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@junpenglao
Last active June 17, 2022 18:57
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{
"cells": [
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import numpy as np\nimport matplotlib.pyplot as plt\nimport seaborn as sb\nimport pandas as pd\nimport pymc3 as pm\n\n%matplotlib inline",
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"text": "/usr/local/lib/python3.5/dist-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n from ._conv import register_converters as _register_converters\n",
"name": "stderr"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Set up data"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "t = 1000\nnbreak = 3\ntbreak = np.sort(np.random.randint(100, 900, nbreak-1))\ntheta = np.random.exponential(25, size=nbreak)\ntheta_t = np.zeros(t)\ntheta_t[:tbreak[0]] = theta[0]\ntheta_t[tbreak[0]:tbreak[1]] = theta[1]\ntheta_t[tbreak[1]:] = theta[2]\ny = np.random.poisson(theta_t)\n\n_, ax = plt.subplots(1, 1, figsize=(15, 3))\nax.plot(range(t), y)\nax.plot(theta_t);",
"execution_count": 11,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7fe9ce13b358>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Ordered transformation\nIt is still [WIP](https://github.com/pymc-devs/pymc3/pull/2637), cherrypicking the code from the PR below:"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import theano.tensor as tt\nfrom pymc3.distributions.transforms import ElemwiseTransform, Transform\n\nclass Ordered(ElemwiseTransform):\n name = \"ordered\"\n\n def backward(self, y):\n out = tt.zeros(y.shape)\n out = tt.inc_subtensor(out[0], y[0])\n out = tt.inc_subtensor(out[1:], tt.exp(y[1:]))\n return tt.cumsum(out)\n\n def forward(self, x):\n out = tt.zeros(x.shape)\n out = tt.inc_subtensor(out[0], x[0])\n out = tt.inc_subtensor(out[1:], tt.log(x[1:] - x[:-1]))\n return out\n\n def forward_val(self, x, point=None):\n x, = draw_values([x], point=point)\n return self.forward(x)\n\n def jacobian_det(self, y):\n return tt.sum(y[1:])\n\nordered = Ordered()\n\n\nclass Composed(Transform):\n def __init__(self, transform1, transform2):\n self._transform1 = transform1\n self._transform2 = transform2\n self.name = '_'.join([transform1.name, transform2.name])\n\n def forward(self, x):\n return self._transform2.forward(self._transform1.forward(x))\n\n def forward_val(self, x, point=None):\n return self.forward(x)\n\n def backward(self, y):\n return self._transform1.backward(self._transform2.backward(y))\n\n def jacobian_det(self, y):\n y2 = self._transform2.backward(y)\n det1 = self._transform1.jacobian_det(y2)\n det2 = self._transform2.jacobian_det(y)\n return det1 + det2",
"execution_count": 12,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Using switch-like"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "mu = np.log(y.mean())\nsd = np.log(y.std())\nt_ = np.linspace(0., 1., t)\n\nwith pm.Model() as m:\n lambdas = pm.Normal('lambdas', mu, sd=sd, shape=nbreak)\n trafo = Composed(pm.distributions.transforms.LogOdds(), Ordered())\n b = pm.Beta('b', 1., 1., shape=nbreak-1, transform=trafo,\n testval=[0.3, 0.5])\n index_t = tt.switch(tt.gt(t_, b[0])*tt.lt(t_, b[1]), 1, 0) + \\\n tt.switch(tt.gt(t_, b[1]), 2, 0)\n theta_ = pm.Deterministic('theta', tt.exp(lambdas[index_t]))\n obs = pm.Poisson('obs', theta_, observed=y)\n \n trace = pm.sample(1000, tune=1000)",
"execution_count": 17,
"outputs": [
{
"output_type": "stream",
"text": "Auto-assigning NUTS sampler...\nInitializing NUTS using jitter+adapt_diag...\nMultiprocess sampling (4 chains in 4 jobs)\nNUTS: [b_logodds_ordered__, lambdas]\n100%|██████████| 2000/2000 [05:35<00:00, 5.96it/s]\nThe chain reached the maximum tree depth. Increase max_treedepth, increase target_accept or reparameterize.\nThe chain reached the maximum tree depth. Increase max_treedepth, increase target_accept or reparameterize.\nThe chain reached the maximum tree depth. Increase max_treedepth, increase target_accept or reparameterize.\nThe chain reached the maximum tree depth. Increase max_treedepth, increase target_accept or reparameterize.\nThe gelman-rubin statistic is larger than 1.4 for some parameters. The sampler did not converge.\nThe estimated number of effective samples is smaller than 200 for some parameters.\n",
"name": "stderr"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "pm.traceplot(trace, varnames=['lambdas', 'b']);",
"execution_count": 18,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7fe9cd70ab00>",
"image/png": 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YsLp2m+1b76I1tGqzJGnMaDKgWZ+lklW50d499O/Z/raDskO54THbWKS/uUq310HKEfEAzl04TTzJyNKcST8hibPp+3Ods76zQqXl4wVqmrUCiLJdjp09S71xOLh9kPlTdwOXPNekYY7yJAIwpvg32PVUEZAlKa7jIB5RVljMymgQJcMoGxOOYk6fO0m5FvD2Vy4T7pZp97ZRnqBUCkjCjJnyMgxdJqOQ8lyZ9p0RyrkbCDqeLNqjiwAujXPCUUISZYe23SZEyiKIVI4sAkqv+FskZeJexPrGfvbJpSxaaF8yivpMohF+HhCPJXGSMBiNGIzGKFVk9mZKDqu7HeIww0la5KQkcYBvfLIYMkBmAVE8RKKYX5yjWZ2hNlPmvauXee+9KxxfOM1w0ieKQ5RyWJhZnnb687z4LEo5uJ6iPxkQlAKinZjhuE/glQiCMmpvbHK7t80kGqJN8WUZYxh2I7boYDDIdyTHl07hSA8MKFeSpTmjveBt7mSNxnzpkcfIvizNyTODzjTROCVLNGmS47iS2mzx78e9x8H+BRHf95mdncVxnENBzmg0mt4iYWFhAd/3p+WWcRxPM7nNZhMhJJ7n4XkeQkgmg4R4kpIlBpmU2b61jTGGwC+h/BzHdxFSUAlqLMwuUap5Ty3AEh/nzsvnP/958/rrrz/rZliW9QR94Rf/V974lX/KH/nzP8of+oEffNbNsZ4wIcQbxpjPP+t2HIUncY4atEOSMMdoQxpnjMZj4igmCiO6/U6RaZCCudlZZlvzOK6kuVghS3KM0Ny8fQ2dGcJRgidLLC0cY3XrBuEwIc81jdoM9UoTIQV5nuM6LtudDcJoTL3SxGAYjHoopygpc9y9K/EGtC46Xs36HL1BjyiMix464Dk+SRZPMyBIQaVUYTQuyrVOLZ+jO2iDF+OVnCJDkxmyJCOe5KR7gYVyFAtzS/hOiXItwBjD2sYtJpMQV3mcPXMO11MkYYbODcPhiI2dVVzHI8tShBJcOv8imCIYU44kTXJ0ZjAUbU3SuHitkDiOi+u4eIEz7ciXax7O3jaiSZHNUkpSarh0uu1ppkM5Yu8z5CCKINkLHCotnyTMGOyEjLrxdLv7lAu3N24ijMOx+ZNAkUFSrkQECX5FIXCQQrDVuYMQgvPnz0/v53XQiy+++NhjTnq93qExUPeKooirV6+ilOKll156aEd1PB4fmpjicdTrdZYXjrO7NmLUix79hj1+yb0bIOztY50bJoOYUS/GcRTSEWRJMb26QFBpepRqHrWZgDw3JGFGqebw7uV3D3/ecYoxIIC6P8dwMKFZm0EIqLSKSWPyROMGqjhmAZ0ZZClnc2udhYUFGvXmNEvUbrdZW7uDIx2iqMhMZ2lOo9aiWq0gpWJjaw1jDC+9/DKZjrl16xZQBLnFZzAoJTlx/CTD4YjBqDtd//LyMvVqg9urq0zCEVmsSZIMmXkcXzpJa7lCue6hc000zti+NSCJsiIY9SSOp3A9RVAtjpdkL6upHFmM20s14fj+ElDHU4STEK01ruOi3ZiSX4LcYaezyWgyREqB48m9zJugVPYpeRXq9QbvXb6K3Htea4MQIJWg0vBxA0U8yaiW6/i6QZbmCMR9vxlBcSyWWy6lmkN9poKQTMdLHmVQ9bjnKJvBsizr+bZ/EegTWFduWR9Uffbeq80toOiAXb9+Hdd1WV5exnXdB3YqzrlnieOYdrtNmqaMxQ612YALL58hGwmCUgnl7GdWXIQSzHV8btxYQWcxSgma5TLhKCUZa0J9t8MlpEQpQbu7g84NQUkhHbk3lsfQKs9RCsqU/AqeX3TiJtGYWqOCkg6lHZ9wnJAkMUka0x/sAsVV90rD5/zFs8wuNu8LGFQ9ot1u02w2OXly5tCyaFJn8AfbKEdSqpVothqcOn3/NN3744zyTGMMOK7E8YsgqrM+xmhDtRVQm/Hxy3e3H44SjAY3KDqnx/a+j0dxPUWl4e+NkTLEYUYS5niBKkoHZxLaux0S1cP1BafPngGKCUtGvbvr2R+0HwQBUko+9alPkedFlnFjY4PxeHzfmKV7pWnK5cuXp4+DIKBUKjGZTFBKTde9n5Xcn/3wwoUL940TO5iNmJmZwfM8lFKHJogolUrTMTSNRoN+v8/y8jJKKZYvNIhGZfyKS5bkd7NXbhEA7AdRRhdd7P0Suns1F8v3jUd60PgkB/D3gqOzZ8/S6/UYDodkWcbisTnG4zHLy8uP3If3bb91f+ZwdnYWz/NYWVnBCxzm5+fZ2dkhMWM6wyJz6wbF/rx+88qh987NzREEAUmSsLOzw+ZOsT+VI6nVaiwtLREEAQAXLp5Da02/35+O/9PlEeV6cWxKJSnXPU6+PEN/OySeZORpTjLJmAxi+rsH9o+jMBh0bnB9xcxyFdeXGDSlmkeuM3q9HqN2n3EvIh1nROMM6QgunX+BLE8oBWVmGvN0ux0Ggx7GmL2S0T6wjnIVzfoMjuPR6W2jtWGpdbqYIGR3SK28gIodhFeUoO6PBZRK4PoOXqCmpbD3ZlbL5fIH+t6Okg2wLMv6WLDhlWU9nBCCCxcuPPJ1++OhpJSsr6+TpilLS0vFhA8Puf1Tc6ZBactDa02pVOLkyZMopRBCsLO1S5ollCtltNbT0r7Z2VkWFhams+PNzc09ZNKGux3R5kKZJCqumgNE8RKOJxiOhszOzk5n7rvX3NwcURQ9sBMclD0WT84QhiFnzpx5aIdrf6KG+95fcTl28eGd63tLoj4oIQUCQanqUTowid3+eLAsS0nSIrDaH2+yP814nueUy+X7Jk5QSjEzM8Pm5iarq6tsbW1N999gMJh29I0xDAaDaeAkpZxmwfYnt4Cik2qMIQzD6UyLSZLQbrcP3TPs4L2+Ll26dOjWAKPRiF6vx9nz56lVKtN1CyGo1WpoffdxUHXpjBNcR1L3ilK5+/abevQZ4d5g6lFZjGq1SrVaRWtNkiTTgOUo1Wo1Wq0W4/GYVqtFuVwmDEOq1Sq9Xo/xeDwtkdt//alTpw6NR/M8jziOSZKEwWAwnejmICklrVYLKSW3b9+ezmR55syZ6bqUkswsVw7dXDtLcjY3NxmNxsy3FplZqk+Phf39Z4zh8uXLZJuHSzMrTR+lytSqNXr9HhPZpjrvsri4yMLCAsYsE4YhUiiSKCNKxmxsbCKV4JVXLiGlpNst2lyr1uhuTognDfyyQ6nmEVRdpBQMopQ41czW7h5fWhuSXBNIRZjk3OlN2BkmjOOMKMup+A4vL9dZrB/9d/owNsCyLMuyPjGEECXglDHmvWfdlqMQZzlRonGUYBRnNEougfv+s8vtv2elPWa+5jNT8VhpjzEGqr6D70qudzX9pARC0m4bPlNJaJYfHCxIKTl//jzGGHZDw7vbIRcXquRGU56ZIck0/TBltupTm5f8wfVdztUCJp2Is3NFliLNNTrXuHsZh96kyHw1yx65Nsj92egCB9dXvLc1ZGuQMlvxmKRl2rsxrkrJtSFMczKtOdkqc6xZwvM8zp0799D98TiB5/PG931OnTo1nfUujmOyLMN1XY4fP87i4iKdTufQBA4HSSk5deoUq6ur05kQ9+3P0uc4znQqf8/zuHjx4nQK8yzXGASOZPqaubk5FhYWUEpNbxUwHo9pzs4jHI/3bm2w2okp1WfQ2yFzNU1nlNALEwQldlLBzas9lOzjO4pvOTNDL0xIMs07GwOkEDRKLkoKdkfFJCuvHKvTm6Q4SlLxFI2yy3zVJ9NmeiwdtSQ3XGvH5DpiqRHQLLv4zqNndASI0pzVzoRhnDGMMlwleOVYg0apCGCMMTi1OdpRwPrNPgt1n1eOFROuHJxefP9edydOnLhvso+D33kYhuxMDLs7I3xXsbwXQOyP2Ww0GtObaI/HY3q93qH375dzFuObBGEYTmfl64y26V7fYWFh4dBENaPRaDp5RLPZxHEc0jSdTk9fjNlz2dnZOfS5hBDTCxxByadOhbn5ObIsm37GVqtFkml+53obbQzzVZ8TLY8EEJkm1ZovvLczDdBbZY/Ts2W+ulpcJFioBXQnCWmuCVzFXNXDGJc7vZDfv9HmMyebnJ69fxr3J8EGWJZlPec+vuNEradLCPH9wN8GPOCsEOIzwN8wxvzAs23Zh3Nte8i7G0P0PWOljzVLnJ4tk2Sa3iQlTHNKrmJ3FGOASVwEIAAr7fED1+0qiV+uIYWgH6X89pUdPn9mhjjNGcc5JU/RDxO2BjHzNR9PyUPruvWQ9QIElSrrvZD1Xsj2IEIIwfYwmm4XIM2L9gWuIkpzaoHDZ0+2iLKcyxtDBlExtmk/EPMdSZLvjedSEjB8edjlnY0B335+lnrwfN5faJJkpLkhyzVRplmo+dN90B7FRJnGlYJ+mCIE1EsuC7Wik1ypVKhUKjQaDa5fvw7AmTNnpmWBi4uLJJnm3Y0B9ZJL2VWEac5s1cN3FPV6nUuXLiGEYGtraxqQdTqdaRYKik74frbjxIkT7HT7vH6rT4riWDNguL2O8atcmC2Cq51hzJWhS3unQ8WN2bpclGfu7vap1+vMVqvc6kymx0vZcxBAJXBZbpRY7U6YJBlfuLJ9aF8dawa0R8k00OqHKV9fH/AgSgpePdbg9GyZONPsDGN8RxKmObk2nJ6toB4xEUeaF+9brAfT1651J7xxqzt9zf5nmKv6CAGzFR9HCcIkR0lBkmlaZQ/flWwPYjYHEZPkcGbnC+9tU9q7KBJnGm0MnpIkuWYQpZybq+KqYsbD/XbsZ9P2xVnO7ighzw2LDZ9BmHGrPWZ3FBNn+r7P1ix7aG2Is5w0r1D161y9cYvSxnW+85skpxca9CYpv/vWLZIoId7epO4rPCWYKysazSajQTERyOb2DsNccX1tm7XdHqMw5XPHK7zy0iW6k4yFA/sPikBqaWmJcrlMkiTvW6YnZTFphdaG9X6IqyTrvZDeJGGu6nN9Z8T1ndGh9zhSUi8XWc7upPhv3/YwYr7q88JSjZnK3QktLoYpX7rZ4b3NISdb5SO999vD2EkuLMt6rn3hH/wCb/zqP+O7fuTH+Pz3/5ln3RzrCfsok1wIId4Avhv4gjHms3vPvWWM+dRRtvFxfdRz1GY/YnsYUfWLCQ0cJWiPkvuCJikExSRiBt9RlD3FQr0IinZHCZ4jKXuKY80SYZJjjKEaOJS94hrr1a0h72w8uCMrhTgU4M1XfZplj844oRo4dMYxAsHFxSpZbuhOEs7MVqgFDl9Z7bHeC5FCUPUdBlGKqyTLjQBXSa7vjJBC0NzrLO1TUvBNJ5ooWXS040wzUylK2rQplkdpzkp7zMruhFwb6iWHsqc4P199aCbuaQqTnK+u9qaB5b2UFGjz4FlS//CFOWar/qHntNbFpCMHxp/1w5Q3V3uHOphQBK0nWiVaZY9GyeXK1pA0N5xqBYwSzWgSsrrdxRjDd718gkq5RD9MWWmPGcc5ozibBsD72xZCsFgvcawZ8NadPrk2TMYT2p02Ejg/41EJPD7z0gWq5WLykes7YzwlOTV7uINtjOHm7hghBN1JgjFFpurezGxvknBzd8zJmfI0gN7sR+yOY1Y7k/fd/8ebJT59oom3NwHEveOvBlF6KBNS8RyaZZedYUyS62knfZLkbA9jBmHKOMnI90oZlRTTvw8qew6nZ4v2zlU9wjTn6vaISZwTuJKy51DxFUuNgHGc8ztXiyyPEALfkXz3iwvTADxKc+70QlZ2x4zi7L5tQZGxaZZdjjVKfO1ODyUEvqsYxxmOLP7uTRJKrsLkCW9fWyXVhuXlZaIootvtopSiVqtR3ivB1cbgui6nWz4rG23WdrqHtlkul2k2GnieS64NtcCZlhE2Si6OlJyZrXB5c0CcaRbqPjvDGCUELy7XaZVdolQXE+aEGQbDrfaErcHd38rp2QqfOdlktTMhSnPCNKfsOfTDlIuLVeqBS5TmJLlmsx9xaqaMqyRRWpQDPkiUFqXHj6oAeJTHPUfZAMuyrOfav/