmTpKhQjpg9Xi3tDt3/0dZDNqpP7Z+gJ64co0j+XAEAPuSO19br7XXFkqSZAxP17DXj+Oblt1BGYFyb3al1e/draV6lluRVakNRrWd+xOFEhFg1vHesRmf0UE6vGA1MjlafnhEKC+6a/R11Le0qqm7W7qpGrS+s0bq9+7WhqFZtHd+x/7YQW5Cm9U/U2cN76eRBSYoOC+6SXP5od2Wjbn7pa20pOXA2+4Wje+svFwzj6F4AgM+paWrTqQ8tUkW9e7nWv388SueMSDWcyrtQRmBETVObPt9cpk9yS7Qiv1rN7Y7DfpwtyKL+ydEa0TtWI9PjNDIjTv2Too0f5dpqd2hjUa3W7N6vVQVVWlVQrca27/4evikm54zopdMGp7Ah/gjmbyvTL19dr/qO/SGhtiDde+4QXTYune8iAQB81mebS3Xj3LWS3Cspvrh9mnpEhhhO5T0oI+g2JbXNmrelTJ9vKdPyXVWyf8/dj35JUTqpX4JmDEzUxKyeXXbHozO1O5xaXVCtT3JL9enmUs93QA4WHWrTeaNSdeXEPspJiTGQ0js5nS49siBPD83b4RlkmJUYqceuGM2fEwDA57lcLt0wd62+2FImSTp/VJoeunSk4VTegzKCLrWrokEfbNinr7ZXaH1hzWE/Jik6VCf1S9Dkfgma0q+nesWGd3PKzuVwurR2z359tHGfPs49fDGZlNVTV03qo1MHJ8tmDdzlR7VN7brzzQ2eL9CSdObQFD1w8Qj23QAA/EZZXYtO/cdCz+mQz187TjMGJhlO5R0oI+h0eeUN+mRTiT7fUqZNxbWH/Zi0uHCdNSxFZw3rpZHpcX67DMfhdGlVQbXe/rpIH24s+c5ytNTYMF0+IUOXjstQYnTgnBLlcrn0wcYS/fGDLapscJc1i0W687SBunlGtt/+/wAACFyvrd6ru97aJMn9+v/5HdP5xpsoI+gELpdL20rr9fnmMn2wcZ/yyhsO+3E5KdE6fUiKTh2crCGpMQH3hrOupV3vfF2sF5btVn5l4yE/Fmy16IyhvXT9SZkamR5nKGH32FPVqN+9m6vFOys9z8WGB+tfPx6l6QMSDSYDAKDruFwuXfnMSi3Nq5IkXTEhQ/efP8xwKvMoIzguLpdLucV1+ji3RB9s2Kei/Yef+zE0LUazR6bprGG9lBrn28uvOovT6dKSvEq9sGy35m8v17f/BY7PjNdN07M0Y0CSggxv1O9MrXaHnlyYr0cW5Hlmh0jSqYOTdd95Qzl7HQDg9wqrm3TaQ4s8KyUev2K0zhzWy3AqsygjOGpOp0trOvZCLNheob3VTYf9uLF9euiMoSk6Y2iKeveI6OaUvqWwukkvr9qr11YXfmeeSVZipK6dkqkLR6cpIsS3b+NuL63XL19dp22l9Z7nUmPD9MfzhuqUwckGkwEA0L1eWrlH/++dXElSZIhV791ykvolRRlOZQ5lBEfUandoZX615m8r1ye5JSqr++5mbGuQRZOze2pWTpJOH5LCHZDj0Gp36N11xXpyUb52VRy6hCs61KbzR6fp2imZykyINJTw+OyqaNDTiwv01tdFnrks1iCLrp3cV7efOoAhhgCAgONyuXTba+v13vp9kqT+SVF6/5aTAvb4f8oIvmN/Y5u+3Fau+dvKtHhHpepb7d/5GFuQRROy4vWjYak6bUiyEqICZ/N1V3I6Xfpia5meXVKglQXVh/yYxSKdMihZc6ZmaVzfHl6956a4pln/nLdDb64t0sEnOOekROvBS0ZoSGqsuXAAABjW1GbX+Y8u0/Yy94qBayb31b3nDjGcygzKCORyubSrolHLd1Xq082lWpFffdgJ6MFWi3uy+IheOmVQMpPFu1huca1eXL5bH2z47ilcQ1JjdPWkvjp3ZKpXzWGpamjVY1/t0twVew6ZUB8VatNVk/ro1pP7e1VeAABMyStv0I/+tdizj/Kln07QlH4JhlN1P8pIAHKXjwYtz6/W6oJqLc+vOuwsDMl9ytGsnCSdMihZUwckKIYC0u1qm9r10qo9emHZ7u8sk4sKtemsYSmaPTJN4zLjFWxoZklBZaPeWlukF5btPuROWnSYTTdNz9ZVk/pQXgEA+JZnlhTovg+3SHLvpfzs9mkB93pJGQkAzW0ObSyq0brCGq3ds19f79mvqm9tlj5Yeny4zhzaS6cOTtao9LiAHsrnTdodTn2wYZ+eX7ZbG4u+O78lJsym04ek6OwRqZqU1VMhtq77e3M6XdpQVKMvtpTpiy1l2vmt45xDbUG6Zkpf3Ty9n2IjAuuLKgAAR8vpdB/3u2yX+7jfi8b01v9dPMJwqu5FGfEzTqdLBVWN+nrPfm0oqtG6vTXaVlp/2GVX34gIsWpCZrzGZ/bU1P4JATkDxNes27tfL63cq89ySw+7pyc2PFgn9UvQiPRYjegdp2G9Y0/oRC6n06WSuhZtK6lz7yfaWq7SupbvfJwtyKKLx6brtlP6KzmGo3oBAPghhdVNOuPhRWpscy/JfvInY3TakBTDqboPZcSHVdS3altpnbaV1Gt7Wb12lNUrr7xBTW2OI/682PBgjc6I06Tsnhqf2VNDUmOMLe/BiWluc2je1jJ9vqVMC7aVq+EwxUSSgixS356RGpgSrQHJ0UqNC1NEiE1RoTaFBgcp1BakYKv7vza7U8U1zdpd1aj8ikbllTdoV3nDYUuP5N5YPzqjh04fkqyzh6dymhoAAMfo9TWF+vWbGyVJCVEh+ujWqQHzTT3KiJdzOl0qrWvR7spG7Sxv0K6KBhVUNmp7ab3Kv2efx8EsFveRcaMzemhkepzG9Omh7MQovxqmB7eWdoe+2l6uT3JL9eXW7y8mnSHEFqST+iXotMHJOnlQshKjOU0NAIDj5XK5NOfFNZq3tVySNLx3rF67YVJAHPdLGfECja12Fdc0a09Vk3ZXNiq/slFldS0qrG7SnuqmQ04lOhKLRcqIj9CAoC8atQAABQZJREFU5GiNTI/TqHT38pxA2wgFyeF0aUdZvTYV1Wpd4X5tKq7Vzv/f3t2ExlHGcRz/zczu7MtsNtlkkyZp2jS1b7a01KClYBEqUqSIQhVEWgU9eFARLELRm14KPYlai3ioCB5aaA8qKghChXppKbUB36jWl76YNmnzsm+zM7PjYUtERaQx9cmm3w8sy85h+R/2sN+ZeeYZLf1p5/MbsbgjozW9bRoqeto01KktK4stvxEjAADzyXjJ14NvHteFiaok6f51vdq/c1jOAj+B3JIxcrVc16XJqnKphIq5lLKuM2/XOMRxrNEpX6NTNV2e9nV5uqYL16o6N1bWxcmafh4va6IS3PD3tmeSWtuX19r+vNb0tml1b5tW9rTdEgWN2YkasX4ab952NV6qq+yHKtdD+WFD9bChIGq+bMtSf0dGSzqzWl70tLzbIzwAAPgffPvblB5+68uZ9SOPbx7Uqw+tm7f/c+dCS8bIoRO/aM+RkZnPjm2pkE0ql0oo4ybUlk6okE2qkHWVzyTV5bkqZF15qYQyrq10wlEq6chLOfLc5j3z6aQj17Hl2JZsy5IlqRHHChvNVxTFqgShSrVQlXqkcj1UxY9UCSJN1wJN10JNVAJdLfuaqoYaL/u6OFHTWMmf9dloN2FraWdWy7qyGuzydFt3TisX5TRU9NTluQv6hwkAAHAr+uL7K3rq3RMKrz986Pl7V2j3ttWGp7p5WvJ0518XaEeNWGOlusZK//y42vmqrz2tpZ3ZmTPRy7qyGip6Gihk1em5C/7SHAAAAP5wz6pu7Xtkg3Yf/kqS9PrnZ9WTT2vX5kHDk90cLXll5PjZMX105pJKfqgr0zWV/FDXyoFKfqhqPVI9mt2ViLnW6bkq5lwNFLLq70irO5dWTz6l3va0hro8LS5keIoVAAAA/ubg8XN65cPmhoiWJb3x2B16YEO/4anmXkvGyL+pBZGuluuarAaaqAQaL/uarAYq+6Gq9YZqYSQ/aKjsh6oEkar1SH4YqR421IhjNeLmWg/bsuTYlpKOLdu2lEnaaksn5bmOMm7i+rujfDqpfCahfDqpgueqPdO8RYz1GwAAAJitvZ98o7eP/ShJch1bB5+8S3evKBqeam4tyBgBAAAAWl0cx9pz5IwOnzwvqbme+LVHN2r7+j7Dk80dYgQAAACYp4KooWfeP6XPvh6dOfbitlV6duuKBfEwI2IEAAAAmMfqYUMvHR3RkVPnZ47tGF6svTvWK5Vo7WUBxAgAAAAwz8VxrAPHftC+T7+bObZpWacO7BpWVy5lcLL/hhgBAAAAWsTHI5f0wqHTM/vYDRQyeueJO3V7X97wZLNDjAAAAAAt5PSvE3r6vZO6PO1LkrKuo/07h7V1dY/hyW4cm1wAAAAALWTjkg598NwWbRholyTZlqUlhazhqWaHKyMAAABAC6oFkV4+OqLt6/t039pFpseZFWIEAAAAgBHcpgUAAADACGIEAAAAgBHECAAAAAAjiBEAAAAARhAjAAAAAIwgRgAAAAAYQYwAAAAAMIIYAQAAAGAEMQIAAADACGIEAAAAgBHECAAAAAAjiBEAAAAARhAjAAAAAIwgRgAAAAAYQYwAAAAAMIIYAQAAAGAEMQIAAADACGIEAAAAgBHECAAAAAAjiBEAAAAARhAjAAAAAIwgRgAAAAAYQYwAAAAAMIIYAQAAAGAEMQIAAADACGIEAAAAgBG/A7nprOe531XUAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pf_internal.plot_random_pd()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can use Monte Carlo methods to compute any integral. The PDF is computed with an integral, hence we can compute the PDF of this curve using Monte Carlo. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## The Particle Filter\n",
"\n",
"All of this brings us to the particle filter. Consider tracking a robot or a car in an urban environment. For consistency I will use the robot localization problem from the EKF and UKF chapters. In this problem we tracked a robot that has a sensor which measures the range and bearing to known landmarks. \n",
"\n",
"Particle filters are a family of algorithms. I'm presenting a specific form of a particle filter that is intuitive to grasp and relates to the problems we have studied in this book. This will leave a few of the steps seeming a bit 'magical' since I haven't offered a full explanation. That will follow later in the chapter.\n",
"\n",
"Taking insight from the discussion in the previous section we start by creating several thousand *particles*. Each particle has a position that represents a possible belief of where the robot is in the scene, and perhaps a heading and velocity. Suppose that we have no knowledge of the location of the robot. We would want to scatter the particles uniformly over the entire scene. If you think of all of the particles representing a probability distribution, locations where there are more particles represent a higher belief, and locations with fewer particles represents a lower belief. If there was a large clump of particles near a specific location that would imply that we were more certain that the robot is there.\n",
"\n",
"Each particle needs a weight - ideally the probability that it represents the true position of the robot. This probability is rarely computable, so we only require it be *proportional* to that probability, which is computable. At initialization we have no reason to favor one particle over another, so we assign a weight of $1/N$, for $N$ particles. We use $1/N$ so that the sum of all probabilities equals one.\n",
"\n",
"The combination of particles and weights forms the *probability distribution* for our problem. Think back to the *Discrete Bayes* chapter. In that chapter we modeled positions in a hallway as discrete and uniformly spaced. This is very similar except the particles are randomly distributed in a continuous space rather than constrained to discrete locations. In this problem the robot can move on a plane of some arbitrary dimension, with the lower right corner at (0,0).\n",
"\n",
"To track our robot we need to maintain states for x, y, and heading. We will store `N` particles in a `(N, 3)` shaped array. The three columns contain x, y, and heading, in that order. \n",
"\n",
"If you are passively tracking something (no control input), then you would need to include velocity in the state and use that estimate to make the prediction. More dimensions requires exponentially more particles to form a good estimate, so we always try to minimize the number of random variables in the state.\n",
"\n",
"This code creates a uniform and Gaussian distribution of particles over a region:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"from numpy.random import uniform\n",
"\n",
"def create_uniform_particles(x_range, y_range, hdg_range, N):\n",
" particles = np.empty((N, 3))\n",
" particles[:, 0] = uniform(x_range[0], x_range[1], size=N)\n",
" particles[:, 1] = uniform(y_range[0], y_range[1], size=N)\n",
" particles[:, 2] = uniform(hdg_range[0], hdg_range[1], size=N)\n",
" particles[:, 2] %= 2 * np.pi\n",
" return particles\n",
"\n",
"def create_gaussian_particles(mean, std, N):\n",
" particles = np.empty((N, 3))\n",
" particles[:, 0] = mean[0] + (randn(N) * std[0])\n",
" particles[:, 1] = mean[1] + (randn(N) * std[1])\n",
" particles[:, 2] = mean[2] + (randn(N) * std[2])\n",
" particles[:, 2] %= 2 * np.pi\n",
" return particles"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For example:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[0.772, 0.336, 4.171],\n",
" [0.333, 0.34 , 4.319],\n",
" [0.6 , 0.274, 5.02 ],\n",
" [0.054, 0.022, 5.034]])"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"create_uniform_particles((0,1), (0,1), (0, np.pi*2), 4)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Predict Step\n",
"\n",
"The predict step in the Bayes algorithm uses the process model to update the belief in the system state. How would we do that with particles? Each particle represents a possible position for the robot. Suppose we send a command to the robot to move 0.1 meters while turning by 0.007 radians. We could move each particle by this amount. If we did that we would soon run into a problem. The robot's controls are not perfect so it will not move exactly as commanded. Therefore we need to add noise to the particle's movements to have a reasonable chance of capturing the actual movement of the robot. If you do not model the uncertainty in the system the particle filter will not correctly model the probability distribution of our belief in the robot's position."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def predict(particles, u, std, dt=1.):\n",
" \"\"\" move according to control input u (heading change, velocity)\n",
" with noise Q (std heading change, std velocity)`\"\"\"\n",
"\n",
" N = len(particles)\n",
" # update heading\n",
" particles[:, 2] += u[0] + (randn(N) * std[0])\n",
" particles[:, 2] %= 2 * np.pi\n",
"\n",
" # move in the (noisy) commanded direction\n",
" dist = (u[1] * dt) + (randn(N) * std[1])\n",
" particles[:, 0] += np.cos(particles[:, 2]) * dist\n",
" particles[:, 1] += np.sin(particles[:, 2]) * dist"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Update Step\n",
"\n",
"Next we get a set of measurements - one for each landmark currently in view. How should these measurements be used to alter our probability distribution as modeled by the particles?\n",
"\n",
"Think back to the **Discrete Bayes** chapter. In that chapter we modeled positions in a hallway as discrete and uniformly spaced. We assigned a probability to each position which we called the *prior*. When a new measurement came in we multiplied the current probability of that position (the *prior*) by the *likelihood* that the measurement matched that location:\n",
"\n",
"```python\n",
"def update(likelihood, prior):\n",
" posterior = prior * likelihood\n",
" return normalize(posterior)\n",
"```\n",
"\n",
"which is an implementation of the equation\n",
"\n",
"$$x = \\| \\mathcal L \\bar x \\|$$\n",
"\n",
"which is a realization of Bayes theorem:\n",
"\n",
"$$\\begin{aligned}P(x \\mid z) &= \\frac{P(z \\mid x)\\, P(x)}{P(z)} \\\\\n",
" &= \\frac{\\mathtt{likelihood}\\times \\mathtt{prior}}{\\mathtt{normalization}}\\end{aligned}$$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We do the same with our particles. Each particle has a position and a weight which estimates how well it matches the measurement. Normalizing the weights so they sum to one turns them into a probability distribution. The particles those that are closest to the robot will generally have a higher weight than ones far from the robot."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"def update(particles, weights, z, R, landmarks):\n",
" for i, landmark in enumerate(landmarks):\n",
" distance = np.linalg.norm(particles[:, 0:2] - landmark, axis=1)\n",
" weights *= scipy.stats.norm(distance, R).pdf(z[i])\n",
"\n",
" weights += 1.e-300 # avoid round-off to zero\n",
" weights /= sum(weights) # normalize"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the literature this part of the algorithm is called *Sequential Importance Sampling*, or SIS. The equation for the weights is called the *importance density*. I will give these theoretical underpinnings in a following section. For now I hope that this makes intuitive sense. If we weight the particles according to how well they match the measurements they are probably a good sample for the probability distribution of the system after incorporating the measurements. Theory proves this is so. The weights are the *likelihood* in Bayes theorem. Different problems will need to tackle this step in slightly different ways but this is the general idea."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Computing the State Estimate\n",
"\n",
"In most applications you will want to know the estimated state after each update, but the filter consists of nothing but a collection of particles. Assuming that we are tracking one object (i.e. it is unimodal) we can compute the mean of the estimate as the sum of the weighted values of the particles. \n",
"\n",
"$$\\displaystyle \\mu = \\frac{1}{N}\\sum_{i=1}^N w^ix^i$$\n",
"\n",
"Here I adopt the notation $x^i$ to indicate the $\\mathtt{i}^{th}$ particle. A superscript is used because we often need to use subscripts to denote time steps the $\\mathtt{k}^{th}$ or $\\mathtt{k+1}^{th}$ particle, yielding the unwieldy $x^i_{k+1}$. \n",
"\n",
"This function computes both the mean and variance of the particles:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"def estimate(particles, weights):\n",
" \"\"\"returns mean and variance of the weighted particles\"\"\"\n",
"\n",
" pos = particles[:, 0:2]\n",
" mean = np.average(pos, weights=weights, axis=0)\n",
" var = np.average((pos - mean)**2, weights=weights, axis=0)\n",
" return mean, var"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If we create a uniform distribution of points in a 1x1 square with equal weights we get a mean position very near the center of the square at (0.5, 0.5) and a small variance."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([0.494, 0.514]), array([0.083, 0.085]))"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"particles = create_uniform_particles((0,1), (0,1), (0, 5), 1000)\n",
"weights = np.array([.25]*1000)\n",
"estimate(particles, weights)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Particle Resampling\n",
"\n",
"The SIS algorithm suffers from the *degeneracy problem*. It starts with uniformly distributed particles with equal weights. There may only be a handful of particles near the robot. As the algorithm runs any particle that does not match the measurements will acquire an extremely low weight. Only the particles which are near the robot will have an appreciable weight. We could have 5,000 particles with only 3 contributing meaningfully to the state estimate! We say the filter has *degenerated*.This problem is usually solved by some form of *resampling* of the particles. \n",
"\n",
"Particles with very small weights do not meaningfully describe the probability distribution of the robot. The resampling algorithm discards particles with very low probability and replaces them with new particles with higher probability. It does that by duplicating particles with relatively high probability. The duplicates are slightly dispersed by the noise added in the predict step. This results in a set of points in which a large majority of the particles accurately represent the probability distribution.\n",
"\n",
"There are many resampling algorithms. For now let's look at one of the simplest, *simple random resampling*, also called *multinomial resampling*. It samples from the current particle set $N$ times, making a new set of particles from the sample. The probability of selecting any given particle should be proportional to its weight.\n",
"\n",
