{ "cells": [ { "cell_type": "markdown", "id": "580bb11a", "metadata": {}, "source": [ "# Visualization of reliability results\n", "\n", "In this example, we demonstrate how to visualize the results of a reliability method. The `form` method is used to estimate the probability of levee failure due to the piping mechanism. This failure mechanism is characterized using the model of Bligh.\n", "\n", "### Define model\n", "\n", "First, let's we import the necessary classes:" ] }, { "cell_type": "code", "execution_count": 42, "id": "85d4d928", "metadata": {}, "outputs": [], "source": [ "from probabilistic_library import ReliabilityProject, DistributionType, ReliabilityMethod\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "id": "abea8d35", "metadata": {}, "source": [ "And the following limit state function:" ] }, { "cell_type": "code", "execution_count": 43, "id": "0b0141b1", "metadata": {}, "outputs": [], "source": [ "from utils.models import bligh" ] }, { "cell_type": "markdown", "id": "ce64c89f", "metadata": {}, "source": [ "To perform a reliability analysis, we create a reliability project and define the limit state function (model):" ] }, { "cell_type": "code", "execution_count": 44, "id": "ce33dcab", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model bligh:\n", "Input parameters:\n", " m\n", " L\n", " c_creep\n", " delta_H\n", "Output parameters:\n", " Z\n" ] } ], "source": [ "project = ReliabilityProject()\n", "project.model = bligh\n", "\n", "project.model.print()" ] }, { "cell_type": "markdown", "id": "797b96a2", "metadata": {}, "source": [ "We assume the following distributions for the parameters $m$, $L$, $c_{creep}$ and $\\Delta H$:" ] }, { "cell_type": "code", "execution_count": 45, "id": "1ad997ac", "metadata": {}, "outputs": [], "source": [ "project.variables[\"m\"].distribution = DistributionType.log_normal\n", "project.variables[\"m\"].mean = 1.76\n", "project.variables['m'].deviation = 0.1\n", "\n", "project.variables[\"L\"].distribution = DistributionType.normal\n", "project.variables[\"L\"].mean = 50\n", "project.variables[\"L\"].deviation = 2.5\n", "\n", "project.variables[\"c_creep\"].distribution = DistributionType.deterministic\n", "project.variables[\"c_creep\"].mean = 18\n", "\n", "project.variables[\"delta_H\"].distribution = DistributionType.gumbel\n", "project.variables[\"delta_H\"].shift = 0.53\n", "project.variables[\"delta_H\"].scale = 0.406" ] }, { "cell_type": "markdown", "id": "8c8c03c7", "metadata": {}, "source": [ "### Perform reliability calculations with FORM\n", "\n", "The reliability analysis is executed using `project.run()`, and the results can be accessed via `project.design_point`. To gain insight into the results, we save the realizations and convergence information." ] }, { "cell_type": "code", "execution_count": 46, "id": "771c6253", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reliability (FORM)\n", " Reliability index = 3.997\n", " Probability of failure = 3.214e-05\n", " Convergence = 0.009351 (converged)\n", " Model runs = 20\n", "Alpha values:\n", " m: alpha = 0.1494, x = 1.699\n", " L: alpha = 0.1347, x = 48.65\n", " c_creep: alpha = 0, x = 18\n", " delta_H: alpha = -0.9796, x = 4.591\n", "\n" ] } ], "source": [ "project.settings.reliability_method = ReliabilityMethod.form\n", "project.settings.relaxation_factor = 0.75\n", "project.settings.maximum_iterations = 50\n", "project.settings.epsilon_beta = 0.01\n", "\n", "project.settings.save_realizations = True\n", "project.settings.save_convergence = True\n", "\n", "project.run()\n", "\n", "project.design_point.print()" ] }, { "cell_type": "markdown", "id": "b43f7164", "metadata": {}, "source": [ "### Visualize random variables\n", "\n", "Using the `plot()` method, we can plot the pdf and cdf of a random variable:" ] }, { "cell_type": "code", "execution_count": 47, "id": "99a3aafe", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "project.variables[\"delta_H\"].plot()" ] }, { "cell_type": "markdown", "id": "55cbbc17", "metadata": {}, "source": [ "The interval of a random variable used for plotting can be accessed with the `get_series()` method, which takes into account special points of a random variable, such as the shift in the case of a log-normal distribution.\n", "\n", "The method has three optional arguments: \n", "* `xmin` - user-defined starting point of the interval\n", "* `xmax` - user-defined end point of the interval\n", "* `number_of_points` - number of points to be considered\n", "\n", "The method can be used to create custom plots:" ] }, { "cell_type": "code", "execution_count": null, "id": "112e04d6", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "gallery", "reliability" ] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "interval_delta_H = project.variables[\"delta_H\"].get_series()\n", "pdf_delta_H = [project.variables[\"delta_H\"].get_pdf(val) for val in interval_delta_H]\n", "\n", "interval_m = project.variables[\"m\"].get_series(xmax=3.0, number_of_points=200)\n", "pdf_m = [project.variables[\"m\"].get_pdf(val) for val in interval_m]\n", "\n", "plt.figure()\n", "plt.plot(interval_delta_H, pdf_delta_H, label=project.variables[\"delta_H\"].name)\n", "plt.plot(interval_m, pdf_m, label=project.variables[\"m\"].name)\n", "plt.legend()\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "0279ae4a", "metadata": {}, "source": [ "### Visualize reliability index and failure probability" ] }, { "cell_type": "markdown", "id": "ef78611e", "metadata": {}, "source": [ "Using the `plot_convergence()` method, we can plot the reliability index ($\\beta$) and failure probability, corresponding to different model runs:" ] }, { "cell_type": "code", "execution_count": 49, "id": "1a6994a6", "metadata": {}, "outputs": [ { "data": { "image/png": 