diff --git a/main.ipynb b/main.ipynb index ff42c2c..f16763b 100644 --- a/main.ipynb +++ b/main.ipynb @@ -9,11 +9,11 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 432, "metadata": { "ExecuteTime": { - "end_time": "2017-11-14T12:15:55.441082Z", - "start_time": "2017-11-14T12:15:55.436513Z" + "end_time": "2017-11-15T02:49:31.963911Z", + "start_time": "2017-11-15T02:49:31.956360Z" } }, "outputs": [ @@ -23,6 +23,15 @@ "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/isisilon/.pyenv/versions/3.6.0/envs/jupyter3/lib/python3.6/site-packages/IPython/core/magics/pylab.py:160: UserWarning: pylab import has clobbered these variables: ['np', 'f']\n", + "`%matplotlib` prevents importing * from pylab and numpy\n", + " \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n" + ] } ], "source": [ @@ -31,11 +40,11 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 433, "metadata": { "ExecuteTime": { - "end_time": "2017-11-14T12:15:55.687003Z", - "start_time": "2017-11-14T12:15:55.684383Z" + "end_time": "2017-11-15T02:49:33.586268Z", + "start_time": "2017-11-15T02:49:33.394241Z" }, "collapsed": true }, @@ -47,11 +56,11 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 434, "metadata": { "ExecuteTime": { - "end_time": "2017-11-14T12:16:43.118429Z", - "start_time": "2017-11-14T12:16:42.922806Z" + "end_time": "2017-11-15T02:49:41.256781Z", + "start_time": "2017-11-15T02:49:41.250638Z" }, "collapsed": true }, @@ -69,25 +78,6 @@ "from functools import partial" ] }, - { - "cell_type": "code", - "execution_count": 90, - "metadata": { - "ExecuteTime": { - "end_time": "2017-11-14T12:24:02.006060Z", - "start_time": "2017-11-14T12:24:02.003453Z" - }, - "collapsed": true - }, - "outputs": [], - "source": [ - "# def beales(x, y):\n", - "# \"\"\"Beales function, like a valley\"\"\"\n", - "# return (1.5 - x + x*y)**2 + (2.25 - x + x*y**2)**2 + (2.625 - x + x*y**3)**2# + noise(x,y)\n", - " \n", - "# beales_minima = np.array([3., .5])\n" - ] - }, { "cell_type": "code", "execution_count": null, @@ -97,189 +87,40 @@ "outputs": [], "source": [] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Helpers to create optimization paths" + ] + }, { "cell_type": "code", - "execution_count": 173, + "execution_count": 643, "metadata": { "ExecuteTime": { - "end_time": "2017-11-14T12:30:08.396752Z", - "start_time": "2017-11-14T12:30:08.382451Z" + "end_time": "2017-11-15T03:30:44.686281Z", + "start_time": "2017-11-15T03:30:44.683729Z" }, "collapsed": true }, "outputs": [], - "source": [ - "def madsen(tensor):\n", - " x1, x2 = tensor\n", - "# x1 = torch.Tensor(x1)\n", - "# x2 = torch.Tensor(x2)\n", - " \"\"\"Madsen function (1981).\"\"\"\n", - " r = x1**2 + x2**2 + x1 * x2 +\\\n", - " torch.sin(x1) +\\\n", - " torch.cos(x2) #+ np.abs(noise(x1,x2))\n", - " return r.numpy()\n", - " \n", - " \n", - "def dmadsen(tensor):\n", - " x1, x2 = tensor\n", - "# x1 = torch.Tensor(x1)\n", - "# x2 = torch.Tensor(x2)\n", - " return 2*x1 +x2 + 2*x2+x1 + torch.cos(x1)-torch.sin(x2)\n", - "\n", - "f = madsen\n", - "df = dmadsen\n", - "minima = np.array([-0.39999999999999591, 0.20000000000000462])\n", - "zmax = 1e1\n", - "# noise = Noise(xmin, xmax, ymin, ymax, zmax)" - ] - }, - { - "cell_type": "code", - "execution_count": 178, - "metadata": { - "ExecuteTime": { - "end_time": "2017-11-14T12:30:20.718876Z", - "start_time": "2017-11-14T12:30:20.709989Z" - }, - "collapsed": true - }, - "outputs": [], - "source": [ - "def rosenbrock(tensor):\n", - " x, y = tensor\n", - " return (1 - x) ** 2 + 100 * (y - x ** 2) ** 2\n", - "\n", - "\n", - "def drosenbrock(tensor):\n", - " x, y = tensor\n", - " return torch.Tensor((-400 * x * (y - x ** 2) - 2 * (1 - x), 200 * (y - x ** 2)))\n", - "\n", - "f = rosenbrock\n", - "df = drosenbrock\n", - "minima = np.array([1,1])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2017-11-14T12:25:58.101794Z", - "start_time": "2017-11-14T12:25:58.095399Z" - } - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 179, - "metadata": { - "ExecuteTime": { - "end_time": "2017-11-14T12:30:21.149678Z", - "start_time": "2017-11-14T12:30:21.143047Z" - } - }, - "outputs": [], - "source": [ - "# define boundaries\n", - "xmin, xmax, xstep = -5, 5, .05\n", - "ymin, ymax, ystep = -5, 5, .05\n", - "x0 = np.array([3., 4.])\n", - "\n", - "\n", - "# and x, y, z\n", - "x, y = np.meshgrid(np.arange(xmin, xmax + xstep, xstep), np.arange(ymin, ymax + ystep, ystep))\n", - "z = f([x, y])" - ] - }, - { - "cell_type": "code", - "execution_count": 180, - "metadata": { - "ExecuteTime": { - "end_time": "2017-11-14T12:30:21.642339Z", - "start_time": "2017-11-14T12:30:21.638001Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[1],\n", - " [1]])" - ] - }, - "execution_count": 180, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# define minima\n", - "minima_ = minima.reshape(-1, 1)\n", - "minima_" - ] - }, - { - "cell_type": "code", - "execution_count": 181, - "metadata": { - "ExecuteTime": { - "end_time": "2017-11-14T12:30:21.995787Z", - "start_time": "2017-11-14T12:30:21.992998Z" - } - }, - "outputs": [], "source": [ "from torch.optim import SGD, Adadelta, Adam\n", - "import torch.optim as optim\n", - "import torch.legacy.optim as old_optim\n" + "import torch.optim as optim\n" ] }, { "cell_type": "code", - "execution_count": 182, + "execution_count": 644, "metadata": { "ExecuteTime": { - "end_time": "2017-11-14T12:30:22.330184Z", - "start_time": "2017-11-14T12:30:22.326640Z" + "end_time": "2017-11-15T03:30:45.065107Z", + "start_time": "2017-11-15T03:30:45.009455Z" }, "collapsed": true }, "outputs": [], - "source": [ - "def wrap_old_fn(old_fn, **config):\n", - " def wrapper(closure, params, state):\n", - " return old_fn(closure, params, config, state)\n", - " return wrapper" - ] - }, - { - "cell_type": "code", - "execution_count": 183, - "metadata": { - "ExecuteTime": { - "end_time": "2017-11-14T12:30:22.681853Z", - "start_time": "2017-11-14T12:30:22.678921Z" - } - }, - "outputs": [], - "source": [ - "constructor = lambda params: optim.Adam(params, lr=1e-2)\n", - "old_fn = wrap_old_fn(old_optim.adam, learningRate=1e-2)" - ] - }, - { - "cell_type": "code", - "execution_count": 211, - "metadata": { - "ExecuteTime": { - "end_time": "2017-11-14T12:35:16.636339Z", - "start_time": "2017-11-14T12:35:16.604097Z" - } - }, - "outputs": [], "source": [ "def test_f(constructor, steps=150, x0=[-4,-1], solution=[-2,0]):\n", " state = {}\n", @@ -308,26 +149,207 @@ "# print(params.data, params_t)\n", "\n", " data=[]\n", - " loss=[]\n", + " dist=[]\n", " for i in range(steps):\n", " optimizer.step(eval)\n", - " loss.append(params.data.dist(solution)) # loss\n", + " dist.append(params.data.dist(solution)) # loss\n", " data.append(params.data.numpy().copy())\n", - " return np.array(data), np.array(loss)" + " return np.array(data), np.array(dist)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "# Functions\n", + "\n", + "TODO:\n", + "\n", + "- [ ] add noise\n", + " - need differentiabe noise function(x,y), or maybe add madsen/100" ] }, { "cell_type": "code", - "execution_count": 215, + "execution_count": 650, "metadata": { "ExecuteTime": { - "end_time": "2017-11-14T12:35:22.105359Z", - "start_time": "2017-11-14T12:35:22.099152Z" + "end_time": "2017-11-15T03:33:04.335510Z", + "start_time": "2017-11-15T03:33:04.326375Z" + }, + "collapsed": true + }, + "outputs": [], + "source": [ + "\"\"\"Valley\"\"\"\n", + "def beales(x, y):\n", + " \"\"\"Beales function, like a valley\"\"\"\n", + " return (1.5 - x + x*y)**2 + (2.25 - x + x*y**2)**2 + (2.625 - x + x*y**3)**2# + noise(x,y)\n", + "\n", + "def dbeales(x, y):\n", + " pass # TODO\n", + "# return (1.5 - x + x*y)**2 + (2.25 - x + x*y**2)**2 + (2.625 - x + x*y**3)**2# + noise(x,y)\n", + " \n", + "\n", + "f = beales\n", + "df = dbeales\n", + "minima = np.array([3., .5])" + ] + }, + { + "cell_type": "code", + "execution_count": 942, + "metadata": { + "ExecuteTime": { + "end_time": "2017-11-15T04:00:18.387608Z", + "start_time": "2017-11-15T04:00:18.373664Z" + }, + "collapsed": true + }, + "outputs": [], + "source": [ + "\"\"\"A hilly landscape\"\"\"\n", + "def madsen(tensor):\n", + " x1, x2 = tensor\n", + "# x1 = torch.Tensor(x1)\n", + "# x2 = torch.Tensor(x2)\n", + " \"\"\"Madsen function (1981).\"\"\"\n", + " r = x1**2 + x2**2 + x1 * x2 +\\\n", + " torch.sin(x1) +\\\n", + " torch.cos(x2) #+ np.abs(noise(x1,x2))\n", + " return r.numpy()\n", + " \n", + " \n", + "def dmadsen(tensor):\n", + " x1, x2 = tensor\n", + "# x1 = torch.Tensor(x1)\n", + "# x2 = torch.Tensor(x2)\n", + " return 2*x1 +x2 + 2*x2+x1 + torch.cos(x1)-torch.sin(x2)\n", + "\n", + "f = madsen\n", + "df = dmadsen\n", + "minima = np.array([-0.39999999999999591, 0.20000000000000462])\n", + "# zmax = 1e1" + ] + }, + { + "cell_type": "code", + "execution_count": 943, + "metadata": { + "ExecuteTime": { + "end_time": "2017-11-15T04:00:18.625308Z", + "start_time": "2017-11-15T04:00:18.614562Z" + }, + "collapsed": true + }, + "outputs": [], + "source": [ + "\"\"\"Banana shaped\"\"\"\n", + "def rosenbrock(tensor):\n", + " x, y = tensor\n", + " return (1 - x) ** 2 + 100 * (y - x ** 2) ** 2\n", + "\n", + "\n", + "def drosenbrock(tensor):\n", + " x, y = tensor\n", + " return torch.Tensor((-400 * x * (y - x ** 2) - 2 * (1 - x), 200 * (y - x ** 2)))\n", + "\n", + "x0 = [-3,-4] # start\n", + "f = rosenbrock\n", + "df = drosenbrock\n", + "minima = np.array([1,1])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "ExecuteTime": { + "end_time": "2017-11-14T12:25:58.101794Z", + "start_time": "2017-11-14T12:25:58.095399Z" + } + }, + "source": [ + "# Grid" + ] + }, + { + "cell_type": "code", + "execution_count": 944, + "metadata": { + "ExecuteTime": { + "end_time": "2017-11-15T04:00:19.019966Z", + "start_time": "2017-11-15T04:00:19.013688Z" } }, "outputs": [], "source": [ - "lr=0.2\n", + "# define boundaries\n", + "xmin, xmax, xstep = -5, 5, .05\n", + "ymin, ymax, ystep = -5, 5, .05\n", + "# x0 = np.array([3., 4.])\n", + "\n", + "\n", + "# and x, y, z\n", + "x, y = np.meshgrid(np.arange(xmin, xmax + xstep, xstep), np.arange(ymin, ymax + ystep, ystep))\n", + "z = f([x, y])" + ] + }, + { + "cell_type": "code", + "execution_count": 945, + "metadata": { + "ExecuteTime": { + "end_time": "2017-11-15T04:00:19.206217Z", + "start_time": "2017-11-15T04:00:19.200618Z" + } + }, + "outputs": [], + "source": [ + "# define minima\n", + "minima_ = minima.reshape(-1, 1)\n", + "minima_\n", + "z_min = f(minima)\n", + "_x0 = np.array([x0]).T" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Run" + ] + }, + { + "cell_type": "code", + "execution_count": 946, + "metadata": { + "ExecuteTime": { + "end_time": "2017-11-15T04:00:19.528636Z", + "start_time": "2017-11-15T04:00:19.526367Z" + }, + "collapsed": true + }, + "outputs": [], + "source": [ + "steps=3000\n", + "lr=1e-4" + ] + }, + { + "cell_type": "code", + "execution_count": 947, + "metadata": { + "ExecuteTime": { + "end_time": "2017-11-15T04:00:19.694318Z", + "start_time": "2017-11-15T04:00:19.684695Z" + }, + "collapsed": true + }, + "outputs": [], + "source": [ + "\n", "constructors = dict(\n", " Adam = lambda params: optim.Adam(params, lr=lr),\n", "# lambda params: optim.Adam(params, lr=lr, weight_decay=1e-2),\n", @@ -336,61 +358,161 @@ " Adamax = lambda params: optim.Adamax(params, lr=lr),\n", " RMSprop = lambda params: optim.RMSprop(params, lr=lr),\n", "# ASGD = lambda params: optim.ASGD(params, lr=lr),\n", - " Rprop = lambda params: optim.Rprop(params, lr=lr),\n", - " LBFGS = lambda params: optim.LBFGS(params),\n", + "# Rprop = lambda params: optim.Rprop(params, lr=lr),\n", + "# LBFGS = lambda params: optim.LBFGS(params),\n", + " SGD= lambda params: optim.SGD(params, lr=lr),\n", + " momentum = lambda params: optim.SGD(params, lr=lr, momentum=0.5),\n", + " nesterov = lambda params: optim.SGD(params, lr=lr, momentum=0.5, nesterov=True),\n", + "# decay = lambda params: optim.SGD(params, lr=lr, weight_decay=1e-4),\n", + " \n", ")" ] }, { "cell_type": "code", - "execution_count": 216, + "execution_count": 948, "metadata": { "ExecuteTime": { - "end_time": "2017-11-14T12:35:22.875401Z", - "start_time": "2017-11-14T12:35:22.603942Z" - } - }, - "outputs": [], - "source": [ - "results = {}\n", - "losses = {}\n", - "for name, constructor in constructors.items():\n", - " data, loss = test_f(constructor)\n", - " results[name] = data\n", - " losses[name] = loss" - ] - }, - { - "cell_type": "code", - "execution_count": 217, - "metadata": { - "ExecuteTime": { - "end_time": "2017-11-14T12:35:23.785863Z", - "start_time": "2017-11-14T12:35:23.478272Z" + "end_time": "2017-11-15T04:00:19.869994Z", + "start_time": "2017-11-15T04:00:19.866688Z" } }, "outputs": [ { "data": { - "image/png": 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US1Xq/8VY9Xr1+MnZd3yREUJdtf6XSpX16vGdcuk/Ucj+myiaf1b71x1z1C9I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\nVw5h1PgzV+xnm0AtKGHM3P7RAoTcmOOb85tbej7vovCX8LT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7RP8f/lo3O2Sjb6qzwzku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zzjNza5wATfdKYKBb5uq//KTeofNsHfqNUi6/Opoa5vyjg5HvPijjwjE4HNuynpINkW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UdfH+oeiZSiSLiOdZUvmIUaxjAluZxC4ms41JrGUCqxjNElJZTDxTiSTM7q2ioHCAkyzhVxaw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\nQ8Y9kPYd5eGSeBEkfwXSboGp98OMN2Dmdpi5Sfm7JF0MNgsKFV10vQibboS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"text/plain": [ - "" + "torch.optim.sgd.SGD" ] }, + "execution_count": 948, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ + "optim.SGD" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2017-11-15T04:00:20.069Z" + } + }, + "outputs": [], + "source": [ + "results = {}\n", + "distance = {}\n", + "\n", + "for name, constructor in constructors.items():\n", + " data, dist = test_f(constructor, x0=x0, steps=steps)\n", + " results[name] = data\n", + " distance[name] = dist" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2017-11-15T04:00:20.252Z" + } + }, + "outputs": [], + "source": [ + "# calc paths and elevation\n", + "methods = constructors.keys()\n", + "paths = np.array([path.T for path in results.values()]) # should be (2,N) each\n", + "zpaths = np.array([[f(p) for p in path.T] for path in paths])\n", + "paths.shape, zpaths.