"We accomplish this with NumPy's `cumsum` function. `cumsum` computes the cumulative sum of an array. That is, element one is the sum of elements zero and one, element two is the sum of elements zero, one and two, etc. Then we generate random numbers in the range of 0.0 to 1.0 and do a binary search to find the weight that most closely matches that number:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"def simple_resample(particles, weights):\n",
" N = len(particles)\n",
" cumulative_sum = np.cumsum(weights)\n",
" cumulative_sum[-1] = 1. # avoid round-off error\n",
" indexes = np.searchsorted(cumulative_sum, random(N))\n",
"\n",
" # resample according to indexes\n",
" particles[:] = particles[indexes]\n",
" weights.fill(1.0 / N)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We don't resample at every epoch. For example, if you received no new measurements you have not received any information from which the resample can benefit. We can determine when to resample by using something called the *effective N*, which approximately measures the number of particles which meaningfully contribute to the probability distribution. The equation for this is\n",
"\n",
"$$\\hat{N}_\\text{eff} = \\frac{1}{\\sum w^2}$$\n",
"\n",
"and we can implement this in Python with"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"def neff(weights):\n",
" return 1. / np.sum(np.square(weights))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If $\\hat{N}_\\text{eff}$ falls below some threshold it is time to resample. A useful starting point is $N/2$, but this varies by problem. It is also possible for $\\hat{N}_\\text{eff} = N$, which means the particle set has collapsed to one point (each has equal weight). It may not be theoretically pure, but if that happens I create a new distribution of particles in the hopes of generating particles with more diversity. If this happens to you often, you may need to increase the number of particles, or otherwise adjust your filter. We will talk more of this later."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## SIR Filter - A Complete Example\n",
"\n",
"There is more to learn, but we know enough to implement a full particle filter. We will implement the *Sampling Importance Resampling filter*, or SIR.\n",
"\n",
"I need to introduce a more sophisticated resampling method than I gave above. FilterPy provides several resampling methods. I will describe them later. They take an array of weights and returns indexes to the particles that have been chosen for the resampling. We just need to write a function that performs the resampling from these indexes:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"def resample_from_index(particles, weights, indexes):\n",
" particles[:] = particles[indexes]\n",
" weights.resize(len(particles))\n",
" weights.fill (1.0 / len(weights))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To implement the filter we need to create the particles and the landmarks. We then execute a loop, successively calling `predict`, `update`, resampling, and then computing the new state estimate with `estimate`."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"final position error, variance:\n",
"\t [-0.106 0.106] [0.009 0.008]\n"
]
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from filterpy.monte_carlo import systematic_resample\n",
"from numpy.linalg import norm\n",
"from numpy.random import randn\n",
"import scipy.stats\n",
"\n",
"def run_pf1(N, iters=18, sensor_std_err=.1, \n",
" do_plot=True, plot_particles=False,\n",
" xlim=(0, 20), ylim=(0, 20),\n",
" initial_x=None):\n",
" landmarks = np.array([[-1, 2], [5, 10], [12,14], [18,21]])\n",
" NL = len(landmarks)\n",
" \n",
" plt.figure()\n",
" \n",
" # create particles and weights\n",
" if initial_x is not None:\n",
" particles = create_gaussian_particles(\n",
" mean=initial_x, std=(5, 5, np.pi/4), N=N)\n",
" else:\n",
" particles = create_uniform_particles((0,20), (0,20), (0, 6.28), N)\n",
" weights = np.ones(N) / N\n",
"\n",
" if plot_particles:\n",
" alpha = .20\n",
" if N > 5000:\n",
" alpha *= np.sqrt(5000)/np.sqrt(N) \n",
" plt.scatter(particles[:, 0], particles[:, 1], \n",
" alpha=alpha, color='g')\n",
" \n",
" xs = []\n",
" robot_pos = np.array([0., 0.])\n",
" for x in range(iters):\n",
" robot_pos += (1, 1)\n",
"\n",
" # distance from robot to each landmark\n",
" zs = (norm(landmarks - robot_pos, axis=1) + \n",
" (randn(NL) * sensor_std_err))\n",
"\n",
" # move diagonally forward to (x+1, x+1)\n",
" predict(particles, u=(0.00, 1.414), std=(.2, .05))\n",
" \n",
" # incorporate measurements\n",
" update(particles, weights, z=zs, R=sensor_std_err, \n",
" landmarks=landmarks)\n",
" \n",
" # resample if too few effective particles\n",
" if neff(weights) < N/2:\n",
" indexes = systematic_resample(weights)\n",
" resample_from_index(particles, weights, indexes)\n",
" assert np.allclose(weights, 1/N)\n",
" mu, var = estimate(particles, weights)\n",
" xs.append(mu)\n",
"\n",
" if plot_particles:\n",
" plt.scatter(particles[:, 0], particles[:, 1], \n",
" color='k', marker=',', s=1)\n",
" p1 = plt.scatter(robot_pos[0], robot_pos[1], marker='+',\n",
" color='k', s=180, lw=3)\n",
" p2 = plt.scatter(mu[0], mu[1], marker='s', color='r')\n",
" \n",
" xs = np.array(xs)\n",
" #plt.plot(xs[:, 0], xs[:, 1])\n",
" plt.legend([p1, p2], ['Actual', 'PF'], loc=4, numpoints=1)\n",
" plt.xlim(*xlim)\n",
" plt.ylim(*ylim)\n",
" print('final position error, variance:\\n\\t', mu - np.array([iters, iters]), var)\n",
" plt.show()\n",
"\n",
"from numpy.random import seed\n",
"seed(2) \n",
"run_pf1(N=5000, plot_particles=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Most of this code is devoted to initialization and plotting. The entirety of the particle filter processing consists of these lines:\n",
"\n",
"```python\n",
"# move diagonally forward to (x+1, x+1)\n",
"predict(particles, u=(0.00, 1.414), std=(.2, .05))\n",
"\n",
" # incorporate measurements\n",
"update(particles, weights, z=zs, R=sensor_std_err, \n",
" landmarks=landmarks)\n",
" \n",
"# resample if too few effective particles\n",
"if neff(weights) < N/2:\n",
" indexes = systematic_resample(weights)\n",
" resample_from_index(particles, weights, indexes)\n",
"\n",
"mu, var = estimate(particles, weights)\n",
"```\n",
"\n",
"The first line predicts the position of the particles with the assumption that the robot is moving in a straight line (`u[0] == 0`) and moving 1 unit in both the x and y axis (`u[1]==1.414`). The standard deviation for the error in the turn is 0.2, and the standard deviation for the distance is 0.05. When this call returns the particles will all have been moved forward, but the weights are no longer correct as they have not been updated.\n",
"\n",
"The next line incorporates the measurement into the filter. This does not alter the particle positions, it only alters the weights. If you recall the weight of the particle is computed as the probability that it matches the Gaussian of the sensor error model. The further the particle from the measured distance the less likely it is to be a good representation.\n",
"\n",
"The final two lines example the effective particle count ($\\hat{N}_\\text{eff})$. If it falls below $N/2$ we perform resampling to try to ensure our particles form a good representation of the actual probability distribution.\n",
"\n",
"Now let's look at this with all the particles plotted. Seeing this happen interactively is much more instructive, but this format still gives us useful information. I plotted the original random distribution of points in a very pale green and large circles to help distinguish them from the subsequent iterations where the particles are plotted with black pixels. The number of particles makes it hard to see the details, so I limited the number of iterations to 8 so we can zoom in and look more closely."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"final position error, variance:\n",
"\t [-0.019 -0.005] [0.005 0.006]\n"
]
},
{
"data": {
"image/png": 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wdBq5GJRpQoIc1M4f7VQxdnsEQsgvy7PwO/0oMSW46eoc/EwpgyJbhIN2IGAP9PQcilZy6LbiN2NkrxtobQ+taNVeyky54ZqQsDeMzcxmnVHntXvht/vhs8vXIXRq7KnVaUL7JEhCvDeRTQA46lPiWfmIk9Y600wOWtpCvx4MaZb2p3d7aAc9zmhphVDeP9v8GeLZONw2N0LeEMKeMOK5OEiCBA9eVq+19PWd2gvTM9N4P/4+wEOmL2r7XTX1xqy2y6AHIkzj3BgRKa0b1v/4ULRUKYWAMyAeEqa3By0YlA/3Hsqm4gAQT0+e8k11dWpLMBisvj/VeLEny7G4v3sfJEnqGmHQI3IxKNOEBDmopVPF2O0RCCG/foe/erBetnqwHgDYaTsuhS7hxdkXe26wt5JDNxW/WSN73UBre2hFq/ayV9hD0KX8ToqgcG7kHGb9szJjZSG4gJdmXqo756ZTY0+LTqu9VzrVU9qnAO3Vz2Zy0NIWumEY642Z2p/e7aFdjFzPJC3vTCmDEdcIgKrDniwkUawU4bFX5SCt14D6vr5R22J5FqliCj+K/wjnx883dGLTRBp2jx1DtiHZ89J+dzYwq6remNV26ddAhFpM49wYESmtVbQbqQ2kS2nMB+dl85T19qAFg1FYiFp3/eOFqb2Y2tKsHOO5OBie0T3CIDU4hJGzRDYBjudQYksoVootDd7jOk2oU8XY7REIaX4pgsKUb6rubA4zGji1dFPxdyuyZ5botJG0ai8ECOQquYaG+lxwrqFRp7exV6uzanVjkSmK8qm9N+wJI1lIVrdppl1in2JE/dTaFvptoX8n7e84tCm9kdkDkk06hHPQ9gp7onOjtImHmr5e6R6Wrwa3y0wZNsom7gin5MSq6XcBqKo3ZrVd+jEQoQXTODdGRUqlivbq+lWcGT2jeJ+eHrRQKZR2iQKOFqb2ovI0K+dG88qBzspHUBTCyJl0qp7H5sFyYhlOW/PtSwd9fmgjOlWMvVgc2sl1s9BNxd+NyJ6ZotNG0qp+jbhH4KSdpohWSstbSTdKZxUoPXtu9BziuerIaJEpIl/JG1I/jW4LvXYQ2m1/x6VN6U1tAEyKi3YhVUwBASheB9T19Ur3xLNxlJmy6EQJtLvrn9p6Y2bbpd8CEVowjXPTjUhptwwvwaBU2iVKupi6m3MaGYYBz/OY9Ew2LGcbZUPYG26YRrvlIzwXz8VlnbeAnbKjwBSaRsgGZX6oIAeO57CV22rZoXeqGLs99GxmRS5FkANBEKBpZTXYLcXfDb1k1nnfauSghVb1y07ZTROtlOq0Wt0o9BOCfEiCrBtxosjqyGjAGej4TIpWcjCqLZjBQWi3/RnRpvRuD2ZEWp7j3vE6GyngCKDAFMCDr7NH1Pb1SvbCTnZHdGxC3pDs/lonlud4MAwDEABNKbcHtfVmUGyXfsM0racbkdJuGV6CQem1e5GkjqYOCCdN++y+rkcJ7927J25t+OxTyuXMc3zD7U6B9stHeK5WiYnXCaplhHpQ5ofeu3cPxXIRH+U+wszCTMsOvVPF2O2h535R5NL2cPHixZ7mpRt6qVvzvrVG4fWWg5r6Z5ZopVSnSXWj0E8Ihp3X5kW2lIXL5jJM/xnVHlrVBzM43e22PyPalJn0klFIyzPsDSNZTCLP5MWNZ0Y9o+J0NKlzo6WuK9kLLM+iwBRgp+wIe+qDuFJnpZAo4KPMR/A6vThzWj7bR9AjwtS0Vt85KLZLv2Ea5wYwPlLaLcNLalCSIGXn3Ez6JjEb7O2cxmblbET5COWutAZJiFACzSNogzQ/NJ6Po8SWVHXoeijGbhpzliLXTjf0UjdGh8wQhe+n+ifVabe3b4PjOVAEhbA3XHd2DQ++7/SfmvpghsXW7ba/QZmC222k5U0RlGzjmVw5h7AvjGcnnq0750ZLXVeyFypsBbPBWYQ9YcU0ZE6XO4yd3I5s+hpQr0fU1JtBsl36CVM5N52gJmLYzY7PLNFBAb/fD4Zhmg51G1U+Qrq1Bn22kkW2nAXP89jObKPCVpoecGq2Mm0Hv9+PXDaHUc+o4nWlQ/H6STH2S37VtIdu0Q291I3RoXai8HrLoV/qn4Cg056ZeKbhFtXCfUbqPyPag5r6YAYHod32Z0SbMpNeMora8hY2ngk4A3DRLlkQ5OTIybbfU9te5oJziKVjinKpdWKHAkN43vU8dko7yFfyinpES70ZBNul3yB4nueNSJjjOGQyGdlvPp/PkP3bG0WIcpUcnLR8oXqvFy+aHaPKh+VYvB19G8uJZdgpOwgQSJfT8Nl98Ng84ghO0Bmsk9mgcSVyRdypRYlMKYNXFl7pXoYseo7ReimSjLSMMtZ2vFrzdHX9alMDPV/J4+W5lzv+lkGkHfmYHTX1AYAp6kw77W8QZdYtemGHCXZigSkoOiPt2ByDZk+a4Xv08h0GIjygJWJoedDNMap8KJLCi7MvwmlzosAUkCqmQGQJ2VokYSpGPx3K2Q79sujeonsYrZe0RqfbmWLWaRTeDB1rr+in6XRqUSNvIZre6zV67bS/QZRZt+iFHSaM6kaSEdzcvol4Ng6guq7n5yZ+ru00B8WeNMO0Yj0ZCOfGDPN2aznOHXUjpFNGfhT/EWyUDUWmWDfHvJ8O5WyHfll0bzE4aJ2u1c4Us06c9kHrWLXSb9Pp1KCmPrTjdJulXx1EmZmBpaUlbG1tIZFIIBQKYXJyEpcvX9Yt/YPiASZ8Ezg1fEr8bTO7if3i/sDrmWaYYXMPPRkI58YM83Zr33ecO+pmCJGO8+Pnm07NGuTFmFbEz6IXaIkythMw6sRpH7SOtR0GKQoMHNUHJ+WUHU5KEiR8Dh9+buLnQJEULoUu4frGdVyLXQPDMqApGhdCF3ApdEnWT5qxXx00mZmBra0trKysgCAIpFIpxGIx2fVgMIh8Pg+3243Dw0NNaVt6pjFmHCTohIFwbsw2zceMDWh1dVVcqHjixImuvlsJs8msWwhyGCKHMDYyZkX8uoBStJc75DDuGIfD7jBFezAb7QSM2nHahfZwa/8WTs+dVnxXNztWM40MdBMj+ofZwCzi2ThuxW+BIijZVtepYgp7+T3MBmZxO3EbIIBPzXxKfDZXyeF24rbMYTFjv6o3Zuunu4UwWjM5OYnJyUkAwMrKCgCgUCjA7a6uyyqXy2DZqu5JpVKw2+1NnRyapsGyLCiKAsMwDQ14lmeRKqbwo/iPcH78POLxOMYd45jxz+D0qdPHQi+YbZCgUwbCuTHbNB8zesCZTEbcP98MmE1m3UIqh4unLvZ9Z2x2GkV7l/eWEeEiuDB2oYe5My/tBB/amaYjtIdcLtf0fUodq94GhxlHBrqFEf0DRVIYd49jyDmETCmDXCUn2+q6wBRwfeM6QECVw2LGflVvzNZPd4OlpSW8/fbbqFQqAICHDx8CANxuNwqF6lbMwp+1VCoVpFIpEATR9B2CQ6SoR3gW9/fuo8yUYaNs8Dl82C5v43H6MbbT25ibn8PtxO2B1wuDFnAeCOfGbNN8jPCAO+3IWZ7FZm4T+8w+kpFkzyMPZpOZhXH0MurVKNrrol3IFDOI5+OGvr9faTf40O40nVbGidLmBXo7IsdhZKDbbGW3ZGsbpHhtXlyLXZON2NRelzosgxZZtqhy48YNVCoVEAQhjtoA1VEaPRF0zHub78l+j2fjKDNluGiX7FwbJ+1EiS1pcsD7mUELOA+Ec2O2hX16e8CdduQsx6I8XIbf78eEfUK8t9dzlc0ks25x/vz5Xmehq/Q6Gt4o2nvyZPX8hEJFOSJ43OlW8EFoD0PJIWzmNlV3rEY4IsdhZKARRumlVg4HwzKqnx+0yLISx61/AIBSqQSg6nxcvnwZS0tLeOutt8Bx9Yd+68HPTVV3RhOcnJ3sjujYhLwhAEf9AwD8bPNnqh1wI+hWcHDQAs4D4dwAxizsa7dS6e0Bd9qRR1NRlPky/E5/W88bxXFcjElR5u2AjVCivY6GNzKuhO/hYcgxX31Pt4IPQnuYH57HfmlfdcdqhCNynEcGjNJLreoJTdFgObZuw4GQN1R3knw/Rpa16lQz9w9G4XA4UCgUwHEcaBsNjuVg0PGLMgQnp5b3Nt+TyUaLA6433QwOmiHgzHIsYqkYhsihjtMyhXNjxsVanVQqvT3gTjvy4xyRNDN61vuOpy3qoESV8rCV2cJCULluaal77X7fcYj2GkU3gw9aO1YjHBGrruiPkkMiODNrh2tgWRb/8uG/YMQ5gmn/NEiielBfIpvAVmYLry68Kj7Xb5HlXo9a9wMsx+LcpXPYje8iFomBZfR1FN4AMNXk+iaAz9T8Vuv0fOu/viX79yvnXkExX4TT7cSV+1cMlWG3g4O9DDgL7aXCVjAUGADnxqwKoJNKpbcHrMfheJ1ct9AfPeu9HmnV1neWZxHPxrGT3UGunEMkGcEnpz7ZsP42ykM8E0eRKeLc6LmGzxn5ff0Y7T2uaOlYjXBErLqiP7UOCctVF2+nSikEnAH4aB92C7tIFpOocBUsBBdAEqQ4okrgaC1Wbb9aZsrYK+wBAEbdo3gn9k7Pg6JSej1q3Q9EU1H873/+3/DYPKLTwLKsbiM3UwAWO0zjrz/71/hr/DVIigTHHk2VK+aLhuuF4xSYFtqLz9b4iBAt9Ny5MasC6LRS6ekBd9qRUySFdCYNjuNAkiT8Pn/ddYvukEwmwXEcYpkYioQ+9V6PNiSt79LdY1y0C07aiUwp09SZaJgHuwdltox4Lo4pX30MTU3d6+T7GkV7t/e34SAd8Hn1UaQW7SG0B5IkMTSkPlqn1RFRM/LXbyMDetKuHFpR65BspDaQLqUxH5xH2BvGnfgdLI4uYj+/j+3MNmKpWHVK2sc7qm1lt3By5KQsvYWhBcwGZnFz+yZstM1UQVEp7dgQRsnBrEjL6Mr9KwCAP/yff4i7799FuVTdUKAbU9TUIHVsAMDhchiuF45TYLpZe2kHUsvNv/d7vweCIBr+f/36dc0ZUKMAeoGZKtW0fxq5ivJWqdlKFtP+6ZbPRzYi2NraQjwu3x1KzfMW+hGNRhGJRHDr8S3d6r0ebUhan6W7x4jXeRYemwcFpoBoKqo6D+PecQDVRZu1qK17nXyfYFzN+meRr+SRKWWQr+RBZkj4835sbmy2fL+FcQjtIRqtr1PNmA3Mwkk7ka1kZb8rOSLCyF8sHYPb5obP4YPb5kYsHcPN7Zti3W9UV2b9s6Ywlo2kXTmoQXBIXp57GdOBabww8wKmfFOgCAosz4JCdcvoi6GLCHlDeHri6aPrDfrZZgGPRjqq27RjQ0jlwHIsIskIrq5fxZXIFVxdv4pIMjJQBq3St3z3h9/F24/fxszCjGkcGyVymZzheuE4TZXVu15rGrn52te+hj/6oz+q+/21116Dw+HAJz7xCc0ZMJMTIcVMlarTiOJsYBYOyoFcKQcffRSpPg4RSb3Ra51MK6Wtpd7r0YakeRd2j5EizIVvFHFsdH4Az/GIHEaQLqbBgxcXChfYguq6J6TdaOGxh24e7VEaRV0+XBbPVbDoP7RM/dUy8nccNznpJrV6giJq1lLxNdcb6NR+mK7TiQ3B8uacrq83zb5hLDSGregWGKb5gv5e4nK6mh4i2inHaaqs3vVZk3Nz8uRJ2RZ5APCTn/wEe3t7+Ju/+Zu2dvowkxMhxUyVqtM1PBRJ4dUnXkU0HUUin0CmlDkW2y7rjR5rW6ampsBxHLZt203v0yITPdqQtL7XGhjSLTIBZUembsG3ZGrb4ugittJbIEAgchBBPBPHLyz8AhaGFlTljSIpca5+mZWPKCWyCfA8j1e4VzSVmSAHktQ0eG2hM53IQa0j0g+GcK/pVnuobaPj3nEksgmxTQtBFJZjsXq4CgIErkSu1AWRzBoUldKODSHIIZaNmXK6vt40K6P/9c//C1/5/76Cg50DJBIJlMvlhod59opKpYJ8Pm9Y+sdpqqxQF0yz5ub1118HQRD44he/2NbzZnIipJitUnUaUQyNhxAaD7W+sU+RjqjULjS1U3ZdFprqsbZldHQUAHDedl63eq9HG5LWd2k0tcAUYKfsCHvC4m9KZVibh9qD0Z4cf1Jcc5OtZEGRlGpZTPuncWPzRp1jA1S3cqSTX/0AACAASURBVPY7/Jo7e0EOFr2lG3LoB0O413SrPdTqibA3jGQxiTyTBwECIW8ILMfiVvwWCBB4euJpUR9pCSKZIWDXjg0hyOFh4eGxcMinfFNYji/jdvo2HJQDFEFh3DsOn90Hj92Dn/7kpzJZLi0t4cqVK73LsAKVSgUUReHTn/40Ll++rGvaSoFtAtVlIPlyHlfXr5pid2E9ENpLjlFegqGVjsI0qVQKP/zhD/GZz3wGCwvtNTQtc6e7yXGef91vSOfUOygHNjLVRavpUhobmQ04aEfd/Pp20HN9mJ71Xo+0pPXd7/Bjv7CPIlNEyBuS7XTWaJ1MbR6kB6PVOkftlFWqmKo7kybP5OGgHTgxfKJna/MszE8/GMLHhVo9QREUzo2eg9/uB8/z8NAeRA4jGHIOyRwbQL6eptN1qFpod+1LJzbEcXDIWY7F7cRtBJwBzAfnxTVY0cMoUqUULoUu1ZXR5cuXqyP1r7wCl8sFl8vVIPXuwnEctra2DElbumbt5bmX4bK7AALwOXwN1w/2I0J7mfbp03Y7Grn553/+ZxQKBfz+7/++qvvv3buHubk5+P1Hu3UxFQb0Lo1cPoddehejY6OyKVOrj1fFYb+LFy/K0tvb28PmZnVB8OzsrGx3EZZlcffuXQCAz+fDiRMnZM9GIhGk02kAwJNPPgmaPiqKw8NDrK+vAwAmJyfx8tzLsmffX34f27ltHHKHmJyaBEVSmPBOgACB91ffRyqVAkEQeOHJF3B6/PSRYZjN4vHjxwCA8fFxTExMyNL98MMPUalUYLPZ8MQTT8iubW9vY2enuij75MmT8HqPIkHFYhEPHz4EAAwPD2NmZkb27MrKCgqFAgiCwIULF2TXdnd3xUY5NzeHYDAoXmMYBvfu3QMA+P3+Ogd2dXUVmUwGQPVkZem0xGQyKS5OnZqaqosMLi8vAwDcbjdOnz4tuxaNRpFMJgEAZ8+ehcPhEK+l02lEIhEAQCgUQjgclo2oXLt3DTv5HXgdXkxOTCLP5BHPVnfqWt9ex976HqY8Uzh16hQ8niNHJZ/P49GjRwCAkZERTE/LG9jDhw+xEluB1+HFqZOnZNcOkgfY29tDvpLHheAFBAIB8Vq5XMb9+/cBAIFAAPPz8wCOGvLVO1dxZ/8OOJ7D6ZOnMRs8miq4v7+PjY2q0T49PY2RkRExXY7j8MEHHwAAvF4vnl2QR3d2E7vwcB743D6wYywo+5FsUqkU1tbWAAATExMYHx8X87QwtID0RhqVYgVcmcPUxNEOZ9lKFpn9DJLJJNLRNE6fPg232y0+e9Z/Fj/94KdYLaxig9nA9Oi07DC+tbU1lCtlUBSF8alxWRnG43EkEgkAwMLCQp2OIJIECmwBSSqJ4FAQFEGJOyptbmziIHMA/6G/ZzpieGQY0VQU64fr2M5s485HdxCwBzAdmMaL51+URdVisRgODg4AAIuLi3A6nUdlbOkIEb10RO1owePVx2BZFnabHaNTo7KRza2tLezu7gJAWzqiWCyCoqi6k+Z3dnawvV2dijo/P69KRwg8fvwY2WzVGXjqqadkU8e06IjaKeVra2tIpVIAgHPnzsFut4vXBB3B8ixYL4uirShbY5jeSAMc4HQ6sbgo32x3Y2MD+/v7ACDTEQBQLBTF/v7AcYCh4SFQJIXnpp/DbGAWj1YeYT2xDq/DC2pYbtju7e/h4OAAq8wqfu3ZX8MufTQqUq6Usba2hgJTwGhwFFNTU4gkI6I+3NraQpAIIuwO45lLz8jTbaIjypUy/u/b/xcltoQR/wimp6oyF0aRhovDyGWrTlYzHXF28izGxsZk771z5w54nofL5cKZM2fq8rSdr9aXubk5OOxH9TtfyGN1bRVD6aG+1hFCv53eSyOfz8MDD06ePAmKpJCtZLGZ2UQQQUUdIYyQLC8v46WXXkKxWFRcm9Nquxg9t5OZnJw0XEds5jaRJbM4OStvy8lEEvuZfeyt7+F/PP8/uqojALkdIXD37l2wLKtJR1AkhVHbKFi2cyetI+fm9ddfx8jICD7/+c+rup9hmLqF1DzPg2M4jNvHMTw8jBMLJ+qeabTwl+M48RrHcXXXhWtKlV6abm2epOnWFjLLsbizewdltoygNwifwweWY/FG5A0AQBhh2IlqBYilYkizaTFK0yxdIb+NvpVl2YbfyvN803SFbyUIou6a2nRblWEtRslG6VulIyo7uR3QBC1ec9Nu7GR3MOWbgoN0YDO7iXH7uKp0a/PLcRyYSn1+OZYDwzDV6ywj61RZlkX2MIuwOwwv65U9R5EUws4wvIHq78/MPSNTSmrLsFKp1E1bfMw9rm4rytQ/1+pb2QqLU55TOGQPka/kZWu8eI7Hwf4BONSfIk0SJMbt4xi3j8PH+7AwITd0GYYRdUDdGh1JPVSSDcETGLYNw+/3Y3pS3mGwDCsrKynd0BHlShk3t28iV84hmo6izJThptzIlDOIZWJYO1yTTadp9q2WjjhCLx1ROz2IYRiwLIsiW8QMPSPfWa1FPVQjG8U21SRd6bdqlbkWHdEsT7XwPI9iuYj7h/fh5/yYC8+J12LpGNZ21rDoX1RcZ9uqDIX+PjQeqjOgK5UKykwZDKWgZ7mqni0xJZAEKZuuUygWkC1lMe4YxxnfGdxO3JZNIbbDjs3MJnZyO7jIXZTpn2ZlGEvFkC/l4aSdMtkIU5Fj6Rh8rE/xW9W0ZZ7nYbPZ6q6NO8fx8OAhnLSzLt1MMYMReqRhXesXHSH023vsXl0bF0b3/V5/y/p9+fJleDwe/Mmf/Alu3LiBUqkk3lt7QKeRvP/++4briM3sJsaD43XXGIaBDTZsZuvdNSN1RLNvLZfL4DiuLR2hB207N3fu3MF7772HL33pS7KoWdOX0XRdwyAIQmzc0qiH9Bmlxg8AJEmK15QWQqpNtzZP0nRrBRNNRcGRHLw2r3gtnouLB4/tlfbgpqteqMdxNIy+MLTQNF1pfpW+l6Koht8qLUOldIXv53key8vLsui22nTNIhulb5UOxRIUAYqgZOUgLJCnSErMl5p0a/M75Z3CTql+S2OSIlFBBWFPGMu7y6CdtNipVioVrDPryOayGB0ZxfLyshhVu3jxImw2W8dl2Kq+1NLqW+12OyiWwrxzHotzNRGX3IYq2Uw7q9NGpNP4aJoGx3Mo8+W6aSPS/ArpCuuoVvdXsV/ex2H5EGfsZzDBTciMkxJfwpR3SvF7G5WhIAegWn6d6IjtwjaKdBGZckZcZ0RRFNyUGwwYZMoZkCQp6gGlb1VKt9s6QqldaEm3HR0hsLm5WRf500tH1M5bL/ElAMCMf6ZuelAz2ajRESzLKl5rlq70Wxula7SO+PDDD6sG0sd6iSAI7Ff2wZEcfA75Al+PzQOO5LBf2UfQH2yabjtlaKftijInSRI0TcMOOwiCkAV0SqUSHhQfAAD2KnvgGE6meyiagtfplfXH0nQblWEsHYPX6VXMr9fmxePSYwy7hhW/VU1b5nle9q2CXnIRLrgdbpTYkizdbCULt90Nf8Bf189J05X+KcVMOkLcgp2iFOXNcqwmO+Ly5ctYXFzEysoKbDYbKpUK5ubmEI/HUSqV6p7Vm1QqBb/fj2eeeQbf//73DdERJEmCpOrLgaZp0DQNkq+/1ks7gmXZlukq6Qg9IPg23aQvfelL+Id/+Ad88MEHdcNrQNVDFKYjCPh8vr7fnejq+lW4bW7Zb7e2b4kLnYtMEU9PPC27nq/k66a2dZtao3qQkMpEKgsBqUw6kYWwtqfAFBQXiA47h7GV3Wq6sD8dTQ+sHKS0Kis1c86lO9MJu6+liikEHAFxHZDa9GrRsz0I9e/97ffhpJ1114X6ZwY9YDYGWS/1E0pyUOrrpBhVnyPJSMsNUpotptcz31ciV+qcOymZUgavLLyiKi01SOVw/qnzuhw7YFaMqF9LS0vY2tpCIpFAKBTC5OQkAIgjOgDgcDgM3XXNZrPhxRdf1H1zAaB3bbKb6OU7tDVyUyqV8E//9E/45Cc/qejYDDJKC7Y4/mior3Yb3UbPdBu32w2GYRQjJP2OdE59yBuSbS2aZ/IIe6uL2Tvdfa/VltzvxN5pueFA2B02VA56ncPTKZ1uX167M52w8DiejWPtcA2PDx5jOjDd9nbmerYH8RwehbYv/d0MesBsDLJe6ieU5NCrRe2d7lTaLF8sx2IjtYGr61dV6cdub0YhlcOgn7lkxE65ah2KpaUlvPXWW4rTtDqlUqkYtrmAWXcXNiNt9Sj//u//joODA/zBH/yB3vkxPUrKTNibH6g/lKzRM92mdkHuICHtDMOeMJKFJApMATx4OGgHwt6wbrvvNetw1BgDRspBj3N49KSTzllpZzqKoDDlm8KUb6rjCJWechDKVKntA0f6wQx6wGwMsl7Sg24FK5Tk0Ktd5vQ4100J4aysdCmNM6NHC/ib6cd2jMlOZHac2kMvj9tQcoLanQ7lcrnw3HPP4fLly+LIkTBipDdmO6LEzLTl3Lz++uvweDz47d/+bb3zY3qUlJ0wWsCDF0cJBCxvun3UdhK1neG0bxp7hT0QIDDiHkGJKXXlwNJebzmrxzk8ZkFt1NgMI1WCTqg9kBA4OgDV0gP9gRnqkzQvvQxW9DJK3ElgpFG+47k4UqUU5oPzst+b6UetxmSvZWY2WrWnTpxYvXnllVcQjUaxurpad42iKJw8eVKc7iad9iZ1lIyYiibLh0nKzEx6shFtr7lpxaCuuVFaSyAcOgYAz0w8I0Zw210P0A3MXjkbdRK5Sg5O2mnKMu10rninDNJ8XDXf8sLMC6aoI0JdFXZLKzEluGm3eMbPTGAGXrvXlHXW4giz6Zxe65NO1831ikb5fjv2NgLOj9frKYyyNtKPWvrKXsvMTJitPalhd3e3bmOTnZ2dum28jyvCmU9vRt5EoVKAx+7BuHccYW8YRaaoi1x7uubmONPIc3514VUQILCV3erYmzba8eiH6FI/jkL0esh4kA5+k0ZfWZ5FPBvHTnYHLM+ixJZwKXQJkWTEFHVEqhNIkNjKbGG/sI8R1wgmfBOYC86ZJmhg0Riz6Rw1hwYbmR+zRIm10ijfY64xnBw52XD6aCP9qGUUqdcyMxNma08WnSHYjavJVRBEdVYMACSyCSSLSZwbPae4G2Gv6EvnptejDs2U3cmRkwpPqMcoxyMajYoLFVkfa7jS6VRG/dhJ1HaqZbaM/fw+ePAYdY3indg7ILIEQo4QHHYHZmf1dXZ6PS1OTwRHMV1Ki2fHuGgXCkwBAUcALM/izcibuBS+pPh8qzoibQ96yGHQF/8ahd5y6ASz6ZxuBisayaFf67VSvq+uX23o2AjPdEqnMlPbHnptA6nBbO1pkOlGfRCc1UwpI5t67aJdssPSzSLXvnNu+mHUoROMinYkk0lxi8k0nzZU6egho34dhRA61dnALG5u34SNssnKYDm+jI+4j3Bh7ILuxtwg7aQiOIpvR99GppiBjbKhyBQR8oYQ9oRBkRQKlQLiuapCVaJZHZG2h14b1ccZM8nBbDqnm8EKM8nBKLqhHzuVmRo59IsNZLb2pIaxsTHxPEBBDmafktat+iA4q9LdgQWkh6WbRa6mdW4aeaIsZ/yoQy/pRrTDaKWjh4PW76MQ0VQUuXIOmXIGD/ceguM5kASJfCUPBxyI5+O6v7PX0+L0hiIpEASBT818SvG6x+4RFWqj5y0s1GI2nTNIwYpm6BF1VpNGN/RjN2TWL9O9zNaeBhU96oOa9iPYhdLdgWVpSA5LNwOmdG6aeaIPdh+0PRWlHzDK8Th79ix4ngdBEPhZ/GdN7+20curhoMnWXHAs4rk4EtkEOJ4T11wIjdCMrB+uI5qKosyWZUO4zBADmqRBB/RvemacI9+p4dKsvo97xxFJRhSvtTIkpO3BoneYSQ5mcya6GazolRz0GuVXk0Y39GOnMlMjh36Z7mW29qQFM+mlVnRSH1iOxVpyDf8d+W8UmSLcNrc4O0Kp/QCoO0tQgCIoU8nVlM5NM0+0k6ko/YBR0Q6HwyH+3Wilo4eDJnQSqVIKsVRMdBLyTB4BZ3XNxc3tm6YZgq9lO7Nd59gAgM/pQ4EpYL+431a6rZwFM82R18NwaXY97A1jO7PdliEhbQ8WvcNMcjDbyGc3gxW9koMeUWdpGkqbjxQrRbw4+2JX9GOnMlMjh36Z7mW29qQFM+mlVrR7bAIAHBYPUagUQBIkRlySDQIK9RsECHaj9CxB6WHpfrvfVHI1pXPTzBMd9Kko3Yh2GK109HDQpGsu0qU07JQdRaaIsDeMsDcsRgnMMgRfy35hH0FnUPGai3Zhv6DduSkzZfz4ox8jloqBJmkkC0kQBAEn5YTb7sarC69ifmjeNG1AD8OlWXsoMAW8uvAqSJI0zUiVhTF0Y8GsGUc+tRjj/bDIvBY9RiGENFi+ekinsPkIUNU1dxJ34LSp36K203LshgPVyfVuYcb2NIioqQ9KgcbNzCZi6Ri2s9tYHF0U7xc27hEGEYQ2OBuYRTwbx+rhKopMEXu5PaRKKThtTkx6J/GJyU+Yyv4wpXNj1FSUfqAb0Q6jlY5eDpqw5uKFmRcUr5tpCL6WEdeIKLNa8kxejJKoheVY/PjRjxFLxxBwBBA5jKDCVgAAZaoMl92F97bfw35x3zSjWXoYLq3ag6BMzVgHtNCPhmm36OYCajONfGqhXxaZ16LHKIRwTzwblzk2AjbKpnqL2jJTFvWsnbKDIiiMe8fBcIxpyrGfpnv1a3vqJ9TUB6VAYyKbwJBzCOuH69jP72PcfXS+j4t2KW4QQHz8H0VQGPWMIuQNwefwYS4wZyrHBjCpc2PUVJR+wCjHI51Oi3NI/X6/oUpHTwetX4bga5nwTWA9vY48k4ebPjqMcj+zDwflgN/p15ReNBVFLB3DkHMIO7kdVNgKHHR16LzElJCv5EETtOH7zGsxwvWQXbfaQy/pV8NUD9TIoV8WUPeSTsuoV+1Br1F+ANjJ7igGk0iCVBVMYTm2OjL+sZ4VSGQTSNJJ0Ug0sq6pkUM/T/fqF8zUP7RCTX14J/ZOnW4Qdj1z0k4k80mZcwPUbxAQTUVR5so4NXyqLg9m1MOmdG6O+1QUIxyPSCQibm148eJF3dJVQk+DtF+G4GuZC86BB49MOSPO/6YICsgCPHgQvLaFihvpDdgpOwDgoHAgOjYA4KAdSOaT8Ng8ho5maTXC9ZJdv7eHVhxn412NHPplAXUv6bSM9GwPWgIgeoxCCGkIxpiUAlNAyBsS89WMaCqKWEru2ABH53hkyhnD65oaOVjTvYzHTP1DK9TUB6W6L+x6NuwexkZqAzv5HRzkD8CBAwkSHrsHqVIKC8FqfTdSD0t1BsETeGroqbbSkWJK52Y2MItENoFH+4+QLWdFw9Br92I+OD8wU1EGGb0M0n4agpciRFNIkpStD1s+XAbJkQi7w5rSYzlWPIBOaZ95FkfXjRrN0mqE96vsuo1lvDenX0dvu4lZykhrAESPUQghjRJbkr2zwBRgp+wIe6q6tpXRLw0g1SKc4+G3myOKb033spDSqj4o1X1h17MhxxA+KHwAiqTgd1Trd4kpocgUET2M4qWZlwAYp2NqdQYJ5a2mtWJK5waoRrdRG9wmPv7dQjOhUAgsy4Ki+iuq069D8I2iKednziPsCsNuU+5Em6U37h1HIptQ3Ge+wlYw7h0X7zUCrUa4mWXXq/agFNXeSG3g5MjJhqenD7LxrkYO/Tp62006LSO92oPWAIgeoxBCGsVKEXcSd2CjbKAISnbgr5pgCsuxDc/wAKrTdIyua/3aTw8agyYHpUCjsOvZanIVp4ZPwWV3IZlPIs/k4aScuBS+hKAziM3MJhaGFgzTw410RqeY0rmJpqKocBWcHj5dd23Qp2kYRTisbaTALPTzELye0bVp/zQYjkGSTsJlc6FQKYhT01KlFCa8Ewh7w4aOiGiN3JhZdr1oD42i2nuFPZT3yjg3ek7RwTFzHe8UNXKwRgBb02kZ6dUe2hmF1ENPUiSFF2dfhNPmRIEptBVMoUiq4RkeAFBiS5j2T7edRzX0az89aAyaHJQCjRRJYSYwg43UBsa8Y+B5Hv6gH+PecTEoAEBss5PeSby3/R4ypYw4m2rcO46wN4wCU2hbDzfTGZ1gSufGmqZhIcUagj9STrP+WXhpL95cexN7+T0A1Z3ZFgILyJVz8Ng9ho2ItBO5sWR3RKMI1VxwDmuHa4hn68/vsox3c48AdpNma1mMLiO162h6OT2u02CKGECi5Gd4AMB+cR9z/rljU9csBotGbWMhuACe5xseWwFU2yzLsdjJ72A/vy+ejcOCxcP9hwg4AliaX2q7bRilE0zp3Jhl/rCFhVkQlNNacg2PDh7h1PApTPumQRAEAs4AtrJbICkSL868aFik34qgd0ajoI0wPWDtcE3m3Bw3470R7Ritg7a1tpq1LEaNkmpZR9PrKYSdBFMEB3EmMINsOStuBFNmy5gLzOFzpz7XVv67XRcHre5b6EOjtrGR3mj5nBCYc9ldOCweVpeH8ICDcqDCVRDPxTvKlxGY0rkBqgcMJbIJcDwHkiBl82etBmpxHKFICiRJ4uzo2YYOhjA/1gisCHpnNArKUCSFc6Pn8PjgMfKVvKmm75kFLUbrIG6trXYtixGjpFrW0egZAOm2kV7rRPvt/o7f2e26OIh138JY1LTZjfQGMuUMGJZR7Oe3MlttLxdp9v5OMJ1zw3IsDouHynvNF5KYCcyIW9NZqOfevXvi1oZPPvlkr7NzbOlUDr2csqn3GppeRhh70R6afRNFUpgOTOPluZe7khezYIQcBnFrbaPbfTM5aHm3XgGQXhnpek+j1VoXO20Pg1j3e8FxspfUtNn1w/WG50gBgJ2yt62DGr2/U0zn3ERTUQScAaTKKdkBiC7ahf3iPgKlgBUhbgOGYcAwDAhC2/kqFvrSqRx6PWVTr86/1xHGXrQHa1pfPUbIYRDXbBrd7pvJQcu79QqADIqRrrUudtoeBrHu9wItcuhlkE6Pd6tpsxRJKZ4jJUASZNs6qPb9BE8AOgzimM652UhvwO/w49zoOcSzcdkBiAvBBQTsAWtYtQ0cDgdIkoTNZuvaO625v/V0Kodez2nXC6ONl1Z1rxftwZrWV48Rcuh1AMAIjG73zeSg9d16BEAGxUjXWhc7bQ+DWPd7gVo59DJIp+e7W7XZaf80bsdvK7ZJ4aDcTr5T+n6O45DJZNpOS8B0zo3Q+CiCwpRvqm73oEyp848+jpw9e7ar7+t1ZN6sdCqHQYn+G33acau61+32AJh7a+xeYYQcBiUAIMXodt9MDr3QOYNipGuti522h0Gp+70OjKqVQy9HGLv57tnALGb8M4imoxh2Dou/Cwfleu1ew7dJ14o+R4HqyKA0zuNOs4ZXYAqIpqI9yll/MxuYhZN2IlvJyn7vt+i/kcaLmeueEKF6ee5lvLLwCl6ee1nVAWkW6pn2TyNXySley1aypuuE1dDLdt+Ldw+KHdDtujgIdV8ITsXSMbhtbvgcPrhtbsTSMdzcvmkqx1ZNkG4Q3k2RFD53+nOYDcwiWUwiV8mhyBQR8oYwE5iB1+41ne1hupGbQYlMH3cGZVqB2RiU6L+Rxku3616vo4xmp9vlY5YzX/Skl+2+F+8eFDug21NRB2Hqaz+tt+rlCGO3322n7XjtzGt909eZzrkZhMZpMTjTCsyIWQ7G7MTIM9J46Wbds6ZfNqcX5WOkMd5Lefey3Xf73YNiB3TbMVTzPrMHY/opMNrLEcZevFvQA7OBWbEOrR+uYyO9Yao6BJjQuRmUyLTZ2NraAsuyoCgKk5OThr9vUKYVaEFNp9FtORhFp0aekcaLmrqnlxz6KcrYC1qVz7uP3sWUe0r39mCUMT6o8jabXjK7HbC0tIStrS1MTk7i8uXLTX/XUhf1kEOz9/VDMMYMgdHYRgzRdBSJQgLDw8MNHcBejjD26t39UIcAEzo3gHki04PE7u6uuG97NzqvQZlWoBa1Db7bclDKpx5Ru06NPCONFzV1bzeqjxz6KcrYC1qVz52P7oAO0D1rD1oZVHn3Wi8p0Ws7oJkD8/bbb6NSqSAWi2FxcVEss5/85CfgeR4fffQR3O7qMRbPPfec7Hkldnd3MT4+LvttZ2cHY2Njun5TPzjnvQ6MshyLtz56C/lSHl6nF74JHwBl472XI4y9enc/1CHApM6NRRWzDx83Y1CmFailHxq8nhEXPYw8o4wXNXXvLu7q8i4zRBnNTKvv53iuSznRB0vex4etrS2srKzIfltaWhIdGOEMlJWVFcRiMTAMA57nAQA8z6NQKAAAbty4IXOAlBymbtEPznmvA6PRVBQltgQn7ZT9rtSXH7e1cEB/1CHAcm5Mi95Df6dOnZIpZKMx+7QCvVHb4LstByl6OmBmNvLU1D295NDrKKPZafX9M9MzODt9tm8OFx5UefdSL5mRpaUlxGIxuFwu0SkJBoNIpVLiPU6nE8899xy2trYQi8VQqVTEa4KTAwClUknmJK2srCASiWBpaanrDo6Z9bZArwOjG+kNnJk/Ax48CMjbg5LxfpzWwgH9UYeALjs31zeuo8yWm45A9PNohZ7oPRLg8ehw5KtGej2toJuobfC9kIOAnhEXsxt5reqeXnLodZTR7LQqn9Oh0/B6vQpPmpNBlXcv9ZIZ2draQqFQwJkzZ0QHJJ/Py+4pFAq4cuVKy7Q4rjo6KXVwKpUKrly5gmAwiMPDQ/0y3gIz6e1mtl4vA6Msx8Ln8jW9fpwxUx1qRlvOzU9/+lN861vfwrVr11AsFjE9PY0vfOEL+NrXvtb0ORftgoN2AFAegeiXhUrdoF+G/iyq9EOD1zPiMqhGnlZ6HWVsRa+DRWYvH60M2vdYKCOM1kxOTmJpaQk3btyQjczoRSqVAkVRis7lyZMnkU6ndX1fI73NcixWD1dBgMCVDF1OrgAAIABJREFUyBXD9YQaW6+XoyGdXB90+qXv1+zc/OAHP8Dv/M7v4Ld+67fwj//4j/B6vXj8+DG2trY0paM0AtEP6xYaobcR0S9Df1rphbGl9p1m3dpYL/RU2kpGntBBpoopMCxjyu0h9cbM0y/NECySlk/0MIqtzBb2C/sYcY1gwjeBaCra83LSgpnlbaEfwmiNdPMAo+A4DplMpu53pd8abXKglkZ6+1b8FggQeHriaVBEtQ4bqSfMbOv1Q18u0At7ql8CPAQvnRzags3NTSwuLuILX/gC/s//+T9N71VqsKu5VXCQLyDNV/J4ee5lAMDV9atw29wN05TeayYaGRG5Sg5O2tmWctC7LPL5vDinWtjFpdsYUU56vbPTvAnPF5iCYoMXnu+lHCLJSEulraVDkSrWMlPG4+RjBJwBLAwtiB2kkbLthHbl0OuREC3oLe9OaNS+9jP7cFAOPBN+Bj5v46kgFsZihv7BjCwuLmJlZUVci6TBXDIUm82GF198sS0Hp1aHJXIJAJDpbYFO9EQzXflO7B1Dbb1O9DTLsXg78jYKlQK8di+czurGArV9ea8x2p5qVoYADOsHlXwHn88HkiQ1paNp5Ob73/8+crkc/uqv/krTS5ohHYHo19EKI6IQekcPHj16JG71efHiRU3P6kUvojVq39mtrY17KQe9Iy7SdS2RZAQ22mbKSJwS7cjBDCMhWjDT1NZG7Ws/vo9MMYPcTg6fe+FzXcmLRT1m6B/MiHR6GlDd+axYLPbcyalUKrhx44Y4kpNIJBAKhVSN6NSuR2wWSG1XT7TSlWW23NS56cTW61RPUyQFb8aLZCqJLWYLCycWTDk6a6Q9ZeZpg2rR5Ny89dZbGB4exoMHD/Crv/qruHv3LoaHh/Hrv/7r+Pu//3v4/f6mz6+urmI0NAqv58iwYlkWy8vLAIC90h580/LoXTQWRbFYBABMz0/Lru3t7WFzcxMAMDs7i6GhIVm6d+9Wt3v1+Xw4ceKE7NlIJCLOZ33yySdB00dFcXh4iPX1dQBVpVa71/ydO3fA8zxcLhfOnDkjMyLiibiY7tzcHLz2I+WQzWbx+PFjAMD4+DgmJiZk6X744YdiB7N4dlFmiO7t7eEgeYACU8CJ2RMyQ7RYLOLhw4cAgOHhYczMzMi87rXoGoqFIsYd45gJzMjeubu7K04pnJubQzAYFK8xDIN79+4BAPx+PxYW5BV5dXVV9LDPnz8Pijpq9MlkEtFoFAAwNTWF0dFRWTmtPKournQ6nZidmZUp0Wg0imQyCQA4e/YsHA6HmG46nUYkEgEAhEIhhMNhWZ7u3bsHhmHgcDhw9uxZ2Tt3d3eRPKymOzM9A6/r6J0f7XyEvfgeACAQCCA0HhLT9Nq8uHb3GtL+NCiKwvnz52Xv3NnZwfb2NgBgfn4eC3NH5VQul3H3g7tiurU8fvwY2WwWAPDUU0/JohP7+/vY2NgAAExPT2NkZES8xnEcPvjgg2r+vF6cPHlSlu7a2pq4s8+5c+dgt9tFB+xe7B5u3r8JjucwNjqGp+aekintu3fvgmVZOJ1OLC4uytLd2NjA/v4+AOD06dNilHcjvQGSIbGyVpXrUHBIbDeCbEuJEkqlEmiaxpNPPilLNx6PI5H4OIK4sCDTJaVSCQ8ePKimOzSE2Vm5E/bo0SNxsW+tYdZMRwBVI2F5eVmVjohlYqKyz2Qy2I5XZT42Ogbey8s6k1odISUWi+Hg4ABANTIsRAYBaNIRTzzxhOza9vY2dnZ2AFTn60sNhFK5JOo0v9+PcCgsu76ysoJCoQCCIHDhwgVZunroiJt7N3F+Ud5u0pk0GIaBi3YhnoujFqFfcLvdOH36tOyanjpCytbWFnZ3dwFUdxCTroXI5/N49OgRAGBkZATT0/L+6OHDhygWi6p0hFQXlMtl3L9/H0BVR8zPz8ue7YaOqDXWU6kU1tbWAAATExN1Z7C0oyMAIJfL4aOPPgIAjI2N1Z2p8+DBA1FHnD13VhYsOjw8hL1gR9gdxqkTp7qiI/77v/9bZkd89rOfrdseWg/eADDV5PomgM/U/Fa7oUEqlUIsFhP1yYULF/Czn/1M9kytjvB6vaIeUNIRwJGjoUVHJPmkqCsZlsHq6iqA6sYVgbEA9vJ7CDqremRjc0OUzcmTJ0GRlNgXKdkRUpR0hGD0Z/Yz2MxU5To/Py8z+keokaY6gmM4THmmME1M49mFZ2XXzKIjpLbNxsYG8oW8mCepPdWOjhDKMLWXwma2WoYL8wuyMhwmhw3REbUbd7SLJudmc3MT+Xwev/mbv4mvfvWr+M53voN3330XX//613H37l1cvXq16VaSDMsAEh2arWQx5Z1C9rCquMccY8hVcjJPkWVYMAyDAlPAtF9eUTiOE+fCCjuSSBGuMQxTnxeGEa/XKnZpuixbH0GoVCrgeR42m616j8RI4DhOfJ+QrnBdTbrC9dqRgFQphWwpi3HHOC6OXZRFD3iel6Vb63U7SSdAATvFHVA+Che5o+dZlm1YhtJ0W5VhLcK3sjyLyGEE93P3cXPzJjwOD0LeEMqVMkiCBMvUj9w1k03ttyqVIcMwogFQOzIoygZy2TAcI17j2Pq6VGSK1e9ReKe0DJUietL8joyMiCdQC9dalaHw90bpKj0vzZMUiqQwG5hFOVAGAEyFpjAxJDegy+UyOI6TOautvpXlWFCgxDKsjbyxHCt+q1IZNStDPeqh8HeBkZERVCoV7O/vi3WmWbo8z8s6E47nZN86ZBuSRThrdYTab9WiI5qly3FcnY4Q6/fH5SC9Lnyrkv7WQ0eUmXLdNWlaNkd9ObWrv7XqCClq62Ez2XSqIxqlq4ReOkIIRAhtvtW3tqMj1KQrfCvDMXWR4wJZwEZmAzu5HczPzTdMVy8dIc2TkIbgjMViMfEcGz2YArDY8q7mzJ6Yxe72LkqlEgCITowUpbYs6AElHSG9rkVHbGQko8b8kUxYlhVnDQi2HsuyMplJZ6a0Y+MJejrJJutsMcHoHw4ON62HBEGA53lT6whpH8swTF29V7I71eoIpTIUEMrQ7/Nj7XANO6UdDFeGMV4Yl01N60RH6IEm54bjOBSLRXz961/HV77yFQDAK6+8Arvdji9/+ct444038OqrrzZ+GUVD2DZcOhXmUaLq6c4GZrFLy6fNUDSFCirwODx102ZIkhSNB6VKKFyTjsqIeaFp8XptY5WmqyQYm80GnufFdKVGAkmS4u9CusJ1NelK/5QOH2/bt7FjryorGy03BAiCAEmTiOfjWNtdw7X0NewV9jAXnIOTdoKiKNA0DR/tg2/EJz+EiqIaliFBEKrLsBaSJEHSJB4ePoTP4cPU6BS8Di+ctBOJbALxQhwnfCdA0UflIJRTM9lI89SoDGX3kPL0RdlALhsCBA4qB9gv7cPNuxFHHOPecYS9YVAEBQftgM1mU3yntAyVFL80v7WRHJvN1rQM1dRvpeeleaqlVRna7XawLNsyXem3UiQFgiMU24Twb5vNBo7jFOtSszLstB4qleH09DRYlhVHZtToCGlnQhJk3bdKr9fqCLXfqlVHNEqXJEnZ1FaCOJINSZJ1U1uFb1Wqv3roCDttr7sm1ZXeQP120O3qb606QorwrSzPYj21joP9A3GK6YhtBCRNgiKohulKAxdK6SrlV/qtjdKVBtLWU+viaEY2kwVZJhF2hzvSERMTE7Dbj2RkhI5Qk66gIxLFBJyMUxboJEkSXqcXBaaAzcwmhoeGFdNtVF+EPvLq+lXZOgE33KrtCOlGA2aZoiawGd0Ug4UEQdRF0gHltizoCZqgZToCkDsaWnSELLhFHMlEkPmoaxRO2olsJSvaJwCQK+dktl47Np7wbpqi62wx4Xqreuh0OsXR3Wbf2k791ktHSPtYmqbr6r2S3alWRwhlSFKkYnsqs2Us7y5jn9mH1+GF3+WH2+aWTVvrREfogaYNBT71qU/h+vXruHXrFp5++mnx95WVFSwuLuLv/u7v8Jd/+ZcAlBcF3UvdG8hzbnq9cLd2pObW9i24aBcKTAF22o5zo+dkCwW7tTFDbblsZjaRyCbEvIW8IUz5qoPxnS5ob1RX1MhmNjCL/7fy/xBLxTDkPJqSIJTfrH8W88F5U88v7TW9bgPdoN82PFG7yUU36Kf60YuNT1rlJ5qKYv1wHfd374PhGcwF58TAi1k37egEvduakTKtPdyzHR6g+cjNQwBnm1xvRCvzjuVYRJIRvBl5E4VKAR67RwzqFZhC23pCjfxemHnBEFuv0btZjkU8F0f0MIrz4+f7wrZshpE6tZX8Pjr4CBO+CUPe3ZMNBS5cuIDr16/X/S40oFYvf376+Zb39OPBj73eGk+YH+mknNjMbOLh3kPYaTtIkHDb3QjYA7K1Nt3amKF2QXPYG0aymESeycNNu7GT3cGUb6qtclK7aFCNbKKpKAKOAFKOlKjQgeq5TPvFfQTsgbZl2I/Oejv0ug10g37aIhQw17bF/VQ/zLRNrVTPpctp0FR1BD6RTSBZTOLc6DnTbtrRCXpvLmSkTA8PD7G0tISf/OQnsqlMSlOAug1BEHC5XHjuuefqNhqQ1q1L4UuI5+LYye4gkowgno3jM/OfwfzQfFt6Qo2uNMrWU3o3y7G4v3cfqVIK88F5+BzVtd1m3QxGDUbq1FbyA2CazWoaocm5+Y3f+A1873vfw3/913/JRm5+/OMfAwCef/55fXPXJ+hhRHRiBG+kN+CknLi/dx9ltgwn7RQPS82X83h3611M+ifF0ZtuNeLaDogiKJwbPYd4tqpEs6Us8pV8W8aW2s5KjWw20hvwO/zVvH2s4FmeBQECbtqNaCqKq+tXNTsm/ba7VieYyZA2in4y0AXMEizqp/ph1l3mHu49lAVe8kwe8WwcU74p0xgUeqH3QYpGy/Ty5cvizmXCepwzZ84gEokYekaOGoSNBxYXF2W7qdX2oVO+KdlMCpIk226XvdSVSu+O5+JIlVIIOAMIe482D+jnwICROrWV/EZdo+JIWCKbAMdzIAkSIW8IYU+4awH0Zmhybn7pl34Jr732Gr75zW+C4zg8//zzeO+99/CNb3wDv/zLv4yXXnrJqHyank6MiE6NYJZjES/GUWbLcNEuDLuGcVA4gIN2wEE7kCqmcPPBTQzbh1Hmy3jpqe7ISSnPFEGJSrSTaTxaOqtWshEaIkUe5U2I9JTZMhy0o61Ij5IDtra+BoZhUObLGHOP9Z1CbYZehnQ3RrsePnx4tDPhorqlvL020Pt9FFCpfjx8+BB3N+5ir7wH+6jdFN9lpiMJajexkCId/e40X+20ByPRe5S0GzKtXY8Ti8VMMXojsLKygkgkgqWlJQDAtevXAADnnz6P7/7wu7J7O3X4eqkrld4dPYxiPjgvTuWUovStZmsPjTAqeNVKflfXr4r2kRBwAVAdUS4kMReY0zU/7aDJuQGAf/mXf8E3vvENfO9738M3vvENTE5O4s///M/x9a9/3Yj8HQv0OGNFWMsCAKPuUWTKGZSYEhy0o7rVajYOykkpbsxgFEZO49Gzs1JStPHckbNYZIri71oiPUoOWLlcBsMwoGl6oCKtetGt0a5iUXn3u1YORK9GQgZ1FDBXyOHO7h1wJIeLE0db9Pbyu/QeNeiE2k0s6q7zR9c7yVej9tArjDiTq5PrWrh8+bJ4+OeZM2cM2Tq6XSqVirhlc6lY3VVtN7GreG+nDl8vR42V3i0EKJWo/VaztYde0Ex+JEEiXUrL1igDR1P5F4je2zWanRuXy4Vvf/vb+Pa3v21Efo4lrUYh1g/XxfuUDK5p/7S4iQBQrXgLwQXs5fewnd1G0BlEhs9gwj2B2WD3oqFGDk3r2VkpOWGCs5hn8rJhbEB9VEupcyBJEiRB1u8oYwHA+IPJBMfl0cEjcBUOM/4ZnGPOYTOzWV2wvX8fDPvxgm1PGBRJmcKBMNM6ED3ZLe6iwlfgt8vPSOvld5lpbZW0voW8IVkQC4AYhe40XxRFNdzFqRfoHfnvtkylh38mEgnkcjk4XA4QBIFsOlt3/2aL9Fpd14LU2SIIAmOhMcX7+jFY0git9oLZ2oPZ4HgOfqdfXD8tkGfyCDqDpthBULNzY6E/zYxclmNxf/c+SJJsGLGdDfz/7L1ZjCTXeSb6xZL7WntWZa3d1d0sstkLSbFJUa1hX9vwjMaCYeliYAgeYGDIGEt+sMcwhPtgD4R5MAQbwlzMk4iRZwiMMHMNUII3yTO25S6SI5LtYTd7X6q61sysysyqrNwzconlPqQiKiIzco/IiMyqjw+szshz8sT5z/n385952Gm7YqGRBAm3zY2LrotYGV9BaaHU90pOeoamtRRWakYYL/AosAXYaFudcQO059VSe7/ls8vS34WKNpdVtYNBSWnSKze+NvJx+UI1SpApZfDfH/x3LPgXkC1nQRM0PHaPFF5vdWC7X/NqpnMgWsI57cQr86+oPjPqvcx0tkrO5wKuAJJMUip6IjpetBhX7YWCZoCWnn+RpulSGrlyTjonUOJKmPfN483gmw3bdrPH5Yf3a6tavT7/et1darUXdPYLVpu1LiUNMGeBlF7Qqb5gxv1gNsjPT3MCB4qgEHAHEHAHUCj3T7dphFPjxgRopgRF81GwAtvSY/uLS7+IT/c/RbaUrVtoDMsYxqj0Ck1rqYCoGWEVroJ5/7xqjq7YphXM4gEepJQmvXLjG0U+suUsMuUMsuUs4rm44sA2wzKI5hsf2O7nvJrpHIiWMON7GX22So5aPicWPdlJ7YCm6GolRxMWZTAbKJLClakr+Mn6TxDKhGClrKAIqlo5y+rB3dhd1f2qxR6vdUz80+4/SX//2//73+L2x7c1esvu0KsMHQTHmZkcFsMAiqQU56fVnhuNU+PGBGimBG+ntrHoX1RtJ1e4FkcWkSgmGt5pMWybV2sFpNYIW/AvIJQJqRo27RomZmGog5TSpFdufKPIRzwXx6h9VPI+yeGgHU0PbPdzXs10DkRL9PO9OlHCzFxlbsQ+gpfPv2wq5XEQEMlGMOocVVyLIKLRftVijzcz0N957x1kS1l8+ze/jVuf3EKpVJKe9SO1p1Qs4e3Ft0EQBC5fu4z/9P/9p46rvA6C48xMDothgFkct81watwYgFohCwCpUgosz8Jn80nfy1VysFAW1bQoeV/Aydy8eiogWhgmZqHJIKU0tcM0u/EUNlIwRINGjHY2eg7UK9r9nNdBECbdoF/v1Y4SBsCUHmizGFqDjm72qxZ7vJ218yc/+JO6tfn1r34dR/Ej7G7uSp+RJAmbzYZr167hs88+6+nyUIIgJANKEAQ8u/es49T1QXOcne4jbaC141Yu0wmBwMsjL/c8xlPjps9oJGQFCEgX0yBRrYgjKsECL6gqXSLkjLPZ5o3H49IBucnJSQ3faDihlWFSS5N4PA6uyCFRSbSkg1bhfjOm/jRCK6YZ9AS78hTWfnaUPALP8cjn8nCNuEASJCbdk3UHtsUKVWqKdj/n1SxRQK1hL9mRS+WQFJKYnZyVPtf6vXbTu8iX88iWs3h2+ExxL4Pb6sZWcgtHxSPTe6D1wkmQD93sVy32eCsDniRIad2JfImkSHz/h99HrpLDly99GUWmCKfTiVQqpWgvvzwUACwWC9566y3FvTsbGxuqVb/kxk23GCTHWSfQaz/0KtONbi9CS8dtrU4s6sC