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pJhEREVk0VUUFsv5aCc+JE2Flq3zIw56uRuIf4I2rrTtJjxO+XKh0c4iIiCxe/p69KEtIhMekSTAGDLoaUe4dd0s/m61dIaZlKt0cIiIii+bavx86njkNh1atYAwYdDWiDo/dg1wHZwRkJCFl3Walm0NERERGhEFXI/L398LBXsOlxxnffq90c4iIiMiIMOhqZKX33Cv9DN22HigoULo5REREZCQYdDWyHvdMwFWPADgXFSDl741KN4eIiIiMhPLzJ82Mr5sj3nvoVWzJsceUwC54QukGERERkVFgT1cTaHn7rbjo0xzrohKUbgoREREZCQZdTWBUpwDYWFvhZHwOrqTkKN0cIiIiMgIMupqAj6sDJrgX46tV8+A0sD9gWctbEhERUQ0YdDWR/j3bYvj5A/A/GwUcO6Z0c4iIiEhhDLqayNC+7bGlXR/pcfaCH5RuDhERESmMQVcT8Xaxx+mRt0mP7ZYvBUpLlW4SERERKYhBVxMKvfNWpDp7wjkzHfjnH6WbQ0RERApi0NWERkSGYG2nQdLjvIWLlG4OERERKYhBVxPycrHHxTGTpceO69cCWVlKN4mIiIgUwor0TSxi/CCsWT4ACe0j8Zg1Y1wiIiJLxaCriY3sFIiet72MsgoVhhVZo6270i0iIiIiJbDrpYl5Otujfztf6fH6qESlm0NEREQKYdBlAOMiguBSXICS7xcBixcr3RwiIiJSAIMuAxgZHohRlw7ihaXzUfraG0BFhdJNIiIiIgNj0GUAHs52KBgzAXn2TrC7ehnYvVvpJhEREZGBMegykBE9W2F9+37yk19+Ubo5REREZGAMugxkeHgAVkeOkB6XL1sOFBYq3SQiIiIyIAZdBuLhZAfnYYMQ5+4Pm9wc4O+/lW4SERERGRCDLgMa27UZVnYaIj1WMcVIRERkURh0GdCwjgFYGzkMFbBCfn4RUF6udJOIiIjIQFiR3oDcHe0Q2rcb+tj+grtu6YWZNjZKN4mIiIgMhD1dBjY+Mgiprl5YG5UIlUqldHOIiIjIQBh0Gdiwjv6wt7XGxdR8xJw4DyRyaSAiIiJLwKDLwNwc7TA4zA9P7l2Ott07AB9/rHSTiIiIyAAYdClgXGQQzvm2gHVFBVS//QaUlSndJCIiImpiDLoUmsW4L6wn0p3cYZWUBGzerHSTiIiIqIkx6FKAq4Mt+oc3w9/hg+QdrNlFRERk9hh0KZhiXNF5mPRYtWoVkJ2tdJOIiIioCTHoUsjQDv6IadYO53xCYVVUBPz5p9JNIiIioibEoEshLg62GNoxACs7D5V3/P670k0iIiKiJsSK9AqnGN/qNAQ2Pt54YeGrsFK6QURERNRk2NOlcIoxx9sPX7UbipMFXBKIiIjInDHoUpCzvS2GdQiQHq+NSlC6OURERNSEGHQZQYpR8sMiqHr3BnbvVrpJREREZqE0ORnxL76Ec31uwpkuXXFxwi0ojDqpWHs4pkthQ9r7w8nOBu3OHoXVyYNyza5+/ZRuFhERkUkrz87GlbvuhnOfPghZ+B1svL1RcvkKbDzcFWsTe7oU5mRvIy2CvUI9i3HZMkCUkCAiIqIGS//+e9gGBSF43ntwioyEffPmcO3fD/ahoVAKgy4jMD4yCPtCI5Dk4S8XSV2zRukmERERGaXc3Fzk5ORotuLi4pqP27YdTp07Ie7ZGTh3cz9cvG0SMpcvh5IUTy8mZRdh/obT2HEuFYUl5Wjp44IPp0QisrlnjcfvvZCOuxbuu2b/gVeHwd/NEaZosEgxOtjhz/DBeGrvcjnFOGWK0s0iIiIyOuHh4TrP58yZg7lz515zXGlsLDKXLIX3Aw/A97FHpbFcye++Bys7e3jeNhEWF3RlF5Ri8jd70LeND356sDd8XOxxKS0fHk521z132/OD4OpY1XxfFweYKkc7kWIMwF+JQ+Sga8MGICUF8PdXumlERERGJTo6Gs2aNdM8d3Co+ftfpVLBqVMn+M98TnruGB6O4pgYZC1dqljQpWh68Zt/LyDY0xEfTemCriGeCPF2xsAwP7TwcbnuuT6uDlLPlnqztjbt0qLjIoJwwScEp5p3AMrLgSVLlG4SERGR0XFzc4O7u7tm0xd02fr5wr5tG519Dm1aozQx0UAtraFNir0zgC2nkzGwnR+e/O0w9l/MQIC7I+7r2wJ39b7+ILexn/+HkvIKtA9ww4zh7dCzpXeNx4lcr3a+V+SCjdHg9n5wsbfBr52GY1bHVvCMiFC6SURERCbLuVt3lFy6rLOv5PJl2AUHK9YmRXu6rmYU4Nf9V6RxXD9P6417b2qBuX+fwp+H4/Se4+/ugHdv64xv7+2Bb+/tjiAPR9z53T6cjM+u8fh58+bBw8NDs1XPBRtTinF4eACWdB2NL575CBhaOZuRiIiI6s37gakoPH4cad8uQMmVK8hesxaZy/+A1z13QylWKpH0VEi7V9cjopkHVj5ZVZdKBF3H47Lwl9a+67l9wV4083TCp3d0vW5PV3x8vBR4xcbGonnz5jAm/5xKwqOLD0uB5O5ZQ00+ZUpERNRY4uLiEBISUq/v79zt25H6yadS0GXXvLkUiHndfjssMr0oxmK183fT2dfG3xUbTtYv3yrGgx28nFHjayLXq53vFdNLjZUYz+bqYIvE7CKc2n0UEXs2Ay+8ANhwXUYiIqL6chsyRNqMhaLpxR4tvHAxLU9n36XUfKnXqj6iE3Lg72a6sxe1U4wjwgNgU1GO1uOHAy+/DGzdqnSziIiIyNSDrof6t8LRq1n4avt5XE7Lx+pj8Vhy4Cru79tSc8z7G89g5rJjmuc/7LokpeHE8WeTcvHmmlPYcyFN5xxTNjYiCOXWNljfcYC84+eflW4SERERmXp6sUuIJxbc1wMfbDyLz7fGIMTLCW9MCMfEblX1N1JyihGfVah5XlpegXfXn5aKqooldDoEuuHXh/vg5ja+MAcD2vnCzcEWv4YNwpT9fwN//SVyooC7cmtFERERkRlUpBdFQcWmz8e3d9F5/vigNtJmrtQpxpVFpUhr1gq+8ZeAFSuABx9UumlERER0A7j2ohEaFxkEWFlhWXjl4D+xLBARERGZNAZdRqi/SDE62uK3tv2hsrICduwArlxRullERER0Axh0GSEHWxuMDA9Egrs/LnXuDbi6AidOKN0sIiIiugEMuozUeJFiBPDciOkoT0wCJkxQuklERER0Axh0Gal+bX3h7miL43beOJhSpHRziIiI6AYx6DJS9rbWGNUpUHq87kQiIFZritO/JiUREREZNwZdRmxsZYrxyK4TUHXuDERGisUklW4WERERNQCDLiPWr40vPJzscNraFSXpmUBmJrBundLNIiIiogZg0GX0KcYAVFjbYP/NY+SdXBaIiIjIJDHoMnLjIoOln1807yvvWL8eSE1VtlFERERUbwy6jNzNbXzg6WyHg85ByIvoCpSVAUuXKt0sIiIiqicGXUbOzsYaoytnMW7vPVreyWWBiIiITA6DLlNZixHAp77dobK1BQ4dAqKjlW4WERER1QODLhPQt7UPvJztcBHOuPTCG8DGjUBYmNLNIiIionpg0GUCbEWKsbPc27Ww163AqFGA6PEiIiIik8Ggy0SMi5CDro0nk1BWXqF0c4iIiKie2F1iIm5q7Q1vF3tk5JfgyH/H0Hv9UqCiAvjoI6WbRkRERHXAni6TSjHKsxgP7TkFfPgh8M03QF6e0k0jIiKiOmDQZULGV6YYvyv1h6pdO6CgAFi5UulmERERUR0w6DIhvVt5w9fVHlmFZbg8drK8kzW7iIiITAKDLhNNMS4NGyDv3LYNiI1VtmFERER0XQy6TMy4CHktxqWptqgYNBhQqYBff1W6WURERHQdDLpMMsXogOzCUpwdObEqxSiCLyIiIjJaDLpMjI21FcZGyCnGX5v1BEJCgOHDgaIipZtGREREtWDQZYLGVs5iXHMpDyXnLwJffAE4OSndLCIiIqoFgy4T1KulN/zcHJBTVIbdFzOUbg4RERHVAYMuU00xVs5iXHsiUa5M/++/wOHDSjeNiIiI9GDQZaLGRcqzGP+JTkLZW28BgwcD776rdLOIiIhIDwZdJqpnCy/4uzkgt6gMh7oNlneuXQukpyvdNCIiIqoBgy4TZS3NYpQH1C8v8gS6dQNKS4Fly5RuGhEREdWAQZcJGx8pB12bo5NRes+98k4uC0RERGSUGHSZsO6hXgh0d0RucRn29BoJ2NgA+/cDZ88q3TQiIiKqhkGXmaQY/0ooBcaMkV9gbxcREZHRYdBl4sZFyqUjtpxOQcndlSnG3buVbRQREZHCUr/4Eqc7dNTZLowZq2ibbBV9d7ph3UK8EOThiMTsIuxs3wfDd+4E+vdXullERESKc2jXFqGLFlXtsFU27GFPlxmlGNecywQGDACsrJRuFhERkfJsbGHr51e1eXkp2hwGXWZgXOUsxi3RySgqLZd3FhcDJSXKNoyIiEhBJVeuIGbAQJwfPgLxL7yI0oQERdvDoMsMdAvxRDNPJ+SXlGPH2VS5Mn1wMLB8udJNIyIialS5ubnIycnRbMWik6EGTl0iETzvPYR8vxCBc+agNC4Ol++9F+V5+VAKgy4zYGUlUozygPp1UYlAWRmQkcFZjEREZHbCw8Ph4eGh2ebNm1fjca4DB8J99Gg4tm8P1wH9EfLdAlTk5CJ34wYohUGXma3FuPV0MoruuFveuWULEB+vbMOIiIgaUXR0NLKzszXb7Nmz63Sejbs77Fu2RMmVq1AKgy4z0aW5h5RiLCgpx/ZSV3kGo0oF/Pab0k0jIiJqNG5ubnB3d9dsDg4OdTqvIj8fJbGx0oB6pTDoMqMUo3pZICnFOHWq/MLPP8vBFxERkQVJfv8D5B84gJK4eBQcOYq4p5+GlbU13MePU6xNDLrMiLp0xNbTKSi8dRIgov/oaODoUaWbRkREZFBlyUlIeP4FXBwzBvHPPQcbT0+0XLYUtt7eUAqLo5qRyOYeaO7lhLjMQmxPKsbYiROBZcvk3q7u3ZVuHhERkcE0++QTGBv2dJlZilFds2vdiUTg8ceBl1+WfxIREZGiFO/pSsouwvwNp7HjXCoKS8rR0scFH06JRGRzT73n7L2QjnfWRSMmOQ9Bno54akhbTOkZYtB2G6vxEcFY8O9FbD2TjIIpI+A8eLDSTSIiIiKlg67sglJM/mYP+rbxwU8P9oaPiz0upeXDw8lO7zmxGQWY9tNB3NMnFJ/f2RW7z6fj5ZVR8Hd3xKAw5WYkGIvOzdwR6u2MqxkF2HYmBeMrS0kQERGRBacXv/n3AoI9HfHRlC7oGuKJEG9nDAzzQwsfF73n/Lr/CkK8nfDa+HC09XfD1JtbYkznQPyw65JB224yKUYxc3H9euDuu+WCqURERGR5QdeW08mIaOaJJ387jB5vb8bYz//DkgO1Fy07eiUL/dr66uwTgdrRK5lN3FrTMa5yFqPo6RJLA0EUjluyhMsCERERWWrQJVJgoudKjOP6eVpv3HtTC8z9+xT+PByn95zUvGL4uuoWQvNzdUBucVnVYs9axJpM2ms0iTWbzF2nYHe09HFGcVkFtp5JAe6/X36BywIREREZd9CVW1Ra760uVCoVOge746XRHdC5mQfu7hOKu3qH4rf9V9BYxJpM2ms0iTWbLCnFuF6kGEVq0doa2LsXiIlRunlEREQWqU4D6SPf/AdW9fzS3/78YIT6ONd6nL+bI9r5u+nsa+Pvig0nE/WeI3q10vKKr+n9cnOwhaOdzTXHizWZZs6cqXkeHx9vEYGXKJT61fYL2H42BXm3d4HryJHAxo1yb9fbbyvdPCIiIotT59mLX9/TA57O+mcVqolx2w/+dKBO1+zRwgsX0/J09l1KzZfWENSnWwtP7DiTqrNvV0waurXwqvF4sSaT9rpMIsVoCcKD3NHK10WaDSoWwb5VpBhF0LV4MfDmm3LPFxERERlX0CWCoD6tvOHlYl+ni4qSBbY21+8be6h/K6lkxFfbz0uDv4/HZUkD6edNitAc8/7GM0jOLsInd3SVnt/bpwV+2XMF89aflmpz7b2QJq01uOiBXnVqm6WQUowRQfhy+3lpFuOtUyYC7u7AlSvAf/8BgwYp3UQiIiKLUqega9esofW66D/P1e0LvUuIJxbc1wMfbDyLz7fGIMTLCW9MCMfEbs00x6TkFCM+q1DzXJSVEAHW22uj8ePuywj0cMT8SRGs0VUDMa5LBF2i8GyulS3cpkwB9u8HioqUbhoREZHFsVKJ0ewNlJhdiAA3R1hb12fEl7Li4uIQEhKC2NhYNG/eHOZMfLTDPvkXF1Pz8dkdXTGxgzfg6Ci6wZRuGhERkcV9f9/QwJ4Rn+yUFlcm400xjq+s2bVWzGJ0cmLARUREZIpB1w10kpGBjKtcBmjnuVTkqEt55OUBmzcr2zAiIiILwylsZi4swBVt/V1RUl6BLdHJQFoaEBQEjB4NJCQo3TwiIiKLcUMLXj85pC086lBGgpRNMYqaXf+3NQbroxIxqXsvIDIS2LMH+P134IUXlG4iERGR4jJ+WVzvczwmTYKNq/71ohs16Jo+pO2NnE4GMj5SDrp2nktDdmEpPETNLhF0/fwz8PzzHOdFREQWL3nePNgGBsKqjnUsS5OS4DpkcOMHXaI8w/Mjw+BsX7cYTdTWemxga3g6162uFzWtsAA3tPN3RUxKnpRinHz77cCzzwInTwLHjwNd5RpoRERElqzVn3/A1senTsee7d6j3tevUzj34+5LKCy5djFpfRbvvYKcwrJ6N4aajnotRlFIFl5ewC23yC9wEWwiIiL4Tp8Oa+faly/U5vPYY7Dx8KjXe9Sp60rMURzy0Q5pfFBdFJQw4DI2ojr9Z1ti8F9MKrILKlOMf/wB/PYb8P77gB3H5hERkeXye2p6vY73fezRer9HnYKuD//Xpd4X9nVjatGYtAtwQ/sAN5xNzsU/0UmYMmoU4OcHpKQABw4A/fop3UQiIiKjk/bdQnjdeQdsxFJ6N6hOQdf/ephm5Ve6NsV4dnOulGIU61bi11+B9u2BFi2UbhoREZFRSl+wAO5jRjdK0MU6XRZElI4QdsWkIaugBBg5kgEXERFRbRqxEDyDLgsiiqR2CHRDWYUK/5xK1n2xvO4TJYiIiKj+GHRZ4IB6zSxG4cwZYPx4YNgwZRtGRERkhFqvWwu7YHlJvRvFoMvCjK0sHbH7fBoy80sAkaPesAH491/gwgWlm0dERGRU7IKCYGVjo0zQlZ5XrPe1M0k5N9oeamJt/FzRMchdTjFGJwEieh8+XH5xcf2XQCAiIjIHZ/vchLLMzDofHzNkKErj4+v1HvVeBmjUZ//hg/9FYGiHAJ393+28gI//OYez74yp7yVJgWWBTifmYO2JRNzRKxQQNbv++UculDpnDpcFIiIii1ORk4P8nTth7eZWp+PLs7Kgqqho2qDr4QGt8PivRzClR3O8Pj4cWQWlmLn8GM4m5eLzO7vV93Kk0CzGDzedxZ4L6cjIL4H3xImAqytw6RKwezfQv7/STSQiIjK4hJdnN+n16x10PT6oDfq39ZUCrdGf7URWYSm6hnhiw4wB8HdzbJpWUqNq5euCTsHuOJWQg02nknBX71BgyhTgxx/l3i4GXUREZGE6no5u8vdo0ED6lr4u0iLKcZmFyCsqw/jIYAZcproW44nKWYwixSgsWwYUFirYMiIiIvNU76Dr0OUMqYfrcno+Ns4YgHcmdsbcv09h+u9HpDX9yLRKR+y5kCZPjhg4ELjtNnkdRiIiIlI+6Lp74X6pZ+uvJ/uhrb8b7uwdinXP9EdCViFGfbaz8VtITaKFjwsimnmgQgVsEoVSra2BlSuBxx8HnJyUbh4REZHZqXfQ9ctDvfHymA6ws7HW+QJf8fjNuLtPaGO3jwywLNC6qASlm0JERGT26h103dTaR/p5OS0f/55LRVGpvHyMqDLwzLB2jd9CavIU494L6UhT11/LyAC+/RZYvlzZxhEREVl60CWqmN+9cB+GfLwDD/54ACk58pf1S3+ewLvrmn7kPzWeUB9nRDaXU4wbTyZVDaR/4gngvfeUbh4REZFiSq5eRcpnnyF+5vMoS0+X9uXt3InimBjDBV1vr42GrY019rw8FE52VWXxx3cJxo6zqQ1uCCm8FqN6FuMddwB2dsDx4/JGRERkYfIPHMDFW25F0YkTyN28GRUFBdL+ojNnkfrFl4YLunbGpOHl0R0Q5KE72LqVjwvis1hqwFTHde2/lI6U3CLA2xuYMEF+kcsCERGRBUr9+BP4PfssQhctgpXoiKjkclMfFN5Ah0S9g67CkjI42V+78GNWYQnsbbl+tqkJ8XZGlxBPeRajOsWortn1229AWZmi7SMiImoMad8txOkOHZFUh+EzRTExcBtRuS6xFhtvH5TXY33G6uodJfVq5Y2VR+I0z8UA+ooKFRb8exF9KwfZk2kZX9nbJdZilIwZA/j4AElJwJYtyjaOiIjoBhVGRSFr2TI4tG9fp+Nt3NxQlnLtkKmi09GwDdBde7pJg67ZYzpiyYGrmLroAErLVZi34TRGfrYT+y9lSKUkyPSMiQiUfh64nIGUnCLA3h64+275RbEsEBERkYmqyM9HwgsvIujtt2Dj7l6nc9zHjkXKxx+jLDVV3buEgiNHkPLBh/C49VbDBV3tA92w7YXB6NXSCyPCA1BQUo7RnQKx/pn+Ur0uMj3NvZzRLdQTKjGL8ZRWitHGBigthfQCERGREcjNzUVOTo5mKy6uLHmkR9Jbb8N18CC43Hxznd/D/7kZcGjdCjFDhkqD6C+Mn4Ar994Hp25d4fvE44Zb8Fpwd7TDU0NZk8vcZjEevZolpRjv79sS6NEDSEwE/PyUbhoREZFGeHh41RMAc+bMwdy5c1GT7HXrUBQdjZZ//oH6sLK3R9Dbb8P3ySdRfO6cFHg5duwI+5YtcSPqFHSdTsyp8wU7BtWt646My5iIILyz7jQOXs5Ack4RAtwdGXAREZHRiY6ORrNmzTTPHRwcajyuNDERye/NQ+iiH2Ct55jrsQsKkrbGUqega+z//QcrACLJJH6qqZNO2vsuzhvXaI0jw2nm6YTuoZ44cjULG6IS8UC/VlUvXrkCODszCCMiIsW5ubnBvQ5js4pOnUJ5ejouTZpctbO8HAWHDiHzt9/R4cRxWIlhNDWIe/oZOEZGwPeRR3T2p3//PQqjTqL55581XdD130tDNI9PJeTgvfWn8ejA1uge6iXtO3I1E9//d4kD6U3cuMhgKehapx10vfQS8OGHwFtvAa+/rnQTiYiI6sT5pr5o9fdqnX2Jr7wK+9at4PPww3oDLkEEZr5PPXXNfpcBA5H+409oKNu6DrRWm/7bEcyd0AlDOvjrpBSDPZzw8eazGNVJnglHpmdsRKC04sDBy5lIyi5CoIcjEBFRNYvxtdfkWRxERERGzsbVBTZhYTr7rJ2cYOPpCcdq+6sTY7i0i6KqWdnZoiIvz3CzF88k5SLEW7cavSD2xSQ3vCGkPLHKQM8Wcu/l+qjKml233Qa4uADnzwN79yrbQCIiIgNwCAtDzob11+zPWbceDm3aGG72Ylt/V3y9/QLmT47UVKAvKauQ9onXyLSNiwzCoSuZUopxWv9WgKsrMHmy3NMltnpMuSUiIjImLRbXrfak7xNPIO6ZZ1B6NRbON90k7SvYtxfZ69aj+WefNvj9rVSq+hVhOhabhYd/PiiVbuoQ5CbtO5OYK2Wdvp/aC11DPGHM4uLiEBISgtjYWDRv3lzp5hgdkVbsO3+r9PmKRc2DPZ2ArVuB4cMBT0+5jISjo9LNJCIiCxNn4O/v3B07kL7gOxSdOSPNfhTV7H2nPwmX3r0N19MlgqqdLw3BqqMJuJAqpxPHRwbj1q7BcLZvUNkvMiJiHFevFt5SdfoNJ5PwkOjtGjwYEH/A4+KAtWuB//1P6WYSERE1KbfBg6WtMTUoShLB1d19Qhu1IWRcA+pF0LXuRIIcdIkZHvfeC8yfDyxZwqCLiIgsgqqkBGUZGdIyQNrsgoMNF3RdSsvH3gvpSM8rRkW15OSzw1mp3hwKpb65NloqHxGfVSjV8MLDD4sywPLAeiIiIjNWcvkyEl59DYVHj+q+IMbeWFmhY/QpwwRdYrHr11adhJezPfzcHHQKo4pxXQy6TJ+oRt+rpTcOXMqQCqU+PKA1IGZr3MCMDSIiIlORMPsVqY5XyLffwFYUBm+kckn1Drq+3HYeL4xsjycG8wvYnI2PDJKCLrEWoxR0ERERWYiiM2fQasWfcGjduN9/9a7TlV1YKi2OTOZtdOdAKbAXs1VjMwqqXvi//wMiI4FTDetaJSIiMnaiFld5ZmajX9e6IYOsd8akNnpDyLj4uzmiTytv6fGGk5WFUoXt24GoKLlmFxERkRnyf+F5pHz4EfL3H0BZZibK8/J0NoOlF1v4uOCTzedw9GoWOgS6wdZGN8/5oPZCyWTyazHuuyhmMSbi0YGV6eT77wdWrQJ+/RV47z15ZiMREZEZufrgtMqfDyo/kN7Z3gb7L6VLmzaRjqpP0PXp5nP4fGuMzr7Wfi7Y9nzNdTH+OBSLF/88obNPVMU/986Yet0D1c3oToGYs/okjsdlSynGEG9nYOxYwNsbSEgAtm0DRoxQuplERESNKvTnhi9q3ahB165ZQxu1AWEBrvj14T5VDbKuPePp5mCLrS8M0jy30pk/SY1JzE69qbUP9lxIl9ZifGxQG8DBAbjzTuDrr+UUI4MuIiIyMy43UHW+Ucd0NTYba2tp/JB683axr/0EK3m8kXoTgQE1nbGVkybEWowaIsUorFwJ5OYq1DIiIqKmU3DoEOJffAmX77wLpcnJ0r7s1atRcPhw0/Z0vb02Gs+PDJMq0YvHtXl9fHi9GnA5LR+9390CBztrdA/1wkujO8jFOPUoKClHv/nbUKFSoVOwB14a3R5hAfIakDUpLi6WNrVcBgn1nsX4xuqTOBGXjavpBQj1cQbEvwDCwoBz54AVK4AHHlC6mURERI0mZ9M/SJg1Cx4TxqMoOlqqTC+U5+Yhe8EChH73XdP1dJ1KyEZpuUrzWN8WnZBTrzfvGuqJj6Z0wc/TeuOdiRHSuKHbv92LvOKyGo9v7eeKDyZH4rv7e+DTO7pCrNU9+es9SMwu1Pse8+bNg4eHh2YLF1XVqc58XR3Qt42Pbm+XGLz36KPAHXcA7dsr20AiIqJGlvbttwicOwdBb78NK9uq/inn7t1QFH26wde1UonIxUiIGmD952/Da+M74o5e11/bsbS8AsM/+Re3dAnG8yPb16mnKz4+Xgq8DLVKuTn4ff9VvPJXFDo3c8fapwco3RwiIrJAcXFxCAkJMcj395mu3dB67VrYN2+Gs917oNXqVbAPCUFJbCwujhuPDieOm+aYLm0eTnZo5eeCy+laxThrYWdjjU7B7rUe7+DgAHd3d83m5qY/FUk1G9UpADbWVjgZnyOlg4mIiMyZra8vSq9euWa/GM9lFxLS4OsaVdCVX1yGK+kF8K/j4PjyChXOJOXW+XhqGB9XB9xcPcWodvo08P77cu0SIiIiM+A5ZQqS3nsPhcePS0NqylJSkL1mDVI++BBeYga/oUpGNKZ310VjWMcAaeB8Sm4RPt0cI/WoiHShMHPZMQR4OGLW6A7S88+3xKBbqCda+rggp6gUC3ZeRHxmIe7s1fCok+pGLP30X0yaVCh1+pC28s6CAqBnT/nn4MFAn6rSH0RERKbK59FHAFUFrjw4DarCQly59z5Y2dvDe9qD8L7vXtMMuhKzi/DMkqPIKiiVSkX0bOmFv568WepZEeKzCmGltbK3GPM1e2UUUnOL4e5kh4hm7ljxxM1oV8vsRWocozoF4tVVJxGdmINLaflo5esCODsDkybJ1elFzS4GXUREZAasrKzg+/jj8Jk2DSVXr6KioEBaj9HaxeXGrlvfgfQFJWVS6QhTZciBeObm/kUHsPNcKl4c1b6qt2vzZmDkyKoq9aJ4KhERUSOLM4Pv73pHTz3f2SKlmm7vFYJeLeUFkckyjBOLnZ9LxVrtFOPQoUBwsBxwrVsn93wRERGZsNinntLJtFWxgpWDA+xDQ+E+fjwcWrdq2oH0oj5WVmEp7l64D0M+2oGvd5xHck5RfS9DJmhkeCBsra1wOjEHF1IrV1kXC17fW5nfFilGIiIiE2fj6ob8fftRdEoUhBfBl5VUnyt//36oysuQs2EDLk2ciIIjR5o26BJjexbe3xP7Zg/DPX1C8fexBKlC/LSfDmLjyUSUlVfU95JkIrxc7NGvra/0eP0JrVmM990n/xQ9XWlpCrWOiIiocdj6+cJ9/Di02bIZzb/4P2lrs/kfeEyYAPuQULRevw4eEyci5aOPDVMyQgx2f3hAa2ycMRCvjeuIXefT8MRvR9Dnva345J+zKCwpb+ilyYiNi6xhLcbOnYHu3QFRA+3kSeUaR0RE1Aiy/lwB7/vvh5V1VZgkHnvdew+yli+XUo9e99yD4piYel23wSPixQzCFUfi8OfhOKlsw9jOgdI4r6TsInz77wUcjc3C4oc4m83cjAoPxKs2UVJ9tPMpuWjrXzlz9I8/gGbNOJCeiIhMnqq8HCWXLsGhle6YLbFPVSFn9Kwd7OVl8Zoy6BIpxD8OxWFnTKr0hXvfTS0wsVszqZq8Wo8WXtLyPGR+PJzt0L+tL7afTcW6E0l4dnhl0NW6tdJNIyIiahQet9yCxFdfQ8ljj8IpIkLaVxgVhfQF38Hj1lul5/kHD8KhbeWksqYKul784wTGdwnGn4/fjC4hnjUeE+DuWDW7jczOuMhgOeiKSsCzw9vpvigqkMTFATewTAIREZGSAma/DFtfH6T/8APK09KlfTa+PvCeOhU+jzwsPXft1w+uAwY0bdB14NXhcLK3qfUYRzsbzBgeVt9Lk4kYER4AOxsrnEvOQ0xyblVxWrEk0LhxQGkpcPmyPLORiIjIhKjKypC9di08//c/qUBqeZ48W9/G1VXnODtRLqme6j2QvtOcjUjLK75mf2Z+CVrPXlfvBpDpEankge38rh1QL1KMmZlyT9eOHco1kIiIqIGsbG2RNPdNqIqLNcFW9YCroeoddOkrX19SXgE7G6NaP5ua0NiIylmM2qUjxCB69UKgrNlFREQmyikiAkUie9PI6pxe/HH3JemnGKe/7GAsnLVSjOUVKhy4lIE2fo0TCZLxGx4eAHsba8Sk5OFcci7C1CnG++8Hvv0WWLEC+OoroJH+dUBERGQoXnffheT3P0BpUjIcO4XDWqw1rMWxffsGXbfOQdcPuy5perp+23cF1tZV0yTFl28zLye8e1vnBjWCTDTFGOaLLadTpGWBZo6oDLpuugkQsznOnwdWrpSDMCIiIhMSP/N56Wfyu+9W7RTlIcRkMSsrdIw+1bRB165ZQ6Wfd363Fwvu7SmVDiDLJgqliqBr3YkEPDe8nbxOldhEoPXGG3KKkUEXERGZmLZbNjfJdes9e3Hpo32bpCFkeoZ3DIC9rTUupObjbHIuOgS6Vy0LJIKubduA2FiWjyAiIpNiJ4p9KxV0vb02Gs+PDIOzva30uDavjw9vrLaRkXNztMOgMD9sjk6WBtRrgq6WLYH584G+feUq9URERCYme/VqZC5dhtK4OLRcukQKxDJ+/hl2zZvDbdiwBl2zTtMNTyVko7RcpXmsb4tOyGlQI8h0jVevxXgiESqR61abNQsYOBDQWreKiIjIFGQuWYLk+e/DddBAlOfmVi394+aOjJ9/adqeLu2UItOLpG1YZYrxYlq+tB5jx6DK3i4iIiITlfHrbwh6+y24DR+O9O8WavY7du6ElA8+aPB12Q1BN8TVwRaDw/yurdklnDsHPP00MGeOMo0jIiKL7q26eMutONujp7RdvuNO5O3cWadzRUrRsWPHa/Zb29ujorCwaXu6Hlt8qM4XXHBfzwY3hkx3FuM/YlxXVKI09k+axShcugR8+SXg4wO8+ipgb690U4mIyELYBgTC//mZsG/RQhr+kr1qNWKnP4XWK1fAoV21dYOrEeO2is6cuWZAfd5/u2DfpnXD21TXAdNEtaUYHWytcSktH9GJOegU7FH5wjAgKAhITAQ2bAAqV2YnIiJqam5Dh+g8939uBjKXLkXh8ePXDbq8H5iKpLfelpYCEqOVC0+cQM66dUj7bqGUdmzSoOujKV0a/AZkGSnGIe39sfFUkpRi1ARdtrbAPfcAH30k1+xi0EVERApQlZcjZ+NGqAoK4NS163WP95oyBdaOjkj5/HOoCguR8MKLsPX3R+Ars+Exbpzh6nQR6UsxSkFXVCJeHNW+KsUoiqOKoGvNGiAjA/D2VrqpRERkwnJzc5GTU1UtwcHBQdpqUnT2HC7fdZfUYyWW8mn+5RdwEKum1IHHhAnSJsZwVRQUwFYMlblBdQq6xv3ff/j94ZukKvRjP/9PKjquz7pnBtxwo8j0DO3gD0c7a1xJL8CphBx0blbZ2xURAYh/VRw7BixdCjz5pNJNJSIiExYerlsPdM6cOZg7d26Nxzq0aonWf61EeW4ecjdtQsLLs9Fi8S/XDbzSvvkG7hMmwL55c1g7OUlbY6hT0DVCLG5sK090HNkpoFHemMyLi4OtFHitj0qS1mLUBF3q3i4RdIkUI4MuIiK6AdHR0WimNcBdXy+XYGVvLw2kF5w6d0LhyShk/LIYQW+9Wet75GzchNQvvoRTZCTcb5kA9zFjYOvlBYMEXTOGh9X4mEjbuIhgKehaF5WAWaO1Uox33QV89plcLLW8HLCxUbqpRERkotzc3ODu3sCakBUqqEpKrntY69WrUBwTg+w1a5Gx6Eckz5sPl5v7wmP8BLgNH9bgnq8Gj+k6EZeF8yl50uN2/m6IaK7Vs0EWaUgHPzjZ2SA2oxAn43Oq/kwEBgKXL8uLYRMRERlAysefwHXgANgGBaMiPx85a9ei4MABhHxfVey0NmKGo//M56St4MgR6fzkefOQNHcu2h+ueymtGwq6ErML8cySozh0JRPulaUkcopK0SPUC1/c3Q1BHo2T9yTTI9bmFClGMZh+bVSCbiDOgIuIiAyoLCMdCbNeRllqKqzd3ODQPkwKuFz79av3tUTPlpWDI6zs7KQArqHqHXTNWhElrcO4ZeYgtPFzlfZdSM3Di38cl177ZVrvBjeGzGMWowi6ROmIl0d3qEoxCmVlwNatQHCwPMCeiIioiQS/++4NnV8SFyf1bmWvXYuSS5fh3KsX/J5+Cm6jRhku6Np/MR0rnrhZE3AJ4vGbt3TGlAV7GtwQMg+iXpdIMcZlFuJEXDa6hHhWvfjSS8CnnwIPPggsWqRkM4mIiPS6dMcdKIo6CYf27eF52yS4jx8Hu4Abn0hY77UXgz2dUFYh6rPqKlepEODueMMNItPmZG+DYR39pceix0vHpEnyzz/+AG6ge5aIiKgpudzUF63/Xi2Vm/B5aFqjBFwNCrpmj+mAOX+fkgbSq4nHb645hVfGXrs4JFme8ZFB0k+RYhTrXWmIPHrr1kBeHrBqlXINJCIiqoVYMqiuRVQbPb0YOXeTzticwpJyTPxqN2yt5ZitrKJCevzSnycwqlNgozeSTMvg9v5wtrdBfFYhjsVmoVtoZW0T8WdI1OwSRexEzS6xRBAREZERLhuU/ddfyN+7TxqQL0pNaGvx809NF3S9MaFTgy5OlsnRzgbDOwbg7+MJUm+XJugS7rtPDrq2bAHi44FqK7gTEREpLfnd95C1ahVcBw2USkfoTAq7AXUKuv7Xo3mjvBlZ1ixGEXStj0rEq+M6Vv2BFenF/v2BXbuA336TB9cTEREZkZz169H800/gOmhQo1633mO6tBWVliO3qFRnIxIGhfnBxd4GCdlFOBpbNf5PIlKMwr59irSNiIioNqIel11oKBpbvUtGFJSUYf6GM1LaKLPg2lL6F+eNa6y2kamnGMMDsPqYnGLsrp1ivOMOoHt3eSMiIjIy3g8+iMzFixHw+uuNllpsUNA1b/0Z7L2YjncmdsZzy4/hrVs7Izm7CL8fuIpZozs0WsPI9I2LCJKCLinFOLYjrK0r/+CKNbN69FC6eURERDUqOHIYBfsPIG/nf9IsRis73XCp+RdfwCBB19bTyfj49q7o28YHL/55Ar1beqOlrwuaeTlh1bF4TOzGgdEkGxjmB1cHWyRKKcZM9Gjhfe1BBQWAvT1g2+BlQImIiBqVjZs73IYPb9yLNiToyiosRaiPs/RYfKGK50Kvlt54bdXJRm8gmXaKcUR4AP46Go+1JxKvDbpmzQK+/hpYsgQYP16pZhIREekInvcemkK9B9KHejsjNqNAetzG3wXrTiRIj7ecTtYsgE2knWIURIqxovpKBqWlcqFUUbOLiIjIyJRlZKDg8GFpE48N3tMlykecTszBTa198MSgtnjo54P4ee8VlJVX4LVx4TfcIDIvA8J84eZgi+ScYhy+min1iOrMYhRrMa5eDWRmAl5ag+2JiIgUUlFQgKR33kW2+H6qqJB32tjA49ZbEPjaa7B2cjJMT9fDA1rjwX6tpMf92/li6/OD8H93dsW6ZwZgWn95P5Gag60NRnSS16wSsxh1dO0KREYCJSXA8uXKNJCIiKia5Pnvo+DgQYR88zXCDh6QtpCvvkTBwUNIfv99KFKnS2ju5YzRnYPQMcj9Ri9FZr4WY40pRnXNLqYYiYjISOT+8w+C3nkHrgMHwsbVVdpEodSgt95C7qZ/mja9+OPuS7ird6g0MFo8ro26F4xIrX9bP7g52iIltxiHrmSidyutFOPdd8tV6ffsAc6fB5pggVEiIqL6qCgqgq2vzzX7bX28pdeaNOj6YdclTOzaTAq6xGN9RP0wBl1Unb2tNUaGB2LFkThp4oVO0BUUBIwcCWzcKPd2vfWWkk0lIiKCU9euSP3iSwS/Px/WDg7SPhFspX71NZy6dmnwda1UKlW1fI95i4uLQ0hICGJjY9G8OdeUNJTtZ1Lw4E8H4efmgH2zh8FGXShVWL8eOHRIXgy7FYN2IiJS9vu76Nw5xD78CFQlJXDoIBd+Lz5zBlYODgj9fqG0CHZDKFqR8tPN5/D51hidfa39XLDt+cF6zxGDsT/efBZxmYVo5eOCl8d0wJAO/gZoLd2Ifm194e5oi9TcYhy8nCHNftUYO1beiIiIjIBjWBjabNqI7DVrUHJRzvC5jxsLjwkTYO3o2ODr1inoenttdJ0v+Pr4+pWNCAtwxa8P96lqkLX+sf2Hr2TgmaVH8dKo9hjW0V9aYubRxYew9ukBaB/oVq/3JcOnGEd1CsQfh0WKMVE36CIiIjIyoiyE1+23N+o16xR0nUrIrtPFrFD/RSFtrK3h71a3qHHR7ssYFOaHxwa1kZ4/P7I9/otJw897L+O92yLq/d5kWOMig6Sga8PJRMy9pZNuirG8HFi1Si4d8dNPQANroBAREd2otAXfSQPpPSdP1tmftWKFVCTV95FHmi7oWvpoXzSVy2n56P3uFjjYWaN7qBdeGt0BzTxr/sI9eiUTDw1ofc36fv+cStJ7/eLiYmlTy83NbcTWU31TjB5OdkjLK8H+S+m4uY2v7iyMF14ALl8GbrsNuPNOJZtKREQWLGvZMgR/9NE1+8Xi12kzn29w0GV9I8HSv+dSUVRaLj1vyHj8rqGe+GhKF/w8rTfemRghLS90+7d7kVdcVuPxqXnF8HW119nn52qPtLyqoKq6efPmwcPDQ7OFh7NqvlLsbKwxulNgzYVSRVpZDKQXWLOLiIgUVJaWBlt/v2v223h7oyw1tcHXrXfQlZlfgrsX7sOQj3fgwR8PICVHDnhe+vME3qnH2C9hSHt/KeUkCquKtOGPD/ZGTmGpZj3HxjB79mxkZ2drtujo+rWRGpf4vIVNp5KkpaN0qIOuTZuAxGpBGRERkYHYBgWi8MiRa/aLfbb+/oYLusSgelsba+x5eSic7Gw0+8d3CZZ6vm6ESD218nPB5XR5Qe3q/FwdpNSUttS8Evi6yjU0auLg4AB3d3fN5ubGAfdK6tvGB17OcorxwKVqi4eKKbh9+8rrXP3+u1JNJCIiC+c1ZQqS35uHrBUrURofL21iPFfyvPnwnDLFcEHXzpg0vDy6A4I8dMddifIN8VmFuBH5xWW4kl4Af7eag6huLbyw53yazr5dMano3oILJZtSilHMYhTWRtXQmzV1qvyTKUYiIlKI90MPwfN/k5H01ls4P2KktIkFsL3uuxe+jz1quKCrsKQMTvZVPVxqWYUlUlmA+nh3XTT2XUyXxnKJchCPLT4szWi7pUuw9PrMZcfw/sYzmuOn9Wsp9aYt3HkR51PypDpfUfHZmNq3ZX1vg4wgxbjxZA0pRjE9194eOHECOH5cmQYSEZFFs7Kygv8LLyBsz260XLYUrVb9hbD9++A3ffoNXbfexVF7tfLGyiNxUrkGuWEiG6TCgn8vom89ay8