z7v8CXf+2f8V1/4cf5/Pf96WfdHOsJ+4gB1u8bY75NCPGVAwHW14wxnz7aVj6eJ3WO6o4T0r0MVdlzqPoOuTbTspgPY6MfcmNnzKmZMkoKKr5DPXDQpujIV32HMM2pB84jx7LsG8UZt9sTlhoBM5X70twoFAAAIABJREFUg54ozfGUxAA3dka8szGg4jl8+/nZh3aS7jVJMr5yu0eUFoGBFIIXlmo0yy7dccqt9phXjjc43nz8qaih6IB3x0U25USrRJJrvnSzwyvHGg/8LPt2hjGXNwfTgNF3JHGmOTNboV5yeW9ziBQQpjnzVZ+z8xXCJGe24jOIUt6606fkKj53ukXZU7hKkubFxBv7geXmIGIcZ6y0JxhjONEqM1/1cZ3ie/nK7d6hAOle+535KC2yMAJBpovyzZKn8JTk0ycaxVTomWacZHTHKTd2i0xCLXD4jvNzBK4iyXK6vT5JOGZxcfHIbiz9KMYY1rohw6gIBpcbAZ1JwkItYHsY8d5mMTulFAIpBLkxuLLIEu3vf4CTM2WiNC/KEPcC+ouLtYd+x0lWBAa+o8hyjTaQ5JrRXjngvYHxo6x1J/QmKeM4Y3MQMVPxON4sMVv1eXdjMA06lhslzsyWybThtZUOrpJ8z0uL0wDycV25ucrXb21zZ5hS8yWvLgS8+tKL+L5HP0y5tj1krRtOX58mCZ3dbS7Nelw6tUxQbdCLctrjBFcVU/k/LEv+QQghuLRYpVkq9vti3X9ub5j8zGcRFEK8APyjA0+dA34GaAL/AbCz9/xPG2N+be89PwX8OJADf8UY8xtPqn2WZX28PK//2FrPla8LIf4coIQQF4G/AvzuM27TkWs9oPOnpJjeG+fDWG6UWG7cH4QowbSz+UE7c1Xf4eVjD78P08Fg8OJijYuLD76R7Pspew7/2oViWvH9rNG792TjXl/p8Drw6vEG5+fvll0lmZ6WZmltGCVFgPaV291DGbUrW8NpBuF3ru5wcaFGmGYYA4v1gPVeyDgpxtxAUQZ5bq7KsWYRWOba4OxlJc7OFeM/0gPj0fY1yi6+K3ntZpcvvFeUzx3MIB78W0nBUj3g0yca9wXVC68EpHvlZ9uDmJKnON4s0ZukBK6kUSpmmNweRPzBzQ5CwIlWiYuLtftLLf3ieDveNFR8he8qjjXu3gzWcxSLczPAg8eCPSlCCE7OHM6MLeyNP5qpeAgEG/2QkqsYRBmBK1FC4ChJnBUZkVeO1bmw8MGOuYO/gf3v1HMk1ce8IHCvE60yJ1pFwPjWnT632pNDx16j5PLycn362QD+yMV5Ald94N8jwKWzJym7glPtLnMzLZYW5vF9b7qtz51qcaxZolnyGMYpAoGelIsM116p30wNzs3fXee5+QpXtoZcWqyhNQzjlFGcsdwokeviuBlGGb4j2RpEXN0aYSiyjK6StCousxX/Q32e59lTyWAJIRRwB/hW4EeBkTHmb9/zmpeB/xP4FuAY8FvAJWNM/rD12gyWZX3y7Wew/uhf/Pf55u/9t591c6wn7CNmsMrAXwf+DYqJJ38D+FljzOPfWOcI2XPUs9EZJ2wPI6JUc36+wq32hO1hxDDKCFxFLXCYxDnjJMNVknrgMorT+8ayfPpEk+1BxOYgmo4VO8iRcjrWbT/TdKJV5lPHGx+psxhnOWvdkO1BXMympwRze+PggCIjWPaOZBxJnOU4Uj5yvNInTZgU4wyfN7k2rPdCJklOnOWcnatQe07HF36jeuYZrHv8MeC6MebW+1yF/lPA/2WMiYGbQohrFMHW7z2lNlqW9Tz6GJcxW0+XMWZCEWD99WfdFuvZmal4h0q8Xj3eIM1r3NgZTwOtZsnl9GyZcK88rB649MKUdG/8zWdPtSh5iqV6wPFxzHKjhBRwbXtEs+xRLxXj4t5c7TFT8Tg3X31gVurD8J1iLNnBbNuT8riz433SPI/BFRSZyXszc9bH09MKsH6IIju17y8LIf4i8DrwnxljusBx4PcPvGZt7znLsizLeiQhxL/kAdNOGmO++xk0x3qOuErywlKNF5bevyQszTXO3lgdKDriJ7y7Hd57yxg/f+ZuadyTmjbcsqyPnyceYAkhPOAHgJ/ae+rvAj9LcRL8WeDvAD/2Adb3l4C/BHDq1KkjbatlWc8fM+0vf2OVsFgfyk8e+DsAfhB48PRblvUANkiyLOsoPFaAJYT4lDHmrQ+5jX8T+LIxZgtg//976/0F4Ff2Ht4BTh5434m95w4xxvw88PNQ1Ld/yDZZlvUxY+e4sB7FGPPGPU/9KyHEl55JYyzLsqxvWI97qeZ/EkJ8SQjxE0KIxgfcxg9zoDxQCLF8YNmfBt7e+/ufAz8khPCFEGeBi4A9MVqWZVmPRQgxc+C/OSHEnwA+6DnLekxax2idPutmWJZlPXceK4NljPnOvSlvfwx4Y++K4N8zxvzm+71PCFEB/jjwHx54+m8JIT5DUSK4sr/MGPN1IcQvAe9QlHT8J+83g6BlWd8gbJ7aenxvUBwxguI8cpPi1h/fcIwxGJMh5ePPQGZMcRNiKZ0DzxmybECadimVTpLnIVF0B6WqDAZfAaGYnflOhFCMRu9Sq72ClHfvBZTnE5T68IP2jTHk+QTHqXzodXxSaJ0yGLyJ581RLp9539dm2RAhPJT6YPdlehKM0RijGU+u4Tp1HKeB41RI0x5CKJSqfuBj9WlK0wGu+/DbDbyfJNklSdoEwTEc5/GnhNc6JgxX8f1FtE5w3RnAIMT9eZE8DxFCIqVPnOyi8wlZNqZcPvfQ7z+Ot3Cc5nNxfHxSPfYYLGPMVSHEf04xMcV/B3xWFKNAf9oY808e8p4xMHvPc3/hfbbxN4G/+bhtsizLsqx9xpizz7oNT0uWjXCcu7PMheEdwnAFANdtEUVr5HlEpXJhr6MV3LcOrRPyPMJ16yRJh2739zBoPHcGKX08b4442SGONgAYDL52f0OMZnf3/0NIF6NTsnxCrfoinjfHZHKTweAthHRxVBXHqSBlQBxvIYRCm5Q8n4AxKFWmXD5LmnbROqFWe4U42SaK7pClA4R0qZTPo1SA1hlBcAwhHNK0i+8XN+UxRh/qgGodk+cRadpDShfPmz0U/CVJh8HgTWq1l5GyBBhc98MnPLXOSLMertM4kmDBGHPo/n+j0WWiaJ0oWkcIRRRvUqu+ND0OongT12kRRrcZDd8FwPPmaDb/EFK6RNE6k/AWzcbnH9k+rWPSbIjntijutPNoeR5jTIJSVfJ8TKfzRYzJMObw9PdCSOr1T9Pvf3X6GATz838cKd//RsXGGMLwNlpHaB0jhIsQCs+bw3Ubj93W91v//j7P85idneJ2rLXaK1Qq5wEYjd5jPL4KQlEKTlCrvcpkcnPvmBQYo5lMbmJMziRcAWMYjd5jYeFPPvLz7RuOLhNObjEcvnPo+VLpBPX6Z6dtjKJ1er3iVhCNxjfT79+tko6TLaqVS6RplyhaB0CpCmnamX4nvr9Eo/GZQ+3K84hJuELgH8Nxqg8M6vZflyS7GJPjeTOPDOjTtE+adnCcBlJ6KFUmz0OUKu/diy79wL8bYwxp2sZx6o/ct2F4mzwPqVQuPZX7aj7uGKxPU9y/6nuB3wS+3xjzZSHEMYpp1B8YYFmWZX1U03v12UFY1kMIIf7M+y1/2EXA512ex0TRHcaTq5SCE7jeMlu7/y+OdFBCoVSZavUF0rTHZHJz+r4kaSP2Oirj8TXG42tUKhep1V4Cit9Ue3STyeDLeMrDcetgNPtFI0nSBph2ygA8b5YkaaOcCkFwHIze69gL+v2vYPZKBdOkQ6fzu0jpoXVxw1SjUzLTJ027hz6flD6V8jkmo+tkUZdhPpkua7d/e/q349bJ0gGj0eXpc8Ph29O/g+AYWTYky0eUy2dJkl0Cf5nR6L37ttdsfgtCeOT5gF7vNQC63T+YvqbR+Nxeh32W8eQGmBwhnOm6XLdFq/Xth7J8UHSIx6MrRXtKxymVTqNkCSEcpPSYTG6S5UXAUio9eIKuXOeM0hFxNiIafR2RTzDSI8uGdz+rv4TI+/T6XybTGdv9y3heiyTXkPdR0iHXGagKSjrEgyts9N/DdytonZLqlK3ROq6/zDBcJ8lDPLdBrfoyJSfAMSlJskMSr2LiPmWnhOtUacx+B54/S5aNkQhy6eJKF2M0adohTQeHvpODfH+RLB+h8xDfXyKK1qfBFTDt7G9v/zqu2yLLh9SqL+H7x5iENwn8Y7huHWNyomiDweDNB24HIZid+cO4buuBi+N4hzC8hZQelcoLKOVPA6o8jxmN3iEMV3G9GZQMiuB/z2h0mVLpNFqH02PBcapMwpXpb+9hn3/fYPA1pPTw/SV8f+G+5ePxdcbjqwjpkmfjB64jDNcwRqN1gjEpadqfLtsPrkqlk4ThKlk6mAZf+/I8vGefbDIcvkOj8RkAJpMV+oM3SfIEKb6OUU286is40iEOb+E4DaJojSS+gyc9POUBAm1yMp1Rq38GpcrE4QqjeActArR7gjy6gc46SCEBg9YGKQWBE+A5LaK9f3OOL/8AwV62Otf5A2+ernXCcPgOadrFmIw8D3HdFrXay0wmN6lUzh86BorXv00YruF6M1SrL7zv93RUHjeD9d8D/wtFtmr67Rhj1veyWpZlWZb1rHz/+ywzfEwvAq5sf4mt3tfJdIbmXcbpgGyvM+pKF0d5mI3XiLMUjUb6S7jeSYQeg3QBidB9ZLoG2++ivbeYiCroCBV9DSFAComnFJ70qFfPU6u9QqYNFSXJk03SeIu51rfQKJ8iyVMwAoQkyzUJKbnJSLzPMIraKDVLlOyQJ2tI3caZjJDuOUbC0I9i9GgDJ+8jZ87jVJbIRtvo7m/hjDbRWZdJ4xjj2W8jywdIM8Ehxw9epOw2EFmGSFfQ7qt4KsdF4IshcbpBbnZwhItBQPtNtNZovYpBkcozmDxGEJNlO6Qr/zcYg6skvldDyio628IgihlLN+8GdoJiVsHcaLQGbQwwgNurGDlHrtPieb2Fr1yUFOQ6IzNbZOZLaJPTjXYxgEGgtSYnJ2UGJSSKCTkOY07gSonI11Cmhzww8aVBIii+c43LQMQEYoBnOghyFPH0tVIKMOAmCRNxhiCNqOZ3kHJCWKqRKB9lHBwikIogDUmCOjkalX2RxqhPJewXX7ExSEBTwpMJUvxjNpvfSiV8i1I0oueeQbhVspIhDUAgkELgSBcBaKMR/otoOUsv7eIiaYUhFWcbJ93Gi27i1F5FNI6BN8c4fJso7RBlK2gSlHgPKSRCgEGT6ZxcGwQghcJ4pxFmgOctoswYsl3AkGz/Iqr8rWTpLo4MkFIzTjpIp4WK3kSbHCUUZed3UFKhjUQJgZIurnBwpYueDJB0iNIJKjhBairo8E0G2VUcpYnDlFrju9BCEaWvofMxgiI7FGVtHAVaa4LyWbTJyZ0ZOsMrDNq/SWZyfOmhkeT+RXy3iok3iOJVJNDwGrjKQwlFpfY5MhRSVTBZH6lmSEav48Q3Kbl1pHSRapFW49MYExOFq0jpUq2+gB+cZTC6iZSKNN2hXvssw/EtOsNr6NI3E+UJOtkkT29jemtEa19klMXofFhc1DSQo8BkGH6bHA+ho7tz+gpJ7iwiVAWDRGZtlO5i7nxtL4sH0gmQOsZgMAaM9MnUIk7eRpoigDSyDFyfrvvLnTFu6QSIfO936uKiyA1M0hCZbeHl2xij8Y2i7NURBoxaR+y8jSMUUryJdOZxyi9jTEYW3oB8HZxZGs7C4bK6J+hxA6zvBcL9MVGiyBcGxpiJMeYXn1jrLMuy9tkbDlsPYYz50Wfdhifhas/hjQ2FJwRNNlHSoywbjMQloiwnN2N03qMsS9TjXdwowou+yFblJLEKGTtVhCjjmDnK4jpGv4ESAVKAJzzi5BgTUUFKjZvcYJsNHHMHJaGej8mEQ8drkue/QS2ZMJt0qWUDJl6Lrqog8xGNuMhK3axdIJfu9HdaMm0u9G6gzVdAgBQOSjhkQpLduo1GAwJP+mTeLCXjosZ9Suu/jlZVxt4Ma8EMSfYVMuUh5P6NGt5G71Wc5TrHZYQjImJdRwhDXd1BiwCET8k9S8ntkaVDPKORnsHlKrkpOutD8wJSaDAhsfHx8lu4coCRC3iiWwRGIkCrWYxzHCUdNAOk3sI314iyEDBgDMYIelwCcgK2yE0FyKmICWWnilFz4BwnyN9Bm7AIQIRAkGG4gYqGGL9O2V1EyjqpqGD0PLOjO6RBmVDeAf+bSAnoxR3CfERJ+sw4DkbOIIXGjAc0RreopkO0ycAoJKfI4l3ScQXjlJE6w+QuGoE0sxjpk4tNXN1Hm4zYnQNqxOoEqQgYAzJbYTZ8l+bktwFDhqAaXiWjREkMCdUiGSVSXNrKp19tkcgSqdnFyddZNIb6eI0kHRDtBYuClHT9X2GQhE6JgdfE0RlDr4FWZXw1xtE95sJ1xt4codNC4JKaMtq4nOq9hhGCW0GbXa+FwcEXIS1nndz8cpHJMxkGUQRNaCSKRBwnyXIEG2AEghyHkNjUiXWTjADN8MBdQS6DFMyoqzjiXZR0AEUPvTfYU+AID20SRHwLk49JPBchDAkp5Bq0JpA+VTmDIEGJBE8OQXyV3OQIIVDSI9URu3mL1AgMGsyXiyYcOPe5ZkggBuTiLLHOyE2GL6/h7F1QkUIiuYzGYCiy0tpoMvOr5CbFmAwv/zUyoaimQzJXU5abCCSeXEDpWUTWIPVm0SKhKldwZIYyoJlDE5CanFDP48gKqY5AgBKLuCJBsltc2DB1HNUq3i9ycnUcLeZBumQ6RZoETBtnNKI+ugmiSVTpMvS26ZsIVwf4WYiKb2CiGMek1F0wQjN2mripIkt6dHRMSomBX2NQKpNJB08MUeItxnydgF2UyEmo0TeCRvAm/+m/funJ/IN9j8cNsH4L+B5gtPe4DPwL4DueRKMsy7LuKk4uxgZY1mMQQnwv8ArFfbAAMMb8jcd8r6IYZ3zHGPN99yzzgX8AfDPQBv4dY8zKETX7gV5QLVrmDMJIMn0WrccI4SNFUf5nTAk3cahPrqOykNwYwOXscBMhBKlTxQgXlY2RBrTcAgyZ8nCTAEFMrk2RGRACY8ZoY9AG0jwtrjyrNiafkJMiitwEJlrnNAJPBYBEScGnxhv0axfwyfHibYiLrEFYPUvJpPjlOXQwi4g6pEZh0qLTpGtLCLcKJscf30bmCU60i9ADmAzQpmjvuHSM0G+hsjGp1CRGE0R3cISLK6tE0iP2mjR6RSYjJCJOv8RYlaglXZQuyh+V45KUlgndKlWVkesdXOXiSIMjzqCSkDwLiZ1TCLVFms8BDtpsYYzGkQ6CGpkpMetKEC5KlsjymJPCxZUenlrElQ5+tE1tHKPdGkntOLlTRcan0W4TrSiyTeEuavwmKgsRbpNJ8yy4xWQIQf8q3qQo08y8Jkl5k9xv4o03kNkErXwyfwbEOk7cwx/dKo4L5ZEGC+RuhdSfxU/6lLtfh2xI5jXRfh2VhxjhoJWHG9fIhSJufIo8uL90TZuTZEmDIOyQewtkbhWSm2Te/8/ee0dJdl/3nZ/7QuWq7p7ununJSANgABJEJECClEVSpCRapqSzliXv8dKytZbPcVh57T1OZ1eW7aNjK9Dr9a7XErVaK9i7Nm2ZK5oiKYIJYiYBkAARiDADTA7dPR0qv3T3j/sq9XSoSZj0PufUdNWrF37v996rud/fDb8y+SCm3N0Gjgua4LbncVZXSNwCMau4URtHBHWKtGbfQtspkogQqaJhHX/p++SiJn6yTM7J4+sysfjETh6JKzjJLSQhtLYdJClMApBfPUTOK5pXJGgSRzEdf4Jc2CVyIPYS4lyBcr2B4NMu7qBTzKMyg2gNdQXloIUmCpYLqDGhWAilI+atzDk5HHHxHOgmLo3wFEmioFVmdBUFYlWCuIujym3NV/Fxqed24ziABkROgdivUYpauElIPmqAKK3CLFGug5nhtVR8wAE1/2WiCUqC6zgkSQwojuMQJ5O0oiYr3SVAKXsVonAe1QQnCWg7BSLAFQ/XcXDT/ClXfDyUfZ1jVIjwXc/Ov+0Si+BqEUe6QBtYwGkeJipso1O9k8hdRSTCl924ju0vViVJIE6KiKQR/OriBzUkbOIlZ9HwGF6wSOKViPKK33kGcHCSDiAkjo8TWxgx0iVZWSHWN4hFII773jJ1fJJcDhWXXDyJ185ZmGp+O4F45INFiIWknhAlLcAFPUOz2KQbhTjJBKJVquGrdLbdcSk/yRfEuAKroKo9cYWqNkTk4ssCZWRkZFwgmiRbr5RxUyMiv4ENAL4HC2v/s1zYdB+/ALwErFcy7OeAJVW9Q0R+BvgV4KcvrcWbs6OYMDHRwYkDVARyZZyggRMtgOMhSYDEITI1QzKxH53YYyJIwGkt4LQWgAT8EuK4IIJqBHEHN1Eob0fzNYgDWDmBFmqQJCTFbWhlDmnN4zROIfXTaGUHya6HEDcHQTONnyshrgfNBZwjXwF6qZL7Ufd2dO5+mNyHJhYktxFW8VARHsWar8jRr6H1s4hfhKgDKKrL5lgQAQRm9qSOBvtXCWHbAdKdDL7LlSBfRRpn0mPZPpLbP4B6lofjxAHOsa9CAGgBTRLUvZO4OG2G9NSdJOKRRDFOsAReAcnXEMexhHkBZ/5FnPpJ1FWkuwA5hdpcepYLwKLdnZxBSzOgCeJGUHsbJFHaf2fRXBut7cVxHHTnWyGJkWAVSF8TAL1iAufsTwF0+73Eex5FvKK1KzWGRQT0fUgcgl/oLwcx49hxLCQsjtLwsMG1GgxsPdpfJo5D0F0kjtt47jZEXDRRNImhs4o7/6KFZbp5NFcmKc6gpRkqrj90j6TH530Qd9K+8HFa80hrAYna4BUgV8JZPQFxHS16kKsiOR/d9yDJ3sdxTj+LNE5DEqK57RDvh9AKp+gkJMVtSHPBzsUPkei43cOaoOUZEAedOoCThNBdBddHa3tQNw+aQHsJDdvEzUU0fz8SB0hQJynNol4B7/R3kNBJr9+9aZ9KmlcmOI6D40aI5MEpkRRvh24d7TbSi9ar3nmKXudoZRdJxQpmUJ5BuitI0ADXB+xelc4y0jyb9uPk4GHKlYl3PgR+CXVzEHVwFl+19TtLwO1orgqVHWiugsRtpH4KJ2pDaRoq2+25aZxC2suo30W3P2jP8MTeoYs3+jxrt4Fz9KsQtkEdoGTPkdZQVZIkQWW3/bZ4Zdz2WSRsoFO3ozveiojgNE7C6jHa554iKk1SmH0X6vrUo8Pk/FlKxbusb5sLSNRFa7usy5rzyOKrOFHLrr246KkuQbQInpITEI6jeRAOQRyBO3aNv4tm3CM0ReRBVfNXishDmMzNyMjIuKL0/n/P/FcZY/BOVb1PRJ5T1X8sIh8BPj3OhiKyBwuH/2Xgb6+zyo8Dv5S+/8/A/yEiolfQtVrKO5RKCk4RxIGgDkXAqUISAzlwc3D7eyFf2Wp3W/DQ+Yum54C3QhyCuNA3zNfoz1IZCnk4/TxM7YfpOy69KM3BH7aHX8QE3annIGiYkQfQWrTjOJ55T8IW1E+bUb79IHRWIFe25V4BvLztr1sHjeG1z8P8MzB7t31/+lsgEUzvh+KkGdf10xCs2nbnngLElg/juFCcsnWiRSimlcyqe2D2TqjuglPP2rVrL8PMAft+4RW7prseg2232vU88TREXTP0O8dhchbu/jHrg27Dzr85b+2d2GPGbHPB2lDbBX7xkrr8Quq3FSsblRyfg32XEoK15/xFrXNw5gVonIGgC7O3wJ5HTDhPvsfWSRK7P1Xh7IvWN3NvteveXoLFw7D0OuBDZYfti5b9x3JuTXXMxhvrN621MHjfTAu2FF3YfhcUJuwZrO22eyzqmmCpn7T7aGIvVHdaG+MoPT6Da6uJibRuHVZPQPtwesxDG3dVuQL5GkzfnvZBDKefg4U0tFCcwf1anoRtc3af1HbZPbMVZ16Asy/B/Pfsc/11e6b2vN36NQ7By9lxD33aZta97Z1QmoFcBc4dguqcXZM4gPKM9cvCqxCUoDwL07cNjje1DU7FFJODaHUnsscGHibOdKE0C9X0d692mx3bT4MUTj4JTgylImx/GE4+A7e/k2LQsGsdtu36FLdZe94EcQXjC6y/BfwnETmJDQrNcYVH7jIyMjKGyTxYGWPQG/hrpVVuF4Gdm6w/zL8E/i6wkeW4GzgGoKqRiKxg05AsbLD+pbP9bnv1aJ0zw6K6A1ZOmMHivQnz2LjrmN6rp+DYN2ByP+x+0AyX6tz5610KPZEmDux+yIy5jShOmuE4/BnAHSq7LgKFVBze8i44+V04bpUEcTy4430mlnrsfJv97azCucOw+Jp9ru1OBVjqdYhDE3TVnbDzPlu/tmvQ/r2P2N+eCACYPWjfDxu6t/0p+3vmBRNjO+8b7CNfsddwH/tFKG3buE9uFErb4NZ3m3GOrH8f9PpVBHbcO/pdcQr2PASTe+1eLk7ZtdDYhHpn1fq2sgPmv2/XNTSvKeXtMLE7FesdE3Vu3sRD2DFxU5wcPd7wNZm6xV7DuJ7tcyO6DUhC+9ucN6FWtqkICNsmziZ2g1c8vy8KE7ZtkHpzHNfEeHH9yoqbsuNeqMzB/EvWR0HTXt//pH0vjh2vnYrNib1QmDRx5TiDwYRhDn3RBgoAVo9b34nYuTTPmvgCpH4KXvw45Ko24HDu9fP3NbEHVo4PPkddE1dgx+49v1eJcSca/raI3A30ahu+rKrZ9O0ZGRlvGlkOVsYYfFJEJoFfA57Bxqd/a6uNROTHgLOq+rSI/OClNEBEfh74eYB9+9Yvx33RDBtumxloV5okgdPfs9Hkpddh1wNXZhqFleNmcLWshDOzd8PcW7beLmiacVrdsfE61Tk48AEzDttLUNtpRvR6FGqw637zmIVtqAwZu17Bzj0OB0I0v4FG73sA2XwUfa1AuNmJI/Pu+OfP5XZBVNL8stY5M9rztfMHBnbcu37/x9GoSLmS16jnjS5OmSgcJleC8iZ18Da750+mpfGnbrFnq34a9r/TRNzU/vW3KU9D+V2pZzX1zB39un2niT0DYEJLXDj0Bft854/YedRPp+uoDQr1xNW3sSp+AAAgAElEQVT+x+HIVwfr9yhM2HenvgurJ+06lbbZ8p7I8goWNtwTV4UJ+204lk63sOeRjc/nTeRC/GSPALek2zxoMab6e1ekVRkZGRk9+jGCmcDK2BxV/afp2z8QkU9i+cMrm22T8jjwIRH5IFYcoyYi/05V/8LQOieAvcBxEfGwTJjFddrwUeCjAA8//PD1c9P2vCvdOrzxFTOkxLER5uI2mL1rICBOP2uGT3nGQtSOft0MtUvl3OuAmkFWP2VenGHmv2/tKqcj+sOCKA7NcK7uMEOrdc7aX52zULGe6Im6ZvTVdpvIKU9vbrAO0/Mi9RgOyVvPy5dx8URdC61MIrtejgu7HzYvR2XORHRnxa53YdKuS9Q1r83yMbtfh727UQCLr9o1O/HMYPk9Pz567ZIEXv+S/d1xr4m6KIA3vmzf3/7ewXNxrdJctPYNe0ej7sAD2/sL8PKnBsv2PGxipTdY0MvHcxzry15/3vJuEzhT+9PwwM/bIEVn6Kf2zAs2aHFsKAXWK5jInb3b/u55BE5+Z3CswoQNZORK9nsSdgbX2/Vh8pbBeZ16ztq8822DEMm1YvQqM+5Ew78P3A58F4jTxYpVVMrIyMi4gqRVBLMQwYwtEJHngP8A/EdVPQRDkwRtgqr+A+AfpPv4QeB/WiOuAD4B/EXg61jxjC9cyfyrN5XlYyZKKtvNqAmaZsi0l6Fx1l7nDsHBD5khtHzMwoF2Pwiv/4mNNPfytJJo81C+jWictRykYfJV845VtpsH4bXPmcdsKR3JvuVddtxzh20UHsyA7o2qa2JtWz1p+znzvK0PUDsJ+99xcf2VcWVpL9l9FQ8FSsXJwHOyOJSXtLRO6BjYPTFzwO7VoLH+OmAha3sfsVzGxUOwfCQNRcQ8LOetn3pcvLyFCno5uzd33GuC4mpz7FuwfNREx64HBst7gxV7HjbBCBaiF0c2WNJeglefsFBZjU38nDtsAyj7HrNwvKBlz1kvrHZijw2KdFYtPLayHaYPwGtPwMoxe+VrNhDTyxUb9nRP7d/c0+QXYHIoCmB4IGTnffa6hhnXg/UwcM8N859JRkbGdUPvZ0ezMhcZW/NnsPzgj4lIAvxH4GOqevRidiYi/wR4SlU/Afw28Psi8hpWuu1nLlObry49cQU2Ai2OGWFTt5jYqp+0UeY4TEeqU0Otst1Glefug9efhBf/0IyoqGO5TH5p67DBsJ16k3YN8pluf286Wl48P6Tu9veY8Qjm3XjjK+vvs7bLBFsSmYG2fNTOYZjVE+at2yicbzMa8zaKfjPkP70Z1NOCD9UdJm6OP23i+NY/ZcZ/dafdHyIm4o9/2+7PnW+z+3HpdfNYVmbtnq3OmXfj7EuDY+Rrti+AvY+at+PoN00EvPb589t0y7tNkLeXRo+1fASW3rB2Rt3BEM6Rr8KtPzAIQ1zL6inzxkzsNQ9armz7Lc9cnPdTdVBkosfyscHzsXjIxM/2g/Zqp9Umq7sG28wOFSPpNqzPGmetn4Y9T0e/YQK0V1K9x2uft3WLU5Yj12PXg/abUNlu/XglwoevA8YVWM9jhS1OXcG2ZGRkZJxPL0IwyQRWxuao6hHgV4FfFZEDwP+ClVMfo2RWfx9fAr6Uvv/FoeUd4KcuY3PHo7NqhtS4YWwXQrdhoTxe3oTN2hwkvwDbbrMQrENfGIirXMVGr8ES8ItTZoj2DNiXP23b7X5w42OrmpeiWx94rsqzm4sWLz9InBfHRFN5xgpg5CpmACaxhRjFkX3OlawoQNS13A7XN2Px1c/CK39s57z/8UHxi/WIAhOO+ar9ff3JQT/sun/94h710xbyFKUeQa9gy8bJIduKsG35J1O3bG2cJ2khh8p2ex91Ns41uxyoWn+3Fu2+qZ9Oq/lt4NVsLg7C78qzA0/kzvtNMPXy3XphYGDtL02b4T68zjATe02U+aXB990GdJYtPBRg36OwsseeAb9g13dyv3lB/eL5+Uy9Y+16EFAT6W7Oqua99oTdz1O3QmnKlkVdW791buANS4s40Fm27QsTlttXnh2/EqgqHPnaYFBiGDdnz93iIevLMy/YMePAROZG1yGf3stg4ZHNeRO5S6+nHupUXOVr5hlbPW7CuDRtgnVtPx38kN2bN6m4gvEF1gzwooh8i6GQC1X90BVpVUZGRkZKkoYGZg70jHEQkf2YF+unsZD2v3t1W3QJrJ40QwoGYTqXg6BlI/FnXrDPa/OZ1lLaBjveYh6h2btHCzQ4jnmseiG8L/+RGZbnDlu4Ub5qQmCtoXXusImrXj5Lbc/51dY2Y/p2M4aH2zKcc+N6g+9ueZcZpcPibfs95lHo5ZDtuNcM76BpIVJJbH00HI62lqBh3r/dD5kB6petgtu51wdluNeyctwEqZczY3Xq1lFP3Tgcf8r277gmZNeyfBTOvGht6hnGE3vMaI665uGbu8+M6qU37BpMXmBBlrBjIqo6Z/s9+V3rt1545jAaw963jy5LYvMQ9QQHDMTV7F2jgmot5Zmt2+flzg8/W5tDB1Ys5kILxvSu13Cf7X3UBiGGQ1jB+rYngvc9Ztdm5i5r3+IhW7c3wFDbbW2u7jRvcr42yIsc9rQ2zqwvrvJVuP19aZXCPSYoTz+X5i+rhe+Ne349cVmehZWjdp8OP8PridphLiZM+AZjXIH1S1eyERkZGRkb0c+9Wjv/TEbGGkTkm9h0Ph8DfkpVD1/lJl0aw8bq0W8MQpsulV5ie4+ZMeYtGi4Xvx49o/POH7ViAmdesLmewERMr1Q5mADphezd9oMXH2o37nw265Wo3nEPcI8J2NWT1r+FidFE/Y0oTVu4Yv20hSke/cb56wzPQbT9HtvvalpFbTgn6NSz5t3a99jm/dBtWFl8xx8IkaC5Zp26taV3DhN7bP3lI6PlrFdPmjjaeb+JNRgUIBiHJB6U6l4vdMwvWp+vnrTPy0fNu7n/8UFhkIVXBuLqth800dRt2PfjzNF0rVHaZpXzXvnM6PJcBeKuDUxM7BkdJNl1v4XvnX3RxNbqCXv1KE7ZfdRatBLyex62/qmfsuX3/ISFOHqF1KPnjIr1fOXSi8+43voiPmNLxi3T/mQ6KnhAVT8nIiUuIOQiIyMj42LRxOrqZB6sjDH4sKq+fLUbcdmYvt2Mm8ZZC6M69k2YT09PY8tRiToXVtGscXbw/u4/fcmT056H65knqnHWhMXrT5qBv/eRQWXCnkCo7bIwsqvJnkfM0A/bFvYEZsw2583LU54Z9K/q4BzAvDf7HzexmCtbmGShloYi5uDwl8wr0ct16W3vpqP79ZPmQaqftrycmQMmRmfvOt/TcuIpC9H08oP+7aZCLerad6snBuJq79sHHpZdD5jHsDBhnoflo5Zj08u9A/Pi3f1j44mb3rxHMJhAduf9aUhk18Ltkhhe+Lj1XWHSzvOVz1jfJdGgKmxtt4kDuAyTZV9l8hUTi2HLPHq7Hth6QMTL23o777e+e/WzA8E63M+NM9Z/swdNjBUmTExdA+XIM9Zn3CqCfwWb12MbVk1wN/AbwPuuXNMyMjIyshDBjPG5ocRVDxEL1znwARv1X3pj8F3PizD31jR3ZIt5gtrLlicC55envpz4xcGkuTMHTMB8/49MDPae4/Ls5Sntfqm4furNAnho83VFzu/j2s5B9bjhubDAvFybbd/zaBz9hnmYetXZll635eVZu2aub8Jr5s5B5bTXv2yC6rXPm2Dp1tN9ptUdh9vhODBzx+Dz5D4rurByzLyirm+euFc/a6Jx221mwEOaK/ekic7tB+04Pc8kmBice+vgc+/8HHeQ1+fl7e/CK+Zt8QqD3KPrXVStpRe+eKEhl717454PmThFoHHacsj8oonihVcsrBIubuLgjDeVcUME/zrwduCbAKr6qohs6UsWkTeAOhYHH6nqwyKyDavsdAvwBvDnVHVJRAT434APAi3gZ1X1mfX2m5GRcfMQh1aqNxNYGTc1hZqFCO18m32e/755MdpLNunvwqtwxw9tLLLOvDCoqrb94Js3b9Ps3YCMGuWlbaMlpG8ULrZP9z5qoWSN0+b1Wzxkgms4rA8sN6fHzAFoLYx6OXbca/09TmGBfY8CaXGC3hxEnRU79uIhE0f5qnm5mgv2WjlhxRnA2nvnD29+rJGct4Pjt+1mp+dFrO0aLJs5YIK7cdbE1WZFWTKuCcYVWF1VDSR9MNJJFse1dt6jqgtDn/8+8HlV/eci8vfTz38P+FHgQPp6FPg39J/+jIyMm5Vuy8JgsnmwMjIYGPE9r0EUwPxLJrBOPG25PMhoLkbQNHFVmLS8j3GKBFwuvLx5XeqnzSjc+2hmZK9FJK0umFYYrO0yT9GRrw+KefQqIvaozsG9P2ner6gDex/b2oO52fEPvN+8JPOvmIjqzfcEFsbXOD0QVzvvX79wyTjHybh4ipPX9gTHGSOMK7CeFJF/CBRF5P3AXwP+60Ue88eBH0zf/y5WDvfvpct/L51r6xsiMikiO1U1Kw2fkXETk8RZiGDGeKT5wX8H2KeqfyUt1X6Xqn7yKjftyuHlzKvl5sxL9cLHzXMwc6eFZRWnBnlb+99xZUt0b8aB92cG9oWQr8KdHxh83qigx77HLt8xJ/fZqzFvhUo6q2lO2TvMy3XyGShug223Xr5jZmTcoIwrsP4+8HPA94C/CnwK+L/G2E6Bz4qIAr+pqh8FdgyJptNAb6KB3cCxoW2Pp8tGBJaI/DyWD8a+fRcY45qRkXHdkWRVBDPG598CTwPvSD+fAP4TcOMKrB7bD5p4Ov09m3enV9muMGmeh+rOqyeuIBNX1xPrzS0lYuXoMzIyxmLcKoIJ8Fvp60J4l6qeSPO1nhCR76/Zr6bia2xSkfZRgIcffjgb0s7IuMHpVxHMJhrO2JrbVfWnReTPA6hqS+Qmsuwn90FlzirOdVYtlyPuWkjg2nmIMjIyMjKuGONWEXyddXKuVHXT4viqeiL9e1ZEPo4VyjjTC/0TkZ1Ar2bsCWC4nuWedFlGRsZNTC/3SsdO+8y4iQlEpEj6/5WI3A50r26T3mS83LVRnS8jIyPjJmbc6cMfBh5JX+8G/hXw7zbbQETKIlLtvQc+ADwPfAL4i+lqfxH4w/T9J4APi/EYsJLlX2VkZPTLtGcerIyt+UfAZ4C9IvLvgc8Df/fqNuni0TBBwxhNFI3V/l7Ac6CqaJSMbKfR5qG2GiUkQbzu8uwZzMjIyBiPcUMEF9cs+pci8jTwi5tstgP4eBqd4QH/j6p+RkS+DXxMRH4OOAL8uXT9T2El2l/DyrT/pbHPIiMj44ZF42yi4YzxUNUnROQZIC2lxy+sqWJ7XREutInONEcXOoI/V0byLtqJ0CBBVXFyLhorJIqqktQDNFwjpgRQcCfy4AgIiO/ibStAnBAtdogW27aq79gxgsREWaKI5+BO5k1sRYl9ruaQnGuffQen6IEIGiaIK4jnoLGStEOIFVxBXIekHYErOL6N80rBQ5yLi+bUOAGRi97+cqJRQtIMSboxbsXHKfm2rBtb+2SwnsZ23STnIK71g6qSNELiejDoX99BvHHHwzMyMq4Fxg0RfHDoo4N5tDbdVlUPA29bZ/ki60xQnFYP/OvjtCcjI+PmIStykbEVa/6PgkFxpH0isu96nVPRm8wjvoMGMfFqgFvNkTQCwpONwUqugwjEUQKuQKIggpN3cSfyROc6OEUPt5pDw4RosU280jWDXQSNOiMizpsuInmXpB2hnQin4CG+A66QNEKipQ7imSCIl7vEy5tEYKYCrifQNsURnKKHU8nh5F00HPKiieCUfcQzERU3QlATgeHZFkkjAMcht6uMO1WAWIlXu7iT+RHhQqLgCL20vLgZEq90B57CMMHfXsKp5pC07UkngkRJ2hFJYL9B4oAGCXEztH0mmvZ9KvbScw3T8wI2P38Bp+CB50CUmPhMCXvnX/HJ7a7Y/lRx8uPWKMvI2BxNFHHE7l0gTgdnvKlCJuwvgXGf0I8MvY9IJwi+7K3JyMjIWINmIYIZW/ORTb5T4L1vVkMuJ07RM48QQDrnqKqiHQsbdPJu3wDqG0mqDNf1yO2pjuwzt7faXxcg6cYmuHwHp+zj5Nyx26eqaDcm6cSIJySdGOLExI/nkHSiEU8XngNxYt6tnGvenNjCH5OWibekGV5QH4nn4E0XiVe6BMfqcKw++O5U07xwXesvE0IO4gA6FC7pinkAw8T20cOR84VR6gVEzOvmlM1DhSoaKW4ljzuZB1WSZoQGcb9vrZKiQgLi2rVCQbsxcSNA037058p4M0Xrl6Z5s+KlDp3vnxs0ozBqvolr2zkVn5uprkvG+MSrAXEjwJsuIL5LeKJBtNTpPxfEo4OY4ekWbtW3gZ1ObKX6Xcf+qv0+ieeYBzbn2r2ed+35SJ8RYiVuBohjA0WaqHlkc+7I79eNyLghgu+50g3JyMjIWA/VZORvRsZabqb/o0QEKZ7/X3dPMI1jXA+H0jl5F2d7aZO1t2hLwTPvC+BWLmo3xrYC/q4KGsR9z1dPzGjq1bHvxEIPXQeNEtxazsIQ58rEK13iZoiI4JQ84tVgELpY8BBXbH+J5aa5ORd/Z3kgUmMlrndN9KVhfT2BK46Yd0zoC6QtuYA5YX3OL6Evnl0fb1uBZLbY95glXfO2mSFrAjBpRXQPLZtwxYSnW8shRQ+37FufujeuMZthaKL956Y/iBLYIEp4wjzf0dlWf32n4pO0Y9yqn4olF6fgETcCE2SrwcBL3Rtw6N36W415ytbrSBra7BRd/NmSeYJhEGbsCFJwTZRdxMBBbxCj/zmM3zTv77ghgn97s+9V9V9cnuZkZGRkjNIvcpHlYGVsgYgUgL8GvAv7b/XLwG+oaueqNixjLMyYWmOWiBlhW3nWep4sb7rYXzb8fqzju4I3Wdh6xfGdfJcNp2T5XBuRBDHh8QZJK8Qp+fb59Gj+nlP0TJxHCVLwLAT1EnLfAOJGYJ65VMj29q+xIjl3ZN8aJeAIST0wr2H5fG9bz9N4vXk2LP8xIW6EfY+uW/aRorfuOWpk4gFn49xBjROSVmQhuokStyLic50RT1Iv71JcsRDWnhdKxLxJidrABIDrkNtXJTrTsrDhybx5ltfBreVgV9qGZmj3iZd6r9Lz6YWyaje2YwwLMJF+25yCC54NciCYJytW4pUuRFaAJ2kGdBsrG/avFDz82SI4JrzcWq4/sAOQdCLzxLsOSWADEBpZ/w175iTnUrh725uSrzmujOtVEfxE+vnPAN8CXr0SjcrIyMjokcTZPFgZY/N7QB3439PP/y3w+8BPXbUWZWS8CTg5l/xtEyPLNErM8Kynnq9GQLxk4aBaDwaeDDc18l2n7+1LWiEaJCbKCmn4l2ffJ53YctY68eZVKV0nzadLK1CuCUGzQiu9qh/a98ZZeJn0vYRO2Tfx5jvm2XQE8dKct9SgF0dIWmluXmHgxZP0GHE9ANWBUADL6esJ96H/XoaN77gZEi93zdNb9knake1LrM+TIDYPzzr/P1n+nO3bncxbe9Nr0l9frJ0WuiomphxBw9jCZddGqOZcnEJa0MYRHM/p79Ot5PqhuZJ3IbJYPWdbwbyZqZj2JvIbX7M1iOvg1obXH/SNW04Ff3lj4b8uaZ8Pt0PjxHK/giQV5tYvmihJKyI62xoJ3w1PWl/0RORIaLGAeG7qCXdwZ4r9vEl3Mv+mFcMZV2DtAR5U1TqAiPwS8Eeq+heuVMMyMjIyYJCDtXU8QkYGb1HVe4Y+f1FEXrxqrcnIuIqI5+BWcriV870UGidE8+1+RchetUjtxkT1wIzXgkvcDGA1/e0dyklzyj5OLYeTc4cqR6aeg1j7RUo0Vpy8GeC9cE1vMm8ejKUupIZ0L3SzX3ky9WQlndhCIhuBVaG83PRC0ob2Lb6LeGKarxsPhF8Px8RfHCZ9D5S3o2SCshe+m4aYhmealoe0EiB5C3XzpgpIrldkJknzEJN+WCqqiOvgbS/b/mIrYCMiVoDlGqiWebkR19nQe+xWcpaT2InsHsm5RGdaNp1EWtzHmy2Z182x8OBrIQ9xXIG1AwiGPgfpsoyMjIwryqDIRZaDlbElz4jIY6r6DQAReRR46iq3KWMNmiRoaLlSeB7iDMLBNIrAcRDHIWm3LUSpUSc8eYp4ZRmnXKb08MMj22RcOOI6+HPn532Bia9+9cVEIbbCBKpqXhH38pTE96bGCMfstUm1H3qoQWKOlLSiYtIIwXPwJvKDapGJFR1BtT+NgeQ9tGvVIMWBpBMT14N+qXyNrfiL5fGlOYYVH3+ujAYxSTsyD1LZt4IyPe/ZBsa8C3izRbQbj4SzZVw44ggyFCKb21vdZO1rg3Gv+O8B3xKRj6effwL43SvTpIyMjIwBWQ5WxgXwEPA1ETmaft4HvCwi38NmA7nv6jXt+kCThHhlBeIY8X2Sdpuk2SRpNMBxcYoFcBySVhsNA0TM0HSKBZxKBfFSb0YUQxSiSULSbtu+6nXilVWSVmv0oALiuiAOGlqoj1MskLQHqXOS83FrNaKz8zS++EXciQmcag1/x3aSVouk1ULyeRNmQYC/cydOYXwDfsP+UEW7XTQMccrlm0LYDRfD6OUJQSok/KvjGbBju4gPrLmswx66rVonJR8nreni1sBfp8DLegFv4jnn5cCNIzJ7hWAybj7GrSL4yyLyaeDd6aK/pKrfuXLNysjIyDA0E1gZ4/MjV7sB1xJJq0Vw9ChJo4Hke/kOlpOStJo20q8JSbeLpt6izSp/ie/3BZB4LuKnBqcqURBsmSfplEu4EzX8uR1ILgeOC3FkHq0ogiQBcRDfI2m2cCcT3FoNZ2ICb2YGcRyC4yeIzpwmrtcJT5+h++r6qeCdF17ErVZwJybwZmdxqtV+W+PVVTSMcPJmmAfHT5C0W7jVKuK6xPU6GkX26g6Cd8QRnNoETj6HOz2NuC7ezp04ufULBVwsmiSQJGgc4+RH82U0CIiWlklWV8Dz0E4HKRQgSfrnGS8soFFE0mqhUUxu/z7r76HfUHHXr9QRNxqAkDSbEEfgemkFxSni5WWCI0fQOEZcF6dcJnfbbSPnbx6kBHFdNAjSaQU6SNEKjoRHjyL5PE6xaGGKC/P2fb4ASUzS7uBtm8LbuQu3UibpdklWV0nabRO4+TxJo2Gfczm8ubkNz+ViSTodknrdvKsi4Pk4OR/J5c6bBmEzNAz7z4iGoeWbqZqH9jK3Gey+SRoNooVF4uUlNAiRfA6nVCJptnBKRdzJyXReuTIgOKWhQjC9tokQN5okjXr/vtFul6TZJK7XcQoFcrfeah7mMELDELdSxqnVIIrA61XePH8wYpz+W7tO7//+84qFqNrgz+oq8fIyeB5OoYCT3mvuxIS1/ypxIbK6BKyq6r8VkVkRuVVVX79SDcvIyMiA4SIXWYhgxuao6hERmQL2MvT/2/U60fCFonGcVjJrEJ2dJ3jjDTPyPBccy/kgTtA4wq1WwXURxzFhMTVlxqDr4tZqfWPQKRbNM1QomLcqiixHxB8dzdckIWm1IYn77XDKZdtPkiC+b96tSyS3Zze5PbsBSJpNoqUlnFIJp1JBgxDtdtA4Jl5aIlpYIDxzluD4iU336RQLuLUa8dISGifmHStXEN8jml/AKRbwd+8mXjFDLjxzlvDMWQDkxRdxt03jTtRwJydxKlWIwoFxnp63ttvgun2vmsaxCYVOh+DIEZsnKIpJ2i2S5sDD507UTHg6Lv7uXXRffa0vcs/jpe+vu3g9EdoztrVj/aVBkP7dfB4ycQSnWiMJA8JTp+m+dghvdhZxHaLFc4O2jVGiu7c/XC8Vf4rkcnTm5+HlV5B8bkTgrru97yP5XN/jiuOCpvdbLo87OYl4LvFq3YRCGCB+DvFcE6SVCvHSkonuICQ6e2bEc7r2WBqFOMUSbrVi97bjQGzTB2hi944GIdH8PEmrhTs1iYYhSWO0oqM7NYk3PY1TKKCqxEsW/hqeOmleL9+3UM1cjnh1BfF93Eql/zw5tQk0DNF2y9oexSP3hVMsIPkC8eqKCa2cv+W17V8PGUw6vBHdwxub/+I64