9wlTGzSDkbvaKRp4Or80LkiQx752vYwZaeDb39/eluu1GCy+96azlBtba09MuHbQM9w9SSlMrptmtp7BWwTg8PATLsqAqFI6KR9IdCMliUirMwbAMptxTDRXtfs6rWaKAWiMei2OsPIZEJYFCpaDbe+2kdrCb3lW/l4FKIpaNIegLDoQHWg+YST7ohW72qxZ7vJVjolAuwGOtlikW+RJN0xgdGYXb4saP7/+4YURFNGJu3boFALh27ZpUzEBe1ODGjRv44IMPIAgCSJLE2bNnMTMzg729PaytrcFiseDatWst36UWg+Q46wR67Act7jM0sn0ttNKPGsn0XmEa42ZQcjd7RaeeDrN5bLXwHOhJZy37N9LY1jLcP2gpTc2YZreewkb7yEk7YbFa4La6QRGUVAFmO7UNC2GB1+ptqGj3e16HNa2CIigEXUFcXrjc+stdYj+7X2fYAMeFIzaONnB+/Lxq20H2QJsBZnFadrNftdjjrRwTH+582LR9KwNBbsR0+h3xQs+ZmZm2+qnFIDnOjEavMt3o9nqhmUzvBaYxbsw68VqjU0+HVh7bxcVFCIIAgiB6GnuvhoPedNaqfy28JGoCfW5+DiRBtqSDluF+sxnIvaBbT2HtPvKMeapKtTuIF4IvIJKNdHxge5jm1ShowZfaQYJJwG/3qz5z0A6kiinVZyIG1QPdLvSig5mclt3sV632eDPHhPz9Z6Zn6uig5/x0Y9DIMWiOs3ahx37oVaYb3V4v6MVbTWPcmHXitUa3ofFePbY+n6/1l1pAC8NBbzpr1X8v79pUoNPtCXQtw/3DlNLUi6ew2T7qZn8N07waBS34UjsYc4xJCmktxIvnmmHYaakXHczktOxmv/Zjj8sNBLfbrXhmdgPBKAeP3tFAPfZDrzLd6Od6QS/eaqhxI1+gtyO34ba5MemeVL1bZFg8Z3p4OgbpIkG9N5hW/ffyrloIdK3D/cOS0mQ2T+GwzOuwY9ozjZ3MjuqN2jbahpXxFeQredOsKznMktbVDczmtGy0Xzmew1ZyCzupHexn95FgEhhzjGHaM40F/wLmffVnYdtBO7Qb5AiwEQ4eM0UDO0GvMt3o51pD3Bt72T1Es1G4rC5MuicRdNffm9MNDDNuaheoy+aCnbZXD3gWqzeDyw0cMy7WbqBHCb1BukhQ7w2mVf+9vKsWAr0TJX6QlZ9OMciKwCmMw4J/AQIE6bJW+UXHHqsHc945HBWPTLeuBlWRE2FWb3HtGG7v30a+nMduZhdltgy/3Y9cJYed9A4ECF2lIgPVKx58Nh+8Nq/0vVraDXoEuN8OHjNFAztBr445o9trCTlfW/IvocgWUebKiOViyJfzWHYv9/wbhhk3tQt0yj0llWEtsAVEc1Hp8jyjPWdaQmtG1u5GL5fL0jOr1dr12Ht5Dui/wbTqv5d3bSawK5UKiuUiyuVyUzq0q8QPuvLTKSiyetP4J+FP8HHoY7AcC5qicWnqEq5MXWn7XbXYD6foHf2ig7ifSJJU3Kgt7qelkSUsYclwBbNWQY7lYwBQp6xprcjpRQezeYvVIMrQbDmLMntcdEIsNpEtZ0GSZMepyJFsBKF0CGlbuuqs/fm7qtFONBCCruO1ecqX1NGPaKDafujVidirY87o9lqiVm9dGV9BNB9FPBdHutj93U1yGGbc1C7QgCuAJJMEwzJw0k7pZnCjPWd6QEtPR7sb/cmTJ1Jpw8uXu6tKpIXhoPcG06r/Xt61GaPb2t5CrpTDZGGyKR3aNYIH1YvVLTiew93YXYAA3px7U/o8X8njbuxu28acFvvhFL2jX3Rodz8ZmWKopiCvH60DAJ4cPqnLZtAyrUsvOpjJW9wIogxdO1xTraYn6iKdpiLHc3GM2EfAsAyi+ajCqG5Eu1O+1Br9iAbW0kELJ2Kvjm2j22uJWr2VIikEPUEEPcHBv+dGrSqY3HrLlXIoVAqY984j6AmemLSbTjFoFwnqvcG06r+Xd20m0BmWwaStvbr57RjBZstp1xsnzZgbdnACh0g+ggSbQHIrqStvN/v5KLW1zQs8XBZXXTaDCDOkdTWDmbzFjSDOISeoz6X4eaepyGI7uYGk9run6AxGRAO1kju98iCj27eLVlGufqx9w4ybRpVJROutUCng+sL1E5d20yna3eg+n0+6cbeX39LCcNB7g2nRfy/v2kygj3nHsOJfgdWiTcrBIOS0awmtjDkt9sMpegPHcwhVQijQBUy4J+CxVS8yHAbeLgr3r37pqziIHWBiagI//MkPm/IOtbVNElUvpjybQQ6t5kfr/SBXbspsGYfMIQgQGHOOwUpZTXWeRBxDbREjESINOk1FlvenZjip9VdLh5N0nrJd9CMaWEuHk+ZE7AVm0dkNM27aXaCnntrmaHceFxcXNfk9s3s/tUS379rMMPrC3Bc03diDkNOuJbQy5rTaD2q/f6qMtIfd9C5GJkcwa5lVfD7ovF0u3BPxBMJbYZAE2VK4q61d+VnUWgVZy7Qutf3Q7VquVW6cFif8Dj/ylTzstN10RqsoQyfdk9Jci2BYBlPuqa5SkeX9iQaSiEb9yelgFiXRbOhHNLB2P5w0J2IvaEdnb6a35tm8JuMwzLgRF2i6lEaunEMsFwMv8ChxJcz75vFmsJpPf2oxN8cghP1PIvplBA5CTruWMLMxd6qMdIZh5e1y4T4xNQEAODo8wr/+v/41RidH8aOf/KjlZY4i5GdR5ZGAftwj0u1aHjSHpChDPVYPknRSKhfOsAyslBVuq7urVOSAO4BkMYlEMYEl//H7tku7QZpHRaSOK+OwcAgAGHeMw0pbNXPwiL9TKBcUJbtnPDOY9yujgVo6mjqROyfdwdUOX//83Ocb6q1u2q3atlMYmpZ2ZeoKfrL+E4QyIVgpKyiCwqJ/ER6rRzocfGoxN4eZDolphZPOHNqBOEc7qR08OXiCilDBon9RuiNqWI1bMxtzg6SMmAHDxNtv3LiBvb09zMzM4D+8+x+kNfDOe+8AAL5y/SvY3dwFUBX+v/mV35S+L94Sr7a2xbOom6lNkCCRLWX7wt97WcuDZrTKZSgJEnvZPdV7bjpNRaaIKp18Vh+8Vm/HtBuUeZQbwnbajs3UJspstdpYkS1iZXxFEweP/Hc8No+UxipGBGsNGy0dTe3KnWFxcPWig7XD15vprXOeOeTzvUdvDL3EM5KNYNQ5ijnfXN0zkYGa2VNrFgxTqpj8zoFsOStF9O5G72LON4cvLX8JVvpkl8isZfKvzryKaD7nNjS4AAAgAElEQVSK3dQuItkIXhx7sc6LNSwwc6RyUJQRs2CYePve3h7W1tYQCoXwtRtfQyqRwuj4qBS5ie3FYLPbMDE1AY7ncOvWLTAMg+fPn+PChQuIxWIol8vgBR4rV6pV0cSzOt/9H9/FmZEz+NZvfAv7e/sKg0gv9LKWB9Fo1eKgtpqytuhf7JoPD8o8yg3hSDaiKKctrxTXq4OnE4Nba0dTu3JnGBxcvRpo7fL1RnuO5/keRn8MQ42bdhiomT21g4SNjQ2ptOHZs2eNHk5D7KZ3q5eppXdR5o6ZpMviwm56Fz9Z/wm+fOHLA6X4yKEFHWoZqLwQh7gnzM5Au0EnKQmtoMd+GBRlxCyY9c7ik8efwEpYQdM0ZmePz94MGm+fmZkBADx//hzhrTAAIJfJIbQVAkVRYFkWNrsNB7ED/P7Xfh8MwwCoCvK1tTVFX3c/uSv9HduL4Z+/8M9BEARKpRJ4nkcoFNJ8/LX7oZe1PExGayfQwskopwNFD8Y8yvW4eC6uOLMkrxTXq4OnE4O7V0dT7X5oN0NmGBxcvRpoZtHZDTVu2mGgZvbUDhJyuZy0Wc2McCZcvUxNZtiIGLWPYjezOxDej0bQgg7dMNBBT/XrJCWhHeixH06qUtct5n3z+KjyERKlBDx2j/T5IPJ2MZLidDolwwUABEEAy7IAgFKxhN3NXSk9rR2UiqW6zxiGAUEQIEkSX/ziF+uiOPIUuXYjPLX7oZe1rIdyM+j8q13I6TA7bw4lsRXkepxaVTj5Z704eDoxuHt1NKnJh3aM12FwcIUzYdhpOyLZCOK5ODiBA0VQmHRPIuAOtDTQzKKzG2rctMNAh/FMSSucFEauBo7n6irWyGGjbKbzfvSbXp0y0GHIAx6EcL9ZPFaDAoqksOJfQSgdwhF71LfzJHrCarWCZVlwPIeZ+RlEtiMQBEGX3+J5Hqurq6AoCjabDdeuXcPNmzelFLn19XU4nU7p807Qy1rWWrkZBv7VDcyiJLaCfO7VymnLK8X1QqdODG6jHE3D4OAqc2Xp3JRcD4vlYkgWk5j1zDZpbZ5z4IYaNyIDtdN2RHNRhZXotrrxuZnPARiuMyWtoBcjf/nll7Ucpm6gSAq80DjnkiL6cwFUuwZLp/TqhQ7imB7GH8JCWRTeFLlQqV0fg2AYtILW4X499sOgKCNmwpVLV3AFVwAAJKnNzdRGYmpqCmtrazh3/hz+1yf/C1/90lfx6O4jVEoVANDF0OF5HgzDYHV1FQRBSJ8LgiB9LkZzYrEYpqam6qI6tfuhl7WstXIzDPyrXcjpQJKkKZTEVpAbwrXltMVS2kDvDp5ODO5eHU3dyodhcHAdFg7rDBugmmJYYAtSJbxmMIPObqhxM++bRywXw539O6AISrEh0qU04oU4FkcWTbOJ+wG9GPmgKA6z3lncjd5VZQ4FtlBV5HVeD50YLJ3Sqx06qBlWM+4ZxAtxVPgK5v3VfWOn7ZI3ZWV8RaqSVstAhyEPWOtwvx77wSweq0FCv/mS3lFW8ezNzMwMlkaWcOfjO7hx4wZ+9rOfoVKpgCRJzQ7MdoLV1VXp73Q6Xfe8lg69rmUtlZth4F/tQo0ORiuJrSA3hMXy1wW2AAIErJQVAVdAEwdPJwZ3r46mbvnSsDu4CBCtv2QSGJ6WNu4ch9/uR66UQ76SB0VQmHJPIeAKgOGYofLKtIOTxMjVMO+bx5xvDrvpXYzaR6XPC2wBNtoGj9WDWW/zsGiv6MRg0ZpejQyrT/c/RaqYwtXAVcXdF6I3JZqLwmf3qTLQYcgDHpRwf7+UkWZKOoCOFPiTkgbbj/QmtfSvvb09KX//rbfeAqA0NozAxsYGAODg4ACTk5OKZ5///OdhtVo7PrejF4aBfw0zag3hWc8sEoUEBAgYd4xX7y7UwMHTicFtlKNpGBxc445xFNmipF+IEO99GneMGzi69mGocQMA+7l9nBs9p/rMTQ6/Ml+LQWLkeihFFEnhS8tfwk/Wf4LdzC5slA0UQSHgDsBj9cBldenu/ejEYNGaXo0Mq2wpC5IgpbKaK+MriOarqZyCIGA3tYt/ef5fqs79oBgGzTAM4X6t0ExJj+aiIECgzJfbUuBP0nkGo9Kb5NEc0VDw+/2qERSt8FMAwSbPIxynSGGT486dOyAIAgzD6FKZrVP0yr9OivFuJPrl1Onkd4yKeg1CtK0ZrLRVoV+IR0XEoEOJqy9yYkYYbtwMkjLfD+iliCYSCfA8D5IkMTY21vB7ep016QRW2oovX/iyYQKpkzXZKb1a0aGRYcUJHFwWl1RWU17+GagaP42YqVkMg16UDK3D/e3uBzOimZK+frQOAgSWR5frnqkp8EafZ+gnHYyKiqtFPlKpFIBqZTM9ojhBABe6bFssFhV/37hxw9DoTS/8a9CMd6P50qkhWIXRdOgFvdJQ3G9y/ULEIDkSDTduhsGrrCX0UkTD4bCUGuEf8asu/qAniLuxu7qcNekURno/OlmTndJLTgc1ptnIsBILBqiV2mw1ZjPkAWtxMZiW4f5WdDAzminp2VK2YV60mgJvdBpsP+lgNkcax3P4Lz/6L7i0cAm5bK6vv90uBEHArVu3DB1DL/zLaOO9UxjJlwbNENQTgyoftKBh7X7jBA7RXBTbqW1YCAsEXpC+Z+b10JFxI1ZdUcPHH3+MN954o+MBmMWrbBbovbA4ofHivxe7B5/NB6/Nq2jTj7MmZkIna1Jrw6ERTcUqNPKymo3GpNan0XnAWigZgx7u1wrNlPBmlQbV2ppB4ecEDvF8HJmdjK7eYrM40m7cuIHIXgSeMQ/+4//4j1h9uio9ey34Wl/G0AkYhunq7hyt0Av/GgY51a9oyqAZgqeoh1ZyVtxvu6ldPE48BsdxWPQvIuCqFnQaBIO3q8jNH//xH9cZORcvXuxqAGbwKpsJei2s2dnZ6u3WuVDDxX83eheL/sU64wbQ/6yJHuhWKLRak0FPEFvJLalfoFrLP1vKAkBTwSvSoVE1lkaGVcAdwF52D367X/F5u/vEaMPAbEpGKzqYGc3WLkmQTSvamO081vTMND6LfQbOxsFpcUqf6yE8++FIa4fn7O3tYX1tHXNLcw33hNkgps6tra11fXdOL+iWfw2CnJKjli/1M5piNh5tJAZVPmhFQ3G/AQBBElKfnMBJl3vmy3lsJbfwevB1U0ZxujJuzp0711WURg1aeZWHKVe00cIS0Y0nRQytPi08bbj4bZRNOtOhhl7OmvQbvQiFZmuyUepevpKH0+JsKWxahbgbGVYMy+DK1BWMO8exn9sfuCosZlMyBinVoBbNlHSPzdPQuFFT4I2OnOfpPBweB8Ytygo8eniL9XaktctzZmZmwFQYTAYm6/p49c1XcRA7wNHBEQr5giFlo1uBYRh88MEH0r+NjOq0gtnlVC1q+VIvnvhOdSKz8WgjMQjyQY2+4XQYZ8fOql6mKrbpBHJjiRM4PDl8It2BY6ftyJaypo3iGH7mBujdq2zmXNFejC49PCnNFjdJkA3PdAC9nTXpN3oNzzZak1vJLd3PGrUy9pfHllt3ZDIMmpJhZjRT0hd8CyBAtK3AGx0576e3uJ291Qu/bpfn3Lx5E6tbq/DYPHV9vPPeOwCqZ6feXnobAHDhwgWsra2BIAhdLgHtBjzPg6IoeDweFAoFVCoVo4ekCrmc4ngO0XwUsVwMvMCjxJVwZeqKRGc90e266nZ/dKMTnfLowUEj+h4yhygflqV772rRKQ3l+mI0F6273FMsdGTGtMWujJvf+Z3fwa//+q/D6XTizTffxB/90R/hC1/4Qst2jx49wsLCArze47SnUqmEp0+fAgBGRkYwP68Upuvr6ygUCgCAy5cvK54dHh4iEokgko9A8AoIjAakZxzPIbIdAcMyYA4Z/LPL/0zRdmtrC5lMBgDw0ksvgaaPpyKVSmFnZwdAtXznxMSEou39+/chCAIcDgfOnz+veBYKhXB0dAQAWD63jEfJR9ICLDAFhHfDWGfXERgP4Jdf/mXFYnv8+LF0iO3FF19ULKzDw0McJav9zs7OwulwSs+LxSKePXsGABgdHcXc3JyCmW7vbqNSrmDaOQ1HQHnrbDKZxMHhAQDA7XbjkDu+fZblWGxubgIACCuBay9ck57N++Zxd/0unmefw0E7cPbsWVAkJSlFHt6De/fuAQCCwSDGx5WeWfGZ0+nEuXPKUuC7u7tIJpMAgBdeeAE2m016lslksLW1BaB6G3ggEFC0ffToEViWxYP0A6wsryieHRwcIJmq9lsOlBUbsVAoYH19HUDVazM7q7xL59mzZygWi7h7dBcXLyhTMI+SRzg8rM5bYaKg6LdcLuPJkycAAJ/Ph8XFRUXbjY0N5HLVw8Qvv/wySJKUDCsv70U4HAYAeN1exVrheR4PHjwAUKXb2bNnFf1ub29LpWZXVlZgtVqlZ+l0Gtvb2wCA6enpunsuHj58CI7jYLfbceGCsuZSOBxGIpEAUI3gOp3HqUT5fB7Pnz8HAExMTEglcIGqkvG/H/xv0AINiqJw9szxeHOVHBwlh7QmlpaWNOcRADA/P4+RkRHpGcdxePjwIQDA4/HgzJkzirb94BEXLlyA3W4/notcTrqDZHJyEtPT04q2Io9w0A5MzEwolCV70Q4LYwEAuMfdSFaS0rMp2xQK0QIeHj6UeARwrPC/f/d93E/eBw8e55fPKxT+g4MD7O3tAQAWFhbg9x+nRrIsi0ePHgEAvF4vlpaUwm1zcxPZbDVd8+LFi6Co4zWcTCaxtr4Gp8WJyYlJRb8AsLa+hkKlgEA5oAmPEHniB/c+AMuysFlteOvltxSGzf+8/z8RS1RvWJ+bnYPD5pAUwhXfCjY3qvxQjUd89PAjkDwJkiSxfFbpgCjnylh9vorMeAaLi8qLqSuVCra2q+N1u92YmZ5RPB8ZGcHCwgISiQQ4jgPDMCAIAgRBGBrZ4XleUc5aNMAomoLVZsV7f/cevvP/fAexWEyK6jTjEQDw9OlTFIoFHJYO4Qg4FIaAlbHi8KDKZ5eWluByuyQZx5QYhENhBBwBrMysYGmxug5F4/3xxmNsp7ZR4Ss4v3geBbYAn90HTuDw0yc/xXhlHBRB6cIjOIHDAX0Ah8ehUERXP1uFlbTilcArWHlBKatEHrF2sIaV5RXYrMfru8AUJLlgdVmBBSVdHj+uvuth5RAvnXtJ8YxJM3h+8ByHO4f44qUvwu0+dmhM2Cbw0aOP4KAd8Hq9CEwdy9ZcJQcuweFe6h4IgsClS5eO54jn8NnWZ7i/XeV509PTWJlZkfZVrzxid3cXgDF6hM1mw7nz5xSG6dHREewlOwLOAC6cuwCX65im7eoRFEXVHeWIx+PY398HACwuLsLn80nPavUIwScoDJtwOIwCUwDP8Ej5UojmolIGTiqdQjwer2Z/nLmi+M1WekQ8Fsd+qTqmlD0Fj/3YIVNgCojEIvDmvRgfH0cYSkO7Wz1ClOW9oiPjxufz4Xd/93fx9ttvY2xsDM+fP8ef/umf4u2338aPf/xj/PIv/3LT9izL1nmeBEGQvD4sy6q2aeQV4nkelUoFkVwEZ0bO1D1nWRYWWBDJRpr2WzsmsV+gytxqUalUIAgCLBZL3TOO46S2tZ48nuelMRXKhTpLt1KpKN61tvSyOD+iQBOfy+eQ47g6q95OVpWncDaMcd84BAjSuRp5vx7agznn3LEXV6jOE8MyGLWOKry4FEnhBe8LWGPWEC/FkS1lYaWtklKUSqakMakJ4HZp3my9NKINy7Ios+W6Z/J3ZXnl77bTb6VSQalSX+Od53ip30ZtxWfyuSBJso7min5l67DZHKq1l6/DWrR613K5LHlmm/XbCW3mffOgBAppJo2iUER6Py15T+d985h3zCORSbTst1seIf4t/1z+rNN1qBWP6KbfSqUCCyx1kcVwOIxoNgoAmPfO46L3WHgyDINH4Ufgwdf1S5EUAvYAvD4vCILAqwuvNhxv7TrslTYiT1SLKLMsKz1v1m8761DOEy2wgCRIWGBReLJ307tgygwssFRlFar9yj2TzWhTYkuw8BbVoh88x6PElqR1URv5lng7x9dFvt99913JAfLKK69I5wBu3LiB999/XzWaUy/xOnveCziWQ1ko4999499h4/EGOPZ4rlrxnmK5iPsH98ERHK7MHStioUwI2aMsxtmqEcJyrELGUQIFSqBw9+Au7mTu4E3+TVgpK2a9s7gydQVP158iU8yAJmkU2SIC7gAC7gAooprKE0qHEHQFNZVVkn6Sj4D38HWplxbBgnwpj1AmhBWsSG3k/fI8r9qvOBaLUM9fRJ3IbXPXPeN4rqoT5SJ17zrrmQXJk8gWswqjR3RYOmwOlJiS4n4kcV9F0hFYYAEIwE7ZFftKD/4tf9d2+u1WjxAIoS5Ckifz1XMn+bjCSdduv5VKRfVZM7kgf1eO47CX2VMYyizLgmVZ+Gk/BLuA7dS2ZNwIvIBsMQsracWMc6Zhv7U04HgOHMfhTvwOLKQFjJPBnG8O485xkAQJpszAR/uqfJrj63h4L3qEFujIuLl69SquXr0q/fv69ev4tV/7Nbz88sv41re+1dK4oWm67uIwgiAkBUDu9ZC3UVMQgKpyaLFYQJLk8QG8n1cX28/sI5wNgyAIjAljdaFneb+1YxL7BaBKGIvFAkEQVMdLUZTUNpKLYMR17AUiSVJq47F56kLKYjvx/3IBSJGU1JYkSYUAlM8hRVF1RpX4DnbKjsReAkSQAEmScFvcUr8My8Bj8+D68nVEshGEM2GU2TJYsJj1zOL85Pm6kKbNasOifxGLWMTFRaXHRT6Haofy2qV5s/XSiDYEQcBKW+ueyeewNmTbTr8cx8FmsdU9I6ljujZqKz578OCBFJ27fPkyLBZLy/Ut/t2oX7X28nVYi1bvarVawXFcy347oQ1FUrg4fhE/3fkpDioHWBAWQBEUFv2L8Fg9eJp+iil6ChRB6cIjxL9FiHQAqvPX6TpU4xHyaOlaag0ECCySi7jAX1DsnWZz2A7vkf9fDnm/teulFc3Fd1W72LHdfruhzaRtEvFiHAcHBxgbVea5V1BB0B3UhEfIeaIoh2iaVhgu4UwYbpsbFaa6LuRnl9wWN/az+5iwTCj6lcNG26TITd27UiSstFWa43nvcTqgDTbpHYt8sS4dsBGPuHnzJhKJBMLhML7+9a8jmUzi8PAQ2WwWv2DwWR2b3YbMUQYcy4G20FKEptU6PCwfgif5upQ9l8WFhJBAopJA0BVEJBtBUZA5DgUeu8wuKqjASTqRr+Tht/slJZukSLwy+QoA4Py0MpLqtrqxy+5i0bKoqawS93KCTWDeVp/eSdM0PLQHh+XjbAmRL4ltg+4gmAoDu82u6FeU2ee95+v6FXUiVf3k5zKQFOrXKU3RuDRxCdFCFAzPIFvKKtI2N/Ib4Fle8Z7ivvLYPCjS1fuRSIJU7Ks5z5zm/Fv+ru3026keIRpLu6ld+H1+hSFBkRTcdjcYlkE4G4bPexxhaVePUHvWTC7I35WiqDpDgqZpaQ6WxpewldxCoVIAx3Mo8SXMemYRcAZgoevnWU2miEYrCMBn96HMl2Gn7DhijpAtZxFwB2Cz2DDuqho6JEXW6Ye96BFagBA0MJO+8Y1v4Hvf+x4KhQIcjmraE8/zUqhRhMfj0aX6xIc7H8JpcdYdeBKRLCZxbfZa38/eNMqrFiHPq1aDuMAYllHNh2/0PuJ8yLG2vgaWZUHTNKbnp7HgXxiK4guNsJXcankmqJv80F77vXfvnsK4OUnQiybdQGs6NMqBzlfysNN20x22NAvu3L2D+wf3wZM8Lq8c06EVj+sUajxRDlER6IVfd7q+9SyC4/f7kclkDDuj8+qb1ejfQewAY5NjuPPxnbbatUOn6wvX674XyUYQy8UkuV9ki7g6XXXE5io57KX3cH683hAQ0Yq2vaATPaCWL2mpA8ghzmOv6Nfv9BsiHe6n7yv4Ui2Mej+9513Oy8SAweP4YxwWDkEQBM6PncflqcvS2tNSfmtlO2hSUEBkoFpZXJ1CjHCkiqk6w4ZhGSz4F8CwTN8PPPV6QK/bSnJqKR5Oh1MybgAM/X0heh2U7rVft9stCS85Wik6w1AN0EylRhvRoVuc3hHRHXweHz5n/RwOygeSgaFHFcB2KkH1yq875Q16lmdPpVLS3/JqZrdu3QLDMJr/Xi1uf3wbr775Kn704Y+kEvntoN2KXbXfkxs2gPKyY7fFjQSTaNqvnjy0k3VVy5e61QH6VfBnWCusiXSwleszNeQw6v30pq9cVlMEhaAniIA7gCeHT1BiSyBAKAwbM17b0rNxk0wm8Td/8ze4cuWK4mBsPyEKle3UNkbto9LnDMvASlml+2H6fpeGBguwGwGoxvDkB9sKFW0ObJkZWpUY17rf2gN7QOvKNlemrqiWn9aqGmC/DCczCUI1OvQCMxlugwSt6dAI7SiYvfJrvXhOr5CXZ5af0yFJUteCBHc+uYOvXP9KR5Gbdg2B2u/VXl5bm3Y85hhDvpI3pLpnJ+tKbT90owP0qwrisFZYE+lwsHPQ9HtGvV8/ytrXgiIorIyvIJqLYiu5VZe2aDZad2TcfO1rX8P8/Dxee+01jI+PY319Hd/97ncRi8Xw7rvv6jTE1hCFykZiA/lKHpzAgSIoTLmnJMMG6L+VbVSZVbOXae4X9PKMat1vK6//J+FPAAK6RAX6WUZ9WAUhYC7D7RT1aIcnasGv9YzGaIGbN28qIjnlchkfffRR3fe0KDstCAJ2N3cb3rmhhnZlV+335EUcCmwBAbey+tW0Zxp22m5IyXMj9IB+GdrDrmuY9f30pm+j9mIUZ8Q+Yvp0w46Mm0uXLuHP//zP8b3vfQ+5XA6jo6P4whe+gP/23/4bPve5z+k1xrZAkRRmfbNN8xD7rTwZ5ckz+u6KQYYR6V+tvP4fhz7Gm3NvNnzeS1Sgn+lUZhIUWtN5mA23fkKv/dcOTzRr5EVryCM5BwcHdaXg//7+32NkrFoI562zb6FUPK4Q6fP5FOWfm4EgCUzPT2N+tv193a7sqv3elHsKsVwMAgTYaJvCuMlVcljwL2DeN28IbY1aV/0wtIdd1zDz++lJXzPJ6m6hSUEBNfSzoIAIMx1Y7gZaCnYzn9Ew69iMOhTe6sDph9sf4vpiYy9JL4dh+3kgtNvDsVpDDzoPOu8xA/Tef2blO0ailXHz9a9+HemDNBbmFiSjSLxUVARJkrDZbGAYBhRNgaRIVEoVzCzO4Af/+AO4rK6OaNcuneTfK7NlbCQ34LV5cWb0jBQt6jdv0QtmXrtmHpsWGPb3U4ORstpUBQXMAjNb2a2gdXpQrVW/vb0N7ohDKB2qu0iyn+hnGlSn6EcUY3t7WyoFKdKh1fvSVPNt2qvC18vzTmAWz/huehfboW3YSBvSVBoz09Uytb3QeZB5j5GQ74fai+lEaLX/zJ4yZjbkKjm88947uDJ1BZFsBK+8+QoOYgdIHaak4kFerxepVApvXn8TkUgEk4GqoXQQO8DE1AS8Nm/HtGuXTrXfe5t/23De0ivU5IOZZSYwnPuqlg7D9n6tYBZZ3QuGyrgZZILorVin02lNq0N1CzNXldL7UDjHc3i89xiRXAQkSeI8cR6z3lnMuGcQyUUaev0vTV3S7TBsv9OpzCAIw5kwuBKHDJupux9BpLNaCkszb90g8x4jIedLGSJzWpShz5iYmIAgCLhz9w5C6RCO2CPQbhqFSgHz3nkEPUGpmEkinkB4K4z5M/P48YMfS9E0APiTH/xJwwhwv2hnBt7SK9TktJll5rDCLPqSkRj0/TRUxg1gboI0C2+elGpLZn5PPaMYovctykRhp+ygaRpOixOhTAgW0gIraW3o9RerpekRFRiG3NpO0YqOZa7clafUzLxnEHBalME4UASFoCuIRcsiLi8d3+uxldyS9sHEVPUC04mpiTrF+pR2+sHMMvMU/YfZ0+TMMr6hM27Milah5TJXbnr2oVfhsLKy0lN7rWBmIahnFEP0vr24/KLic1FJCLqDUrlyNa+/XlGBk5hORZEUlhYbKwOHhUNYKMupp7QPkPOlW/u3mn7XDILbKOitMDSSD3LF+p333lE8kyvWpwU1tIEaHcwsM4cVZtGXamH2FEUzje/UuOkTWoWWDwuH8Nv9Ddv3uiCsVmtP7bWCmYWgnlGMVt63/dw+ri9cb6g061nW+qSlU7WiM1BfdlvEqadUW8j50kmMIraDfigMjeRDu4r1Ke20gRodtJSZZvGqmx3d6ktq8zvjnoEAAfu5/Z7nvJsUxX7S3EwplKfGTZ/QSrkFYNglY/2EmYWgnlEMM3vfTlo6VSs6jzvGm7Y/9ZTqg5MYRWwHRioM7SrWp7TTD1rJTDN51YcRavPLCRz+YesfAABXA1dBWarz2+2cd5qi2G+amymF8tS46RNaKUTjjnHDLhnrJ8wsBPWMYvTqfTv1uGmHVnT+KFR/qWFt+1Noj2GJImq9V41UGNpVrIeFdnKYhedqJTPN5FU3AnrTU21+o7modMFsNB9F0BME0P2cd+ok7TfNzeTENa1xYxbGohVajdlKW3UVDul0GoIggCAI+Hy+nvrqBWYXgnpFMUQlQSgJEh3c7qqgauV9O/W4aY9cNocRYgSj/tG6/WDm6KIaBplX1vKlQY8i6rFX+6EwNJIPnSjWg047OYziuWp00Epmmsmr3m90Ss9u9CW1+Y3n4nDQDulv0bgBupvzTp2k/aa5mY4dmNK4GUZlrh2FSU/hsL29LZU2vHz5cusGOmKYhGC7EJWEh88fwgILaJrG+XPn2/K+nXSPW69QU/6zkSzGLGOwW+11+8HM0cVaDDqvNBNf0gJ67NV+KAyN6GB2Z5ReMIrnNqNDrzLTTF71fqNTenbDl9TmjxM41b+btWmGRnokx3PYTG2CAIHVrVXJwVVm9S1U1e74gP47Bk1p3NY/Gl4AACAASURBVAyjMjdICtNJhN7eb1FJONw5rN5zI5DSXRKtfuMke9x6RSPlf51ZRzwfx6WJS3VtBkmhG0ZeOcjQY68arTCcRGfUMPJcM3nV+41+0FP1egDi+DMxPa1Vm2ZQ0yM5nsOd6B0QIHB1+qr0m6FMCBvJDVyxXWn4O1rT3Ex6rimNm2FlLEYqTNPT09KNu6dQol/eb4qk8Nrya7jKXQVFUZicnGx7fL08P8lopPzPBeaQLWXBudXnblAUukHnlcPGl/TYq/1QGIaNDr3CKJ6rJx2MNpKNRKf07IYOavM76Z5ELBcDAEy5pxTf72bO1fTIWD6GEftItSS7zJhyWVzw2rzYTG3i3Oi5ur60oHm71eGMcAya0rgZVmXOSIVJTZE2KlffbGcE+un9btegkeMke9x6RSPlf3RkFKMYRaFSMGBU2qERL+QEDtFcFFvJLVPssUboZj+YGXrs1X44xoaNDr3CKJ6rJx3M5FWXox/6QKf07IYOavMbcAewl92r/u0KSN/tZc5r9cgPdz5smHp2ZvQM7kb1uQC8kVM4kovATtvx+bnPGyprTGncyCeE4zlE81HEcjHwAg+SIOG1eaVNcIruYFSuvhnPCJjd+32SPW69YlgdJSLU9goncHhy+ETKt/bYPAAG5xzOIEOvvTookcRhwTDyXK2NZC2Mkn7pA/2gZ6P5/aWlXzqOZFS0d0w0k2EUQeHsyFnMe+c1d4yYPSXalMaNuBDtlL0qpLmyVHGiwFY9rbf3b58K6R5g1MI044YwuwLcyOOWKWWQLqYh8AJ2Uju6eufNFm1rF8Me9VIT2tFcFGW2DACYcE4gko1IzqESV0KxUsRb828N/LubEWb1jp+iMwwrHbUykrUySmr1Abkzu1ApYCu5hdeDr/ckZzieA8/zeHLwBEW2CKfFiSn3FAKuABiO0ZSezeZ3eWxZk99Q+81msFJWXRwjZncKU9/+9re/rUfHgiCgXC4rPrPZbCAIomVbr82Lg8IBNlObyJfzyJVzCGVCCGVCyJVzWPAvgCAIkASJEceIHsMfejyMP2y4MK2UFQkmgQX/wtD8bjOEMiFYKEvD55zAKcbE8Rx2Ujt4GH+IreQWQpkQeIGH1+ZVPTTYK0iCRMBdDWknmASKbBEVroJUKQWf3QevzQsbbYOFsuCQOcRB4QABd0CzsYiC7Ig5gsvi0vW3tAYv8DhkDmGl6m+czlVymPPO9Z2HaLl+XBYX7sfu4+HBQ8TzccRyMWyntmGjbbCRNjAcg2wpCwftgJWywkE7sJ3eBkmSpqabmdAJvdT2KidwmPPOYWV85dSgHBCc0rE5dlI7kjyQw0pZJQd0O3xVrg9wfDXinCll4KAdcFqcKFQKsFCWruWMKLuSxSTmfHOwUBYUygXEc3EkmAQuT13GixMvDjQ9jZJxW8kt2Ghbw+dFtojFkcWO++3FdpDDlJEbMby3cbSB3dQuSlwJDtqBoDeIMecYDvIHSBfTIEGehunbxMOHD1Eul2G1WnHx4kXDohVmjJJ0ErLu1WNVS4d2UesR2kpugcgQfYmAmTHa1i4aeWAfPHsAkifhn/QDfbRttEzD4HgOd2N34bP7sEguIp6LgxM47Gf3YaEsmPBP4Ig5kqLeIqyUFQzLmIJu3e6HfqEbeg1iCpnZ6WAEjKDjoNBBK6+9XN5H81FFlg5QdSz2ImdqZVfQE5TumslVcqBISpXfDgodAOOijGbPijClcQP8fGIEYHFksU44O2gHGJbBfnbfoNENHjiuGprluCozMWphavG7WqdIdcIcGin6dtqOzaNNbCW3MOWaajimWjp0i36GhM0efm6GRnnQk7ZJjFnGAL6/49HSUBT78tq88Nq8ktAmCRICBKwl1jDnnatrRxGUaeim1X7QC2Y07PVIETU7HU4KBoUOWjkp5es1lovV6Xpi9a9u+VW3smtQ6AAYV4nX7OfSTGvcANVwsN/uV33moB1IMIk+j2hwYbfbQVEULJZq+pVRC7PX39XjAGInzEGNWcoPcBMgsDy63HBMtXToFv2MgJkx2tYJ1Dywz4rPpEva+gktDcVGfU25pxDLxZAoJOqMmwJbkNJtzEA3rfaDXjCbYa/XAWyz0+GkYFDooJVzVK4P8ILS0yTnVUB3/Kpb2TUodBDRLMqo13lZs59LM7VxM+YYkyaqFgW2gDHHmAGjGkxcuHBB8W+jFmavv6uXJ7XdFAQ1Zige4HbQDuQr+aZjqqVDt+hn5M3s4eduoBUdOoWWhmKj7wZcASSZJEpsSfF5gS3ARtskheH3v/b7yB/lMTMzg5s3b7b9u1rCKDq0C7MZ9nrxP7PTYRihqnROzmLZt2x6nqqVc1SuD8jP09TyKqD7MurdPB+W/aBnNTqj725sBVMbN9OeaexkdlBgC3DSx3W8xYU/7Zk2cHSDDaMWZq+/a7QnVW188VxcMsBrDzzqNaZehEunnhyzh58HCVoaio2+S5EUVsZXkClmkCwmYaWsoAgKAXcAAXcAFEEhV8khdZDC1sZWR+M/aTCbYW80/zMag1q1EVCOvcyV8fzoOXx2H874z4CyHN8qPwjl2rVyjsr1gWg2img2CpfVpeBVYr/dyJmTLrv0Tqs18/lCUxs3C/4FCBCQLWelw7KikPZYPX2vqjVsMGph9vK7RntS1ZglJ1R/k2GZuluI9RpTt8KlG0+O2cPPgwQthW2zvhiOwb849y9wVDwCwzLqdJubh4WyYGZmpruXOQEwm3JkNP8zEu3wLgCmNH5qx54sJkESJLKlLJ4cPpEqsA1CkRZAW+eoqA/M++Zxe/92Y37VhZw56bLrJDtDTG3ciAuTJEnpsCxwchbmKephtCdVjVlSBAWGZWClrIpbiPUcU7fCpRtPjtnDz4MELYVtq76WRpawhKWGdFu9udrR2G/cuIG9vT3JGBL/NiqlrR8wm3JkNP8zErvpXeTLeWTLWawdrknOzkn3JDxWD7aT20gUE6a6IFo+dvm45NF+hmUQzUclHWdQlE6tnaN6yJmTLrv6fTbXTI4FUxs3J31haolwOAyO40BRFGZnZ40eTtcw2pOqtia9Ni948NX0gpo1WTsmLenQjXDp1pNj5vBzNzBqP2jt8WynLy3o5vf7kU6nAQBra2vS56FQqO67ciOoleFjdr7UC730EPZ68T+z0wGo3q2ym9mVzjeKiOViSNJJRHNRBL1B2Cm74uJakiDhsXkwah/V7SLFVqjlu2K0H6gWR4rn4gh6gojFY+A5HgW+AJzAxBSzyJlB2A/toF/OED3P9nQLUxs3gHKxy4WF3jeyDxsSiYRUHWqQN6sZPKm1DFjc2AzLwE02H5PRdDBjWosRHh8j6UCRlLQmxHcOZ8IA0HVKhx7KgN/vRyaTgSAIHbW7desWGIbB+vo6bty4oWrgHBwcYHJyUvFZPB7HxMRET2PWA93MsV7CXi/+ZzRfagf72f06wwaoGgcFtoCNzAbOjpytVq6suS8lW8riH7f+EUsjS4boCrV8VTxLIj3/ubGTTqfBsiwqqPRtbMOMbvfhIOyHdtAvZ7AZS+ab3rgRIV+kdsqOaDGKWC6GO/t3YKft+MWlX8TiyOKpkTPkMGM0TxzTVnILt/dvI5qLAgAC7gBem36t7+NpBrOltZjR46M3jHxntahKo0hLu4YNTdPSfRA+nw8MwwCo3jS9uroKp9OJa9euDXX6Wi30rOrYC/9r5EiQRxLMimZXQzhpJ1JMSvUiSODnV0cUEoadZamly6R7UnGvi7wQDcMymPUMrkJtJphR6e4n+uUMNuPZnoExbsRFaqfsCs+M6LX5dP9TJIqJoVSGmqFdr/e5c+cgCAIIgjBwtNrALKHrWhwVjzDtmZbuuQGASC6iWJdG08HotL5aGCV8jKSDkQJ3b29PkVZW+5nc0GnHsBENGRFi6lrtd1ZXV1vO9RtvvIH5+fmhMIJ2UjvIlDN1Z0MC7kDPwr5b/tfMqIYHuDJ5BTRlXpWg2dUQDMvAb/erXgQpwmV1GXaWpZbvBtwBJItJFNgCCBBSIZrRwChmqBm8Enil72McRnSrdBstp7VCv5zBZswIMS8nq4G4SCPZSJ1nxkk7kS1lwbDM0FvicnTiAXY6nY26MTX6lbLU6++0q7AaTQczpPXJYZTHx0g6GOnlEosByCukyT+TGzoOh6POeNETm5uboOmBEUkNwfEcniSegCbo+rMhxSRWxlcMEfZNeRRySLAJLHnMKzunPdPYSe+AYRnFvIrFXFYmVhDPx1WNG/FCSKOqydXyXYqolmvfPNpEppSBi3ahUCng/OT50zR7DdGt0m20nNYSWjmDe9GRBrKgwPe//3381m/9FlwuF3K5nBZjUoW4CBt5ZjiBG5gqI1ph2EOu/Urf0eJ3wpmw6kHWKfcUAq6Aadal2dL6zOjx0RtGvrNaVET+2Y0bNwBUDZ2ZmRnp/Ew/QBAEQqGQwlvq8/mQSqX68vtaYTe9C5Zj4bF7FJ+LWQbRXBQj9pG+j8uMqSOdoNHVEFPuKbitbix4F/APW//Q8F68gDtQd7Ftv9CI716bvVbHdzmew1ZyyzRVpwYZZlS6BxGtdKRp9zT2cnumyQgBejRuIpEI/uAP/gAzMzOq6QhaQlyEvMCrP//5Ab1hVIYaYdCFVSvIS38+O3ymMBjcVrdmxpsWRmKZLWMzuVkXVYzlYkgyyZ5yqLWOXpkpre8kCh+j3rmddaRm/DidTjAMA4IgOi4u0AkEQagzpDKZDC5cuDBQJafDmTAW/AuqjjgbZcOdvTtYmVjB6tZqXxXXQXckzPvmEc1FEcvHIKC6DjmBw3ZyGxbKAkEQ4LV6cVg4lNap/PJahmUMvbSxHb57Es8g6gmt0rDNVua43+NqpSMRIGCn7abJCAF6NG5++7d/G1/84hcxOjqK9957T6sxqUJcpLU3wAPHIWfAXMqQ3guvE2GVz+elHFKXS90gMht2UjvYTe+qGwxUEiRITRR0LYzEQ+aw4UFWhmVwyBwC6JwOwy7sjDoDZOR+aPedteQf3a4jMZLjcDhw7do1rK6udvS7vUIQBKytrWFtbQ0EQYAgCHi9XlNHczieQ8AVQJJJKlKoOIHD08OnKFVKWPIfV+3q115u1jfDMCiVS8jn86aWD4TsP17gEU6HYaEsWPQvwmPzwGP1IFPOQICAV6ZfUdxwPwh34z3df4pkJgmX1QVYjj8flmyMfqPbNGy5fLA77KaUwf3UDVrpSHu5PXx+7vOmyQgBejBufvCDH+D999/H48eP8Yd/+IdajkkV4iL12DzIlrKSwJCHnI0Kf6mhHwuvEw/w8+fPpdKGly9f7ul3+4X97H5Tg2E/u6/J77RjJPaiaAoQQKCaavNs/RlC6RASbAJnzpxp2c+wpx5qdQaoU/oYuR/aeedG/GM7tY17sXvw26pVo9pdh92uo729PTAMA4fDgb29Pfh8Pt2j9M0gCALS6bSUumbGtDWKpECR1TMV0XxUSqFKMkl4rB6FYQP0by83M6rXttcwRo/hefm5aeXDbnoXZb4sFWyJZCOgSVqR7hf0BHE1cBWbqU1sJ7cx6Zo0XMnqBLee3oIFFtA0jfPnziueDUM2Rr/RbRq2XD54572mlMH91A3a0ZHMlBECdGncxONx/N7v/R6+853vdFQD/NGjR1hYWIDX65U+K5VKePr0KQBgZGQE8/NKZWZ9fR2FQgEA8OrLr2LUPop/3PpHJAoJCGUBBEPAZXchTsYxOTopKUMcx+Hhw4cAAI/HgzNnzij63draQiaTAQC89NJLioOsqVQKOzs7AKq557V3L9y/fx+CIMDhcOD8eSUDCoVCODo6QiQfgXXcihH3cW51gSkgEo6AYRkIOQHXLlxTtH38+LG0oV588cXqe/xcabu7dRdHR0cgCAKvX3gdKzMrkrCiBVoar9frRWBKaeitra2hUlGvm39wcIC9vT0AwMLCAvz+41KbLMvi0aNHUr9LS8pFu7m5iWw2CwC4ePEiKOqYUSSTSezu7gIAgsEgxsfHFW3v3bsHoJrycu7cOcWz3d1dJJNJ3Nu4hwsLFxTPCsUCDg4OqmO3HdS9z6NHj8CyLGw2G1544QXFs729Pant8vKy5KGkSArFYhG7oep4fT4fpianFG1/9MmPkGWycFldWD5bFa6ioTpHzSG9n0a8GIdnxIMxz5jULlvMIhFPAHZgw7mBJ6knKJQKcNvd8Ng8CIfDWH++Dhtlw7/6wr+ChT521yUSCdy8exMO2oHJyUn4fce04QUee9t72GQ3wS/yOHv2rGK829vbkhK6srICq9UqPUun09je3gYATE9P19038vDhQ3AcB7vdjgsXlPMfDoeRSCQAVCvKyA9e5vN5PH/+HAAwMTGhOLQOAE+fPkWpVAJN03jppZekuX91+lXcfn4b95/fBy/wCAaDuBC4IAmfVjzi6bOnuL1/GyWuhMsrx4pZKBPC+t46xivjoAgK8/PzGBlRnnWoVCq4d+9eX3nEXmQPdIJGvpAHO8GCoilJ4I5So3j44CEi+QiK9iIWAsc3+XE8h0+efIJ0MY05zxzeeOkN6T0PCgeYwQwSh1XanD17Fm73seG0cbiBg73q2hd5hAi3xY2PH32MjCcDgiBw6dIl6dnMzAw4jkM4HMba2hqWl5d1NW5+CiDY5HkEwC/I/p1Op0GSJEiSxNmzZzEzM4O//Mu/xNbWFgBgamoKgUBA0YfII2gLDee0U6H0WIoWWBkrKIJS8AgAKBQKWF9fBwCMjY3Vyb5nz56hWCyiwBQgTAtwWVwIeoIIeoI4Sh7hw8iHAACvy6toV6lUpL1MnCWwuLioeL6xsSGdZ3355ZdBksfZC4lEAuFw9Y6k2dlZjI0d8x6e5/HgwQMAgNvtxuLSosKo3tvfQy6Xqx7IJ60IOI/nyUw8QsS97XtgMtW0xZmZGUXanwUW3H56G3l/Hl6PF+cC51CoFHB94TqAqh7xcLeqD9Qab4eHh9gN7yJaiELwCnC5XJLTIOgO4snjJwD6o0cIggAQAM/xWFuvFvZYWFiAzWoDUOUBuVwOGxsbAIDJyUlMT08r+lXTI0Ts7+8jHo8DqOcRxWIRz549AwCMjo5ibm5O0XZtbU1KT5XzCMDcegQAvPDCCwqlO5PJ4OGD6npQ4xGivsSybF3U4uDgAMlUtd+52TmFwdkuj6AoChcvXlQ8i8fj2N+vOmwXFxfh8/mkZ+VyGU+eVNehz+fD4uKiYlzhcBgFpqonLy8vKwzhTnhEIz1i83ATLy6/CIvlWD/J5XLY26/S3OWrd5h0yyNEfb9XdGXcfPOb38SFCxfwjW98o6N2LMvW5WwLgqBYSGptxOcUSWF5bBlLI0vYTe/iwc4D7BX3UCgXsOJeweXpywpLvN1+a8fE87z0TLy/QY5KpQJBEBSEFsFxHCqVCiK5CF6cVjIWnufBsiwssCCcDeMalMZNpVJRGCFy762NtMFKVBXUUCaEAlHAlakrOCgcIJVLSe/I83yd11v+/rUMVhyv2FaOTmhTC/kc1vYrvmurfj2kB0yFUSj8EKpjLrElzHhm6tpWKhWwLKtQANTeVU7zWe8s1mPrx3PIHY83V8mBJEjkS3lYYAFbOR6v5CHJ7YIQCMw55mB1WJFn84rDrs6sE2W+jFAmBIfHAb/PL61TcT3kS3nspndxduyYufA8jzJbhgUWCHz9WQeWZVFiS6o0kL9rLeR0VVvf5XIZPM8rhEyrOWynX3F917ajSApBVxCkr0qzczPnFIy91ToMZUIolAqw03bF5y6LC8lKEqF0CEFXULEOJyYmUKlUcHBwIK2ZWujJI3iWx6R1Ei/NvgSH4zgymclkJP4RdAbB8Ryi+eqdXvF8HGtHaxi1jiKajyreM1fJYbewC2vFKo1P8Zs8p+ARtSizZVQqlbrSpzdv3kQ0GsWv/Mqv4ODgAFNTU/i7f/o7rMysoFQswWa34T//zX/Gt/7NtxANR+v67RRBABdafksJQRDAcRzW1tYQCoXw6quvwufz4Xvf+15D2pQqJWykNjDrmlUoLluxLeTSOaz4V7pe36OWUQi0oIjM8RyPfCkPj8WDCVf9RaXiXm7Wrxra5bOVSqXOi50pZVAoFTBpm8TlxarsFPe82XgEAFQ42T4VlOdvBQgos2WwLAuWq35H7m1uJqsqbAX3D+6jwldwZuQMPLZqIYhQJoRYNgaiTIAiqL7wiJGREdhIGwqFAorFYl2/FEm11W+jd21X3qv1K76rWnlkM+sR4hgajUntXUmSBM/zIEmyLmoh56UCBMXzdte32rNm+0b+rmLb2vVdOwfi8054RKMxjdFjKFQK8FmUcpllWTAsgzOBM3Vte+ERWqBj4+aHP/wh/vqv/xqfffZZxzXAaZqua0MQhLS51cqA0jRdpyCI4S8P50GEiAAA5v31IcZ2+60dE0mS0jM1wlgs1cOLav1SFAWLxQKSJFX7bVbqVPxN8f/ysGOOyOGocoREKYFkMon17DqKlSLemH0Dm9QmIuEIeIFHmS/XhVzFdyUIos5TJo5XHJ8c3dBG/q6N+pW/Y7N+p9xTIGhCWf2GAFiwcFgd0jmr2n7l4270rnLazPvmEToKoYIKHLQDJFUdr2gkFsoFeOwelMvlundxW9yIJCMIuoOIMlHMeGYU3rBKpYLHxGME3UHEi3GcnVd6RmiaBk3T8NAeRDIRhXFDkiSstLW6b8j6vUbTNKywtnzXWsjnR219W61WlNkyYqUYkjtJRZoXSZAN902rfi0WC3ieb7pvWvWr1vagfAC33V33OYBq4Ql2F4uWRQXtxIiEmNJkBI9o1i9JkgABxZ1eTIWB1+5FrpJDrpiT6AJU12GICWHJsiT1o/hNkpLGorYfrbRV2jtq4/2zP/szAFWv7IP0A1y8ehEHsQOMT42DpmmMjo8iFonpWnCgHTAMI0UGbty4IXlRxX+LqXXf/n+/DY7g6lI63DY3MmQGiUqiq/XNcRwoisLK9IoiFabElzDlnELQHQRNqq81K6wN++2Vz0rjlqWObAvH0d2Z6RlFdLcdHsFxXEd8tp1+m/EIC2UBS/9cgSOUF18SIGChq+lc4l09cn2gmazaK+yBJ3m4rW7FHLosLmSKGTAVBkFXsC884uqZq9V7h3CssIv9itkY7fQr/78c7cp7eb9S9sjRXTBFBiRJYjQ5qtAxzKxHiGNo511F2Gw2KQMkRyqrAMt5KQFCsc464RG1aLZv5O8qtq1d37VzID7vlEeojWnONweGYhQOG4IgUEEFLptLNX28Fx6hBQihA2mUy+WwvLyM3/iN31Ccs/nmN7+Jv/qrv0I4HIbFYoHL5QLP81KoUYTH41Gd3GHEhzsfwmlpXCtdHjJv1QcncFUlh1WeP0kVU3h99vWBP1TeCFvJLWyntutKf066J+GxerDoX9Q0p7TRmY0Pdz6UvHlqyJayuL5wHbf3b4NhGdVzFK9Ov9pWP28vva34bCu51fLwudY5ro3Oe+Qredhpu+nW2+rWasfzanZ8uPMhksWkIvXm8eFj6e9MKYPrC9cR9BwncTV7Ty3XUbP5fnvlbeQy3V8J8BTNIzfPALzQ5Hkj+Hw+TE1NYW1tDefPn8f3/+77PfPnTmHEXh4m1M6fWHZfPHMTcAek/dDJfGohq7WCyHubyZF+8t5+ygKzViQz677t97j6RR+tbIeOIjeHh4eIxWL47ne/i+9+97t1z0dGRvCrv/qr+Iu/+IuOBjGM0KIKlBhWjOaidYYNUPVkDfPFpeLBa5IkFUqcHpVvKJKS+hM3bzgTbrttOwcXuykBbMSlm4NWxGAYy0nPemdxN3pXcR8KiSpzL7JFTHumEc/FFfui2XtquY6a/c7qk1W8sfCGapqIkUin09L5nJmZmbYrTWop0M12ge6goXb+xIp0iWICfrtfiuR3U4ykl+dawmz3kPVLFpi5KqgR+7YdvtPvcZmtYEArdGTcBAIB1bsGvvOd7+D999/H3/7t39Yd+Dqp0GLhiYs4nlO/dZkkSF0rqBjtSekno2/GXFPFFAQI8Nq8de3khmqrzd+NwWuEsBu0+5OMKietJ+Z986ApWpGSOeocxX52H26bG2POMRQrRen7rd5Ty3XUar4dTgdy2RwIglDN8TYSPM9jdXUVH7/4MS5evYh33ntH9XsUSWmucJlNcR00qM3fgm8BS8QSBEFAoVzoaj7N5hwxWomUy/07+3fgsrgw6Z5EwB2QSmsD2soCMzvU+r1v2+U7p/ykOToybux2O95+++26z999911QFKX6TI5Pwp+gzJVNE27UE1osPFGJ4IR6zxHDMphyVyt6teNZevr0qVRBpbaKmBrM4knpF6Nvxlw5O4d0qer17cVDMu+bx/95/H+QL+XhtXulqkit+um3sDOTJ7MddONI6HQ/9BsUSWFlbAWZckZKyXRZXAi4AnDb3KBASWcO2l2HWq2jVvOdTCYl3iCec5mZmcHPfvazhgeH+41SsYTbH9/GV65/BRNTEwojRzQU9VC4jFZcG8Hs+0GEHvNnJueInA7nzp/ru3OxVu7baTvstL16t1wxiZXxFYWBo5UsMJtDrXY/9HPfdsJ3zMpPzICeLvHsFA7aARtdLWlohnCj3uh14YlKRIkrKRY6wzKwUlYEXO1fXFoqVatqtetJNbMnRQ80Y65emxckSMx753vykFAkhWXXMkJsCEfMEbKlrCk9LWbzZLaKIHbjSOh0PxiBBf8CQpmQIvWMEzhEc1Fsp7Yx4ZhAoVLo+/rpZL7lkX6/349CoQCn06maV20Edjd3EduLSf+WG4ofhT4ylcKlJwZhP+gFM6ULinSocBVDnIu1cl90oNTeJSRCPoZeMj3M5lAzcj+YzdAbVGhi3Lz77rt49913O2ozrEqylhCViGKliPux+7BQFqm8cMAVAEVSbXuWaJpuWL1JDSdtg7VingIETTwkNosNC74FLFuW8dLSS60bGAAzeTI7CdF3Qp9Oa9L+sAAAIABJREFU94MRUFO6KIKCz+7DG7NvGOoY6sZxI79s89P1T/G585+r+06kRR+tnneDUrGEawvXIAgCFhYXcHR4hKmpKThHnfj+D7/fsJ3ZIpi9YBD2g17QIstCqxRukQ7xUhx21i7xPNGpEc/FkS/nsZXcwuvB1zV3atTK/Sn3lFS0wUk7Fef85LKg10wPsznUjNwPel8qflJgKCcbRiVZa1Akhbfm34LdYm9YQSXoCWIrudV0oddeiNYKZvOk6I1ahiAXJpzAocJVsOBfaMo82mE4ndLBCOjpyeyUKesVQRwEOvQjp9ooIbmf3a/77O/v/z1+4dIv6fabzcCxVX62tbEFi8WCtbU1zC3NNW0zTErEIOwHPdFLloWWKdwiHeQV3GqrpdppO7KlrC5RnFq5LhZtYFgGDtohpcjXyoJe+bSZHGqAsfuhHVqa4ciA2WG4m2bYlGQ90EzJCXqCuBu7q/lCN5snRW/ImWutMGFYBvP++aZzapYzSlpAL6W6mzk6aRHEWuiZU23kmvWMePBp5NO6z91ed0+lpLWA0+nE1NQURidHka/kTaNwdYJTz27/oIcDRq4XqVVLFc/gaZ39Urs2KJLCyvgKovmqo6/IFlVTYXvl00alBpptn3A8B0EQ8FHoI1gpq3T1hVjMQbxUXA+Hn9nmolcYbtwM4qQZgUZKzlZyS5eFbjZPit6QM9d0Ma0wbMTzTWIaoNqcDtsZJT2U6m7m6KRFEPsJI9dsI76/+mQVQPVukX//b/499vb2EIvFkMlk+nZBqJg+Jxp/ZjiL0QmGydEyCNDDASOnj1q1VPEsjNYOHjW5T5EUgp4gfHZfw7tTeuXTRlT+Mts+EcfDCRy8Ni/KXFlRzGHeOw+X1VW9VNyqfs+YfD10YqyYbS60gKHGzTAqyf2GXp5tMx2y7AfkzPXH0R/DQllQZIuK801A4zk96RGGdtDNHJ20CGI/YeSabcd5Ii9GcOPGDdy6dQsMw+gyHjlu3LgBANjb28P0zDT+64/+q2GlVrvxpg6bo8Xs0MMBU5tJIIe8Umq3/TeCmtzneA6bqU2ki2mwHItwJly3BrXg02oONT2jCWbbJ+J4vDavIlrGCzwyxQwoHyVdBt4M4pmcTowVs82FFjDMuBlWJbnfaJexRqNRcBwHiqIQCARa9qu3J8WMIVCRuV6cvNj0xnu1OdeLDsOEbpQAvSKIJ5kOIoyMiolK1G50F3bKDpIkMT423lAu3Lx5ExcuXMDa2hosFgveeust3Lx5Ezdu3NC8xPTq6qri30aVWu3Wm9qN0Xq6H7qHlg4YkQ5Wwgo7bUeuklOUXq6tlNpp/61QK/fLbBkbyQ347D5cnb4qjaV2DTbi06JhRIDA6tZqxxXU9IwmNNsnxUwRnx1+BkfQ0bf9IB+PGC2TV6YrVApS8ZxmoEiqY2NlGJ2zfTVuPt37FPlyHjRF49LUJVyZunLqee0R7TLWWCwm1W1vd7Pqle9v9hBoN8JKTzqY0RDsBt3Mq14RxG7oMGwwMiomKlGHO4cI58IgSRJOr7Op82RmZkb6vxjVEQ0c8S6dDz74QNPyrbFYrPWXdEK33tRujNbT/dA9tHTAyOnw6stVIyOWjWE/tw+XxVWXSaBH9otc7m8lt2ChLS3XYKOIz53oHRAgmhpGjaB3NKHZPjk6OkK6mEaMjvVtP7S7b9tZb50aK8OY/t1X4+a1mdfA///svVmMI9l1JvxFBPfkliuZyUzmUntXd1eVelPLaky1PTYE2xj71RgZBgTDBiwDfrEfLMm2DMN+GEAzgBcYNgYQDP8yYOifeRFsSIbc1Yu61ZK6urs2ZVVWZZK5k8yF+x7LPFARGREMksFgbGTyE4TqZDAuI+6599zznXPuuWgtPOVmGZ+mP7XckB1W8AbvQfEAqWIKE672U4TtmvZn9xColsXKqAiD3YlgP9DSR1bkYp8XWL2vjiIpxCZimHPNwel04sbyja7fF6epdfpcTHQ++eQT4VydW7du4Z133ul7304kEun9JYOg1Zs6TuU0F0Y5YHiSEQ/FcffwbsdqqUZmv6gdg0p6Ol1OY9Iz2bouij6pXeeNjibw80BeGZUiKJSrZbgJt+a2B3meXtfVjLft3HbXtuRkZRR1hmVpaXYxZIcNDMsgkU3grcRbqDar8Dq9aHJN0BwtOUWYL93IK77V1VVwHAeCIBTbNDMyYPcQqJbFSu093eSgBLsTwX6g1QgwIoLYrxxGEXbYV6e3HDoRIOBs306tVgPHcXA6nWg2m/B6W5u16/U63G43XC4XGo0GgLNoEX8/T5y6/Y5e0OpN1UJax/NBO/R0wCjJQal9oFVUoNKo4L3t9wxbs/sZg3I9LS5nLYeadd7oaMJicBHJXBI7hZ22anSn3lPM+GcQX1anA/WwodTOWzXjrV+yYrWjywiMz7kZIjAsgx/v/xg/2f8Jdgu7cFJOkCDhcXrAsizC3jBy1RyS2SReib0imVjBYLBjm2ZHBuweAtWyWKm9p5McOsHuRLAf2CkK068cRhF2kIeZcuAJCU9S0uk0IpGIarJycHCAjY0Nox9TgFZvqhbSysuBd54Newqs2dDLAdNpPojbF6/Z4qpZRqzZg3j09aigNsj1XoiH4riXuod8LY8pz5TweZWuIhKKYD40jxyXwyQmu7ajlw3Vz7ztNd76JSt2cHTpDctLQasxZEdlz8GgSGQTuJ++j93CLoLuMyVYa9ZQRhmXpy9jKbSESrOiWslaERkYhhColsXKiAiDWUTQrDlm1D6uMbThPMqjn6iLeF74pnxYWl3C1NyUMEeMhFZvqlbSOkopsKMMM9fsQTz6g67zRkcTKJJC2BMGSZKSlDTxviY1zkO95KGns6lfsqLnb6u1JTp9bynQ/fBktbCc3FhdMWOYcPfwLkiChJN0Sj53O9yo03WsH69jKbTUl8FrRWRgFEOgRsEMIjieY2NoxSg7nuTz4n//n/8NoLVf9O7hXcPnxSDeVC2kdZRSYIcRaufSIGt2v/N1kDE46DpvVjRBXpVMDDW2lJ42lF7Opm5kJRaIdRwD3X5bzdhRa0t0+95p5RQX/RcHen9gCM65GSvcM6RKKUx7p4UDvMRwO9w4rZwCUDZ46/W6kMvrdp9tlLMiRWwUQ6Bq0UkOnWAGETyPc6xfOYzRDj1IsZ3lYPW8MDNtsF6vY/N4ExOu0UiBHTbwc6lYKcLr9MJBOuByuhTnktY1W8t8HWQMDrrOmzH+O7XRaDbAcRwYRl1m0SDXjYISUdKqs9Xep1ZndvteldbnLDPbn3MzSnsO9MKUdwqn1VO4HVJjgAPX0eB9/PixUGLyxo2zqkRWpIjZIdffKnSSQyeYQQRHbY6p8TD1KwctvzHq0MP4H1QORsIO88LItEHxGN54uoH17DqWAkt4/YXXJdWtxN8fwxjwcylzkAFN03A4HLh86bLiXKJISrHCl1AttYP+0TpftY5BPdZ5o9NmOzkPk8kkirUiFgOLQI8gwjCk2fPQOgbU3qdWZ3b73oRD+fN+YSq5qdJVNJhGXwPcrqzYCkT9URTqBcz4ZlBsFFGn6wLBqdE1+F3+vg1eq1LEzmOuvxaYQQRHaY6ZkWI3TuNrwQ7Gv5EYpXkhh3wM+5w+uCk3TuonWD9ex7WZa20E5zyMaavQz1xa8C/g+4nvgyRISYWvw+Ih7qfu48LkBcUDM62Yr3Zf5zs5D6t0FS7Shaiv9xk3w5Rmr3UMqL2PYRkwLINUOYV0KQ2WY0ESpLCPideZZuhOU8nNZxc/C5JsT6nqhmFixUbj5fmX8f3E91FjalgNr+K4cozT6imqdBUEQeAX136xo2E1OTkpeITEMCMyMPZyn6GTHLrB6AWia8UbrnVewXvb7w2F7NR6mLTIod/fGHXoYfwPIgejYae1R28dKh/DwUAQy9wyso0s6nQdqVJKsg/BbkbaqIGfK8FAEDRDw0E5FK8DrQyNtvs5BslcEg2mAY/Tg4C7VUVN7HAZZbKuFZ2ch5ejlxFxR+B29U6V1cOGMstGGiSlUe1968fraDDS0trpUhrZahbLoWUA5uhOS1cUNQIdJlZsNFYmV3CjcgPJXBKlRgkTrgkE3UH4XX6shFfwSuyVzuVB4/pW1lGLsZdbik5ysBKd5hjDMfj48GOEPWHJeQV2lp1aD9MgcjDaAzoszgA9jH8z50O//Wrkwbz9PIcROlQ+hqPRKGbnZgXDJFPKCOTmPOyFtBq8/KJR5UiBWL6HpUPcit5CqnyWlpatZhFwBbAYXMRJ5USQldjhYieybicM6jwc1IYy00bSOgbU3kcSJAr1AiY90vLZXocXJ7UTrBKtPu6mW8t0uetvqYVl5EatQM/z5nM5KJLCK7FXEPFHdDV8jIwMjL3c9kenObZ1ugUCBNbCa5Lv87JLZBNCuoNdjHAzvJNG/sYwOQOGyfGkpV/7XXv0rCYkhhE6VGmMUiSFazPXkCqnkMwmUawXDd8LOSxE3kgwLAOO4/DB7gdwUS5JGg9FUm1ziWEZUE5KUuXr48OPBU85w0llyztchmm+DhsGsaH0mN9q55HWMaB0H7/vK5lLYtY7i/e238NeYQ8BVwAVugKf48whWqErCHvC4LhW1LGbbvU7zv4eBJaRm14CTWaTIEkSe4U9NOgGjqvHIEBg2jcNF+U6F5vPlWD3HFY5hiUv/zwvsp08TwRB4Fb0luL7eykv3kq8hauzV21lhJvhnTTyN4bJGTBMjict/dqPR1bvakJiGKFDu3loY4EYJj2TeGP5jb7a7BfDROTF0HOt4PuA4RgEPUHU6Tq8Dq+QxrMUWoLf5W87wFEOlmPPrncoBjFM8/U8YdD53c880joG5PcxHIP143Xka3mE3CFcmLoAiqRwVDlC0B1ExBfBUeVIKHYR9UcR9UdRaVQAdNetS4EllMuDR29MJTcsy2I7v429wh4+PvwYE86JswofognpdXjxn8n/xNWZq8Jmx7A3jHKzDI/DY1ulN0Y7hiHPV69FdpgJkhJp5jelKiFVTqHarNrOCDfDO2nkbwyLMwAYrqqHWvtVrTNJ72pCYhihQ6304vN68sf7P0aqmMKES2oHWK1DuqHTWpHMJXEvfQ9hdxgAVOt+ftwE3cFW1OxnFdBYjkW+nscqsdq2/ijJjj8eokJXEPW3p7ZRJDVU8/U8YdD53Y/DROsYkN+3l99DsVbESnhFiDACgM/pQ5NtgiAJ3Jq/pdiO+L+VdCvLsvLbNMFUcnMvfQ9luowJ5wQ8Dg88Dk/LQ1HLSqqzpEr2NJyGGU+fPhU27l66dMm036VIbWUrzYReYWE1BGkQOZhNnrq1mS6lbXkmhlrP1CByMNIDanTKm97jZ9BIsll6yWgnSz/VhPp9DiMihfIxvLO7A4ZmUOfquLR6yTAvvlhPFuoFTPumAaDNDrAbkeehtFbw8ypfz4MMk0KqmBrnmHjcUAQFJscgTIdBOSjEl+KoNCuq0iUj/giSuSRCnlAbuRGT1WHL/LAKZtpLg87vfh0mWseA+L73tt/D5ZnLbd+J+CNIl9KSPXs8zE59NJXc1JgzpcB7GrwOLyp0RVKdJVPKSDYwi2FXpWd3VCoV4TwJM9GpbGW6lMZB8QC/uPqLpj6PEvTwlqslSFrlYEUKRzfvbqVZ6Rkq7wWjjG01niktchA/b4Np4LhyDACY8c7A5dAnVdaolDe7pgD1koNeY8TodEW1pEXLcxgRZZHPk9PiKViWRcwfM3QsiPWkOJVKyQ6wQ1RfDqW1IlVOocE0MOWZkhh1apxj8nes1WqS6oGdyK5cxwVdQcSDcYQ8IUkWzDjlTBvMtJcGnd9WZMd0ajM6EUW2mkWumpN8bsU4NJXc+Bw+sGgpNJ7heR1e+Bw+iVIoN8pYnerfcBrmtKBRhVLZyn6umwE9lIPR6URW7MXoFqHwODyK6Q88rKwQY4R3UulckLBH/1RZo9KFhmkvDw89x4jRaVhqSYuW5zAqUiieJ8FcUDDmjFwrxXqSd3DykNsBdlyzldYC3o4BOm/m7zS3BqlepXT6/DjlbPgw6Pw2Y5+p2jb5oiSJXAKVZsXScWhZQQGe4VXpKrwOr6AUSs0SvE4vohP9GU529UzaBVad/q1UtpIiKKEazGHpEBenexwBbDD0UA5qCZJWOfST9qIXwe8WBVn0L2K/tK/ZWLTa2O5XDmY9r9qFrl8523UvTzc56NnnehIEpb7nOA6FegFBd7Dt++L5oOU5zNgrYdb6INaTYgencF1kB+idwqKHbtS6mb8T5GT38qWzVJ9++0CrU2fsFG6HmfbSoPPbiv1z3X6zylTxauxVy51llpEbnuHxRm+NrqHSrCAejCPmj+GgdIAJUr2wrDaWxlCGUtlKyfWm9akHeigHO6S9GEHwOy2YDMvgpHai2VhUa2y/+eabODg4wMLCAu7cudP2t1kwixyoWei0yHkYCnvIoWef60UQOvV9oV7Adm4b8XAcIXdI+Fw+HwbZ0DsKeyXE7yd3cAItcmBECoteulHrZv5OsLqCmd4FEsbQhkHmtxVjyOpxqwamkpsKXYHH4RH+psiW0RvyhBAPxgXBMiyD09ppXx1nV8/keYcVIdN+ocdEtUPai5kEf1BjUa2xfXBwgI2NDeFz+d9qEQ6HUalU4PF4UCwWJdcymQxmZ2d1eV490Guh01rWuNdv2g1697keBKFT3wfdQSyHl0ERVM90jFEhKlog1pNyB2e5Wca8f96QFBa9dOMgm/mVYEZUrhv0LpAwhvnoNoZigZghUTmrx60amEpuPJRHlQGppeOG0TN5HjAMB4fpMVGN9mSo6UetBF9rWsIgRppaY3thYQEAkE6nceXKFaTTaVy+fFn4vBPkER5+gyh/iJhRz6sXuslEi5yHYR7KYUdC1q3vg+4gKs2K4efDDDPkelLs4PQ6vIYZzno5P43YzG8l2dW7QMIY1qDTHiwjt2rY3UljKrm5EbmB3eKuKgOy345TSsNIlVNIl9JgORZNponl8LJtWKXZOD4+BsuyIEkSMzMzpv2uHcKXaoz3QSeqWoKkVQ5q+nE7t921DSWCb9VeNbXGNp96duXKFWxsbODy5ct48uRJx3Z5UrO7u4tqtSp8ztfOV6qh/+u//us4Pj7umupmJjlo0A38+7N/x25+V3JiOc3SOKocoUE3OlaTBJTlbId5qIRu88GOhExteuiw7WEwa32wyuOrp/PTyM38Zq/TehdIGBVYZS/pifO+VaMvcvPpp5/iq1/9Kh48eICjoyN4vV5cuXIFX/7yl/HFL36x5/0kSRrG9MQLIcO2Tk9tMA2hxGQ8HD/XYdX9/X2hGo6Zk9Xq8KWZxrsagqRVDmr6UYunux8FqKfR1q+xzUdqukVs3nzzTbzzzjvgOA4kSeLy5cvY2NgAQRDCd5TIzQcffAAA2NjYgMvlAsuycLlcAIDXXnsNd+7cMY0cMCyDf3/679gt7GLSMyl8ni6lkaVaJ5YfV48R9oY7tqEkC6vnYSfs7O1gN7+LE/oEa2trkjFlR0Kmpp+GsbCNmeuDFR5fo6OAer2T2eu03gUSRgVW2Ut64rxv1eiL3ORyOSwtLeE3fuM3