lZhfhmSVHkVVQCm8Xe/Rs6YW/nrwZPpXpQtFzJm5crUcLb3x+Zzd8/M9ZfLjpLFr6OuO7+3qyRpeJEX9ORIoxI78E+y5moH87rVmMXl7ALbcAV64AOTlKNpOIiCyctYsLnCIaryRVvZcBOpuUi3u+34dOwR7YeyEdw8P9cS45TwqcVjzRFy18XGDMuAyQcZi9MgpLDlzFXb1DMG9SpO6LosRH5VpXRERE5vL9Xe/0ouhV2vbCYPRq6YUR4QEoKCmXygCsf6a/0QdcZDzGa6UYS6unGBlwERGRGapXelF8OU5ddADv3haBp4Y2bLFHIqFPK2/4uNgjPb9E6jEVRW6vkZUFHDwIjBihRBOJiIiU6+kSM8/OJLGiO904UXZkdGd5FuP6mmYxisr0gYHAhAly8EVERGTi6p1enNi1GZYdjG2a1pBlzmI8VUOKsUULoG1beXzXn38q00AiIqJGVO/Zi+UVFfhtXyx2n09D52YecK5WPuL18Vxmh+qmTysfaVknUSh1z4V0aVUCDTFr9f77gVmzgJ9/Bh5+WMmmEhERGb6n62xyLjo1c4eLgw0upeXhVEK2ZotO4BR/qjtRk02dYqxx6ad77pGDr127gAsXDN9AIiIiJXu6lj7atzHfnyzcuIhg/LrvKjadSsY7Eyt0C+w2awYMHw5s3gz8+iswZ46STSUiIjJsTxdRY+rdyltaOzO7sBS7L+gu8XTNskD1KylHRERkVBh0keIpxrER6hRjDbMYJ04EXF3l2YynThm+gURERI2EQRcpblyEPItx06kklJRVm8Xo4gIsXy5KEQOdOyvTQCIiMjlpC77Dpf9NwdnuPXDu5n6Inf4Uii9eUrRNDLpIcT1besPfzQG5RWXYdT712gPGjAGC5MCMiIioLgoOHoTX3XdLC1aHLvoBqrJSXH34IVQUFEApDLrISFKMclC17kRS7QeXlRmmUUREZNJCv18Iz0m3waFdOzh26IDgefNQlpCIIgWHqjDoIqMqlPpPdBKKy8qvPeDIEWDYMGDSJMM3joiIjEZubi5ycnI0W7Eool0HFbnyijrWHh5QCoMuMgo9Qr0Q4F6ZYoypYRajGNu1bRuwfj2QnKxEE4mIyAiEh4fDw8NDs82bN++656gqKpD83jw4de8Ox7AwKIVBFxkFa2srjOkcpH8WY/v2QJ8+QHk58Pvvhm8gEREZhejoaGRnZ2u22bNnX/ecpLfeQnFMDJp98jGUxKCLjMb4yhTj5uhkFJXWkGIUywKpa3YREZFFcnNzg7u7u2ZzcHCo9fikt95G3o5/EfrLz7ALlEsUKYVBFxmN7qFeCHR3RG5xGf6rKcV4552AnR1w7Bhw4oQSTSQiIhOhUqmkgCt3yxa0+OlH2DdvrnSTGHSRcaUYq2Yx1rAWo7c3MGGC/HjxYgO3joiITEnSW28he80aBH/0IaxdXFCWmiptFUVFirWJQRcZ5SzG66YYxVqMLB9BRER6ZC1ZKs1YvHr/VMQMGKjZctZvgMkseE3UlLqFeCLYwxEJ2UX491wqRnUKvLZQ6q23ArfdBlRUq15PRERUqeOZ0zA27Okio00xro+qYRajvT2wapW8ELZ4TEREZCIYdJHRphi36EsxEhERmSAGXWR0uoZ4opmnE/JLyrHjbA1rMQqiQOonnwB//23o5hERETUIgy4yOlZWIsUoj+VaV1OKUfjxR+D55+XAi4iIyAQw6CKjNC4yWPq59XQyCktqSDHec4+IzoB//wUuXzZ8A4mIiOqJQRcZpS7NPaQUY4GUYky59oCQEGDo0KryEUREREaOQRcZbYpRvSzQWn0pRu1lgVQqA7aOiIio/hh0kdHPYtx2OgUFJTUUQp00CXBxAWJigP37Dd9AIiKiemDQRUYropkHQrydUFhaju1napjF6OoKTJ4sP+Yi2EREZOQYdJFRpxjHRQTrL5SqTjGKIqlcEoiIiIwcgy4yaupxXVvPJNecYhw8GEhKAr77zvCNIyIiqgcGXWTUOgW7I9TbGUWlFdh2poZZjDY2gJeXEk0jIiKqFwZdZPwpxsrernUn9KQY1c6eBTIzDdMwIiKiemLQRUZvXOUC2KKnK79Yz9itRx4BOnQAFi82bOOIiIjqiEEXmUSKsaWPM4rLKrC1phSj0KWL/JOzGImIyEgx6CITSzEm1HzQnXcCtrbA4cPAqVOGbSAREVEdMOgik6AuHbH9bCryakox+voC48bJj5liJCIiI8Sgi0xCxyA3tPZ1QYlIMZ5Orn1ZILEWY3kNi2QTEREpiEEXmc8sRtHTJcpHxMcD27cbtoFERETXwaCLTIY66NpxLhW5RaXXHuDgANx1l/x46VIDt46IiKh2DLrIZLQPcENrP3WKUc8sxunTgT/+AL780tDNIyIiqhWDLjKpFOP4yppda/WlGMPDgf/9D3B0NGzjiIiIroNBF5mUcZHyLMad51KRU1OKUZtKZZhGERER1QGDLjIpYQGuaOvvipLyCmyJTtYfbL37rlyh/upVQzeRiIioRgy6yPRmMUZcZxajlRWwdStw7pxcPoKIiMgIMOgik53FuDMmFdmFpbXX7BLLAjHNSERERsBogq6vd5xHy5fX4c01+pdw+eNQrHSM9hb22gaDtpOUFxbgJqUZS8tV+lOMkycDTk7A2bPAwYOGbiIREdE1bGEEjsdm4ff9V9Eh0O26x7o52GLrC4M0z61g1cStI2NdFuhc8jmsi0rE5B7Nrz3AzQ2YNAn47Te5t6t3byWaSUREZDw9XfnFZZix7BjmT4qEh5Pd9U+wAvzdHDWbn5uDIZpJRmZcZKD08z+RYiy4TopxyRKgpMSArSMiIjLCoOv11ScxpL0/+rfzrdPxBSXl6Dd/G/rO24qHfz6Ec8m5tR5fXFyMnJwczZabW/vxZBra+rtJxVJFivGf6KSaDxo2DAgOBjIygPXrDd1EIiIi4wm6/j6egFPxOXhpdPs6Hd/azxUfTI7Ed/f3wKd3dIVKpcLkr/cgMbtQ7znz5s2Dh4eHZgsXxTPJLGjWYozSM4vRxgZ47DFg6lSgVSvDNo6IiMhYgq6ErEK8teYUPruzKxztbOp0To8WXtL4nU7BHriptQ++va8HvF3tpfFg+syePRvZ2dmaLTo6uhHvgpQ0trJ0xK6YNGQV6EkfvvEG8NNPQJcuhm0cERGRsQykj4rPRlpeCcZ/sUuzr7xChQOXM/DL3is4984Y2FjXPkjezsYanYLdcTm9QO8xDg4O0qYmUoxkHkSRVDH54kxSLv45lYzbe4Uo3SQiIiLjC7r6tfXFphkDdfa9+OdxtPFzxeOD2lw34FIHaeILV4wJI8s0PjJI+jOwNipRf9Al6nQdOyYXTH3hBUM3kYiISNmgy9XBFu2rlYhwsrOBp7OdZv/MZccQ4OGIWaM7SM8/3xKDbqGeaOnjIq27t2DnRcRnFuJO9nBYdIrxo3/OYff5NGTml8DLxf7ag8RAelEyoqwMGD9eXh6IiIjI0mYv1iY+qxApOcWa56L6+OyVURj+yb944MeDyCsqxYonbka7gOvX9yLzJCZXhAe5S72eemcx+vgAY8bIjxcvNmj7iIiI1KxUYgqgBYmLi0NISAhiY2PRvHkNRTXJ5Hy1/Tw+3HQWA9r5YvFDfWo+6M8/gSlTgJAQ4PJlwNqo/71BRERm+P3Nbx4yeeoFsPdcSEdGvp5ZjCKt6OkJxMYCO3YYtoFEREQMusgctPR1kWaxihTjplN6UoyOjsAdd8iPxbJARERk9goOHkTs408gZsBAnO7QEblbtijaHgZdZF6FUk/oKZSqvSyQSDXm5xuoZUREpJSKwkI4dGiPgDdehzFg0EVmlmJMQ3pe1eQLHX37Am3aAK6uwJkzhm0gEREZnOvAgfCfMQPuI0bAGDDoIrPQwscFEc08UKECNupLMVpZAf/8I0ZjAj16GLqJRETUCMQaytprKos1lk0Fgy4yG3VKMbZuDdgqVp6OiIhukFhDWXtNZbHGsqngtw+ZVYpx/oYz2HcxHWl5xfB1rVr+6Rrl5UB8PBAaasgmEhHRDRJrKDdr1kzzXHupP2PHni4yGyHezujSvDLFeFJPilE4eBBo0UIumGpZZeqIiEyem5sb3N3dNRuDLiJjTjGGhQHp6eKfS8Dhw4ZrHBERWTQGXWR2azEK+y+lIyW3qOaDPDyAiRPlx6zZRURktiry81F0+rS0CSVxcdLj0oQERdrDoIvMSnMvZ3QJ8ZRSjJtqSzGqa3YtWQKU6KliT0REJq3w5Clcum2StAkp89+XHqf+3xeKtIcD6cnsjI8IwvHYLKw9kYj7+ras+SBRsyUwEEhKAjZuBG65xdDNJCKiJubSpzc6npF7uYwBe7rI7IyJCJR+HricgZQcPSlGUTbinnvkx0wxEhGRATDoIrNMMXYL9ZQmJm6oS4pxzRogM9Ng7SMiIsvEoIvMelmgWmcxRkYCb78N/Pcf4OlpuMYREZFFYtBFZj2L8eCVDCTrSzEKr70G9O4tLxFERETUhBh0kVkK9nRCjxZecooxqpbeLiIiIgNh0EXmn2K8XtB1/Djw8MPA++8bpmFERGSRGHSR+acYL2ciKbuWFOOZM8APPwDffANUVBiugUREZFEYdJHZCvRwRM8WXtLj9bX1dokaXe7uwJUrwM6dhmsgERFZFAZdZBlrMdYWdDk5AbffLj9mzS4iImoiDLrIrI3pHCRNTDx8JRMJWYXXr9n1xx9AQYHB2kdERJaDQReZfYqxVwvv66cY+/cHWrUC8vKAxx8HcnMN10giIrIIDLrI7NUpxSi6w6ZNkx+vWCGnHNU+/liu57VqFRAXB6kOBRERUT1xwWsye2M6B2LumlM4ejUL8VmFaOapFVBpe/FFICQESE6W12ZUW7QIiI6ueh4QAPTsCfTqJRdWHTOm6W+CiIhMHoMuMnv+7o7o3dIb+y9lSIVSHx7QuuYDHRyAqVOv3T9jBrB/P3DoEHDypByUrVsnb+HhukHXzz8DQUFAjx6Aj0/T3RQREZkcBl1kEcZHBklB19oTtQRd+jzyiLwJhYXAsWNyACY20TOmVlYGPPGEfIwgxoiJ3jDRKya27t0BD49GvCsiIjIlDLrIIozqHIg5f5/CsdgsxGYUIMTbuWEXEmO9+vaVt+pycoCJE+VgLCYGuHRJ3pYvl1+fMAH4+2/5sRgXtm+fvOi2i8sN3BkREZkKBl1kEfzdHNG7lTf2XczAhpOJeHRgm8Z/E29v4Pff5ceZmcCRI1U9YgcPyr1eavHxwM03A9bWcopS3Rsmti5dAEfHxm8fEREpikEXWYxxkcFS0LXuRBMFXdq8vIBhw+RNTXuJITELMjgYSEiQx4mJ7aef5NfEIP733pMH9qvTlqJnzM6uadtMRERNiiUjyGKM7hQIayvgeFy2lGI0ONGrpXbTTXJvl9hWrwZef10ekO/rKwdZzZpVHbtrF+DmBvTpA0yfDvz4oxykieOIiMhksKeLLIafmwNuau2DPRfSpZpdjw9q4t6uuhC9XWLtR7EJokcrNhbw9Kw65uhRoLgYOHBA3tScnYFu3YD58+XirkREZNTY00WWWSj1RC2FUpUkirSGhsoLcGuXrBAD85csAZ5/Hhg0CHB1lZcr2r0bsLevOlaMKRsyRE5NigH8Fy+ymCsRkZFgTxdZXIrx9VUnERWfjavpBQj1aeAsRkMHYm3bytudd8r7ysuBc+fkQfpiBqTaf/8BO3bIm/b4MvUgfRHA+fsb/h6IiIg9XWRZfFwdcHMb3+svC2TsbGyAjh2B++7Tnen43HPADz/I9cJEkCUG34uZlJs3A/Pmyeep/fILMHcusHYtkJSkyG0QEVkS9nSRRaYYd51Pw7qoBDwx2AjGdTWmsDB5U68jKcaCiUH3okfs/HndKvmLFwNbtlQ9b968qkdMlLcQMy+1gzQiIrohDLrI4ozqFIjXVp3EyfgcXE7LR0tfMy5OKpY2EksSia26u++WB/KLgOz0abmMhdjEwt5iIH9GRtWxYoalmEEprsOq+kREDcKgiyyOt4s9bm7jg/9iRG9XIqYPaQuL9OCD8ibk5cmzJNXFXEXKUowlUxNjwS5flh+LnjR1b5j4KWZQsqo+EdF1MegiizQuIkgOuk5YcNClTcyGHDBA3qorLZWDK0EEXmIAv9jU1fdF8KVdyuLECTkwY1V9IiIdDLrIYlOMr646iejEHFxMzUNrP1elm2S8xGD8P/6QH6elAYcPy8saqXvFtFOXRUVVzzt31u0RE8+1y1sQEVkYBl1kkbxc7NGvrS92nkvF+qhEPDW0ndJNMg2iYv6oUfKmVlJS9fjqVblERWoqcOyYvH3/fdX4MlFn7N135eeifpgofSGWPSIisgAsGUEWa3yEXCh1rbEWSjUV2r1XIq2YnAxcuQKsWAHMng2MGCEHYmImpfipJgq+iiKw/frJY8Z+/RU4c0Z3jUoiIjPCf2KSxRrZKQCv/GWFM0m5uJCahzZMMTZuVX2xTZpU1at16ZI8dkxNpCkLC4E9e+RNTT1LctYsYPRow7efiKiJsKeLLJansz36t5MLpa5nb1fTB2KtW+tWw7/jDrlUhagX9uyzco+XkxOQmytX1Bfjw9S2bZN7zF55BVi5Uk5jcnkjIjIx7OkiWPosxh1nU6XSEU8P47gug7K2Bjp0kLd775X3lZXJgZgYoC+CMDWxxqQo5KpdzFUEcOpirg89JPesEREZMaMJur7ecR4fbDyLB/u1xJwJnfQeJ6b4f7z5LOIyC9HKxwUvj+mAIR24lhw1zMjwQLxiEyWlGM+n5KKtv5vSTbJsYlB9RIS8aRNrTgYEyMGYmDkpquynpADr18vblClVx4qB+yI4E6nMmrbJk+UUpiCWPxI1ytSvOTvLwSARkbkGXcdjs/D7/qvoEFj7F97hKxl4ZulRvDSqPYZ19MfqYwl4dPEhrH16ANpf51yimng426F/W19sF71dJ5Lw7HD+OTJK7drJ26OPys/FWDBRD0wEYUeOyL1lavv3A8uW6b/W8OFVQdeHHwKffKL7ugi81EHYpk3yQuPC8uXAunXyfnF+9WBOzOhUTxQQ1fzz86teE2U3iMjiKR505ReXYcayY5g/KRJfbIup9dhFuy9jUJgfHhskr5f3/Mj2UoHLn/dexnu3VfuXMVEdjYsMloOuqAQ8O5wpRpMgxn716SNvNS1vJHrKRA9WTZuYMakmerVEACX2q8eIFRTIm+hJ0w6WRAFYsUi4PlFRVUHXV18Bb7yhO8NTHYCJ9xOFZSMj5dc2bpSXXhKvicr+1YM5UbBWlOoQRDtFwCn2V181gIiMnuJB1+urT2JIe39pQPP1gq6jVzLx0IDWOvsGhvnhn1NJTdxKMmcjwgNgZ2OFc8l5OJeci7AA9naZtCFD5K0uRE+X2ETAJYKZ6gFakFxWRDJhgpzi1BfMaZfDEGPTRKClrmEmforeL+31LNVEb92CBfrb+N9/QP/+8uNFi+RJB+qAsXqAJoK9m26qGgcneuf0pVnFDFH1xAYxaUGsPCB6+bjIOZF5Bl1/H0/AqfgcrH5Ka8BsLVLziuHrqlvR2s/VHml5xXrPKS4ulja1XDEzikiLh5MdBrbzw9YzKdKYwbARDLrqSqVSobxChdJyFUrKKlBSXoHS8grpsfRT81gcU6FzTNVzFUrV+yvPK5Yey+dUP099vapr6+4Xj2tt83XvSevJtp3VXu0G2KkAEV9pxViSH6MBRMvn2/YHXlsL27JSOJUWwbmkEE4llT+LC3Hyj8soWp0sndb1igt6Dr0fzlqvq48X57617AwubyuQjp266wRmqN9P1DPLyZG3Sg8u3I0jm+Tnd+5fjdkbvtZ7n0/d9SZ2hsk9hbcc24x3Vn8sPS60dUCBvSMK7Z2knwX2Tvi/oQ/gYKsu0uthiRcxLmqbzusFWo/P+7VAuqv8y7GpKIeVqgJlNnY6f2YMyaoRewMbtV+xES9mZYS/ry4hnvhlWm8Yg4zffkPGD4tQlpYGhw4dEPjaq3BS9zRbStCVkFWIt9acwuKH+sDRrun+ZTVv3jy8+eabTXZ9Mg/jIoOkoEtUp39uRBiMRUWFHFxUDyqqBxzF6teqBSdVgUzNQYoU8FTfLwVQ5TUGSpo2lFUGRuUVrNxwXQ6ArdjEeLHKXaVik3vBtvmGSVutCsQJwGfdb8P/db0FTqXFcC4tgktJIVwqgzqXkiIccWuOnEL52IM+rfBF3zukYzTHah0fa+uKnKIy6VirgnzNWzmVFUsbCrI1+6zy85BbeWxIwgVM2/un3qY+O/55rO4k9zSOiNmHhSvfQYm1rRSU5dvJwVm+COrsHLGg9yTsaNNLOrZlRjwmndwmBW4lNnYot7ZGuZU1Kip/HmoWjgu+IdKxPvlZ6BN7svIYG+lnhZV8nHh82SsYie5+0rHiXtukx2muU2ZtIx9b+TzbyQ25Di6aINGtOF/nWuXWNnI7rKyZzq2HvCL5z6HSctavR8r89xE4dy6cukQi4+dfcPXhR9Bmw3rY+vhYTtAVFZ+NtLwSjP9il2af+BfzgcsZ+GXvFZx7ZwxsrHX/gPu5OkjnaEvNK4Gvq4Pe95k9ezZmzpypeR4fH4/w8PBGvRcyfcPDA2BvY42YlDxpaaBAD8cagpZylFT2vtQY8FTr4bler4xOD0/l+1QPeMoqTC+isbe1ln6XImUrHtvZyM/Vj/XvF4+tKs+1hp2t9uuV+yuPddA6R3099Xm2NlYQ/6vN9b47r/v6jV6/9pfr8N1el/cfVOvZn2rvUA3EpaK3pODKOj8f1gX50k+rggJY5+dhTo/eeE2kVsXne9QN2aGl0n6r/MrjKs8TP2dPHYSZQwZLx7r8kQysBOwrymBflAfPojyddrR7+RkU3C4HaE4b18Nvof4JEBkffo68B+VjHXZuR8Ck+XqPzXzzPeROvx0qqGB/6ACCRmvNbq0ma9aryH5xtvTY7tRJBA+qTM/WIPvpmch84y3pse3VKwge3BcqkY61sQasbSofyz/z7rwH2S++Ih1rnZ6GwMkTdF6Xj7eWnhcMH4Wc6XLa2KqwEH6PP6hzPekca/lncY+eyL1/mtygigp4vTFbTjWrr6u5tg1K24Uh/5bbNO13X7RQ6srVtFnrumWBQSgcUPVnxmnbFlhVlGte177PCncPlHSs+h61uxAjL+lVeT2VszNsmwXDGKT/9DM8p0yB52S5UHPgm3OR9++/yFqxEr6PPmI5QZdY927TjIE6+17887hUFfzxQW2uCbiEbi28sOd8Gh7q30qzb1dMKrq3qN7PX8XBwUHa1HK0uuKJ1Nwd7aTxgVtOJ+P+RQdgrGytqwIWOWip9lwdfFQLXhw0j610j9MKevReq3qgpHkPeb+DjY3muqJ9jZnOIUMSaXW5d6hWIwbKmx6B2k8evh+4c5LecXC+YvyZT2X3X6e2wPTpcnFcMSREpE/FF3nl5t2pHbzVx4YEyBMMtF7X3rxaNoOX+lhfd6B5c73Henq5wdNH7umCu/5/wAserg7w8K08NtMOyNX/feJVlAcv9bHFWcCpKL3HOrVvBx/1sdllwPq1eo91qyiB78yn5SdiHN6Cr/Q3+JZbgIfuq3r++iz5nJoMHQpMGlf1XAR+WVk1Hys+t717q553myB6NHSvtXUrmkpubq7Od3n173k1VUkJik6d0gmurKyt4dK3LwrFurAKUCzocnWwvabMg5OdDTyd7TT7Zy47hgAPR8waLU8Hn9avJe5YsA8Ld16UanOtOZ4g9ZjNm6RMbpbMiwjmj17NlHqh1L0smiBFJzhR98LoBilVPTBVgY2+Xp5rAh6tYEhvz5C1Naxr+McIkVHXXfP0lLfr6doV+PLLul1XFMTdWX28nR5iwkBsbN2O7dJFDkr0BGjSrFm1Fi2Ac+f0H1vZMygRaSxRfkTfsWK1BjUxK/Xbb/Uf27Fj1bHiHzhiuazqx6gDVnE/2v73P/33162b7rHiuQhsajo2RE7zaohJJGIiivp1MQu3CYVXy1bNmTMHc+fOvea4sswsqT021dKINr4+KBbLklni7MXaxGcV6vyruUcLb3x+Zzd8/M9ZfLjpLFr6OuO7+3qyRhc1ir5tfHD49RFKN4OIlCK+b0SgKLbrEbNTRe24uhCB1MiRdTtW9Ng89ljdjhXtnK8/zXoNUaqkrsTSW3UlyqUYUHR0NJo1a6Z5XlMvl7EyqqBr2WN9a32uHvAsNiIiIrI8bm5ucNeut6eHrZenNM6sPD1dZ395Wjps1bXvDIzrXRAREZHZsbK3h2OnTsjfu0+zT1VRgfx9++Ak0tmW3tNFRERE1Fh8HpiKhJdnw7FzZzhFRkglIyoKC+E5qWpWpyEx6CIiIiKz5D52LMoyMpH6xf+hPDUNDh07InThd4qlFxl0ERERkdnyvvceaTMGHNNFREREZAAMuoiIiIgMgEEXERERkQEw6CIiIiIyAAZdRERERAbAoIuIiIjIABh0ERERERkAgy4iIiIiA2DQRURERGQAFleRvqKiQvqZmJiodFOIiIiojtTf2+rvcVNkcUFXcnKy9LN3795KN4WIiIga8D0eGhoKU2SlUqlUsCBlZWU4evQoAgICYG3duNnV3NxchIeHIzo6Gm5ubjA35n5/lnCPvD/TZ+73yPszfU11jxUVFVLA1a1bN9jammafkcUFXU0pJycHHh4eyM7Ohru7O8yNud+fJdwj78/0mfs98v5MnyXcY0NxID0RERGRATDoIiIiIjIABl2NyMHBAXPmzJF+miNzvz9LuEfen+kz93vk/Zk+S7jHhuKYLiIiIiIDYE8XERERkQEw6CIiIiIyAAZdRERERAbAoIuIiIjIABh01dNXX32Fli1bwtHREX369MGBAwdqPf6PP/5Ahw4dpOMjIiKwfv16mMv9/fTTT7CystLZxHnGaufOnZgwYQKCg4Oltq5ateq65+zYsQPdu3eXZuG0bdtWumdzuT9xb9U/P7ElJSXBGM2bNw+9evWSKlz7+/tj4sSJOHv27HXPM6W/gw25R1P6e/jNN98gMjJSKpgptr59+2LDhg1m8/nV9/5M6bOryfz586U2z5gxw2w+w6bGoKseli1bhpkzZ0pTYY8cOYIuXbpg1KhRSElJqfH4PXv24K677sJDDz0kLT0k/gMqtpMnT8Ic7k8Q/2ERi5CqtytXrsBY5efnS/ckAsu6uHTpEsaNG4chQ4bg2LFj0n9YHn74YWzatAnmcH9q4ktd+zMUX/bG6N9//8X06dOxb98+bN68GaWlpRg5cqR03/qY2t/BhtyjKf09bN68ufRFffjwYRw6dAhDhw7FrbfeilOnTpnF51ff+zOlz666gwcPYsGCBVKQWRtT+wybnCgZQXXTu3dv1fTp0zXPy8vLVcHBwap58+bVePztt9+uGjdunM6+Pn36qB577DGVOdzfjz/+qPLw8FCZIvFH/6+//qr1mJdeeknVqVMnnX133HGHatSoUSpzuL/t27dLx2VmZqpMUUpKitT+f//9V+8xpvZ3sCH3aMp/DwUvLy/V999/b5af3/Xuz1Q/u9zcXFW7du1UmzdvVg0aNEj17LPP6j3WHD7DxsSerjoqKSmR/vUyfPhwzT6xYLZ4vnfv3hrPEfu1jxdEz5G+403t/oS8vDy0aNECISEh1/0Xnakxpc/vRnTt2hVBQUEYMWIEdu/eDVMh1nUTvL29zfYzrMs9murfw/LycixdulTqxRNpOHP7/Opyf6b62YneWJEFqP7ZmNtn2BQYdNVRWlqa9JcoICBAZ794rm8MjNhfn+NN7f7at2+PRYsWYfXq1fj111+lFeBvvvlmxMXFwRzo+/zEYq6FhYUwdSLQ+vbbb7FixQppE//RHzx4sJRaNnbiz5pI9/br1w+dO3fWe5wp/R1s6D2a2t/DqKgouLq6SuMkH3/8cfz1118IDw83m8+vPvdnap+dIAJJ8d8IMf6wLkzxM2xKtk16dTJr4l9v2v+CE/+x6Nixo5Tnf/vttxVtG12f+A++2LQ/vwsXLuDTTz/F4sWLFW1bXf6lLcaE7Nq1C+aqrvdoan8PxZ85MUZS9OL9+eefmDp1qjSWTV9gYmrqc3+m9tnFxsbi2WeflcYbmtKAf2PCoKuOfH19YWNjg+TkZJ394nlgYGCN54j99