Hl409MQx0TLy/25szQK7TdnYgKnUgHXRbsB0dmzaBz1589yymU0COxzkk7PUCjgzcwCEC8tkdRX+4M6/ZDNdc7HqU0gOR+nWMQpV8jfduuW/XA5GLdM+z/CKgneBfxbzIP674DHr1zTMjIyMjIPVsb4iMg/BX4WOMTAvLtuJxoGLEQvHbFP2h2ihXmcfB4pFC0EL4r6z0g0Pz84awG3WqXw9kfwpqZG9nkho/Br2UgkiePgVtbP6blSOOUyufLQMXM5SNvgb98Od91lwm91te+ZEdfBqdaQnE/SbFrhgFrtgkP/NAiIV1YIT54kXlmhe2h+LEHhlEpWSrrVGjFixfctzLJYwpuZtZF3wbxR4hAvLxOvrCCeS/G+t+LPzZEEliukcQyOQ3D4MADu5KR5/kolkk6HaGHBRNoQ0cIi0enTdh85glMqgZinSnzfRGuhYKKr0yFaWsYplcjt2d33CkSLi4QnTxItLKBBaIKlWADXJanXzeOUy1nYZjcAFH/Hjr6XCxGcSuU8D2DcaBCePEnSaOKUy7hTk3YurRakIsKdnrZzOHvGQlALFrpKFIF4JJ0OurJKePJk2sEgnm8V+roB4gjdQ4dHL46AW6tRuPXWVLAHJo6DwDyCzSbi+8SpR03j3rxsrvVTGBKdnbfrXCzgbZ/tf/ZmpvFmZky8BANxuhbJ53C3bUO73TRE1zyrGsdE8/MmvFTRM2fT0FoPb2baBkHyeZx83q5DaRD6qEGA5HJDnuqYpNm0347ABKyGoXkV08+9QYu+19PzcHI5pFQiPHES7bT7z5GIEK+s2DOWKMQRSRAQL69AEuNWazjlknWwIxBFRPPzxI1GX/z5O+fsGmLe9aRex52dRTw/nfMussGNo0esfRMT+LnwRA8AACAASURBVPv3405M4Far5j0LQ+J6vX8+4fHjiO8TLS5CHBHMz+OUSteWwAJ+EngAeAZAVU+KyLWfYZaRkXHdMxBYmQcrY0v+HHC7qm4+7H2d0HnlFbqvDHkfUtEUr9bRhUUzbjyvn8jv79qFOzEBIvi7d28YunYtVNh6sxDHMcExef6sv5cS2ie5HN7sLN6sjahrkhCdOWOGcbFo3oQk6XtDxHPNQ9UwA9CdmMCdmTVPUrV6nkewz513AhCdO4d2u3g7dvTFoLum/cX7zk8xdHM580iuIX/HHRd0vv7u3ect86anzUtxmXErFdz0vNcuH2bYm7keqooGAcnqKk6t1g+37Am86PRpkm4Xp1Kx8xC55By7nnBxJ6xkfryyAo5j+YlDz13h4MHB96lnM2m1bL0x2pB0uyZex5lYPL1PnHweeiGnl3Dd1uvz9Z6vcdBwyNs7zvppRMu6IZa53Mj96M/NjW6bJG9qDuW4AitQVRURBRCRN3eYKiMj46alX+Qidf/P17v86y++xi+87wBT5asXX51xTfI8MAmcvdoNuRx4MzOWWzM9bYbXZQqzy7j8iOPg79x5xfbvbdt2xfZ9oyIi5tVJRfDwclx3XdF4qTjlUfO4J7Q2Yvj79YTwhsfJjz+X1bXMhgMLG61/Cblrb3aBmnF/qT8mIr8JTIrIXwH+MvBbV65ZGRkZGcbaEMHffPIQv/O1Nzi4s8pPP7LvajYt49rjnwHfEZHngW5voap+6Oo16eLxtm3LDOuMjIyM65Bxqwj+uoi8H1jF8rB+UVWfuKIty8jIuOlR1aHQQBNYJ5bbALSC+Cq1KuMa5neBXwG+B2QxpRkZGRkZV4UtBZaIuMDnVPU9QCaqMjIy3jSGKwf2E/nTUMF6J7oqbcq4pmmp6r+62o3IyMjIyLi52TIgUVVjIBGRzQNJ1yAie0XkiyLyooi8ICK/kC7/JRE5ISLfTV8fHNrmH4jIayLysoj88AWfTUZGxg1FMiyw0hDBMK281QwygZVxHl8WkX8mIu8QkQd7r6vdqIyMjIyMm4txc7AawPdE5AmgX8xfVf+HTbaJgL+jqs+kFQefTrcH+F9V9deHVxaRe4CfAe4FdgGfE5E7U4GXkZFxE6LJ4PHvCaxeaGA7CxHMOJ8H0r+PDS27rsu0Z2RkZGRcf4wrsP5L+hobVT0FnErf10XkJWCzki0/DvwHVe0Cr4vIa8Dbga9fyHEzMjJuHNYLEeyEJqya3UxgZYyShrJnZGRkZGRcVTYVWCKyT1WPqurvXspBROQWbGTxm9jkxH9DRD4MPIV5uZYw8fWNoc2Os44gE5GfB34eYN++rIJYRsaNTBKfHyLY82C1shDBjHUQkT+NRUIUestU9Z9cvRZlZGRcDzSimE6izOSyqRAyLp2tcrD+v94bEfmDizmAiFSAPwD+lqquAv8GuB24H/NwfeRC9qeqH1XVh1X14dk1cxtkZGTcWCRDIYKk1QTbfYGVebAyRhGR3wB+GvibgAA/Bey/qo3KyMi4ppkPQj4zv8ITi6t8ealOK84KkGZcOlsJrOGplW+70J2LiI+Jq3+vqv8FQFXPqGqsVnv5t7AwQIATwN6hzfekyzIyMm5SRkMEzYPVTkMEn3xlnvl6d93tMm5a3qmqHwaWVPUfA+8A7txqIxEpiMi3ROTZtCjTP15nnX1p4abviMhzwwWaMjIyrl++stSgnSRUXDOJl8KIhSAiSaMmMjIuhq0Elm7wfktERIDfBl5S1X8xtHx4qvOfBJ5P338C+BkRyYvIrcAB4FsXcsyMjIwbC12niuBwcYtPP3/qTW9TxjVNO/3bEpFdQAjs3GT9Hl3gvar6Niy64kdE5LE16/zPwMdU9QGsINP/eZnanJGRcQ3wnm01AL610uTLS3WeXm1d5RZlXM9sFWj6NhFZxTxZxfQ96WdV1dom2z4O/HdY9cHvpsv+IfDnReR+TLC9AfxVbGcviMjHgBexCoR/PasgmJFxczNapj0hSbTvwQIo+u7VaFbGtcsnRWQS+DXgGez/md/aaiM19d5IP/rpa+2gogK9//MmgJOXo8EZGRlXj968ivdUiniOjHx3ohPwUK2EI7LephkXgKoiN1k/biqwVPWirRdV/QqjIYY9PrXJNr8M/PLFHjMjI+PGYrRMO3QjE1wTRZ+Vdtj/nJEBoKr/NH37ByLySaCgqivjbCsiLvA0cAfwr1X1m2tW+SXgsyLyN4Ey8EMb7CcrxHQDU49ivrJU50C5wO3FPCJCmCgvN9u0E+WOUp6S63CkHTCX96l51/cgUDdJ8EVGREaYKKtRzPQNUAyinQ7ildLwwLdWi4SJ4onwfKPN5xZX+cDMBU0Dm7EGVeWJxVVyjvCuySrzYchczr/hBdf1/3RkZGTcsKz1YPW8V//9u27lI0+8ks2FlQGAiDwCHFPV0+nnDwP/DXBERH5JVc9ttY80YuL+1AP2cRF5i6o+P7TKnwd+R1U/IiLvAH4/XSdZs5+PAh8FePjhh7MkjkukHSd0koQp/9owV56tt+gkyvfqbb5Xb7M953F2qKLp8U7Qf78cRrx9snI1mnnBdJOE1ShmNucDZhR/c6XJqW4IwEO1EvuKeV5qtPl+swPA+6Zr5B3hU/Mr/e+vJ5bCiCD1YBUdE1h3lKz4aDOKeb7RphknzAchRcehmyhVz8FbIzgzNmc1imnGCc0Y/uv8MgCuCLvyPp0koR0n7CrkuLdSPG/bRJUnz9XZkfe5Z53vr2WujV+sjIyMjHUYzsEi0X5p9m2VHEjAr379t7lr59/gBw6Mk2aTcQPzm6QeJRH5AeCfY5UE78fEzp8dd0equiwiXwR+hEGOMMDPpctQ1a+LSAGYAc5ejhO4EQmShG+tNMmJcGsp3zfeN0JVOdoJ6CTKXM5jNU54aqUJwE9sn7wmRrzr0eigztlNpotYCCOiRM8LPduMp1ea7Cvmtuyry4mq8qVzVj3vnZMVCo5wKgj74grg6dUWkdIXVwCfX1wd+T5U5WwQcW+lSM1zCZKEhSBiVyE3crxmFOM7Qs7ZqgzAlSFW5VCrywuNdn9Z0R29RmXP5UdnJvjCuVW+stToL/dEiFTZU8jxQLV0Qdf2QmjHCQVHEBFebXbIO3LdCViwe2u9XLZYlWNDgxGvNDvrCqzFMGI5ilmOYu4uF64rYZsJrIyMjGsWXePB6k0yXC34+FPfpLDjj/h7n3X5+oFsmqObHHfIS/XTwEdV9Q+wUMHvbrIdACIyC4SpuCoC7wd+Zc1qR4H3Ab8jIgexebbmL9sZvAmEifL0apNbi3l25K+8Af98o818KkCWopi7ygVOdUMemyivK5aerbd5vW2VQV9c8103UQru+sZVkhrMO/M+ZdfhdHBxIUhRopwOQnbn199WVekmiiOQbOGbfEulyPONNqeCkL1rBMZGtOKEo52Ao52AH5ud5KVmGwcouE7fs3K5UVW+vNTolyb/2vJATMz4Ho9OlukmyleW6jxbN0M5l4qKYE0nPFc3wXKmG/KjsxN8a7nJQhhxMI450QlZjWImPZflKKboOLx/poZ7BQxmVaUVJ5TXhGfOByGvtbqcHhKOPYrriL2C6/C+6RpPrTQ5G0TkHKHmuiyEEcc7AZ044d3bqpet3a04IVZlKYx4erVF1XNpxnH/XttbyF0TgwwbcbITsCPvj1zTF5sdVqKYO0p57igVcATOhRHfWLaBk7m8z2IQEaqyEkZM+B6LQcTJboAnwmutQaXgzy6s8r7pGv4VErWXm0xgZWRkXLMka6oI9ua+Kvoubul1AM4FmQMhA1dEPFWNMBH080PfjfP/3E7gd9M8LAerFvhJEfknwFOq+gng7wC/JSL/I1bw4mdVr586zokq315pcib1TPzozAQF98p6ENpD8wm14oTvpCPZ7UQprSOWzgbnG749nlyq8+hEmcl1QgWfXm1xvBNwqhsy6bscanUR4OGJMnu2EDfNKOZEN8SVgUD4NvD2iTK712zbSRQF7quUuK2UpxHFHG7bsfYUcnzpXB2AD85OkBPhlVaHp1aaPFdv8cGZiS2N45Vo4A373OIKnSEBM+l5V2QC3GacsBjacW8p5nmjPTBoZ3IeOcch50DVc+kEEdO+xw8MiYogSQgSZTmKyTvCV5YaKPCp+UHq40uNgddrOYopuw7NOOH1dpdbi3nCRLe8F8NEOdENOJQa3I9PVtbdphMnPLXaZD6IeNdUhWPtgECVO0qFEU8UwL5CjqUoZnfe39AzknccHp+qjngiY1W+utRgIYx4YmGFH9hWJX8ZvHFPrTT71wLO95bWYyslr3DZhamq3dtH2gHb8x5l18RpO074zMIKd5cLHNwgRE9V+UraH3sLOR6eKAPwRrvLK80OZdfhrdVSf/2d+RxvrSa04oT7qiWaUcxnF1f5wrm6VdBbs//ZnMd8ENFOEr66XOfdU9UrIswvN5nAyrghOPNrv0bwxhF2/9qv4pRKW2+QcV2QxENFLhLt51y9sPIkftXGuB1/y/SajBuf/xd4UkQWsFLtXwYQkTuALYtcqOpzwAPrLP/FofcvYtVxr0tea3U5MyRgPr2wwg9N16imo/zHOgHfq7e4vVTgQCl/WUJx6mkRmgdrJVpx0g8va8VJv6jAi402h1td7qkUacYJ91SK7Cn4eCK044Sc4/DHCyu0Ygs3XFtwoBUn/bynxTDqG6g5Rzjc6q4rsMJE+eK5Vaqeu643A6xU9/2JUvGcfrheJx3wKaSGdsVzua96/v83PWN7e87neCfoC5DN8shi1f6ovh1L2Zn3iVSZDyKWo+iKCKzV1Ih/91SVad/lYLnAsU7A840224ba66X3w/b8aBt6AqyS3ke9ELoeszmPouOwM+9T9Vx8EfKO8I2VZj+PDeDeSpE7yxt76V5qtvviCkxwf2C6NiJaz3ZDvjrkgRsWVL1wx0dS0T0fhMz43tgeoeFQQFeEd01V+MOzyzTihE/Nr/DIRJmXGm1CVWqey8Fy8YKKgKjqiLia8T2accLugs+ufI4/WarzcrPDahTTiGOmfY87SgXmLpMn+mvLjX6460Tb5W3VEl9fbhCm1/L7zc6GAut0ELKQtv1YJ6DgCHeVi/0BlfWekWGPbNlzecdkhdPdkKOdgHjNuNVbKkUqrsuxTsB36y3mg+iynfeVJBNYGdc9re98h3O//X8DsPyf/zPbPvzhq9yijMtFL0RQHAfVhFYYI/45fvuVX+2v4+SWr1bzMq4RVPWXReTzmCfqs0OeJQfLxbrpWUkN6YdqJRbDmBOdgC+eq3NbMcfeQo4j7S7dRHmx0UZR7i4X6SYJnshFjRb/8cIK7SThgVqJ/WnuyN5CjicWV3mu3uLxqQoLQcTLqejqhZ9t893+6HlPqPzAVJU/War3Q6XOdkNeana4o5TvG3EP1ko8W28Tq3KwUkAQXmy0WQhMmLTihKUw4qlVEzGJmvfGF+Et1SKvt7r4jnBvpYgDfOFcne+mbXrvtioTvtcXWMUNvC13lQt0h7xOc3m/L/5OdsNNBVbPe7evkGNn3mcpzTlxRfj0/DKnu+EFhwk2oph2kvQF4slOwOF2l6rnomrt7eUhVVwHEaHgCneU8kz5ox6zfYUc7Thhb35zj+Bjk2XacULZdYlUNwxFfUulOCJuX2i0KTjCnkKOWOFkN+jfN7EqC6nxv7+Yo+A4vNzscC60Soa9fKXhnKpeiGbZdbi/WuoLr57gvtQcN0eExycr/f1+e2UgjueDiJLbvSCB1Uy9vQ/UStQ8l0nP7Q9yqCol1+nfS2XXYT6IaMUtZnOjYZab5fyd6YZUPKf/fPVI0ty5HitRzNeWGyNCGQa5awqcTr3FQaL9AYcer7a6bE/7N+fIWGJoLu8zl/c5WCkQqXKmG/FsvUXNc5nwXESEvYUc3623eGqlybunKnw7ffbfVi1SdJy+yL9WyARWxnVP/TN/jORy+Hv2sPKHn8gE1g1Ez4Plej6qSieIcfM2uXDcmSPu7CE3+RTfPv1tHpl75Go2NeMqo6rfWGfZK1ejLdcamuZ1zOV99hXz7Cua2HlqpcmrrS6vpp6B/cUcp7ohjShBVfthXh+cnRgJgerlIhVch0YU81Kzw4O1Ut/Qa0RxP6dn95BBXvFcap7LShTz+cVVPBGqnsu7pyocbnVJsJH7tUznPA6U8rzW6o54Kb61MjAKd+Vz7E/DzXzHSqe/2Gjz5aU6j0yURwzgYd4+UWZ73ueWoQICa0fQv3CuzoO1Ul8MFjYIB1tb5WxvIUfBsTyS11qdvmBaj+UwRoD7037cNfTd7SUTQh8/s7RhsY/DrS5zeb/vGTzZCfhmes6PT1aY9N3+515eXC/fbVfeHwm3E5HzvGW7CrnzilWsx7jCpeq57M77eKmo/dT8Ck+vtkYKIkz5HjXP5YmFVdqJeTfvKhdYjWJebnb4XqNFoiYI9hdyLEcxewo5Jj2XO0p5duZ9Co7TP8bUZZ43cXve5yd3THEujHhqpcm073F/rcS3V5ocaQfUo4Sa5zLtu1vmT72YisOa5454DsGuxw9N13i93cUXYX8xz+luyNeXGxzvBP37/o8XVohRPjgzeV6eUqLaz6/7yR1T/eWrUcxL6bEfmSgjmPc2UiXnyEie3XP19kgI6bkhj9uE5/LuqSrfXGkwH0R9sfuB6QsrcZ93HPLA3oKDK7BzKB/Sc6QfLviFNBwXzFPpivAjM7VNC6c04/g8cXklyQRWxnVP48tfpvTII5Tf8Rhnf/0jhCdO4O/efbWblXEZSNJ5sBzXRRMr0+4UTiEIrTf+Gv6U2dR/+Y//Mp/7s59jR3nH1WxuRsYVI0yUZ+st7iwXNp1baSWM8Bzh1WaXXXmfk92Q092QdpKMhPjM5Dx+ZHaCxSDiT5bMWNlXyHOyE3KsE4x4aV6ot7mjXKDqOhxqd/thXRZiZQa7g3mR6nHC19LQrPevk5B+d7nAt1aadBOli/LoRJm842wYftRje87n1VZ3JAQMbLLND85O9I+z9i8MvAtFx+Gt1SL1OOalRofdeZ/t64yuuyIcKOXJOw7Pp4biM0OG/9oR+82YzVmY3+luyLOrLXYXcn1D98e3T/a9FMtRTMVz1xVgd5TyfYN1NYqZSA3wWJWzQcizq23aScKzdfjTsxPkHCv00WO4zwR411SVlxrtfljXVn1/pRguYb+3kBupKgeW/7OQ5t6UXYe70hDCnldjaWjS+SPptnsKPjtTUT/s0dgs/PBS2eZ7I6Gr91SKnOqGnAsjzoURb7QtT3A4JHeY+SDkROrNm9jg2XZFRjyYc3mfvCPMBxH7i3lea3X64XzNOGbSGTXvh/O5ojSX8JPzg+gPV4QdOR/fER5Q+625r1pibyFHmCifWlgeEVdg4aAl1+nPieY7wsFykfmgznIU44tcdEEK35G+B3OYRycqfOHcan8Ap0esykvNDm9bJxwR4OVmhxcbbRyBD82+ORVJM4GVcV0Tnj5NcPgwkz/1U1Tf+x7O/vpHWH3iCaZ/9mevdtMyLgO9EEHH81BN+MzJ38Gf+A67ynuZnJrkZDjZX/fwyuFMYKW8+tQZVs62eeCH9+Fe4UIGGVeWXqnzntfhWCdgNufx+GTlPCMhTHRkZPf1IYNoyjePwVqmcx4zvsdCaKF0PSPtldRbM5vzONIJOJIed34olGhhaAT7aCdg0nf7hSJ25/11Q3Z2F3L8RN5Pcy0YyysC5i3YX8hxpBNwSzHPWyrFLY23B2slXmi06aYTAA8n2t9d3lxUvCVdd3chx3P1FiupV276AvJ2euxIvTqLYcT8UJ/15gc60Qk43d242qAjwoO1Es+sWjsmfI8gSXi11e1fpx5/NL/CwYpVa9yd9+kmOnKd3pca+W+fLLMQRFRTr+LV5qFaiaLrECZKN0k42Q355kqz701cKwLfVi3xJ0v1fsGMHmu9P1eDmufy6EQZETjU6o48u2u9nOfCqJ8r9s7JygWF4056Hsc6ActRTD2KqXou9SjmS+fqfGBmAk9M2M34Hq2hglFHOl3ODYnTt1aL3FrM9499SzE/4tH1HWEuZ4M1t5fs2QMIVdPiIyG3petv+//Ze/M4O67q3ve7qurUmXqeNLdmy5aNB1kesLEhNjYGYpwA4UJIIIEbJ+9BhheSXAhJICT3heTel4QkXBLHhCkkQCAJQwBjbObBtmQbD/IgWZKtWeq5+8xVtd8fu06f063uVkvqudf38zmfU6dOVZ1Vu3bV2b+91l474dKe8OitBJOKxfMh4Qi3tDdRjrN5Vj1WXzk5wP58iS2Z5Bgv1VAQcqhYHr1PGlx3zjIxzn9NVJTzIL9rNwCZq67CX7+e5LZtDN/7TRVYS4RaiKBHMSjxo97P4viwrW0H7/qpa/jtf8/xTLzt0b4HefjEh0n6XWzb9gE8b3FM8DnT9B/P8Y27nwSg7+gIL/uFC/FT+qhfjLxQKI2GTLkirE0meL5Y5lQ5oD8IT2tMfq3n9HweArymzlMyEde3NoyOb7qsMTM6HirtOFzRmOGReGD5qXFzPiVERgUZ1LLwtSbcKSfYFZm4d/pM7GjO8qLGzLR7xdenk+f0O/VkXIdrWxo4Va7w/f4ROs8h0YQjwoXZ1GiSj+rkxLuG8owE4WjWtKmSWKxN+Twch9Dty5dGx9QBbM0k2ZxJ8fX4+lez9lVDH/sqAd+JhXc1vDHpOKdlSZxPRGR0HqRcEHK0VBkTqtkwrqOo3fdGQ90iY4iMzT63UFJ4VzsOViV9gsjw9Z7BUSEYGcPBQpkmz+XBQSuubm1vOi2t/JloSbicKFcYDkI2Z5Jsz6b50YDN5rd7MEcujChE0ehYt9Z4zFT1PgUr6qYzZcMVTRk2B9GYOpoUIenAtjq7RYQb2xo5EIeszgZOPFawnsuaMuwazPGNniF2xOM+h+NQ5Crbsik2Z+ZuLjH911UWNfndu3AyGVIXbgOg8dZb6Pm7DxOcOoXX2TnP1innTM8+OP4Tsvufos3P09dvV7uhELqGl617Kd3tGW7eehEHvv0urrv0L2g8+RGGvTQD4YOUy71cdtlHcZyF/4jry5X53t5TJD2XbSsbWd+WwTmPRsIPv7APP+Wy/YY1PHrvCxzZO8Atb7uYtdtaz7yzsqAI64YC/XRnM44I2xvSfL1nkB8NjHBrey00rjqHTpPncmE2xapkgsEgxBc5Y0ZAR4RqlduUSbIpY8d0gG2wvqTVpuXuq9hQwCOlCoIN9/vRwAhb49ClvfkirghXx2maZ4P5akB3+gmua2mg6xwz+W3KJEcF1tqUT1vCG/18U1sjadchMcV1qvds1IsrR2retosb0hyJPRoALXHDt7WuAbxQBMhU1Nt4cUOatoQ3ZYKQ+vq7EPEcoSXh0lsO6CkHnCxXRsfzgRXcZyuuALZmUjTHY7aqIb03tDXyk+E8++OpCrY3pGvju1yXtVl/NGS00/emPR+e7zh0+NOPhtg4h0IGYG0ywa54+eGhPL4jHCtaYemJ0BCHmM5leveF3/pQlCko7H6Y9BVXIJ6tyo233ELP3/4dw/fdR+sb33hOxwz6i0SFAH/18vSAzCu5Hrj/T+DhT4KJ6ADeugm+cewCnhxcAeJQfv4d/Oxb7wCgw72PD97wFzhi6Ked26/5Cr293+app9/Dvn1/xgUX/OH8ns8ZeOb4MG+++wF6RmqhXBeubORDb7yCbSvPbgLL4b4iP/