EIvFUC6X8a1vfQu/+Zu/iWQyia997WtGPWdPiBfCfC0vITZuh1s4/fg8MFa7wcrw5Sh5L3r1oxZPdz9V2PQ02vo1ttUUDzg4OBDSzliWxdOnT1U/D49mswkAQtTn3XffFdLh5iJzmJ6bxv/4//6HYeRgJ7/TRmyA1jkgVbqKUqMEAgTKzXLfEQ27pREwLIP13Doq9Qr8Hj8C7gAA6ZiyGyHrNcdIghwZfTNKmPfP46PDj1CsF8FyrBANjU5EUWWqtkzLNAN6F0gYwz4471s1+iI3t2/fxu3btyWf/eqv/ioSiQT+8R//0VJyIzaW/i31b3BSTtToGqL+qEBsgPPBWJUQj8eFMOt5glXei05RjthiDAQIQ+SgxdOtVgEaQRL1NrYXFhawu7uLWq0GjuM0768Rg2VZoYBBPp8HAcLQPRV7hT24KJfiNa/Di0wpg9XJVXgc6vYv2hk7+R2EZ8KIUlHJfJCPKTsRsl5zrNKoIOAKKN5r57VnlNcHhmVwXDlGvpYHQRCCDuMPkr4RuWGbOWO2HPQukDAqGIX5YMc9i2ZClz03MzMzyGQyejQ1EHhj6fm55wUvoBJGnbEqYXJysveXRhBWnd7bKcqh54GPcmhJPVKrAIchxM1Hd8LhMPL5vCG/8ezZMxAEAYIgEAwGkcvlet/UBxiWUUwF4dFkmziuHIMiKBwWD3FSPcG0dxrzgfmh21O4V9hDdEr5PDO7jCk5es2x97bf63q/UWvPoCmjw7Q+9PuuO/kdNNgGbs3fQqokPW8t7A5jzjdnmzljthyMKJAwChim+dAJdtyzaCY0kRuWZcGyLLLZLL797W/je9/7Hv72b/9W72cbCPvFfYkSm/PPCREcuyiyMdRhkIVbL+9FP89gZSpcv9EQtQpwmELckUjEMHLD79nhOK4VySFaUTiXy4VrN6/hf/7L/xxoLxJFtnSV/HBDoLW591n2GV71voqAOyA4cMrNMjwOz1ARG8C6MTUoEeg2x6zwlp6nA6y1vKvYMaN03tpB6QAXpi8Y//A2hZEFEsYwF2K5NZgGnp0+Q8gTwlp4TZDbeSGpmsjN7/3e7+Ef/uEfAAAulwt//dd/jd/93d/ted+jR4+wvLyMYPDsFOd6vY7Hjx8DaLHleFza4U+fPkWlUgHQfmrs8fEx9vf3AbTCiJOTk2BYBrl6DsnTJMqnZQCAx+MBBw7ZWhbxYBwr4RUkEgkUCgUAwPXr1+FwnHVFLpfD9nar8tTCwkLbGRj3798Hx3Hwer24fPmy5Nru7i5OT08BtCo8eTxn5/qUSiVsbm4CAObm5jA/Py+596c//amwie25556TXDs8PBSiYxcuXIDff5YSUavVhApSU1NTWFpakty7sbGBarUKgiDw4osvSq4dHR3h4OAAALC8vIxw+GyjMk3TePToEQAgGAxidVW6mG9tbQlnhjz//POgqDOll81msbOzAwCIxWJtm/Lu3bsHAHB73HDPuSVKlCgR8DV9oAgKly5fwsPTh8JiViqXsHewh6f0U8zPzuOXnv8libJ99OgRaJqG2+3G1atXJcb70dERsrksAGBpcQmMgxGM90qlIuzRmJ6exuLiotAmwzL4vx/+XxSrRUy4JnDxwkUAZwvqErWETLolm5WVFcli2mw2kUgmAAB+vx8L8wsSj/Tm5iZKpRIA4IUXXpCEwU9OTrC3twcAWFxcxPT0tHCNZVk8ePBAaPfCBeninEwmBQP/2rVrwgZ5oJVelUwmAQBzkbm2FKdnm89QbpQR8Abw+aXPAzgzytKZtNBufCkujG+KpFAul/Hs2TMAwOzsbNvm/8ePH6Ner8PhcOD69euSa6lUCul0GgCwuro6kI5YWFjQdBaOVrAsi1qthk8+/AR/+N//EP/w//8D3v7kbbhIFz4T/QyuXb0m+X43HTFJTeLx7mOkq2m4J9yYnz7TEVvZLdAFGrSLxlZ+C2urawDOSPNHTz+Cp9Zqaxh0RLlcxuHOIQBgbnZO0i5/72RhEj6fD5cuXZJc29nZQTbbmstXr16F2+0WrhUKBSQSrTkXiUQQjZ5FhxiWwbd/8G1UmhWEvCGsrKwAOJvL89w8Tk9asrl48SImJs4M6G46AgCePHmC4kkRm/VNvHDlBcm10+wpdlO7iHqjyIfzCIXODvpsNBpYX18HAIRCZ8/Eo5eO+NGTHyFVTWF5YRk4axZehxcPHj/A8fYxrkSuKOqI09wpUpUU3HNuUBQlEL0QQtjd2QUAzM/PY25uTui/nfwO3v30XdAMDY/bg889/zmJ0bu3t4eTkxMAwKVLl+DznVX2G1RHfLz1MVLVFC7ELwDOs2tOOPHw8UMcbx/j+cXnJTqCYRns7O6gVqsBAC5fkq7Zp7lT3Mu11iPejhDuZRg8fPgQABAIBLC2tia5V25HECQhGJf5Qh6ZTAZRbxSfufAZRCPSKKXd7YjVJSnh2djYwMOdh7a0I/TUEUC7HSHGwcEBjo6OAGjTEbVaDRRF4fnnn5dcy2QyODxs6cOVlZW+dUS+mMd6bh2x5RgC7gB8Th9uzd/CvZ17+M6z7yA+EcdCdAHPLT4nzFe97AixjuDx8OFDMAwDj8eDK1euSK510xH8Wj4oNJGbr3zlK/jt3/5tZDIZfOc738Hv//7vo1wu4w//8A+73kfTdFsePMdxwiZemqYV7+Gvy8GyrHCN96ju5HcQcocQ9oRx1DiCm3KDZVh4HV6c1E4QcoUQD8Wxdbwl3Ct/JnG7DNPuPeTPy3A6nW3XGIYZqN1O7ypuV17xSdyHSu3yfUgQBBiGkSgPte3qIRv5uzIcgyfFJ4h6ohIv3NP8U9TKNVwLX2uPgnCt33XCiUqj0hYFaTaboGlaMADEOcUMywjvUWqUMOWZErwX3fpwJ7+Dcr0MJ5ygm2f9IERiSjugmpTQjtzjzP8my7BgWAYNuiHIoZvM1fSh+F8xxHKVQ/yu4NCWllCqlTDjmsFKYEUwWHiSyDKs8D78+OYjPL3GIf+uSnthus2bfsfhnTt3JBXSzMTdH97Fy7GX4Zvw4X/9n/+F3cIurkFKbrq9a8wfg5NzYto5DbfbjRpdA8MxqDN1uEgXXp5+uSUDQtoPfqcfyaMklrEMYDAdIYdROmJ+Yh4H+wfwODygGem9pWYJ045pYT53a7fbeFGcy40yXIRL0q4wl8s7cDfdfbcLtMb3tHMax9Xjtj05xXoRJEti2jmtOP61rgssy2K/tA8P5QHHtrfrhBP7pX2sTa21XWs0G7h/dB9Ntonn5p8T1rPdwi62qlvwN/ygCEp4JnHUxME5QBIkHHC0RU3UzmUtOoJ/V8gucxwnvOtVWmqMUiQFhmYUxxEAEByBJt17rTrJnWB/e18S7as36mfjn6FxP31nzLMXAAAgAElEQVRfWK+azmbrmYr7INIEfmlW6ohTsiP4Puk2vs20I8SRgM2DTTQbTUQ8EVxnr0vexUo7Qk27WsYhTdM99aHW8a10rVu7/L3d2t3N76JSr2DCdWZLUQSF1eAquAKHOdccXo2+itnJ2bZ7xf92eiY5er1ro9EAy7ISe1PNu+qxVxbQSG7i8bjgGfnlX/5lAMAf//Ef47d+67e6nvTtcDjaBgtBEMLkFkdPxPcokQigVVqav8Ybs3uFPQTdQVyZuYJ8Jo/T+ikaXAM1uobV8CqCriAokpK0K38mcbtKgnE6neA4TvF5KYoaqF3xv53alW9yE/ehUrv8c3Ich4cPH0oiYGrb1UM2YjidTmTKGdAE3ZYSFfAEUKlWcNI8QalUQtgn8ugSZ8/id7fn5TudTml/iHKKPz3+FA2uAZIgsRRcwtX5q4KC7taHe4U9BDwBNBqNtnfxO/3Yz+5j2bkstCMP2/PPS1JkywtbL2GmNIMbN27A6XQO1Ifif8UQy1UO+bvK0xJmyjMtj4vrzFvIk8QMmxHehyAISYi7Vq31HN8sy/Y9bwYZh3rjPwHEulzfB/ALACrlCn7/v/0+CILA517/nKTaW7d3dTqceHH2RaQqKTQ8DYQnw4IhtXW6hdPUKWiaVuwHAAPpCH7uyGGUjogH47hP3keVruL4+Bgz0y2vLD+mAqEAKILq2W638dJpLjMM09au3+nHTnUHa861vtsFWn3vYTy4MXcDwWBQEo1eCi61yrUTlGIf92q3m44gSbK1tpLt7TocDpAcqXh/qpYCS7Lwu/zY3t4W+uTypctIlVKoN+uITcSEZxI7mhxOhzCX5em2aueyFh3Bvytkr0oQhPCu8nsXg4vYxa5im6VmCbFgDI6iQ+hPOUgHiSe5J6BcFC45z6IDu4VdnOZPEXfFQREU9gp7EkccSbSexe/wo8E12hxxSnbEw4cP0Ww2JbrfKjtCngIY9ARRJ+o4oU9w9/CuJAXQSjtCTbv9jkOeLCkZ9oOOb7mDWU27/L3d2j2hT+D3+NuuESSBgCeAU/rUUDtCDpfLBYZherar1Id6gOB0oEnf/OY38aUvfQkffvghXnvtNQAtls2HGnkEAgHDq0+8nXi7azGBYr2I26u3DX0GO+LevXtCqFqe3mcV3tt+r+thhJVmBQzLWC7PfsdUIpvouI/l3vo9TDumsRJesY0c1GKYDifk0waA1iGdqVQKBwcHQmqKVjwGcKXL9ScArna4FgqFkMvlhINGux0aqgQ188XISm5G4ONPP8Zufhen9ClW11YNH1OjuD5oHRfi+zaebgikmU/bkt9nh/Gn5Rl4I71KVxUr3PXak9RNn/NR69XJVV36x07rtNr3HkXYSQ5qMSq6TS/uoEu1tDt37oAkybZ8VCtw3svfdUIgEOjq8bUCajYU20Ge/T5Dt3Kxk4FJXA5ehtvlljdje9jtnJRuEEeQ33//fQCtQz53dnawtbVlyTPl83m8+eabeP/99zuG+rtBTfGHYSKgABAOhuH3+eFwOIQ9REbCDvpEb2itiiTWvz6frz1lWaaf7VBURMu7DnqAbT9ngXWDmv6x0zo9DBUyjYKd5KAWanRXIpsYmrVhUPQlud/5nd9BMBjEq6++ikgkguPjY3z729/Gv/7rv+KP/uiPuqakmYXzXv6uE4winkZXMrODPPt9hm6L6eeXPj+SimQYcOfOHRwdHbVtfDQTb7/9NoBW6J3fTK02ktPrjJVYIDZ0VbPMdojZQZ/oDS3nWwFS/bsYW+x6XenvXt83AoO8q1bHjFrSokf/2MFBzMMOZNYq2EkOatFNtxXqBeTreZAFcmjWhkHRF7l5/fXX8c1vfhP/9E//hFwuB7/fjxs3buCf//mf8cUvftGoZ+wLWpXfGP1j0BKkagwNO8hTyzMMU5TjvONzn/scPvjgA1N/k+M4vP322wKx2djYQCKRwJtvvtmR4PTyQPOb5YuNIjaONyRl8AOugKElyIcFdtAnekNrZKJfomc1MeQdaZVGxdQzntSSFqv7R2/YgcyOod6B3E235Wt5hDwhS46nsAq67LlRgll7buSCBwAOHFLFFDKVVsnDqD+Kl+Zfam12HE9I3TBoTq7aXGg7pNrY4RnGGBxKkZtMJoPZ2Vn4fD5Uq9Wu9w+y50YNvF6v5lKYbyfexnZhGw26ITkjp0pX4XK4sBJcwX9Z/S8DPN1oYDyXW2BYBj/e/zG289so1otgORYkQSLgDmApsISIP4LD0qHQRwv+BWQqGTTYhqa9K92eo5c8OjnS+DOejPQ8q13nBt3bYzcksgkkc0kUG0WkS2lhfET8EfhdfqyGh9t5Nwx6oN9x3+mdtnPbXffj2Gm/pq323FgFueAZlsH68ToK9QKCniBeX3odFEGh3CzjtHaKVQzvRLQjBs3JVetx1DMKolWhjSMxvTEMi0U3vPbaa3jnnXd0K0VpNg6Lh23EBmidd1KhKzgoHlj0ZPbCeC6fgRD9j/+bYzk8Pn6MBttA0H123tR+aR8u0oWYPyYhPYMc7qg2+m/lwchqo32D7u2xG2KBGN5JvoNCo4Apz5TweTKXRNAVFM5AG0YMy8G3/Y77TrptO7fd9XdGMcVwqMmNXPCpcgoNpoFJzyQqdAWpUgqxQGykQ29qkUgkhA1y8kO0tEKPnFwzDQ07KDSxHOLL8aEmA2LYoW8HxZ07d/Dmm2/iRz/6Uc8IjlGoVqu4cuVK35XUAOCkeoKwJ6x4zefw4aR6oscj6goj9NIY6rCT30GDbeDi1EXsH+yfFRRwA0fVIxQbRQm54ddRiqR08/KqNd6s3NzeD2kZdD2z03zYL+5jObyMYqOITCkjpLmuhFcQcAWwX9wfWnuq17h7/+H7mPfOWy4Hvcb9eUwxHGpyIxd8upQWvJY+hw+ZUgaxQOtUilGv7tELhUJBKG2oF4ZtwvAKzUN5sF/cl4TaA+4ApjxTuDh90dBn4OVAOkgcHR4NNRkQw0rPaj+YnZ0Fx3GSUp/iQig8obhy5Qo2NjZAEIQkkrPfo/1e19VgY2ND033T3mnBmyxHla5i2js96KPpDiP00hjqIF4/y+WyYFSXiTKmPFOS9ZOH3uuomZXIBoFZTjg7zQf+zMCgO9g2DvjrdtDpWtBr3N0/ug9fyGe5HPQa96O2H0wNhprcyAXLctITbBmuv1KWowyGY7Bf3scJfYJsIqtLlGDYJsxeYQ8eyoP143U0GGn6TrFexFuJt0zbl5WqpOCn/bYnA2oxamVD+Upm6XQakUhEiKTodcBYLzx79qxrcQElzAfmsZ3fRpWutu+5oVyYD8wb8ahjDCk6rYf8uilfP3vdp+czyK/bxZE27Km3/UBJNgzLIFVOIV1Ko1wvA4Di+9u9n3qNO7ktaRX0GvejWEilF4aa3MgFSxLSDUcU0V8py1EFwzKoT9YRCAQQdUXhoFpiHzRKMGwThmEZpGqpNmIDtPYlnFRODCcV169fB8dx+MHOD0aKDFjtWe0XvBw6kZVOpOL27dtCOWcjwbIsDg762yOzHF4GB64tjYTfALwcXjboabWjlxzGMA5inb+2tgZwAAjgQeYBgPb1VOk+PZ+h23U7ONLMSL2103yQvwu/p5lfPwkQ8Dl9be8/DCnKvX5/bXUNN+I3LJeDXuNe7/1gepJXeVsuyoXroet9taGEoSY3csFH/BEhNa1CVxD1R4Xv2jGSYBZ28jtooomQNyT5fNAowbBtoKRISpK6KMeEa8JwUsEfCkaQ3ZWm3chAL9jFs6oWWg9nE+/Lqdfr4DjOkAIEJEkK0SO14J0NJElK0kjs6mwAtMthjMEhXj95hxcAzPnnkMwlsRJeabtH73VUrfFmB0eaGam3dpoPctnwe5rl9pX8/YchRbnXuFuZWumZkmZGdErPca9XaqWe5FWpLRL6VFS2z0zSALngoxNRZKtZnNRaG2v5yWfnxd0MGJkyNEyVhxaDi/j48GNFcsMra7NIhVFkwKp0ADt4Vs2COKojJjosq18qw8WLF4XfUSvTYXM2jGEtOhlOAVcAQVcQfpdf8n0j1tFhqkQ2aqm3vSCXjdhx7Ha4Jc5j8fsPQz8NShrMik7ZYdzLoSd57dSWHhhqcqMk+OXQMlaJVXAch0qjYulAsEve6bClDBmFeCgOj8ODCl2Bz+ETPhcr6zpdN+VZjCADWhWuHuPUDp5VKyAnOnqVkt7Y2IDL5YLP58N/PPoP1TIdJmfDGNaik+G0El7Bzy39HPaL+4YbVGZWIhsU520dlcumXC+DAIGoP4qoP9qW9s+//zD006CkwczolNXjXg49yWu3tgbFUJMbwH6C52GnvFOKpFAsig5pCwTarp8HUCSF/7r6X/HR4Uco1ovCngReWVfpquERhlwuB5ZlEUQQHodHVzKgRuHyJ9mLD73N1XIIeUKSsq/9jlM7epi6gZcDSZIIh5XLJ/cLecqa2+3uu6S0uDpbs9lEuVK2fYrHIDBCDoPCLk4pM8Cvn5PEZJsceq2revWTXddwOcxIvbXbfJDLxuf0df2u+N9e37Ma3cZdLzkMQ3TKKOhJXo0kuqaSm538DnYLuyO/YAD2Ko27GFzEnWd34IQTDodDQm5GLWWoF1YmV3BSO+l4irTREYbt7W2h1OdLL+hLBnop3J3cDlKllORE8tPqKWp0DSuTK7g+e13wxmkZp8NipABSOehpRMgLEbz55pt4//330Ww2QRAEPB4PXnvtNdy5cwfhcBj5fF74rtfrhcvlQiQSwebmJkiShNvjHulF1Cg5aMWgTqlhJUb9ysFOzjuzYEbqrd3mgxhq338UUpR7yWEYolNGQU/yaqSOMJXc7Bf3Jcx/UEVo54XETsw+HorDTblRrpcRcEiJzSinDCnBThEGvclAL4W6W9xFuVEGSZDCvqPd/C4AYON4A2F3WDIWrDae7Ty/1YKP5hwcHLQdzBmJRARyc/nyZTx58qTt/rcTb3dtX8siOgr9ahQGcUp1MviTuSTupe4JB6yOQn/byXnXL7SO//OaestD6f0ZjsHW6RYK9QJomsZeYQ/z/nm4SNdI99OwRKeMwCDkVT730uU0OHBYC6/p3memkhufwwcWZ5tuB1GEdvcc2YnZUySFX7j2C9jJ7yBdTaNYL/Y06EfZALIywrCwsHB2ErjO6CWXZyfPEAvGJAUVWLDwOryo03U8PnrctvBY5YEyen4bKQc5OpWVXlhYwO7urvDfStB7EbWb3jRTDmowiFNKyeBnOAY7hR3ka3lJFTu7rFM8+pUD30/ic0/4tOeIP4JtdtuW5GaQ8W+GY8xu80EM+fs3mAY2s5sIuoO4Gb0pvP9B6QBO0olF/yIOSge2T1FWQi85jEJ0Siu0knyluedz+fDJ4Sf4OPUxPhP9jK5jw1RykyqlsF/cF/Y6zPnnEPVHNXmH7e45shuzj0aiiEaivb8I+xlAo4TZ2VnD2u6lcFmObasUx5dddDvcOKmdtN1nlZy1zO9+CLmRclALNQd06r2I2k1v2kEOYgzilFIiRqlSCg26gSnPFDKljEBu7LJO8ehXDgzLtJ17wiNdSmOf2ccby29Y7mBMZpP46PAjpEopAC19NzMxgwtTFyTfVSsPox1jdpsPcojfP5FNwEk5O+oSkiTxxvIbFj3pYOglh1GO4vVaR7WSfKW1hyIo3Jq/ha3TLSRyCUQmInBRLl3ew1Ryc1Q+gsfhEf5Ol9LI1rJYDCz23Zad0r6UMMzM3m4G0Bjq0EvhTnon2+6Z8k3htHIKt8PdOsRPBCvH6XZuG4VGARvHG23OEKX5PaqEXO9F1O5602oM4pRSIj6ZUkYw/BlOen2Y+5siKcm5J2J4HV6c0qeWrhMMy+An+z/BvfQ9kASJae80AOBe+h4OS4eoMTXJHkNguOVhBc6zLrFTerueULuOaiH5ncYLRVC4NH0JlWYFbyy/AZZlUSwWB34XfU7LUQkxsQEgpMMcV477bstOaV9K4MsOl5olyefDwOzVKK0x7Ade4caDcVSaFRTrRVSaFcSDcbw0/xIWAguo0tLqXdPeaTgpJ/L1PKZ908LnVo5ThmWwfrKOdCkNj8ODCecEPA4P0qU01o/XwXBM2/zuRsirdBU7+R0zX0E39JKplrS0Qa6POhaDiyg3y4rXSs0SFoOdHXGK6b0iQkMS7cvtsPb3YnAR27ntjmeGrYRXLF0ndvI72M5vS/YXAoCTcoIkSBwUDoRojhjDKg8rcN51CW/gv7H8Bm6v3sYby29gdXJ1aIkNYOw6avZ4sbwUNIHuJ7V3gt3SvpR+f1iZ/XlXWsOMbh6Vl+dfxvcT35ec80MRFCL+CKgyhdXQqqr9WEZjJ78DmqER8EhLlvMHyKVKKUx6pFGoUfYi6pkKY3e9aTUGiZQpRev5yECVriLij7TdM6z9HQ/F4aAcXc8MqzQqlj3fXmEPxXpRMQ3X7XCj2qxK0gR5DKs8rMBYl4we9FxH+fS27dw2DouH+NH+jzA7MYsZ3wzmA/OITkTbzrHSE6aSmxpdA0meea+qdBUuyoUZ70zfbQ1D2pedSuPev39fKG344osvdv3uWGkZh37koDdWJldwo3IDyVwSpUZJSPcKu8O4GbmJV2Kv2EK2e4U9LIeXhROxxfA5fEjmknjh8guSz/sl5FbKwUp00psMy2ArtwUCBN5OvG1aARG7yWEQp5QSMZrzzyGZSyLkDiE6Id3zaJd1CuhfDhRJ4dr0NRQaBWRKmbYzwyiCsny/jTwNEDhLw2U5tu26HeRht/nQDcNgg2nFMMlBT/RaRxt0A4lsoue+Vj69rdwoYye/gwbTQDwcx2HxEDRHAwCy1SyuzVwDRVKGjBdTyc3sxKykoEDEH0F0Ioo60/+p8KO8ocsIcBwn/L8XRllp9YtOZXy1oh85aEGvzYCvxF5BxB+xdRU8hmUQnYgiW82iSlclBKdKV+EknG3zu19CbrQc7ArFcq4sg49TH4MAgVvzt4Rogxn7lewoB61OKSViFHKFEA/FEXQHJX1ot3VKixyWw8vYLey2RT8A69cJiqQk+2l4THunUawXUWqUJNftIg87zodO6GaDuUk3GJbBe9vv2Xad6QY7ycHMyrW99hRuZjfhdDh77mvl09uKjaKwL89FuVCsF1GsFxFwBUASJFLlFEKekCFzz1RyE/VHMeefk3ymVQkOc9qXFfB6vXA6W4d49sKYOJ7h4OAAGxsburXXjxz6hdrNgHaJJnYCv2Hx2sw1pMopiWc44o8g6Aq2ze9+CbmRcrAzlPRmupzGpGeylS8uMvjMKCAyanJQml9Kxond1iktcrDzOrEYXMRB8QCFekHiHKEICpGJCCY9kwi6g7ZIwxVjmOZDJxts0b+ITCWDg9LB0BZ3sYsczC6U020d3cptIeQJtV3zUB5sZbeQyLaqnVEkhYPiAVbDq5LsC4qgsBJewUn1BKliChNTE9jJ7eBXLv+KIXOP4AyipkoVDx7kH0gUDa8Eh2GwnzeM8jk3/UDvyI2RSGQTPQ18O5MaHlreg18EqnRV0dAa65jOeG/7PcnhynLwVWzGGEMOu64TfLW0T9OfgiRIYV9Qla6C4RjciNzAq7FXxzrBAIzKOmQHmN2X3dbRx0ePJZF9/vt8OXg+8g8AP9j+AcLeMCrNCgKuQNvvlJtlvLzwMor1Im6v3pZcU+IOgUBAsqVFDUylpYuBFiu0q/dqGGDWYmKFh7/buwEwfRGVE5s333wT7777LjiOQzAYRC6XAwCEw2FUKhX4fD7hMyswKpvqtXiEx5Fc7eiZZ82oy7MedtjVULcz7BoJ5lNwZ32zuHt4F4elQxAgEPFH8NL8S0Nf1crOGJV1yA5Q05fxUFw3vdVtHaUZui3VU1wOXlxlcsI1gQbTQK6WUyQ3fDtGzkFTyU08FMfK5ErH63Yzbu0Gu5zlYYQR0O3dUqUUCBBosA1T35tPSdvY2ABBSKv65fN54TOn04lms4lKRbk6kFnkZ1Sq3GklKnY1tOyOrnnWHINnp8/aDusbphQTNbCLbh1DP1AkhQvTF3Bh+kLvL4+hG0ZlHbID1Gzw11tvdVpHlUq7y9POeMz555AupQEObftmK3QFUX/U8H15tkns7La4pEtpcODQZJvneuHR83BNrQTFKCOg27s9PX0KAgQuTl1su2bknoCFhQVV+218Ph/y+TyazWYbCeI4DpVKpSv50QujVOVulImK3SIEXfOsT5XzrOVzz27v1C/GBxePMYY+GKV1yGr06qvj6nHbBn/AGL2ltE6wHAvgjLDwiPqjyNay8Dg9cFEugeDwpeIDroDh+/JsQ266GrcnTwECuDR1qe2aGgEO+8LLY5Bw7+7uLhiGAQiA9tN4K/EWqs0qJlwTwsnvagiKUUZAt3cr1osdz0MyMsx9586dNrKihFwu1/V7zWZT+JeXA0VRWFpa0u1ZgXGVu35gpBy6wY4Rgm5pgIV6ATejNxXvE6dFaH0nq+Qgx3lPpbGLHM47RkEOo7AO2UUOvfoSgGl6S2mdIAlScrYVD4poFQTiiwwcFg9xUj3BtHcaC4EFxMPGp4vbhtx0W1xKjVLH+3oJ0I7GhFYMEu49PT1FrVHDs/IzUDMUCIIQTqRPl9LI1lo1x/lTaDv1p1FGQLdn570DbfdwDFKlFBLZhEBa5/3zIEDgoHRgKJHVWocjHj9T7JlMBrOzs3o9kq2rF9kNp6enwjkGZi5edowQdM2zpumekdxB3skqOchx3lNp1MhhVJyEdoZd5sMgGIV1yC5y6NWXM77uZ0TqqbeU1omgOwgAbZU2gVY62quxVy1zCtmG3HQTgtJhXGrvtZsxMcgCMej1VCWFOlMHU2ckOZDik99jgVhPstgNWieT/ACoVDmFdCkNlmPx7PQZprxTQjlgoDUm1o/X0aAb8Dl9CLgDYFgG/5n4TwDQ7bwOtSRG/D1xFEdN5EcvjDfV2x/dnANeyosf7//YEuOxnzxr+X1GODzMNqTtkEpjZ/IwSk7CMaTQe9yN1yH90KsvP9j9oOf9ej+PeJ3oVaXUSiJrG3LTzbjdPN1E2BMWBNvtXjnslG4w6AIxSLj3ypUryOxkMOuaxYPjB23XfQ4fMqUMYoFYV4JilBHAv5uH8gilBXkCFvaEUafrWD9ex5WpK8hUMniUeYSTygkIgsDl6cutKE45BZIgwYETiBpgPpHlOE5CajiOQ+Pzn0fi/fcl3zudm8Ppz/77yu3bgA6lpkd5r4oWdFq4L166CJIgTSWf/PN0+nz9eB25ak6yt8xq41GNztnObXdto5s+uXLlStt8scKQtjqVxmryoCQHMezmJBxV9JKD3jBq3A37OmS2HLqhW19arbfsTGRtQ256GrdMy7i9NnNN0mG9BGindINBF4hOp4tv5baQr+VBMzT2CntYDC4iFohhv7gvGXDHtWOEJkIgCeV64XyEzCiC1Q38u21ltySyr9AVLAQXQHAEspUs3i+/j6A7iHKjDI/DAyflBMuxWD9eR6151rc8UeNhZd48QRB4DOBKty8dHJj0NOcHXRduhzWEodPv8SU1J1zWGo9yMggAuVoOjOcsBQGQeubURHc6wePxtH1mhSFtdSqN1eRBSQ5i9OMktHMEyu7oJQe9YfW4syvMloNWWK23APsS2b5OxXnrrbfwpS99CVevXsXExARisRh+7dd+DXfv3h34QeKhODwOD7ZyCsZtYAEr4RXk6jmkyinhHjUCtEO6AQ/5AsFwDPaL+/jk8BM8PnqMf9v4N2H/iBJ4lhwPxlFpVpCr5vBp6lPh8KSwJwyf04dkLol/efAvSOaSQsqWz+nDcfUY68frmJ2YRZWutrdPUCg1S1gMLnZ8B15O/GY2HoNOJv7diJ/9r9wso0bXEPVHcX32Op6bfQ4Trgns5ffAcixqTA1T3imshlcx4ZxAna7juHIs6Vs5Rj1vfgwpui3c/N4ys7EYXJScB8CDrwg5559ru8Ybj0aDJ4O7hV1BbwTcAYQ8IeTreZTqJRTrRVSaFcSDcYEcdnonAD31iRLUGNJ6gyIp3IzcBMER+OHuD/Fe8j38cPeHIDgCNyM3DV8nrHjnfqDWSag0hnxOH3YLu7h7eHesg20Gu4+7MbpDbhMq6efzir4iN3//93+Pk5MT/MEf/AGee+45HB0d4Rvf+AY++9nP4nvf+x5+/ud/XvOD8EJKZBOCcUsRFKL+qFCFIVVKYSe3g6ArqDr0ZXXYTgyxYhfvGeGJXBnlnuFgMUtOZBOKZQCLjSIKjQKKjaLE27ocXkYyl0TQFZSU5wNaJDLoCqoii0aFISmSQmQi0lbyGQBAAAQIXJ29ipcXXgZJkJJ9Qz6HD/laHgj9rC2iv/TFMUYPdkpJ5dHJ01ZpVhD2hiUVZ8QwwyjsRAaD7iBIkux4Grbe3kMrou0My+DT9KcAAby+9LrweblZxqfpTw03FOyUYaAEtU5CMyIBekWGxhGm9nEl3xJQo2vnrk+swKB7se0YObEafZGbv/u7v8PcnNSz+IUvfAEXL17EX/3VXw1EboAexi2AWCCGoCuI26u3Vbdph7AdD/EgTZVSEmIDtMrq9bMIdDLeMqUMpjxTktSsSrUCP/zwwIPdwi4+G/ssUuUUMqUMys0yvE4vXll4BSuTK5ZOpl4HCvIpdRF/RHKAFACE3CFU6So4cG1GohKRNWJxOzo6AtCqhCZG8NVXgWSy4300wyD7s3sB6FpF7byim0FYqVZQqBVQKpXg9/s7fk9vdHIORP1RxYoz4vuMhlYyOIjDo1QqgWVZkCQpyMGKaLvV6TlWZxgoyUEMtU5Cox0Keu0RsXqPUyf0koPekO91lm8JoAjK8j6xAmbKwa5jcdjRF7mRExsA8Pv9eO6557C7u6vLA+mt5O204Um8QGRKGYlhXqWriPgjANQvAh03J/8sJUucmrW3tweapjFBTSAwFUCdqSPoCmJyZtJWnplui2idqWMlvAIAiE5Eka1mJdGn2aFmVmAAACAASURBVIlZ4Z3F5EaJyBqlUJTmCICee242NzdxVXSv1lLTY5yha6GRvT2U6iVs0pu4ceOGiU+l7BxIZBOWR5gHiR5odXhsbm4KJVd5OVgRbbc6ymd1hoGSHMRQ6yQ0OgKlFwm1msx2Qi856A3xuOP3/YmzOaL+aNc+GdXol5lysOtYHHYMXFAgn8/j448/VhW1efToEZaXlxEMnqVK1et1PH78GAAwOTkpmWwMx+CTjU+wX9gHx3GYnZ/FzcjNsw3yx8fY398H0Do/ZHJyUmiXYRg8fPgQABAIBLC2tiY1JhIJPNxpXb9+/TocjrOuyOVy2N5uVQBaWFho86Lfv38fHMfB6/Xi8uXLkmu7u7s4PW3VwLpy5YpkY9oUNYUPEh+gztRxilMszCwAaBEbF+VC9aiKjdQGHA4HZhekv3l4eChEAy5cuAC/3y8oj3qjLjxvMBgUvL98lGN7Zxs0TQufLYYW8cbyGwBakYaDnQM8xEMsLy8jHA4Lv0nTNB49eiS0u7oqnWBbW1soFosAgOeffx4UdabMstksdnZaexpisRhmZqT12O/duwcA8Pl8uHTp7HDWeCiOB1sP8Cz3DF6HFysrK3A5XcICT9IkNp5uAABmJ2dBe2kh+jTvn0egFADN0Hi6+RSxpZiEyKZTaSGy4phxSBRKrVbDzm7reZ0+J2Z9s5Lx8uTJE9RqNVAUheeff17yLplMBoeHh9AbJycn2Ntr5TwvLi5ienpauMayLB48aFW98/v9uHDhguTeZDKJfD4PALh27RpcLpdwLZ/PI/mzKNL8/HwbIXv48CEYhoHH48GVK1JKtre3h5OTEwDA2oU1pOtp3D2824pE1hvgihyuTV7DzeWbWFqUng/w+PFj1Ot1OBwOXL9+XXItlUohnU4DAFZXV7vqCPFZQQDw9OlTVCoVAJAsRIvBRTzYfYBytrUfJBqNIhhotVulq5hzz6HZbOLevXuCjhAjkUigUCgAMF5H8MbjUf4I2UwWADA1OQVPyCMxHn/6058Ki+5zzz0naVdJR/Co1Wp48uRJq92pqbazGzY2NrC1uwWfQzofgdZcPjo+QpWu4ubkTV11BH/ALcuenWXF98W99XvwOryt/lmKSwzpnZ0dZLOtfrp69Srcbrdwf6FQQCKRAABEIhFEo9Io7qNHj0DTNNxuN65evQrgzOg+OjpCNtdqd2lxCV6vV7heqVTw9OlTAMD09DQWF6V7idTqiJWVFYRCIeFao9FAdjuL3dwuHB4HLsbPMhdKzRJOUicIZAMo7BTwwgsvgCTPtsrqpSPkzhQlHSF2Ej7degqCJRAPx/HSrTNHEEVSSGfSQrvxpbhkDWzUG4Lun52dxcLCguR3e+mIO4/uwOvwYmFhAf6Js/HdaDZwkDzAFr0F6hLVU0eIyWwul0PmqDVveB3Bk1klO0IMo3QEwzBCP8ntiFKphM3NTQAtZ9r8/Lzk3n50hJi07mX3kD1ujX2H24Ho3NmWAL/Tjx8++iEKgQIIgsCLL74ocRA2Sg0cHbfW1uJMUeIgtMKOADCQjuD1Em83iXFwcCDYERcvXsTExBkp0aIj+LF4mj3F8XFr3/DC/AL8fr/gWIlNxLC+vg4ACIVCWFlZkbS7ubmJUqm1D9ooHWGUHXHp0iX4fD5JH+qBgcnNl7/8ZZTLZXz1q1/t+V2aptuUKMdxkoG0HFrGUeUIhXoBO4UdpCtpOOBAna0j5A6B4VoT6qX5l8CyrOLiyKPWqCFVSaFcLGOH2JF4FWiaFu6VP5O4XYZp9zQ1m01wHAen09l2jWGYju0SIHBx4iJSlRT2anvCvqKIP4LoRBSb+U1hMsm9HuJ2+XfliSDFUcJ9LMtizj+HZC4pRDnE7+AOuCUbfJXa5SGXjRziPpSjl2w6tUuRFK6FruGnpZ8iU8+gWCvCCy/iwThej72OH2z+AAe1A3gdXhAcgVgghpAnBK/Di5fmX8KD+w9A0zRW3Ct4YfWFjn2YKqQwEzpTlBzHCc8SIANtntpms4lms6k4HsTt6gm1faj0292eSSxXpfdpNBpgWVayyMjbZTgGPzn4CZ4WnoIkSEx7p1Eja0geJ/HB4Qdg3SwWFhYk45jvQ6WoVLd5o3UcxkNxPNl7glQtBa/DK/RhqVlCdCaKa6FrODk+QbPZ7Nmu/JmadBPJXBKZegbT9DRmK7MSj2W/OoKPMP+U+Sl267tgOAauhguXg5clXlC+D5Wgdi4ryZymaUw7ppGpZ9quMSyDYq2IiCeiu47gISZifF8cPjtEpp5Bg2sIm2T5vugmG/EzNZoNJLIJiWe5kCtgxjUjMQD4/mVYRngPDpzkeqc+5L3XHx58iGqjCgfhwERsQiK3buMbAFiaxcWJi6g6q6g0K5IMg5nyDKqVKli06wC9dARv3PFzXuldxdG5iZMJsCwLj9sjmeOLwUV8lProrA9F71pqlrDgX0CtVGvrQ/HzdtMRDboBJ5yA7DKvv+t0XdU4FEeQWI6VrJ/y62rHtx52xNzcHBiGQaFQEIw8Le2q1RHizJaf7PwEpXoJFEFhObjcqkwrSpNt0A00m02hPLI44lBlq0L/eCiP5DBwK+wIebvddIRSH5IkKaSlyaF2reomG7n+AACWYRXnDX9dq8ztbEfw7cjb1QMDkZs/+ZM/wbe+9S38zd/8DV566aXeP+ZwtNUNJwhCmNwOh0OYbO/vvI9irQiCIECDxpxvTigDzYfqAmRAuFc+CBmWwbPyM9SZOqZ90wi4AwDO0o6myCnhXvkzkSQpXFMSjNPpBMdxEi8ND4qiurbrcXmw4lpB1BNF3VOXhCL59hpotFUYErfLvyvvdcmX88K9JEnC5/Ih6ArC7/IL9zocDtSYGhYji5L0LKV2echlI4fD4VA03vi2OrULoGu7bpcbK+EVrGAFV1ekHpdbkVuondSQrqZRpattRo/T6ZQ8d6c+lBsKBEGc9SFFtqVPOJ1OMAyjOB7E7XbCfterytfV9mGvd5VD3D9K7+NyucAwTNd2M+UMjopHksIOBAh43V7UmToOKgdt4XSn0wmWZfueN1rHIUVSuBW5BbbIIl1No9KswNV0tcbLUhzggEK+oKpd+Tks94/v44Q+gd/tR9ATFCpC8R5LLTqCIimsTq2CjbTG5tzcHOYnpV5ZtTLvNpeVZO5wOLAUWkI5V25LPaqxNUy4J7AUWjJMR4ij7kCrL3gd4PP5cGlZ6pXtJBvxMzEcg0fZR5hgJyR69lnjGTYKG5jyTeEkcSIQl0K9AIqkhPcg0GqXjxor9aHYe+33+OEiXSBJsi29tdv4BlrydMKJSCiCleUVybXN003QzXbjTd6Hg+iIubk5iVe2Hx0hTk1qMA1s5beAJrA4sSi8qxB1C8aROEl0bLeXjnA5XK1rsi7k9bcLLlXjUEzISIKUrJ/y62rHtx52BB+F2d3dFYw/Le2K/xVDSUfwpPVm9CaO2FZEIhgItu3/czlcwvoKSFM5xfOGJEhJKqdVdoQaHcH3iRxut1uI7sqhdq3qJBu5HcGPNZI6G4fydUH8rp3aHbQPrbAj+Hbk7eoBgtNIk/78z/8cX//61/GXf/mX+MpXvtJ2nWVZIdTIIxAIKHauEt7bfg8+p6/j9UqzIqRWKUFNDruVeYy9TnbtZ2OkUs6r0jk3o5ALqxcGHV+dcCQqCiD/XJ5m8ejRo46FA+xeUOC97ffw+PixZN+YGDW6hiszVzT1od1hd90yCEYph15JTvym6Xw9j5XwilBwpVAvYDu3jXg4jpD7LGVMro/l/ZMut0p4r4XX2vpn2MeCGijtXWQ4BolsAvlaHhcmL8DlcOk2hvSae3abw3aYd/32yduJtwWnsRKK9WJfxZ/OK+w2Fq3GoNyBh6bIDU9svv71rysSGz0w6MZEqzeI9oJehQ66beQdlwfsDKM28PZDSmZnZ21PYjqBYRmwXHuIW7jOMZaXrzUKdtctg2CUyooqyYnfNC2vJhl0B7EcXgZFUG1pYbw+VjLkn50+AwdO8YDpYR8LaqC0GZoiKFycumiIYaZX9VM7VVG1S7WsfvvE6gp/RsFsommnsThK6Jvc/MVf/AW+/vWv42tf+xr+7M/+zIhnAjD4xLH7uQGA8YaEHbxBdsVYoQwGiqSEghWK1wlqZMfYMOiWMZTlIC4fLz/oN+gOdo3YKhnyDMcIh8KmyimBLHV7hl7PPEw622yir6dT0C5VVO1SLavfPrG6wp8RsIJomj0We+mYYdNBndAXufnGN76BP/3TP8UXvvAF/Mqv/Ao+/PBDyfXPfvazuj3YoBNnGLwKRg4i+STdSmyBpmkkkMDVi1fPfe10Oy1uw4jF4CL2i/so1ottqWn8gbD9nkxvJrpVFOqFYdAtesHohW4QOfSC0vOJo41KZwp1IyNKhjzfhtfhlUSCuj1DJ1jpwdcqByuIvl5OQbtEKcXjil+nHQ4H1lbXTI/+9dMno+gg5Ilmei8tkYPRRNOssdhLx9yM3MSn6U8tjyLqgb7IzXe+8x0AwHe/+11897vfbbuu59kcg04cu3sVjF7I5N4gmqZB0zScDqekksl5hl0Wt2FEPBRHqpTCvfQ9yVlDFboClmOxEl6x9eLWrbpML9hdt+gFM4ztQeTQC0py4qON/BkecnTzXDboRts+vTn/nBANkkeC+h0Laj34RhBOrXI4T0TfKIgJIL9Od7puJ4yig5AnmkpysCrNVM/53kvHfLj3IUDA8iiiHuiL3Lz99tsGPUY7Bp04dvcqGB2KlnsZ+SocDofjXOSCj2EsKJLCq7FXMeubxd3Du0iXWhur5/3zeGn+JaxMrth6cetWIaYX7K5b9IIZ6TKDyKEXlOQU8UeQzCUR8oTayE2pWULMH+tI6Dazm7jpvikZ11F/FNlaFhW6IknT1DIW1KR4xUNxQwinVjmcF6JvJMTyEq/TStfthlFzEDaYBrK1LDaKG0LkZqI4gag/CoqgTCeaejuYeumYH+7+EK8vvd7xuthuHIR0dbuXkJdC1IiBz7kxEoNMHLt7FYzOVZZPwrXVta7XxxijX1AkhYvTF3Fx+mLvL9sMg6RA2V236IVeOmo7ty18T6tHUe9UNDGU5BR0BREPxhHyhCRpaTwZIUB0JHRBdxBbuS1cmjorS00RFK7NXMPW6RYIgkCxXtQ8FtSkeBlFOLXK4bwQfSMhJojydXpMEM0DwzJ4dvoMJEFiZXEFJ9UTnFZO8W7yXbgcLry28BpCnlDvhnSE3vO9l46hGeWS8/L7ByFdihUWWQY/2v8R/mPzP3B1+ipuTt1U/U6dYGtyMyjs7FUwOld5nC5gL8zOzuqatjmGtbCzbtEL3XQQwzJYP1oHSZK2zM1W8gwuh5cFY7sTMf1g94OOhG5tag2fpj5tM+SrdBVrU2sDv7ManW23Sn12JPrDtiF6TBDtgZ38DkKeEPLVPJLFJJpME26HG26HGzW6hk9Sn+Dm/E1hTJmBQee7fC48zDxEPBwXIlFyOKjulIB/70FIl/xevjx/g2mAIAhUmpWuz6AWI01u7AyjyceCfwEfHX6EYr0IhmNAERTm/HOI+qOo0tWxN2iMMcboim46KFVOgeZoU3Oz1RqtaryKnYhpN0JHERQuTF5APBg3xJBXk+LFR8s6wYqIvJ2Ivl3KKvcDOxLE84i9wh7Wwmt4t/Auio2i5LwrAgSaTBNBd9DUfSeDOMGV5kI83NIh2Vq2VbpeFr1+MfIiys1yzzTTQUiX/F6+PD+/b/eorHxWYL8YkxuLYGSuMsMyyFQyyNVyIIkzz2q6lMZB8QA3IzfH3qAxxhijK7rpqGQuiZXwiuJ9RkQQ+jFaB/Eq9jIkXZTLMENejQd/r7DXtY3zbggPInsrIz52IojnFQzLgHJSCLgCIP0kTqunYDkWJEFiyjsFr9OLkDtkevU6rdeV5kJ0IopsNYtcLYdU6ax0Pa9j+GppvaKIg5IuMcTl+QGARefz8/rBmNwYhF6K0shQ9E5+B022iVvRW0iVU8iUMsjmsuA4DgF3ADO+mXO/CFqFw8NDMAwDiqIwPz9v9eOcW9hBDnZPn+mmo5yUU7HaGA+1EQS1cujHaB3Eq2jlBnk1Hnyjns8O80EPaJW9XSI+oyKHYYRYvq6mC7PULCiCQjgcBgDU6BoAc6Ojg8x3xdL1ZGuPYKqcwk5uB0FXsE3HqIkiDkK65Nfkh4GT6Hx+Xj8YkxsFDGp0qFWUagaRlmcRD+pYIIZYIIaN0s+qf7AOHJYOh3ITuF0wyPjIZDLCeRLjxUsKM419q+WglzFlZJ9101EcyynmbIvvVQO1cujHaB3Eq2j1/odeHnw1z6dlTFg9H/SCVtnb5SDNUZGD2dBDD/JEgiRI5It5gWSGw2FJ6XgzHU+D6KNOY50iKcQCMQRdQdxeva14vVcUcRDSJb9XXGWyQlewFFjqeG8/GJMbGfQwOtQqyl6DSOuzjE9QNw528fCNGs5bv+phTJnRZ910lJkRjn502qBeRTvvf+j1fADO1TySQ6vsxeSZ4RikSq2MB36/arqYtoX8x2jHoHqQJ0bbuW2sn6wjVUzhtHKKGdcMgJbB7Xa4EfVHTa9eN4g+MnJfdzwUR7qUxtOTpyg1SsI88bv8Pc+4kxO2iD8iHCXhdrgxNzGn+bnEGJMbGfQwOvSqaKP1WZQG7eLiIliWBUmS0Cnqdy4x6Pi4cOHCmRzGEGC259RqOeihI6z0NusV4VArh34W6kFTt+y+/6Hb8yWyCU1jwur5oBe0yl4occv9rHIT3ZDsAzgsHeLu4V3DyeGoyMFMDLrPiidGAXcAL82/hP2Jfdwp30GGyeDK5BVE/VGhEJMV1eu06iOjU2w5cGg7kob42eddICdsE44JcByHoDuItak1SSRnEIzJjQx6GB16RU60PovSoPZ5Wydrj3rdfKNTmwYdH36/v+O18wyzS9xaLQc9dISVZYH1inColUM/C7XVqWVWQuuYsHo+6AWtsufHa6qUaiM2AOBz+lClq4anp42KHMzEIHpQTowoorUf+os3v4it3BZIkAi6gqjTddtEb9XCjH3d4jO/xO33midywnabvS2sJQ2uASiLsy+MyY0MehgdeoUDtT7LeV3czUjTGaf8GYPz1q966Ijz1Gf96DS7p5YZifM0JpSgVfY8ec6UMm3EpkpXEfFHLDlHaIzeGGTMdyJGFEnh0tQlVJoVvLH8xsDPaAWM1IN6O9bEZIdlWRSLRc3PxmNMbmTQw+jQKxyo9VnO6+JuRpqO0ecTnVcY3a92q0ymh46wciyavUeqX51m99QyozDWT9pkz5PncqMMj8MjfF6lq3BRLkQnWpvJR4kc2k0nasUgY37UnQFG6cFh6LdzRW7UTGY9jA69IieLwUUkc0kUG0XJ5sY5/xwCrkDHcyaA9kFdq9XAcRyajSYoz/Aorn5gRprOoOODlwNBEPB4PF2/e55g9LlPckO83qjjWeYZ9nJ7+Nzy50xfzPXQEVaWLdbLkdDPfDivhKUfaB0T510v8eQ5kU1IDr6O+COITkRVl8AdFGbJYZQKuAyiBzu9Y71RB83Q2M5v41/L/4pUKQUAiPqjeHn+ZaxMrgxN/xgBvTIPlOzxcbW0PqF2MuthdOgVOYkFYngn+Q4KjQKmPFPC58lcEkFXED+39HOq3//JkydCickbN26ovm+YYIY3YdDxcR7koAVG5wfL5/329jZomkYTTSyGF003mPXQEVamn+rlSBjPB32hdUyM5dCak6/GXrXMYQCYJwe7lL7WA4PowU7EKJFM4P7RfZTZMm5cvIFp7zQAoFAv4PuJ7+NG5QZeib1ybgnOoI61bvb4aeUUF/2DH1VybshNP+WZBzU69Ar37hf3sRxebovcrIRX4Hf5sV/cHxoFZAb0TMnoJsPzmPJnNKzKD/Y6vJbl0Q8aibAy/dRuaQmjkmIzKM5rSrJeOC/7VdU4J+KhuKVzSu2cbjaaiDJR1Jga6o26EPmap+bhITw42D/o+BsUR2GqOQW2wUrO7YqH4pibmIOTdArFmAAAztahk46SA5vJTXidXoVW9QPHcajRNdSZs/dyU254HB4QhLxUmXno1G8Mx2CamAZVpLBb2u14f6VZQZ2rY8Lbbo9X6aouz3huyE0/nsZBjA49w717hT0E3UEE3UHEAjHF62qfcWpqSjiUalShV5qOGhlqHR/nQQ5aYWZ+cDAYFEqu2iE/WCusStXSy5Ggx3wYpRQbPaBlTIz1UgtWk8N+5aCV1PfSeQ26YemcUjuna7UaMpkMYrGY5rHLcRwaTAMNpiF8NtuYBcMyIAkSDke7mcxyLDwODwLugKbfVPtclWYFLMdKyiPzf/ucPksJjlK/uSgXXJSr53PlKjmwBywq/6+9M4+So7ru/7e6ep/uWTT7rl0a0MYuBAQJzCKBYhYTlpgQC+KAcYKcGIyNMJvC8gfnmCTHDhixGRhsREJ+YDC2g8SODAIJtCEhjWbv2Wd6X2r5/dFUTVd39V7VVd39PufMQVR1v371Xr377n33vvsYf4IVUmFUIFUaysi4KdRKo5LuXiXr3N6eeRxjsa6CJlt1mwnNwB1yg+d49E73pn0eNV322fQDQRnk+ripsUn8tz/iL2R1SgKlFhKUGA+lFGKjFUQuzaLl3q5s5+lcDZB08/h4YBwmo0mzMZXpmB4bG8vLsAEQ9YYYLbAYLZLrQSao2JkruRBmwwmGDQAYKAM4nkOYDSfUuZAka7dMoGkara2tOD5wHBFjRIXaldFxjoXKIpOJhyhTtMh8IwjMfnc/7CY7nBYn7CY7+t392D28W9er3MKqW0dlB/wRPzwhDzwhD9xBN6osVXBanBk9j5J9SNCetso2+CI+2XveiBdtlW0FrlHx01HVAavRCm/EK7muRfgOGa+EciSVASCcyZOMdDJRKEeOQoypbMa0Wt5GhmMQZIIIMAEEmSAiXCTtAZVKEmbDSY0rA2WQeEyKEZqmQUO9xfKy8dwomVkolWdDSW+LFtmQin0VNH7VrWeqBwa3Iavn0Xo/QSaes2L1rmlBJnH0SrRnOfWJ1uE7sWg9XgkELcgnqUc6mVhnr0v524WYA7X6fZ7nwXAMOJ4DANHAYDk2ut/GYISRMsJMm1WrQ6ljps1R40wmes3HyBvd2VIWxg3LseA4DgfHDiLIBGE32cUUjwE2kNVKYzpXcDqymfS12Nyo5annapDL8+j9/BAAZI9BFqRTxIH82zPTfiuk8aO2saWX1MzkbBdCPhTrokQ+BkA6mfhh/4cpy1a7XbQa02NjY2hoaJBc23t0L+rq60BRlNimdou9JIybfPbN5IOZNoPhGLC89B31RrxwGB1JvpUdJW/cxCodJzWfBJfXhVHvKHome+DyuHDevPPELGmZkM6zYaAM8EV8inhbkgmgtXPXip9hWCYjwXz48GEwDAOj0YjFixcn/c1SWwXN5XnU9JjF9sOChQsS+o7nebA8i0pLpeR7sZ4mAEXtXdOCeEX88OHDCAwHcHTsKEz1przbM51c6JnqwWRwsmAGabFsss9ULqVCy/N+SgUl+qEY0ds4yaYf8jUAUi1OFCrSJVkd9TSmDdRs0hmjwQgLbUGFqUL1zfyCd0MuNI3jubyNq2QJC8JsGAzHqJ6wgDbQCDNhfNj3IXjwaHY045TmU9BZ1QmfL3/vTckbN/FKR6uzVcw85o14QRvorIRXOk+AJ+SB3WTHTGgG3rAXI94RcDyHEBtCR1UHzmw9U/x87IvD8/KxnOlWRzMVzIFAQMyfn4pCrJgUcqUsl+dR02Mm9IPBaJDtuw/7P0SlpRJddV0JdYuNNS4l75oWxI6HEfdI3u2ZTi7sHt6NZmdzwQzSQoSXKjGOM5VLqSiX9L1qokQ/FCN6C8POph/UNACUGlO5Go96GtMOswNzbLPnDHI8V5AsZYJ3I1m2tHyNG60SFsQaVTaTDWd1RM9r9EV8mAhOoLOqU5HfKfmEAkpvNs3Ec7GqcRXcQTd6p3vB8Zx4Nk2VpQp7RvYo6v3IdEMhRVFYfPPNWPrtbwNLlsj/rVun+ubrQicsyOV55BIT+CN+dFR25L2SR1EUKIrCSGBEtu+E1RqXzyX7fZZjS867pgVCP8SGGiQjk/ZM9xmX11XQDbpqb7JXahzH9kOuqDleywUl+qEY0Vsyimz6Qc2kHkqNqVyTHpAxHX0X7CY7fv3LX8NhceC0k04TPTbZelUefPBBvPrqq5JraiUsuPfee1PWLZlRJbwTAx5lxlzJe26UVgQzGVQfD3yMfnc/zLQZNEWjwdGAJkcTaIpWZDVI8PK81/se7Ca77GfiV5xXrFgBeDxAb2/KstVeMSn0Slmuz6PWfoIVK1YASN53NEXDarRi1Dsqe7ZRJu9fOQj+fBH6AYj2RSoK0eZKG6RqG8BKjePYfsgHvez/KVaU6odiQ28LRdn0g5JJPVJ5YfMZU/ns4dXjmFYiHCwbKIrCc88+BwA4eOAgDuw5gDPOOCPrch588EF85zvfwWWXXaZ0FbMmlVHlMDkw5BlCTVVN3r9T8saN0mFWqVzB7pAbM6EZ9M/0o8Y62zkj3hFMBafQVdclGdDJQtEyRQ3BrHYWpEInLEj2PG2ONvDg8WH/h5qdvixHg6NBDGWMJzbUQC/xyKWAEuEd6cpocjTJfGsWPYRjZkOpJR4hlCdaJ6PIN7RTCQNAzX1HejMe80GpcLBs+PTTT7F3715ccskl+P3vf49t27blZNwUExyXqPvkgi7D0liORc9UD97rfQ87e3bivd730DPVk9NAUDrMKpUreCY4gypLVcLLbzPaEGJCcHmjoUZKDehMBPPY2Jjo5v7q8OGMy51XMw/ndJ6DtfPW4pzOc7JKupAKLYRd/POsaV+DieAEhrxDmp3lk6wtmxxNMBvNCLEhyfVYT5OezhgpBZRoz3RlnNp8akHP2ilEeGk+9wkEPaDlGVh6OVMun/Ny0qG18ZiMsbGxpH9ynx0dVVX8NwAAIABJREFUHcXM5Ax80z6Mj48n/azSbNu2DQDw8MMPY82aNXjppZfg90sPnQ6FQrj//vvR1dUFq9WK2tparFu3Dh9+GM14R1EUfD4fnn32WVEXXLt2Lcy0GVvv3wqHJTE72W+e/Q0qrZU4fvy4eO23v/0tLrzwQjQ3N8Nms6Grqwt33nmnIpv/YzEYlDFLdOe5UXoVQekwq1SeDZ7j4bQ4ZV1udqNdDDVSakBntOLMKPJTilFoYSe3MpZJRjK1V52T9R1NRd8luoqGP+JP6jlT+4yRYk2PmgtKeCszSTc9EZxQNNwzVR+pHV6qV6WFkB/lNO4BbTeu6yWZgZpeWD1lPYslPt1zKk4/6fSk9/KNvklFIBBAd3c3TjvtNCxbtgybNm3CTTfdhJdffhk33HADAIBhGKxfvx7vvfceNm/ejPPOOw8Mw+Djjz9GX18f1qxZg48++gjnnXce1q1bh7vvvhsAUFlZmTTdc7KECUeOHMGGDRuwefNmVFRU4NChQ3jkkUfwl7/8BW+//XbGz5UqC5w34kVnpTIJBXRn3Cg94NUIs0rmCu6dju5naXQ0YsQ7ApvRJrnP8qyiAzoTwTw5ManIbylFIYVdMkP5w/4PUWn9JiMZJZ+RTK1JZWxsDCzLwkbZxJX++L6rMFekNeLVjEfWW3pUNRD6gaZp1NfXK9Ke6cpQUg5l0kdqGsBKjeP4fiBow9jYGMKRMPZN7oPNaRP7leVY7BrchT8e/SMWzlkIM20uKWNH7TDsVMgZFVNTU2IdBlCY0E41vbDJdBR3yI2Z4Ax4jkfvdG/JG9G5sH37dszMzODGG28EAFx99dXYvHkztm3bJho33d3d2LFjB37961/jpptuEr+7ceNG8d+rV6+GwWBAfX09Vq9eLfkNkyGalS82DF445yaeLVu2iP/meR5nnXUWurq6cO655+KLL77IeL9YbBa4WAS9tc3ZVpqpoNVYRSjUxjRhUDZVNGEqMIUAE5AYOCE2pOhqkJaCOVcKuVKWzFA202YxTFBu076a4QBDQ0Niqs9Tluuz7/Syoqgmsf1QKKVaSTmUaR+pJfeUGsda9AMhkaGhIRyfPo4JZgIr56wEEJWDB8cPIsyGo6EtER+qrdUltcgBaLdxXW6eGRsfE8+5abY3F6Qeanph5XQUChRmQjOoslbBaXGKny219ypftm3bBpvNhmuuuQYA4HA4cNVVV+Hpp5/GkSNHsGjRIrz55puwWq3YtGlTTr8heGhi+yH2eizHjh3Dli1b8Pbbb2N0dFTitTp48GDGxo2QBU7ImuYJeSS6DwVlMjZmbdx4PB488MAD2LNnDz7//HOMj4/jnnvuwb333qtIhYo5ljt2NbOrrgsuX/TAUJZnEWbDWNW4SvGBq8eMIqkopEGWzFA2UAbYjLa8MpIpgV77Lt8FhnILbdECrTf0F+PCCiE1o6FRSfy9y+dCmA2LC3SCvCylRQ4t0Utop9rRFPHzXM9UDyg3VdKLZ/ny9ddf491338WVV14JnucxPT0NAPjOd76Dp59+Gk899RQeeughjI2NoaWlRbF9Ksnwer0455xzYLVasXXrVixevBh2ux39/f244oor4Pf7EWJCCLNhhJjofuEQE0oa+kZRFCxGC6qt1VjevlxyT6mEAlkbNxMTE3jiiSewcuVKXHbZZXjyyScVqYiAXgZ8LsSvZgoHhgqrmVqvSAx+898FCxbASMvUo6WlIPUolFKfzBAWwgbTZSRTg87OTnAcp7owyod8FhiKJaStGPohFXpYBFJiHKvRD8S4zp7Ozk70Ur2SfYjxodUsP/tOkYx4+SNnVDQ3NYPjOQSYgKrJDGIp9L4jrRdmAGB0dFT2+tjYGE488UTJtf379xfcq/zUU0+B53ls374d27dvT7j/7LPPYuvWraivr8f777+fswy1Wq0AokkJLJbZAzvHx8cln3v77bcxNDSEnTt34txzzxWvC0ZXmA2L+2gEYybMhsFwTNZn8ihF1sZNZ2cnpqamQFEUxsfHFTdu9LoBLRPyWc3Md0JOlrkj9vr53/x3///7f0kHaykFhiTNSPZN2OBMaEZyvRCbSKurq1UrWynyWWCID5diORYunwsj3hH4I370TPXg9NbTNVc0i6EfUlHMi0CxKN0PxWJc643q6mrUzNRIzt6KX/yJ35+o5yiKbNDKGJYzKpxOJ7wRL+qN9QXLelloL6weFmayMVbq6+sLatywLItnn30WCxYskNWvX3/9dTz66KN48803sX79enR3d+OZZ55JGZpmsVgQCAQSrs+dOxcA8MUXX+C0004Tr7/22muSzwnGSawBBACPP/44gOgenPgEAQbKAI7nEGbDsBil3ysEWRs3altgWmYvyYVkgnFN+5qMhYISE3I22T/iVyZiUTP7R6FJmpHMQKO9qh3zqHkpM5LFk80kWMyrx/ksMMSuysXG7NuMNtiMNnhCHqJoKkAxLwKpSTnsF1OL+HcqVlnxM/6Es5pKYexqaQzrKbSzkCHSpbIwoxZvvvkmhoaG8Mgjj2Dt2rUJ95ctW4b//M//xLZt2/Dyyy/j6aefxs0334yvvvoK69atA8dx2LVrF7q6usT9OsuXL8fOnTvx2muvobm5GU6nE0uWLMGGDRswZ84c3Hjjjbj//vthNBrxzDPPoL+/X/Kba9asQU1NDW6++Wbcc889MJlMeOGFF7B3714Aye0CA2UoHuMmH/bv34/Ozk5UVs66vkOhEA4dOgQAqKmpQUdHh2TA9/b3IhKKoNHWiLNXny158cfHxzE4GA226ujoQE3N7MGZLMti3759AKKrIfPnz5fUpaenB263G0BU2TcaZ5tienoavb3RzGctLS0JVvsXX3wBnudhtpjhcXokgtE14sKOr3fAQltw2emXocI+KzC9Xi+OHj0KIGqMNDdHNwwKE/LIwIi4mXD+vPmSCdkatIqu1AULFsDhmDX8gsFghj2QHQzDYP/+/QCiqQPnzZMKvmPHjsHj8QCIDjg6JtRtamoKfX3R/Pitra2oq6uTfFcYFHa7HYsWLZLc6+vrw9TUFABg6dKlktUCt9uNnp4eAEBjYyOamqQT7v79+8EwDCwWCxYtXiQxlMfGxjA1HU30sKBzAc6af5b4Pvn9fhw5cgT7sA+1tbVoa5OGBBw4eACfj3yOCB/B8iWzMaL97n58NfAVGtgG0BSNuXPnwuF0iBOmGWYM9A0AAIYtwxhrl06YR48ehdcbPRtl+fLlEtfyxMQEBgai321ra0Ntba14j+M4fPnllwCiGw0XLFggqe/x48cxMxP1THV1dcFsns1+MjMzI+avb25uTjCM3QNu9E/0gzNwOGHhCeJ1b8QLz4QHU1NTcPe5sWjRItjtsyu9bo8bH3z5AfysH44KB1gLC57nxfCKoeEheIIeVAYq0djeKFE0XS4XRkZGAADz5s1LKyNiOXLkiJj7f+XKlZJ7WssIm82GxYsXS+719/djcjKaxXDJkiViaACQXEYIHDhwAJFIBAajAdZqaba98fFxDI4NwkJbsOrkVZLvBYNBfPXVVwCAOXPmoL29XXL/8OHDCAQCoCgqYWPo2NgYhoaGAEQ997HeFr3JiAH3APgwj8PHD4vPWlcbLVcIefEP+UUZsXTpUkm5Q0NDord74cKFqKiYld+CjAAgKyO++uorBINB0DSNZcuWSe6Njo5ieHgYQHS1tKqqSrwXDodx8OBBAEBVVZW4mipQKBkRu7CIEOAf86M/1I+qqirU1dRJjJsvv/oSDZYGfBX8CkuWLJGUOzAwgImJCQBIkBE+nw9ff/01gOiKeEtcKPShQ4cQCoVgNBoTFuHUkBF9M31wTbjgm4pmZ2pqakKls1Kce49PHod3MNr2asqIcxafI7mnhIwwmUw44YQTJPeGh4dT6hGFkBFt1VIjemBwQOybpvYmzK2ZK343nYzweDzw+/0wGAySNgKi7wTLRr1AVqtVMm5YlkUoFN0bYjKZYDKZkCnhcBgMEz1jw2KxSGRabLlGo1Ey7wLRNua4aKplm02aTTcSiSASieCJJ56A2WzG9773PfEex3Ginud0OnH55Zdj+/btmJiYwBtvvIEHHngAv/vd7/CLX/wCTqcTK1euxMUXXwwg2v4PP/ww/uVf/gXXXHMN/H4/zj33XOzcuRNOpxOvvvoq7rjjDnz3u99FdXU1brrpJqxfvx433XQTQqEQ/H4/bDYbXnvtNdx+++347ne/i4qKCmzcuBHPPPMMzjrrLNl9MqFQCDy+WSyPs22ENhT6L1ZGxJ/jkysFNW4YhknwDPA8j0gkIt4HpKsIdf46MS1cvEXPcZz4XbnGjS83vi7C/fg6xZYrDI74cnmex0hoBFabVbLiw3EcTDDBF/Khb6YPXfautOUKq90MwyTUVYxBpeclfVa1vC1yfRNLbBvGo1bfxNYpWd8wDAODwZCwMuYOueENedFgacCqhlWS9ylduf0z/fCH/JKwDSC6IjweGUe/px+tFa3geV6yeizUBwDsNju8QS+OjR/DvDnzYDQaRYGWTxvKfZ9l2aTlpntWNsJiYcVCTLPTCZ4tnuMxOTEJDpykb1iOxWeuzzARmIDT7ISFtmAsHFUSe6Z7MK96HliWBc/xYBgmIbY6tr6ZyIhYGIZBMByEy++Cu9ct8ZRZGatsGwpjTW0ZITdppnpWjuPEZzkSPoK6YJ3E6ye8LwbegDnWOdg9vBsj3hHw4GEOmdFEN6GloiUh40y6PheeVW4FLra+crJHCRkh95lc+oblWFA8JX4nvr4sx0pkRKpnzUX2RCIR+TGVotzYZ01VrhxKyQiGYUBRFFbWr8SQbwiHhg7BBBMYhoHdYJekzfdGvDBwBtSaatOWm2sbyrVRvjJCrq4D7gHYaBtmmKiRF9uGDpMDA54BVEQqMipXCRkh6EixfZ5Lucnel0zHspoyYn7VfMmiI8uyYBgGASaAecZ5kuicdO83z/Pinxyprgv3ctGfUn0nVbmp6itc7+7uhsVikRjK8eV2d3eju7tbvLdlyxb87Gc/AxBdDIrtI57nsXz5cvzpT3+C2WxOmJNOPvlk/PnPf4bBYJAYXDfeeCOCwaD4Lpx55pniwaBAtC9DoRBGp0dhNs0acXfdfRfuuvsu0RgTDZwk7SA3lpWgoMaN0WhMGBgURYmNHd+ZwrVkVrXBYBDvyU1UmZYbX6fYcmmZjfcmkwk8z2PcM44lpiUJ3zUajXAanRjyDqELXZJ7cuUKMaZCPePry3IsaDOd9FnVChXUY9/E1ilZ30g+E2MoD5mGMGaJKtxGWvq76codj4zDYXXIPovT4sTA1ADmmuaCoigMzEg3TArPaKANGBkYwdHQUfgb/Vi5cmXKVaNM21Du+zRNJy033bOazWbQLI251rlY0hm3KusbkO2bvpk+hNkw2pxtmAhNwGAwgOM42Iw2hJgQxv3jCPNh1NvrxfaIja2OrW+2MoIyUPja9zVCbAhtptnV9H53P4LeIOqMdaApWtKG+/fvFydNk8mkmoyQKzfVs/LgxWdptbSKKTqFMBmb0QYDb8ARzxE0e5uxcM5CLJyzEADQ6+qF3+2HyWSSlRGp6is8q5wsia1vqnJzkRECLpcrYQU6FxlBG2hwFDc75uLqSxvoBBmR7FlzkT3CmT3ZlBv7rMnKzUdGsDwLV9CFsd4xieEPavZ3Dx8+DIZhYDKZsHLlSswxzEEL0wKWZ8E6WASZoGSRo7qhGuDSy55c2pDjuKzHTa7vIcuxMFCGpO8LwzGq6xGx5QpyKfa7uZQb+99YMh3LasuIWmstPh3+FC6vCxPjE3BQDnRVd+Hk5pMli47p3m+KosQ/ORieQYSLgAkzMFAG8QyX2O/koj+l+k6qclPVN9VzZFpusu+l+24u5Qr3zbRZ1oChKAocz8memRPbDnJjWQkoPg8zaXx8HPX19bKpoDmOE8MRBJxOZ9FmJ5JjZ8/OhPzgAizH4ujkUbRVtaXdc/Fe73sJHoFY/BE/zuk8J+l9IHVCgWyyfyi1ca6Y95zIkaqvAcAT8mDtvLVpP3v4yGHMBGdwZtOZCSFUeiDXfhPeYZaP7rMJMSH0TfeJsbbukBvLGpdJVoAzea8zoWeqJ+3+k/hY8r1794qhG1r0Q7J2ZjkWQ96htHtpsn1evaJ0P+TyLpQyyfaU+CI+WI1WMURW6/GgFUrMvfkQLweOHTuGWmMt2qvacfKqk1X7Xa3I9H3MlP7+/oTwOSC6+u+P+MHxnGTvmPD/yTJ4jY2NJYRpj46OkjO4UpBrWwOJ/cdyLPpn+lFjqJF8LhfbQXeHeBYTqTaeHxw/CHfIjcV1s/H2yTYpKrE5WE/ZP0oxY1E2myBTfbaiogK8kZfEi+uFfPpN8MLQFB0948nrwoR/AhP+CdiMNlRbqxNCW5Ta9J5LatHKykpxf1uhSdXOh8YOYVXTKtnvCc8CQPNUqkoh1w/5LIwUW0Iatck0wYJW40HrRTAtE3PIyYG6qjp4Q170hfuwkltZdPNkOgqV8EM4IDLbDF719fXgeT66X4Tno+exWPLbDM/zvJgqWSDWg1TsxB7Kmc8zCuMhwkZQU1WT/gtpIMZNHiQTjC6fCzOhGcytniu5nmwAqzkhy6VV7J3uxZzaOaoJzlLMWJTNJJjqs1X1VVheuVyXz59Pv0mMO4pGq7MVTY4m0YtDgZIYNkoqmrmkFo3f+F5IUrVzIBKAy+eSPVwWyCxNajGl6I3vh3wXRrRMx69HMjX8tRgPelgE09IYlpMDrS2t4u8X4zyZjkKdcSOcuSJHugxePM8DNBBho2HL4VA4Z2MkmVdD6zNglEY4lDOfrGjCeHCakkfIZENOxs2bb74Jn88nhp0dOHBAPGhow4YNkswHpUwywXh8+jiqrFUJqTMB+QGsVkpIlmOxd2RvwvUhzxC4YS7t5JHrZK+WANNS+chmEizW1eN8+k3OoBO8OMcmj4GiKHhCHlVSnRZbatFU7VxhrhBPgpcjk2fR2/NmgxILI7mktdWDoq0GhThTJFe5rIdFMC3TMevhMMtCo4czblKhtDGSqwepHEk1HnIhJ+PmlltuEVMcAsDLL7+Ml19+GUA0NWJ8KstSJZlgrLfVY0HtgoRDzwTkBrAaeeb7ZvoQYkIJ1+0mOwJMIOXkoUSIUjJyEWBaKx/ZTIJ6Or8gG/Lpt2QGXYAJYP6c+ar2T6xhxfIsXF4XRr2jYHkWITaEVY2rxD7QA6nascHRgJ6pHtl72ey5KVa0Uvj0oGirgdqGfz5yWS/KfSHPeIlF74q+Guh9IUppYyQfD1K5ofT7npNxI5yRQZAXjO/1vpfUsBG+UwgG3ANJN0ummjxiVyY+HfxUci/bEKVc7suhB+Ujm0lQqwkzH/LpNy0NOsGwcofc6HP3IcxEDw0NMAFUWarA8lEFTC+r76nq0ORowrBnOK3Xrxg9g5mglcKnF0VbadTeU5KPXC5H5T4WvSv6alCoPU5m2