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2017-11-15T03:39:43.764370Z", + "start_time": "2017-11-15T03:39:43.761178Z" + } + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2017-11-15T04:00:20.588Z" + } + }, + "outputs": [], + "source": [ + "# DEBUG: check z's\n", + "for i, name in enumerate(results):\n", + " zmax = zpaths[i][np.isfinite(zpaths[i])].max()\n", + " print(name, zmax, np.isfinite(zmax).all())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2017-11-15T04:00:20.748Z" + } + }, + "outputs": [], + "source": [ + "\n", + "for i, name in enumerate(results):\n", + " plt.plot(np.abs(zpaths[i]-z_min), label=name)\n", + "plt.legend()\n", + "plt.title('loss (mae)')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2017-11-15T04:00:20.907Z" + } + }, + "outputs": [], + "source": [ + "for name in distance:\n", + " plt.plot(distance[name], label=name)\n", + "plt.legend()\n", + "plt.title('distance from ideal minima')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2017-11-15T04:00:21.059Z" + } + }, + "outputs": [], + "source": [ + "# quick plot to let you debug your steps and learning rate\n", "ax = plt.gca()\n", - "for name in losses:\n", + "for name in results:\n", " plt.scatter(*results[name].T, label=name, s=1)\n", "plt.legend()\n", "plt.xlim(xmin,xmax)\n", "plt.ylim(ymin,ymax)\n", "\n", - "ax.contour(x, y, z, levels=np.logspace(0, 5, 35), norm=LogNorm(), cmap=plt.cm.jet)\n", + "zmax=int(np.log(z.max()))/2\n", + "ax.contour(x, y, z, levels=np.logspace(0, zmax, zmax*7), norm=LogNorm(), cmap=plt.cm.jet, alpha=0.15)\n", "ax.plot(*minima_, 'r*', markersize=10)\n", + "ax.plot(*x0, 'r+', markersize=10)\n", + "plt.title('debug: paths')\n", "plt.show()" ] }, @@ -399,60 +521,35 @@ "execution_count": null, "metadata": { "ExecuteTime": { - "end_time": "2017-11-14T12:27:12.713066Z", - "start_time": "2017-11-14T12:27:12.708879Z" + "start_time": "2017-11-15T04:00:21.235Z" } }, "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2017-11-14T12:26:44.925659Z", - "start_time": "2017-11-14T12:26:43.396Z" - } - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 218, - "metadata": { - "ExecuteTime": { - "end_time": "2017-11-14T12:35:25.793306Z", - "start_time": "2017-11-14T12:35:25.587514Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 218, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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jnW2r2x9TtTmmUaHSSKjVrp/O+2hUWAr307DmO2ZuXM/MynLMKhWmieMJvXU8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\ntwI07cVdr8wQs5ibUPv2XNx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DhbkZUXy14yhPf/Mb05PCGX46uGd6iykYhk5VSgvm2tZY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\nwhS3FvNc8XNsKd9CT6CHWYmz+Masb3DdpOtUmzqFYgS5oLgLIZ4G1gC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- "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], "source": [ - "for name in losses:\n", - " plt.plot(losses[name], label=name)\n", - "plt.legend()" + "fig = plt.figure(figsize=(8, 5))\n", + "ax = plt.axes(projection='3d', elev=50, azim=65)\n", + "\n", + "ax.plot_surface(x, y, z, norm=LogNorm(), rstride=1, cstride=1, edgecolor='none', alpha=.25, cmap=plt.cm.jet)\n", + "ax.plot(*minima_, f(minima_), 'r*', markersize=10)\n", + "ax.plot(*_x0, f(_x0), 'r+', markersize=10)\n", + "\n", + "ax.set_xlabel('$x$')\n", + "ax.set_ylabel('$y$')\n", + "ax.set_zlabel('$z$')\n", + "\n", + "ax.set_xlim((xmin, xmax))\n", + "ax.set_ylim((ymin, ymax))\n", + "\n", + "# anim = TrajectoryAnimation3D(*paths, zpaths=zpaths, labels=methods, ax=ax)\n", + "# quick plot to let you debug your steps and learning rate\n", + "ax = plt.gca()\n", + "for i, name in enumerate(results):\n", + " ax.scatter3D(*results[name].T, zpaths[i], label=name, s=1)\n", + "plt.legend()\n", + "plt.xlim(xmin,xmax)\n", + "plt.ylim(ymin,ymax)\n", + "\n", + "ax.legend(loc='best')" ] }, { @@ -464,44 +561,16 @@ } }, "source": [ - "# plot" + "# Animation" ] }, { "cell_type": "code", - "execution_count": 219, + "execution_count": 559, "metadata": { "ExecuteTime": { - "end_time": "2017-11-14T12:35:35.127018Z", - "start_time": "2017-11-14T12:35:35.122941Z" - } - }, - "outputs": [], - "source": [ - "# fig = plt.figure(figsize=(8, 5))\n", - "# ax = plt.axes(projection='3d', elev=50, azim=-50)\n", - "\n", - "# ax.plot_surface(y, x, z, norm=LogNorm(), rstride=1, cstride=1, \n", - "# edgecolor='none', alpha=.8, cmap=plt.cm.jet)\n", - "# ax.plot(*minima_, f(minima_), 'r*', markersize=10)\n", - "\n", - "# ax.set_xlabel('$x$')\n", - "# ax.set_ylabel('$y$')\n", - "# ax.set_zlabel('$z$')\n", - "\n", - "# ax.set_xlim((xmin, xmax))\n", - "# ax.set_ylim((ymin, ymax))\n", - "\n", - "# plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 220, - "metadata": { - "ExecuteTime": { - "end_time": "2017-11-14T12:35:35.530007Z", - "start_time": "2017-11-14T12:35:35.475079Z" + "end_time": "2017-11-15T03:07:12.214703Z", + "start_time": "2017-11-15T03:07:12.116613Z" }, "collapsed": true }, @@ -553,11 +622,11 @@ }, { "cell_type": "code", - "execution_count": 221, + "execution_count": 560, "metadata": { "ExecuteTime": { - "end_time": "2017-11-14T12:35:35.734094Z", - "start_time": "2017-11-14T12:35:35.674635Z" + "end_time": "2017-11-15T03:07:12.524867Z", + "start_time": "2017-11-15T03:07:12.468853Z" }, "collapsed": true }, @@ -607,80 +676,42 @@ ] }, { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 222, - "metadata": { - "ExecuteTime": { - "end_time": "2017-11-14T12:35:36.270642Z", - "start_time": "2017-11-14T12:35:36.266701Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(2, 150)" - ] - }, - "execution_count": 222, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "methods = constructors.keys()\n", - "paths = [np.array(data).T] # should be (2,N)\n", - "paths[0].shape" - ] - }, - { - "cell_type": "code", - "execution_count": 223, + "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2017-11-14T12:35:36.543497Z", "start_time": "2017-11-14T12:35:36.538677Z" } }, - "outputs": [], "source": [ - "zpaths = [[f(p) for p in path.T] for path in paths]" + "# 2d anim" ] }, { "cell_type": "code", - "execution_count": 224, + "execution_count": 569, "metadata": { "ExecuteTime": { - "end_time": "2017-11-14T12:35:37.277680Z", - "start_time": "2017-11-14T12:35:36.771131Z" + "end_time": "2017-11-15T03:09:28.873693Z", + "start_time": "2017-11-15T03:09:28.456017Z" } }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 224, + "execution_count": 569, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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gcu/o9ZK1abPWCy5woTGi/OCHbVCq2FXm26vJRsfcbra1Wryqy/tN8j1tLg+L/aiDBUHM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\nTii0wCIxMZtsNM8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0mCISo5xgljV+pueU/LGUGvN9QJ21vd7DgZjiI0rNt9tf6unjiTsT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3JuO5c/vUnPLgEhWb2HAf1ZsiogZPM/4NSzef9dvva1OE8+2doFF+SZO7fKwoXtPPNMuT/+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\nY5VqpYv4mX4SU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57Lz7CiPuXsndUmtk15ri+LqsLKzW+Gh1FMP1rCWzX840LWVnDnXH5/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Ms6bLTR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\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FL9ZYf5f6xssV5rVuCxUR0dnPrHKoza7RxS9bXV9ihD5O96HblNpTN8e2un6cb9tmnTlu\n004XPbQ8Lh8RMdlRirT3kj941HWOasUMuxntdXCik00w0RMed487DTPcYQ7XJQsJjIiIch2V6/hP\nXpJJKdVqbbFNtTr1GjU0ORPExcRFFSvUXjvttWtT8rUzqlV7yQume1u+fEc7xiRTWlTy3xGN6j3n\nDsvMNNHh9vKFEOT7d73l5zoaaIoftiqTAZu8ao0H9HCy0lZ+x82ocIOEtcr9XiTEv1NDY1Ady4tf\nlnYtqH2F2jfo+ptwLz+w8UnqVzL4lnDrm7H8XvLLgkpZJtj0HuvmcmD6ieldYuGTlHSlb5Zdhq0b\nWT6LE9so9jr/zcATORd8sg3r+GA5X82gUpkGzdzsXNsrNVZUqFuxQvdvZTgQshvwKadsBxSPHy9Z\nW6tmyZKc7ps3dix5ebnnlTU2Mi8HwrS54pWN+2ygSL0wy33i+YFm2YLHAxHETDG0qW2QKeE/W9ul\nzseQ3zN4Iw+L9l8j1p3N14RaHo10lxc7SyJ5v2SydRkLyDdcB9+01X1qWzEhb0Zvp+loiuWuta0V\nayWIitnTj5Qa6G3X2Oy9tPuPtL/Dfccmqzzk5zaGmLKEIYY6yzkOdZj3rfBrN3vMoypyNGEZFdFe\nO710NlRPo/U1wUATDDRGPyP00VdXnZTkLCGrVeslL7rR9aZ72ySTneNcU+wZKiGrVuER11pmln2c\n6DOtaMJ9EvOxaa5QoNTeLpeXRjeszjrvuVyxoa1q2X2yfqFKtyvxJYUmpl2fTL6rMXmPeOwM0UhI\n95TNVwd2Ze2/Hm49rLmN/F50zqDyVL+Fjx6lf4a2SuzQusxCCiPRwMKnAoJ/toKv854LKorjD8su\nvhmzXg6uIRd8suZOzsQQLg0hUT99ukhZmdiA3HhoNqN5wO8/TfLn06Tsn9A8CluVY7J/pKBA3tix\nuVX2n9j0BpuLFmbXnvQZ3PakbMR+5Bcy5+ns9xhzDFvW8mEW/1ZlQ4IpzHezmcI8lcaqwFolLCJx\nun+TTX+nZkW4mGhhYFRe8xy14SZe82I/RHv1iXB8k07OF9PTBhdKaV3qJCJmSJPkwbsukkxj3h3X\nzmdcLl8H0/xEVYgka6AJjneBhEZ/dY0P02ikNSNPnv3s73t+YLIpZpvlJr/yuL/ZbFOoPf4voEaN\nl7zgBtd5wXMGGOC7zna0Y5UIx1/Z4CMP+blNVjnCd4z32bQxdSq97lJJDfZ2hcI0k5aBav9lkuoM\n9fMWXR92XL/RhaJKlbkk1M9Rn7gMBfJjISkOdbPZ9jQdv080ZEegZhmbnw7EYsNW1uCjh5tslVrn\nY+4SSx4Kpi47ZGHTt+w1aioY23qlulXMeZqSTgxqYwVp1ssMmxh4I7cVs94M6DBjcqcn1jBjhvzJ\nk3PDzd4B/1cmL/k0KfsntBsxQiQ/37bdRPavnzlTKpsK0K7QpZz+g3PHK5uwf2BO3pbrK2jHyKlt\nS8pGHtmk7p+tkOwXWTWNreEqMttRvh/F/VkWTrJiO7p/E9HgzTwsOn6baIeAJxMCkUhnebEfSSSf\nlEi+knZ9VLEufq7BEpVpTMihQFeDXabau96Xvt3TTpl9XSUl6TUXq5FeS61cf190sfa6eNxNZnoq\ntGRFiRKfc4zv+4GJJpllphv9ygP+5AMf/NukLzLFhibO2HV+4QXP66ufM5zpy07VNY0q/o54z9se\ndrWUlM/7kYEmpI1psM3rLrXNOp9xWasWSs1Y5V6VZhjoh4pascBqxlb3qTNLZ5eLhXBISCTfkkj+\nRV7sPJFIeh9TsPmXRNqHt1SiSaomRveWB1J2iWV3034wXTKs7GxeFkxdDs2C4A/zHyNewPD0ifYu\nkUoFZ+6YgwPl/GxRV8vCt3JjrUTwbBo1vu30miakamo0LFiw2/hkeV27yuse0iViN+LTpGwHRPPy\nFI0alXNZDAKhu1RlpcalS3O3aa5FZLdsZlm4KkaLGPdZVi1m/YfZxReXMXBf5v8tu/jmyadmEcew\niEQZ9PXAWqUqA/23wj50OZ61vycRsvUZ7RB4YlY9RMOyUCF5sXNE9FbfeKFUiN93kc8qtOVR4gAA\nIABJREFUcrgK12uQXiaks6l6ONka99vgubTr2+tjH1eqt9XrLlVva4iYMl/wI0NM8aa/+ofb1Lci\nYLszOip1tGOd6zz72t8Ky93hdr92k9e8qkpuhZ+zQZ06s81yp9+72Y1mmmG0Mb7jLF9xql7Cyx0k\nNHrNnz3jdl31c4KLdQ2RXCXUe8OVKq2wp4t0MTptTKWZPnCbLj6rPIQSf6N1NrtaoX0VSz9JnEql\n1DdeiHJ5sfPSrgcNy6l6kI5nEAun8yZRHdyLXT5PQQZaYVuXse6V4AzI2FapqTKfrYr/gscYenDm\nE+fN+GgRm1YHZ29bsPBt6uuYmIOkrKGB2W8zuQ32fTuhfs4cEomc88kI7JWKx4/PeQUuG/xXJmWJ\n2vAHeaYoHj9e9Zw5oR58maD5i5TTFubkvQMy5fvhHuytopnYOePFtu0zvulgaKtB+er52an7dx5O\n17Es/nPmsc1ikcvvySyu59k0bmbdn8LHlH6PSF7AlwmBSKSdvPjlkqm3JZLhEs7OrkTURheGqib1\n9z0lRlvqp2pCJHKdDLWXS1VZ5XWXalCdNiZPgUN9yz5OtMJsD7rSujRctp3RQUeH+qzzXOBYxynU\nzjP+4VrXuNPvveVNlf9Gdf8aNeaa4wF/8ktXe8TDttriYIc6zwWO94VQU5U7YouN/uY6cz1rrIMd\n6zzFIQRokxq85WobzDPJD/SwR9qYehsscZF2+hjk4lCyHptcKqlWF1eHWp9IPimZelV+/DKRSMjp\nwM2/RJzS74dbT3APNlbQKz0f7p+w7O7gxSwbwdh3/kyPPejYP/PYte+wYXl2g03NaD5r28onm/li\nkJDmolK2aC61NUzJXVLW/OzMdVKWbGiwbcGC3dq6rKsIfx79VyZlW5flIAlpAcXjx2tYv17D2pZt\nZbJBfORIkXbtckv2b7aumJEDH8we/eg5oO0+mH1G0alH2yyXxjTZjGSj7g/DTwpamFsyrNaV9KP7\nQUFSlklS3nE/iscGRuVh4+I96PBNttxLQ7jrjEe/KhIZpT5xqVQqvS1WXG9lLlLjJVXS8+yi8gx3\njYi4JS6UTONJSWBevoeLVFjmdZe1qvrfjIiI8T7rOD+U0OBhV5vr2bRCszsjX75JpviWM5zte/Z3\ngGpVnvS4613rZjd4wmPmm2eTTTlrc1apssRiz3ra79zqGj/zsL/40AfGm+AbTneOc011QGjO2I5Y\nZqYHXWGDlQ71Lfv5UlrJCwK1/rf9wlpvGe+7+jowbUxKwrsukVBlmF+IS1+tqfZ31R5X6vvyQsiV\npFIJ9YmLRCJDxKPfTLseNK4M3C86fJ14yIpXKsXqX1M8LvC6DItUMrjnux9KUYZK/JveDVqXw0/O\nLK4Z8x8L/m6LFMbcZ+g5jK5Z8Nl2xMyXGDKODulb0Wkx/fXg71yKxs6YIdqtm2jPnjnbE2oWL5aq\nr1e0G+2VHh0RQvqlCf+VkhiJujrJhgbRvNbFErNBc7ZcPWeO/B6Zvd22hkg8Lm/8+NxWyoaNokPH\n4AY4IQtdnZ0x6QBefjTglWU7BRSJBGX0GY8HVh3ZcBzKhwZ/FjzG1LMyjx9+UiAku/hB9shQb2fg\naUz7KutepVvIN8ZIhJ7f5b0z2DKNjiHfDksvoPJ3VFxL1/RcrkgkJj/2M3WNx2lM/l5eLD3Ppr3T\nVHnUJpcrcqBYGqucAt0Ncbl3nGuZXxjs0rSVkJ72socLve0ab7jC3q4QV5j22noa6iQ/8by7vebP\n3jfPQU7TPoT46M7oqtzBDnGwQ6y3znves8xSc8z2trcQiNR2Va6zzsp01l57xYq1UyRPnrym47BR\nQkKjbWpsU22rrTbbZKON1ltvi0oEDga99THVAQYbqrfeoaYoW0KdbV7zZ4u9rlx/n3W6jiG5Z0kJ\n0/3SatOM8+1WdeR2xId+q9IMg/1EscFp1ydU2ugi+UYq9d1Qn9GYvFcqtVBB/AGRSMgze/N1SNLp\nR+HWw5bXqJ7HkP/NrAW59kW2fcTEa8PHNKO5Ij88AxunHbHgcfpMpDRLr8qGumDa/ZCQyW5LqKtl\n/ht88Ttt26cZ01+nV196ZulOsAs0zJghbzeS/Et2U6WsduNGNRkUef4rkzKplC3vvad0ZOs2Idmg\n2WKheu5cnY5o3VokU+RNnmzbnXdKJRK5sYiIRoNx41k5IvtPPpDH72LpfIa24a1h3KG8dA8rZjM4\nS1Lm6KN55RZqtwbaZZmg0yC6TcouKev7ed7+TvDmHDYpg/KvsPyCoFoWNinL60v7r7Ll93S6hHh6\n8nMs+jnRyAHqGy8Xj35JJNJ6SysiqovrrXKojS5TrnVnACizn96+YaU7lBihh/QPnF72NdkPTXet\n111qb1eklV+AQiWO9F0LveJ1D3rA5fZxkhH2yVgdvxldleuq3N72kZCwzsdWWmm1VTbY4F1LMuaf\nFSpUprP++uuhp15666FHWl/KsPjAAi+6xzYVJjrSHo4JVR0jaFlOd61VXjPGNw0KwQmDDZ6z0l26\nOV434UywN/uZhPW6uUckjYMApFJVGhovEY3sJRYNSYRvXMeW22l/Cnn9w8UQ3HvxUsozdDlZfjd5\nHQO9wkyx+EF670v7LJKPret5/w0OD6nXtsvPf536mrbzyRa8FfDJJqWvrobCjGnslaOBASSrqjS+\n8452J2ZpYdUKqufMESko0G7YsJzvDZvnz89o/X9nUib4QXdHUhYvLVXQr9/uIftPmiR1yy0aFy+W\nN2pUbjadvDfXX86WyqBq1hZMPCD4e8aLbUvKxjZZuMx7tm1J2QvXs/gZxmdBoB1+Ei9fQMVySgeG\nj4sX0/eLfPgXptxCPKQIbqw48MNcfSv1vyI/5BRPpx+x9W4qbqBLeu2ySCQiP3692obJGhI/lx9P\nP8GZb4hSZ6twvW2OUxRCTqGvM1RbYoXrFBuqg/Tfhz6mitCUmF1ib1fKD9G+i4gYbao+RnrBXV50\ntyWmOcCpOmXIxdoZMTE99NTDP7c86tWrUqXKVjVqNDb9rzkmJqadIiWKFSvRTm4myHZGtUqv+7P3\nvK2Tno7wHd2E12BKaPCWn1vrLWN805AQpHvYZpn3XKG9sQYKZ/BdY5qt7tPBGaEMx6Ehca2UtQri\nfw1f4ai8kVRtZlWyujWBz2XPs4N7MSwatvLhXxlwSqBXmAk2LGLDAg7JUKC2GYueClquo8MlxLtE\ns7XSqDaKvc56qYlPtl/b9oFVH7F2VW5NyGfPJpWSNyl38hrNqJ47V9Ho0TkVjN8RFQsyG577r+SU\nweYMf9BM0Ez2zzXy9whIt7kVkd07uLFntW4sHQrd+9BrYNt5ZaXdAsultkhjDNyHojLmZTmF2dxO\nWPxg5rGDTms6rDPUO+v53cDeZXUG8hj5Qyg5gcpbSYTT3opFx4tHv6YhcYtkanmomFJnyzfSBj+U\nCKHxFRE11E8V6GGxC9WFNAnvbao9XWSzpV5zkbqmVl8YdNTVcc53gFNttNIDLveGv2Y0oRkW+fKV\nKdNXP8MMN8po44w3znijjTHCSP3110XX3ZKQJTSa53l/collZpniaCe6NKOErFGtN1xprbeM853Q\nCVmjrd7xQzFFhvmFqPy0MUlVNjhX3ACdQiZxydRKDYnrxaIni0XTOwOARAWVv6Hki+RnULlYc2tg\nWt4zw/bbBw8GU9ODTsssjqazJdI2KYyOPYP2ZbaY+0zbrZUI+GTDJtA+5JRra5jRxCebnAMB2ibU\nvx0IYTc/Q3OFVCq1ffJyd2HzggXyO4Xn6f1XJmWxwsKMs89MUDxhgpp335WoTj9Nlgniw4aJtG+/\n3SoiJ5i4Z9DGzJVe2aQD2q5XRjAJtPh1atJLJewSsXjghbnwycD2I1N07B9MRDUrbWeC8v1pP4Sl\nd2QW124IZUcFOknJDBKJTheT2krFjaFD8uJXIqa+8eJQ6yPydXGThM02hhT6jGtvuOskVFvsPImQ\nyVFPe9vLJbb40MvOV+3jUHHBdUaNMtWXXWWIPczylPv82AIvS0qE3uf/KlJSlpvtAT/xqvt1M8CX\nXGEPx4qHaAc2o06l11xknVkm+p5BwhHFUxot8SN1VhvmGgUhras2uUqjlbq6QTREWxoaGi9FUn78\nZ6HWg8qbSG6hUwb+ucna4J4r+xzt0vPi/glL76DjiMy1yVKpwOuyz/6UZKFtVV/DO/8Ipi6z5UhV\nfBxYK7V16rKZT5YLayWC1mW7IkaEq6aGQcP06WJ9+4qVh9f3C4P6lSs1btiw2/hkUDF/vtIMOmP/\n0aQsEolcG4lEFkcikXmRSOSRSDqCTBNi7dpl3KfNBMXjx5NKbbdeyBUi0ai8yZO3Z/05QUl7ho/J\nzQQmQVJWuSnglbUF4w8Pkqn5L2S/x9hj2baJ5a9lFz/sRD6exeYMteEiEQb9T6BbtCW9ldA/odf3\naVjHugfCxxSMofiLQVKW2BwqJBrpJS92nkTyQYnk6+E+xiilvq/ao6r9PVRMscGGukqVd7zn8tAT\njD3sYT8/U6fSy85TKaTjQROKdHCIb/iii5Tq5mV/cL/LLPGmZIZTmv8XkJLyoQX+6hp/9xsRUUc5\nx9HOVSqkkGoTtlnnFReosMyeLtJf+Ifycter8JZBfqxjCBFaqPGqre7VwekKQ0hsQCI5U2PyD/Ji\nZ4tG+oe7uERF0MYvPo6CcNeGQAajYUNw72WCikVseINB38g8MdqwkI3vMDxLjtO7z1O/jbHHZRcP\nc3IkhdHMJ2umr7QVM99g/B7kcBCv/u235e0OfbJmJf8JGXzfMkAqlbJ5wQKdxowJHfOfrpQ9i9Gp\nVGos3kWo16NYu3a2Ll+ucVsGPoUZoKTpF1Q9e3bO986fMkXD3LlSdenlBkJj8t7Mfqvt1S0+eVtq\nq+XS8H0oLG5bC3PEYYHSddYtzKYD850MEqRmDPxqoFuUqcJ/6UEUjWL1zZnJapRdlnm1LHZBk6Ds\n96VS4apIQRtzlI1+JGFjqJjOpurnLBs95yO/D319nY0y1bWIeNkPfWxW6NhmdDPQ8S50hO+IyfOc\n37vfpRZ5RWMaS6j/C0hKWm62h13tcTeqstlUpzrZ5fobm/EwQ4VlXnKeWpvs6yq9hNeBWuMha/1F\nT6ekNZ//5Pq32uA8eQbq5IJQMYFQ7PfRVV4snDUYmqpklcG9EBapFKtuongMpRmS1JfdGdgwDczC\nVmnxA8H5MDQLvivBmVbYnsEHZBcPc5+mQ1cGtqH9ySd8slyIxtZsY+GcnLYuExs2SKxYkfPWJVTN\nnk0kst1iMdfYtnKlhi1b/nuSslQq9UwqlWruTb1JOLnreLt2pFIqFi3aLdeV36ePeFnZ7knK9tiD\nhgYNubRymvQZtm5hycK279W9Lz37BxyDtiAvn9EHMfsf2TsOFJQw7BDmPZrdHh36BJNR79yfeXxR\nT3oeGUxmJTNon0Yi9DqHqtnBiH5YFIyh+PPBgykRTmgwEimWH79GMjVLYzJc8hiRp6ubJVTa4PzQ\nla9evqqrI33kd9aFrLJBB/0c4HrFupnmMisyiP3kmiMGmugklzncmeLyvehe97jAWx61JWRy+e9E\nrSpzPOM+F/m739hmiwOc6hQ/N9pU0SxMzld7w8vOFxG1v1/qIvxBv9k0y12rk31CGY03Y6NLNVqt\nixtFQ3LrEsk/SaamyY//XCQScvgoURm8kBQfk1mVrPKVQAaj5zmZVbsS9Sy/l95HU5hhSyyVCs6U\nfgdTnFmVEyQTgRTGiCPIy3J6N5kMKmXjP5u9fFEzZr0c6JPlgk82dwaNjbkl+TfRfXaLkv+cOQqH\nDBEryVxPMAw2Lwyeyf817cud8D+EO7FjhYEG0u4i+0cikd1G9m8uweaW7N90A+SqhTnxAGa/0vbK\n24TDWbeCNW2wlhpzLJveDxT+s8GIL7FxEeuziB/0P9SsYXWG1b7yrxDvxKoMp7LKLgkqBZXh42LR\nk0Uj+6hvvFQqFY5Un2+EMj+yzdOq3B8qJiJisEt0MMlSV6gQ/vtbpNz+rlVuotluMc/tWfHDIqIG\nmeRElznW+bobZIYn/cGPPOZX3vWWejUZ75srJDR43zz/cJu7nO91DyrRyeHOdIqfGWVqaJmLHZGS\n8q6/eNNVOujnQDfomMFAQJXFFruwqRX9c5GQCWG1J1R5UKnvKRRuijqVqlLf+CPRyGTxaAbq+JW/\nJllBpwzlIVbfTLwsuOcywaonqVsftC4zxZq3g6nuERlKbzTj/bfY+nHbDMhXzGbL+oAm0hbU1+We\nTwaTMuTotYL66dOJRHaP5+Xs2ds7Y7sDzdz3TqPTW501Y7cnZZFI5LlIJLJgF3+O3WHNxWjEH1vZ\n5/RIJDIjEonM2LR1q2hBgYqFOagMtYDiCRNUz58v1ZgFybwVxPr0ES0vzy3Zv/+gwKA8p7yyjW33\nwWzmOrSlhbld3T9Lg/JhJxCJBe2GTNHrKAq6sjzDFmasODAq3/BXajPw0SyYQNHRVPwqg2pZRH78\nBqzXkAhPqA74QfvY6CcahLvGqHwjXKedvhb7oW3CO2vkKfIZPzHIMZZ61GsuVpulFVJERG/DHeVs\np7raFJ9T4WPP+l93OteTbrHIq7b+GypoNbZ6z9ue8b/u9ANPutkqS4x2gJP8xOddaJBJWVXGCIzF\n33a1Be7Syz72c41CZaHja62xyPfk6Wikm0Ip9kOjtTa4UL7xSoXnajUkfilltfz4DSKRkI+X5JaA\nS1Z0JIUZSB7Uvs+GR4N7LZbhhOyyuyjsTs8s+FjvPEAsnyHHZx5LMHUZjTOyDTqYzWfquEOz34OA\nT1ZXG5z5ucD01xk0jLLWRaozQcP06eLDh4u2b+OE6U5orKhQ9/77u33ysl2PHgrKwt+zu12nLJVK\nHdLa/x+JRE7D53BwqhXDyVQqdTtuh8mTJ6dKy8p2+wRmqq7OtsWLFWeQ5aZDJBKRN2VKbitlkUjg\nMTY9S0L8zpjcxM2Y/gJD2jBB031Q8GfO0xyZhTI/dOhO/z0DDsZh4SYN/wlFXel/SHCQ7vezzFoc\nsfxAv+jdX1O7LrM2R8+zWXVDwHcZ9KvwcZ2v4KOJwUOq8xXhLjM6qUki4ybx6NdFo+ktPSKiurrB\nSgdb7xw9PCwS4jiIa2+Em8xzmoXOMdYdCoSbPouKGefbOhlillu86Bx7ukiZ4aHid4UOutjDsaY4\n2hrLLDfTMrO8L6AHdFSuh8HKDVCuv056yA/hNrArJDTYbK31PrDOB9Z4z0YrEYjgDjLJQBP1MTKr\nitjO2GqlN11lq5VG+7ohvpgRB61BhUXOkVRntFvlp3FzaEZK0gbnSanR1c2hRGIhmVqmIXFdkwRG\nBpyiihtJbqQs3Pd9O1bdFPC6MvW53LaG1U8x4rwgOcoEyUSg4j/wSAqzbPcteIzB+1PUBjujOU8z\nYEIgP9QWNPtd5qJSlkwGhYHD2zC8sBNSqZT66dMVHNbGYYZdoLqJQrQ7k7KKBQsyqpLxHxaPjUQi\nh+MCTE2lUhmx9ktHj7b2pZd2y3XxieVC9Zw5OU3KCHrjW596SrKqSjRXvezJ+/D3R1i3lvIsRrR3\nRPe+9B4U3LBfznCiaWeMPyxQ92+oD3hm2WD0MTxxMZVr6JiFmOjwk/n714O2Q8+QeknNGPxNFt/A\nsnsYFU6fCRT2ocuJrP09/S4n3iFcXMEEir8QJGWl5xALZzmUH79aY/2j6hrPUZj3TCihzrjeurja\nemep8KvQRO5CPYxyi/lOt8B3jHWHPOEfMH0drIP+3nSVl/3QSF811BdE2lC4j4jqaYiehtjHSTZZ\nbaVFVlrsA/Mt9kkVuVipjsoV6ahIR4WKxeRtl6RIaJTQoFa1GlttU6nSelU2bufg5SnUzQB7Ol5v\nI5Trl3U1bGcEk5rPmeM2Mfn2dZVymT04GlVb5Bx1VhvpZkUhPCqbscXv1HhRZ1fLD2G9RDO5/3vI\nCyVovB2JzUFluPg4CjNoTzVWBvdW15MoyFBNf/ndgabZ4Cxalytfo3pN9l6X65cGJuT7fDu7eAKZ\noSXTOCZDt5JdYfoLDJ+YG7/LZUuo2MQeGfiOpkFy1SrJjz/ePXyyJs747pq8TCYSKhYtMuzbmf2u\n/9Ocsl+jPZ6NRCJzIpHIb8MGdho92raVKzNyX88E7YYNEyko2D1k/8mTSaU0zMp8Gq1FTGmawpoe\nTh4hLSYdGBBAE23Uhhr3WWqrg0MkW4xpsj9pNu/NFEOOC6pezT51maB0JF33YenvMx8W6P0DEltZ\nm6HeWdkVpKqouD50SCRSLj9+lWTqBYlkeG22Ep9X4kQVblIjvNZdsaFGulG9jy10jkaZafqVGuQg\nt+jpMxa6y+suU5OjdmNERGe9jHOoo5zt637lVL9wuDPt5fP6GCklZb0PveNVb/ubNzzkVfd71f2m\n+Yu3PGqhl621VIM63Q0yyecc6lu+7CrfcrNjnWeyo3Q3MGcJWYNqM1xrpht0MtTBfp1xQpZUb7Hz\nVVlimKt1FL4lWGeOTa5W5AjthffTTSQfk0j+XX7sctFIBj6OFdc3TVxmWCVb+3sSVfT6QWZxqSRL\n/5duB9JhaGaxBDSIvCIGZWkgPu/R4O+2qPgveDGQG2qrtVJtDQvezJ210ttNnZrJ4SeC06G5o5S/\nO/hkc+bI695dfrc2VhtbQNWKFRI1Nf9dlbJUKpWh0t8nKG36QSsWLtRtn9x9CZoRiccVjxmz28n+\nBfvnyB9szEQKC4Ok7Kgsx7R3xOQD+dvveXcOI9pgbTHmoEAIds7TjD4guz16jKLrEOY+zL5nZB5f\nWMqAw4Ok7MDrgpZHJhj8Ld44LdAt65ZBmb/9JDrsx6qbgxZLJOTtVjCKkpOouJnSc4mFE/iMR0/X\nGLlDfeP5YtEjRSLhqrCd/UytGdY7Sy/PiYWsenUw3jDXeMf53nGukW4Sy0D9Pl+JPfzY+/5hnts9\n50zjnKmPA7L2vdwVIiI66KxDC0bnQWUsqI5BTF6T0VLudJbC4GOzzHKjWpuMdKphTgxNym9GUqMl\nLlJpuiGuUCb8+ZJUZZ3viinXxXWhfwepVI36xh+IREaJxzKgKSQ2UnFT4GhRkAFNItUY3FMdp9I+\nQzmItS9QtYJxGQjaNiPZyJKHGHQM+RlYOe2IeY/Sezxdwg9q/AvmPE1BEcPbKDsxb1rQwZico6Rs\n+ut07srAIbnZT1NSFo/L2w2SFVWzZ+82KQxs57xnMnnJf75SljWaf9DdyisbP1713LlaobplhVh5\nuVjfvhpmzMjdpvn5jJuSO7J/843aVmmMdu0DzbLZmUshbEckwrjjefdFtmVZGR3xJapW89Ermcf2\nO4G8Dpkr/EPvc6l7n40ZVvnKLiO1jc3Xhg6JRGLy4zdLWZUR6T+qWLlbJWywwfelMhBnLbOfoa60\nxRzv+EFo1f/t1yxigCMc5Bbt9THDtd7yMzU2ZLRPWxATl69QO+21016+wn9rQlavyiw3e90l4tqZ\n6nrDfSmrhOxdF9nkJQOcr9xRoWNTUjb4sUYfKPeb0Ik5zeT+9xXEbxaJZPDvtvk6UtV0+kn4GNjw\nCHUf0uvczOIIKt75ZfTNgqT//rPUbGDESZnHwpaPWTGNsVkOCNBkqfd3xhycvZxGM2a+RCzGuBy1\nG2dMC/TJsnUo2AUaZsyQN2aMSLvcWp0l6+rULFq021qXfKIO8f9MUlbSt694Scnu9cCcMEHjxo3q\nV67M+d45J/sTtDDnz6QmB7IAXXrQb1jAK2srJhzB+3PZtDr7PcYeF7ypLnwyu/jBx5BXwqIWB3xb\nRryIAV8JTMrrM0wKOx9D4QBWXpdZXP4I2n8lkMdoXBU6LBbdWzz6dQ2JX0kmw8uAFBirzKW2eVal\nDLw70dVhhrhcpRkWu0AyC1HX9nqb6pdG+7q1ZnjWGZb62/8vrJVaQsAde8GzTve+ZwzxBQe5RZkM\nPB+375Xwnsts9IL+ztVTZpynre5T7WGlfqBQeN5lMrlEQ+IasehJYtEDwn9g4xoqb6bk5KAyHBap\nFCt/ReEgOmfYQqzdwEePBGKxsSyGPRb9kYJSBmQ5NTn/b8H1j2tDUrb63UBmaEIbJjebMfNFhk+i\nJCTftTVsWMeK93IqGptKpdTPmLFbpDC2LVok1di4eycv589X0r+/vAx54/+1SVkkGlU6atTut1ti\n95iTT5kisWyZxMYcju1P2jsQ7pubo2Rv0gGBXllbZUGaD5DZ/8h+j357BpOY8x7JLj6viKHHB16Y\njVkYXA/6JolaVmSY1EViwRv9ljeozHA6tuyKoFWz6acZheXHf4FSdY1nSqXCV706+IYin7PZNWq9\nldFnljvSYBerMC2rihlExAx1gkPcpsxI8/zOi75nndzff/9pbLbUq35khusU6eYgNxnjG2IhzMF3\nRlAhu9QGz+jnLL1kptlVZ56NLtXOARnJX6RSKXWN30WR/HgGE8aw+SpS9ZRdmVncltfZ+mZQgY5k\nyONbcR/J+uy0yeqree/RwCUknmWFau4jdBlEjzYMjjV3HCa2MSmrqQ7kMHLFJ2vu0EzJHZUosXSp\n1ObNu000FrtXo2z+/IyU/JvxX5uUQacxY1QsWJDz9mIziseOJRLZPjqbSzRbRuRUr6z5LSVnemUH\nUr2VJW0cdug3hrKebUvKotFASHbRP2jIIqmCkV+hrpLlWbRSO0+k0/iAJJzp9637N4h3ZmX4ViTI\nG0jHM9hyB/XhBXgjkc7y49dKpt7QmAzfco2I6Oo6cX2tc6ZEhi3Ebo4z2GUqvGWR70nIzgatRA/7\nuNIefqxBlddcZJrLbQmpp/Z/Gdt8bLprvegcW3xgvLMc4HqlGUxH7oikekv8eHtC1ttpGcZvsc4Z\nYjrr6paMJmAbk3+QTL0oP/5z0f+PvfMMj6M8v/5vZqt6b7bci2zLapYbvddAILQQSggt1IRAqCH0\nlkAKIRCCAwQIpiTUUAKhmW7LtixL7nKRq7pWXdrd2Zn3w7NrC/8N8czzLAHlPdfyPTI1AAAgAElE\nQVSViy95zq61M7P33ve5z9FsbHyHN0LXPEi9ALw2ZcVb7xX3Ut659s5Zlrh3s2ZDhv0vSta/CuE+\n8QxxgoFukXdZcoLceG/ZWzCiCHLHOucAWP6pWBZQ5U+25DMhoSmR0B/vhlhGdDzilfpqatATE/FP\ncHbf/SdEgkG61q373yzKgu3tDDQ1xYXflZyMf+JEelVuSUbhqawETSO0yF5H4iuRmQUTp6jbwIx5\n18iOMDVNOE/XviMeBE5ReqL4xbr2PWfnxxwGibmw+hln5yddBIHl0GbzM3MlwohLha6sf429sxm/\nBM0DHfZ0N279bHTtIELGDVhWy16f00kllz9j0kkLF2Nh7/PK47tM5g66qWEll2PQbet8DMIg9gCO\nYB7TOZc2VvAul7KIe76VxVkfzVTzR97mQrbzCZM5laN4jPEc69gKJMIga7iGDj5gHFfbLsgsTFq5\nAoNt5PIwri9ZhNjjWauDkHENurYPbv1Ce2+841ZxTWfeZO9c/2roeA1GXC7uKTto/RS6Vol72AlW\nPQMp0dg2R+f/BZGw3OgyOACrPpTvkkFUT+aGcoV6spJKsWymCKGqKrTERNw2NVl7g76aGpJKS9Fc\naramd0fX2rVYhrFzIdEOvt1FWWwDM866snjYYuipqbinTlWvK5u5r7hBVHQPs/Nh3FR5sT+IB0lf\nJ9RLFKGTDhEhvnUOA8p1txg/bHgdgg6KhXFngjsZ6h+xf3bE5aD5YNvv7Z1z50PaFdD7LAT3flSv\naRo+90NAL0HDntecjxKyuJdBPqODO+29XyCHoynibnpZRR0XEmTvi8Ld4cIbLWAep4jTaGYJ73Ip\nn3EbrSzf6+zO/xYC1LOY+/g3F7CFdxjLURzJo0znXDx76a6/J4TpYiWXEuAzJvAL2xoygE5+Tz9v\nk8kt+LHXjQgZ1wABfO4/7b1zP0BwJfQ8DWmXg3uEvTe87Xeg+2HEZfbOAax7GDxpMNaBSH+gHRre\nFstCdje3Y6h7FZJzYJxEJuTKBRAaVKQnWwDTZkGiAp/MYBBqlygdXYIoyjyVlWhutSYRlmnSt2wZ\nSTMkg9y/AjFZ1f9kpwyIq64suaKCYEMDRiCgnNs7ezbhqiq149eZ+woDvw1r1fBVHhLVlYXleEoO\nEyNImRGmxydCfOtedZ7LOfUMoSmrf8XB66eIwmzzcxC0eT14cyHvHGh+EkI2i5SMa0BPhfYbbB3T\n9al4XDcSMZ/HiLxu62wKp5DK+XQzj17s6/iyOYxp/IFBGqnjfAYku1s+UinmHI7ir0zhB3Swmo+5\ngff5CRt4jRA9UvwqYTDIZt7jQ67mA66gkYWM5ziO4nEquIxE9s7i5MsQpJk6LqSX1RRxD/mcZJuj\nn3fo5Lckcyqp2NNYGea/Mcwn8LiuRtdtJn503AhaMmRcZ+9cqBma/wZ5PwKvzb/fYBtseUEI/N0O\nCuG1L4glI6dZl0ZILChNPx50ic7MsrfAmwBTD3DOAUKSsqpK3eiyrloUZgpDyK1QiPCyZXHRkw1u\n3Eikpyeum5edK1agud2kTrbvhfetLsr8OTn48/LiK/aPVtO9ceiWeWbPxmxtJdLQoI409mulSlHk\n0qxDhSh0ZZUcT3IGTJorV5SBGGH2tIjVcicYMRfSxsqNMCODsOlv9s8WXgVWEHY8aO+cKxMyfgH9\nb0D/AltHPa7r0LTphIxLsSx73cFMbsbHbNq4miD277F05lDCI5gMUst5dCF/D/lIZRpncQxPUsFP\nAVjOw7zJWVTxK7bzCYaDJQNZmIRpYglLuZ83OZOl/JZBApRwIcfwFGVcRMJexhx9FfpYRy3nEaKZ\nafyRbL4yxW6PCLGeVn6ClxKy+JUtTzjL6iUUvgRNm4zHZTM8fOBj6HsVMm7Y66SKndjxoFgMKLRp\nFguw8Ukh8Hc6ulz9LGROgVyHnlb1H8Bgt3h2yaDmLSg+GHyS9hA1HwtT8FmHyfHEsCQql1HYKQvX\n1UEwiGeOzQSWvUBs8pUcz07ZihWkTZmCy2t/cedbXZSB6JbF0xYjtp0RF2f/qIBR6QgzFgar0tlf\n02CJCmuMo2HjUuiW8KCafhy4vbD8JWfnNU10yxregV4HWsTMCsic6Uzwn1gEWSeKLxjDZmcn7Sfg\nLoT262y9rqZ58bn/gsUOQsYvbL2khodc5qGTTjM/wqDZ3nsGkplKCY/jJo2VXEoLb9rm2BNc+BjH\n0RzGgxzCA4zlSFqoYRF38wY/4DNuYwP/pJstcRtx9tHIJt5iEffwOj/gM25mOx8zgv04kHs5kkeZ\nxPekxpRD0cHH1HIBYDGdeaRj3yogQgfNnAN4yOUxdBtmvwChyC1RT7J5aJoN/ZBlQdu14BoJ6VfY\ne9NGt7hnsk6EBJvGpJYF9fMgZ19Id7D12LUZtn4I085wLtCveRF8yTBFIjy8eZOwwyhXkAG5+H3w\n+qBUkX1F1ScwdiLkqHPG3ynyj0OnrLe6Gs3tJjEOWrUYAg43L2E4FGXTp9O5ciWmbBzQl8CTk4N3\n5Mi4FGWekhLw+QhXSXahhiIWTl71sRq+tEyYXA6LHYrrh6LiaPGQrHnbOYc/BaYcKR50Tse+xWeJ\nuJXVzzo7P+ki6FwBbXsfS7QTo24AIwBN8+yd0xMg8w4IVkHfC7aOuvTZuF0/wTD/TMS0Z57rJpc8\nnowK/8/DdNCFSmAUpfyVVMqo52Y28xCWQv+xDCZSzmUcy3wO4B7GcCQ9bGE5f+ZdLuYNTucTfslK\nnmQrHxBgHSF697pYC9NPJxvYxsesZj6fcRtvchZvcz7LeIB2VjGS/dmHW/kOzzKTq8hmurJUAguL\n7TzNaq4igTGU8iTJjrzMwrRwEQbbyeMxPNjLjIyYizAiD+DWL8al2xyh9b0EwYWQdTvoNkX6jfPA\n6ITR9sb3ADR/CD3rYOKP7Z+FXR31aWc5O29GhIt/8XfAIyGCj00YKo52zhHDkvehZB/wKzBktSxR\nlCnMuwThSqDn5OAaO1YpL4gGS2JxMbpP0nz3SxDq7qZv82bb8Uox/FdjllQgffp0IgMD9G7aROpE\nx6lNX4mkioq4jC81rxdPebl6sf/s/eHtV6G1Wc2vl5mHwj8eFFlpMjfy+EpIzYHqN+FAh6vlAGUn\nwYrXYWs1jHawgp01FfIqYdXTMMuBK/jY02HplbDuz+IXuB2kzoa0Q4RoecTloNt4MKScLbIC228U\nAc423NO9rjuJRF4nGD6fBO+yvY5gAvAxnRwepIXzaePqqHWCvYLDQxrT+CMb+TXb+Cu9rGUyd+Ah\nzRbPV0HHRQ5l5CDGTH000UINAdYSoJ51/OMLaQU6Hvxk4CEFF96oR5hFhDAmYUL0EiRAhOCQV9FI\noZBcysmgiFzKSaZQaSzUUEQYYD130sbbZHEIk7jdVpRVDBYW7dzEIJ+SzR9sC/sta4CgcS4aI/G6\n77b54ga0/wK80yDlHHtnzSBs/x2kHwYpDrom6+cJgf+YU+2ftSxY+TexcZnuMBZp46fQ2wrlktF3\n1W9C7jgY4SCvcyg620V03kU2/eG+DBvWQqBdeVEWqqrCM2sWmsJ0ABDeen3LlpFx7LFKeYciFq/k\ntFP2rS/Khor941mUBd58k0h/P65Em7/y/gO8s2fT//jjWJGIuvXcWdEbpOoTNTmYsw6F+b8VWWmz\nJXQIui62MJe8LjQNTv+9Jd8VgtnlLzkrygCKz4b3fwZtqyB7mr2znmQY/0MRu1T5O/Db1AqNuh5W\nHAUt8yH/vL0/p7kg6x5oPB66HoH0vc8Z1LQkfJ7HGQwfQsi4AZ/nj7bechLHkMH1BPgVHkaTwbW2\nzoMogiZwI8lMYyP3UssPKeJeR12fvUES+YzjaMYhugsRwvTRSC/b6KOJQQIECRCiF5MQEUIIC1sf\nHpJJYRQ+0vGRTjIFJFFAMiNwOyiKnGCALazhGvrZFDWFPcdx8dfNn+nhKdK4lBTsFyihyM1Y1lr8\nnrfRNJuFdPejEF4H+a/YN3xt/huEGqHoSXvnAAaahcB/8qUilcMumquhfTUc+Wf7Z2NY/pIwm50m\nsTEZGoQV78Mh58pHGFUvEMWmqrzLmHZ5lrqizOzpwVi1ioRTTlHGGUOosZFwS0vcRf6AIzsMGAbj\ny68jAzO5vBxMk/44LBR4Z83C6uvDWL1aHWksnFyV2L/8AFFALXlfnmvGsdDbIWeNkZQFEw9yrisD\nmHq6+IJY6UCwD+JBbwZhw+P2z2YcAckVwgjThuM+AInfgYRDhW9ZxN4GqEs/IDrG/BMR075GMI2f\nkMwZdHI/PTiIq0L4j+VzEiX8BZMQtfyIHTz3tVhbuPCQymhGsC+TOIkSzmcmV7Mvt7I/d3MQv+Eg\n7uMA7mY/bmMW11DKhRRxKiPZn3QmfG0FWQtvUsNZhGijmAco5EeOC7JeXqGDO0jieDKwpysEiJif\nYUR+j1u/CJduc7Eg0gUdN4P/IEj6rr2zVgS23QvJlZBuf6GB9Y+CGRb3qhOsfBpcXmGj4wSWJZ5R\nU48SmjKnWPkhBPuhcu+zTL8USz6AhCQoVmTIWvWJ0DBPkOzgDUG4uhosKz6msdGJV1wzL+vqcCcn\nkzxmjKPz3/qizJOURMr48QSiLcN4IPYBxiNuyRMVMiodYXq9UD5711aMLJJShKeNCrF/2ZFRawyJ\ngHIQob7Na6DJphlrDEl5MPYIoRmxWxgBpBdD7kHCs8zueU2DwmthYC2027Tm0DTI/h2YAQjsfeh4\nDF7XXWjaRILhC2xvY2poZHMPCRxCG9fTj/PrIYUSynmWdOawid+whqsJo9525tsGgz7quZV6biaZ\nIsqZTzpzHfMNsohWfoaPOWTzB9tGtZbVT9A4H43R0fgumwjcDZE2cc3a7fK0vQID9TDqWvtnzYi4\nN/MPh1QHBYNpwJpnYfyx4N/7cPYvYGs1BLbKBZCDGF16/WLzUhZL3hcB5G4bwfFfhcWfCg2zwjFj\n7LvQE8d4paQyh5u0e4HAihWkT5uGpjsrr771RRmINmFnHG0xfGPH4kpPj4uuzD15MlpqqlqxP4h2\ncl019Pep4Zt5qPC26ZP0g0rOgMn7iAeNDGLr5U6zMEFEpnRvgW0Oi9fJl0DvRmj8t/2zOaeITbIt\nd9lfWPCVQcq50PmAiKyxAU1LxOd+HIsthAz7ejqxkfkIXqbQwgUMstQ2Rwwe0pnK7xnLlQT4lGWc\nRrtEofdtRydV1HA6LbzJKC5kOg/jw0Z80W4IsYpmfoSHUeTxODr2heYh41osax0+z6NoWoq9w+FN\n0Hk/pPwQ/DbtBywLtt4l7pFsBxKM7W9A/1ZxjzrB5vehr9m5wB/Es0l3QcnxzjlA/IAtPkTeCqOt\nCTatFnIUFWhthob1yk1jw1VVuMaMwZUj5+e3J/QtW4Z/wgTcqQpC2L8EnStWOBb5wzApyjKmT6dr\n3ToioVBc+DVNI6m8PC6dMk3X8c6cuXMFWBlm7Sd0W8sU8VYeIvhqFIxEZxwLG6shIBGPlVEIo2eJ\nkF+nmHSiCCpf9bSz86O+B/5c4RZuF5pbbGL2VkPASRbnHULob9NQFsCl74fHdR2G+QRGxP4IWCeZ\nPObjIo9mziaEw24lovs2kjMp42m85LKGa1jHTf9TXTODXjbwK1ZyKRoeSvgLo7kITULyG6aBJn6A\nRiJ5PIsL+90eI/ImhvkwbteVuHQHX+Ttv4jqIO13dOl4E3qXwahf2NehAdQ/DIkjodDmyDSGVU+D\nLw0mSIwMl78EEw4UcgunaFwPjfXimSmLWFzeTEVFWcx2SaGeDESnLB6jSxBFWTxHlwMtLQy2tpLu\nUOQPw6QoS58+Hcsw6F6ryMV+D0gqL6e/thYrDtYbnjlzCNfWYg0MqCONuSurCicv21e0vGVzMGFX\nTIiMNQaIjaYti6HDoVu8NxkmnQRrnoewg7+9ywsTzoftr0PfFvvnc88C32hn3TL3CEi/Bnr/DgP2\nC2WP62Z0bQZB42JMy35x7CaXfJ5Dw0cTZxBmq22OoUhiIqU8ySgupI13qOZkmnjlC9uSww0WFq28\nHf23vsgIzqCcZ0hFbrRi0EwTp2NhkM9ztq0vACyrjZBxAZo2Ha/LftQWA59D73OQ/nNwj7T74rDl\nTvCNgVwHW9o9G2HH2zDhAhGtZhfBHlj3IhSdBm6HNhZNq8X/yuynLXwBMZmHirzLJR9AUioUKSpK\nFn8qtMsl6kxYI83NRBoa4mIaa3R1Mbhx49ci8s+Q8EAbFkXZ1xW3ZA4MMBCHws87Zw4YBiGV49H0\nDCgqhsWKxP7+ROFtU/WuPNe4ckjPl9eVxdbMa150zjH9HAh2wfp/Ojs/Kep/5CQPU/cIvUz3Z9D1\nof3zGdeCexS0/kSIom1AmMo+CfQSMi5wFPXlYTT5PIPFAE2cisF22xxDoeNmNBdRzjMkMpEN3Ekt\n59HNcinebyJ6WctKLmMdN+Ill1KeYBxX4XIwYhyKCG008X0itJHP03ixabaKsA0IGhdj0YHP/ZQ9\nk1gQGsu2nwijWLtxSgBdC6BnIYy6TtwjdlH/Z5FROfEC+2cB6l+CcL94NjhFzQtCZ1UuWZRV/wsK\nJkH+BDkeEF6TlQc733r/P3yfQNksUOj3tdM0Nh5O/svFcySpvFw5dwyxGuR/vlOWOnkyuscT37il\n6AcZjxFmrFWrXFc2cz9Y+rkYO6rA7MOFx01nuxyPpgkTxOX/hojhnCdnIhSWyxVlYw6FlEJY+ZSz\n88ljYeTxwjU84iDeJ+888OTB1nvsn9UTIes+CNVAt/0tUF2fhtd9LxHzXxiRB+y/PuBlKvk8S4QA\njZyGgcRIOopExjOdR5jErQRpoo7zWcP1DEh2474JCNJMPbexnLPoYy3juZYyniAFeXfxCO008n0M\ntpDHU/hw1hEwzHlEzJfxuO7EpTvo2vX8FYJLIfte0B1sHW65C7wFkH+u/bNGv9i6HPU9SLLfIQRg\nxZOQPgFGSjjeL3sBxu0LaTZD14ciOAArP1ATQL59E2zfKJ7hKjAwIDTLqvVkixaBy4UnDhFIse/u\n5DhvXvpzckjIc+4POiyKMpfXS9qUKQRqa+P2GglTp6L5fPRWVyvndhUU4Bo1itAiCZuIPWH2/tDd\nBWsU2YXMOkyMFpRZYwRg3UI5nvJTRA5mYJuz85ouxLyb3nYWuwRQ9BMItkHD8/bPuhJEnl/g39Dt\n4G+RfBr4DxBBz5Eu28fd+mW49OMJRa4jYjrr1PooJ5/5RGihidMwsBm4vgdoaORyHJW8xCguJMAn\nVHMK9dz6rSzOgjSxgV+zlBNp5S1GchaVvEIBp6Eh37mI0EkTp2OwiTyeJAFnBYVpriBkXIVLOxKP\ny0HOpNkttGT+/SDZQYB390LofA9GXgW6g67hpmcgFBD3pBN0b4EtC4SPodONwpZ1sKNWPJtksHKB\n8ChTMbqMJbKoyrtctggMQ/zwV4jQokV4SkrQFfuBAvRVV+PJy8NbUKCcO4ZAbS0ZJSVSprfDoiiD\naAZmHDtlusdDUmkpfXEoykDoypQXZXOiUSiqIpeKZwl7DBVFWdmR4HLD0jckeaIjTJktzOKzxfjP\naexS/qGQOgXW2gwaj2HEpeDOgs232T+raZB9v7AdCNzh4LiGz/0YGrkEjTOwLGfbun5mksffMNhB\nEydhsMMRz+5wkchoLqKSVxjB6Tv1Zmu4gR4HIelfN/pYRz23sZQTaeZlcjmOGbzIWK7Ajc1txi9B\nhHaaOIUQ9eTyGAnYjECKwrIGGDTOAFLxeZ5A0xx8PXTcCZEWcU06+WLafBt4smGEg61Jy4J1D0J6\nKeQ6+xuw8mnAEs8Ep4h17mVd/Je+Dr5ENVYYi9+D7AIYN1WeC2DRx7si/RTBMk1CS5bERU8GIvMy\nniHklmnSuXKl1OgShlFRll5SQt/WrYS67HcL9hZJM2bQu2yZI/3Nf4J3zhwimzYRaW1VR1o4BvJH\nqjORdXug4iA1OZhJaTD1APmiLH8K5E+TG2FmT4P8mc6NZDUNii6HjiXQ5mAE7UqGwqsh8BZ0Ozjv\nnwGp50HnHyBo369P07LweZ7CsuoJGZc7vr4TmEs+8zFooZGTCeOwe7kHeMlmHFdSyauM5Ew6+Zxa\nzmU559DMK0ToV/ZasogwSCtvUcdF1HAGbbxDHt+jkleYyI34kRhp7QaDZho5iTAbyeMJEnHu1B4y\nfo5lrYwWZA7GL6E1UQuMH4Hfflg63QvFPVB4DbgchLi3fgqB5VB0mbOC8AuxSuPtn4+h5kWxGZ4x\nyjmHZYlnY+nhwqNMBrHpxqzD1PmJVX0MU6YL7bIiGPX1WJ2dcdm8NAcH6V+1Kq4i/56NGzH6+x3H\nK8UwbIqyr0vsH+nsJLhpk3LuuOjKNE10y6o+dh7evTtmHQZb6qFJwQip8juwpQ5aHWwuDkX5ybDh\nY+iRGJsVnw0ty6DV4ah3/A/BnQzrHnJ2fsRlolu2xUG3DET8kp4CbZc7+qxd+sF4XL/EMJ/CMB2k\nFEThZw4FPI9JJ42cSIh6x1x7gpdsxnIFs3iTcVxNhF7WcydVHMU6bqGDjzGJjzXOV8HEoJNFrOcu\nFnM06/glQXYwhp8yizeZwHVSnmN7QphtNHJyNGB8Pokc7JjLiMzHMB/B47oat36UfQLLgtbLQU+C\nrF85exObb492yRw68K99UORcjnOYq9u0FDrWQPEPnZ0HsQm+dSlUSI4ut66C1s1QeZwcD8CGFdDR\nom50aRhCqzzbYTfySxCOToriIvKvq4NIhKQ4dspitcf/L8qi+DqKstgHGg8TWc+MGaDr6v3KZh8A\nTTtga4MivuiNraJbNiPqASRrJFt2stj4qn3VOceU08X6/AoHGXsAnhRRmDU8D4MOup3uFKEt63gT\nehwYsrpyIOtuGFgAvQ60bYDHdRO6dhgh46dETOcbjz4qyOfvWIRo5EQGiYMOk0RGcDoVvEAJj5HN\nkXTwIau5kiqOYA3X08RLDLAtbhFOQZpo5jXWcROLOZKVXEYr/yKTAyjmT1TyKoX8EDfqjSpDrKKR\n4zFpJ5/nSGAfx1ymuZqgcTG6dgAelwNPMYDef8DAe5B5J7gddNl6Fgu/vpE/F51ju+hvhC0vwoTz\nwO2gywaw4glw+aDIQXh5DDVR3z9ZK4zq6ARBhT9ZVUxPpsifbNVy6OvdJY9RhFBVFVpKCu4pU5Ty\nAjtlR/EcXwbq6kDTdkY/OsWwKcqSRo3Ck5YW36KspARcrrjoyvTkZNzFxfER+4PQAKjA+GLIyFFT\nlI0sgrzx8iPMkaWQPUGsoTtFUi5MOE5sYUbCzjiKLhd5mE7sMQBGXA7uDNhyu7PzqReCrxLafg5m\nr+3jmubC73kajQyCxvdtxzANhY8SRvAqOqk0cSr9LHDM9VXQ0EiljEncxGzeYRoPkM0R9FDLBu6m\nmhNZzNGs4kq28ihtvEcf64mw95uyJkH62UA7C9jK46zhGpZwHEs4jvXcRicLyWB/pvAbZvMuk7mD\ndGbbjjTaWwywkEZOAnQKeAU/DkaFUVhWH4PGaUASPs8zaJoDXy+zF9quAl8FpF3s7I1svkNc+yMu\nc3a+/s9CF1rksMtmDIrItUnfA3+6Mw6A5S/CiFKxGS6DpW/A2DLIsunxticseR8KJ0D+aHku2PVd\noto0tqoKT2UlmirLjiHoXbYMV3o6vrFjlXPHEKirI2X8eDxJDn8UROHcMvobBk3TyJg+Pa7B5Lrf\nT2JxcVw2MEGMMAdefhnLsqS2N76AKdMhLV2MME+VaMvHoOvC3X/J+2JkIfM+NU38EnzvMbH+7TRG\nRNOg4lR47z7obYPkbGc808+F+ldg01sw0UE0StpUKDgK1v0Jpl0rzGXtwJ0KI38Gm28RnYMUm9lv\nmgtyHoRt+0DH7cKSwCY0LRefZz6D4SMIGufic//DmeAb8DCOAl6lmTNo5myyuIdUJGJr/gN0PGSw\nLxnsi4XFAJvpYjE91NHLKgJ8AkO6Zi6S8JCFm1R0fOj4AAuTEBZhDLoI0UGEL0aL+RlFCqWM4AzS\nmE0i4+NWgO2OXl6ilat2esS5HRjDxiD8yC7Cslbj9/wLXXOodeu4EyLbIf8fztz3exZDx2sw5g7R\nMbaLyKBI1Rh5HKQ4LIbW/xMGA1DiwIYjhsA22PgpfMf+ws0X0NcJaz6FEx14vO0Ow4DqD+HI0+W5\nYqj6BEaNhRHOr73dYQWDhGtqSL7SfvTb3qAvKvJX9r26BwTq6qRHlzCMOmWwawMzHkL8GJIrKnYm\nzauGd/ZsrI4OIhvt5Rl+JXRdrC0vVhRODqIN3rpDaMtkUfkdCA3AKgfmqUNRcZoIIa61GfA9FOOP\ngcQcMcZwiqk/g4FG2PIPZ+dH/gzcmdBws7Pz/rmQegF0/g6CzkaQLv0gvK57iZivEI44CKEeAje5\nFPAyCRxEO9fSzm1YqE/F2B0aGomMpYBTmcztzOAF5vIhZTzNZO5mNJeSy/EkUYSbJMDCoBODbsBE\nx08ik8jlGEZzMZO5k1KeZA4LqORliribEZxBEhO/loLMwiLAb2jlcvzMoIBXpAoyACNyPxHzWTyu\nO3DpRzgjCdZB52+FuD/B4Qi14Sahpxx5hcPzz0KwFaY4PA/ink8phDESuqtYp75CYvwJUPNv8Syr\nVDC6XLMU+rrVRStZljCNVe1Ptnw5hMN44xBCbobD9NXWxlXkbwwM0FNfr6QoGzadMhBxS6HOTvq3\nbSNplMTmy1cgqaKCliefJNTYqNzvxBMV+4cWLcI9QYGDcwyz94f33