j8Xg4+3suLX7uZHbeuZ9PlnXzrU09xz11P8PN/fA3phoXTY62cmY2ZJGnXocv3RkVSynW4pDHN48MFjpTKZByHfBSNNqIub8yMZi+bqlF6JiZqiFc9ZvVzUV3fWqunE41nWkqcz+TMScfhZ1e0crJUGQ3FPFCwaeSbp3mdfqqtkVPlgNaEh8HwbK44xqYLsikuyKboKQeMhOHodZI4rbiwgFVIHfVCs8F1ZiU9/VzT4LqcKgd8Lx7v2BwnewHYdoZw1clIODKhF/LCbIqM49CW8Gj3PVKO8EyuyKZMkpaExx1dLfRVwtGEKEsBkWoGSsOxUmV0yoP1KZ8ds9jhMxWLv9Yqy5agp4fS3r00vfK20XXJrVvxN2xg+BvfOCeBVXiih95/fRpCQ9Ot62m6qXsmTVYmIwrhgX+Ab38QyiNw9a/Cjl/k+aeexnzlt3nFqmepRA4ZdzWObAAgn3+e1srf8Gz/Jh5PN5NzUrw+2cXq1W9gJPcshw59jGx2K2vWnJvQnm0ePzzIW/7pARKuw2fvvJZUwuWxI4P87X17ed1HfsjHf/kqdm5om9axDj3Vx9f/4XGiyHDlbeu5/OZ1AKza3MwrfuUSPvOnD/LY/Ye55jWbZvOUlFlgojCbLZkUB/IlDuRLo94KsCFAZ5MaWpl7qiI0KcIrpzH5cD0tCW+MuJ0sY1+H79Exrnl3vmnJ5xKpG3M2G+N45oMLsykqxnCqXGFrJkV32ufpXJH9+dKMZzdMOg5b65J6jA+VdSbIErkUuCoWUtV587Kuw7aG2UtuciaWXgkry4bhb34TjKHhpptG14kIjbfeSu9HP0rQ14fXNr0GKkD56Ah9n30Gf3UDbpPP0DeeJ7EqS/qi9rOyKyoGjHz/CIUnekhtb6fp5m5kCfUUzTiFfvj82+C5+2HzTfCKP4OuCwEoHejna4e387ruJ3j1mqfJ913A3X6FKCrx5J53gTj84+Nv4fqX/IRjg4+OHnLL5neTy+3jmWffRyq9lva2l8zX2Z1GsRJy9/f287f376OjIcmn//s1bOiwfwyXrWvh5Rd18fP/+AC/+qnd/Ndv3MDK5qn/IHKDJb7294/T1JHmlb/2Ipo7x/aGtq9pYNNlnTz+7cPsuG09CX9pNFiWOxdkU6OZ7RyBdUmfy5t0kvXFxFwNtl+MrE8n6T5DavPFRMp1RgVAlUsb0mzPpuc0bG058OKWBg4USlzakJ7X+qMCS1mURKUSfR/7OMkLLyR5wQVjvmv+mTvo86oERwAAIABJREFUvftujv/xB0hddBH+5k00vvzlU95oYa5C76f2IGmP9rdsx0l5nPzIo/R99lna33whyc0tyAQhM1G+wvB3DpPbfQITGLwWn2CghCmGeF1phu8/RGn/IK2v3YrXOb83+7SIIhCxr+lsO3wMho6C40JLN2Q7zu738n3wqZ+Bk0/BT/81XPlLY367VMgTGJf/OHQxL1uxn/8mz3Kz8w72fn09Q6lDuG1/Sn+piaZEFyfzJ6lEFRJOAsfxuOTiv+HhR97EY4/dyRWXf5KWlp1nZ9sME0WG/3z0CP/fN57lyECBV71oJe+//WK6msYKqFXNaf7xLVdy+9/+gN/+3KP889uvmXJM1gNf3kfRDHDh9R67HvshlUqFVCpFOp0mm82SyWRYe2WKvY+N8MT3X+Di69ax5/tHcT2Hbdeu1AQYi5TulE8+jGhJuKNpqRVlKbHg/y/PExEhsbRPcV5o8txJ07XPJQvun1VEbgM+BLjA3caYD86zSVNijKE/TgN5olShtxLQWw7oq4R2uRIwUAkQBFfsQFXfEZKO4DsOvgieCIExlI0hiAwVYwiMIes6tCY8Wj2XloRHW/xHuiqZYPUkKXCXAyYMOf6+91N+/nnW/eNdpz2Ek5s20faLv0jfJz7B8D33AJC94QZWvu+P8NeuPe14wUCRvn99hnC4TNevXobbaBsr7W++iJN//xg9H30CpyFB+kUdNN64FiftMfw966EKThXAGNLb23GafML+EonVDTRctxp/bSP5R0/S/4W9nPjL3eAKq9599ejx55WgDCcehyMPw9FH4NhPoGcvhCVwk9C40r6yndDQBV4aTAjlHAwegoFD9j0cO28JTWug+8Ww4XpY/xLo2Dq5WKsXV2/8F9h6y2mbJPwk7Wu76X7jbfzBdz/AzY0beFv/brY9+Agb1u/gQLYNCGjyOolMxMn8SdY02DnQEokmrrj8U+x++A089vivsfPKL5DJrJ/hgpycchDx+JEBekfKnBop8ekfv8CeY0NcsqaJ//X6S7luy+RidEtXI+9/zXb+xxce567v7efXXroZgEKhwIkTJzh+/DjHjx/n8KEj9PScgja4/7vxH3YiQblcPv2gXfDF7z7IF78ruEEKN0jzzfsa2fqi9Vx67RY6OjrIZOb/T0mZHiIyb/MXKYqiKFMjZtyM5fOJiLjAs8AtwGHgIeBNxpg9E22/c+dOs2vXrom+mjHKUcRAxaYMPVws21epzKFimRcK9n1k3IRnAElHaE94tCc8WhIuAgTGToZWigzlKKIcL0fG4MUTsnkiJERwRciFIf2VkP4gGJNNqkqj67Aq6bM2lWBdyrevtM+6pH3vOIf5OhYyxhjyDzzAiT//C0pPPUXHO99J5zvfMem25YMH8VpbGfzyVzj5V38FUcTKP/xDWl73WqJSCUQwJTj2Px8AR2h74zYyl47NPBiVQ4pP9VF4oofCU70QgbiCqUQkt7bgr20kfWkn/qrJB1GGQ2UKe3oI+ks037oBcWfhmhgDxQEYPAJDR6xXaeSE9TCNnLLfFQehEL+Xa3PlkO2EVZfbsDy/wYqo4eN231wP5E5aQeY4Vmg1r4HmddC6HlrWQ/NaMBH0PgdHdsPzP4SR4/Gxu2DtTrtdSzdk2uy2uV54+OMw8AK84VOw7bYJTwvsWKuvPPIusoVHSTkGP3UDLy5txHvoE5Dv5aHoAvo2Xcn/G32Xd730g9y+6fYx9T6fP8hDu16H77dzxRWfJJVcOaNFXyiHHB8qcrAnx7MnhunPVzg1XOLePccZKtbSWq9vz/Dbt1zA7ZeuHuORiqKIUqlEPp8nl8uNvoaHh/nQrjyP9Rpev6KX9vIJCoXaZKfZbBa30kA0mOLlb7iSDZu7aW62YzrCMKRQKIwes1AocGR/Lz/51gEit0LHZp+RwgD9A/0Yas+vTCZDa2srqVSKZDJJMpkcXU6lUmQyGbLZLA0NDaPeMceZ2fBXEdltjJlfd+MMMRf/UYqiKMrcMd3/qIUmsF4MvN8Y84r483sAjDF/NtH25/vn9emjvfzXqQECE3uNIiibiFJkGAxCBiohheh08ZR1HbpjQdOd9kfFzcpkgvaEnbQx4zozJm6MMQyHEX2VgGOlCsdKFY4Wy/a9Tvj11w12BkjHGWZaPJcG1yXrWY+ZSC2X0HgLI+I5JeJ3g/W63XXxhhk5l3Pl6Hvfy8h3vkvY04O3ahUrfu93aXrlK6e9f+X4cY6++z3kf/xj3I4Owr4+1nzor2m65RZGHjhGcmMzia6pe++DwRIj3z+CqURkr1qJv2aWswz2HYBPv94Kkii0IsqE8XJUt2ysJykonH6MbCc0rIB0K6Sa41eLfe/cZsVP05rphQROF2Ogbz8c/B4c/EHsHXsWmOxZI9aedIu1zfU51DTIqWyOkhuS9ytgoLH1ZWzb/Js0N19qdyvn4ZF/pvS9vyE5cog3b97OHlNk9y/uxpGxjf7+/gd59Ce/hDGGhoZtdHW+gg0b/q8ZOd33f+lJPv7Dg6Offc+hMelxw9YObrtkFW5pkD2P7qLRqWCikDC0r0qlQqFQoFgsMulz2M/yxfxW+oMEnhh8V9ixtoH3vXgz9971LCaEl/zcVi6Lk1qciaGeAuIIjW02LDGKInpP9dE/2Edvby89PT309/dTKpXGvCb0iGG9KJlMhkwmg+d5dHR08LrXve6sym+CY6rAUhRFURYki1VgvR64zRjz3+PPvwhcY4x5Z902dwJ3xh+3weg8o8rkdAA9823EEkHLcmbQcpw5llpZrjfGLIlJ7ETkFPD8eR5mqV3f80XLYyxaHmPR8hiLlsdYZqI8pvUfteDGYJ0JY8xdwF3zbcdiQkR2LZUe4flGy3Jm0HKcObQsFy4zIRT1+o5Fy2MsWh5j0fIYi5bHWOayPBZa7ugjQH2sy9p4naIoiqIoiqIoyoJnoQmsh4CtIrJRRHzgjcCX5tkmRVEURVEURVGUabGgQgSNMYGIvBO4B5um/Z+MMU/Os1lLAQ2pnDm0LGcGLceZQ8tyaaPXdyxaHmPR8hiLlsdYtDzGMmflsaCSXCiKoiiKoiiKoixmFlqIoKIoiqIoiqIoyqJFBZaiKIqiKIqiKMoMoQJriSAiKRF5UER+IiJPisgfT7BNt4h8S0QeEZHHRORV82HrQmeaZbleRO6Ly/HbIrJ2PmxdDIiIG9e5r0zwXVJEPisi+0TkARHZMPcWLg7OUI43isjDIhLE8wkqSwARuU1Enonvj3fPtz1zgYisi/+n9sTP39+M17eJyL0isjd+b43Xi4j8TVxGj4nIjvk9g5ln/L0fJwJ7ID7nz8ZJwZbN81REWkTk8yLytIg8JSIvXub14/+J75UnRORf4zbMsqkjIvJPInJSRJ6oW3fW9UFE3hpvv1dE3nq+dqnAWjqUgJuMMZcBlwO3ici147b5A+BzxpgrsBka/88c27hYmE5Z/m/gk8aYS4EPAH82xzYuJn4TeGqS794O9BtjtgB/Bfz5nFm1+JiqHF8Afgn4lzmzRplVRMQFPgy8EtgOvElEts+vVXNCALzLGLMduBZ4R3ze7wbuM8ZsBe6LP4Mtn63x607gI3Nv8qwz/t7/c+Cv4udmP/Y5Csvnefoh4OvGmAuBy7Blsyzrh4isAX4D2GmMuQSbIO6NLK868nHgtnHrzqo+iEgb8D7gGuBq4H1VUXauqMBaIhjLSPwxEb/GZzAxQFO83AwcnSPzFhXTLMvtwP3x8reAO+bIvEVF7Nl7NXD3JJvcAXwiXv48cLOIyFzYtpg4UzkaYw4aYx4Dojk1TJlNrgb2GWP2G2PKwGdYBs8ZY8wxY8zD8fIwtvG8hrHPik8APxMv34Ht7DLGmB8DLSKyao7NnjXG3/vx8/Em7PMSTi+LJf08FZFm4EbgowDGmLIxZoBlWj9iPCAtIh6QAY6xjOqIMea7QN+41WdbH14B3GuM6TPG9AP3crpoOytUYC0h4jCCR4GT2IrywLhN3g/8gogcBr4K/Pocm7homEZZ/gR4bbz8s0CjiLTPpY2LhL8Gfo/JG/5rgENgp2kABgEtx9M5UzkqS4/ReyPmcLxu2RCHL10BPACsMMYci786DqyIl5d6OY2/99uBgfh5CWPPdzk8TzcCp4CPxWGTd4tIlmVaP4wxR7ARNS9ghdUgsJvlXUfg7OvDjNcTFVhLCGNMaIy5HFgLXC0il4zb5E3Ax40xa4FXAZ8SEa0DEzCNsvwd4KUi8gjwUuAIEM6xmQsaEflp4KQxZvd827KY0XJUliMi0gB8AfgtY8xQ/XfGzi+z5OeY0Xt/QjxgB/CReLhDjlr4F7B86gdAHMZ2B1Z4rgaynKfnZakxX/VBG9dLkNhd/i1Ov8neDnwu3uZHQAromFvrFheTlaUx5qgx5rXxA/69ddsqNa4HXiMiB7HhTTeJyD+P2+YIsA4gDm9oBnrn0shFwHTKUVl6jN4bMWvjdUseEUlgxdWnjTH/Hq8+UQ3tit9PxuuXcjmddu9jxx+1xM9LGHu+y+F5ehg4XBdV8nms4FqO9QPg5cABY8wpY0wF+HdsvVnOdQTOvj7MeD1RgbVEEJFOEWmJl9PALcDT4zZ7Abg53uYirMA6NZd2LgamU5Yi0lHn/XsP8E9za+XCxxjzHmPMWmPMBuyg2/uNMb8wbrMvAdVsPa+Pt1kWPY/TZZrlqCw9HgK2xtnAfOy1/9I82zTrxONBPgo8ZYz5y7qv6p8VbwW+WLf+LXF2sGuBwbrQoEXNJPf+m7GdftVsoePLYkk/T40xx4FDIrItXnUzsIdlWD9iXgCuFZFMfO9Uy2PZ1pGYs60P9wC3ikhr7BW8NV537hhj9LUEXsClwCPAY8ATwB/F6z8AvCZe3g78ADt+6FHg1vm2eyG+plmWrwf2As9iBx8n59vuhfwCXgZ8ZYJyTAH/BuwDHgQ2zbetC/k1RTlehe3ZzWF7I5+cb1v1NSPX+1XxM+Y54L3zbc8cnfNLsOE8j8X/U4/G5dCOzQa2F/gm0BZvL9hsi88Bj2Ozqc37ecxCudTf+5vi5+W++PmZjNcvi+cpNrvvrriO/CfQupzrB/DH2E7gJ4BPAcnlVEeAf8WOP6vE/4NvP5f6ALwtLpd9wC+fr10SH1RRFEVRFEVRFEU5TzREUFEURVEURVEUZYZQgaUoiqIoiqIoijJDqMBSFEVRFEVRFEWZIVRgKYqiKIqiKIqizBAqsBRFURRFURRFUWYIFViKoiiKoiiKoigzhAosRVEURVEURVGUGUIFlqIoiqIoiqIoygyhAktRFEVRFEVRFGWGUIGlKIqiKIqiKIoyQ6jAUhRFURRFURRFmSFUYCmKoiiKoiiKoswQKrAUZYEiIgdF5OXzbYeiKIqijEf/oxRlclRgKYqiKIqiKIqizBAqsBRFURRFURRFUWYIFViKsrC5SkT2iEi/iHxMRFLzbZCiKIqixOh/lKJMgAosRVnYvBl4BbAZuAD4g/k1R1EURVFG0f8oRZkAFViKsrD5O2PMIWNMH/A/gTfNt0GKoiiKEqP/UYoyASqwFGVhc6hu+Xlg9XwZoiiKoijj0P8oRZkAFViKsrBZV7fcDRydL0MURVEUZRz6H6UoE6ACS1EWNu8QkbUi0ga8F/jsfBukKIqiKDH6H6UoE6ACS1EWNv8CfAPYDzwH/On8mqMoiqIoo+h/lKJMgBhj5tsGRVEURVEURVGUJYF6sBRFURRFURRFUWYIFViKoiiKoiiKoigzhAosRVEURVEURVGUGUIFlqIoiqIoiqIoygzhzbcB50NHR4fZsGHDfJuhKIqizBC7d+/uMcZ0zrcdM4H+RymKoiwtpvsftagF1oYNG9i1a9d8m6EoiqLMECLy/HzbMFPof5SiKMrSYrr/URoiqCiKoiiKoiiKMkOowJoFikGR3kLvfJuhKIqiTBMRuU1EnhGRfSLy7km2eYOI7BGRJ0XkX+baxmVBOQc5/f9UFGVxowJrFnj7PW/nZZ972XyboSiKokwDEXGBDwOvBLYDbxKR7eO22Qq8B7jeGHMx8Ftzbuhy4Ln7Yf+3IIrm2xJFUZRzRgXWLPBYz2PzbYKiKIoyfa4G9hlj9htjysBngDvGbfMrwIeNMf0AxpiTc2zj8iAo2fcn/x2OPjK/tiiKopwjizrJhaIoiqLMAGuAQ3WfDwPXjNvmAgAR+QHgAu83xnx9bsxbJpSGx37ufQ7CAEpDsGYHJDIgDriJ+bFPURQwBgYPQxRAtgOSjXZ9pQBeCkTOvD+cebtFjgosRVEURTkzHrAVeBmwFviuiLzIGDNQv5GI3AncCdDd3T3XNi5ejIHnf2iXvSSkW2H4OAzECbv23Vfb9qLbwYmbL447t3YqynIndwoOPVD7vOmnoNAHx35iP294CTSunHz/p74MmTa73RJGQwQVRVGU5c4RYF3d57XxunoOA18yxlSMMQeAZ7GCawzGmLuMMTuNMTs7O5fEdF6nE5RqoXwzRe6U9WC1dMOWl9vGV7pl4m2f+jI8+R/wwo9m1gZFWQpEIez7pu2gmA2KQ/Z9zQ77vv9bNXEFU/9uWIGwbLfJ9cyOfQsEFViKoijKcuchYKuIbBQRH3gj8KVx2/wn1nuFiHRgQwb3z6WRC4YXfmxFTqUwc8fM99n31VdAIm2XN/0UXPhqG4YEcPFroWl1bZ/ZakAqC58oqjX0ZxpjTg9XXUwMH4PCwFjRMxFB2Yqxs6U0ZD3IbZug+1q7ThzYfJMN3w3LY39jzL515Xrgu2f/24sIFViKoijKssYYEwDvBO4BngI+Z4x5UkQ+ICKviTe7B+gVkT3At4DfNcbMfj5xY+Dk09B3AEojs/5zU5KPw4Byp+znp/8LKsWZOXZx0I6xqh9f5bhWbK2/HrbeAo4Da3aO3a86nmMmmMljTYdCPzzzdTixpzberDhkQyWPPjq3tswHlSIMHoGBQ2fedjwn98Deb8DIKesVGTp2Dr9fgCMP26kB6jn6MDx7j70m50K+79yEy0SEAfTsg3J+8m1Kw2PrbmGgtv7J/6h1XtTT+xw89SU4svvsbSqPQLLBLjeuhhWXwNZbbdhfqsV+D3D8Cfsbj38e+g/az6eerh3HRPYZUhqG/udth0lxCE4+Nfb35vq+nCF0DJaiKIqy7DHGfBX46rh1f1S3bIDfjl9zR74XTjxR+5xshKAIzWth4AXouABWXHx2xwwDcM/y779n78Q94rmTNqzvbDAGBg9BsglGTtrxG4OHoaFr4u3dBLjNdtnz4UWvtw3Eo4/Ysqh6vM4VY+Dg92HkhD3W1lecffmcDX377TU4HmccPrnHvo/Pmphpq5Xt4GHrOWzdAKt3WLEJ1pNT6INMu93m0APQtAY6t9n9jz4CqWbrbYhCOPAdyHbByktm5lwGD9vjef70tq8UbXIDLwn77q2FmmbawM9O8xiFWkP9wHdq6xMZG15aGrZl62etR3SypCinnrHXom8/dL8YmtfY+th3wH7ffwDaN0/Ppvrze+5+u9y5zZb9RPdHFEHvPjvWsGGCUOJyHg5+zyaSqBTg2KP2nq8UoHW9/b40ZMc6HXnY7rPuGmhZZ9dD7E2q2H033Fir08MnanVt4AVYe9WZE06U8/aaiWNFUPVedRzourC2nd8Aw0etyKsXU4d31ZabVsPKF9kwxkrBPlfGe6NPPGnfW7qtR279SyDbPrWNk3H0EetJ6x6ft2h2UYGlKIqiKAuVamOvSjXEprr+5FPTF1jGwPM/sI2Z7mttg61nrxUpK180+X7l/OniqmOr3ff4E7ZBfzbJJgaeH9vgqpLpmP4xEpmabecrsE48YcUV2Abf/m/ZxumGG2tCZqbI9dQaxGDLMdk0sSfh0IO1xnm1/PsP2teml9nQyf4DtgHZutEuAwwdgXyPbezmYydrqsV6DPJ99uVnoW3j+Z1LadiKPj8L2145vX0OfMfut+6aseP48r3TE1hDR2vJUFzfCoPqcSp56Huu1jjP91oB07HVCo2gVPO8gC2jKi/8CNZfV/MSd26zAuzxz9vf2fASKwLPRNW7C3Z/sN7IVJO9ZqPfPW2FteNC93XQuGLscQYPnx6mOHi4dl715VHl8EOQ7bSCpHUDrN0Jhx6y91vvXui6yN77B79vt/cbrLepODj5eEewwvyZr9rt115lnxcNKybe1s/Yct73Tfs521Eba5Vpsx0LXRfZjqKLfxYOfG/qUN+BF+z7/m/Z/c62M6k0UvNEmqvnNHOhCqxZxBiDLPE0lIqiKMosEUW2sewmYNurbU9763o7/glsj3JQsttVhcDgEdtQnajBlO+rNWZGTlqBVW24t3Tb70vDthc83VrbrxpCtfFGa0uh33pEGlbaXvYn/8P21G95+fQaMLlxkZVrdlgvSFU0TQc/3nbwhXPv2a5SDS9bfYUVK8VB+3nPf9pG4Pn+jx/eZRuKzetqWRGhJpIAMFZ4rb3Kir1qwzIKbaO9UrBCjHh80IknrNelOg6uv06Id15oG/D1Aua5+8d6co7sttf/XFPe14d7lXP2+G2bbMjYRN6sKLIN86poqGah2/hSeP77thHetBZKg2PrXrUMxLHXoV5QXPAKew8Mn7B1/tmv18RV8zoYOW7r9MjJ2nifzTfZa1zot59XXWbFyJ4vWuGWabe/07a5JpDCsr2GF9x6+nlVs1+GZXs9+yYYlhmW7fmVczUROXzUdgyEFXsPtW6w9c9xbbhc1bvZfa3tRKjkra1PfOH04/sNsOpSa8fTX4nPf619X7PD1rnioA17rJZ/02orVvbeaz2g9c+LKLLXoTRiRWhVoJRHoOdZu5ydpDNkvEje+FJr+9BRW6bjOyzWXWPDCMGW3/5v22XHtZ/33WevvYlsZ5I4VkQOvGCX/QZ7flFow4jH36tV7zDYOrrl5ontngVUYM0iBoOgAktRFEU5B4biuWbWX2fDezovsOsveIUNL0o22cbi0UdsQ9nxag2KbKfd78QTtufbz9bGYiSbbIOvvgG+997acs+z1ivVfa1tsAzHAsRLWiFVbQDX97oXB20Dr3kNtKyfWJTU955nO8GE0HXx6b3308GPPRG9z1lxNnzMenHOVmwNHrEhVZ3bbDjY8HHbCC2P2EbdyMlzs6+KMdbjBDVx1brRNnzry6htEzR32+vcut5eoxNPWO/HwPNWfK6/zl7Hvffa61cV2vV4KdtwdjwoDtgQ0mrIWlix7y3dtoFaGp6eV6bKc/fbxn4wbtxdpt16VfJ9to74DbbBvvoKK2T23We9QNXfyrTV6mKmHdJttVA9sI3y+rC5p74MjatsiFelYI+95eW178dfH3Fs+e75og1FHawb