pzUsEiWwQsgxoiWKP2+kz03KqCX08PVmjxyCVESyPX51VQ+ChnuduzYsdmDWuMOhNOafPtNK4NOMKw+6PsAnqAHJtqEIBNEo6MRTRVNoA10gqKlZT+kaucAE8C35n0LBoMhpZFYjJ5BOeL7QSuFr1QV7UxDZHMdD/nI5XJU7mORkwMDgwPRgyC5EFZ3rdawdupQqJBtM20GwzFJM3glM24EhDOIkqWML2fUSpAgjAdN99wQUqOXPRe0gYaz1oldA7vw0ZcfYcw/BspA4Xj4OPwePyrNuWfsyiVEKZ/nz1f5SGbAtDpbsWdkT8HC3Twej5hyVW/o5b3NBdpAg6IonNl+puz9eEVLy35I185za+aKhmIyitEzKEd8P2i1MFSqinamHtVcx4Oc3I0NDfWGvAAgu1ikl0VArZCTA36/H56gBxWWCl3L21wplIc/3wxeLMcCPKJnQSH3OSJXD5JeUTNBgjAefIxPkboS40YF9LLnoq2yDcenj6PP3YeJ0ATMtBk0TcNqtOL49HF0VHXI7kXgeT5t/v9Chyjlo3ykigvf69qLKmsVKi1SQ6/YY+1zQS/vba5kYuAKRu7u8d0IM2GYjWZUTlUW9PmKvZ3VRAkDOxdPbCkr2moawvHtKZxzJYSG8uBhN9llF4uKeTFFCeTkQJAJotHaiPaq9pKVA4VamMklg5dgjMiRizGSyoNEURR48PCEPJLP6zlFtJoJEoTx0D/Tr0RV8zvEMxX5HuJZimk5Cw3LsXjtq9fQ5+5DlaVKvB5mo6kN26vaMa9aXsjo7TC8fOqT6rsf9H+AudVzk2anUvoQN5adVcDlToEm5E46g9wT8sButiPIBGGlreL1IBvM6QA5Qv7IjYd8ZH+uhwQK3wswAVlFu5TeDbn2baloERXqbORSvGwd9AxixDsi7nlrdDSKslVOTpN5XgqZH7Ij2SGeuSJ4JlieleybzuRAylRlxnuQTLQJDMeA53nZsLnfvfA7bNq0SbxO0zSamppwwQUXYOvWrWhtbcXOnTuxbt062d+88sorxQzGSuIJeZLuSRLqn+qw83jk+i9f20FAl54brTNjKYmWwps20Ki2VsNgMIjZo2iKluxFSBYTrbdVtXzqkyou3EJbUqbeVTrWnkxY6pFu9d1AGeQ3Pxsy89IRRUx55MZDPiu7uW5wLxdvWrK5ddA3iInQBE5pPiWr8uLl8qh3VDRszLQZTRWzxyEkOwYhWV+X43gj84O2ZBPOFmu0hNmw+I4KnxU+L+dBCjGhBMMGmPWAMBwDAHj66aexdOlSBAIBvPvuu3jooYfwzjvv4MsvvxS/8+CDDyYYObW1tYq2SzGiS+OmEJmxMhWcaqwi9rv74fK60GBvwJB3SHXB3epszVp519tkn099UhkoNEWD5VPcL9FJtBRJZwD7w344zfKrSuk2P5fSgkspIyxkxKcEpykaDY4G9HGpszyWwj6mVCg9t8bLZWGPTewCWiyZLhaR8aYt5WhYCmQSzhbr4QmzYfA8D9pAg+M5hNgQePAp96Cky8omjJNly5bh1FNPBQCsW7cOLMvigQcewKuvvorW1qhOt2jRIqxeXXrJJ/JFl8aN2mk5MxWc+QrYZBOJlbbiM9dnqLHWYOGchVmXmw35pvfV02Sfa31SPWODowG9072y94o91r7cSGcAv9f7Xsrvp1K89JCKnJAelmMT9n0IjHhHMMgP4uzOs5OGpimh0OlZMVRjbo2Xy0JoKMuxYpiaEG5TaanM6Mypchhven1PStWwTJvla906YGgoeQEtLcCOHQBm955wPCfxwAieF47nQIFSPHW0YMT09vaKxk0hKaYECbo0btROy5mp4MxXwCabSFw+F2iKlmwky6bcbBBCddggC47jYDAYUOmMbp4vF+U9PlwpdlXXE/LAH/HjyOQRzK+eTUWrVvjd1NSU2A81NTWKlk1IbQDHTshujzthPKSasAt5DopelR41UHo80AYaLq8rwbABAJvRhsngpKx8VUqh07timGzuFMaDP+LPq3xB1lppa9TAZGf7wc9Ey87kzKlSPXdIINl7cmDwAL4e+honNZ2Euto6TepWioZlRlm+hoaAw4czKk9Q8INMUDa0LMJGMw8qbdx8/fXXAID6+nrxGsdxYBhG8jmjUR3VPt8U24VEl8aN2mk5MxWc+QrYZBOJsOHSF0lMeWcz2vDJ4CeKKTZCqM6+gX0wwQSj0YhKZ2XZZKQBpOFKNqNNXNUFgDn2OVhduxp9M33Y49qDBTULYDaaVQu/6+vrE1OuEuOmsMQauS6XSzzXQxgPqQz9Qp2DonflWGmUHg9tlW3Y49qDGmtiWQEmgLnVc2XltlIKXablqGnA5lK2MB4iiORVviBrj00dSzBsLEYL5tXMQ4AJZLS/LV0diplk74l7wg1P0IPITAQb1mzQpG6laFhmlOWrgPVJ5wERxinLsmAYBsFgEO+88w62bt0Kp9OJv/7rv8bBgwcBAFdffXVCGUeOHMHChQsTrudLvim2C4kujRu103JmKjjzFbDJJhKO56L3qbh45G/CKaYD01gwZ4F4PR/FRgjVGe8dx6B3EAbeAH/EX3IbZVMRG670yeAnmA5Mo8JUgQZHgxgXvnDOQk2ywBGSo7QCGGvkxpKJoa/2gotAKa6aFpKOqg4YKSMCTEDiuYnd4C7nnVBKocuknI6qDtUM2HTGcYujBYPewaQHyLY52/Iq/5TmU3BK8ynomeoBBQq+iA80RaPJ0YQmRxNois6oPQs13rQi1XtiM9owEhgpcI1mKUXDMt0eFy2Mm1QeEKMhqprH76VZvnw5fvWrX6GxsVE0bh555BGcd955ks8pmUEunlxSbGcDx3GKlKNL40btTF2ZCs58BWwyI81AGeBn/GhyNEmuC+EU8els81VsaAON0xefLoZ/1NXl5u4u5nAZIVxpwD0gMRxjydQbl08btLa2iv1ASI4aHoxYI9dT44mGDtCmjAz9Qp2DotdVU7XGvtLjgTbQ6KrvgjvsTpohMtl+m1RksxE+3X01Ddh0ZfPgYTVaE+ZWe7UdNYYanNR4Ul7lC3VvrGiU7CeNJ107lfK5Q0Dy52+obwDHc2IInxaUumGpBILnxUSbEGEjCQaKiTal3IOSqQfkueeeQ1dXF4xGIxobG9Hc3JxQ1vz588WkA8UOy7HYO7IXCx35e510Z9wIwt8f9mPYM4yJwARqbbVodjajs7pTEUU6U8GZr4BNZqQ5LU7MBGcSjJtR7yiAaKaZePJVbHI1aASyVTb1agjlo8QooXDn2w9qoMe+UksBzDUpRaFSo+tx1VTNUDk1xkNndSf63f2yGSKTyW2lFLpMylHagI0dv58Nfwa7yS6brcxhcmDYO4w17WsSxvuKjhUZjfdM655ve+rtKAKlSfb81dXVAABrxCp7vxAoZVjqcV5RCsHzwoMHRVGix0U4nNNAGdLuQcnEA9LV1VUyhksm9M30IcgGFSlLV8ZN7CTqtDjMhV7zAAAa/klEQVTFw4CEA9iUGhSZCs58BWyy7E2nNp+Kcf94woFxvrAP1bZqydkAsWjpDs5G2VRTGcpXYOYz6ZZiyJBe93jozYNRqNToelw1Lbb3Phe5rZRCl0k5ybIzCmQj5+PHr9VojYY1eUcwFZhCV11XwqITbaDFNhDe5QH3AADklVY/9n6+7SmMt56pHuwe3g2X1wUAaHI04dTm4lf21PJMKWFQKGFY6m1eUTrLV6znRciKluycG0LmDLgHJO9cPujKuCnUJJqpoqKEQpNspVjIxiaUC0TD1YKRID53fQ4DZUhYfdNytSMbZVOtflRCYOYzqehN4VYCvSquevRgFCI1uh7DcZR47wu5ipuL3FbKU5BJOYIhkar+mRI/foV9nMJBmi6fS+LBog35HXGQqfGtVHtOBifR7GyWhLgNegcxEZwo6uQaanimlDIolNB79DavqJHlS+29J+WIkvO6roybAfcArLQ1ITe+oOQrqTxmqqiopdDElisIpQZHA9wht7gRNnb1LcAGNI0zzkbZVMsIUEJg5jOp6FHhzhe9Gmx69GAUAj2G4+T73uttFVcOpTxzmZSjpAEbP34bHA1iNk6b0YZR76ho3Ahl5yNHM617KSrISqKGJ1jJ9spX79HbvJLRHpeWltSFpLufI3Ln70TY9FkLSxEl5wFdGTdhJpyQQhKYVfLTZXIpVgShNK9mHg6OH4Sf8cNutIurb8emj2F+zfy8FJu9e/eKKVdXrlyZ9fezUTbVMgKUEJj5TCpKKNyZ9EMhV7n1arCp7cHIZTwUol8KFf6WbZ3yuZ9K6dp7cC+Gvx7G3Oq5OcklOXI1ppRayEpXjpIGbPz4bHI0YSo4Jc4hLM8mlP1h/4cJfXH4yGExNbphrkGRupeagqw0cu2zd+9efB75PKd5Wk/tpcd5Ja2n5ZsDOgHA7/eD56P7aex2u/znFSDZ+TvXfPcaXHf9dQnJpWJZu3YteJ5XrW5a0FbZhiFPioNUs0BXxs14YDzBsAFmXezjgXGNaqYusUKpq65LPGBSyPRjgEHz1c1slE21Vt2VEpi5TrqFCBkq9Cq3Xj0kevNgyPULy7HYNbgLfzz6RyycsxBm2qyIsaOUkq2UMZbve58u7e1oaBRzMTfj+qRD7yv+Shqw8Z+lKVoyhwSZYELq/3zkaCGNby0V5GLcDK8ng0Kv84occp4TjuNAUzQoqLtnJqPzd8oo7K2jqgOT/klFytKVcZMKHrzqL5pWxAodmqLR6myVxEl7Qp68hYHdbhdX5uR+P50gz0bZVMsI0FpgKqFwp+oHoPCKmR73eADZK1HZKiPp+iGe+H5hOVY8gZ2ioud5VFurdRNqpaSRnO97n0qpslqtCPNhRVdHtVjBzvb9U8qAlRu/whxSZa2SPbdLrj5WqxUsw4I2yqfKVqPu6dBK3msZRplOLuVjdBVSHmk9r8gZLHKb/JN5TsKIJgiwmaQL7UqT0fk7ZWTc0AYaKxtXwudLPOA+W3Rl3NTZ6xBkg6JLXUA43bjWXqth7dSjEEJp0aJFstczFeTZKJtqrbprLTCVWLVM1g8CgmLGcixcPlfC3rNjzDHxc0ofbKkHD0ksmSpRuSgj6fohnniF2eVzSbzMwt4GvXgHlI6/z+e9T3W/o70D/ogfizrT90emil2hV7BzVYZzVVRjvxdmwjg6dRSVlkrMnzNfTCiQbWa4jvYO8XttlfoI/9ZK3mvp+Usll9K9Z6kOaC30QpWW80pSg4UNg+EY2E120cBJ5jmxmq3R63TxnkeXqYGnZV3kwuqUOvNMV8aNmTbLhmUJpxuHmJDWVVQFLZX2bAR5NkkY1Ahd0IMirvaqJcuxEq9AbIjmsGcYRyePYr1hPSotleJ1pQ621Msej2wphDISrxALm7bF+/zsfT3sB1Dae5HPe6+EfMvGgCj0CnYu718+BlHs9+wmO1ZZVuHY9DHsce3BgpoFMNPmgmSGUxut6qmnvSux5HpAqxb9quW8kk2oV6l6TrIx8LSsizvsFt8NpdGVcSNMgvFhWUBpnEqcDC0nG7UEuRpGQCko4umgDXSCV0DAF/YhyAThCXskxo1WB1vqhUIoI/HvFsdz0vtUYpiclugp/l4J+ZaNAZGtMZWJB0X4TO90b8Lh0iO+Edn3i+VYzARn8HvX77GsYZmk3FwNcrnv0QYai+YsEp9Nq8UnpdGqnnoaO7Gkk3PJDmjVql+1mleKyWBR+vwdAT3t5UlXF7U8oboyboplRUlpUgnxVmerqhsbMxHketpcWeyKeDraKtuwx7UHNdaahHtD3iHMrZkrSe8qoAdvgVYUQhmJV5hjBbWf8aPJIT14V2sFUU/x90ooqdkYsNnMI5l4UABg9/Bu+MI+9Ln7EGbCqLZWwxvxonemF5P+SQTZYPTATGrWGBK8rybaJB5ILZTrD/vFa+meJ9d2SEWxyFEt6qmnsRNLJnKuWPpVSYSsZsWIGufvAPoy8JLVheej++jV0lt0ZdwUy4pSKnI1BOSEkpIbG/v6+sSNih0dmWc2A6D7MyqKiWT9INBR1QEjbZTdd2Y0GFFrr0UwEpQtW2tvgVbkooyk64d44hXmRkcjRrwj4MHDYrRIjBs9eJnbKttwfPo4PGEPhj3DGPePYyY4gypLFSosFTi56WTVwgHkSKZ0ZdoP2Riw2cwjmXhQAIge0zAz61EVsngG2SBCTAgu7+yBmbHe1yATTCh32DOc1LhJ9bxqGfLZjodSRtMw8RT9oFejS0ssFgsCgUDOCUmSeU4ikQhYns3ZuMiUjM7fKVFCwRBYilVNb9GVcQMUz4qSHEpnWVFyL8HU1JR4rkes0EwnyA2UIad4cr14etJR6Lom6wcB2kCjq7YL7rA7Yd8Zz/OgQSeEQMV+VwmKqf+A3JSRdP0QT7zCXGGsAM/zWW3kLiStzla8c/wdTAenMROeQYSJwGlxYjo0jTAXnUh3D+/WfHEi037IVrHLdB7JxBMCROXd4fHDsscUgAcoUBKPqrAnS86r5zA5MBGYyOp50l3P9H4ysh0PaqAXuaNlBEmqftA6oY4eqa2txeDgIJqbm2EymQBkF+qVzHPCsAwA5Ta3pyLt+TslCMMwGBkbAWtlQbPqjG3dGTfFjNIbmwuxlyCdIPeH/XCak4dP9E33iXUVLPDp0DSqLFWKbXpXC72enN5Z3SnuPYvn+PRxzK2em3C9WM/ZUYJCKSPxCvNabq1uvcyDnkF0VnciMhnBkGcIRtqIMBNGs7MZdqMdfsYPE2NKkEl6UTDjUUuxy8YTEps0IpZqWzXMtBnTgWnxGsdzYpbPeOMGAGpttfBFfFk/T6kquHqSO1ru9Rn0DWLQOwiDwQB3r1sy9so1bD8VNE2jvr4eo6Oj4LjoPkie5+EOu8HxnGQhkOVZGCgDKs2VCemgg0wQITYkhrgxIQYmygQDZYDTmdzDqlcCkahHWW4hlOVZWGkrpk3TMt8sTF1YnkXEHIGXVU9mEeNGQZQ2RpQMQVi6dKlsbGo6Qf5e73vJf59ncWDiACgDJT73oGcQ/TP9mLHMRGPQv5kI9JIiNxYtUn4m64dYkk1iDrMDlebKBGNTyclN7wcgypGLMpJJP2Tyu+m8A1oZCwPuAVRaKkGBworGFQn3BS9DrEzSQsHMpB+EfX+Hxg4hEAmgwlyBBkcDmhxNCDCBvN79bDwhyTymRoMRXXVd6JnugT/iB8uxiLARdFR3oMnRJPu9ZmdzTpmt1FJwlRgP+aA3uZOp50+p8S2MPUu9BSe2nAiKomA2mRPGXrGH7auBzWZDa6t0ITA+XbpwAHydvQ5T/BTanKn7KBSaNXQsluLzqAjvU4AJyMqJE5tPLNj7kq4uahnlxLhREKXjoZUMQUg1QFMJ8lS/4fK6wLCMZEIa9Y6ixlqDABOAy+eSeB/0tuldi5SfmQjKZJPYvOp5OLv9bAx6BlWb3Hqne+EOu3F4/LAYEicoknrrv1iyDWctxISl5Wq0IGuSeRuE67EySQsFM10/xLbhqqZVcPmixwT0TPXA5XXh/LnnY27N3JzbMVNPSL+7Hw2OhoQU4AEmgEZHIwJsAKe3ni62j+B9lTNsvBEvOqs7xaxp2YxltRRcrRU4vaZfToWie2K/GXvVFdWS6/Fjr5jD9uVQa/FHaKeOqg7sHt4Nk9EEq9EKl9eFnqkefDb0GWwmG86bd57YrrFoPR7yRU+GsFZ1ydq48Xq92LJlC373u99hcnISS5cuxZ133olrrrlGjfqJ6DVcIhal46GVDkHIpQ1T1UEuREpQmmxGm2xWLz1tetdryk8gtbKu1uTGciwOThyEkTJKFLgR7wimglPoquvSVf/pHS1Xo4XxnMzbIMSXx457PSqY8W0Ye0yAN+KFwWDIS/5n6gkZ84/BaXZiyjglJvsIMAGYaTMcZkfCCmQm5eaqqJaaggvoWxYn4/jUcfRM9cAT8iQsBAWYQFbjW49jT20KsfgjyA+r0RrNXvhNQhCr0YoAE8Cnw59iMjipy3DrfNGTnNCiLlkbN1dccQU++eQTPPzww1i8eDFefPFFXHvtteA4Dtddd50addRVPG4qlDZGlAxByLUNU9XBRJnQVBGXAjcurjIePfSTQClkn1HS6O+b6QPDMnBapWFvwsZol9clm6KaIE8hFZb492DENwIgGoYx5h+T9TbEyyQ9Kphqt2Gmq4rCZwwwYMgzJDnnRvDCSELYdLRyWgwUmyxmORZ/7vkzDJQh6UJQNu+mHsee2hRi8UeQH4OeQUmmQyA6r3lD3qwNUbUphoX8YiAr4+aNN97An/70J9GgAYB169aht7cXt99+O66++mrQdLTxeZ5P+L6w4Stb+mf6EWEjcJqkSpfT5ISP8aF/pl8Xm+nane2Y9E8iwARQYZwdsD7GB4fRgXZne1ZtQIHCyY0nY8AzgCHPEDiOg8FgQGdlJ9qcbaBAZVzeocFDmPZNw260w2CazQCSrg1T1YHmaZgMJsnnW52tGPONwWq0gqM5GDD7Wz7Gh/bK7NpATdor2zHoGZSkXBZQq64ej0f8d74bFTmOw96RvQiyQYnhOeQZwqR/EisbV2aV7WXYM4yFNQvF/ovFbDZj2DOMFQ0rdNN/+aBkPySD4inJ+y93X4m2lHsPnGYnvhz9Er6QD3ajHQzHiGmJHSYHqi3VqDBWSGSSmTanrK+ZNhd8PBSiDSlQ6KzqRGdVZ8I9oexUn4n/bDbl6oVCjIdUaCGL86F/ph88z6PKUiW5bjabEWACmPBNwGl2ZlxnYez5/D6AB0ABFfYKyX09Pb8SDHuGE3Q6gUpTJYY9wynHWyYI8mPaP40qc1XCfcbAyP6WVuNB6Tm9GJF7z+XsiXRQfBbf+od/+Ae89NJLmJqagtE4axd1d3fjuuuuwwcffIA1a9YAiKZ68/l8WVeIQCAQCAQCgUAgECoqKiQ2RyZkZQLu27cPXV1dCT+yYsUK8T6BQCAQCAQCgUAgaEFWxs3ExATmzJmTcF24NjGR+mAyAoFAIBAIBAKBQFCLrIP3UuXB1ypHPoFAIBAIBAKBQCBkFcRWW1sr652ZnJwEAIlXx2AwoKJCmgWDoihiABEIBAKBQCAQCAQJPM8nJBDIJYlCVsbN8uXL0d3dDYZhJPtuvvzySwDAsmXLJJUp9awOBAKBQCAQCAQCQT9kZX1cfvnl8Hq9eOWVVyTXn332WbS0tOCMM85QtHIEAoFAIBAIBAKBkClZeW7Wr1+PCy64ALfccgvcbjcWLlyI7u5u/OEPf8Dzzz8vnnFDIBAIBAKBQCAQCIUm67ix//7v/8b111+Pn//857j44ouxa9cudHd342//9m8ln/N6vdi8eTNaWlpgtVqxatUqvPTSS4pVnJAZHo8Hd9xxBy688ELU19eDoijce++9WlerrHj77bexadMmLF26FBUVFWhtbcW3v/1t7N69W+uqlRV79uzBJZdcgo6ODthsNsyZMwdnnnkmnn/+ea2rVvY8+eSToCgKDocj/YcJirBz505xH2z838cff6x19cqO999/Hxs2bEBNTQ1sNhsWLVqEBx54QOtqlQ1///d/n3Q8kDFROD7//HNcdtllaGlpgd1ux9KlS3H//ffD7/dnVU52p+IAcDgceOyxx/DYY4+l/NwVV1yBTz75BA8//DAWL16MF198Eddeey04jsN1112X7c8ScmRiYgJPPPEEVq5cicsuuwxPPvmk1lUqO371q19hYmICt912G0444QSMjY3h0UcfxerVq/HWW2/hvPPO07qKZcH09DTa29tx7bXXorW1FT6fDy+88AKuv/56HD9+HFu2bNG6imXJ4OAgfvzjH6OlpQUzMzNaV6fsePDBB7Fu3TrJtdj9swT1efHFF3H99dfjb/7mb/Dcc8/B4XDg6NGjGBoa0rpqZcPdd9+Nm2++OeH6xo0bYbFYcNppp2lQq/LiwIEDWLNmDZYsWYJf/OIXqKurw7vvvov7778fu3fvxv/+7/9mXhivAr///e95APyLL74ouX7BBRfwLS0tPMMwavwsQQaO43iO43ie5/mxsTEeAH/PPfdoW6kyY2RkJOGax+PhGxsb+fPPP1+DGhFiOeOMM/j29natq1G2XHrppfzGjRv5G264ga+oqNC6OmXDjh07eAD8yy+/rHVVypqBgQG+oqKCv+WWW7SuCiGOnTt38gD4LVu2aF2VsuCuu+7iAfBff/215Pr3v/99HgA/OTmZcVmqpDP7n//5HzgcDlx11VWS69/73vcwNDSEXbt2qfGzBBlI+m3taWhoSLjmcDhwwgknoL+/X4MaEWKpq6uTZH8kFI7nn38e77zzDn75y19qXRUCQROefPJJ+Hw+/OQnP9G6KoQ4tm3bBoqisGnTJq2rUhaYTCYAQFVVleR6dXU1DAYDzGZzxmWpYtzs27cPXV1dCQrDihUrxPsEQjkzMzODzz77DCeeeKLWVSk7OI4DwzAYGxvDL3/5S7z11ltEsdCA0dFRbN68GQ8//DDa2tq0rk7Zcuutt8JoNKKyshIXXXQR3n//fa2rVFa8++67mDNnDg4dOoRVq1bBaDSioaEBN998M9xut9bVK1tmZmawfft2nH/++Zg3b57W1SkLbrjhBlRXV+OWW27BsWPH4PF48Prrr+Pxxx/HrbfemnB2ZipUMW4mJiYkB3oKCNfkDgIlEMqJW2+9FT6fD3fddZfWVSk7fvCDH8BkMqGhoQE/+tGP8O///u/4x3/8R62rVXb84Ac/wJIlS3DLLbdoXZWypKqqCrfddhsef/xx7NixA4899hj6+/uxdu1avPXWW1pXr2wYHByE3+/HVVddhauvvhp//vOfcfvtt+O5557Dhg0bEg40JBSG7u5uBAIB3HjjjVpXpWyYO3cuPvroI+zbtw8LFixAZWUlNm7ciBtuuCHtPv94VIvFSBUKRcKkCOXM3XffjRdeeAH/8R//gVNOOUXr6pQdP/vZz3DTTTdhdHQUr732Gn74wx/C5/Phxz/+sdZVKxteeeUVvPbaa/j888/JfKARJ510Ek466STx/8855xxcfvnlWL58Oe644w5cdNFFGtaufOA4DsFgEPfccw/uvPNOAMDatWthNpuxefNm/N///R++9a1vaVzL8mPbtm2ora3F5ZdfrnVVyobjx49j48aNaGxsxPbt21FfX49du3Zh69at8Hq92LZtW8ZlqWLc1NbWynpnJicnAUDWq0MglAP33Xcftm7din/7t3/DD3/4Q62rU5Z0dHSgo6MDALBhwwYAwE9/+lPccMMNqK+v17JqZYHX68Wtt96Kf/qnf0JLSwump6cBAOFwGEA0q53JZMoqBIGgDNXV1bj00kvxX//1XwgEArDZbFpXqeSpra3FkSNHEozJ9evXY/Pmzfjss8+IcVNgvvjiC3z66ae47bbbYLFYtK5O2XDnnXfC7XZjz549ovz/q7/6K9TV1WHTpk34u7/7O5x77rkZlaVKWNry5ctx8OBBMAwjuf7ll18CIGkmCeXJfffdh3vvvRf33nsvfvazn2ldHcI3nH766WAYBseOHdO6KmXB+Pg4RkZG8Oijj6Kmpkb86+7uhs/nQ01NTcK5aYTCIYRBEY9aYRD2Iscj9IPBoIqaRkiB4CG46aabNK5JebFnzx6ccMIJCQtbQhrubPbrqzJqLr/8cni9XrzyyiuS688++yxaWlpwxhlnqPGzBIJueeCBB3Dvvfdiy5YtuOeee7SuDiGGHTt2wGAwYP78+VpXpSxoamrCjh07Ev4uuugiWK1W7NixA1u3btW6mmXJ1NQUXn/9daxatQpWq1Xr6pQFV155JQDgzTfflFx/4403AACrV68ueJ3KmVAohOeffx6nn346WYgvMC0tLdi/fz+8Xq/k+kcffQQAWSWeUSUsbf369bjgggtwyy23wO12Y+HCheju7sYf/vAHPP/886BpWo2fJSThzTffhM/ng8fjARA9KGn79u0AomE5drtdy+qVPI8++ih+/vOf4+KLL8Yll1yScNIxmbwKw/e//31UVlbi9NNPR2NjI8bHx/Hyyy/jt7/9LW6//XYSklYgrFYr1q5dm3D9mWeeAU3TsvcIynPdddeho6MDp556Kurq6nDkyBE8+uijGBkZwTPPPKN19cqGCy+8EBs3bsT9998PjuOwevVqfPrpp7jvvvtw6aWX4uyzz9a6imXFq6++isnJSeK10YDNmzfjsssuwwUXXIAf/ehHqKurw8cff4yHHnoIJ5xwAtavX595YYqewBODx+Ph//mf/5lvamrizWYzv2LFCr67u1utnyOkoLOzkwcg+9fT06N19Uqec889N2n7qzgECXE89dRT/DnnnMPX1dXxRqORr66u5s8991z+N7/5jdZVI/A8OcSzwDz00EP8qlWr+KqqKp6mab6+vp6//PLL+b/85S9aV63s8Pv9/E9+8hO+vb2dNxqNfEdHB//Tn/6UDwaDWlet7Ljgggv4iooK3u12a12VsuTtt9/mL7zwQr6pqYm32Wz84sWL+X/913/lx8fHsyqH4nmSZ5BAIBAIBAKBQCAUP2SnGoFAIBAIBAKBQCgJiHFDIBAIBAKBQCAQSgJi3BAIBAKBQCAQCISSgBg3BAKBQCAQCAQCoSQgxg2BQCAQCAQCgUAoCYhxQyAQCAQCgUAgEEoCYtwQCAQCgUAgEAiEkoAYNwQCgUAgEAgEAqEkIMYNgUAgEAgEAoFAKAmIcUMgEAgEAoFAIBBKAmLcEAgEAoFAIBAIhJLg/wNuQdFNC7/UXgAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"seed(2)\n",
"run_pf1(N=5000, iters=8, plot_particles=True, \n",
" xlim=(0,8), ylim=(0,8))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the plot it looks like there are only a few particles at the first two robot positions. This is not true; there are 5,000 particles, but due to resampling most are duplicates of each other. The reason for this is the Gaussian for the sensor is very narrow. This is called *sample impoverishment* and can lead to filter divergence. I'll address this in detail below. For now, looking at the second step at x=2 we can see that the particles have dispersed a bit. This dispersion is due to the motion model noise. All particles are projected forward according to the control input `u`, but noise is added to each particle proportional to the error in the control mechanism in the robot. By the third step the particles have dispersed enough to make a convincing cloud of particles around the robot. \n",
"\n",
"The shape of the particle cloud is an ellipse. This is not a coincidence. The sensors and robot control are both modeled as Gaussian, so the probability distribution of the system is also a Gaussian. The particle filter is a sampling of the probability distribution, so the cloud should be an ellipse.\n",
"\n",
"It is important to recognize that the particle filter algorithm *does not require* the sensors or system to be Gaussian or linear. Because we represent the probability distribution with a cloud of particles we can handle any probability distribution and strongly nonlinear problems. There can be discontinuities and hard limits in the probability model. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Effect of Sensor Errors on the Filter\n",
"\n",
"The first few iterations of the filter resulted in many duplicate particles. This happens because the model for the sensors is Gaussian, and we gave it a small standard deviation of $\\sigma=0.1$. This is counterintuitive at first. The Kalman filter performs better when the noise is smaller, yet the particle filter can perform worse.\n",
"\n",
"\n",
"We can reason about why this is true. If $\\sigma=0.1$, the robot is at (1, 1) and a particle is at (2, 2) the particle is 14 standard deviations away from the robot. This gives it a near zero probability. It contributes nothing to the estimate of the mean, and it is extremely unlikely to survive after the resampling. If $\\sigma=1.4$ then the particle is only $1\\sigma$ away and thus it will contribute to the estimate of the mean. During resampling it is likely to be copied one or more times.\n",
"\n",
"This is *very important* to understand - a very accurate sensor can lead to poor performance of the filter because few of the particles will be a good sample of the probability distribution. There are a few fixes available to us. First, we can artificially increase the sensor noise standard deviation so the particle filter will accept more points as matching the robots probability distribution. This is non-optimal because some of those points will be a poor match. The real problem is that there aren't enough points being generated such that enough are near the robot. Increasing `N` usually fixes this problem. This decision is not cost free as increasing the number of particles significantly increase the computation time. Still, let's look at the result of using 100,000 particles."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"final position error, variance:\n",
"\t [-0.17 0.084] [0.005 0.005]\n"
]
},
{
"data": {
"image/png": 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