oCONsh02EUaiphgtOpdGDNZ\njmvaQeBNEO36iqOd8xSWi5HBsn/Avg6dvF0e4VlW/SD0t0Gig79VwZGQWgRr/uBMcOxOFS7/m66H\nrs8gzYHfVNavoe9VaLkICj911L1wu64gYi0hHLkJXSvH7XLulaSTQh5P0M7NdPMIYTaQwx9xkeaY\n0wlcJJLMFJJRr1mJJ0z6aOMq+niNZE4jm3vRsNmF3Q0R831Cketw6Sfhcem1uYQAACAASURBVF3v\njMQyofVi0NMg+z5nHF2fQuBtGHevsy6ZZcGaByCtWFjTOEHPDuFTOOd6ESDuFMv+IUaXeUXOOUBo\nbJMzYdJcOR6AxVH7opnOt3K/gIYNIog8DqNLIC52GANr1mAFg3EtyrpWr8Yyzf/fKdsdO8X+cRxh\nxlXsP306WkJCfMLJQV0OZuEEKBijJnLJlwAlh4oHkUyHU9Og/FRY9x70SSQOTP8RmGHnnmWaLowr\n2xdDq0Nj3BGXgycHNjvslrkyIft3EFwE3fMcUQj/snnoWilB42xMU64rquEmm7vJ4i4GWMAOjpUK\nMv9fQZiN7OA4+niDDG4km99LF2SmtZnB8A/QtCJ87sedj3S6H4XBzyD7t+By+GOv4SaRaOFUS9b6\nCQRqRJfM6b9j1dOiwJSJVQpsEybWM05zzgFgmiJ+ruJoNXFIVe/ApDLIzJXngl32SnEQ+ev5+bgK\n1Y1EY/haRP7RmkPWowyGa1EWT7F/mYgdiYfYX3O78cycqV7sXzYLvF51Yn9Ng9lHCF2ZIRGTFEPl\ncdC8EbZLfklXnCo/wswthdwK51uYILYwPamw1ll0Ea4kGHW9cDbvcviZJZ8JCYdC+w1gOEsq0LRE\nfJ4XAJ1B4wQsq9PZexmCVM6lgBew6GMHx9HLS9KcwxV9vMUOjiVCC/nMJ53L0JDTxFhWD4Ph7wJh\n/O4X0DSHBrZGC7RfBwkHQ4pDrWrnAuj6QGRcuhw6uK95ALwZzm0wLEvc6yP2gUyJrv/ymGGspBXG\n+sXQ1aJm63KwH5Z/qi5aCcToMj0DJikyoY0itHAh3rlz46L56l22DD0hgYTJklOdr0Cgrg7d5yN1\nouSCB8OsKPNlZJA4cmRcizJ3air+iRPjpyubM4dwdTVWMKiO1O+H0pnqTGRB3Oi9XUKzIIvKqDXG\nktfkeArLIXu8GCPIYPo50LwUWh1eR54UsZq/+R/Q59BAteBi8OZDwy+ddRA1DXL+BOYAtP3U2XsA\ndG08fs8LWNZGguHTsSz5ItzPbEbwFl6m08rltHIl5jfI/PW/DZNB2vgFLZyHm7GM4C0SOEia17Ii\nBI0zo8L+59F1iTFb28/A7IOch50btTbcLDIuCxxubPZuhq0vw8QLwe2wqGtaAu2r5AT+EB1dlsiP\nLpe8JkaoKvIuaz6BcAjmONQL7glVnwiNsq6udIi0txOpr4+LPxlA37JlJJWVxWWrM4ZAXR1pU6ag\nu+UVYcOqKAOhK4vnBiYIXVk8xpcQNc4LhYTwUSXmHAC1S2BA0ZdfzPNGhTVG9igYVy5flGma+KW6\n9j3oDzjnmXYm6B6odW6iKkTHJqz9o7PzrkQYfRN0fSQ0N07gLYLMm4WHVK9zDzeXfiBe90NErHcI\nRa52zDMUbvIp4AXS+Rm9/J0dHE0Qxdf8txAh1tDIcfTwBKlcxAj+iQc1+thw5EYi5ht43fc7F/YD\n9L0Gvc9C5o3gdajPC/wLuj+G0b8U+a9OsOYPQDRNwylqHwN3AkyRGDt2bhdbl7ICfxDPwCn7QUqm\nPFfVu+DxQrki/VdbC2xYu8tmSRHiaRprmSZ9NTVx1ZMBdK5YoURPBsOwKMsoKaFz9WpMFWO1L0Fy\nRQXBTZswOuXHObvDO1eIO0MLJYO6d8ecA6NOzIp4M3JgcjksekcNX+XxsPYz6JHQg0F0hGnIjTAT\ns2HSibDqb2A47Fgmj4VRJwvPsrB9zzAA8i8A/3jYdIPQvDhBxrXgLYPWSyDi/Hr1uM7H7boCI/JH\nwobDsexu0HCTwbXk83fM6DgzwL1Y/wVH/v82xO7nH9nOURg0k8ffyOIWaf1YDOHIPMKR+3DrF+Fx\nOfTyAhF633IJeKdDxg3OOCwTNv1CXNv5DpdyQl2w4VEYcxokOSxaw/1CO1p0Kvgklk6WR0fwsqPL\n1i2wuVaNiz+IoqxkH0iQ883aiZj8Zc6BaviiCC1aBLqOZ6Zzv70vw+CmTUS6u+NalAUDAfq3b///\nRdmXIaOkBDMYpLtebbzLUMRT7O8qLEQfMUK9rmzWfqKTtOgjdZyzD4faz4R2QRYzjxMi1+p/yfGM\nqoSscbD0OTme0vNhoF34FznF1Ksg3AUbn3B2XvfCmNugrwZaHY5kNQ/kPgqRZqEBkoDXdR8u/URC\nkaswIhJZo7shgf0YyfskczKd3M8Ojo1LCsA3FUFW0MgJBLiHRI6ikAUkoigSBzAibxAyLsOlH4PX\nLVlQt98AkUbIfQw0hwVj69+hbzmMuV1c406w/jEI94h7zCnWvgChbnGvy6D6eSiYDvmSOquYifZM\nBx6Ju6OzDdYuUzu6XPQR+BOgtFIdJ1G3genT0VMc6hu/AjGZUTyLsp3xStOnK+EbfkVZaSkQ5wzM\naFEWT12Z8qIsNQ2mlakT+4OwxgiHhHZBFhNmQnqevLu/psGM74stzB6JcPcxh0PKKKiTGGHmzIXs\nuWLM4rTTlfsDSCwWm5hO9Vz+mZB+pdjE7P/AGQfC8d/nfhpdm0vQ+CER83PHXLvDRRo53E8ufyVC\ngEaOp43riaC+G/1NgUkv7dzCDo4mzBZyeJg85uEiS9lrRMwlBI3T0bUKfO7nnDn2xzDwEXQ/DGk/\nBb/D0GjLENdyUom4tp3ANMQSTe6BkCVRINQ9DukToVBikzCwVYwuZ3zfOUcMS18XCScjJXVpsMsK\nQ1XeJcDCj2DGXLE0pgiWZRGqqopLCDlA79KlaB6PSOOJE3YWZdHaQxbDrihLnzoVzeUiUFsbt9fw\n5OTgLSykd6kCkfse4J0zh8iGDUTa2tQSzz0QqhdC2GGM0O6oOADcHjXWGLouNo6W/QsMyfc34/ti\nC3O5xGaf7hL2GJvehm6J8PWpV0LPetj2urPzmgvG3gED66D5KefvI/N28EyElnPB7PnP//8vezta\nAn7Py2iMZDD8XUxzpfP3tAckcRSFfEgqF9LD02xjP7p4DAtF1+w3ABYRepjPNvanm0dJ4SwK+Zhk\nTlD6OqZZz2D4eDRy8Hn+iaY5yJTcSdYLzeeCZwJk3emcp+kJGKgX7v0OkyLY+jL0bRb3llMENsDW\nD6H0PLlUkthSkWxRFuyHFe+LLpmKDcSqdyEpFaYqGgl2d4nMS8VWGEZ9PVYgED+R/9KlJBYXo/t8\nceEHCNTW4o0uGarAsCvKXD4faUVFce2UASRXVsbFFgN2CR7D8QgnH+iHOkXvOyFJaBZUiP1BaCn6\nu4S2TAYjyyB3Miz7uxxPyY8AS+RhOsWokyBpNKz+rXOOrBMhZY7wdIo4HBXriZD7BBhboO1a5+8F\n0LQc/N630PAyGD4a02qQ4tsdOslkcWt0Q3MaHdzEdg6hjzewcNhx/AbAwqKfd9jOEbRxDW5GUcBr\nZPMrXEjkLe4BprWNwfBRgInf8ya6li9H2H49GJsg96+gO9QoRfpEhFjKXMj6rvP3svr3kDweRkqM\n+Vb8VRSFxRLeZCBGl6NmQO4kOZ7a9yA0qE5Ptvg9qDwYFGwDAsLj0rKU68niKvK3LHqrq0mqVDtu\n3R2B2loySkuV2XkMu6IMRBuxQ/X24m5ImjGDgbVrifQ6FHF/BTwzZ4Kuqx9hxn7lqNSVzTpMaBc6\nJQX6AGVHiM6bqhFm/QLobnbOkz4eRh0MdX91Pn7U3TDlZ9DyEbQ5LLI1DcbfB6EdsP0PzjgAEvaD\n9Kug+8/QL1dIC6uMt7DoZzB8NJbVIsW3J/iYTj5/J48nARctXMh2jqCP179VxZkoxv7NDo6hmXOw\nGCCXeRTwT/yoN7S0rHYGw8dg0SEKMl0ywaD/A+h6CNKugASJTsm234trePx9zrtBLZ9C2+eiS+bU\nfd+MCG+ycUdBisO8T4D2BthcJSLeZFH9BviTYZqCTtSOBti+Ue3octHHosCrVJAyMAShRYvQkpNx\nT5umlBcgtHUrRnt7XE1jLdMkoHDzEoZrUVZSQt/mzYS6u+P2GskzZoBl0VdTo5xbT07GXVysvijL\nyYNxk9TqyuYcEc1DU9AtS0gRsUuy1hggHpSWCTWSgvTS86FzA2xZ4Jxj4gXgSYNV9gPCdyLtANFd\n2PorCEuMtTPvAM9kaDlPbNJJQNdL8Htew4p2ZSxLQWG+G0SG5RGM5H1yeBAI0cKP2cYBdPM4Jn3K\nX1MVTPrpZj7bOZRmfoRJF9n8lkI+IonjpI1g9wTL6hQFmbUBv+cVXLpkl8DsgZbzxeg76y7nPKFW\n2HYvZJ0AaRKWCqvuA18WTJDwFdv0NvRsg5LznHPArtGlbFFmWbDkdfGj1KNgzBbbiFdpGlv1MZRU\nQqKiTc4oQosW4Zk5My4eYjF5UXIcO2W9DQ0Yvb1kKtKTwXAtyqJ/oHj6le3cwIzjCDNUVaU+XH3O\nAcKV2VTUaZg2C5LT1FljzDpBOPvvWCfHU1AstqFqJI1kJ58M/gxY/hfnHJ4UmHwJbHkJejY45xl7\nD0R6Ycvdzjn0BMh7EoztUqayMbj0ffF7XsG01kYLMwl/uK+AhotkTmIkC8jhYVxk0M4v2UolbdxA\nkOVYKL5XHCLEKtq5ma3Mop1rohFTf6CQj0jhB2h44vK6ltXNYPgYTKsWn/vvuPSD5UlbrwBjsxh9\n6w4NWgG23iXGl+Pucc7RtQa2vQqTLwO3RHGwfB4k5sJEiREqCHnE6JmQPU6OZ2M1dGwXzz4VqHoH\nckfCOEWu+4ODUFOlXE9mDQ4SXr48fiL/ZctA10n8GkT+KuKVYhieRVn0D9QRR7G/t6AAT15e/MT+\ns2djBQIYqq09Zh8AnQFYt0oNn9sNMw+FRf+Wy66MIbYOvljCigLEeKTiNFj/IXQ1OufxJEDx2VD/\nkggpd4qinwpD2tW/c86RNA3yfgQ7HoKBTc55/HMh40boeUoYy0rCpR+Oz/0iprUy2qWR68B9FURx\ndgIjeJ0CXiOBw+nleXZwDNs5hAD3EWLV116ghainkz+wncPZzuF08xQJ7E8+LzGCf5PCqXErxgAs\nq5fB8HGYVjU+9/O4XQq0Sb0vQ89fIeMXYvTtFAObYMefIP88SJQoFFb/Dlx+KHKYkwnQ2wgbXhdL\nPC6JLcK2jbBliZrR5eJ/ikWnWLKJDCIRIfKffYSahQGA5YshFFJvGltTA+Fw/ET+1dUkTp2KK1Hi\nx8R/QGyhUJUdBgzToixp9Gg8qal0xlHsr2maEPvHyxYjaiIbVj3CjN1YKiOX5hwBTVtgi4ICMncM\njC1TM8Kc8X1RKMoK/ksvgEgIVv7NOUdigcjn2/BXCEqM+cbeJjYyG653zgGQ+UvwzYKWi8HYIccF\nuF3H4HM/j2ktYzB8JJbVIc35n+CnklweZBTLyOIeXGTSyf1s53C2MZdWrqaXVzFoVF6kGbTQx+u0\ncT1b2Y/tHESAX6ORQCZ3MJpqcnmEBObGZUw5FJbVFe2QLcTnno/bpaDjYjRBy4XgqxSpEDJouF74\n5Y251TnHQDNsfArGnwN+iXDtFU+AFRH3tAyqnxf/lQ0gB1jyTyjaD1IdhroPxZql0B2AuUfKc8UQ\nk7vMUluUheIo8ge+HpF/XR0p48fjSZbYbN4Nw7Io0zSNjJKSuHbKQIww+1etIjIwoJzbPW0aWnKy\nemf/sRMgN1+t2D9mUKhqhDnzeFjziby7f/5UsYm59Fk5npwSKJgDdY/JdQOn/hwiA7D2IeccvkIo\nvEYYcHZL+IRpHsj7G1gDQl/mdJFhCNyu70Y7ZrUMhg/HsiR84mzARRqpnEMBLzGaGrL4NV6K6ed1\nWrmErVSylQqa+CEd3EkPzzDA54RYj0n3Hgs2CwuTHsJsZJBF9PAcHdxDM+eyhUq2Uk4LP6aXF/Ew\ngSzuYhRLGcFrpHE+LhTE5OwFLKuDwfCRmNZifO5ncbskXeUFafSa6IO8p8W14hRdn4lrtfAa8ElY\nBqx7CMwQTJGwwbBMqH1ULO9kSm5LLnkGxu0LmWPkeNq2wqYaNYaxsOsZrFLkv/gTmDwNMtX554FI\nrXEVFuJSZCXxBe6mJsKNjSTHOV4pUFendHQJw7QoAzHCDNTVqddkDUHyjBkQidAfh+JPc7nwzp6t\nvijTNLHWvPAjNeNGgMIJMGKs0DKowMzj1bj7A1T+ABoWiXGDDMouhLaVsEPi80gvhpHfEcaXhoRA\nfdQ1Ish5w1Vyn6G3CLJ/B/1vQ6fEWHUI3K7j8HlexbTWMhA+BNNyGMjuEC5ySOVs8nic0axgBG+Q\nyR0kcCAGW+jiL7RxNU2czHYOZDNTaGA0DUxkM8VsppgGJtLAaDZTxDb2p5Hv0cZVdPEwYdbjZy6Z\n3EoBrzKGVeTzFKmci5uCr/XfalpNDIYPw7Tq8LlfxO06WQ1x1/3Q/y/I+o3zbEsQRdDGK8E7Qlyz\nThHuERmyo06ENAlj1S0LoHOjuJdlsGMFNK6AmWfI8cCuiYCqoqzqXRF/lynRTRwKwxBTFcVWGCCK\nMu8++yjnhV1a73h2yozBQbrXrVMq8odhXpSFu7ro3xa/L4VYdEO8wsk9c+cSrq3F7FcUIh7D3IOg\naTtskdAlDYWmCQ3Dkg/ETSyLCTMhPV/NCLPydPHf2LjBKYpOA0+S+KUtg+IbxPhy/WPOOVzJMPZO\n6FkIbZKasNSLIOkkEZ8zuESOKwq3fiR+zxtiKzN0AKa5RgmvXWi48VFBGueTwwMUsoCxbKSQz8nn\nWXL4I5ncTBqXk8LZJPFdkjiBFM4mjUvJ5CayeYA8nqGQTxnLBgr5mFweIo0f42dWXHViXwXTWs9g\naH9Maz1+z6u4XQr0SACD1dB2HSSdAGkSGZkgOmQ9VTD2LnBJCPPrH4FQJxRLjuxrHwVfOkz6nhxP\n9XPC40w26xLEMy5/ohoX/4E+WP6p2q3LlTXQ2wP7HKSOE4g0NRFpaMAzV63FRgwxD9GksrK48AN0\nrVqFZZpK7TBgmBdlEF+xv2/MGNwZGfEzkZ07FwyDsOplgtgNtvBDdZyzD4e+bli1WJ4rJnqteUvE\nOMkgc4wYM8iOMH0pMOV0WPMcBCWE7Ln7Qc7+sOo3YEq41OedA0mlsPE6MAed82ga5P4F3AXQ/AMp\nt/+hcOkH4/d8AAQZCB9AxFSsjXQIDRcexpDAQSRzMmlcTCbXkcUtZHMP2dxNFreQyQ2kcQkpnEIi\nB+Nh3H+tANsdEXMpA6H9sejB73kPl64o39DsFdeAKzeabSmhhTMHYdMNkFQOeWc754kEhcA//1DI\nltjS62+DdS9C8VlieccpLEvk6hYdBql5znkABnphxQcw67tqRPnVH4k0FJV5lwujMpd4hJATPz1Z\n37Jl+CdOxJ2aGhd+UB+vFMOwLcrSo9sQ8bTF0DSNpBkz4mqLAagfYU6aChlZu244FZh1WDTwXOEI\ns78bVivwVKs8HXbUQaPkxmn5xRDulxP8g/jF378VGiQKRc0F438HwQbYJjl6dGVC3nwIb4SWS5SN\ntV16BX7vx2ikMxg+TGmI+f8qjMjrDIYPQSORBM9HuHRFdgKWBa2XQ7he6Mhckvqhbb8V1+b434pr\n1Sk2/g0GGuW7ZCueEMs6ZRfJ8WxZAm0bhCxCFrXvQDiodnTp9UG5QuuKhR/C2ImQL2GyuweEFi4E\njwdvnIxde6ur4+pPBqIo030+UiZOVMo7bIsyX0YGiYWFcc3ABDHC7K+rw1SVJzkErtxcXOPHqzeR\n1XWRg6lS7J+eBVNmqItcKj0cvH55awyAilPFuEF2hFkwE/IqoeYRucJl5LGQXgIr75UT2GccBlnf\nE75lwe3OeUA4tWfeCr3zRXC5IujaBBK8n6JrZQSN0wgZ98VV5zlcYVkWYeMPBI3voWtT8Hs/QdcV\njLxi6Hkcep6EjJsg8WA5ruA2cU1mnwQZhzrnMSPCLDZzBuRLjOQsU3iTjdwPciStC5Y+By4PlJ4o\nxwPi2ZaYBlMk7EaGouodKN0P/BKdwKEwTWEaOzc+ejJPWRlagqL3OgThjg6CDQ075UXxQqCujvRp\n09AVG98O26IMdon944nkykqsUIj+lWqDmWPwzpmjvlMGoh29eSPsUKi5m3U41H4GfQpGYP4kKDkc\nFr8q37lJzYeJBwktiCxX+cXQtgJ2yGw+ajDtGuhaCdslI6XG/wYsAzZJdhJAeJclHgWtPxXaIkXQ\ntFz8nndx6acRjlxPyDgfy5IYuf6PwbKChIxLCEWuwqWfgN/zAbqmsHMRXA6tl0HC4fL2FyCuRSsC\n434jx7PtFehZB8XXyY33tnwAgXoov0Tu/ZimsNeZejQkZshxRSKw9HUh03ArGIu3NcH6OrV6srUr\nhael4tGlFYkQXrx4p+2TasTkRHHvlEUzL1VjeBdlpaV0rVlDJCSpS/oKxD74vniZyM6di7l9OxHV\nCwuxXz9VCiOX9jkKIgYsXaCGb/aJ0LoZGhTkmFb+AFrWwVbJYmPq6eBNEb+8ZTD2dEgeByvukisU\nE8ZD4c+h5WnolizeNV2Mrty50HSqdAzTF6i1BHzu+XhcN2OYTzIYPhDT2qyMf7hCBIsfgmH+BY/r\nOnzuv6NpCqNuzG5oOgX0LDHClhk1grDAaJkPhVdDgoTTvWVB3V2QMhFGnST3nmrmgT8TiiS3Uzd+\nAp3bdi0PyWDNp9DdJp5xKhDbfN/3aDV8sGuSoljkb6xcidXXF7eirHeJWFhKimPm5WBrKwNNTcpF\n/jDMi7LMsjLMcJiuNfHb/vJPmIArNXXnhaAasQtX+QhzWhmkpMLnCsX+pftCQhIsfFsN36zjxS/k\nqlfkuSpOEWOHJfPleLzJMO1MWPM8DEpECukeoZNpWwRN78q9p9E3RC0yfirvN+bKhrznwNgCzWcr\n8S+LQdN0vO5b8LlfwbTqGQjNxjAVXSvDEBHzAwZCszCtlfjcf8frvhtNU/jItkxoPgfCmyD/OVGM\nS/FFYMMVwgJjtGTndvubEFgmtpV1t3OevhaofxmmnwNuv9x7Wvw0eJOgRIE57+JXwe2FCkVF1Odv\nQ0YOTFK4bbjwIygohEJJL7bdEJv8xM00dulSfOPG4cmMn1dgbAKn2g4DhnlRFmstxlNXpul6XMX+\nnrIy8HrVjzBdLpi1n9pOmdcHlQerK8rScqFoX/EAk0ViBkw7VmhCzIgcV9mPwRiElU/L8Yw/BxJH\nQt2dcjyuZBh3L/QshiZJyw4QkTrZv4f+1yBwhzzfbnC7jifBswhNyyMYPpaQcT2WpV6T+W2FZRmE\njJsZDB+BpmWS4FmozoNsKAJ3Qd8rkP0boSmURdNj0LtEXIsuCYdzy4IVd0LSaBgvsbkJQuBvhuW9\nyYwQ1LwgtGQ+yU6lZYlnWslhkJAixwVR7dc7MOdIoRdWAcsSnbJ9DlIX1xRFaOFC9OxsXBMmKOWN\noe9rEPnHXB0y4mC5MayLsrTJk9G93q9FV9ZfW4ulwqNrN2g+H56KCvWdMhA5mOtWQYdEpuPumHsU\nbF0P2xV5oM06QThet25RwHUmdDdC/QI5nrwKyJ8FNQ/LjR5dPph6NbR8BC2fyr2n3DMh7UBhQxCW\nTEIASLsMUs6Bjluh73V5vt2g65NFsaH/mHDkPjHONCVD6IcBTGsTg+FDCUfuwq2fQ4KnCl1XFCw9\nFH1vQsctkHIWpF0hzxduE9de2kGQK2mq2rwA2hbCtOtER9kpzAjU/BkKD4Asyb/h6regP6DGMHbr\nKmjaIKwwVKC+Fjpa1FphNGyAlibxHaEYoYUL8cyejaa42AMwAgEGN24Uxu5xRKC2Fn9uLgm5ikx6\nh2BYF2W6x0P6tGl0LFegSfoKJM+YgTk4SP8qRSHfu8E7dy7hJUuwVG94xnRlixR2y3ZGLv1bDV/s\nwaViC7P4OPCnyI8wASouhfbVwiVcBpMuBF+20JbJQNNg4kNgdEHDjXJcMb6ch8FXAc1nQWitPOf/\neYlEfJ6Ho5mZ6xgIzyBs/BFL4cj02wLLMglHHmYgVIZp1eJzP43P85ha/VgMoXpoPhO8ZZDziJpO\nyKYbxLU38SF5vhV3gT8PJp4n+Z7ehq5NUCERYB7D4vmQnA1TFBQ+S6LPMlVFWexZqzTvMuZPprYo\nM7u6MNasid/oMmrkHvfMyziJ/GGYF2UgRpjxDCaHXRdAbxzF/tbAAGHV/47SmeD3q/UrG1MEeaPU\n+ZWNLIIRRbseZDLwJkDpSbD8JQhLbv9N+T74M0S3TAbuJJjyM9jxL2iX1CUmTYeRP4HGedCjQOOo\nJ0D+y6B5ofF4iMQnZNztOoUEbx0u/WBCkZ+J6KD/UgrAfwOmtZ7B8NGEjMvRtbkkeGtxuxT4YO0J\nkQA0Hge4oeAl0BPlOburxOhy5BWQVCzH1bYImt4TObEuSQ1YzcOQlAeTJR38B3tgxT+h4vtClyqL\nqldh4izIVLRB+/nbMLEEshXGfH3+IWRmC09LhQhVVYFlxS9eKfodHM/xpWkYdK5cSWac0gL+J4qy\n/h07GGxTOKLbDQmTJqEnJ8evKItewKHPJWwY9gSfDyr3hc8XqOPUNPGLrepdNZFLIH5RrlwgzGRl\nMfMMGOiCVZK5mp4EKDlPiIh7G+W4in4C3gyovV2OB2DMreDJhfpLhPBaFp4xojALbxYbmXHSfuna\nCHzu1/C652FatQyEywkZN2NZA3F5vW8CLGuQkHE7A6FSTKsKr/tP+D1vo2uj4/SCYWg6TQj7C14C\nj8R25E5OA9ZfCt48GHOLPF/treDLgsmS9hVdDbDhDSi9AFxeyff0ivgRN1NBoRxogvpF6rpkg/2w\n/BMRc6cSny8QkxTVerLPPwdNwztbkenxbuirrsY3ejSeLLXh6UPRvX49kcHBuGxewjekKNM07eea\nplmapmWr5s78msT+yRUVcYtbco0ejV5QoL4oAyHkXLVc+NGowuwjoLcLVivaSJ31XREfskxBQPnk\nQyElF5Y8I89VdhGYBiz/ixyPNxWmXAnbX4N2ycLenQYT7heC6x0PyXHFkLAf5M6Dgfeh9Qp1Qfa7\nQdM0PK7zSfSuxq1/n3DkLgZCxRiRZ4eV4axlWRiRFxgIlRKO3IZLzmVdKQAAIABJREFUP5EE72o8\nroviorOJvii0XQkD74rPUoWwH8Q11rsUxt8PbslIm7Yq2PGW8PDzSCwKgLCs0TR5B38QEW2xuDZZ\n7AwgV1SUVX8kouj2OUoNH8DWBti+BfY9RB1nFKGFC3EXF6OnpSnnBtEp+zpGlxAfkT98A4oyTdNG\nAUcCCpTc/xfp0Wo23mL/pBkz6KupwYoo6E7sBk3T8O6zT3xMZOceJB7YKrcwZx+uNnJp8j5iE3PR\ny/JcLjdUnAYr/l97Zx5eZXnm/89ztiQnO5JASAiEfQ0EkpAERFTctXZsq06rVlvbXztadVq1Ulur\njl0dly52sWq1o3aq1bqVui9VwhZCgERCIEAIe0gCZD/b+/vjyUGGSxiccz9ZzPO5Li5Z4v0+Oe/J\nOfe5l+/3Zeg8GFusYRNh7Fmw/g86OYuFKTeAL01vncVKxmWQfg5s/37sSv9RUr4MabfC4d/Cwftk\nYh4HpTKJ8z5BvPctlEqjJ3QF3cEywpF3jV63LwhHltEdPJWe0GWg4on3vkq892lcSrD19HEcfAAO\nPQRpN0PK1TIxe3bq51j6eZBxaezx1t/VWyWL0Qg9HNDm4+MvhJTRscU6vA9qX4c5l8tUjVb+DUaM\ngzFCVZaVb8hbK0Vlkkpk9cmcSITAihXG9MlChw7RvXlznwz5K7ebtKkGFnAYAEkZ8ABwK2Dko3DC\niBHEZ2SYH/afO5dIVxddhjTRfCUlhOvrCe/fLxu4YJ5uY0rqlUUtl6SkMdxuvYVZuVR7xcVK0ZUQ\n6tEr7rEy+5vQthPqY9xQ9KXq2bLGF6A1xueqUjDhN7pdVX9TbLGO5pSfQNKl0HwLtMVoWXUSaFPz\n1fg8j+I4O+kOnklX4AzCkXcGXeUsHHmfrsDZdAcX4jjb8Hl+T4K3Us5M/ES0PwvNN0PSF+CUn8nF\nrb9Rty8lhvubK2D3Uj1L5o1RJqLueehsil3BH7QLSCQMxTFKc4Aev9jwlhaMlaqIrnxdJ2RS1kqg\nW5dpw2ByjPOBxxCqq8NpbTU2T9ZRVQX0jZJ/6uTJuOPijMTv16RMKXUxsMtxHGMZk1KK9Pz8PpHF\nAMyZk0fnyqSlMeLjYU6JNp6VpPRcqF4BbTFWo6IUfxa62mC9gLfmmCLInASrYzQWB5hwESTnQOWv\nY4815UbwpsAGAW2whHGQ+3048FdojtHKKYpyQeYTEH8q7LsKugSrq8e7pHLjdV9Ngq8On/tBHKeO\n7uBiuoNlvW3Ngatv5jghQuFn6QqcSndwERFnAz73vST46vC6r0WpGERRT5auZVoEOL4MMv+k76EE\nza/Agech947YlPujrL9bz1VOvj72WJW/hrTxkCewjbj6ScgpgCyBBKVyqdY7mxfj4kGUfTuhvlrL\nEEkS1SeT0jzr5YhorOEhf5NK/qA1ykxtXkIfJGVKqTeVUtUf8+ti4HvASZmtKaW+rpSqUEpVNDU1\nfaIzpOfnc7CmhoiB1mKUhMmTcfn95ob9584Fj8fMXFnJaVC9Fg7L2epQeq72dxMzKD8T4pNk1P2V\ngqIrYMs/oSXGrrnLo+UxGt6CAzFKovjSdGK24zloqYotFmirG/802PJNCAksSQC44iHrBT0kvucz\n0GNuVvNolErA6/kWCb4t+Dy/xqGVntAVdAXGEwjdQcTZ2ifnOBkizvbeAf4J9IQux3H24nM/gN9X\nj9fzbTMyFx9Hzwa9NevJhawX9b2TIHRYL5L4p2mLr1g5sFrPU07599irZPvWwq5lWgYj1gR0by3s\nqNCvFRKsekGPYUwSSkqinQjJebLdO7UnsrDfJeghf5WaimfyZPHYoIf8faNG4Rsxwkh8gMDhw3Q0\nNBgb8oc+SMocx1nsOM6MY38BW4E8YJ1SajuQA1QqpUYeJ87DjuMUOo5TmJGR8YnOkD5zJuGuLtrq\n62P8bo6PcrtJnDXL2LC/SkjAO2uWmaRs3kKtCr06RgHTo5kxDxJToPxVmXjeOJhzvlbClkiuC7+k\n/yuhWZZ/rRaClaiWTf22Ts7WCRhDu+Jg0qN69mfbktjjRXEPg1GvgUqE3WdD0NzP1bEoFY/X/U0S\nvB8S53kJl5pBMPwTugIT6QqcTjD8ayKOsE/sSRBxdvfqjC2mKzCeYPhulJpEnOd5Eny1eD03oJSA\n/MTJEtwKu88BlQCjXge34Dbatu9CYBdMegxcMW42Aqy/Q8+STREQsa38FXj9MPOa2GNVPKkTu7kC\nW5fBHl0pK/qMHseQYPmrkJkN42fIxIOPOibCfpegK2W+efNQwhW4KO2VlcarZNGO26CulB0Px3E2\nOI6T6TjOWMdxxgI7gTmO4+yVvtYRu6U+aGG2r11rZNgfdNk3uHq1fPzCUvB4PhIMlMDjhaIz9ac5\nqfmf4s/Cof16pTxWho+DcfN1Uhbr+fwZ2qi85r+gJ8aKlC9Nz9Xsellvo8VKSglk3wB7fgOHBJNu\n7xjIfkPPFO06G0IxyoJ8QpRy4XFfQLxvKQm+bXjdd+NwgEDoRroCY+gKFBMILSEceRPH6RC/vuN0\nEo68TSB0O12BEroCowmErsdhN173nST46knwvY7HfTEqVpPvT0por06WnR6dkHnHysU++E/Y8zvI\nvglSBARA9y/r3bi8VW8hx0JXM3z4NEy7EuLTYosViWjB2MlnQqrAEkb1O3r8QsqAPBTSskPzzpaV\nrVjxHqSkwlTZpCPS1kaoutpY6zLU1kZXbS1JhYVG4kc5snn5aUzK+pK0adNQLpdRWQzQIrKR9na6\nNsmrn0OviGxHB6HqatnACX6YVSQ77A+6hbmvEbYLLT/MOV8nexItTNDVsj01sEvgeVFwHQTboeZP\nsceacqOuHKwX0H0CGHsPxI2BumshEqNo7tH4psKopRDeB7sXQ0h4CeUkcakcfJ7b8fs2kOCtweu+\nB/ATDN9Pd/AcOgNpdAby6QleQyB0L6HwC0Qi1TjOgRO6BzhOBMdpJhKpIRR+kWDoPnqCX6UzMJvO\nQBrdwbMIhu8FvHjdd5Pgrcbv+xCf5we4lKyJ80kTboLdZ+kkedTfIU5wWDvSDZu/BnFjYayQJ+r6\nOyA+EyYLqO6vfxTCPTBHYC5tWzm0bIdCwdZlfJL2u5Tgw9V6Xld6nmzFP6FogVw1r5fg6tUQiRjb\nvOyoqgLHMT/kv2ED3tRUEkfHuNV7AgZMUtZbMTOi8OpJSCB54kTjSVk0Sx90IrKgy9XrK6BTsKoQ\nnXVYLrSFmZgK00/XL3AS1beCL+iZsIoYjcUBsoq0H2blQ7GfzZustZp2vwpNAvfanQQTfw9dtdBw\nZ+zxjia+GLJe0YKkuxdDWMB3MwZcrin4PEtI8L2L39dMnOcVvO7v41K5hCOvEQzfRk/oc3QFZ9EZ\nGEFnIIGOnhF09oyhMzCZzp5JdPaMoaNnJJ2BBDoDmXQF8+kJXUIgfCuhyFJcKhuvewlxnpfw+w6Q\n4Hsfn+d2Mx6Vn4RwM+xaDMEtkPUyxAu/AW7/IXTVwaSHwS0wF7fvPdj7Nky/TTtbxEIkrBX8R58G\nGQLtvIqntED0LIGh/EhE28QVnAc+obm+Fa/pQXxJv8umfVC/yVjrEjBnr1ShNTH7YvMyfeZMc3qC\nDKCkzDTDZs0yLovhnzIFV0KCsaTMnZeHKyPDjDl5yWm6JF5RLhcza4y2XZKSxgBd/t+zWZv6xkrS\ncJh+gd6wCgu4D8y5HlpqoeHN2GNNvh7iMmDdD2KPBTDsHBh5LTTeC4eF9e78iyDrJQjW6SqNITum\nT4pSSXjc5+Hz/JB47yv443bj97UQ711JnOdpfO4H8bpvweP6PG7XWbhUIS5XMW7XYjyuS/C6b8Hn\nfpA4z1PEe1fg9zWTGLeHeO/f8XnuwuO+AKVibLlJET7YO9+3SQ/1+8+QjX+oHHbeq59D6QKJgOPo\nucn4kTDxG7HHq/+7VvEviFHjDHrnv/4C+Z/VXrmxsnkltO6B4otjjxVlxWswrQhSh8nFjHZKTAz5\nr1iBZ/JkXOnp4rEBOtas0UP+Web0/pxIhNb1648I0ptiyCRl6fn5tG/bRuCw0Bbax6A8HhILCugw\nlJQppfCVlJiplBXN1yXrZe/Ixi05ByrfhR6httm8Xo2fFc8JxfsyHN4LtQJCt1MuA38mVDwYeyxP\nIsy8XfsA7hFI8gDG3Qdx2bDpaggL2xf5F2s7pp4a2HWGbqMNQJRKxe0qxOO+DK/nW/g89xDnfYg4\n7yPEe58i3quNwOO8v8HnuQev51t43JfjdhWhVIxzSqYIH4DdZ+hty5HPg1/QmBr0c6XuGogbrZ9D\nEux+Ffb/E2b+ADwCGltrfgHJo2HSJbHHqn4ZOlv1a4MEK57XYxdzL5CJd7gValbJty6XvwuJSZAv\nW21yHMeoaCzoSplpJf/2hgaCbW3GlPyjDJmkLGoeanzYv7DQ7LB/SQmhTZsINwu3iZKS9VyZtF5Z\nydk6IasS0rRKz4LJZbDyeZl4084H/zBYJTAL5onTgpVbl0JLXezxJn4DEnNh7RKZdq0nRW9jdm2C\nBoHtzmNJPA9GvawrZrsW9fnw/5AktFc/1oGNukKWeL78NRp+0Nu2fCx2KyUAJwJVSyBpHEy4NvZ4\n+9fDjrdhznV6HCFWVj0BqaNg8uLYYzmO/gA5czEkCiX1q97ULVETSdm8hXrpS5BwfT2RpiazQ/51\ndSQXFRmJHyXaaTNlRB5l6CVlfaHs39Fhbti/TPuvBU1YLpUtgqpVsnNlcxeB1yc3VwYw7xLYvg72\nCmhTeeNg7uWw4QVtVB4rBd/UBsiVv4o9ljsO8u+Elgqt9C9B+lkw8muw8z44ZED81X82jPqHNjDf\ndRoEt8tfw6IJ7uh9jLdB1t91UizNofdh5/2Q9f8gXWhIveFZ7VqRf1fsZuEAa36pq235X4s9Vtt+\n+PAfegnIJTDsvn0d7N8mJxgLunWZlArTBU299++FzRvNzJOV65GY6HuXNB1r14LjmPe8XLcOlCJt\nhqAEyccwZJIyf04OvrQ0WkwP+0eV/SuEzLiPwVtUBG43PeWCs19RShfpuTJJvbKERChYCOUCZuJR\noi9wUtWy4qsg2A1rn409VuIImHI5bHgcegSSvLwrIWUyrPu+HmaWYNx9EJ8HtVfJicoeTcJpWooh\n3AQ7y3RbzSJLT41+bMP79GMtPUMGEDoEtVdC/DgY958yMSMhPSeZNgPGCuh/dR6AjU/B9KsgQWC+\nas2fe22Vroo9FujWpcslN0/mOFqfbN5ZshWt6DyZCRPy5ctRKSl4pk0Tjw0fLdb1xZB/yoQJeBPN\nij8PmaRMKUX6rFnGNzATosP+hkRkXYmJeGfPNjdX5vHIS2OUnQfbPoS9Qp7zI/Igr0DGoBxgTLGc\n7RLA3Bu0PMaGx2OP5fLArP+AQx/CdgGhWwBPMkx5Enp2aP9CEySUQfb7gAt2ndonlkxDhq5lsGsB\nEIHsf0LCfDPX2XKDFh6e8qTe4JVg6xPQtlk/pyUqUesfgVA3zP1W7LFAjzHkFMAooWrIyudhygKt\n5C/Blg2wf5eWG5Jk+bt6hGVGgWxcoKe8XIvGCstsROlYswZfdrZRJX8wb68UZcgkZQDDej0wncjx\ntYliRbndJM6ebWzYH3pFZFetwgkJbAweTWIS5BdCufCwf/QFRLpatqlcbzXFilL6k/GWf0Lz9tjj\njZwL2WW6hSlR3cr9HAybC1Xfh7DQwkRKKeR+D/Y9rj0MTRA3A3KWgXuklmpoe9rMdYYSbX/R0iPu\nTMgphzhDbxJNz8H+P0Hu7VqAWIJQp964HD4PcgQqR+EgrP0N5J4BwwX02PbUQGOlXJVs92ZorNHj\nFlIs73VIMZGUFZ8qPk92RDTWUOsSdKXMdJUs2NFBW3298XkyGGJJWXp+PqH2dtq2bTN6nb5Q9nc6\nOgiaWFooWwTrVsvOleVNhZG5H72gSBBtYa56USZe1N9OrFp2Exyshy0vxR5LuWDOz6GzETYJWDlF\nyb0DkuZC3dd0RcQE3jE6MYsvgX1fguY75RwehhKOAy13w77LIa5IP6aSSv1H090Im78OSYXa1F6K\n2gehazfMuVdGhX7TX6GtEQpvij0W6CqZyy1jqwSwqreSL6XiD/qD7cR8ba8kxf69sKVWv/YLE1i5\nUovGmhzy37TJ/DzZhg3gOMY3L2GIJWV9NeyfGB32rxPYwPsYzIrILpLXK1NKf7Jb9SYEAzIxR0+H\nrIlyc2XDxsDE02Hl43qzKVYm/QukjoWKB2KPBTDyDBh1HlT/GHpaZWK6vDDlaYj0QO0V4Jj5EIH7\nFG3JlHw1tN6lE4uIvPXRp5ZIh05oW34IyVfpx9I93My1nDDUfgmcAEx9Wj9HJOg+ADU/g5zPQOap\nscdzHKi4H9InwXgBqYlwSCdl086HFKE22Mq/wbg5kCnk7tDRBuuWyVfJVvTa65UYGPLvfY8yJRrb\nZ0r+UXslg0bkUYZUUpY2fToo1XfD/qZEZMeOxTVihJmkrLBM65WVvysbt/Rc6GyH9ULJnlK6LVD9\nDrQJiZWWXAMHtkK9wPyTywNzb4Sd78Oe1bHHAyj4CQQOQs1PZOIB+CfBxN/Aofdgx4/l4h6L8kHm\nY3DKT6H9r7CzBAJbzF3v00KwXg/0t/83DPsxZD4OKs7c9Xb8CA6/DxN+CwkT5eJW3wOhdpgt9Nzd\n+QHsrYCib+tKcqzUvq71CksEjMwBmndC3QrZ1mXF2xAK6hldSaL6ZDPlzbwDy5fjmTYNV5oZjb+O\nPhzy96akkDR2rNHrwBBLyjx+PykTJ3LQsFaZf+pUo8r+Sil8paVmkrKkZC0eKK1XVnQmuD2y0hil\nn9efcFcLtAgBZn9OK3ivekIm3syvaJNlqWpZ+izIuwJqfwkdQksTAJlXQsYXoeEuWdPyY1EK0r+r\nJTNCu2FnEbQLtZ8/jXS8Ao2FEGqErH/AsCWy5tPHcugD/RzIvBJGCHk+ArRvg7rfwrhrIE1oA6/i\nfogfBtOvlIm34o8fOXyIxOut4Jd+XiYe6NalPwnyheezlr8LxQvE58mcSESLxhpqXYIufHizsvCN\nHGnsGqA1ytLz843aK0UZUkkZ6Lky03ZLR5T9DcligG5hhuvrCe83YAJdukherywpBWbNl50rGz8X\nMsbAcgEpCwCfHwoug8pnoKc99nhxKZB/LdQ+A21CM1uz79FvzFW3y8QDHW/ibyF+DGy8HIJGLGg/\nwn82jK4A7zjY+1loukHWKH2w4/RA042w5yLwjIXRayBRWCj0WAJN+t7H58GEh2Rjr70NlBtm3SUT\nr7UeNr8Is78BXn/s8TpaoPolrU3mEdBNA1j+V8idAdmTZeJFpTAKz9C6j1Ic2K/1yQy0LkN1dTit\nrWaTsoqKI57TpnAc54jnZV8w5JKyYfn5tG3dSrBd4E33BCQVFtJeWWl02B8+MnoVpex0CAZl9cpA\ntzDrquDAXpl4SkHJ52D9G9AhoAkGUHI1BDpg7V9l4s39FuBApdCAfmIuTP02bHsSDgi1RUErtU99\nFoJNvfNl5jaUAfDm6e3B1Jvg0K90O7Onxuw1BwOBjbCzFA79ElJvgJzl+rEySXSOLHgApj6jJVOk\naCqHhmdg2q3gFxpOr/ylHg8ouE4m3po/QygA84Ral617oPYD2SpZQx3saZBvXUZt9QzpkwHGh/xN\nK/l37NhB8PDhPtm8hCGYlKXPmgWOQ2t1tdHrJBUWEunspKu21kh8X2EheDxmkrJoKbv8Xdm40QFV\nyWpZ6ef1nEXFyzLx8sogY4JcCzN1rPbjq/od9LTJxJx+G8SPgDXflt1kTJ4DE34Jra9Bo+Dc2vFQ\ncZDxAGS9DKFd0DgHWn9mbuFgIOOEofVeaCzQSv1ZL0HGL8AVb/7aO34EB9/Q9z5ZcK7IcfRzNCEL\npt8iE7OrBdY/ClMvh+RRMjFXPg7ZsyBH6E135d/0914imJRFXzOlrZXK3/loZEWYwPLlqNRUPFOm\niMcG6Kis7Bsl/z4c8oehmJT1ir+ZFpGNllTbVgtWM45CJSTgLSg4YmEhSmISzC6W1yubNAsyRkH5\nUrmYE+fBsGw5g3KloPjLsPldGc0ygOJbtbr/+j/IxPMmw6y7oekDaBQS0I0y8mt6vmz7HdD6lmzs\n45F4IeTWQOJF0HxbrwuA2RGDAUXPBti5AJpvBf/5Hz0WfUHrW9BwJ2Reoe+9JA1/gQMrYfaPwCOk\ngl71Wwh2QLFQkrfnQ9hRoX/mpVjxHIyaDKMFFezLl8LYKZAtXDUtf8eI3yXopMxXUoJymUkzoq45\nptuXLTYpM0vSmDF4U1KMy2IkTJ6MKynJrIhsWZkWkQ0G5YOXna71ytqFqjugE56y82DF61p2QwKX\nS2uWVb0KXUIt6eKr9FlX/FEmXlYRjD4NKh7UgpcSjP8KpE6Htd+FsJDMCOjve9LvwT8FNl4G3dvl\nYp8ITyaMfBZG/BlC26BxLhz4DkQEn38DjUg7HLi5tzq2GUY8BSOfA49ZZfIjdG/X99g/Vc8USg4x\nh7th7ZLe5RQhMdZQtxZkzjsHMoTeIFc8Bm4vFH1JJt7hA1Dznh6rkHo8uzpgzbtQJmw2v2cXbK2D\n+fIWXZGDBwnV1OCbb8htAp2UxeXm4ssUcks4Dq3r1pGUl4c3WbCtfwKGXFKmlOqbYX+Xi6Q5c4xV\nykAnZU5XF8GqKvngpYsgHIaVwvY4ZedB+yE5aQzQL4CBblgr5BgwLBemnA0r/yjnN1l0sxa6rP2L\nTDyXB+b+J7RtgdpfyMSM4k6CaX8DJwQfXgLhLtn4x0MpSL4ccmsh5Vo4eD80TIbDj326WppOGA4/\nDg1T4OB9kPIVGLMJkr9odrvyaMKdUPMv+h5Pf0HORinKxvuhYzvMuU/GTgmg5kno2CdXJQsFtDbZ\njIsgWeiNfdWL+jWj9HMy8QBWv631HecLJ2XL39X/NSUa6zhmlfwrKoy3LkFvXg6bPdv4daIMuaQM\ntIhs6/r1Ru2WQJdVO9etI2KikgXE9T7hjbQwi8rA5/voB1eK4sVaGmOZYAtz6gJIyZBrYQKUfAVa\nG2HTmzLxxp8Pp0yF1ffJzYGNOheyL4Tq/4AuoeWJKP5J2vOwfS1s/kbfqvC7h0Hm7yBnBXjGwP6v\n6nmzjqWD2w3AcaDjVV0F3H8NeLIhuxwyH9YCu315js3fgI51WiBWUo8MoGMnbPgRjL4Ess6UielE\n9M9OZoG2VZKg+mVob4LSr8rEA/0alDlWe/NKUb5US2HMXiAXE3TrMjUNpskPsAfKy8HlMiYaGzp4\nkO4tW4wP+Qc7Oji8eXOfDfnDEE7Kgm1ttG/fbvQ6SYWFRLq76dq40Uh8d04O7txcM0lZgh/mlMjP\nlSWl6heX5YI+mG4PlFwCa16BHqGqzsyLIfEUWP6YTDzlgqLvwP4qaBCc1Sp8QLeKqr4nFzPKKRfC\nmDu1B+IuIa21T0L8PL2hOeIvuo255wK9pTnYkjPHgY5/6K3KPedB5BCM+G+ddCaYkws4Lrvuh/3/\nBWPugmHC1RfQEhhOWFdypahfCi21UHyzXDVx+WOQlg1ThYbn21thw5t6wF/qjI6jP8AWnQk+YdHg\n8ne0FIYBo/DAsmV48/NxJQlXYHuJaoCarpQdrK7uM3ulKEMyKYs+wKZbmEeU/Q23MHuWGRL8LF0E\nGyrhsJDcRJSy82Dzetgn6LdYdil0d0ClUAXOG6f9MDe8AB3NMjGnfQkSR8LKn8nEA0ieAFP+Her/\nKCuRESX3BzD887D1Zmj+u3z8/w2lIPlSGFMLGX+A8H6dnDXO0m3NgaxvFumGw3+Extmw53wI74WM\n3/e2Ki/ru1bl0TS/Altv0fc0V1DrLkrTctj+FEy7BZIEh9JX/QxScmHyF2TiHdwFG1/VA/5S7dVV\nL+pN8PmXysQD2LYR9u6Qnyfb1QgNW41IYTihEIGVK423LsG8kn80R7CVMsOkz5iBcrmMJ2XxEybg\nTkkxpuwPOimL7NpFqLFRPnjZ6doHctUHwnF7tXYkpTGmLdQtTCkhWdC6RaEAVDwtE88TD4X/Dg1v\nwh5BYeEZt2uJjIob5fXFlAsmPwFJBVD7r9DRT1piygep18KYOsj8I6B0W3P7aL0Q0GNW4uYT0VOj\nB/gbcmH/VwAHMh/VZ0/9uv5e+oOOan0Pk+boeyphT3Q0TkQ/BxNGwfTvysXd+YH+VXSzHsqXYNWf\n9HmlbJUAyp/RrcvxgtuA0TEPE9ZKYCQpC1ZX47S3mx3yX7OGuLw8vKeYbfu3VFX1mb1SlCGZlHn8\nfpInTjS+galcLhLnzDmS1Zsg+mkkYKJaNqcE4uLkW5jjZ0BmjrYNkeJ/tDA7ZWLmzILRc2D5ozLx\nQKuQx6XqT/5S+FKg4KdwYDls/ZNc3ChuP0x/EdyJUHMRBPbJX+NkUV5IuRpGV8GotyFhIRz8FTTO\n1JZErT+FwOa+P1dgC7T+HBqLoHEGHPwFxC+AUW/B6HV6mL+/kjGAwF6ovgjcyb33UkAJ/1i2PALN\nq6HgZ+AVbFut+CkkDId8odkvx9Gb1eNP1ZqEEkRbl6VfkK2Alv9Dv16OHC0XE/RretowmDJDNi4f\nzTgbV/LvgyH/1vXr+8xeKcqQTMpAlyNNV8pAz5V1rFtHJCAoW3AU3vx8lN9vxgczPl4nZsvelo2r\nlBaSXfWGLvdLUfoF3cJcK1iBK/kq7FqntYwkiEuBgn+DTc9BS51MTIBxV0FGGVTeCj2tcnGjxOXA\n9Jd639wvhLCgBdf/BaXAfzpkPQd5u2D4A4ALmpfAjknQMA2avqW9NcMGbKPCzTp20w2wYzrsmAjN\nvdWh4Q9A3m7Ieh78Z/RPm/J/nLVd37Pgfn0P44SU9Y+m+4CWwMg8DfKE5CUAmjbA1r/D3BtkLJUA\n6t+Hps2yA/7R1mWZUHsVoLMdqt6Xr5KBTspKT9OSQsIEystxZWXhNlRdCra00LNtG0mGh/ydSITW\n9ev7tHUJQzwpa9+2jcDhw0avkzR3Lk4gQGeNmbaP8nrxFhfL6lbJAAAJK0lEQVSbScpAa9jUVEFr\ni2zcBRdARxusE6zwTT8NUoZDuWALs+hL4E2AciHhV4C5N4LbB6sEB6GVC4oegkAzrPuBXNyjSS6C\nqX+B9krY+K8DR6bCnQFpN8HoVTCmAYY/CN5cPXO297OwLQO258GeL0DzD6HtKeheCcEGiJxgMSTS\npb+me6X+f5rvhL2XwvZxsG24jn34UXDn6ERsTAOMXq3P4s7os2//hDghrUXWvlbfu2RDQptV34Pg\nISh+SDYJXflz8CbKWSoBLHsYElKhQDCBWv6s9uGVbF2uerM30RNOynZsg8btRlqX0CsaW1pqrLoU\n1f40XSlr376dYFvbEcH5vmLIJmV9rexvtIVZWkpw7VoinUJtu6OZf0avGe67snGLF2tj3fdfkYvp\n9kDxv8Cal+W2MBNSoeBSPVcmYVIOkDgCZl4DNU9A+x6ZmADDZsOkf4PNv4WWtXJxj+aUi7QdT8vL\nsOX6gbcF6c2FtBth1KswrgWy34NTfg7xRdBTCa33wL4r9BZnw1jY6of6BNiaDtuyYNtI/ft6v/63\nhrH6a/ddAa13Q/caiC/UMbPf673GazoR8+b27/d+LI4Dm6+DlqUw4Td6m9YEB1br1uXkGyBtulzc\nQw2w8c8w6+uQMEwmZkcLVP1Vm4/7hCpvHQe1/26p4NYlwAevQGKKvBRGtPOxQEiu5CjC+/YR3rq1\nb4b85whagn0MUSX/vtQogyGclEVLkqaTsvjx4/Gkp5ufKwuFCJq4xuxi8CfKtzD9STDnNP3CI0lZ\nbwuz6jW5mPO/phOySiHhV9BDy5GQbLUMIP9u8J0Cq/5NTvj2WEZdB6Nvgz2/g4Y7zFxDAhWnZ87S\nb4GRz8DYehjfCbkfar/NzEdg2I8g9XpIvlLbPSV+Rv8+9ToY9mP9NVkvaeujcZ06xshndMyEhfoa\nA5Xt34e9D8PoJTDq/5m5RiSsn2vxIyD/TtnYq37eWwH+tlzM1U9CqAfKvi4Y8yVd0SoVrLxFInrI\nv/Qc8AgtN0T54C3IHAkTp8rG5ah5MsNJWfyECXjS041dA7SSP0qRPkN+7u5EyBteDRL8OTn40tPN\nK/srRVJhoVlZjJISQP9AxC1cKBzcB/NOlU/KAOZfAPffBDvrIWe8TMzpiyD5FL0JNe+zMjHzymDk\nVCh/RG4OJX08TP0irPsdlCwB/3CZuHHpMPc+KL8KtjwMk74pE/dYxv4Yggdgxz3gHQ7ZN5q5jjQq\nDnxT9a9PMzsfgMYfaz/LsT8yd526h6ClAhb8WS+cSNG2WxuPz/gyJOfIxHQcPYaQWyhnPg76tWZ4\nLkwslotZVwUH9ujXSEkcR7+Wzzcz6xgoLwefD5/BKlbb6tWkGNzsjNKybh0pEyfi8RtYijkBQ7ZS\nppRi1OLFffKApyxciCctzZiDgHv4cHynnqo/XZlg4dmQkgZdwnY7p14Io/Jk9co8Xph/md7AlGqt\nKQWl1+qqQLegF2PJEr2ldkB43jDvChh5BjQZEBWOopT2Sxx+Cez5A0R6zF3L8smIdMPeR2D45+Q9\nLY+lqRyyzoExl8nGba7RW8rzbpOL2dmiNcnKBI3XIxEtm7PgctnH+cAeyBojP0/W2gLZubDwLNm4\nUVwu4s8+GxVnpoIc7uoiLjublAXCLd2PwZeaysjTzczdnQjlDLSZkJNAKdUENPT3OQwyHDCwMmbp\nA+y9G9zY+ze4sfdv8PJpv3djHMf5XzeABmVS9mlHKVXhOI6hNSmLSey9G9zY+ze4sfdv8GLvnWbI\nti8tFovFYrFYBhI2KbNYLBaLxWIZANikbGDycH8fwPJ/xt67wY29f4Mbe/8GL/beYWfKLBaLxWKx\nWAYEtlJmsVgsFovFMgCwSdkARyn1HaWUo5QSUhe1mEYpda9SqlYptV4p9TelVFp/n8lyYpRS5yql\nNimltiilBMWxLKZRSo1WSr2jlPpQKVWjlBokSsaWKEopt1JqrVJK2OJl8GGTsgGMUmo0cDawo7/P\nYvlEvAHMcBwnH6gDlvTzeSwnQCnlBh4CzgOmAf+qlJrWv6eyfAJCwHccx5kGlADX2fs36LgR2Njf\nhxgI2KRsYPMAcCtgB/8GEY7jvO44Tqj3jysAIZ8YiyGKgS2O42x1HCcA/DdwcT+fyXKSOI6zx3Gc\nyt7ft6Hf3LP791SWk0UplQNcADzS32cZCNikbICilLoY2OU4jllzTotpvgL8o78PYTkh2UDjUX/e\niX1TH5QopcYCBcDK/j2J5RPwILr4YMgncHAxZA3JBwJKqTeBkR/zT7cD30O3Li0DkBPdO8dxXuz9\nmtvRrZWn+vJsFstQRCmVBDwH3OQ4zuH+Po/lf0cpdSGw33GcNUqpRf19noGATcr6EcdxFn/c3yul\nZgJ5wDqlTW5zgEqlVLHjOHv78IiW43C8exdFKXU1cCFwpmN1ZwY6u4DRR/05p/fvLIMEpZQXnZA9\n5TjO8/19HstJMx/4jFLqfCAeSFFKPek4zhX9fK5+w+qUDQKUUtuBQsdxPs1mrZ8alFLnAvcDpzmO\n09Tf57GcGKWUB72QcSY6GVsNfNFxnJp+PZjlpFD6k+sTQIvjODf193ks/zd6K2U3O45zYX+fpT+x\nM2UWizy/BpKBN5RSVUqp3/X3gSzHp3cp43rgNfSQ+DM2IRtUzAeuBM7o/Xmr6q28WCyDDlsps1gs\nFovFYhkA2EqZxWKxWCwWywDAJmUWi8VisVgsAwCblFksFovFYrEMAGxSZrFYLBaLxTIAsEmZxWKx\nWCwWywDAJmUWi8VisVgsAwCblFksFovFYrEMAGxSZrFYhjxKqXeUUmf1/v4epdSv+vtMFotl6GG9\nLy0WiwV+C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9Hg888ADnzp3jV3/1V5G6+tyHHnqIz33uc9x///3ccccdPP/883z4wx/m1KlT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JpGisF0ZCZo2pVquhY0nJT2uoI9cpaUFdUc1GPakoKKPS2q8rprsrJ6WxTstCutWKW4M1NTVDCu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bQbJX2pYdFoajwnD60sfkJO1R9+oFon5I6pKxXfGixwJx3W5QNKq2SkfVb6e45CXxGAHnt2U9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RqvMkkEN/cu03ENMkmaAvewZ0XbcoJxsmQ5zJFFog/KAmOUyw0LjNWEaJazaOjE16ySWeQ5\nt2GVrMZlJJUNq2S2nELKMXTtfYiNcimtJNTHwPv45utbdRzMeQg/uvFxC8gPKluL0BYIxoKL/1b1\nZKlbjWil7ejJTOV6PNBEpXA9LISQt62fF9wUMmmoVnbVNBZ2V+QPqtvm6tnh77oJNiVlUsozwGNC\niI8CPxFCfA/4P6WUWwwr2RmEEF8CvgTQs403xdHaSuH113cnRLwBrbUVNA17ehoO7SBMfAFty3Rl\nA1vUFaw4zzIT2W2Tsj64dRbmZyCyxTiJSK+qYiWHt0bK/J3g8KkWZrOkzNcLhkc5ZzdDyrwHlUlW\n8dLGpAzAdReUf65G5r3rx6Ro4jgWv8C230DT1yZlOgkM+qhyBhf3rDk1FuRuZniGAlcI3mEVoKGT\n4DgTvEyO24QaUUqgLC96OcplXmScq/Qve6wfP730cYtbtNG26CPlw81RejjLLYYb2ZgAR4kzR4k3\nmSaGmzBuDuAng8l5csRxcgg/T+ClguTnlPAg2Gc4+ajb4OmKqpg95TH4XFzw9wvELA5RBzwzCd+b\nhif3w8tj8ItROBCF9xyAF2+CQ4cHjsHVYZgoQm+/MmhNZ8HfCrIEpQIILxhSo152A05Ms87cXBVd\n9yOERalU5+WXC7z2Wp5gUKe/30FfX4TZ2RKDg8oWJRp1cehQmM5OL8Ggg71749y4kUYI1dYsFGr8\n6EfqYmnbEtOU1OuSSsWmXLap1aBSgVpNw7ZdaFoEcOJweDAML5rmxDA86LoLr88Ah0B3CXxBwKOG\nGjw+NVlZldDeaGGOFeFgiyJqr84oa5FHe+Efp1Wm5ye7wNTha0mI6Oq9zQqbb1ZMIg1C5hTwXQrM\nYvFhfLRhUMTkpyTxovN+4hgILCQvMYENPEIXRqP9PU+RG0zSSZSuZVWpMmWGGV4cJlmOGW5RIste\n7l1lgVFiljzjtHACY41g8SKDmORJ8NA6VTKbCqcxaMdYh7Spv9MbgKMxhLMBqufUGtWMN1npEggD\nvE2u8dmrSlbh20rr8obyhPFuUau0EK0U3mQtW/OxEw1/sv7Nj10PuxVCvtAhat/G77EG7KkphMuF\niGxic7IFWOUyVjarUoLeRjTFToTaTl4H/h/gXwGDQojP7tJrmIAV5YWuxs9WQEr5ZSnlKSnlqcQ2\n+rnOtjakZVFPbjOCaA0IhwMtHt89Z/+WdrVr23E4uVeFk++WrmyrcLhU/lpyi2J/IdROMTOoggyb\ngaYrI9nc9eYSATQ3ePYrUraOG//SsT5w7IfqeSXaXfdlO9G0E9jyClKuP+Hr5hQ2RWqsbTjrogU3\n3eQ4j83qidIgfbiJMMd5JCtfj5cQrfQzxwgFMivu66EXHz6ucx3l6a7QTZw2wlxlnGzDQFZr6Msc\naLzAONXG89xHiG7cvESaccroCD7UuNj/iCJj1DlkaHzMbTBtS75WVuL/LyaUY//fzoHfDZ/vhZoN\nfzcGJzvgiT64OQ+nM/BbxyDsgVfH1Ffhrn4Yy0DJgP4+kBoUdQi0qoghS1d/Ipdfw7RcQADb9lKp\nuCmX3UgZQEo/qZTBSy9VuHVLI5fzEwgk8PnCJJOCH/5wmq99bZgvf/k63/3uOOWyl3LZD4SAINWq\nj2zWRTrtJJ12k057yWaDFItRKpUEQrTj8XTj8XTj9XYQDLYTDLbi98cIBKJEYn5CCSeusEaoVRDu\nUFZ4gahy56+7weGEff2QAvI1eNd+yGhwdg7ub4e7O+GbE+p9/GIv5AQ8nYYOB/x+AlLY/F3ZJCAE\nn3UbeAT8E0UmMPkgPvbixMTmZySpYfN+4ngapOkMMyQp8w7aCTSqXiYWZxjGicFdy9rhEskNlJfg\ngUZ1dQE1KkxwnRAtRFhZnZBIZjmLAy/RNXzF1MTlOZwkcK9Taa4zhM08rjtsY1acR5aw5SU0cRdC\nrCZ+Swfa6jvt2AvaJu1IaUPxMnj2gbbJMAA0Bo8GG1OXTW7+rbrqDkT2bb0rkRxS0UpbkYksYPbW\n0rT9djE9ujsh5NMTSmoT2x2tljU1hdbWtqsi/7fbyX8Bm35qhBAvo0jSX6FajV8AHgXuE0J8eRde\nw5vAPiFEvxDCCXwS+MEunHcFFt7It0NXtmu2GC6XEjruNG4JVDl5Zmx7thYA3iD4o9szkQVljZGb\nhuoWbUiiB9R4d65Jd39QC6BVhUKTBNJ/VyPDbnjzY113g12A+sYTnrq4F5WHub49hkEvOgmqvLE4\n+XgnQpzCpkJ+jcxMgaCFE9QokLnDNBagkwM4cDPSEFMvvjZ0DnCQKpUVEUzKVLYfBzqnGcJsEDAv\nDh6miyJ1XmECiURD8F7iRHDwM5IkqeFE8JGGAekzFBnH5JCh8Qm3wWyDmAUMyf+SAJ8GX09CRsKX\n+iHugm9PQNkBnz+sROr/eAt62+HRfTCcget5uO8ItEbgVhpcUdjbr0jdAjkLRJQGS3jBGxHoTgdO\np4daLYAQPizLg2l6cbmClEp+6nUvqZSD6WkHhYIPlytKvR5ifj5ANuujUPCRy3mYm3OSyXjI5/2U\nyyGKxQiVSpR6PYZlxXE4WggG2/B4WnG7E3i9CYLBGC5XhFA4QCDixhc38EYFgTgE20APqXmWRDtI\nnzLd3delskAHM9AfgQf2watzkK/D7x0EPPD9KWh3wx/0woUq/Gge9rmVhmxcLlXIvuA28GnwU0oM\nU+c9eDmIExvJc6SYo8a7iRFrkK8h5rlOmkPEFnVkABcZoUCZuxlYzLYEmGGGFCkGGFgROA5K3G9j\n0cuxVZWuAuOUmCPOUbQ1KsSqSpYlyN3rVMkkFd5AI4zjDg3bcqgsWhNd20QHWx8EO9+cwL8ypNYK\nfxMVNYD8kLLo2crUZfaWImaxLeRjApQyUExBYv33ZEPM3oZwG7hWa1ybwkII+U5bl7BkGrsLXSxp\n29gzM29fvNLbFES+gGbegS8BnVLKx6WUfyal/KGU8qaU8l8BD+/0BUgpTeB/BX4KXAW+I6W8vPGj\nto4Fcd7bQcpkoYCdz+/OCdsbYv+dxje19ajRtcwOgthb+pSxoL1JRWktLCwUW3X3Dw+AZqgWZrPw\nD4DuWgr/3QyefaB7oNDE7IpjL2hBqK5PtgCEiG2ahykQuLkfi/S60UsuWhrasgtr+pb56MBPO3Nc\nxLrjfh0H3RymSIYkK6ukYcJ00cMEE6SXWWu4cHAPeyhQ4dKyx7Tg5RStTFDgEqq67ETjAyRwofET\n5ihi4kXj4/jxIXiGAtOY7G8Qszlb8tWyidAkf9ACPU54JgOnS/CFHhWY/cIc/DIDnzkMJ1vg1Um4\nVoAnj0NHCF4bU9mZDx0DXYOhNARbYd8AWALyqLZmrA0sQDpBugX+qIbQHei6B8PwU6sFAB/Vqpdq\n1YvXG8DjCVKrBSiXQ5hmmEolRD4fJJ8PUiqFKRTClMsRarUYUsZxOmMEAjHC4RhudwxNi+BwRPB4\nwsTiflx+N76oA82nEUwoMuaMqcqYy69CO/Qg5EzobYU9AzBUVPYf7zsEpgd+OQ5dAfi9Q0o/9noa\nHojBp7rh2Ry8WoD7/PDJGFyzbL5TMUlogs97FCH7GSUuU+OduDmBC4nkFTKMUOadROhr2EikKPMG\n07Tj4+QyM9gJUoySZB/tJJZZVlSocIPrhAnReUf7ME+KFOO0sxc3KytPEosZzuAiRHgNnZnEJMtp\nnLTiYe2KjckoFlO4uXdxunjVeRZzLnsQYpMWYPU0aAFVBd8MhfNqrfA0KSfJXlVyCl9fc8eDSjLR\nnRDawmNgyXZoO6TMMiE9vjMrjOSk6mjs1J/MNGFmatf8yexkElmvvy16Ms3rRffvPAJqI2xKyqSU\nl+X6AY+/tRsvQkr5rJRyv5Ryj5TyL3bjnHdC6DpGIrGrweTAYoTDrlXL2rugUoZMamfn2a1w8noF\n5rfxngXb1JVoqy1M3amIWfp688RUMyB4QDloN9P2FAZ4j0D5Gtjr+5CpYzVlj1Ef2jCkHJbnYa5P\nDh3sRyNMZdNqWZXcGr5lqlp2DzY15ta4P0YXfmKMcYX6HaRtgAG8eLnG1RVtzDhB9tLOCHNMLiNs\n+4gwQIgLJBlHbTp8GLyfBDVsfswcVWz8aHycAG4ET1NgtkHMnvIYFKTkb8smeSRPxeGEF17Iw3cz\n8IE2eLIDxsvw1VGlo/rUQSjU4btDyjD1yWOKtLw0BtFWeOQYmDbcTIE7Cvv2qJmY+TqIMMQ6lV2S\nMJRWy3apClooruPyunC5vfh8fiqVANVqAJcrSCCwcAsRDIYJBCL4/RHC4ZU3lyuCEGG83iChsA9/\n2EO0zYkvpoNHEIwrY/RYNxAEI6jiaNsamZWZGnTF4cg+FSA+lIJ7e+DUHvjVNEwU4LcH4GQnfGMC\nkjX4eBfcG4P/kYQbFfhAGD4YhjfqFt+rmnTqSkPmEfBzylyixoO4eaAx+XiBPJcpcJwgRxoTjxVM\nXmQcNzrvpBOtUZ0qUeU8t4ni5wBLF0iJ5DrXkNgc5DDassuGjc0IF3DioZ3VxCXNDWrkaeVuBKsn\n1lTEWIHQBhmWqkrmw8n6dhRSDjZyLtdvbwIqfLw+qL7Tm7UX7SqUr6tYpY1SARaPN5WMInigeUd+\nKdUGNLJXrWNbwdxN8EbA24SZ7Z1IjStitlMrDNg5KZudVuv2LunJFuRE2m5nXk5P42xt3dWW6FrY\nUa1wwcbi/y9wvh0TmO1KB2bvlq5s4YO5UxPZYESpiHdqIguqWrZVCKEmghYil7aC6AGoZJp39wcI\nHVHh5MUmW5i+u5T+o7R+oPgiXA3RcPXshoepPMwIlnxt/WPQcHMvFlOYK4aOl+AkjpcBClzEorLq\nfjdhwuwlww2qrMzyFAj6OY6FucrpX0fnEIdWtTEBDtJJBB/nuEWh8ZwCwX20E8XNy0yQbvw8jpP3\nEWcek58wh4lNsFExcyD4DgWmMOnVNb7gdiCBr5brjNk2vxNRxGKwAl+Zgx6/amf6DfjGGFyvwB8e\ng3taVdXsl9Pw6EF4bC+MZODX49DVDY8dB6cDBueg6IC9e6G3E0omZG3QIhDpUPpjpxcsTWmvbRfY\nToE/phFO6PjDDjwBJy6PC8PlRne4cbjUzelx4/K58AWdBKIOwi0G/riO6dTQ/YJADDxBiLZBtBMI\nqugozQVdXUpqUzIgWYbuBBw/CDMSLs/B3jh8+DjcrsIvx6AvCF84CqMWfHcCWlzwx/0qce3Ls5C1\n4NNxuM8neb5m8dOaxUFD47NuA5eA5yhzgSr34+bBBiG7RoHXmGcPXu5vVL0sbF5knAoWj9CFu9FO\ntLF5C1XVvpuBFcRrmqlG23Iv3jsMW6cZokSOXo6h39GatKiS5CJ+OvCzugqifMnO4aId9xr3A5hM\nYzKy7nDM4nPJ1xAEN865BPUdlnLpO70RSlfVGrGl1mVFrUXNojAFtbxa87YC21KTl/G92/MHm729\nO3qycHx7cX7LsSDX2a3My6kphNOJthvxhw1I26Y+O/u2ty7hn4mj//8sOFpbsfJ5rFJp84ObhHA6\nldh/typl0Tg4XTvXlQmhrDF2Ek7uDUIgtj2xPyhSVitBbovvTaTRVthKQHlgj2phzjfZ+XZ1gyPS\nXOySHgbHnsaCvn4rV+Vh3oeU49hyfVLt5AgaPqq8ue4xQe7Gpramyz8shJXrzHFu1X0eArSzlyRj\n5O5w+g8RpovuRhtzqRqroXGKvQgEb3ETC/V7Gmi8iy4c6LzAGJVGha0LD+8mxgxVniOFjSSMzifx\nL1bMJjFp1QW/7zHwC8HflU0umjb3++GpOOQt+H9nYNqCP+yDh+JwNgtfHVNVs98/Ch4D/nEIhirw\n8bvhwT64Ogu/HIFgHN57t7LSGE7C0LySyBzcD33dUJOQrkLRAE8LRDrVMHK8XU022roaFsCpfMKc\nAXCH1c0TUfovpx90ryJaDh+E4tDRp85lREAGoepQhvA93dDZDY4wTJeVaP9YH9x1UFXGzk9DRxA+\nekIlG3x/GKoWfPKgEvN/YwIu5eDRBHy2B06X4RspNWH5pRboc0m+W7X4dc3ipKHxcZeOJuAnlDhP\nlftw81BD63WLEi+Sphs3jxJDIJBIXmeKWUo8SAexZT5ilxkjQ4Hj9OFbpherUGGQwUb7e2Ulo0KR\nSa4ToX2VuB8gySVs6rSs486vqmRFQtyzbpWsypsIXBtGKkk5g5S30LR7N865lLbyJnMMbB4+Dmpt\ncETA2SRZyF5WrUv/FibO09e35+KfGVPate1YYYBa08Ptyol/O9jNEPKpcfAHIbA7cUiLIv9dclkA\nMNNppGm+7SJ/+BdIyuCfudhf05T4ZDdMZNt6lLlTcQd6t0Tf9nVlCwvGViOXXAHwd2wtcmmxhXmt\nyRamAO8xJfa3mhhGcJ78/9h7z+fI0jPL7/fem97C+4Ivh/Lete9ms4euOTOcmdXsSDGrkFYzow/S\nn8D9rI8KmdkNRWh2KAV3OGSTyyXbsW1VdzlUoVCoAlBV8C5hE0ikN/defXhvomAygcxEdm8oak9E\nBpqsNy8SmXnvPe/znOcc0NchvXtxWI7i29H12/l/NRbsnCXNOBlyR3/ZqMZFF2EG0Ni5ibDgpJqj\nrDNFlJ3f50YOYsfNBAPobP3sOunCjZtBBkltmvJ0YecMnYSIbdGXubDyKi0k0PiSmQ3C1omLl6hk\nkjhfEETHwI/Kn+PFieCXRJgmTaUi+FdOCy2q4L1khs9TGh12g7+pg3or/DIIvw/BKzVyutAi4GdT\ncDcMf9kDP+qClTj8bBiWDfjLc/BqF8yE4A9jEBTw0ml47YQ8fYbn4VkQ3DVw+DD0HITmetCFPM6a\nBjErUCEdCHyNUNEk71GVTfLhbzSnPOvBXiNbo7oHkjaIGvJe1tQAnR1woF2K+GejMB+WVbHLx6C9\nHR6twcN56KyGvzgLFVXw3rgkkG+0wn99DPpj8PMZWS381x1wqlLaXVwPwxmXnLC0Kgb/dzzDYEbn\nLZvKD+0qhoDfmxqyl3DwCk4EgjkSfMIKddj4jml9ATBEkDFCnKJ2i7B/jqBpi1JP8yb7Cx2dIQYx\nMDjC0S3EycBgkshLhd4AACAASURBVAFA0JbDdyxFmCBP8NOFg50ESCfNOn3YacpbJdNYJcVT7JxC\nkH/yUdNvI20w8ps8A5AZl+1L+x7rADJhSIzLinohlaiN1uWR4sLEg0/Ae6B4F/+lEdl+rS7BziKT\nlu3L/bQu15YhGS+fyL9MrUtD12W8UrlblyZn+KbtMOAFI2W2b4iUKY2NGOvr6OUKPG9sgaV5SOfO\nUywY2RNmPy3M+g7pGr1aQnvW7pZ3vOUixf4grTHCM5CKFv6coluYJ0y37p2TjjtgOyzLKXuElAth\nRxGn9rTHsHHSDCrPT978nDftAnK3TavpwYqbBXoxthEvFQttnCBBmMC2SU0VlR6OkSG9JRsToIEK\numlkgkVmNlXSqnFyhUYWiXGTwMZzevByAT9PifIlQQwMfCj8BV48KPwzEZ6SwikEf+WwcNKi8EVK\n4+cJDbtq8Ne18LIX7kfh/1yU0p2/6ZDVosF1+N/GIGmB//G0JDGT6/Dvh2V17Sdn4YfH5ADAl2Nw\nfRZ8tfD2BXjjJHicMLIAgwswEpJZkgcPQc8ROH4YDrVLYlVVCR6PJFqqDSw2sDvA54PaKrmmuwMO\ndUFXFxzogLQLpmNyKnQlCh118NJxOHsM5jS4NSvbrZfb4a8uSHnlL0ahb1G2Zv/ulHRn+bcTMBKB\nN+vgv2uHRR3+fhGW0vCTKni3CuYNnX8Xz7CkG/y5w8I1m0rKNIYdJsUrOLlsVr0CJHifJXxYeIda\nrOYlfop1+likFR/HTa86gAgJHjBOJR56ttlRTDPNKqsc4tCOtqXMW12ghSM7nPsBFuhFoFJLbqf3\n7GajYheLiwR3ABU7+ackpQ3GAIo4gRB7TBEm75sl0QJahbFH8tpQaNZleFROgFcU0bpMrkN0vnjD\nWJDX1MoD0n6o6OdOyY3rfvzJNvRk+yRlsSiEVssn8l9Z+cZE/t90vFIW/9mzL79NqB4Pitu9ESpa\ntuOaXwA9EEA5uA/T1ywam2VlanFe9kNKRXWDNEGan4SuIi4Wm5E9cRfGobqE3UxtN4x9JYldMReQ\nykMw9bn0LKvPnSm5AxstzEHwFjCRZKsFW6OcsPJd3n2tsID9NCRuSYuMXfyNVOUiunYH3ehFFa/l\nXKPgxM5pEtzBwUrO2BgrFXg4TIQhvJzEsi2aRsFCPeeY4UtWGaGKrRf3Cuqpopk5nlJJI65N1REv\nXtrpZIxRaligYZOT+1GaWSXCA8bx4sCP1Iy04ydKhj4WcGHhrGkeehY/Ogb3WMeC4BqVeFH4F3h4\njyi/Jcp3MDgp7PzYrtKkCj5KavxfcUky3vQLuhzw66D0M7vmhVer4bgPPlyQj941eLMW/qd6uD0P\ntwPwJCgnFS91Q6UVhubh0TwML4BFhdYKeOWAdLxPJCCwCgtrsJqDK1tUsFlAEWAgT79UWt5nt362\nUOeHI83gc4NhgbWkFO0/npHPP1gLJw6DsMK9Rfh6GCwKXGiAq40wmZQt2lBahon/Ub38/b8ISk3d\nARv8SRVUqAa9aZ0Pkho+RfDfOiw0qAoxdH5lGsN+FxcnzCrSPEneZwkvFn5AHQ5TWL9IjK+YowYn\nV2naqHhl0LjLMwSC83Rt0ZFFiDDOKLXU0rCtNZkhxSQDG9542xFhljCz1HMWa47QcI0EYfpx0o6d\n3BodnXVSDGLnJAr5zzXduI+0wdgjBEaPQGoY7BfkubwXIg/B3gTWmr3Xgsy6tDjBXQTRyU6YF6sn\nS0alJOTQHvm9+bAwLqts+9GTBSallsxfwpDBluOU2TQ2K/L/JuKVqqsR+/VjKwAvFCmDb1Dsj5z6\nsJSDlG04+8/sj5SpKtS17K9S5nDLbLTFcegpwQGlpgtGr0tRakMRPjyeRinqCT4pnJRtbmEaPyjM\nvNFzGoLvQ2oBbHuUpu3nIP613HE7X8m7TIhqFNGFrt9DES8h8twE7JwjyX0S3MbN93Ku8XGWKE8J\ncY9qXtvx714O4KKOZfrx0466LZ6pjROss8QEDzjKS1ssBVppZYVlnvIEP36cZsVD6su6+JJB7jLC\nKxzb8KvqoYoIKQZZwYuNg2Zr6hx+MkC/OXhwjUqcpvj/t0T5iBhr6LwsHFyyqtQrgn9OZPh3sTTf\ns6uctqv8bT18GIIbYRiMww8q4F+2wrMIfLQA/zQj/bper4X/uRH6lyRBe++Z1J6drIWfnJGWT8+W\nJVH6zOycW1VoqYDDXeBzgNABXXoCpzKQzsifupkqpghJ0mwW82ukyCpeSpf5nKPrEDIHVZ1W2Z48\nVAt+NzwLwYezUlPms8sK39k6mEzA/zsHCwn5d7zbBB0uuB+DPyxD2oC3/XDZA2kMfp3UeJjR6VYV\n/sSh4hSCIBrvESGMzrt46ELmvS6S5AOWcKHyfWpxmYRsnSRfMI3bbEFnHfsNDPoYI0ycyxzeEqOk\noTHIYyxYd5jEAkzxmAwpDnF5h0XFcwsMH1XkJhthHqCTxr9rlUzqLR27msXq6HovQrQXYIPRJz9s\nxx4h5SCvBakAVP3R3mtBVp3Wn4C/hNalswqcBRK/LLKdh5L9ycwNtnUfwd/zU9DQtv8Q8sCM1BzU\nlYdEaYHAhql7OZFeWMB2oAz6uQLwwpEya0MDkTt3yhq3JOx2lOrq8unKPF7w+sunK7v/hcwVs5co\n6qzvgNHe4gPGQZbYVZu8kBRDyoSQO8jFB/IuqxYYrO4/CqsPITIB3gIEt+7jsPqhrJZVvb37WrVa\nioST98Hx0q6kT1GukNF+hm48QhW5SaWCCxunSHIfB1dR2ZmfasGDh2OEGcDHaazb1ggE9ZxngvdZ\nZoD6bWHmVuy0cpwx7rPIBPU8f08UFHo4xl3uMMgjznBuo1riwMZ5uvmKIe4zykUOoSAQCC7QQJQ0\nd5jHjkorPgTCnPAz6CeMDrxMJVYE7+LmU+LcIcE6Ou/gol1V+B+cVn6VzPCbpMa4ZvA9u8qPKgUn\nnPDbNamrOumCt3zwt53wMARfLMspzQYHXK2Gvz0F02HoXZCP2wFJhI5Uwnd6oMoGgXWYXpOPezOQ\n3iY5tKhgMx+KkMRMNyCZkY8t77eAKpeswjW3wYEKSAt4tgZfLEAwYVbLKuF0LXRVwOMw/MM0LCWl\nae6fNssq4EJaTqDOpKDNDj+sgBorBDSdXyY1grrBqzaVV6wKihBMk+Y3RBHAT/DSYl6+AyT4gGUc\nKPyAOtzm/x8jzadMA4LXObAxaQkwwjxzrNLDAeo2+ZHJf3tGhAinOLUl2xIgxCLLTNHIIdzbngew\nyjOShDjAazktMDJECfPYzBnIXWXRiZJkABs9KOQXfxvGIAYhLOKdvGvMhfKctbbLAPK9EHkgGXih\nrcvImDl1WUTWZSYJoTFovFiai7/NJaUhxSKVkFKUo/uwGI2EILIGJ/boLhSC+VlpmG7bB0HchG9C\n5K8nEmTW1nCfK0CLWAa8cKTMVl+PkcmQWVkpa39YbWpCm9pHRWo7GprLRMrank/KtJZYxavrgKe3\nShOHKqoUoy49Kz7cvOoIBO7C2hhUF1ji93ZLEhh6XBgpU91m7NJDqHxr7+qa/RxEfiF9y2z5309B\nJ0LUoRs3UYxTeb1tHJwjSR9J7uIid76mj9NEGCLEXWpyrHFShZ+uTcLqrcStmhZWmGGGYTNi3LXp\nuU6OcIRHPGKccbo2GXxW4eEEbfQzwRAzHDM1RwqCl2nhU6a4wSyvo9KI2yRmFSgI+lhHx+AVqlAR\nvIUTPwpfEieEzru48SrS0uHLtM6XKY1p3eBdu0qHQ+Hv6uHLdfg6AkNx2dK86oMTfknOvl6BX83C\nJ1Y4WwHf7YAfdsLTVRhckRFFd+Zl27DJAy0euFYLdS5QDVhLQDgB4STE0ma1TJNkTBFy825XZRXM\nZQO/Qz6ECisJCEThaQQ+WZDPUxXo8MGVJuiplpOffWvwn0YhmoF6B/ykGXp8ENHgN6tS4O9S4I8r\nJfk0MLiR0vk8peEW0hC2TZXfx4ck+QMxKlH5MW4qTcIzQ5wPWcaDhe9Ti8e8pCfR+JQpkmR4k7aN\nCCWARUIMMU0zVXRvax8uscgss7TSupGTmoVGhgke4sBDMzt1UBniLPEQD405LTAA1unDQMdH/htc\nkl5Aw0F+Z37DMNCMm6Zp8x7XhvQoaKvgfHP3dWDGKg2YBtMFiu9Dj6Vsopipy7URWWGrKtLF3zCk\nyL+mq7Qq1dKkPEZ9Ea91O7Kdl/2K/A1D3uMOlSit2XE4Az0QwHq6wM5KgUgvymGsb0PkDy8gKduY\nwFxcLCspUxobSQ8MoEejKO59+raA7LE/G5RCSNc+jlfXLInG/FTppKzWLFMvjJc2sVN3EBafQGQZ\nvEW85/52sNghOFw4KVOssoUZGoSm7xXWTvCckn5liTFw7tESsB2RgYvJe7uTMiFQxBU0/TcYjCPI\nfRFU8GLnGEke4+BKTv2MihMfpwjRS5L5nDqcOk4TZpp57tDGd7a0nGRg+Uke8TnjPOAwV7b8ex31\nNBFkigmqqKJy07RcO3WsE2OEAF4ctCI/PysKr3GAj5ngS2Z4i1aqzem/C/hRENwjRBKdN6nGgsJF\nHFSg8AEx/pEwP8RNi7Dwmk2lUxX8OqnxD/EMl60Kr9tU3vALzrrh4xB8vg69UTkUcM4Pp/2SFN0O\nwmdL8PkydLnhhA9+fFBOcE6uy1zN6bAkaBlzFkJVoNIuK2o+G7gd4FVki1NBZkxqOiQ0aUo7G4XV\nIKwmnh9DEZLgna2DDr/0GdORr+kXczARlafMYQ9crJJtypgOn6zD7YjUrV3xwMs+cCqwpBv8OpFh\nTjc4YlH4oV3FJQQZDD41PcjasfAD3DjMauY4MT5hhQosfJ+6jTzLNDqfM806Kd6glZpNQvwwcXoZ\nwYuLU3Rs+R4kSDDMMD68dOZw359hiCRRjnBtR+A4wAJ96GSoz2MEm2aNCEN4OIo1R5UNQCdOkofY\nOIyaY2ozC4NpDGMOVfne3maeyXumwL8AAlRsrJKekS7+viPFmb+uDMuJS1+RLbHQnBx+qi3xWr44\nLrsdpeiDs5ifkq3P6n16dq0GZQenqUx6spUVjFSq7Hqy1LcUr5TFi0fKampAUUjNz+M6Vh6GDtvE\n/t0l9vo3IzuNEpiFrhKmc7Kw2qQx0350ZTaH9AlYHAdeL/752QvI8khxpExRpX9P8KncwRYa8Os/\nDqsDsq3gK+DitTl2aS9SJlRpPJn4WubnKd68SxVxHJ1P0PWbKGr+namdiyR5RII7uMgt3vVykgiD\nrHGbOn6046ZnwUEdpwlwm3Um8G8TYDtw08oxJuhniUnqNgVNA3RzkDXWGOQx57mAfZPG6DitREjQ\nzwQeHFSZAwd2VN6glY+Y5FOmeIs2KnGYwnE/DhS+ZpX3WeK71GJD4RA2qlD5NRH+iTCv4eQMdlpV\nhb9xCj5KadxM6wxrBt+zqXRbFP6sGi4nJaF5f01qzq564KxbCuVXU7Iq1R+C9+ZAFdDuhm43nGmA\nt9tkBWwhBktxWIrJalc4BWMhWSnLbB1eBSR5c1vBZYEaJxysgGonNLgkIbMoMJ+A8ZictpyKyd9T\nZYM36mSMlN8qY5U+CklSmTHghAve8EGFBdKGwWcpna9SGnYBP3FY6FEFQgjW0fktEQJoXMLBNRwb\n7vtDRLhOkDpsvEPthqg/Y5rDLhPnZZpp4PmGLkma2zxFReESB7FuIlY6OoNmfmUPx7eI/gHWWWaB\nMerpxMfOFmCMBUKMUcNx7HkI1xp3EKj4d5mmTHIPgyQOdhfu6/pNwImSRxrwfGEE0k/AcaVAgX82\nVqnAa254xJy6PF7YepAVstVnUF1EaHkWSyOAKN2fbGFcRk6UEmCexfyU9Cfbb4vwGzCNBcqfeTk/\nj+JwoHrzX+vLiReOlAmLBWtNTdnjltRNcUuWcpCy+ib5pQ/M7I+UgSwzD96VGWOlTo/UtcsWZjpV\nvEDU6QdPrbygdFwp7rlVR2DpEYRnC99VertAdci2QiGkLBu7FO2X0SrKHlOi9rMQvyHFw7sK/i0o\nynk0/XMMYxkhcutZVCqw0UOShzi4mLNapmDFxzlWuU6cSVzbSBVABV2sMcIifXhoQWWrDq+WNoLM\nMcVj/NRtaWNasHCcE9zjLoM85hSnN27MWWPZL3nMHZ7xMj0bBqMurLxJKx8zyR+Y4m3a8JuE7jhe\nHCh8xgr/kQXeMdtrNaj8FV7eJ8anxJkkwzu4cAqFH9gtHLfo/C6p8f8kMvRYFL5jUzlgF/x1LYwn\nZEzThyH585xbPt6okwMAs3EYDMvhgA/NeR63BVqc0OyEOgec9kGlTZK3LHRDtiENzPalkP+eLcKk\ndUn+VlIy7ujLNZiOywQBkA78L1VLkthkSjdnUvDxihxaAEnGXvZK3ZhhGDzNGHyQ0ljVDU5YFN62\nqXgU+QufkeJDYujAu7g5aLYfDQzus04vIVpxmD5k8nPKuvXPE+UyjbRu0mNlHfvjpLjG0S3CfoAx\nxlhjjR6O7bC/0MgwzgPsuGlhp2O+gc48vVhxU5MnCinJPHHG8XMeNcdEpnyNcZL0YeUQKvk3b4ax\nim48QVWuIcQeWtOs4XMh4eN6UlbMPWcKi1UC0zDWVVzrcn0SMonipy5Bbmz9TdJuqFgkYxBagOMl\nTm2CGQG4CB1F6OfyITAjjdKryiPK1wIBsFhQymxbkVpYwNrQ8I3HK2XxwpEyAFtDA4mJibIeUzgc\nKJWV5RP7W61QU79/Z3+QpGzgJiwHoKHECZK6Dhj+ClamoaGEXVptN0zegUxKGkEVispuuZsMPimc\nlCkWOQkVGobmTGFtBfdJCPfKaBXPHrtvtUo6/Cd69xb8i/No3EDTb2FRf5B3nYPLpBgkwV1ceaqR\nHo4Q5iEh7uKkdcfkm0ChngtM8IEp+j+77d8FHZxmgM9ytjE9eDjEYYYYYpIJOja1XG1YuMQhbjDE\nbZ5yjaPYTdLnxcZbJjH7hCneohWfedPvxo0NhT+wzK9NYlaDDQcKP8bNfZJ8SZx/JMwf4eIAVnMI\nQPBVWlaQnmZ0LltVXrIpdDgEHQ6YTcHXYfn4KgwddjjjhsMOeNsFb9dLy4nRCEzFZb7mk00eykKA\nWwWvRVbCbApYBQhksLluyPZlVJOasEhm63NrbHDIA51uaHeBz+QGEU2Ghj+IwWIaHApc8sgQ8Urz\naxjQdD5OyeGGGkVmV3aY2rE0Bl8Sp48kDah8DzdVG1Uwg+sEeUqUQ7g39HoAGgbXmWWOCJdppGuT\nrlBOWo6zzDpn6aRqG+lfZokpJmmmeYs1ShbTDJIkxlGu7YhSAinuT7BKC6+gsJMkGRiscQcVF948\nvmUASe5jkMTJ7hs3zbgNCJS9ci4NXbYurR1ySGcvxAbByBTRukzLqcuKE8VPXSoWmfFbDFJxWJ2B\n7vwbwV2xOCF/1u/Dn2xxRmrBymEaG5h5XnwoA7RAALWuDqEW8VnsAUPXSS8s4PmWRP7wgpIya309\n0YcP0WIxVFeRTsq7QGls3CihlgWNLTD0UJom7eeLmz2BFqZKJ2U1rZJ8LE6URspqumH8JgQnoK6I\nyp/FIbVlwWFof6vw5/mPQfCBNHX0F7AjtR8AazVE+vYmZQCOCxD+uWyN2PLn7QnhRhEn0I1+DON1\nhMi9w5XVsqMk6TerZTvXCRQquMgyHxPlKR52amRc1FBBN0GG8dOOY9uEmx3XRhtzgXEatmndGmli\njTUmGMePn6pN/mlenFzkIDd5wl2ecYUjqCYx9GHnTVr5A1N8zCRvbaqYteLkXer5gCX+Iwu8QTXt\nuBAIzuGgCQu/I8p/IMI57LyEE6sQvGpTOW1R+CSlcSOtcS+jcdWqctGq0GwT/Fm1bA0+iEFfDH4V\nlFqybgcccUCXA85WygfISKPlFCwnIZiGcFqSqFhG/nfakJUyVUhtmUOFCis0O6DCJr3QqmyyKmY1\nT0fDgGBGksMnCZhKymO02OCHlXDCKQkfSN3YlymNxxkdp4B37CrnLQqquQOfI8MHxAiicR47L+Pc\nIF1xND5imXmSXMDPGXPiFWSF7DqzzBDmIg10b9NiDTPDDCscpYUD21qPceIMMYQXL905AsVDLLHI\nOPV04s3hpZcmxhIPcNOIl9zXlgRTJAlQyUs5SRuAToIk97FycI8qWQJd70MRxxBij1ie9DPQ1sC1\nx1R1FpEH8hpQaKzS+jMZdVRM1qVhSFJW0SkHkorByhhg7MMKY0JuiCv34XY/PyXvA3X7bDmm07C8\nABde2t9xTGRF/pbjRbSRC0AmGMRIp7+VeKUsXkxSZgr20gsLqB372DVsg9rURGZwECMeRzj3cJcu\nBI0t0H8XgstQs4cPz25wusFfLU+oU9dKO4bVJsWhC2NAAVNM21HVJm0tlkaKI2Ugy/xj70M8KH19\nCoGnU5o5hgYLI2VCSDK2+gmkg2Dd4/dYD8lsnUTvrqQMQFWuomsP0I07qCK/Js/BpU3VstdyrnHS\ngZ16QtzFRScKOy/s9ZwhwgwB7tDO2zsqarW0scYCMwzipxbnNlPagxwizDqPTX2Zc5NQvBovZ+ig\nl1H6GOMcXRvkoAIH36GNT5jiIyZ5k1aqzDZnNTZ+TD0fssyHLHMOP+dMYtGIhf8GH9eJc48k42R4\nGyctWPErgj9xWLis6XyW0vkkpXEzrXHJqnLequCzCF7xybbgdAoex+W05rDZMqy3SruJFhs0W6U/\nWPM+Ts2MIStggTRMJ2EsCeumxUaDFV7xwnEX1G7iHvOazo20zmBGxwJcNat+DpOMpTG4SYK7JPCi\n8BM8tG8iL8uk+IhlYmi8RQ1dm9p/abNlGSDCRRo4tI2ET7LEUwK0UcvBbSawGhqPGMDA4BjHUbeJ\n9zOkGOM+Drw525YAC9zDQKeRiznF/QYaa9zCgj/nJiKLJH2mlmz3Kplu3AVSKMrVXdfJg94FxQfW\nAgT+6RVITJoT2AW2qUKDMuXe017YeoDYIiTWoKUES4qlEbA6wV8iIVoYk5vr/VSS5qekRnk/HmcA\nC3Oy2FCueKXVVYxE4puLV/qWRP7wgpIy2yZS5igzKQPTRLarRCHmZmS/sHPT+yNlIKtlE8PF21Js\nRn0nDH4hvW6KDbJVLVDVXmLkkknKVoagpUBSqahyIio0KCekCmphnoK1T+WOuXIP3YVQpD1G7FPQ\nVnZtjwhRgyIOoel3TTPZ3NUClSpsHCVFPw4u5KmWCSq4ygLvsU5/zpgaFTv1nGOWr1hjhMpt9gUC\nQTuneMRnjHKfHl7eIuyW+rKT3KOXRzzkLOe33LCbqSZGikGmsWHhBG0bN2Q/dt4yK2afMMnrHKDG\nJBFuLPyIOq6zyj1CLJPiDaqxoWBD8CYuurDyMTF+ToTj2HgFJy4UmlSFf+lUmNF0vkjpfJbSuJHS\nOGlVOG9RaFAVWu3Qaod3/NIDbDQpg8z7onDHdPG3CKiyQLUFvKqcunSpsnW50b405CRlXJcTkxEN\nVjOwqsFaho1AK5ci26Yddlmdq9j0FdMMgyeawe20xpRmYBOSjF2xKbg3nX+jpPmUGCF0TmDjNVzY\nN5GbbHyVA4UfUUfdJi1YGo3PmWGRGFdo2tKyBJlp2c84dfg5SfuO7MonDBMhzAlO7dCRGRhM8NA0\nib2Us20ZYZZ1JqnjFDZyi6AjDJFmjVreyelbBtkq2T2sdGEh/3XOMDLo+h0U0YUi9rhJakFIjYDr\n9cLE9JF+s6ddROsy/BQqThYn1t8IIC9yY7phhdFZWtcktg7hZegsQFuXD5kMLM1Czx5t40KQleWU\nKV5JM538yx6vND//rcUrZfFCkjLV7Ub1eL5ZsX85SFllFTic8gt8cp897YY2eNIHq0tQVSLBq+uA\nx5/LKcyW3atDOVHbDYPvQ2wVXPnH3XfAUSEd/oPDhZMykDl0wT45IeUvYLds8YGjSwr+K17fm7za\nz0D8c1ktc39316WKchVde4Ju9KGK/P5LUls2bE5i5q6q2anDRTdh+vFwFEuOwQAf7awxyiIP8NKK\nha0k2oaDdk4xwl3meLKjEuLCRQ89PKSfJwxzlJ4tN/WDNJIiwwgBbFg4wvMdrw8736GNT5niD0zx\nMi00m6/RgsJrVFGLjZus8ivmeZNqak2y0Y6Vv8bHTRL0kmCENFdxcAo7KoIWk5wt6ga3Uhr9aZ17\naZ1GRXDGqnBUVfAoggYbNNikv5luwFIG5lKwnIHltHyMJyGRY+pyO1yKJFyNVjjulBWxBhtUqlu/\nIoZhMK8b9Gd0HmV0ogZUKoK3bSpnrM8rYwAraHxJnFHSVKPyF3g4sKk6lkHnJmsMEqEJO29Rs2F5\nARAnw6dMESLJVZro2DbxuESIe4xSiYcLdG9MbWYxwwzzzNNJJzU5pimDzBJklhaO4s5haqyTYZ67\n2PFTTW7Rt0aCEL04aMZBfg2S1JIlcLB79Us3HmIQQVX+eNd18qD3zI1TASTE0OU57+gGS4ETdtnW\nZTFZlyA3lt4WsBc5yRdehGRYykBKwaKZB7wff7LlOWkg3riPeKYs5magomp/dk+boM3NSZF/3T6L\nF9uQXljAWlPzrcQrZfFCkjKQurJyxy0JpxOlqmqDte//gEJWy7L5YPtB9kQKTJZOyqpbpCZhYR+k\nDOSOr63I3VbVEZj+XF6YCr2geTple2FtoDBSBrKFufTPkJgA5x5VVMUrWyOpB+B6c9eRe8EBhGhG\n12+jiPOIPLtrWS3rMbVl51HyVCAquEiccUL05oxfEggauMAYv2OBXprZqd2oookaWpnjGT5qd1gd\nVFNDO52MM4YHL63bbqw9tJAizRPmsGGhc5NI3IuNt2nnM6b4gmmubCIOAsFxvNRg4xOW+Q2LXKaC\nY3gQCKwIXsHJUWx8bk5o9pHkFZx0Y0UgqFMEP3JY+I5h8DCjcz+t8/ukxvtotKqCoxaFLlWhWoAi\nBPVW2crcjrQuK2JpY6umTEWK9J2KnMTMh4xhMKsbPMlIG49V3UAFDlkUTlsUulWBsomMxdC5SYJ+\nklgQvIyT6BFMcQAAIABJREFU8ybhzCJIik9YIUiaU/i4aPq+ZREmxSdMkSDDaxygaRspXyXCHZ7h\nwcklDmHZVqFaZZURnlFLLW05pngTRJngIR6qaCQ3CVhmgBQR0xMvdwVsnQfopKjgcs7WJoBOzKyS\nHcRCft2OYRjoxi2EqEfkyNvcujgjpy6th3e1rNlAYgIyIagsUHsG8ppi9YC7CIKSWINIANpzm0Tv\nimUzL6xkK4wxsLugYh/aqMCk/FkO09jADBxo399xNkELBFDr68sq8gc5eWlvLcNQQxF4YUmZraGB\n8K1bGJpW1g9SbWxEmy0DicqisQUmRmSisqPEmCQAbwW4fTKc/FiJ5WdVlZqE7K6rWLirwVUFi0+L\nJ2XVR2HqM1n+bywgvw7kTtnfA6sPpJeQWkAguvMwKA6IPtiblIHM0lsfhNRjsOdvfQghUMVVMsYv\nMIwnCJGf1Dq4YmrLbuMi93CDBS9ejrPOQzwcw55DHG3HTw0nWKIfH+142anfaOMEEYKMco/jvIZ1\nm1VCO+1EiTDKM1y4tlRVBIJTdJBGY4ApFBTaN7WfnFh4iza+YIavmCVCmuNUb9ygG7DzpzTwOUG+\nYpVJ4rxK1YYrfS0qP8HDGBm+IM5viFKHyhUcG+TMKQSXrCoXLQpLBjzO6AxlZIg3aPiF4IAqaFYE\nzaokc/ZNJMmqPBft7wXDMAgbENAN5nSDaU1nRjNII0lch6rwkl3hqEXBua3KGkXnLgn6SaFhcBI7\nV3Dg3tQ2NjB4RITbrGFH4XvUcoCtArglYnzBDAbwFq0breEs1ohyi6fYsHKFQxuZpVnEiPGIAVy4\nOMLRHWRJR2eMewB0cnaHHhEgzgorDFFBF+48RCrDOhEe4eYQthyVuCyS9GKQwsnuFXDDGMEwlrAo\nf7y3NUFqEPRYYTmXIM91xQGuAi0qtASsP4WaC0W2Loflz+oSNrSLz8BbD849hhtywTBM4++O/WVV\nBiahohYc+xyOC69DNFw+PZlhoM/NYT2Zf7K3FGjxOFoo9K3qyeAFJmXW+noMTSO9soKtjCVPpamJ\n9OPH6LEYSjkmOxtbzJNqDtr2UXoWQlbL5ib2ryvr/wjiYXCWYKZXexBm7heXZwngqpUi/+Bw4aQM\noPIErNyVo+uVBZy0ihXcx2Tskv69vT3LLB2g1kLiNthO7vq+CnEEQSWacQNhHMl7c1HxY+c4SQbM\nSczcF2IZVv6MVb6inndzViNq6CHMFPPcwUXdjsByFQtdnGOQ60zQTzcXdqQBHKWHBHEGecxZzuHZ\nVJlREJyni7uM0M8ECmLD9R/AhsobHOAWAfpZJEyKSzRuVIYcqHyXGgaJcIs1/pl5rlLJQXM6UyDo\nwkoHFoZIcZMEvyFKNSrnsNODDQvSbLVOQJ1N5XWbyqpuMKrpjGsGU5rBo03usF4hqFbkT48AlxBY\nhbwYZi0xNAMSQMwwiBiwqhusGgZJI/u+QK0iOGtVaFcVOtStZC+LFTTuk+QxSTSgBxsXcVC9rboU\nIs0XBAmQpA0nr1C1ESqexTghbhHAhYXXOLAx3fr8GDFu8gQVhWscwbHts06TZoB+AE5yCmuOSchZ\nhomwShfnceTQNBpoBLiFBceOnNXNWOVrQNk1dFxWyR5g4wjqLsQNkOcMPoQooF2YuCM1npYCrpd6\nUtrguE8VZi4L0sHf0KQVRjFYGQJ3XeHDSlmkE7A6BZ0lDmmFVyC+vr/Wpa7LqL6DZSA+2fjApvIE\nfOvBIEYyWXYn/2wn7ducvIQXmZRtEvuXk5RtcfYvh64s63YcmNkfKQOob4WRAQivga8ITdeWY5jV\no4VxaC/hBK07CJO3YWVC/nehEMLMwrwtw3wtBVS9AFwHwOaHtUeFkTIA92kI35O+RZ4ze78ux0WI\n/g60WbDk3/0JoaAoV9H03+0avQRSW5bksVkty93uULDh5yJBPifGCO4clgYClUYuMcGHLPKAxhx5\ngm4qOEAPUzzK6favonKck/RylwEeco7zW4Kqs+ayd3jGA8YRiC3WCyoKV2nCh41+loiQ4mVacJqX\nH4HgGF5acPA5QT5jhadEeZlK/CZxUBAcw85RbAyRopckHxHjBnGOYeeEmRSQRaUiOK+onDd5R1iX\nbcZl87FiGExrBhHDYFvm+BY4BbiFoEIIWlVBtSJoVAT1isCWh1RnMBglzQBJJshgAY6aZKxyG9HS\nMBggzD1CqAheo4pDZo5oFgYGD1lmgCXqcfMyzVvCxQHWiXGT4Q1Ctt0cVkfnMY+IE+c0Z7ZM1D4/\nxhIBRqiljeo82ZUrDJFglQO8uoPgZxFnmjiTVHAJSw5il0WSuxikcbB7sLVuTGEYU6jKdxF7mbpm\nZiEzA+4/KmzjGX0sRfuF2OBksfYI7JXgLGLSLxWF9anSpi6XR6XubT/RSiArZaUiuADpZPn8yVQL\n1JaH7OhZkX+5Jy9Nzfl/IWXfEqzV1QhVlW/8iSJ3PLtgQ+xfrglMh0M6HpcjnHyzrqxUUlbRADan\n1CiUQsqq2k1rjGfFkTKA6iMw+7WMKKkt0I9GCOkjtHwbMnFpk7EX7C1gq5XEbC9SBrJtGfuDrJZ5\ndi/JK+I0Ol+g6Td2jV5S8GHnJEn6sXMOldy7azeHNuKXnLTn9IFyUkMlh03vsjZcOVpO9XQSYpFJ\nBnBTsUPc7cDBCU7ygPs8pJ/TnMGy6fKhonDBJGb3GUND39LKFAhOUIsHG7cJ8D7jvELzlvabHys/\npI4hItwhxC+Y5zQ+TuPdcK3PkrMebEyRoY8k90w7iWYsHMbKQWx4t7XdvIrgSA5xmGGSsjTS7sJA\ntiJVAXbYogfbDToGM2R4SpphUiQw8KLwMk5OYMOVow04S4KvWGWVNB04uUrlRus2iyQaXzPLLBG6\nqODipipjFmtEuckTFARXObKRtrDxN2LwlCcECXKEI1TkyJRMkWCU+zjw0ErucyvJOssM4KM1ryeZ\ntMC4iQU/3jzHke9XxKySHUXN4X+2Za1+A3ChiAJE+4k7IGxgL5BkRe7Lc71Qb7JMFCLjUHutuG7D\n6lPZoSi1dWl1QkWJ7b6FcXD5wVPiNR826cnKIPIPzEB94/6sOTbhm3TyV8yhwG8T5bHS/f8hhKpi\nqa3dCBst23GdzvI6+4OslgVMJ+X9oLIW7E6pKysVQsgd1+J4aa9HtUB1hyRlxT7f2wJW93NtRqGo\nOC7bDaGhwtYLAe4zkJyB1FIB682bQGpQZu3temgLinIZwxhHN3YfCHFwGYFKgq/zHw9BJVfQiLJu\ntqZyQdoWeJjjJjrpnMfp5CxW7IzQSybHGj9+jnGcMOsMMYjO1tFFCyoXOUg9fvqZYJyd51YHfr5L\nOwqCj5jkKUEMnn8PFLNq9uc00I6Te4T4OQGeEt2yToasW/kxHv41fl7GSdIM7/57QvyMdW4QZ4Y0\nGfJ/z4QQWIXAJQQ+ReBXBB5FatX2ImTr6Dwiye+J8r8T4p+I8JgU7Vj5Uzz89/i4hGMHIVsjzQcs\n8Z9YRMPgHWp524yg2oxVEnzAOAGiXKSByzkIWZAIX29UyI7iYafudIIJ5pijnXaaclTADHRG6UUj\nTTfnc9pfGOgEuIlApZ788gFpgbFqivvz7/kT3MRA33Pi0jAW0Y1nqMpFhNjDG0uPQuqRPBdFAZX0\n1KI8xz1nCydYa4OyalVM1iVILazdD+4i9UmGIUX+NV2lWWEYhrxWl0NP5qkATwmats3QNFgIlC3v\nEmQB5JsQ+acXFrDV139r8UpZvLCkDKTYv9wTmCDLqPty9v/pT7f+78YWiEUhtLav14UQsvy8n3By\nkC3MWAgiq6U9v6Zb2mLEgsU9TyhQdUhWynSt8Oc5G8FeBaFHhT/Hc0r+vkhfYesdFyTxS97fc6ki\nzgN2dP2r3dfhxs5ZUgyTYTHvOjsNpkXGA9KE8hzLShNXSBNlgdx/kxU7XZwnRZxx+raQoCxqqKWb\nQyyxxAjPdqyxoHKBgzRQwUMmecrcjjWVOHiHdhpwc4d5rjNLiq2fpxsLb1HDu9TjQuUzVvgl80wQ\n23E8DwqXcPDX+PhX+Dac8O+Q4OdE+F9Z42es8zEx+kgySZp1dLRdyFoWBgZJDBbI8IQUN4nzHhH+\nnhD/lhAfEGOCNF1YeRc3f4efH+CmA+sOG4owGb4kyC8IECDJRfz8GQ20bWslSg+xIB8wgYbBd2jj\nEFU7NINLrHOLJ9iw8FIeQjZPgHHGaKBhS2zWZszwhDArtHMKVx79YpAhYizRwAWsebIrNeIbFhhO\n8ldUNFZJMoCdk6g57Da2rNW/Amwou9jIbCB5X56DjgKHiCJ9MuPSXUTFP/QIHLXgKELyoqVhbVT6\nLRZ7g1+fh2SkdBf/tXkZz7SfaCXDkGkw5bDCWFqATLq8Iv9AoOx6MkPXSS8ufuutS3iB25dgxi09\neIAWjaK6y+OXAjJuKf34cenO/v/m32wlZllBZGAGKvZRggZJyiafQCwCrhLLslltwuI4eIsUrYJs\nWw4iy/IdBWTSbUb1UVjog9C4zMUsBNkW5tINSEfkKPteUN1yEjPaD5Vv7h1QrNaAtbOgPEwh7KjK\neTT9awwjiBD530M7F0jygAQ38PAneddVcIk4k6zytWnUufPi76J+o43poxV3jpxDL1W0cJRpHjPP\naE5LhAMcIEGCaaawYqNjm0VBtpXZxzhDzJAkzXFat7wmBxZe5wCDBOlnkd+T4CpN1G274Tdg54+p\nZ5QYvYT4kGVqsHEaHx04dxCfalSqUbmEgwQ602QIoDFPhmFSJLcRMScCp9n0tZjH0jHQgAQGMfQt\nmjMBVKJyAAsNqBzASg1KXssHkJWxftZ5ShSBoAcvZ/Ft8R3LIkGG2wSYJkwzHq7QtEM/BjDLCvcZ\nw4ODyxzGmUPftcwyQwxRSWXOSUv52hYI8JRa2qjJ05JMEmKJh/g4gC+HhcbzY91GJ00l13Z9PxJ8\njUDdU0tmGCF04xGKcgEh9riOGjoke82cywLaWIYmh3lch+W5XghS6xCdgrpXiyNXayOSmFUXaMuz\nGUvP5M9SSdlCGfRkoSDEo+XTk0HZSFlW5F9uPVkmGMTIZL71yUt4wUmZzWTB6YUF1M59iug3YcPZ\nPxDAUo7j1tTJWIu5aTi6T/1bVhMwPwWduU0f94S3Wo5mL4xBVwmmtq5KcNfIsnzH7hfmHajolCL/\n5cHCSRlIkf/idSnSrS3wd3rOyMms+DNwFXBBdVw08zCHwbb7e6uIS2jcRtNvYFF/lH8dDhxcJM51\nMsxiySPAtuDBz3nWuEmcSVx5bp51nCbCLAFu0cH3UXNo0BroIkKQaQZx48eXw26jm24ypBlnDBtW\nmrfZbSgonKUTO1ZGmSdJmjN0bmRlQlbgX00dTr5ijo+Z5ChVnKJ2x7pu3HTiYoQY9wnxB5bxYuEY\nHg7jxpGD4DhQOIhtY/zBwCCKQRCNNXSi6EQwSGCQxthoc9rMfINaBE4ELhQqNh4qtl0IRxYGBrMk\nGCDMFAlUk4ydwrujTZnFFOvcYZ4UGueo50iO6hjAGAs8YpIqvFzk4A7bC4A1VnnEAF48nODklsSG\nLBJEGOUeLvx5dWQGOnPcRGChIU+UEkCSeaI8wccprDk0a1loLJFiOG9ixZa1umzbq6KA8zX9BLQQ\nuN7Zey1A/Clo0cI0o1mEHsmqUWUJU5dWJ/hKqDQtjYC/CewlbqAXxsBXC659tB2zcpdykLK5aXB7\nweffe20ByHakvhEnf759kT+84KQsO4GZmp/HUU5StlnsX47jKspzXdl+UdMIFuv+SJkQcrx67knp\nYem13TDVW7w1hmKRESXBYTB+ULhPkKMWnA3S9LFQUubsBtUj2xyFkDLrIVArIXFzT1ImhBdFnEE3\n7mEYryJE/ouUnTMkuU+cL/HwL/LeGL0cI8owa9zEQQtKjtNbwUITV5jkYxbopSlH1qDUl51hkOuM\n0MsxXsW+rYIlEBzmCGnSPOUJFqzUbxsgkKTrAHYsDDJDghQXOIh9GxGsxcX36eQ+CwyywiwRLtJI\n/bbfqSA4hJtuXEwRZ4Awt1jjLiHacXIIN804duiuNr8eDwIPyi7+8vtDiDTPiPKUGGEyuFA5h58e\nPDssLrKIk+EeC0wQogoHb9JKZY5WpI7BIFOMskADFZyja4cxLECYMA95iBMHJzm9ZSAjC40Mz7iD\nQHCQizl1ZAArPCbOMs1cw5JjYhMkcQtyAxU3vl1sMuTfeh2BDfsuVhkAhhFBN+6jiJMIsXuLE4DE\nLVArpGFsIYj0Sfd+RxHDWKsPwdUM9iKq+7om9WTVPTL6rRikE7A6DV0lTGyCdN9fmtxftBLIe4XD\nBRW725YUhMCMrJKVSaelBQKgquV38s/GK9WU4W8uEi+0pkx1uVB9vm/G2b+ysnzO/iC/yEvzkN4p\nwC4Kqgq1zfsT+4MkZam41CyUgtqDMpNypQQj2uqjkI7JEfNiUHkSYrOQXClsvVCktiz+DDLhwtY7\nLkF6GjJ7f/aqIn2HtD20ZQIbDq6SYZY0I7usU6nkGhnWCfMg7zoXdVRzjDVGCTOd+7Vh5SAXMTAY\noRednRo+BYVjHMdPBYM8ZjGH7k3e9Js4TxdrxLjOIGHiO9ZZUbhEI2/SiobBx0xwkzkSOQwrFATt\nuPgh9fyEBo7iYYYE77PEPzLL56wwQYwUBWQo7RMGBsukuE+IXzLPzwlwn3X8WHiTav4rmjiPPych\n0zF4SpDfMsoU65yilu/SkZOQpdG4yzNGWaCLei5wMCchixDhAX2oqJzizBbrks2veZwHxInQxfkd\nhDuLOMssMYCfdvy7uOhLcf8KlVzJOf37/G+YJs2Y6b23eztSN24CGqpSACHJBCA9CfaLhW3SMmGI\nj5jeZAXeAhNLEJ8v3ptsbUxa+JQydbk0Ahilty6Xp+Wmdz/+ZCBF/g2t+ydSsSiEVsvmTwbfnMg/\nNT+Pta7uW41XyuKFJmUgy5Opck5KmlCbmjb8U3bFT38qv+ybH7Dz//vFe6aBXxmIXlM7rMxDMlH6\nMbIn+sJYac+vagPVJt39i0Vlt6yYrRQ4TZmF/7h8L1cHCn+O56yZjZef5GyB/Yycxkzc2nOpEH4U\ncRLd6MMwdp/atHEclSoSXMfYhWw4aMZFF+s8IE3+wZBaTuCgigC3yZD7e+DAQydniLLKOA9yCv9V\nVE5yCh8+HvOIZZZzHquZaq5ymAwa1xlkntxDIo14+D6dHKOGcUL8llGGCeYV5Vdj4xqV/BXNfJca\nWnEyTpwPWeYfmOHXLHCLNcaJESGT828oBml05kkyQJiPWebfM8svmeeu6TN2mQr+kia+Tx3duDd0\natuxQJQPmeAO81Th4Pt0coLanFW+CAluMMgiIU7RznHadmjpAKJEeUAfCgpnOIsjB7kDCPBsI9fS\nn6M1DTLbco6vseCkIYe3XRYaMULcNcX9+W/+BgZxvjCtXnav3BhGDE3vRRHHdtVbbiBx25yALrAi\nFOmT53Qxrcu1AXntKHbqcmVIyi0qSiBGS8/A5tqHFcaYJJ117aU9HyCyDuFVaNzHMbKYMzs9TeV1\n8lfKrCeD55OX/znwQrcvQU5gro+OYmQyZWXFBTv7//SnO6cthdhpFxGLwv/xv8jyb8s+p2Aa2uTx\n56eg7VBpx3B6wF8vT/yjO3MV94RqgZpOScqKTRhQbZKYrQxBxzuFP9fmk1l1awNQX6BY11oNjnbp\nZ+R7ae/nCLskZsle0N8GZXctiKq8hK71oxu3UEXuSCXAFEa/TJTfkOIRdvJPjFVylQQzrHKDWr6f\ns90pUGniKhO8T4BbtPBqznWVNNLCUWYYwomXJnZ+XyxYOMkp+unjEQ85wUmqczi0V+HlFY5xlxFu\n84zDNHGY5h2/14rCGerowMc9FullnqescppaDuDN+TotZvWsHRcZDBZJMkuCWRI8Iky/ScbsKPix\n4MeKCwUnKnYULIhNQn9p6ppEJ4FGHJ11MoTImMROwoNKG06acNCMHXcBl9MQSfpYZIYwLqxco5l2\nfHlb0vOscp8xBILLHKKW3G3uGDEemFO1pzmDK0/1K8gcMwxRTUveXEuARfpIsk4bb+U1iQXp3G+Q\noZKXdhX3p3mKxjwu3kHsUk0D0I07QKqwKpkehdQA2M/JqKS9YBgQ7QNHhzy3C4FhyGuGp7OwIaGN\n5+mydVl5UG4ii4GuS1JW012aPATktbm6BawFGm3nQmBC/ixLCPm0bOHWlUf/tSHyby6fvQaAFo2i\nhcMb8qZvG/+FlDU0gK6TXlrCVkaxYFbsr8/NoXSXWH7eDJcbKqqe7zb2g/oWeXLMT5ZOykCOWY/2\nSu2CWsJXqe4QLAxDeBF8Re5Kqo7AyjBE5sBbxElZcQJmfitbEa4CP2/vOVj6JSTGwVnAjtdxUe7e\nk/fA+equS4WoRhE9ZmXg2q5TZla6sdBIgpvYOJr35qbiws9FVrme1+kfwEEFdZxhnl5WeUIVuXVz\njRwkTpgZhnDgoYqdO1MrVk5ymn4eMMBDjnGcWnbqPFzYucYRBpjkCXOsEuUMHTsigQAqcPAGB5gj\nyv3/j703e27jWrc8fzsTI0FwADiApEhR8zxYo2XZluTp2D6n7rl140bUQ0VUVPRD/wkd0dEP9Qf0\n633oqH6riI6oqqjue+ue4+NzbMuSbc2SNVIDKYnzAJDgTMzI3P2wAUqWBSAzkbw6juulUHiI3Ikk\ngdxY+X3rW4sE3zNJKwEO0FaRnIEiaN0E6CbAcZTD/jx55sizRIElisTJkcaoaYshUESuCQ+d+NhJ\niHZ8tOG1RMLKWCLLAPOMsYIHjcN0sJvIuinuqzAxGWSKIWZoIcRxtv/Mpb+McstSInmLI4QqCOhT\nLDHMbRqJsIXDFX9/q0yywCBR9rx2QreMDBOkeU4zx/BWsbaQGGT4AZ02fFTXWkqZwzBvoIldCGFB\nJ5T7sWSDYcEyAyA7DIVFaPnQ2vFQkjwsqqlLO1iZgELKWetyeQryabVHOkE+C4vTsOd9Z+vLmBkD\nXwAiLlSNZiahIwZeGxriKtgoJ/+yyP9NTF7Cr6TsJ2L/jSBlxvQ0HjdIGShd2fhwfdmVoIT+HT0v\nXJqdonMrDF2DuXGIOSjPl2NDZocckLJdqjS/8MQeKWveA1NfqCdfq6SsYQ/oQVj70Rop06Pg2w7Z\nmxA4XTNTT9fewzQeYsqr6OKDiscJBAHOsMZ/JcuPBKtYCjSyhxRDLHKVAL3oFVpZrewixQwJbtNA\nB4HXJAcIBFs4TJYUw9zGT8PPHP8BfPg4zFvc5y4DDLCXfT8T/4PyMjvMFlppZIBxvuMhR9j62iqQ\nQNBDI12EGGOFByT5nkma8bOLCFtprkhsXryeoBM/na+QGlmausxhUkSuEzQNpVvzo+FHe22r0Aok\nkjhpBllgklW8aOwjym4ir7W5KCNNjls8Z5E1NtPOfvpeqx8DWGWFu9xdb1lWImR5MjzlBh58bOc4\nWoXzFUgzzVUCRGinsiu+SZFFLuGhmSYOVfktQJ77mCzRyL/ldQHnPzmvvAFk0KxUyaShLGi825Ql\njRWs3Vb3spXBnTKWHqhKV7NNS4uFJ+rht8XB/j/7VO1vbQ5TYWZH1fdEvXqyeElP5rRaV4ZpqlSa\nA3UOHbwEY3oa4fW67uT/puKVyvhXrynztLYivF73xf5+P1o06r7YP7UGK683CLWF2GaYm4ZC3vk5\n2jerjWPWgVgfIBCGpq4XXjx24A1C82b7ujJPA4S3K2sMaVEILjzKYDL9BIy0tTWBU8rdP1/bsFaI\nTjSxB8O8gZQ/F8G/DC+b8LKdHDcwqaxDEwgivItJliUq69sEgi5O4SHAFJdfceV6AQ2dHZzAi59B\nrpElVeH6vBziLZpp5hEDTPP6eDCBoJ8O3mMvXjxcZZABxim+ZqBAvb5gC838jq2cpgcPGjeY4R95\nyk3iLFbQxVWDQOBDI4yHVry04aMNHxF8tOAliO6IkGUp8oQFvmCY84wxR4YDtPN7tnOYjoqETCKZ\nIMlFBlgjwzG2cZgtFQnZEkvcKYn6qxGyIgWGuIZBkR2cxFeBoCv7i8tITHp4tyJxA1jhNkVWiPBe\nVed+kwwZruChD08VzRmUq2RX0cQONGHhQSv/EMwVCFicpjZS6h62Ez4uTVh+COEdoFtoj66vk2pv\natlmPaf3ZcwNQWuvirRzgsSwmmqP1qHfSq/BUtKd1mVy1lXTWFCkTIvFEPUSxldQSCTQm5rQq8mO\nNhD/6kmZ0DQl9o87nCKsAr272xkp+0//6fX/v/yBdsMao2uz2nASdZzL64dIj3OxP6hq2eKEmuS0\ni+geSCchbSEK6WW0HoLCCqyNWl/TeOSF4aQVeLaCp1PZY1iIk9K1M0AOU9YeEAhyptQSqj616aON\nJg6RYpAsld9nDwG6OUWOZeLcqnK+ADt5G5AMcZ0iryf0ZY1ZhChPeMIoIxUF9s008D576aeD58T5\nnocsViGbZXL2Kf18UkoFeMoiXzDMnxjmIUlWK1zXRiKPwQjLfMcE/x9PuUUcDcEpuvk7tnOI9qrV\nsSz59dzQMEHOsI+eKpmQSea4yx18+HiLIxU1ZCYmz7hJhjW2c4xQBU0aKPuLFAliHMNfwdlf/axJ\nVrhHiF0EKvjmvfi5riPJEuRsVc0ZvFwls9AmlBKyV5RRrNdiJSp1X93DjTaqNWvDynC61WbO79oM\nZJectS6zq8rJ32kAOag9uX1zffmS5eSXzr8+01hpmpgzM677k0Gpa/aGWpfwKykDSnFL8Tiy3mzJ\nV6B1dyNXVjDXqk/W/QyvCv/LaO9U2i03SFlnr2qBumGNsTitNAxO0LEDkJB8bn9tdK/6GZIP7a1r\n2gm6H5YsEiwAXyf4e1T7w8rnRAj1BF9MQLF2JVFVy3aXqmXVf5c6rfg5TJ4BDKoT0iaO4qGZBX54\nbeZlGSG6aGM/SzxjicrvRZAw2zlBjhRPuYFRobLmwcMBDhIjxjDDPGXoZ1mZL47VOUg/p9hFEZMf\neMSjLVMJAAAgAElEQVQAYxQqVM1AVbk6aOA9NvF37OAYMTQEd5jlf/KMP/KcW8SZZPVnEU5uwESS\nJMNDkpxnjP/BEJeZYp4su4jwW7byOVvZRstPjHBfhUQyxhwXGGCOFfbRy2n2/CxU/GVMM8UD7tNI\nI0c4SrCif5hklHusMEc/h2h+jcavjBQzzHG/ZH9RbYrSZIHv0AnQUsORX8Up3cHHfjxVXhtAyjyG\neQ1NbLdWJSuOQjGuKtJWpBxSqnvXvwl8NjytFu+BJ6gqZXYw/6gUC1ePi79DUpZegdWkO1YYHi+0\nu6DZmplUuuhmC55zFmDOzyPzeddF/rJYpJBMvjGRP/xKygDVOzazWYyVFVfPuy72d8tyQ9ch1u0O\nKfP5Idrljq6sHHrrBM09auzbSQvT1whNffZbmJpXxS4tPwLThu9b49FSiPHrvb1+fn0HQAupapmV\ny9LeB7KlikF1qLByHxm+r35OPER4nyIrLPNj1WPbOUiIGHFukq1ip9FElK0cYZUFnvNjRbKlobGH\nvfTSxySTDPCAYgUSB9BBM+fYTz8dDJPgAg+YfiWw/HUI4GE3ET5lC3/Ldo7SSRAvT1niIhP8dwb5\nA8+5zBQPSTLOCktkyVqwyChgskqeGdYYYoGbxPkzI/w3BvkzI9xhliwGu4nwG/r5t6XXf53X2KtY\nJsUlHnOXEcIEOMM+ttNVsWUqkTznGU94QoQohyv4kJWPnSj9tD3sor2KXW6BNFNcxkcTXZysWtFa\n5T55krRyuqJOsYwslxBoBDld9TgAU94E0taqZKDuKS0EfosVrNw45OfU0I5VGDlYfqL2CjvTk1Iq\nUtayRcks7GL2KQSaIOzQELXcuXBDT9axqb5qWxkum8aWRf5uZ17mZ2fBNN+YHQb8KvQHXkxZ5ONx\nPM3uxD9AydlfCCX231FHKfpldG2C29ehWIR6LTy6NsOjm/WdK7oJPD6IP4dNDkr1WknMOvfUWTpA\ndC8MfwmZeQjacNpuPQgLt9WmazU2JbQfFv8CqzchYKGkLzzgPw6Zi2Aka4qRNdGFJnaUKgYnEKLy\nl55GkABvk+E7CjzHS2VBcIBuQuxmlfs0sBV/haqFQKOH0wzzJ6b4gS18WtEMNEoPBgVGuccod9nC\nWxWsNwQ72EEDQYYY4g4/coBDFT20vHg4SD+baOM+o9zkGVEa2UcfrdS2I2jExx6i7CGKgckcGZJk\nmCdDgjQjrwS2awh86OiI9YEBA4mJJI9B8RXC6UWjlQA7aaWNIJ00VG1Lvg5Z8jxhinHm8OLhLbbQ\nS1tVMmRg8IiHzDFHDz3sYOdro5PKmOEpcZ7TyVa6qexyX9aRmRTZzMc1zF+XWeYWQfoJVjGTBSgy\nSZ5BApxCq/G+qSrZVYTYiiYstLeMecgPqclmq9qw1VvKMqPBhs/YyhP10Ga3dZlKQGYBemqT0Z/B\nNGB+GLr2OycwiWHwh6ClDmKRy8JCAo7YnDh9HTIZWEjC3uoDIXawLvJ32XG/rC1/k5WyX0kZ4C1F\nNBQSCdhlMabDAoTPh9bW5q7Yv6cPbl2BxAz01OmMHOuDB1chOe0810zXVdht3EH7sYyOXTD9QI2B\nt9r8maJ7FClLPoJeG3Ekoc3gbVItTKukTPMph//VH8H4DHQLQtDAccj+oCwyQr+t/RLaWUzj/y5N\nYp6reqyfI+S4T5qLNNGPqCLMbuVtskywwEVi/F1FcbaHID2cZpzzTHONnir+Ux30UyDHFE/Q8dLH\n/orH9rCJAEEeMsAtbrKfA7RUsVGI0Mj77GOcOZ4wyfc8oocIO+mmqYJ+6lXoaMQIEXtJAF/AYIU8\nq+TJYpClSK5kjWGUCJiGKE1f6vjxEECnES9hfATx1NRGVUKOAsMkeE4ciWQrMXbS/drsypeRIcMA\nD1hjle3soJfeqtcwy+i6F1m190Qde5cUCXo4jb+K3ky1LS8i8NQMHJeYpLmARrhkSlIdqjKcQtfO\n1jwWKJnF6uresgIjBelHED6mquRWsXgf/K3QYHNPmn+sCJWT1uX8qEoA6HT4PSSl2otj2+qrSiUm\n1LliLoj8p0udBZed/LWuLvdF/vE4wuvF01o5v3Wj8SspAzS/H08ksj4K6yb0ri6KIw5be69DWSg5\nPVE/KStP1ZRjNJyinIO5tgiNDj7M7dtLU5xD9kmZvwnCm9RGaIeUCaHI2NxVKKbAUz0ceR2NR2Hl\nBqTuQdPPcyN/Bi0E/kOQuwPBs+q/qx0uukvasuto4u2qvmUCnQY+YI3/lxy3q34BaviJcIY5/sQy\nP9LCyYrHhojRwWES3CFIhCj7Kh7bzU4MCsR5jkCjl70Vv7CjRDnKMR5wnzvcZic76X6NeeyLa1YT\nmj1EecYMw8SZZoFuIuygi+YagdavgxedKEGiNWJ+3ESWPMMkGCGBgUk3EfawqapurIwFFnjIABLJ\nAQ7R9hpT3pcxxxij3KOFWMXqZRnLjDLPI1rZUTVGCWCVAXLEiXIOT43Kl9I6JgjxO0QV41kAKbMY\n5pWSlszCvW+m1b3kO1DTmHkda/dKAn8brcvCqhL5d7xnn9zMP1Lh4z77n09mh1SrNFr9/aiIpQTk\nUi7oyUaVnUenC8L86QnVAel0x09MmiZmPI73qI330yLyiQTezk7XyZ4d/KopK8Hb2UneZVsMULoy\nubqKuWohO9EKQo3Q3Pri6aMeBBqgteOFa7NTxEqtM6fVMm8AWvsgMehsfXSPMpHNVtZBvRYtB9UE\n6tIj62t8neDvVdUyq4MhgXdAFiFbWysGoGvngDymvFLzWC9b8LKVLNcwK9hUlBGklxC7WeEeOap/\n1iPspYnNpUpKZU2kQNDLPjrYQpxnTPGk6nlDhDjKMaJEGWSQxzyqqjMDRaT2sImPOMQOukiwxEUe\ncpknxFnErDM6aaOwRIo7DPM193jGDJ20cJb9HGN7TUJmYjLKCPe4gx8fxzhek5AlmWCEezTTwXaO\nVW1vZllkhms00EGMY1XPW2CJZW4QpJ+GCkbEL647S4ZLeNiEt0rbdP14eR01cVm9KryO3E2QBXVP\nWYGUyl8w0GdP4L80oNa22GxdlqfB26qb5L4WUsLsoEo60R0arCZKe7AbIv+OHiX0rxfTE9AeA191\ngm4VZjKJLBRcn7yUUr7ReKUyfiVlJfhiMYoLC5h5d8fpy7lchpv5mt29MDNhnRRUPVe/KlUbdUyo\nhaMQbKrPGqNzF6zNQtomsYIXY+d2Bf/BTvV38Z69deGjUEgq8bAV6G3g2/XiC6UGhOgoufzfQMra\nvmjKIqNAhks1j23lFDoNLPBdRU8yUGSrm7fx0cwUl8hT+aFCINjMAdrZzDRDTPK4qoDei5cDHGQL\nW0kQ5xY3WKH2kI0fL3vo5RMOs5deUmS5zlO+4R6PmWTNgVeZ28hTZJgE3/GQ73jINAtspp0POMgx\ntltqvWbJco+7DDNMB50c4VhFy4sykkwwzB2aaKtqDgtgkGOS79HxldrTlY/9aduyepSSuvZrSDIE\nOVfzWFUlu4YmdqEJC1UUWVCtS99O8FgkWLkxKMzbq5KBal0GuyBgU7M0X3rAc9K6XJuDzJKSczhF\nfBia2qGhsqVJTeRzysPSjbzLsmmsy61LwPXMS2NlBTOTeaN6MviVlK3DG4tBiSm7CT0WAyEwp15v\noukIbpvIFvKQrIM0CqGqZbMj6iZ0gnKciJOA8mAEQrEXG6IdtB6C9CRkXx+k/Vo07FOi4dXKnl4/\nQ+D0i9aLBSjfsgKmrO5FBqATxc8R8gxQrFLVAtDwEeEsBRZZ5nqNY71s4v3SJN93GFUsNZQZ7MF1\nYjbBo6rETKUEbOEtjmBgcptbjDJacZLzZXjxsIMuPuIgx9lOE0GeMs157nORAYaYZoV03eHjVpEl\nzyizXGWQv3CHB4yV2o19fMJhDtJPo4VWJcAss9zkBisss4c97GUfnhoqk1lGS4Qsyg5OoFc5XmIw\nySUKpOjhPbw1yF65qtrKaTw12sUG8+S4jY99eF6T5PAqTHkVyKJpZ2seC0DunrqHrFbJ4CWBv43K\nVSYBmRmIVE40qIj5x0pO4XdAisp7n1MrDKMIybEXnQunSEyoDoIbprFzCddNY83paaXXjtoY7LKA\nNx2vVMavpKyElycw3YTw+dDa290V+5efOtxoYa7rykbrO0/nVmUAu+iQ3IWi6u+cA1IG0LZPZc3l\nbBLVloNKz2anWqZ5ofGwEg8bFj3oPL3g2QTZa5aSBIRoRxP7McybSFm79R3kFBoh0pxH1iA2QTYR\nZj+rDJCpYioL4KeJTbxHnhWmuVT13AKNfg6ttzLHS1qoamihleOcoI12hnnObX4kVaMNW4aGRjcR\n3mYXH3OYffSio/GYSS4wwFfc5TbDjDLLEilLhK8WJJI1skwxzwPGuMAD/sJd7jFKiixb6eQM+zjL\nfrYSw2tRtpsnz0MGGOABAQIc4wRddNesNsUZZrTUstzByRqETBLnFilm6OIkDVSPp8kxxzK3aGAb\nDVXCy8vnTvMNAh9BauctSpkq6SZ3owkLX4LSVDYYnh7wWCQLxhqkH6t71ZbA/57aE1psTGqCmgBf\nm1F7kRPMDqmEk6DDKtfcuCJm9bYup0fVz9/pQnWrbN/kZqVsagqtu3tDRP4I8cbilcr4Vehfgt7U\nhBYMbozYv6eH4uAgUkqEGz4t7Z2q1z8zCXssTg5WQkMjtLQrDcHhd52fp7wRJIYh6tDQr2MnjN2E\nYl7ZbNhB214YO6+mMHssCPDL8DZCeJvaiGMfWBf1ho/ByjVYuwPNFgYMhIDgO7D636EwCL7a9iG6\ndg7TeIRhfodH/1310+MnyFlS/JE8D/DXyCNs5iRZpkrTmH9f1XMqRBedHCPODWa5SyeVHdHLrUwN\njTjPKZJnC29V1Tf58JUCzGcZYpCb3GAz/fTRh16ltfYygvjYThfb6SJDnjmWmWWZBEtMoKqgOhoh\nAjTip5EAfrz48eLDg462fo0mEhOTPEXyFMlRIEWOFFlWyayb2upoRAmziTY6aKaJoO3JTIkkQYJn\nPKVIga1spY/NVX9f5XXTDDHFE1rpYhtHq7YsARYZYpGntLGPlioWKup3UGSBb9EJWmpbFnhCkQka\n+BjNQovWkD8AeXStctbrT19gSFlhNP699Xt09bYS+IctTmlCSWN6XxlMWx3+KSNZqtQ70ZPl0yrZ\nZJuNYaVXkRhWZKq9zgpXfEwZxnpd0IBNTygddJM7VlPSMDDicXwnKw8qOUU+HscTiaC5pH1zil9J\nWQlCCHyx2IbFLRXu3EEuLyNaXHA01jSI9bhTKQNVLXv2wJlPWBmBELTE1Maw1+HG0r4DRq7C/Ij9\nkfBgFBq7lLu/HVIGqoW58j9gbQTCFp8yvW0qnHz1FjSdVpthzTW7QW+FzCX17zW+XIRoRRNHMOWP\nSPkOQvw8LPwnp2cXHu6R4Qe87Kj65ahMZc+R4J9Y5BJRPqz6xRthJzmWmOcRPhppZWfl6y6J/z34\nmOQxRfJs53jVKo5A0EknLbTwjKeMMMwscXawi8hrQtKrIYiPPtrpox2JJEWOZVIskWKNLCtkiLNk\na0AgiI8QAXqI0kwDLYRoIliTPFVDihRDDLLIIk00sYvDhAnXXCcxGWOAWUZoo49+DtW8jjWmSPAj\nYTZVDRovY5nrFFiig9/WNImV5MjwHToxfNR+SJRyGdO8hSYOIYSFMGkpIXsZ9BbwWSQ80oS1WxDc\nBl4bba71WCUHnlrJh9DUC34HBCT5HJAvZBxOkBiGtl4Vf+cUhTzMTsFBGy3iapiegK5e90xjZ2fB\nMNaN2d1EIR7HtwHntYtfSdlL8MZirN28iTRNV0uj5Q+QMT2N5gYpA1UOvnUZCgXw1jkh09UPj2/B\nfLy+SI3OrfD0utIQOJnaiWxW4b2zQ858eqKlallu2d7G2LTrReySVVIG6gl89r9B5ik0WLheoSlt\nWeqPKnrJW/u1dO19TOMuhnkRj/531U+PoIEPWeG/kOUSDXxS9Xg/7TRzlGVuEmATjVQXJ8c4RoEU\ncW7ioYEwlXUialBgJ178jHCPJ1xhBycqhmG/uCY/+9hPjC6GGOQud2ijjW1srxi4XQ0CQSMBGkuE\nqgyJXK+CFShSxFwnaWWfMi+eUjXNUxf5ehV58owywhRT6OjsYhdddFt6DYMiw9xhkWm62MEm9tSs\nYmWYZ5If8NNCdw2PMXX8GKsMEGY/gSrvcRlq8neNMH+DsPIzmN8BWPclK45BYUL5/Fl5+AHIDEFx\nBSKfWzu+DKexSpl5SMVhy2/srStjdkhZaLQ47DLk0rA0A3vrNHtNTCpC291f33kA0ilYXoRDNiqV\nNWCUtNluxyuZ2SzFxUVCR2zkom4QftWUvQRfLLaefeUmtM5O0PX1D5Qr6NqkKlsJF7RqL/uV1YPY\nNuVIPTvqbL2mK8+y2UFnk6XltkHSpuDfaexScBd4wvYE//7Dyl8pU3tSEkCIRnTtOKYcQMrZmsfr\ntK2byhZr6MUAmjhMgB4WuUyhSrQSKM3YJt4lQIQpLpFhvub529nMDo6TYYXH/EDawpQlKE+zE5xk\nG9tYYokbXGeQJ2RdmrAUCPx4aaKBKE100kIXrXTRSicttNNMCyGC+FwjZEWKjDLCNa4yxRTddPM2\np+hhk6XXyJPlCVdYZIY+9lf1hHuxZo0JLuIhQB/n0Ks49qtrXGOei3iJVvWye3H8LFl+xMcBPNR+\noJNyHlPeQxNHEcLig1P2Usnvz4bwfvUWeJogaKPytB6rtN9erBLU17o0DRWt1L6jPhd/KaHLYjh7\nJcTH1DW4oSdbN411T+RvTE8jgkF3Ok4voWyH9aZF/vArKfsJyqOwbuvKhMeD3tnpsti/9EF3Iwcz\nFIamSP1i/7Y+FZiecOhXBmocPLcGyw5+V8FoHVOYB8HIw7INWw2hQeMRyD6DwqLFNR4VolwYhqK1\nn1ETpwEfhvmNpeODvINGE2m+QdYI4xZoRDiHwEOSb5A1PMPUROYZdPxMcIGcBZLVShd7eBcTk8dc\nYqmGR1oZOjqb6S8Rlx5mmOYaVxjkCRkyls7x14ACBUYY4SpXGGaYFlo4wUl2sbtiduWrSLPMI74n\nwwo7OE6shiYMoEiWCS4gMejlHJ4ahrll+wtJkTY+qpj68PLxGb5GELAk7gcwzG8BHV2zKHEozkD+\nGQTeBmGx+l5YgMwzZYNhtbIGLx7K7MYqgdpzwpuctS4XxqGYde7iD8oj0heE1jrbb9OjKhPZV0cL\ndP1ck0oO0+Gen5g5PY3e3e2ONvsllL/z37QdBvxKyn4Cb1sbQtddt8UA5alizswg3fAWA2gIQUvE\nXV1ZfLw+7zOPF9r7YeaZ83O071AbqVMj2ba9pSlMm+Hyoc3ga4HFu/bWNR4BhNKvWEXgGAi/0slY\ngBAN6Nq7mPIppqxdzVQTcB9gkCRXI4QcwEOICGcoMM8StQ1uvTTQxweAZIJvKVDbSy1EC3t5Dz8N\nDHGdaYYsW1b48LGTXbzNO3TRvU7OBnjAEkv/YtYXdpEixSBPuMIlRhimmWaOcZyDHLLVip1nikf8\nAMAe3qWV2l9yBgXG+ZYCa/RypmqEUhkr3CPLFK2cxlslAquMPPcpMkMDZ9EsJCSYchJTPkLXTiGE\nRTf+7GV1r/httMBWb5UemN6yvgbUve+PQIPNyk5moTR16aBKBqozoHlUBrATSAnxZyrurh7ZTbEI\nc1PuWGGAKhi0x+qX15QgCwWM2VnX/clAify1UAi90eLncgPxKyl7CULX8XZ0bJjYX2azmAsL7p20\nu1eRMjeIXlc/5DKwULtFVhWxbbCahJRDDzVfULn7zzp19y9tjHaNZIWAyFuwOgx5Gwa2nmZo2A1r\nt623PoVf5fblH4Fh7fOgiZMImjDMrywRex/b8bKdLFcxqP1eNNBfssl4QJraJsB+munlA4rkGOdb\nDHIW1jSwh3eJ0sMkj3nGzareZ68iQIBd7OZt3qGPfhZZ5DY/coPrjDNGzsI1bDSKFJlhmjvc5jrX\nmGGaDjo5zgkOcogmrNsdmJiMM8BzbtFAC3t5n5AFsmRiMMlFcizRw3s0WPAMyzLNMjdpYBshK078\npMjwAx768FJ7klhKiWF+DYTQhEURubEI+YcQOKq8xqzAzKt7sWGPal9aRW4B1sbUHuAkVgle7D12\nUHbxj26xP3FexsocZFbr9yebm1KWGm6QMsNQprE9dcT3vXrKeBxM03U9GZRE/rGY6xU4J/hFkjJZ\nrN5iqQfe0gSmaxWtEsofJNNtv7J0CpYsts6qoXwjTteZ01neGOpqYe6E1YQzd/+GNgh1QnLA/try\nxJVth/+TYGQg9cD6msBJQFd6GQsQwoumnUXKaaS0Rjgb+AAQZPjGUjWphbfx0ckC31GwQOSCROnl\nDHlWGOcCBrXTMHQ8bOUIfexnkTgDfEeqhpbtVQQIsI1tnOIddrMbDx6e8YwrXOIOt5lkwjXtmRUU\nKBAnzgAPuMwPPOYxOXJsZRunOM0e9lqaqnwZOdI84QpxntPJVnbzTs0hCVDmsFP8QIoE3ZyqOoxR\nhkGaec7jpZkI71uy9cjwLZIiDXxk6XgpnyLlOLp2BiEstsaylwFNtS6tIvUAzCyET1hfA6pKJgS0\nOJy6DPdAwIHOaS0J6cX6W5cAsTr1ZNMjJSNwF01jXfQnK393uj15KQ2DwuzshurJilnr+9EvkpTl\nFl0gIRXgi8UwUymMNYumoBahtbcjvF53xf5umsiGWyDcWr+urKkdgmHnOZjwYoNy4u4P0LbfmZGs\nrwUat6gN2g4p9/epTMzVG9bXaWHwH1Eu5Ya161QWAh0Y8lukrB2LpdFEkPcoMEKe2jo7gU4bHwGC\nJF/X1JeBCi/fxPtkWWCCC5YqXwJBjG3s5jQSk0f8QJznttuQHjx008NRjnGSt9nMFvLkGWKIK1zm\nOlcZYpAECTJkXGtz5siRJMlznnGLm1ziex7xkCWWiNHFEY5ykrfppx8/9rU5C0wzwEUyrLCNo+u+\nb7WgCNklVpkkxomaIeNqjck832KSJ8rHaBY0bnmekmeQAKfQLdiVSGliyPMIEUUTFqfbzBWVfuF/\nCzSLFS8p1T3oi6l70iqkVA9ijdvAZ9O4dd0w1qbRbBnljkB7HVYY8ecQboNQnV5g06MQ6YRA7VZ0\nTUyVIuhcjlcSjY2IsL0HnFooJJNIw9hQ09gn//APlo/9RVpiyGIR0zDQdGvGknbwstjf4+KbLzQN\nLRZzV+zf1gH+gLoB9jl4wnsV3f0w+kRtUk7LuEJA5zaYHnTue1Z2958dhH6bT7ygHLXHzpc8y2z6\n7UQOw/g/QmocGi0+MQqhnszn/wC5CRV+bAWB05C7pSoCodqj+0Jo6OIDiuZ/xZS30UVtnY2Pw+R5\nTIYLeNlS09jTQyNRzjHHn1ngEhHO1KyEhNlED+8yxSUmuUgvZ9FqTPkBNBFlH2cY4S7jDLBEgi0c\nxm/BfPRVhAixtfQnRYp55llkgRlmmCxNoXrxEiJEAw0ECeIr/fHgRS/Zx4JqG5qYFClQoECOPBnS\nZMiQIrXeJhUImmliM1uIEqGJZtvmsS+jSIFxBkgyTohWtnGEANY0LhKTKa6wwgQxjhGp4iP3Mpa5\nRZYpIpzFZ4FgqcDx8+h0EMCazsuU95ByFo/29whhcc/OXAEkBGwYWufGIZ+A6N/Y27/WRiC/DF0f\nW19TxlypIu/YxX+wPhd/owhzY7C1TiuHYhFmJ2GvS/YV0xMQboZwHRmcr8D4hYr8i+k0BRtFnl8m\nKZOS/MICgXYLxoM2UU6ILyQSBHc4zCCrgHUTWbd80IRQ1hhuTGCC0pUN3oH5BLTV8QHt3Aqjd2Ep\nDhGHpeaOXTB2HQo5+2aIwQg0djsjZU17QP9CVcuskjKA0AFY/BpWb1onZXoz+A5B7jYE31dWGTUg\nxE6E2IxhXkQTBxCiektLeZf9hhX+CxkuEOK3NV8jyGaaOMIKt/HRTpjaXzhN9CF5h2kuM84Fei3Y\nLwB48bODE8wxxjgPGeAifeynjV7HBCdU+tNHHyYmKdZYYYVVVkmTJkmSvIVW68vw4KGBIC20EKaJ\nJsI0Eq6ZS2kVSyQY5R55snSxkx52WbbiUBWyK6wwRidHiNTwmysjzTAr3KGRPTRa0JEBZPkekxRh\n/rZqkPn6tck8pvktQvQghEXNlZmC3I/gO6gMY61i9abSnoVsVq0W74IeUH6FdjH/EJr6nGVd5lKw\nOAk76vAWS06AUahfTzY7WdKT9dd3njKmJ2CTSwMDgMznMZNJvPsckt8qyMfjCI8Hb5vN8HmLyMza\n02n/IkkZQCaR2BBSpgUCeFpaNkTsr3V1Ia9fx0wm0Ts63Dlpdy9cvQjZLAQsimErnqtf/XNmtH5S\nBqqs7piU7YSRK8rpusuBgLZtH4x+DdlFCLRaX6f7oHmvGo/v+dx6Zp7mUxl7qzfB+A3oFqd4gu9C\n/q7KxGz4qObhQgh07VOKxn/GkN/jEdUNYkEFlgc4SZYreNmFr0aOIUAzxygwzyJX8BHFT+3PQzP9\nAExzhXHO08cH6BbaYQJBB/000c4IdxjhDkkm6OcgQZtarFehoRGmifArAvtiqQ6WJ0ehZB1bzsbU\nEAg0vHjwlqppXgsE0wnyZJngIfNMEiTMXt6jEeufV7OkIVtlkk6OEMXavZJngXku4qeTVqw9uBSY\nIMd9/BzDY+HzAGDKy0jW8Gj/znqFI3sNKKp7wyqKqyqLNnxS3YtWYeSUDU7rQXv5mADpOUjNwjab\nBrVlzD2lbhf/+HN3opVmRksP+S4QqZVlWFtxNYTcmJkBKTdk8rKQSODt6HA9S7OMrE1S9ovUlCGE\n7R/UDryx2IZlYALuh5NL6U61rLHZHV1ZsFFFLtWjK2vtA2/Q+RRmuZ2QfOjgtQ+XNmubfmfh44Cp\niJlV6FHw7YPsTTCteW9pIoYmDmGaN5DSmr4ywEl02snwNaYFCwuBIMo5PIRJ8g1FiyHhzfSzicde\n4GUAACAASURBVPfIssA45ynaENwHCLGb0/RziDTLDHCRCR7bmtC0Cg8eggRppoU22uigg1jpTwed\ntNNOC62ECG0IITMxiTPMA75lgWl62MU+ztgkZEUm+W5dQ2aVkJnkSPIVGl6ifFzTjwxUlFKaP6PR\nQtAiiZNyBcO8iib2owmLX9BmFrI3VJySbqNysXoTkPZyLgGWHpa8yWwY05aRfKiIjJOpS1C2P/6w\nal86ReJ5/dFKUPIniyk5TL1YN411N4Qc3Hfyl1KSj8c31J8sOzuLJ2hdp/eLJGWartsuCdqBLxaj\nMD+PmbfX4qgFra0N4fdjuin2j/WojcGtFmZ3v3L2r3f6NLYNkuOq/egEmqaeIGeHlDbNLgItaiLK\nCSkLbQZ/FBZu21vnjUJwh/JJkjYmhAPvgcyVKgTWoGvnAA3DPG/peIFOA59hkiHDBUtrNPy08TEm\neZL8BdOC8B8gTC+beJ8cS4zxFXms6ynKVbODfEiUHmYY4h7nmWUUiYPPwV8ZJJJFZhjgAuM8oJFW\nDnCOHnbXDBR/GUWyjPENKWbo4m3LGjKJSZJvMFgjykd4LPqlZfgekxVCfIqwaHirjGIluvahpeMB\ndQ/InD0tmSyWci53gtdeTiqLdyDQbt+bTMpS1uVm8DnwtjIKkHymhpqcaqQya7A4ozS89aCsJ3Oz\ndenxQrt7wnlzehqtuRktZD9qrRqMlRXMdHpDJy/tdvXeKCkTQvyfQognQoj7Qoh/FEJYEhAIr3fD\nK2VI6bqJrBACrbvb3QlMvx/aOl00ke1XfmXzdf7sse0qQy1Rh8VGxy4oZGBx3Nn6tn1qMipj0xuu\n7Fm2Nga52lFCP0H4bTBSkLJhyeHpVJWB7DXL1TIhmtC1U5jyIaa09vvx0EGAU+R5TJ6nltb4iBLl\nA/IkS27v1sh6mE308WGJPHxFFnsT0178bOUIe3mfAI2Mco8HXCDJxC+SnEkkSyR4zCWecgOBYCcn\n2cnblsX8ZRRIMcbX5Fikh/dotdCOLmORK2SZpJV3CVgwoVWvN0aOe/g5iseCxQaAKacx5X107QQW\nt3VVJctdA99u8NioHqUegJFW954dZOcgNeHMmyw9p/46FfjPjyhi1mlN//dalG2H6o1W2gg9WawH\nXBzEM6am0DbAn6wsU9ooUialJDs7S8DGZOebrpR9DeyXUh4EhoD/3coizeMhv7iIWXC/rQHg61Ib\nwkaZyBqJhLtea929qlLmhrdaWVcWrzMHs61PmSHW41fWvl05XSeeOLyGcgvToWeZELBg0+E/sAV8\nHbBy3d77ETxju1qmidMlQ9kvkdIaUQlwAp0OMnxjqY0Jyli2hROkec4K1quHDXSwuRSKPsZXrDFj\neW0ZjbSyh9Ns5zgaGsPc5gEXmGMMw2Ll7k1CYrLIDI/5gSGukSdDP4fYz1laiNkeZsiwwCh/oUiG\nPj6gCevWD6s8Yo2HhDlUM3z+xfXnSPMVGq0EOW1tjZQY5pdAA5qwGKcEpYeSrLoXrEJKWLmmLGkC\n/dbXASzcUXqsVifeZAOl1mVt49zXIvEEPH6I9DtbD0oe4g9Ba50xRjOj7unJCgWYi7vrT5ZOYy4u\nbphpLEJsWPuysLKCkcsRtKEhf6OkTEr5lZTrfZ5rYO0xTPN6FQOdm9uQ69KbmtCCQfIz9r9Eap67\npwcMA9PNKlzXJsjnIOlC9bCxGRpblMagHui6iv2YeeacLHp80LZVbWBOzuFvVpNRcw/sr/eGIbyj\n5FlmozIjhBIb52fUiL5VeDrBtwdy19UXk6WX8qFrHyFlHFNaI48CnRCfYZIlzVc2Kl+HCLGTZW6R\nslhlAwjQQj+/wUsjE1xg0cbaF9csiNDNPs6WyJnOCHe5x9dM8picRXL5L4kCOeI85z7necoNCuTo\n5xAH+YgO+hEOtt5VJhjjK0CwmY8tOfWXkWGCRS4ToI8WrNvMpPn2pbalNW2dlA+QchJd+7DmdPA6\n1qtku+xVyXJjygYjfNJetcs0lDdZ0y7w2GyJSan2lJatzlqXpqlkGe3bVVawE0ipSFlsm/P2Zxkz\nY8qfzA09WWJa/XxukrKynmyD4pU8kQiaz2GaQg2UOUrgl0LKXsH/Anxp5UDNoz7IG6UrE0IoXdlG\niv3/Wk1kQVXL4i7oyrq2Q2oR1uqIlurYBZklWHX4XrcfKLUaHKyPvAWFVVi1meUZOgB6UBlZ2kHw\n/dKX03XLS4TYjxC9GOa3SGmNzOm0E+RdCjwjj7UUAkWM3sNPNwt8Rxbrn18vITbzCSG6mOE6cW45\nakG+IGdn2M07NBJhmqfc4xsGuco8kxsyFGAVJgZLxHnKTe7yFeMM4CXIdo5zkA/poN+yzcXLkEjm\necgk3+OnhS18SsDGQECeJEm+xkeENj60TAjzDJHnIQHexoO1KoWUeQzzG4ToQhM2xPO5G/arZKAq\n0npQ3XN2sDoExZS6x+1ibUpNdTs1jF2egtxafa3LxRllqVGvi3+xCIkJd1uXAN0uTl5OT4MQG0LK\nCjMz652xjUBZZvVXRcqEEN8IIQZe8/f3Lx3zfwBF4P+pcp7/VQhxSwhxK7m4iObxbKyurKuLwuws\n0onIvApEUxMiFHJ3ArOlVQWUu6kry6brz8EsC1BdcfevIwtTaM5amOGd6inabki55lNB5enHULST\no9mlKgXZqzaqZcoiA9IY8nvLL6VsDfrIcBHDYsyRwEM7n+ChmSRfk8c62dbx0ssZIuxigSe2JzN/\neh2CJtrZyUkO8RE97CTLGs/5kTv8hSGuM8fYv0gFrUCOeaZ+8tqrJOlgC/s5y17eJUK3o8oYqGDx\nKS6R4A5h+tjMR3gshH+XUWSVOb4sDW18asmxH8BkjTRfodNFAOtaLVNeQrKKrn1m3QKj3Lb37QCP\njS/e4hJknqh7za6dxcJd8DZC2AGpmRsATa+jdTmo9qS2OghVeU8t2w85RTnvsixbqRdT4xBpg6B9\nA+hKMKam1ofk3ISZzVJcWtpYkf/sLN5w+K9r+lJK+ZGUcv9r/v5PACHEfwR+B/x7WSVwUkr5n6WU\nx6SUx9rb2/G3tW0oKfPFYshikUIy6ep5hRDoPT3uVsqEgO6+F9EW9aKnFM9Sbw5mOAKNEYjbrDS9\nDH8jtGxSG5kT+EKqzTA3YL/yp+nKv2h5UD1V20E5e2/FetULgODZki3AVctLNNFdssi4jpTWWvoC\nQYhPAUGaLy1XrjT8tPMpAp05/kTR1mSlRozjdPMOGZKM8CfS1Hd/+Wmgh90c5CP28C7t9JNmeb29\neY9vGOYOCUZYY7EuHZqJQZpl5hhnlPsMcIE7/Jnn3GKZWSJ0s5OTHOY3bGY/DdQXe5NjmVH+zCrj\ndPIWPbyLZsNa0iDLHF8iMWjnM8uTlhJJmr8ARqltaU2wLeXCSxYYNtpX2WtgpiF4zvoaUFoySnIB\nOyiswurTkm7U5legNNXUZesO8Dhs980OQmQz+OqIM4o/U1qyoIP26ctwM+9SSlUYcLF1KaVcd/J3\nG/kNdvIHVSmzoyeDN2weK4T4FPjfgDNSSluPtcGODtZGRzfkuuCncUs+t4xeS9C7uyk+fYrM5xFu\n9bK7e+HZY0itQajOG7WxGZoi6oY9YHOi6VXEtsHoPTAM59M4Hbtg6DxkVyHgwEy0bT88/SfVdgjb\nLKtHjsDcVfVk3WFN6AyApxka9sHabWg5C5rFpzxP14tJzMBJ0Kw9ceraR5jGE4rmn/Bo/8FSlUKj\niQY+IsUXZLlCEGs2BB7CtPMZs/yRWf5IJ79Ht1G9aWErflqY4nvG+Ip2DhFlb10RRQJBmChhovSx\njwyrrDDHCkmWSJDkxQOLlwABGvHix0sAD140tHXyITGRmBTJUyBHgRw5UuTIQEmDp+MlRAub2EMT\nbYRocVwNexUSyTLDxLmFhkYfHxCyOClZhkm+RJpXaOdzSxFKZeS4RYERGvgInai1a14X92vomo24\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3QDKENqmyDCuHpEoWtnU5845U6AYMHPgLS2KHYeriDxKf53owbIlETR2Bnj7zeL91iNTJ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\n2ili9eYDsPGgjDMLM2EfcztQPCHjyo0HofkySH1GnquQVHR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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -690,8 +721,9 @@ "source": [ "fig, ax = plt.subplots(figsize=(10, 6))\n", "\n", - "ax.contour(x, y, z, levels=np.logspace(0, 5, 35), norm=LogNorm(), cmap=plt.cm.jet)\n", + "ax.contour(x, y, z, levels=np.logspace(0, 5, 35), norm=LogNorm(), cmap=plt.cm.jet, alpha=0.5)\n", "ax.plot(*minima_, 'r*', markersize=10)\n", + "ax.plot(*x0, 'r+', markersize=10)\n", "\n", "ax.set_xlabel('$x$')\n", "ax.set_ylabel('$y$')\n", @@ -706,40 +738,118 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 564, "metadata": { "ExecuteTime": { - "start_time": "2017-11-14T12:35:38.971Z" + "end_time": "2017-11-15T03:07:49.855314Z", + "start_time": "2017-11-15T03:07:36.480232Z" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 564, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# anim.to_html5_video()\n", + "save_file = '{name:}.m4v'.format(name=f.__name__)\n", "\n", - "anim.save('test.m4v')\n", + "anim.save(save_file)\n", + "\n", + "# display\n", "html=\"\"\"\"\"\".format(options=' '.join(['controls', 'autoplay']), video='test.m4v')\n", + "\"\"\".format(options=' '.join(['controls', 'autoplay']), video=save_file)\n", "print(html)\n", "HTML(html)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 583, "metadata": { "ExecuteTime": { - "start_time": "2017-11-14T12:35:41.697Z" + "end_time": "2017-11-15T03:11:34.933947Z", + "start_time": "2017-11-15T03:11:34.931685Z" } }, "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": { + "ExecuteTime": { + "end_time": "2017-11-15T03:11:35.347291Z", + "start_time": "2017-11-15T03:11:35.340480Z" + } + }, + "source": [ + "# 3d anim" + ] + }, + { + "cell_type": "code", + "execution_count": 590, + "metadata": { + "ExecuteTime": { + "end_time": "2017-11-15T03:12:51.363941Z", + "start_time": "2017-11-15T03:12:44.554135Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 590, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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oUQRBwCyXMatVjOlpYsPDqMkk4UwGwXGIDg8jRyK+0pFp+p6krRZHX3yRej4P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\nz36WY489drv95m+MYePGjfT39zM6Okp3dzezZ8+mXC6PP2alUuGhhx5i1qx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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig = plt.figure(figsize=(8, 5))\n", - "ax = plt.axes(projection='3d', elev=50, azim=-50)\n", + "ax = plt.axes(projection='3d', elev=50, azim=65)\n", "\n", "ax.plot_surface(x, y, z, norm=LogNorm(), rstride=1, cstride=1, edgecolor='none', alpha=.8, cmap=plt.cm.jet)\n", "ax.plot(*minima_, f(minima_), 'r*', markersize=10)\n", + "ax.plot(*_x0, f(_x0), 'r+', markersize=10)\n", "\n", "ax.set_xlabel('$x$')\n", "ax.set_ylabel('$y$')\n", @@ -750,30 +860,72 @@ "\n", "anim = TrajectoryAnimation3D(*paths, zpaths=zpaths, labels=methods, ax=ax)\n", "\n", - "ax.legend(loc='upper left')" + "ax.legend(loc='bottom left')" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 591, "metadata": { "ExecuteTime": { - "start_time": "2017-11-14T12:35:42.023Z" + "end_time": "2017-11-15T03:17:19.280228Z", + "start_time": "2017-11-15T03:12:59.864579Z" } }, - "outputs": [], + "outputs": [ + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0msave_file3d\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msave_file\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreplace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'.m4v'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'3d.m4v'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0manim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msave\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msave_file3d\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m 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"save_file3d = save_file.replace('.m4v', '_3d.m4v')\n", "\n", - "anim.save('test3d.m4v')\n", + "anim.save(save_file3d)\n", + "\n", + "# display\n", "html=\"\"\"\"\"\".format(options=' '.join(['controls', 'autoplay']), video='test3d.m4v')\n", + "\"\"\".format(options=' '.join(['controls', 'autoplay']), video=save_file3d)\n", "print(html)\n", "HTML(html)" ] }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "# loss anim\n", + "\n", + "same as 2d but instead of x,y it's steps,np.abs(z-zmin)" + ] + }, { "cell_type": "code", "execution_count": null, @@ -781,14 +933,42 @@ "collapsed": true }, "outputs": [], - "source": [] + "source": [ + "fig, ax = plt.subplots(figsize=(10, 6))\n", + "\n", + "ax.contour(x, y, z, levels=np.logspace(0, 5, 35), norm=LogNorm(), cmap=plt.cm.jet, alpha=0.5)\n", + "ax.plot(*minima_, 'r*', markersize=10)\n", + "ax.plot(*x0, 'r+', markersize=10)\n", + "\n", + "ax.set_xlabel('$x$')\n", + "ax.set_ylabel('$y$')\n", + "\n", + "ax.set_xlim((xmin, xmax))\n", + "ax.set_ylim((ymin, ymax))\n", + "\n", + "anim = TrajectoryAnimation(*paths, labels=methods, ax=ax)\n", + "\n", + "ax.legend(loc='upper left')" + ] } ], "metadata": { "kernelspec": { - "display_name": "jupyter3", + "display_name": "Python 3", "language": "python", - "name": "jupyter3" + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.0" }, "toc": { "colors": {