41UtC8ezx6k2+htX2muf743PIWMFrAmtJ9FL1o5RzoGTsNfv+R/WvFblEVumrRugazucemqsB3r4uBU2h3fZELqui+x5PXe/rSNRYK/X4Yfs9umWmlCqctHtttOl3gvqZ+xxqnjJmofJcW1dqnq/qnS/2Nrv+vZYg4dhww12XdW7NhFDcXLVyTpDEnUCK9Vsj+dnrRdxIrzYO1itH5tvst4tcaztF73GPtt6n7OhjlUBPRGVQq3jpUqh3z5rcqfs8smnx4Y0ziKzKrBEpAW4G7gEMMDbgGeAzwIbgIPAG4wx/WJdPR8CXgXkgV8yxjw8wWEXDcYYVF8piqLMHSKSBrqNMc/Mty3nTVixjY76xhPYBsjqK+x4j6OPjPVeeCnbeMydsj3j+T67rtpj37TGNjiOPXp6A719i/29Qw/ahtTwcTiyqybEvAlC8Vzf9tD7WStyho/Z3uT2zTYcqJK34VFQG7zuJqz91fXnguPCykttT381XXu+z3oZonB6IYtRVNu32iDdcL19HzhkvSwHv2c/eykrcM5GkIAVwmAFVPsWK9omC8eqH/fVvNYKrOq13XhjLbwt214bZ1PP2p01cVvfiOzaboWCk7DvVYF18Ht22UtZ26byZuV6xyZL8JKw6nJbbp5vRcczX6ul8C/0wcrLamN9qqm5G7psQz53ynpwHMeeV31o3fDRmsAaOmqFx+AhOJq03r36TJL1dF1kz2vzzVOfS7ZjbLgeWMFx6AH7e9X63rzGvg+8YO+1cs56dap14rQyOmXFp99gG/prrrRe3nLOhuiNnLD3YTUctaXb3ssXvtoKmoEXbP0Aez26tp/+G16y5j0+9hN7n1Yn9113tX1mjB835vlQ7UtZc6XtIKmK+9b1NtR35KQt41RzTUSBfVYkG6wtxx6z17Xjgsm9utU62rpx6rDjeurnzBp/f1W9oR1brPit5G15BkV7jVPNVkD27bfitiqwotAKbBPZZ17TGvvM6927NAQWVjB93Rjz+jj1bQb4feA+Y8wHReTdwLuB/wG8EjunyFbgGuAj8fuixbA4M58oiqIsRkTkduB/Az6wUUQuBz5gjHnN1HsuUNo3Tz3IPpGyjdxjccY5x4Ntr7KNnz1ftA3iZJMNnQkrsdhptp6NesSxoWkt8VRgjavikKkf1LbJtE8c+tXSbUXE+utsb33vPtuoTrfWvAWbb7Kfw7JtFF30mpkZC9G2sRZKBVZ0HN5lvQFrd1pPwmQEpVpDWcQ2JMec1zp7HtWU00HRbl8NKZsuxx+Pj9d9doIy2WA9OccetQ3Q+rFDrRttb724YxvDVY/BeFZM0FAHWyeq4V9DRycPn6oPsdt6iy3fjgvGjn3zs9ZzduJJe60L/Va85vtq4/UAOrZZG+sTmnRtj8MfxZ5vz157jGRjbbyVODWxOv5ajZ7nxWPH6Ky63IrUKKh5xYyZuIwc19bh3udOF+d+1orDZ7428e+uudLaXfUq1Qvoqkgrj4wNH9z2ylo4XSJtBdXAIXsdmtfC6ssn/q1RmzK2jh+RmhCbLNmMG3vf/IbTx911XWzFSN9+27FSJdsBa68e6xGaTpIILwmXvG52xjpVfz8K7XVq32IFelC29hf6at7MwcN1YnXuyVnWAAAgAElEQVRzzevaOIk4nwVmTWCJSDNwI/BLAMaYMlAWkTuI5xIBPgF8Gyuw7gA+GWdq+rGItIjIKmPMOeTeXBiowFIURZlT3g9cjf1fwRjzqIic50j+BU7rBsDYRrjfUGvYtG+2oX5rd8ZZ2/yaQEo21xrBYHvQ60Og3EQt7AvggtvGNvDrWXVZLB6abaPQhFZoVcUV2EZ302rbw7z6iplrfLmJ2PaUFUN9+2vheMcfnzhUMQrtOI/quaeaa+FS49nychsu5SWt0Op9zgq4o4/CppfaMowiOPhdW15dF9fGmJSGbRifiawdk41ZmYqGTitoxpNps2FVVcKK9RyOH7s0FRtvtOIlCqy4KfRbe8fbWfXkVfdJNdtrPhEd22yikky7HQs0fMza2nVxTWBNVA6JdC2EzPNtQ7++sb/uGiv6R45bYdy2aXrn2LHFvsJKzaN1pro3UYdGpqMmRB3Xir3119swuaoAcbxaOU10Hbouso3+KLCepvFjlVLN1rN36mkrXqeDm6jNQzUVHVvt706U1MT1bDhl5zZbr6vhwKt3nB5uN11mO/eA49bCpcHWmVSLfc707rPPo74DtaySnm/r2Jaba6HFc8BserA2AqeAj4nIZcBu4DeBFXWi6ThQDZ5dA9RPhnA4XjdGYInIncCdAN3dZ5kadq5RfaUoijKXVIwxg+OSCy3tJ7HrTTy+YcUltmd7olA5x7GNjeHjthFSL66qbLzRNmbP1MgSGRvWs+oK29isjvtKNdvG6cgJ2/A+27TXZ6LqRWnfbMeBtW+2oUxB0XrgurZb+6LQeqCqGc2qTJWYw8/YxifUspGlW+z4mUMPWfEaFO0xcz21pAjjme2QJDdx9qnyG7rgwp+2wirdCs9+zYrUjTfaEKxUi01wUPWOrrx08jT6VRynFtq34SU2hG3tVbaOrrvG1rMzhW62dNtxXieesOfVuMq+XO/08UjT5VwTeVRpWmPvscZV1nsWVk735rass6/JpkBIpG1HheNOXgbZdshef362TnjcDth4w9Tb+FkbHhuFtn6fT/jufLDqMjj+E2t7VcyvuXLsdTqbDogZYDYFlgfsAH7dGPOAiHwIGw44ijHGiMhZ/fkZY+4C7gLYuXPngv7jVA+WoijKnPKkiPw84IrIVuA3gB/Os03zg4gNIZuK+rEP43Hcc+vBdhzb2Kl6OYJSrfd/up6HcyHVDJt/yi5XQxyHj9uX446d+LUqSKqJCqZDssHOvwVWOPTsHeulq8fP2kZ4WLaiItl47uc1m7heTRCtfJH1zj379VoyjCobbjj7RB+Zttr1gFr46XToutB6PBdKI79ap6tMNefXVPOnTXeusPnEcc8/K+d80NBpO0sGj9TGVc6xoBrPbAqsw8BhY0zsM+XzWIF1ohr6JyKrgJPx90eA+jtwbbxu0aICS1EUZU75deC92CHd/wrcA/zJvFq03PGS1pvWu9d6AuYCN2E9J+WcDXMUx47PQGrzNZ3NvF3j6brYiqaBQzaxQct6qORsmvHGFTVBVSnakMnFQHM3nNhjx+k1rbZjpxpWxHMWzV1Y1SgLRVwpi4vmNdZTOHh4fuptHbMmsIwxx0XkkIhsi7M53QzsiV9vBT4Yv38x3uVLwDtF5DPY5BaDi3n8FcRZBBVFUZQ5wRiTxwqs9863LUodXRfaMR5zOS9k6/rT19XPF3Y+uJ71xrVtmjwkDGwSksWC49gQsTCwHozJkkEoykIn2TBnmQKnYrazCP468Ok4g+B+4JcBB/iciLwdeB54Q7ztV7Ep2vdh07T/8izbNuuoB0tRFGXuEJFvMcGYK2PMTfNgjlLPQmisz4S4Gs9UIWGLjVRzbXkhXC9FWcTM6pPBGPMosHOCr07LBRpnD3zHbNoz16gHS1EUZU75nbrlFPA6IJgnWxRFUZRlyrQEloi8yBjz+Gwbs9RQD5aiKMrcYYzZPW7VD0TkwQk3VpYUURThxB6qSqVCoVBgYGCAbDZLGIYkk0kaGxspFAoEQUAymSSZTCIilMtlXNfFdc9jXJaiKEod0/Vg/R8RSQIfBz5tjBmcPZOWDurBUhRFmTtEpC5fOA5wJdA8yeYLniiKCMOQROLMaabDMKRcLpNOp8+47XQol8vkcjnCMMT3fQqFAqlUisbGxlEhM5MYYygUCoRhSDabPeNvlEolhoeHGRkZoVwuUyqV8DyPbDbL0NDQ6P/v4ODY5ooxhmoafxFBRIiiCBGhra2dpqZG0un0tMRWEAQEQYDv+ziOQ64UYABXhFIQkkq4pBJnJ9oqYUQYGXzXsYkgzzFUzxhDqVQilTq/cWBRZBguBhgMYWQoBhFhaAiiiEpoyJcDkp6L5wquI3iOfW9MJmhKe+ds/0xQrQPVa5zP53Fdl3Q6TRiGKqjPkUqlwsjICMYYstksyeQE0zyMwxhDFEXLqsynJbCMMTfEKW/fBuyOewQ/Zoy5d1atW+RM5cEa7iuSzHj4qSUUv60oijK/7MaOwRJsaOAB4O3zatF5cOLECXp7e/F9f7SRGIYhjuOQTCapVCqEYTjmu2w2y5o1a6Zs9ARBQKlcIXQ8hosBTnVdJFTCkNxAH0P9vThxAz/ruyRjoeA4Dk1NTTQ0NIza4LouURRx7NgxwtBmzUulUmSzWfL5PMlkkubmZpLJJEEQUC6XR7+LoohcLkdfX99og9jzPDo7O0fFkecnKRuHUij0DQ4xNJyjUi6R9l0SjuB4Hi2NDQwNDzOcL5NtbGRFeythFJEr2QjRXCngwPF+yo6P63qYoExUKSGAm0hQyOcoH+wj6Tk4IqSyDfjpDMl0lrTvMTg0TLkSYhyPVCrFcM8xyqUCSdchlUpCuoXhXB4vmUIcBxEHx0uQ9FyCUh7HBJRGhnAETBThOALGUAlCjOsRhAYnmSWRzlIY6iMsl0g1tpBtaiHhOniuFYMOtoJbEePhOkLf4AiVSpnWhhQjQ0N4iQTlUpHcyDAtjVl8P0FYCXATHo7jEgVlKy5TjTRms0RhheGyYXB4BCMenp8CRzAGcuVw9LpUxamJIgwGx3FJei6lSjDhmK2UJ3Q2JDClPE5YorkhS0tLCw2ZNOVinjAM8TwPN+EjwPDQIJ6XwPPsZL6BeLEIBkcEMRHDuRy5CriejwG82E4AEwXkiyXyw0OUi3mCMCQIQnBcxNjzMAZwXBwT4vppkul03PB3kESaVCqF57mM5IokEi5JP0EQGlY1p2hvmFpIFItF8nl7XtW6Xb1nWltbaWxsRESoVCrkcjkGBwfJ5XK0tbWRSqUwxhAEAYODgzQ1NRGGIS0tLSQSCTzPGz1uIpnC92r3Y32nQf0y2E6aaidEU1MTvu8ThBGRgURcpwAKhcKozeVymTAMSaVSdHZ2jm6TKwWExnD4hUOU8iN4rl2fyWTIZrOj+2azWQqFAoODg/i+TxRFBIG9D5PJZHwdDCtXriSVSpErlukZLhAZIZlMkUwmWNWUwnGEQqFALpcbtb3+HIvF4ui6wcFBoiiipaVlwYi4abfujTF7ReQPgF3A3wBXiC313zfG/PtsGbiYmUpgffL3f0jb6ixv+qNr5tAiRVGUpYsxZuN82zCT9Ac+z/QFuE4IJiKMIIwiKpUKnglJptNk0ykqQYVyaLO+FY4cRfYexXUTiCP4qTSu51PMj1AulcBNUCoVMMbguHGDOwyJooBEMkMUBoRBGcdxybavxHFcTpUDsk6SBCG9R48iMoAxkPZdfNchlXBIuA4GwUmmKObzpHNF6BsEY70epeAwgm0QZ5MerutQLIdUwoiRUoA4Lk3NLWQzSZ4/foJnjw0gjgOuz8BwjjCex8oRIeUn8NJNjCSSOI6Lm/AZKkPoJMCAm0+wL58/rTzTLR2sb0oRGeshioz1ypSDiHTCJVfIUy6VGOzvp1IqEBRzDPeeJIgMqYSL5wieA6URgw+0dnaQr0QMDfSTLJ2kPeXimRImANeBfCEijCIwEBiDiQxOMkPkQmQMjueRTgJRBU8EE+ZxywWaUxD4HmE4jOkfoiIe+cgQBvH8VI6HwXCwWCYyhoTrEEWGQ1GEIw6O2ONjoL9shZw4DlEUEVXKuH4KEwaE4akx5ZP1PRJVzxngp9IkMWR8Fwfb+M+mfJAQR4SknyCVTJI3eTzPzikWhBGVMGS4UOHEyTzHyyHRuLaQ6yVIEOE6QiWMKIfRaXZUwgi/pYuwUqGcHwZjCOP5uQTB9VO2YyEMwBgMBhOGo+0uESGRytr6HYU4jovjJSjlhnDciEqpAOTG/K4gCIDj4hIRRAY34YMxPAwkXSHhOoQGHNfFiEMhn6cl4+GJUKiERJEZ9fZ5fhKiEBOFOHIE1/VwXI9KuYggFIPQCvzD/fH9Y+9vY6ASHqMSGjwn9rY6Dpj4uyiiIelRCUFcW1ae5yKOFWGOCL7nkvQcTFAGExBFUIoM4ngUShXEEUxk8FwHxxHCSgXPFcLIjEkg6cizNDY0YKKAgaKtP5EJ8fwUXStXUeg/RXRyBBMZyrH3NeN7NKdjeeEGpFIp/ESasFykPzfMUNl2fDzw3EkwnFY/ANK+T3M2SVAuE8aCqjGbRcIyQRRhjCHpuaRTPkFghXQ26eEdPQYICVdIpVKUy2UaGxtZsWIFQRBQqVRobJybeemmOwbrUmxWv1cD9wK3G2MeFpHVwI8AFVgTcKYQwb6juSm/VxRFUc6MiLx2qu8Xaydga1OGjRvWUwlsA9RzBc+xHpZcqUJkoFAJyThCe8K1Dc6gTH5kmKBSplwqUimMEAEJ16WptZkwKJNo7UIcIesYfE9IeB5RGFIq5kl6SdraN9DW0YFBCCLDiaEivSO2Mb+uYSu5oUGiMGSkWCYfCcFIAYhIZpvx/QZMqpHBKCIoF0gkM4SmjCG0jdrQ4JKiUswjInjJLNnWBlJJn1wQMZCPSLatxQvKJBI+ST/Bmm6HrgaPhKnQ2tgw2gteCmoN82IltGIptI3QoaJtjHc0JHHENrgaU2cKtWyJ3zcShiEjIyNUKhXy+TzNzc2ICCdP2qk7W1tbaW+3E7JWKhUqlQqJRIKenh6MMWQyGQoFK2TT6TTpdHo0lHAySqUSJ06cIJVK0dHRwcmTJxkeHiaZTBJF0WhvfRAENW+SgUwmTWNjI/lCkWw2i2BsL744lIKQIDJEcdkkHMERh3yxQF9vH9lMmoTrgAnJpq0XZWRkZDRcs+p5yGYb8H2fMAxHPTPGmDqPqj/qOSiVSrQ3N7JpdYf1vvopQlzyxTKDA/0MjRQIHQ83mSUo5Ul7VkBkso2EkeHkYI6BU8fpZBgS4LalSGWyJPwknp9EynmCUgHHcXA9D89L4DiCEaExkyEwQkNjIwnXwXWqnh1bxlXhkCsFpBMuJqxQyOfx0xmCcol8boQgCPA8j1KlQhRacXpquMhAvowRwTG2gR9UKiRTLgO5Mk4yQ8b3SaUyuIkUrQ0pHNcjMoZiMc9gXx8AhWIJ103gN7TS3tRA0nUolSsUKiGe6+AnPFzHwSNEwoDh4SHrkpe43rjWq5cvlml2DCasIFGA6/lUykWcpIPj+pSCgCAKMG6CRKqFMAjJRkUcE9HR4OO5HkEY2GeL45LMtJPMNJJwXRKeS2gMQ329DA8OMJIvEEYhLSmfjs4WUukMqaY2hksR2XSa/sFBHM9nXXOWKIw41jvIkOcjjiDiMAJQASSNSUaQFDo7XRKlYUQgm0nTlEnSmPIYyeXo6Rvk2GCJwXwFEJo7VjA8NMjIoK2Tnp8kDCoE5RFcz8f1EviZRqQoFHNDCCBRQBj2gzhIdIqEexDPFTJJn1dcv2NWwpzHM10P1t8Cd2O9VYXqSmPM0dirpZwFOjZLURRlRrl9iu8Mi7QTcFVzmlXN5zKmauXoUqVSoVQq4fv+aAN9MiqVCkEQnDaOqzmdgBX1a7pGl8LIMFIKCCNjGzYCkYEg9txEBtIJl4aURxBFRBEMFMoEoYnHKDmjwscYQ2QYbRRPhYiMGd80fqzTas5vLJrrujQ3nz58r6np9AlwE4nE6Di5VatWja5vaWk5bdupSCaTdHd3j35euXIlK1eunGKPsUw03irjT9zMa84kWNU28WS+ra2tgL0e5XKZRCIxcw3SVW1n3gbI5VZx7NgxOjo6RsXtTFKrLx7ZTFxXsmnaWie+ZlsmWFctnxCHShTfJxPSDqw7T4vngfXt09ywc+zHLZ2UAutx9l1ntNOjVLHC3Pcc0r4LrGI8Xe1tbOqeuKyiyFCJIgTBERu+WgpCKqEh6TmMFAMis5ogHjdYHRPYPzhEPl8EgYaG2RlDOhHTFVivBgrG2CnJxUrplDEmb4z51KxZt8iZTEipvlIURZk5jDGLft7E2aK+8T+T21ZxHZmiYTl+W9uoTfsTix8RwdXplxYMIjKtBAazQTabZcuWiWTNwmE+y2ehk/Tc05bPNuHLeBxHSDq1YzSnHaD27OmYbIzcmvnJczRdgfVN4OVgPX1ABvgGcN1sGLVUmGwMlglVYSmKoswGIvJq4GLsPFgAGGM+MH8WKYqiKMuN6frJUsaYqrgiXs7MjklLh8kEVhSpwFIURZlpROTvgf8G/Dp2nP7PAevn1ShFURRl2TFdgZUTkR3VDyJyJVCYYnuFKUIEVWApiqLMBtcZY94C9Btj/hh4MXDBPNukKIqiLDOmGyL4W8C/ichRbK/gSmwv4aLHGEPfvzxN5soVpC+c3uDLaR9bPViKoihzSbXjLx9nue1lopHUiqIoijKLTHei4YdE5EJgW7zqGWNMZfbMmkMMFB7vofB4D2s/eMOc/GSkY7AURVFmg6+ISAvwv4CHsRkE/3F+TVIURVGWG9OeaBi4CtgQ77PDzr9gPjkrVs0ls+hNikw04XoNEVQURZl5jDF/Ei9+QUS+gh0/PDifNimKoijLj+lONPwpYDPwKBDGqw2w6AXWbIqdycZgaYigoijKzCMijwGfAT5rjHkOKM2zSYqiKMoyZLoerJ3AdrMUZ8idTYE12RgsDRFUFEWZDW7Hjg/+nIhEwGeBzxljXjjTjiJyG/AhwAXuNsZ8cJLtXgd8HrjKGLNrxixXFEVRlgzTzSL4BPVTwy8l5sGDpSGCiqIoM48x5nljzF8YY64Efh64FDhwpv1ExAU+DLwS2A68SUS2T7BdI/CbwAMzariiKIqypJiuwOoA9ojIPSLypeprOjuKiCsij8Tx8IjIRhF5QET2ichnRcSP1yfjz/vi7zecywmdLbMpdiImHoOlIYKKoiizg4isF5Hfw4YKXgj83jR2uxrYZ4zZb4wpx/veMcF2fwL8OVCcKXsVRVGUpcd0QwTffx6/8ZvAU0BT/PnPgb8yxnwmnhTy7cBH4vd+Y8wWEXljvN3sp4KfWAPNzKE1yYWiKMqcISIPAAngc8DPGWP2T3PXNcChus+HgWvGHXsHsM4Y818i8rtT2HAncCdAd3f3WVivKIqiLBWm5cEyxnwHOAgk4uWHsClwp0RE1gKvBu6OPwtwEzZ+HeATwM/Ey3fEn4m/vzneflaZ6WFlY443yaF1DJaiKMqs8BZjzA5jzAfPQlydERFxgL8E3nWmbY0xdxljdhpjdnZ2ds6UCYqiKMoiYloCS0R+BSt6/iFetQb4z2ns+tfY8IyqK6cdGDDGBPHnw/Gxqsc8BBB/PxhvP7vMsNip91ppiKCiKMrcYYx55hx3PQKsq/u8Nl5XpRG4BPi2iBwErgW+JCI7z/H3FEVRlCXMdMdgvQO4HhgCMMbsBbqm2kFEfho4aYzZfV4Wnn7cO0Vkl4jsOnXq1PkfcIbFTr3A0iQXiqIoi4KHgK3xGGEfeCMwOs7YGDNojOkwxmwwxmwAfgy8RrMIKoqiKBMx3TFYJWNMuRqxJyIekwbAjXI98BoReRWQwo7B+hDQIiJe7KWq7yWs9iAejo/fDPSOP6gx5i7gLoCdO3eet1KZ6RDBeq+VerAURVEWPsaYQETeCdyDTdP+T8aYJ0XkA8AuY8y0kjopynxgymWCU6fAS+B1tCOuO98mTYipVMDzEBFMuYwJQySRQLxaUzQqFCgfPIgJAsL+fqJiEaIIXBdxPcT3wRjcpkbCoWGiQh7xfdymJtymJpymJhzfx8lk7LaKMk9MV2B9R0R+H0iLyC3A/w18eaodjDHvAd4DICIvA37HGPNmEfk34PXYLE1vBb4Y7/Kl+POP4u/vn5N5t2ZY7IRROLo8qQdLx2ApiqLMOCKSwY6T6jbG/IqIbAW2GWO+cqZ9jTFfBb46bt0fTbLty2bAXEU5DWMMIkI4NETY34/T2AhhiNvWRuXIEaKREcT3MVFENDJC2NdHVKzNpy2JBImVK/BWrsRtaSEcGKBy6BBRLofT0ICkUojjgDE4jY14nZ1gDDgO4rqYKIIwRHzffi6XxwiVcHh4VBRFhQJRoTAqmCSTwUmliEZGrCDyPMLBQUyxSOX4Cf7/9t483rKrrPP+PmvvfaY71ZRUVZLKBAkhQDAMEsSWUeFVO/A6MCgC3dq2jdi26Ed5P76tDbatiPIRW7oRQQSVSUCJscEGhBbwZQqJJCSBzKSSmodbdYdz9rCe94+19j773Lq37rl1b91bdc/65nNTe97PXnvtfdZvPc9+lp05CWKQRoKdm/cGg+l0iHfsQHs98kOH0MIiSeKWb9sGIu4PQXtdimPHKKanAbcvQHH0KNmj+/rlEBmk1aJ17bXu2GmK7XbRNIU8x/ZSoq1bMGNjmCDEzhs0z8EYV0eT5NT1RVHVSdvrgbVOyEcR0eTkuoruYQXWG3BZ/m4H/j3uR+hdZ3jOXwM+KCL/FbgVeLdf/m7gL0TkXuAoLkTjrLPWYqc+uPBSAit4sAKBQOCs8B7gFuCZfv4R4K+BZQXWuU7Z8F5IMTNLcfgQxcws8Y7tJLs255CVa41aF2EiZtgvJU6lFEFEEVhLvGuX8x4ZA9YO7UmyaUq29xHs3BzZ3oeRVgs7M7vsftJsEE1Mkuy5FDPWIT94EE1T0of3kj68t7YhRFNbyA8cABOhRb5sDJJEBsSgeY7EcdUwtXNzQ13TYkRTk5h2G1RJLrkEiRO0O0/26KNkjzwKIsQXXEDjMY8h3rp1yePYbheMOUUY5ceOoV03gkL2yCNk+w8w99Xlo3ijrVsw7Q4SGRpXXok0GhSHD0OSEE1NYZrNM77mlVJMT6N5jpmYOC+F30JBfkbHUMVOT2PTFDszi3adkC9OnMDO9uufxE7EYyJMp400GuQHDqDF4tFjkiQkl1xM69prF32XrjVDCSxVtcCf+r8Vo6qfAz7np+/HjTmycJsu8ONncvzVcPhdt6/p8Qrte7BCiGAgEAisK49R1ZeJyCsAVHVuPbLRni2yffvI9u1D04z8yGEkijFjHddrb4zr7U+zavv0wQcx7Rba6xFt30F8wQ4kipwIKIVEFBFNTDgPQbvtGjOzc2jac54J7znQXo9ieho7O+s8CpHfXwQ7O4s0m1AUrrGLVA0czXPIc8zkFJplSGSItm8nudB9tq15TrZ/v7OpKNw3yUXuRIqqO1+WOU+DicAWSLMFKNJsuoZwowFFXtklSQJx7OxKGm6fOHblFEVoliNJjGYZxZEj7rq810eaDaKxMczEBHZ2zguLfpWRVhtsASIUx4+jReFsUx/yVucbtyNGIIpBLdHWbZixMSSOvMdGQQQxBtPpYOfmXKPx5EnUal/UpCnxjh0kF1+EGIPt9dA0xYyNkVx0UXUfForDxiWXAE6A2NlZiuPHkWaLZPeuAbGnhbseOzPj6pC/DkmSKmzPzs5hZ2eJtkw578/8PJpltK+8orqPpt1GvGCy812wrmyk2XTH6naJtm5F2m1Xt5Z4FFvXnjKm92kxrdaiy+uiLNm9G80y0ocfRns9pNnCjLm6o2mKaTZdGc3Mkh886O5trzsoTD3RxLi7j80W0cQ4Nk3RXormGZpmSBK7++FDNIkiJ9BEiHfuJD902NUZ1NcddX9RhCQNNM/cs5AX5IcPu3sRR5hOx9ef2AndZguddwJDWm2KE9OQ58S7diONBFTRLEfn55BWC9NuYyYnnYdRlWzvXnft4+NO6JqIYvo4OjeHeC+iaTYx4+OotaT33edCOdMUohiJDGqtszlLoSh86Gbknov5efKjx4gmJ0CMK29fDzAGzQv3fspzd72Fby8b9wxrmvm6NjfwXqvu747txBde6IS5f0fY2VlXrr0edm6eeOcu4gt2uGe+0cA0ndjTLCN79FHsyZl1EVcwpMASkQdYpL9DVa9cc4vWGTuXL7/RSo5nh0hyEUIEA4FA4GyQikgb/3slIo8Beqff5dzFdrvkR44gxpDs2oU0WxTHjpEfPAhANDVFvHMn0dQU0bZtdO+6i/zQIeLdu8n373ff5eAazmXjaLGGy+mQyLiGXdpzIk0E7aWYdss1olpNMIbi2DHXuG61wFqyAwerc3Lf/VU4T70xL7Hz9miWuQZqFGPGx5wI3LrVNeS6806wCGi3S3H0SP8YrZYXeV4sxRGaF4tfiMe0mpjxCZI9lwKK+p7xbN8+xDf0EHGNVWux+w+4ZapIEmPGJ5DxcddgbzWJtmxxHqe5OYrpaYpjx7Hzc2AVTXukhw4hRvri04ui8j5Is0Fy6WU0LrmYaMuWFd2bpa+xhWm1iLcvnoi5FFvld0ubFUkSmlcu3UyNtmwhAXjc1YB73tIHH6Q4fpzGlVdCnlPMzJAfOOhF+YGqJSxJArbAjI/7+23d92MPPTRwjt59/dEiyg4MjBPHmmVesPefycbllxNfsMOFg87Nkx892g93U++1aTSxBw4STU1h05TePfcMXnezgfbSRa/ZtFtk+/bXNoZoYgJ7+DDpAw+eWoaNBNNs9jsTjOsAqL6b895aTIQkMdHkhOtYiWOK49Nodx4zNubaw0VBcewo0mhSdphUdqpFGk2k0SAeHyPevt0JwbExNMuJxseWvI/Dklx00ZrnXTgdw4YI1lPRtnCepm1rbwPXXi4AACAASURBVM75T91rpUv44IMHKxAIBM4Kvwl8EtgjIn+FS7b0mg21aBU0r7iC5hVXDL19+wlPqKbV9xBrmrmeZN9rq9aiXrhpr+d6uX0YlO12fXKB40gcEW3ZsmgDvPym4XRomkKSOLH18MMUJ2cA12CLtmwl2XnaRMSnP7b3AJQeHNf4VEyr1W9A5TmaZe6ashzTaQOuMbkSbK83VIhYNDFBsnPnqbYWheuhX9Brbufn3fdQ56+DddNhWi1a11wzsCwBuNoJMM0y50ny36ctRLPMCe2TM5hOGzs358VRSrJrZ/W92Cn7pSn54cPEu3dX9WFhXaonCIF+yLCqQinUisJ5FaPIeWwOHAC8GPRhh9HkZHUddmYGabeJvMeqOHqU/MhRSo9QNDVF47LLVlGia8Qahmiu5/M2bIjgwmx+fygitwCLfgA8ygyMg6WLhwiGNO2BQCCw9qjqp0Tk67hxqgT4RVU9vMFmbQjiQ3dY8D2EGIN0OjQWaexF3st0uu9fymMve/7yvFFE4/LLhzN6SKRKeuCoC6CqAVULd1wNq/3+ZqmyMu32qo4bWH8qD9Rp1kdTU0RTU27BtuH8ENJo9EM/T3Psgfl+Vm9oNFgoGyRJqpDRxY5VhghXy4wh3rGDeMeOoWwOLM+wIYJPqc0anEdrWO/XSDGQRTB4sM4YawuybpdmZ/Vu4UAgsLlZ8BsFUKYTu1RELlXVr6+3TYFAIBAYXYYVSX9Qm86BB4GXrrk1m4ChsgiW32CFyIAl+dx738Wtn/w7Xv+Bm1aV5SkQCIwEf3CadQo8b70MCQQCgUBg2BDB555tQzYLA1kElwkRNCH2eklu/aQbZi3tdmmuMsQjEAhsbsJvVCAQCATOJYYNEXz96dar6lvXxpzzn7qoWjZEMDhmlqU3OxMEViAQGAoRaQGvBb4X57n6PPAOPwxIIBAIBALrwkqyCD4duMnP/2vgK8A9S+4xogwIrKVCBHO3jTHBg7UcWS+0iwKBwNC8DzgJ/Hc//xPAX7ABYywGAoFAYHQZVmBdAjxFVU8CiMh/Af5eVV95tgw7XxkmRLDw32BJEFjLkqeLj+UQCAQCi/BEVa2PWvpZEblzw6wJBAKBwEgybJDaTqDe0k39ssAC6l6rJUMEvcAKHqzlybOVDYoZCARGmq+LyA3ljIg8A/jaBtoTCAQCgRFkWA/W+4CviMjf+PmXAO89Oyad3wzjwbKFWx48WMtTZMGDFQgEhuapwD+LyHf8/KXAt0TkdkBV9bqNMy0QCAQCo8KwWQR/W0Q+Afwrv+jfqOqtZ8+s85elvruqY0OI4NDkQWAFAoHhedFGGxAIBAKBwEoGC+4AJ1T1PSJygYhcoaoPnC3D1otoqkkx3UNay49MPwzDebC8wAr6almKNIQIBgKB4VDVh0RkK7CH2u9bGGg4EAgEAuvJsGnafxOXSfBxwHuABPhL4Flnz7R1ohQ5i2uhFVPY4QXWEp9oBWoED1YgEBgWEfkt4DXAffTfsGGg4UAgEAisK8N6sP5v4Hrg6wCq+qiITJw1q9aT6id4bdRO3YO1dJIL608ZFNZyBIEVCARWwEuBx6jqpnhxzBw7ytz0caIkIe/1MHGMzXPA/X6ICIgQxTEiQhQniBHUKml3HhFBjEHEYCKDiWKyXpc8TYkbDaI4RhVULVoULqmQKiZ2TYNGq02j0yFptcjTlDztEScNEMHmOSaOUWtR637TkmaTdH6eLO2RNJpYawFFxJB259126n8ZVavfwPpvYRRFSBRR1BIcuWvoX4uI+8lWa0maTRqdDqj7zTW1bRFBxGDzjDxNmZ0+TtxouGMimDgiihMAiiyjyDOKPCdKEmye0xwbpz0x6cvUYosCtRYTufLpzc1ii6KyL09Tdy2qNNptEKE7cxK1iokjijRFoggUTBwhCNZa1BYuY65I/zr9dRe1+53OzSJRRHt8gihpYCLD+LbtGDN8BI6qknXnyXo91FrEGKLElUE6PwcIRZaSZ5krS2Oq6xJvHyKub9rbakwtX5oPzTEmctec5YhA0moTJwl5lqHWEiUJURST59lAnTbGkPW6FHmBiaJqX5vn3g7/DbsY/5lF2UuuRHHi60CE9Z3dNs+remOL3D0LceyOo7hnK+35ZyRCVbFFjlp3vSaOGZvaUpVDkefYIndtE+2fXgsLAnGjSWt8fEX35GxQ5Dm92RmKPKc5NkbSbLl7dw5T5Blpt0ve65FnqXtufB10z12EqquzSatN1u32h/JxLxXiRtM9q7Zw9UqEpNlCVenNzhA3Gmy/5NJ1uZ5hBVaqqioiCiAiY2fRpnWlesHbtRE7me3/KCwloMo07UFfLU693EKIYCAQWAF3AFuAgxttyFowf/IERx95eKCrzpgIMTLQOF/qp0RYPFAiiiKKolhkDUR1Ebca45ehaqBL2UhWJ9YWrK8E2SanFClaE54l5X1sdjrkacrJI4erdc12h9b4OM3OOGKEuNH0wlkrUZinKen8HHmWMn/yRCXaVkLVOB+R+7EQY4zvMFgeATpTW9i6+2LEGOZPnsBEEUmz5Z6vwonH9uQkKFhr6c3OVIJ3YYdC2p1DxNBotejOzJDOz5G0WqiCLQp6czO+40Eo8pz5k9Ok3e4pNkVxgoljoiTBGEPcaNDsjDG2ZRtJq8ns8ePYomBu+hhFltGZ2kLSbIHvPEiazapOiRHERK5zx9tcpClxo1kJzbzXI+t1MVFElCROpCMgrp53Z04Crv09e/wos8ePnXXHQ6szds4JrA+LyJ8AW0Tk3wH/FvjTs2fWOlIKqzW6qbntv7iWCxEMHqzFqXutggcrEAisgN8BbhWRO4BeuVBVb9w4k86cCy69nB17LiPPUuc5UnWemRqlx0RRiiyr5pNmq+r5VVWKIsfmBUmziYlcD3+RZUitp91Epup5V1V6c7NkvS5Zt0cURyStNkWeVT3LpbdAjAFV0m638ji44/ljWUuj3e5vexrUWoqiqLxy9eXWXwuqlTjrzc2Sp6n3rLjGWulVUy/aQGi027TGxp13ohQxCnnqPINRHLsGqPeeSRQxd/yYv/4uUZIQNxrOE1Lz2CXNFkWeOQ9i0qiSV6VzcwA0Oh2i2HnE4kaj2tf1rjtPDFB51ur3VdUONJwj71nMel3UWrozMxze+xCzx48xfej0fQpxkhAlCRPbdtCenKLR6teP0nMZNxpVWSTNFtYW/Ua/t2NhvbM1D2a1DqVInUcwaTZdeczPk2eZO0fpDSryqoFeehJtnjuPlS0wxnksyvJPms2qvFR9vc5z1NrKO+ZXumtTJfYN+9KLqNY676gXMEWaEjebTugUzuNhosjVb4Xe7Ay9+TmKLCNptUgazUowlOcAKlvT+XnmT0xz4vBB9t79zdPek7UiiuOqDSvG0J6YZHzbDprtDo1Oh/mTJ7B5TpFl5FmKLSw2z5idnXX15qFT0yk0Wm1mjq9fmoUoipjYtoPWxATt8QmSdhsR4zqQfP0q3wtFlpH1ekRxTGt8HHDvAlVLkefO8xhFmMhtawvXLo/9vVsvhs0i+Psi8v3ACdx3WL+hqp863T4isgeX3n0nrvPlnar6NhHZBnwIuBx4EHipqh4T9+S+DfhBYA54zbp8mFyKnDXSOn982x/3D71MiOBIdgMNQX1w4SKMgxUIBIbnvcCbgdtZsy9rNxYRIWk0y5lF15chW6Z5auOhDDczUQS1Nrwx0aLb14/bGhunNTY+tK2dqaE3Xfq8xhAvIsLEGKJFlncmV3rSxoL5U6+vbIRNXnDhCo9dO4sXmSWlOCqvoZxfCheO178/9e2TZsudo92pbMy6XRAostwJPuPEsolcCGApYFaCMREsEepWhacuIZirOutptDsrPn/JsHWw0V5+m5XS7KzM7tbYOJM7LuCCy66g671SrfFx0vn5fpiiD4Msl4kxxI2kCmUrOwhK8Zq0WqBK1uth4ojO5JTvHHHCd6E4X8jpnpGs12X+xAmyXo9mxwkyE8VOsPqQSFXrQzd7lfcLEWxRVH9lCF/pHc16XZJmk7jRrDp+nAjSSrQ3O2OYOPLivrlECOMi9bbVpr3oR0rRKfXclc3py+dssazAEveEf1pVnwucVlQtIAd+WVW/7r/XukVEPoX7APkzqvq7IvIG4A3ArwH/F3CV/3sG8D/9v2eX2mfQVUz7KvjGoW/0D72Eh6ryYK1RWOJmI097/engwQoEAsMzp6p/tNFGBALrTdJyoitpLrNhYF0wUTQgbNoTgw3/9sTkqo5/JoJ5MZJmi+SC1qLr4kZjQLytRiSPIqf31QOqWgBWRFbUTaSq+0oPlKqeBO4CLgZeTH+Q4vfiBi3GL3+fOr6EC0fcvZJzngkDImcN+jt3tHf0j72kB8stD/pqcYIHKxAInCGfF5HfEZFnishTyr+NNioQCAQCo8Ww32DNALd7D9RsuVBV/+MwO4vI5bgshF8GdqrqPr9qPy6EEJz4eri2216/bF9tGSLys8DPAlx66Rp8qFYTVenekzQvW12vwtN3Pp1PPPgJd+glv8Hyy4PCWpS6wAoerEAgsAKu9//eUFsW0rQHAoFAYF0ZVmB9zP+tGBEZBz4K/CdVPbHgI8kqM+GwqOo7gXcCPO1pT1u9QqmF8dnuyjPrLCTX/jGWDREM+mpR6iGCwYMVCASGxYeyBwKBQCCwoZxWYInIpar6HVV97+m2O83+CU5c/ZWqlgLtgIjsVtV9PgSwTH3zCLCntvslftlZRVWJd3bID8wh8bIRk8tSH2h4qRDBIg/fYJ2OwRDB1YveQCAwOojIDwFPAKoPC1T1TRtnUSAQCARGjeUUxd+WEyLy0ZUc2GcFfDdwl6q+tbbqJuDVfvrVwMdry18ljhuA6Voo4dnDQjThPuLTbPUfYVm1JMZ9fFj3Zg1sEwYaPi2jGCJYTE8zd+utG21GIHBeIyLvAF4G/AJu6JcfBy4bct8Xici3RORen4Bp4frXi8idIvINEfmMiAx13EAgEAiMHssJrHpKvStXeOxnAT8FPE9EbvN/Pwj8LvD9InIP8AI/D/C/gPuBe3FjbL12hec7M1QRn6pW08UHXlwJuea0Y5crNCsWD2+rhwgGkXUqoxgiuP+//jYPveInyA4c2GhTAoHzme9R1VcBx1T1jcAzgauX28lny307LpvttcArROTaBZvdCjxNVa8DPgL83ppaHggEAoFNw3LfYOkS08uiql9gUKDVef4i2yvw8ys5x2opBxo0lcBavQersAWdpMOJ9ARpsbj3pRRY7qQsXUojSunBarTbFCPiwTrxCZcYpXfPvSQ7dy6zdSAQWIJ5/++ciFwEHAGGyUb73cC9qno/gIh8EJfZ9s5yA1X9bG37LwGvXBOLA4FAILDpWE5gPVlETuAkQNtP4+dVVVeXcm+j8TpHGl5gZav3YFm1lQerV/QW36boCzlVRYLCGqAUWM3OOEU+Gh4sEUGB/MD+jTZlU3Dbw8dJIuEJF63ByKeB84mbRWQL8Bbg67i3/J8Osd9iWWxPNw7jTwOfWGzFmme6DQQCgcB5x2kFlqouPcz7ZsAnmag8WGvwDVauOZ3YDca2lAeryGsCywKbu5RXTBki2BobI09HQ2Dhs2vmBw8us2FgGF7y9i8A8ODv/vAGWxJYT1T1t/zkR0XkZqClqtNreQ4ReSXwNODZS9iwtpluA4FAIHDesfq0eecz/vuntfwGq7DFsh6sMougMyH8/i6k8mCNjYYHy87Nof6a88NHNtiazcEN8UPc2PgmvZCFciQQkaeLyK7a/KuADwO/JSLbhjjEUFlsReQFwK8DN6rq4i/4QCAQCIw8Iy2wSm0jkYFI1iyLYDNqYsScIrD+z/u/xdt/7h8HPFg2pGo/hb7AGhvIKLhZyQ8d6k8fCQJrtcz2cq6JD7HNzHP7tx/YaHMC68OfACmAiHwfLnnS+4BpvDdpGb4KXCUiV4hIA3g5LrNthYhc789zo6oGV3MgEAgElmSkBVYZIoi477DsGmURjExEM2oOhAiqKnf8k+sQzevnCfrqFPK0h4likmZrJDxYdVFVBIG1ah49Pl9N33n3tzfQksA6EqnqUT/9MuCdqvpRVf3PwGOX21lVc+B1wD8AdwEfVtVvisibRORGv9lbgHHgr31W3JuWOFwgEAgERpzlklxsbkqBZQSTmDXxYBW2IJKIRtQgtX2BZWthgb25fthSCBE8lazXI2k2iZJkJAYaLgVWctmlwYO1Bnzn4NFq+qG7v8HDD1/Hnj17TrNHYBMQiUjshdLz8UkmPEP9zqnq/8INF1Jf9hu16ReshaGBQCAQ2PyMtAerChH0Hqw1EVhaEJuYphn0YGU1r5UtFBO5pAa6+lNuOtL5eRrtDnGSjMRAw8URJwhaV18dBNYasNcLrNvyi0gL5aN/t2iyt8Dm4gPA/xGRj+NStX8eQEQeiwsTPC+xVlE7+M2uLSxF/S9f/EfEWnX7L+jEK4+xGGqVorCnnHelDNNxqN4+W7uO0mZwyaCKrPbn7SoKW9lZFHZFnZTlPouVy9mkPJct7KJlr1bJs6J/rbn/W1A2vbmMdD6vyuCs2Wu1OqeqVjYM2Fazz9bqzGrLtTpf0T9HtXyRcy+sC2X9KY8zUK6ZHbiuehlWy8rzZIvXr7LOrtX1nm1W+oycbyx1bWVdqD9vxRLP39litD1Y2vdgSWLWJsmF9j1Y9W+wst7gsePEkBbFpq74K+Fb/9/nabTaXHH900jn52i020RJYyQGGs6POlHVeOxjOfmpT6NpijQaG2zV+cvBw8cBONnYwR2p8qQDj3JkeobtU+MbbFngbKGqvy0in8GNefW/tf9iNcAvbJxlq+Poo7Mc3TeD+CyjS/1elOvr09baJbdRVUQEY2RgwPuFxxcRkmZEnBiK3DU8o8QgUGtgltu6/2nhGrZlJyLKac+xWowxRIkB7duyFPmCoVgEQYwgS4yUIkaIGwYTmaoxbQtXdmUDvZ60Cvrja8YN139d5LrkvaiOc4ZlIiJMbG/RaMXEiTtflJiB+mKL8s+SZ5asm5OnblqtuxaJxIkN7e+ja/D9giDuEwxvj6tvPrmYEUwk2EIpMgvSr5eL1cOz1VaqH3vRcyMkrQgxQt4rKsF3ynH8tRojRImhPd6gPZkgIqTdnCgy/bom/WcL3HXnqR0YI1XElRHg6xxEsSH3QjFKDKCoHWxfluIwSwt3TGsxxpA0I0zknnkTG4wRxEDSjGi0Y0SEPHVt0nS+wBZKsxNXNqu681cCRdyzZyJ3nPL6S4wRJ3wzRYzbt7o2I6eIdZu7DoQ87YvggSpYO7aI+HdSX4BXwx2Vr53afTTGndtaS9KMueK6HYvew7VmtAVW+ZyIF1hrFCJoxNCMmgMCK18g3qLEQLcISS6ALO1x8x++GYBf/tDNpN15L7CSkRhouDhyFDM5SbLTJUHLjx4l2bVrmb0CS3H8xDQJII02j85P8eR4H//41Tv48RfcsNGmBc4iqvqlRZad1x/hdSYbiBnH5q6RIrK4IChy68SF/zlRVS+EZEDYqAUxrsFhbb9B547r9o1ig1pQFJsrWc95AEwsNDsNbGFRC7FvrIkIFotoX9hFcTRgo0jZ0AaoNTKpL+9HdKi6KI+6KCwbXGLctPGNz7Rb9D0RpxtSUqkamWqphE05vRjWuoZvnhZEkRNacVITs0aI4kE73XLIerZqFJdis2wwV15H7W8fJ/3xWhazx1olaUbO81e43vmsV3DySHdo8VEJ5kZEpxM7wVNev2/0121WpS/CDCwl9Mu6p2itDroLrNbV6l95PVooEokXH32BU2+Mq3XlZSLpi/Z6uXjBi/joICNY6wTJwjpU2l5vvJcRRSKCtdZ1PJTzRd+zqKq0xhKSRuRHgj31ekvRnaeWk0e7TB+eG+q+rBZ339x1RrEQxYakEdEeb5A0I/KsIE+daCpyS9orUF+HFor/kigyTB9eP29P2VHSaEW0kwZR4l8SQF1plXWyyN097otUt51aKqErXtAXmb+vsQw8Z2ebkRZY5UtZInEhgmvswRoIEVzowWpEQBaSXAAzR/thcapKOjdHo+NCBIs8r3q1NivFsaPE27YR79gOuG+ygsA6c06ePMlWhAu3beG+4zmpGu66+24IAitwnrFf9/JQ/hCKUhQFDdMgxvU2o2CxWK9KFMUYQyNqOHGklkgijDEU6n5/TOS8G4IQxRGxxBRauB5hid0xxJDbnG7epWd6aFuh7TLkWrXYyPan1WIwlQ3GGCwWLEQmwojpC5laY3QhsYkxYpy9YjBiEOvsLOeNcetjE1fbWbVoolXvtfr/rLV0i+7A8TKb0St65P43pUIgjmIi4xpehS38Yt8j36TfGPflrapVmbbiFolJnDfMly3ALLPOGlWwuOvTiMQkNFoNBKnKrbJdldzmrgwr86QvRDM33YgaaKRorGjHNZTn5ubJNaeXZYgKke+1FwNEYCLf1qnZGZmo3/O/kKoDesE8rkFvMK5eakFuc1pRq7onFuc5Kf9rxA2s2uobdQR3nbF19xqp6ocgmMJUdhZa9McKLejXpbLcat4nQWhIA2tcg1pUGIvHEIST2UmyIqPQgsIWA/eySbO6/xER3V6XXtHDiCE2MZJI1SEQ27jqSD9FvKHOZ94CaQomj4klIW4aoiIGA4W1XohZsp4FUSyWjJRC3L0vO+nFChbXuYI6MYiAaYDmWt0b1550z2hZj0Tcs5NIgjaUIu63QctnLTYxvV5Kd963VY2rJxgwsWCz0qvpytfmEJWiVfri11rrn7OIyNcLsU6kR4lB1CDq7AGhQQOJITcZEjlRWIqhkzr4finfZVYtuc1JbUoSJRD5uoK7D9U7L46q5z4xibvOZly946aaU0B78Tq/xoy0wKonuZDEYGdXH45WfoO1MERwoQerdOeHEEGYPdpPSjB/8gRpd57x7duJ4gSAIsuIN3HIXH7oMNH27UTbncAKmQRXR29uFhs3edNLnsjn7znMrV88SHzoQd76sc/z+h/5VxttXiAwNO2ozbb2NtcYlojUpuTWdzqZfmO5bKSWDRAjhlhics3JbV41HnPNXagbSpZm5JqTmKRqvJQN5NjEJCahk3QABoVO7U9wDeCGaVBogVXrjoc7nqJ9gQC+gTWIohS2qPYv/1XVqhGc27xantucXHMnenyjt2xwl40tQWhGzarRVdrYiBo0k6Zr5NfOXx4foBH1f2vKxnwZYgQMiDZFmc/nSYu0Ole5XyfpuMa5v/ayYd8resykM/2ykf59LMu6FKfQbzS7GXec6XS6uifl8ZudJmOm7cRXTQAuRtlgPd02p0NRdw98eTRil9Sr39A2lWgGSG1KLDHNpFkJ2FbSqsrQqh0QyWU5lp0EdeG62HQpKgotyGxWnbewBftn96Mo7bhNJ+kQSb8BXj473bxbnbPQgmbUZLI5WYnC8viloKzf03qdrovVQguyJCO3PVJryWxWiQxjjBMx3sscidAyHSdSjaGwBfP5/KLPS3WORt/jZ9VW11Lus7A8ynoh4oR9rjndrEsURUxuGVv8RidUxyrvTVUHfHlEEhGZqHqGy/JRdSI2r4sl7Qtyct+xUhhsz1aiXUSqe27EVMuMGNpxm6nmVPVuKetI+T40Yio7Mpsxm81S2IJMnTPDqmUsGePZnUXHiF9zRlpgaRm7aWTNklyUP2Zv+O43DLzEs97gsasehxAiyMyxvqCYOXqE3vycS3LhRVWRb26BlT36KO3rryfe4eKCw2DDZ85ML0fTOZLJMR574QSPvXCClnkOt3zyQxy87StkL34WSTTSuX0C5xG7x3eze3z3RpsRCAQCa0Zhi0o0rSelZ369GO2WRiluojVMcuFd4E/c8UQev/3x1fKFIYKNtte2QV8NhAiePHKYdG6WZrtTebA282DDmudk+/eTXHwx8fYyRPBwtX7ua1/j0B/9dzTf/Onq14Iv3HOIDikXbJuqlr3imY/hcddex045yS337ttA6wKBQCAQGG3qHtr1JDYx4431S3Y10gKrDH+WMkRwLTxYmhObUx2DC0MEWx23TQgRhJlj/RDB4/v3kc7P05naQtTwIYKbeLDhbP9+KAqSiy/CdDpIu01R82Dt+83/wuH/8T+Y/vjHN9DK84dP33mAcZNy2e4LBpZ/z9OuQwS+ctvtG2RZIBAIBAKBUWGkQwQp000awTQiNFs7D9ZC0u6gB6I17sRDGAfLea227NzN9KEDHHzgXgDak1PElQdr8wqs3t13A9C86ioAGnv20LvvPgDmb7+D1E8fe/8HmPqRH9nUyT5WS2GVL979CC/Esn3btoF11165h1naZN+5b4OsCwRWTjGbYedq7z8Fza3LfFsm2fIfnA9EQ/hU4ZrbKoMbChRLpAT368V/G1wdq5YJTmIzkHK7Sofss8xhpG+P1b4N5bkXGVurzCp4SrIw41eW+0ptvtzO24YRJDLu/LWU0qfkbC/LrJofMKLatz8PWP8pgT+eFuo+JRB/PblFC192/rySmAFTKdQdw/pjlGVTv+7KLvexv2nH7l7EZskU8iy8xNN11pb2e3vF9M+thZ66LT7joenPI7hyjqTKhjjAgkWa66BNC0+zcJ0v3/62rlAlkn4dKLGg1j0HphFBVNY5+uVra2VcpvAv69OCZ2LJspMFE+W1l8uNILGpEjRUW4tLe6+5yyTpvvOP3LXUn5N6/R4W6zPllfuafgbQ6tkry6wq38GyVqvV8zBYLvWsiLVl5bEXO54/Zv98C4ZL0AUTi65zx1y46cC5au8kLfw7sHxP1NfXn6mFNheKNCNaV21lPRhpgaWp/wYrMe5llruX36IvjyGpf1Bc5+i+OcQIz3vVNdx7y0EuvHySb37+0ZH3YM3PnOTRe+5m+8V7KPKch++8A4CxLVsofFjcZvZgzX75K0iS0Hq8CydtP/UpnLjp77C9Hsf+8i+RdpsLfv61HPz9P2Duy19m7IaQ2fAXwAAADmJJREFUCW8p/mXvcfL5k9CELVu2DKwTEXTLRUTH72d+fp52e32yCK0Z88fB5tCcgLi50dYE1oliukd+cEGq51MzFy9NlfHLN5bNqWmrAS9owHaLgXM4/eNmbM+/hwcaYVQZzrRq1Pp9pCZY6ueu2e/a0XagbVS2rX3qsv5C68RUuWF1GAXyrH/+gQbrgsJa7c+tH9LFDQpkkMg38AXwKchtrxhs2EWCaSbOZlPeC1mk4egmtFBsN4e5rC/uTmvTEjP1AvLp/YmcGLW5dWUlC8RSbdJmdrAsrWugqq3d59NhanVgURMHhTpmgXgRoFBsWvjyqh1CgEjQtKCYz50wM7UGd20og+oSymP76zXGVPMDZbBo/4NfWCwQyIW650LrBdWvzZIYV5WLAj2ZOjG3FtQ7Js7kO/6y/lVm90Vf1XHDYHn1n+3ShsF607+ti9engf0W1Am3S60zQU5ZOXguXx8GOmzqmy14pqqEOLHpX886MNICy867HwzTSWg/+QKSi1cXm6mqZDYjMckp65707IvZtrvDNTfs5pobdnP/bYcAyNPRdmHFSULSbHHdC17EA7fewh2f/d8AbN19Ccf2PQKwaQcbnv77v+fY+9/PxA98P6bVAmDyhS/k+Ac+yIMvfwW9u+5i26tfxdaf+imOvvd9HHjz73HZn7+HaGpqmSOPJp+68wAXRq4xunv3qYkBrrj68Rz88n189OZ/4JU//pL1Nu/0WAvTD8PR++DYQ3DsQTju/z16P3Sn3XZiYGoPbLsCJi+BuOHE18n9cHIfzB9z6658Ljz5FXDB1Rt5VYFVkuwaI7mw019QehGo9zDjG9G1Hatxp9avMXEuUJbJcp2kWhOJlaKz9eVaiTopBdQGlOliA+6eCzgPCFUWO7dwcJvVdFRvVgY6AUpxU/UqDMkCQXhKXS5FV10k1RnB98JGcc4JLBF5EfA23MgH71LV3z1b58r2zQIQTTaIJhokF3SW2eP0zGZu3IuJZOKUddsvHmd7TcCVIYLdmc0pHoYlabZ49Vv+mCiOufy668l6XaYP7mfrrt3M+uyC3ZmTG2zl2aH52KuYevGLufCXX18t6zzjGWx56Us5/pGPsPUnf5ILf+VXkCRh15veyN6ffx33Pu/5bHnZyxh/zrPp3f0t5m+7je0/9+9pXT3aDemZXs7f3LKX53ROsH1iO5OTk6ds8xPPvo5f+tot8M3b+JcnPZGGZlhrueaaa4iidRp80Fo48Qgc/jYcuhsO3gkH74JD34J0pr+dSWDLHthyGTzxx2Dr5RC3YO4wHLkXjn8H7vsMFBm0JmFiN1z8VGhNuWN/8Q/hC2+FS54O3/UTcO1LoLNtSbMC5ybiw94WXTfQExwaTLCwTFaynfhxdc4tztWGcL2BvzBkNLA0Is6LuObHXHjIIG7PCc4pgSUiEfB24PuBvcBXReQmVb3zbJzPTDRoPW4rZvxUj9OZcN+0+77DDWR2eia2OY/FsQOz7Ll2tBs+UeyqYaPd4Yd/8VersRp2XHo5AAcfvJ/Ln/yUDbTw7NB63NVc9N9+e2CZiLD7TW9k12/8ZyTuP54Tz30uV3zsoxx517s5+ud/ztE/+zMA4l27mDpwAEZYYP35Fx/gHZ/+JlflD9CKjvOsZ9246HZbxxr8ymt+lPe9+538zQf/slq+fft2nve85/GEJzzhzI3Yewt8+5NOJPVOOK9Sd9p5lNJZKFLIe259PU3s2AVw4ePhu37S/bv9sU5MTV7kR3w8Q04egNs/DLf+Fdz8S3Dz62HXk+Ci6/ver6QNSQskwsd4UYvb6odXRDE0xqEx5v8dh0bH7SfG/8mpoRyBQCAQCIwo55TAAr4buFdV7wcQkQ8CLwbOisAaf8Zuxp6+a816ib7wyBeIJeZJO5607LYT21r86K8+lZ1XnNrTPuqU96M9McnL3vhmLvBCa5Soi6uS1jXXcPHvv4Udr30t6YMP0Hr840kWCYUbNY594x95kT4METznOc/h+uuvX3LbJ166g+994b/m9ltv4Uee9wystfzzP/8zs7OzqzNi363wT29x4qM5Du2t0NoCWy51wiRqum+nGh3YdiVsv8oJqrEdqzvvUkzshO/5BXjm6+DRW+GeT8GDn4e7b4a5szXOmsCuJ8LPfeEsHT8QCAQCgfMDOZeSLIjIjwEvUtWf8fM/BTxDVV9X2+ZngZ/1s48DvrWCU+wADi+71WgQyqJPKIs+oSwGCeXRZ73K4jJVvWD5zc59ROQQ8NAqDxPq4CChPAYJ5TFIKI9BQnkMshblMdRv1LnmwVoWVX0n8M4z2VdEvqaqT1tjk85LQln0CWXRJ5TFIKE8+oSyWDlrIRRDuQ8SymOQUB6DhPIYJJTHIOtZHufaQMOPAHtq85f4ZYFAIBAIBAKBQCBwznOuCayvAleJyBUi0gBeDty0wTYFAoFAIBAIBAKBwFCcUyGCqpqLyOuAf8Claf8zVf3mGp7ijEILNymhLPqEsugTymKQUB59QllsDKHcBwnlMUgoj0FCeQwSymOQdSuPcyrJRSAQCAQCgUAgEAicz5xrIYKBQCAQCAQCgUAgcN4SBFYgEAgEAoFAIBAIrBGbTmCJyItE5Fsicq+IvGGR9d8nIl8XkdyPu7WpGaI8Xi8id4rIN0TkMyJy2UbYuR4MURY/JyK3i8htIvIFEbl2I+xcD5Yri9p2PyoiKiKbNs3rEPXiNSJyyNeL20TkZzbCzvVimLohIi/1741visj719vGUWHY53QzISJ7ROSztfr1i375NhH5lIjc4//d6peLiPyRL6NviMhTNvYK1h4RiUTkVhG52c9fISJf9tf8IZ8UDBFp+vl7/frLN9Lus4WIbBGRj4jI3SJyl4g8c8Trxy/5Z+UOEfmAiLRGqY6IyJ+JyEERuaO2bMX1QURe7be/R0RevWrDVHXT/OESY9wHXAk0gH8Brl2wzeXAdcD7gB/baJvPgfJ4LtDx0/8B+NBG272BZTFZm74R+ORG271RZeG3mwD+CfgS8LSNtnsD68VrgD/eaFvPofK4CrgV2OrnL9xouzfj37DP6Wb7A3YDT/HTE8C3gWuB3wPe4Je/AXizn/5B4BOAADcAX97oazgLZfJ64P3AzX7+w8DL/fQ7gP/gp18LvMNPv3wT/56/F/gZP90Atoxq/QAuBh4A2rW68ZpRqiPA9wFPAe6oLVtRfQC2Aff7f7f66a2rsWuzebC+G7hXVe9X1RT4IPDi+gaq+qCqfgOwG2HgOjNMeXxWVef87JdwY49tRoYpixO12TFgs2aAWbYsPL8FvBnorqdx68ywZTEqDFMe/w54u6oeA1DVg+ts46gwknVTVfep6tf99EngLlwj8sW4hjX+35f46RcD71PHl4AtIrJ7nc0+a4jIJcAPAe/y8wI8D/iI32RhWZRl9BHg+X77TYOITOEa1O8GUNVUVY8zovXDEwNtEYmBDrCPEaojqvpPwNEFi1daH14IfEpVj/rftk8BL1qNXZtNYF0MPFyb3+uXjSorLY+fxin7zchQZSEiPy8i9+F6P/7jOtm23ixbFt5tvkdV/349DdsAhn1GftSHE3xERPYssn6zMEx5XA1cLSJfFJEviciqfoQCSzLyv2c+fOl64MvATlXd51ftB3b66c1eTn8I/Cr9TuHtwHFVzf18/XqrsvDrp/32m4krgEPAe3zY5LtEZIwRrR+q+gjw+8B3cMJqGriF0a4jsPL6sOb1ZLMJrMAZIiKvBJ4GvGWjbdlIVPXtqvoY4NeA/3ej7dkIRMQAbwV+eaNtOUf4O+ByVb0O16v13mW23+zEuDDB5wCvAP5URLZsqEWBTYeIjAMfBf7TgugC1MX0bNYIgwoR+WHgoKrestG2nEPEuHCw/6mq1wOzuBCwilGpHwD+26IX44TnRbjom9DpVWOj6sNmE1iPAPXe5Uv8slFlqPIQkRcAvw7cqKq9dbJtvVlp3fggfZfyZmO5spgAngh8TkQexMUp3ySbM9HFsvVCVY/Unot3AU9dJ9s2gmGek73ATaqaqeoDuG9krlon+0aJkf09E5EEJ67+SlU/5hcfKEO7/L9laOpmLqdnATf69/AHcWFfb8OFNcV+m/r1VmXh108BR9bT4HVgL7BXVb/s5z+CE1yjWD8AXgA8oKqHVDUDPoarN6NcR2Dl9WHN68lmE1hfBa7y2VMauA/4btpgmzaSZctDRK4H/gQnrjbztxTDlEW9kfhDwD3raN96ctqyUNVpVd2hqper6uW4b/NuVNWvbYy5Z5Vh6kU9Xv9G3Dchm5Vh3qF/i/NeISI7cCGD96+nkSPCSP6e+e9B3g3cpapvra26CSgze70a+Hht+at8drAbgOlaaNB5jar+P6p6iX8Pvxz4R1X9SeCzQJkFeWFZlGX0Y377TeXJUdX9wMMi8ji/6PnAnYxg/fB8B7hBRDr+2SnLY2TriGel9eEfgB8Qka3eK/gDftmZs5oMGefiHy5DyLdx2Zd+3S97E66BCPB0XA/ILE61f3Ojbd7g8vg0cAC4zf/dtNE2b2BZvA34pi+HzwJP2GibN6osFmz7OTZpFsEh68Xv+HrxL75eXLPRNm9weQguhPRO4HZ8pqrwtz73YrP/Ad+LC+f5Ru136Qdx34l8Btfx9Wlgm99egLf7Mrp9s76rcJ0aZRbBK4GvAPcCfw00/fKWn7/Xr79yo+0+S2XxXcDXfB35W1zWt5GtH8AbgbuBO4C/AJqjVEeAD+C+P8tw7fufPpP6APxbXy73Av9mtXaJP2ggEAgEAoFAIBAIBFbJZgsRDAQCgUAgEAgEAoENIwisQCAQCAQCgUAgEFgjgsAKBAKBQCAQCAQCgTUiCKxAIBAIBAKBQCAQWCOCwAoEAoFAIBAIBAKBNSIIrEAgEAgEAoFAIBBYI4LACgQCgUAgEAgEAoE14v8HXLSc4s6c6lwAAAAASUVORK5CYII=\n"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Switch mess up the smooth geometry of the parameter space, which makes sampling using NUTS difficult. Other sampler with much larger sample could handle this particular case, but would break down with more breakpoints or less data (i.e., less information). Instead:\n## Approximate with a continous function"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def logistic(L, x0, k, t_):\n return L/(1+np.exp(-k*(t_-x0)))\nplt.plot(t_, logistic(-.5, 0.5, 200, t_));",
"execution_count": 41,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7fe9cda14e10>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def logistic(L, x0, k=500, t=np.linspace(0., 1., 1000)):\n return L/(1+tt.exp(-k*(t_-x0)))\n\nwith pm.Model() as m2:\n lambda0 = pm.Normal('lambda0', mu, sd=sd)\n lambdad = pm.Normal('lambdad', 0, sd=sd, shape=nbreak-1)\n trafo = Composed(pm.distributions.transforms.LogOdds(), Ordered())\n b = pm.Beta('b', 1., 1., shape=nbreak-1, transform=trafo,\n testval=[0.3, 0.5])\n theta_ = pm.Deterministic('theta', tt.exp(lambda0 +\n logistic(lambdad[0], b[0]) +\n logistic(lambdad[1], b[1])))\n obs = pm.Poisson('obs', theta_, observed=y)\n \n trace = pm.sample(1000, tune=1000)",
"execution_count": 47,
"outputs": [
{
"output_type": "stream",
"text": "Auto-assigning NUTS sampler...\nInitializing NUTS using jitter+adapt_diag...\nMultiprocess sampling (4 chains in 4 jobs)\nNUTS: [b_logodds_ordered__, lambdad, lambda0]\n100%|██████████| 2000/2000 [00:09<00:00, 207.14it/s]\nThe number of effective samples is smaller than 25% for some parameters.\n",
"name": "stderr"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "pm.traceplot(trace, varnames=['lambda0', 'lambdad', 'b']);",
"execution_count": 48,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7fe9cd2cf128>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Display fit"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "_, ax = plt.subplots(1, 1, figsize=(15, 3))\nax.plot(range(t), y)\nax.plot(trace['theta'].T, alpha=.01, color='k')\nax.plot(theta_t);",
"execution_count": 49,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<matplotlib.figure.Figure at 0x7fe9cd374358>",
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "The parameter `k` (i.e., slope) that controls how rapid the change could also be modelled as a free parameters."
}
],
"metadata": {
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"language_info": {
"mimetype": "text/x-python",
"version": "3.5.2",
"nbconvert_exporter": "python",
"file_extension": ".py",
"codemirror_mode": {
"version": 3,
"name": "ipython"
},
"name": "python",
"pygments_lexer": "ipython3"
},
"gist": {
"id": "",
"data": {
"description": "Documents/Github/Human_Learning/Miscellaneous/PyMC3QnA/Untitled.ipynb",
"public": true
}
}
},
"nbformat": 4,
"nbformat_minor": 2
}
@Forrest-Gan
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when I run this notebook, there is an error
AttributeError: Can't get attribute 'Composed' on <module 'main' (built-in)>
is the error from the pymc3 version?

@junpenglao
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Author

Could be - the notebook likely need some update.

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