Tne1O6vOjs7O3Tr1g3nz5+HOdD3+YmBr05OTjBHvXv3NvpA5qmnnsLatWul2Zpi4HJtTOnvYEPv0dT+Htrb20szgYUePXpIA7I///xzKdAwh8+vPvdnap+dGIIiJlaJGd1qIkMi/px++eWXKC4ulr5HTP0zbEpML9bjL5L4C7R161bNPtEVLJ7ry9eL/drHC+JfCLXl903p/qoTf/lE17pIW5kDU/r8Gov4F7qxfn5ifoAIRkS6Ztu2bWjVqpXZfYYNuUdT/3so/jsjvqzN4fOr7/2Z2mc3bNgwqX3ivxPqrWfPnrjnnnukx9UDLnP5DBtVow7LN3NLly5VOTg4qH766SdVdHS06tFHH1V5enqqkpKSpNfvu+8+1csvv6w5fvfu3SpbW1vVRx99pDp9+rRqzpw5Kjs7O1VUVJTKHO7vzTffVG3atEl14cIF1eHDh1V33nmnytHRUXXq1CmVsc64OXr0qLSJP/qffPKJ9PjKlSvS6+LexD2qXbx4UeXs7Kx68cUXpc/vq6++UtnY2Kg2btyoMof7+/TTT1WrVq1SxcTESH8mxQwka2tr1ZYtW1TG6IknnpBmeu3YsUOVmJio2QoKCjTHmPrfwYbcoyn9PRTtFjMxL126pDpx4oT03MrKSvXPP/+YxedX3/szpc9On+qzF039M2xqDLrq6YsvvlCFhoaq7O3tpRIL+/bt0/nDN3XqVJ3jly9frgoLC5OOF+UH1q1bpzKX+5sxY4bm2ICAANXYsWNVR44cURkrdYmE6pv6nsRPcY/Vz+natat0j61bt5ameJvL/b3//vuqNm3aSP+R9/b2Vg0ePFi1bds2lbGq6d7Epv2ZmPrfwYbcoyn9PZw2bZqqRYsWUlv9/PxUw4YN0wQk5vD51ff+TOmzq2vQZeqfYVOzEv/XuH1nRERERFQdx3QRERERGQCDLiIiIiIDYNBFREREZAAMuoiIiIgMgEEXERERkQEw6CIiIiIyAAZdRERERAbAoIuImtTgwYMxY8aMG7rG5cuXYWVlJS010lR++ukn6T3Edr32tmzZUnNsVlZWk7WJiMwLF7wmoia1cuVKaSFfUyAWMz979ixcXFxqPU4sYvzff/9h8uTJBmsbEZk+Bl1E1KS8vb1hKkTPVWBg4HWP8/PzM6n7IiLjwPQiERk0vShSc++99x6mTZsGNzc3hIaG4rvvvtM558CBA+jWrRscHR3Rs2dPHD169Jrrnjx5EmPGjIGrqysCAgJw3333IS0tTXptx44dsLe3l3qj1D744AP4+/sjOTm5Se+XiEgfBl1EZHAff/yxJph68skn8cQTT0hpPSEvLw/jx49HeHg4Dh8+jLlz5+KFF17QOV+Moxo6dKgUmB06dAgbN26Ugqnbb79dJ9ATgVh2drb0Pq+//jq+//57KUAjIlIC04tEZHBjx46Vgi1h1qxZ+PTTT7F9+3a0b98ev//+OyoqKvDDDz9IPV2dOnVCXFycFJipffnll1LAJXrM1BYtWoSQkBCcO3cOYWFheOedd7B582Y8+uijUq/Y1KlTccsttyhyv0REAnu6iMjgIiMjrxlHlZKSIj0/ffq09LoIuNT69u2rc/7x48elIE2kFtVbhw4dpNcuXLgg/RTpxd9++w0rVqxAUVGRFNjVlwjqtN/j6tWrDb5nIiL2dBGRwVWfzSgCL9G7VVciBTlhwgS8//7717wWFBSkebxnzx7pZ0ZGhrRdb1ZidY8//rgmZSkEBwfX63wiIm0MuojIqHTs2BGLFy+WeqfUvV379u3TOaZ79+5SD5YYlG9rW/N/xkSP13PPPYeFCxdi2bJlUnpxy5YtsLauewe/mKHIWYpE1FiYXiQio3L33XdLPV+PPPIIoqOjsX79enz00Uc6x0yfPl3qubrrrrukmlkiwNq0aRMefPBBlJeXS9u9996LUaNGSft+/PFHnDhxQhrAT0SkFAZdRGRUxNipNWvWICoqShos/+qrr16TRhRpvt27d0vB1ciRIxERESHNVvT09JR6st59911cuXIFCxYs0KQcRVmK1157TRoPRkSkBCuVSqVS5J2JiIyIWAZIBG51XdZH1AIbMmQIMjMzpWCPiOh62NNFRFRJ1PQSPW2ijEVtRBkLUZiViKg+2NNFRAQgNzdXU61e9Fz5+vrqPVakLktLS6XHrVu3rtfgfCKyXAy6iIiIiAyA/zwjIiIiMgAGXUREREQGwKCLiIiIyAAYdBEREREZAIMuIiIiIgNg0EVERERkAAy6iIiIiAyAQRcRERGRATDoIiIiIkLT+3+cb0CBSpLcygAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "project.design_point.plot_convergence()" ] }, { "cell_type": "markdown", "id": "65978ac1", "metadata": {}, "source": [ "### Visualize contribution of random variables" ] }, { "cell_type": "markdown", "id": "a1209286", "metadata": {}, "source": [ "Using the `plot_alphas()` method, we can visualize the contributions of random variables ($\\alpha^2$) in a pie chart:" ] }, { "cell_type": "code", "execution_count": 50, "id": "4407dc11", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "project.design_point.plot_alphas()" ] }, { "cell_type": "markdown", "id": "08a381fa", "metadata": {}, "source": [ "### Visualize realizations and design point\n", "\n", "Using the `plot_realizations()` method, we can visualize the realizations and the design point in a two-dimensional space. This is done for the two most contributing variables." ] }, { "cell_type": "code", "execution_count": 51, "id": "3a8b0876", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "project.design_point.plot_realizations()" ] }, { "cell_type": "markdown", "id": "56b947bc", "metadata": {}, "source": [ "### Modify plots\n", "\n", "It is possible to modify the plots using the `get_plot()` method, as demonstrated below:" ] }, { "cell_type": "code", "execution_count": 52, "id": "1a56ad00", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'New title')" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt = project.design_point.get_plot_realizations()\n", "plt.title(\"New title\")" ] }, { "cell_type": "code", "execution_count": 53, "id": "11e6adba", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'My distribution')" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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RGdg3cSeRXVyBCF9X3Dkiqs3Pu39UV6zYfwbxZwrx5uqjeOWGvkZtJ2lEXp7Sq7V+vXIr5o2JYO2uu4Avv1TO6dFDCbzEbd++Zzcxud7NrfHriSHHqLb/3hGRtjFQIzKg0kodPlmvZEj79xXd4NDCvLTWiAUGc67rjZs+jcMP25Nxx/BI9Ao2zsom0gCRqFUk1ty3T0ni2pCYnN9whZkYxmwwz4aIrAfTohMZ0JLdacgrrUKknysmDmh/hvShnX0xvm+w/Nx+96/jRmkjmZj4xxTzy0Rm81mzzh4XgZiYeyYeFz1l99wDfPcdkJAAZGcDH32kZquJSCPYo0ZkwJWeYthTmB4b1eIqz7Z45MpuWHnwjFxYEH+6EDEh7FUzO6LEkVh9+fPPwIoVSp4yQcw7mz37bG/Zt98CInGnWGVJRNQC9qgRGUhcYg6OZRTD1dEOk4eEdfh1unfykL1qwrtrlUUJZEZefVVJbXH11cDnnytBmpjsf+21wJtvKjnO9MQKTAZpRHQO7FEjMpAfd6TI2xsGhsLT+cKqXjxyRTesOHAGfx7KQFJWMboEuBuolWRQYthyxw5ldaZ+Ur9IyioWCIhErpMmAaKU0qWXNp5zRkTURuxRIzKA4godVseny31D5EDr1skDV/QMlPtfb1GGU0lDRC/Z668rAdqwYcAvv5x9bOpU4J9/lFJHH3+sJJhlkEZEHcRAjcgAVh1MR3lVDbr4u6F/mJdBXvNfIzrL28U7U1FQWmWQ16QL7D0T6TNuuUVJHPvMM7JIuJx3JoIyPTGUOWoUc5gRkUFw6JPIAJbuSasf9jRU+afYrn7oGeQh64D+uCMZ943qapDXpQ4oLQVGjlRynOldfLGS62zKFMDLMME5EVFT7FEjukB5JZXYkpgt968fEGqw1xUB3111CXO/356MmpomubbIuHS6s/tiMYA+t9nddysB2+bNwIwZDNKIyKgYqBFdoLVHMiFiqJhgzzaVi2qPCf1D4O5kj1M5pdh2Itegr02tyMkB5sxR6mOmK/MOJZHXLC1NWck5YICaLSQiK8JAjegCrT6kfJhfFdPJ4K/t6mgvgzVh0Q5mpjeqoiJg7lyl/JK4FfPOvv767OPduyu9akREJsRAjegCC7BvOJ4l98f0NnygJtx8kbKK9I+D6Sgo46ICgxPVAd57TyluLnrSiouVHrPFi4GnnlK7dURk5RioEV2ATQnZcrVnqLeLHPo0BrGKtEcnD1ToavD7XmXRAhmw3qYobv7II0BWFhAdDSxaBOzaBUyezJWbRKQ6BmpEF2BNXe400ZtmqNWeTYnXvamuV+2nnalGuYbVEosDxo8HgoOBTz4B4uOBm24CbPmnkYi0gX+NiC6gtufG48pqz8t6KMlpjUUUeLeztcGBtAJZqYA6qKREyX+2f//ZYy++CBw/Dtx3n1JVgIhIQxioEXVQUnYJzhSUw9HOFkOjjDvJ3M/dCSOj/eX+7/saJFeltvv7b2WYU1QUePhhJYGt4O5+tvwTEZHGMFAj6qBNdb1pQ6J84OJo/LlM19Wt/hSBmujNo3as5pw5E7j8cuDECSA8HHjySTGmrHbLiIjOi4EaUQfphz1HdlN6uoxNzINzsrdFUlYJDp0uNMk1LaIXrU8fZf6ZcP/9wMGDwIQJareMiKhNGKgRdUBVdQ22JuXI/UuiA0xyTQ9nB1zRS5kLt4zDn+e3ejVwxRVAcjLQpQuwbp1SJN3TOKtziYiMgYEaUQfsT81HcYUO3q4OiAkx3Qe/fvhTBGoc/jyP0aOBoUOBe+5RFg+I+0REZoaBGlEHbE1SyjnFdvGTqzFNRawudXW0w+mCcrkClJrYsOFsjU6xglP0on32GRcLEJHZYqBG1AE7TiqB2tDOpi0p5Oxgh9F1qUBWHWxQh9La1dQoVQVGjQKefbZxMXUiIjPGQI2onaprarHrVJ7cv8jIaTlaoi9VtaquxqjVKygAJk5U6nMKlZVnU28QEZk5BmpE7XQsowhF5Tq4OdqhZ5CHya9/ec9AmbtNrP5MyCwy+fU1JTERGDYMWLYMcHJSiqiLup1MvUFEFoKBGlE77awb9hwU6QN7O9P/JyRWf46I9pP7Vj38uX07EBsLHD0KhIUBmzYB06er3SoiIoNioEbUTjtOKsOeQyJNP+ypd3WfIOse/iwuVmp0ikLqgwYpQduQIWq3iojI4BioEXWwR+2iKB/V2nBlr04Qi00PphUiJbcUVkeUfZo/H7j2WmD9eqWoOhGRBWKgRtQOafllMjWGSMkxIMJbtXaI2p9D6hYyrD2cAauRqwTJklhA8PvvStBGRGShVA/Uvok7iRGvrkP3//sD13+4GXtT8s95/hebTuDyN/9Bj//7A7Hz1uKFZfEor6o2WXvJuul70/qEeMLV0V7VtlxZV6Vg7ZFMWDyxinP2bKWoulhAoMdFA0Rk4VQN1ER29ZeWH8YjV3bDiodHIibYA9O+2Ibs4ooWz/9tbxpeW3VEnv/X46Pw2o39sHz/abzx51GTt52s055k5YvEwAj1hj31Lu+ppOnYlpSLkoq6JK+WGqQ98wzwwgvA6dNKaSgiIiuhaqD2+aYTuGVoOG4aEo5unTzw8sS+cHG0w087U1o8X+SuGhLpg+sHhCLc1xWXdg+QJXX2nacXjsiQpaOEAeHqDXvqdQ1wQ4SvKyqra7ApQSkQb5FB2mOPAW+8odx/911g5ky1W0VEZPmBWqWuBgfTCjAi2v9sY2xt5P3dp1oOvAZH+siyOfrh0eScUvx9NBOjeypDQC2pqKhAYWFh/VZUZOV5p+iCCrEfOl0o9/uFeandHNjY2MicasLfljr8+dxzSnAmhjg//RT497/VbhERkUmpNskmr7RSZnj3d3dqdDzA3QmJWSUtPkf0pOWWVGLKJ1vkF21dTS2mDovAg6OjW73OvHnzMFefsZzoAhPdVuhq4OFsjyg/bdSOFIHa11tOYt2RTFmkXQRvFmPePGUTPv4YuPdetVtERGR9iwnaIy4xBx/+nYgXr++D5f8eiU9uHyx7Et5be7zV58yaNQsFBQX1W3x8vEnbTJZjf2pBfW+a6P3VgmFdfGWR9syiivrePotQXg4sWqTsv/kmcN99areIiMi6etR8XB1lioOmCweyiitkr1pL3l5zFJMGheKWoRHyfs8gT5RV6TBryQE8NDq6xQ9PJycnuemJ4U+iC5mf1jdU/flpek72dhgZ7Y/V8RmyV61PqPpDsgbh7Az8/TewZAlw991qt4aIyPp61BztbeWHypYGk6BramqxJSEHgyJb/iAsq6puthrftu4ASzCTse1LUXrU+mtgflpD+nlqFpGmo2GeNB8fBmlEZPVUHfqcMbIzftiRgp93pcri0s8tPYjSSh2mDA6Xjz++aK9Mx6F3Rc9OWLg1Gb/vOy2zsW88noW31xzDFb06yd45ImMRufrEHDWhnwZWfDakX0wjevxaS21jFg4dAqKjgXfeUbslRESaoWrGzgn9Q+TigHfWHENWUQV6hXhiwb+GIsDDqT4LfMPJ0Q9fHi171N5afRTpBeXwc3OUQdqTY3uo+FOQNYg/UygXr/i7OyLEyxla0snTGTHBnrKNmxOy5aIbsyPyo11zDZCXB/zyC/DQQ4CDg9qtIiJSnbqp1QFMvzhKbi1ZdF9so/v2drZ49MruciMypf11KWH6hXlrcmXlJd39ZaC2/liW+QVqZWXAddcBKSlAjx7Ab78xSCMiMsdVn0RqOVi3olKrk/VHdQuQtxuPZ8s0HWZDtFWk3di1C/DzA1auVG6JiEhioEbUBofPKIFa7xBPaNHgKB84O9jKKQRH6+bSmQUxH+277wA7O+Dnn4EuXdRuERGRpjBQI2pDRYLjGcVyX8wF0yKRpmN4F6UnasOxLJjN4oGnnjobsF12mdotIiLSHAZqROeRmFUs62l6ONkjzMcFWnVpg+FPsxATA7z3njL0KRYPEBGR9hYTEGldfN38tF7BnppcSKB3aXelbu62E7koq6yGi6MdNE28lw8+qHYriIg0jT1qRG2cn9Yr2ANa1jXAHcFezqjU1WD7yQaJY7Xm22+BAiV5MBERnRsDNaLzOHxGmZwfo9GFBHqit69++FOr89RE6o1p04DBg4EiM1r0QESkEgZqROcgUl2I/GT6oU+tE/nUhA3HNRionTwJ3Hmnsi/ypnlou4eSiEgLGKgRnUNmUYWsniFKlHXvpP3AQhRoF1O/jmUUy+odmlFdDUydCuTnA0OHAq++qnaLiIjMAgM1ojYsJOji7wZnB41Pzgfg7eooqycIohauZrzxBrBli9KL9uOPgKOj2i0iIjILDNSIzkE/7Kn1+WkNXdrNX1tpOvbuBZ5/Xtl/912gc2e1W0REZDYYqBGdw5F0ZcJ7zyDzCdQu7qoEanFJOdooJyWS2lZVAddff3aOGhERtQkDNaJzOFYXqPUIcoe5GBTpDSd7pZxUQqZSUUFV338P3H038NlnSu40IiJqMwZqROcoHZWUrQQ63QK1v5CgYTmpi6J85f6WxBy1mwMEBACffw4EBqrdEiIis8NAjagVp3JKUFVdC1dHO4R6a7d0VEtiuyp1PzcnqDRPraICWLFCnWsTEVkQBmpErRApLoRuge6wtTWvIbsR0co8ta1JOaiuUWGemki/ce21wH33mf7aREQWhIEaUSuOZSjz07qZQf60pvqEeMoi8oXlOhw6beJyTfHxwMsvK/tXXGHaaxMRNZG7cCESLr8CR/r1x4mbbkbZ/v3nPn/BAiRefQ2O9B+A45eNRsa8eagRowQqYaBG1IrjdT1q3TuZz0ICPXs7Wwzr4mf6eWoise2MGcoqzwkTgClTTHdtIqImCleuROarr8H/wQfReckvcO7RA8kz7oEup+W/iwXLliPzrbfl+V1WrEDwSy+hcOUfyHr7HaiFgRqRBfaoCRerMU/tk0+AuDglse1HH3GVJxGpKufrBfCeMgXeN06CU3Q0gubOga2zM/J/WdLi+WV79sBl0CB4TbgWjmGhcB85Ap7jx6PswAGoxR5WSqfToUp86ydqQaWuBqfziuFkV4uufi5m+bsyPMpbtn9/cg5KyirgaG/k72UZGbB/7jmI0Kz6pZdQ06mT0rNGRGSgz22hqKgIhYVKMnLByclJbk3VVlai/NAh+N97T/0xG1tbuMXGokwk4m6By8CBKFi2TA6PuvTrh8qUFBRv2AAvUZ9YJVYbqMXFxcHV1VXtZpCGvTJEud2zeR32wDy9PlT8fzX+Wr3K6Nca8P77iCwoQH6XLlgfFgasXGn0axKR9SgtLZW3MTExjY7Pnj0bc+bMaXa+Li9fTsew81NGF/Ts/P1QceJEi9cQPWnVeXk4OfV2QCQM1+ngfcvN8L9fvYVRVhuoxcbGIjQ0VO1mkEatOpSOJxfvQ79QL3x/z3CYK/EziJ9l5qiueHB0tFGvJXrSak+dgvuXX2LccPN9z4hIm9LS0uRtfHx8o8/vlnrTOqpk23Zkf/YZgp7/L1z69Udl8ilkvDIPWR99hIAHHoAarDZQs7e3h4ODg9rNII06nlWGimobdA70NOvfk+HRgfhtfwa2JOXj0TFG/jlEiahrr4W9nfaL1xOReX5uCx4eHvD0PH9ZP3sfb8DODtVNFg5UZ+fA3l9JYdRU1nvvyWFOn7qFUM49uqO2rAxnnp8N//vvl0OnpsbFBEQtOF63kKC7mS4kaLqgYE9KHkorlfkdRlnpqccgjYg0wsbREc69e6Mkbmv9sdqaGpRs3QqXAQNafI4Iymya5s20rfu7plLtZAZqRBa44lMvwtdVVlUQFRZ2nMwz/AXy8oAePYD335dzOYiItMTvzunIX7wY+b8uRUViItLnzEVNWRm8J90gHz/9zDMyHYee++jRyPvhRxSsWIHK1FQUb94se9ncR18GG5W+iFrt0CfRuVZ8nswpNdscag3Z2NjIXrXFu1KxJSEbo7oHGPYCIrFtYqJScH3mTMO+NhHRBfIcNw663Dxkvf8eqrOy4dSrFyLmf1Y/9Fl1+oxYClp/vv/M+2Vaoax334MuIwN2vr7wGH0ZAh59FGphoEbURHJuiSy75OZohyBPZ5g7UU5KBmqGTnyblKT0pAlvvikmkBj29YmIDMD39qlya0nkt980um9jb4+Ahx6Um1Zw6JOoiYTMEnnbNdBd9kiZO32B9oOnC1BQasC8Zv/5D1BZCVx1FTB2rOFel4iI6jFQI2oiKVspHdXF3w2WoJOnM7oEuMl5sNtP5hrmRbduBRYtUioPvPGGYV6TiIiaYaBG1ERSltKj1iXAvOenNTS8ru7n1iQDDH+KiO/JJ5X9O+8E+ve/8NckIqIWMVAjaiIpq65HLcAyetQMHqjt2aPU83RxAV588cJfj4iIWsXZv0QN1NbWIrGuR62rJfWodfaVt/FnCuU8NS/XC0h+O2gQIOrk7d8PsLoHEZFRsUeNqIHckkoUlFXJqVedLWSOmhBo6HlqffsCU1teRUVERIbDQI2ogaRspTctxMsFzg6WlWU/tm74M66jaTqqqoCEBMM2ioiIzomBGlEDiZmWNz/NYPPUvvoK6NkTmDXLsA0jIqJWMVAjaqFHzZLmp+kN66LMUzucXoj80sr2Pbm8XFk4IOp6BgUZp4FERNQMAzWiFlZ8drXAHrVAD2f5c8l5aifaOU9NlIhKTQXCwoD77jNWE4mIqAkGakQWnkOt5eHPdgRqpaXAK68o+//9L+Bs/mW1iIjMBQM1ogbF2E/lllrsHLUOz1P7/HMgIwOIigLuust4jSMiomYYqBHVSc4tlcXYXS2kGLtB5qmJWp76ElHPPgs4XED+NSIiajcGakQtVCSwhGLsBpmnJpLaFhQAISFKuSgiIjIpBmpETVZ8dvG3zPlpHZqnNmQIkJwMLFkCODkZv3FERNQIAzUiK8ihdkHz1Ly9gWHDjNsoIiJqEQM1oqY9aha64rNd89RqaoCNG0XxU9M2joiIGmGgRlTnZP3Qp2X3qLVpntpvvwGXXgpccw2DNSIiFTFQIwJQWF6FnBKldynSzxWW7pzz1ERg9vLLZ+eoWejCCiIic8BAjQjAqWwlf5q/uyM8nC0/BcU556lt2ADs2qUktn3kEdM3joiI6jFQIxLDnjnKsGeUn2UPe7Zpntpbbym3Ih1HQIAKrSMiIj0GakSiR60uUIu0kkCt1XlqR48Cy5Ypw52PPaZmE4mIiIEakeJE3dBnlBXMTzvnPLX//U+5nTAB6N5dpZYREZEeAzWiBj1qURa+4rOh2K5N5qlVVwNbtij7jz+uYsuIiEiPgRqRnKOm71GznkBtWGe/xvPU7OyA3buBNWuU1BxERKQ6Bmpk9YrKq5BdXCH3I/2tZ+gzwMMJ0YHujeepiWDtyiuZkoOISCMYqJHVO1XXm+bn5ghPK0jN0dDwutWfxzbuBsrL1W4OERE1wUCNrJ4+NYc1JLptcUFBbS2ufeEhIDISiItTu0lERNSAfcM7RNbco2ZN89MazlMbmnoIUWdOoNbFBTY9e6rdJCIiaoA9amT19DU+rWnFZ8N5ag8eWiX308ZPAnx81G4SERE1wECNrJ41D33i9GmMPLhJ7i6/5Aa1W0NERE0wUCOrZ42pOep99hnsqnXYHhaD32oD1W4NERE1wUCNrFpJhQ5ZRRXWGahVVgKffip3vx04HofPFCKvpEndTyIiUhUDNbJq+mFPH1cHeLlaV2oObNgApKcDQUFIGDlGHtp2oq5KARERaQIDNbJq+hWf1lKMvRGR2PbAAeDzz3FRj6DmdT+JiEh1DNTIqul71Dpb4YpPqU8fYPz4+gLtcYnsUSMi0hLV86h9E3cSn65PQlZxBXoFe2Ludb0xINy71fMLyqrw5p9HsepQOgpKqxDq44Lnr43B6J6cCE0dT81hdSs+KyoAJ6f6u/pA7WhGEXKKK+DnfvYxIiKy0h61ZftO46Xlh/HIld2w4uGRiAn2wLQvttXXXWyqUleDO77YhtS8Unw8dRDWPjEK8yb1RSdPZ5O3nSyDVa74LCkBIiKA224DCgrkIV83R/QM8pD72/R1P4mIyLoDtc83ncAtQ8Nx05BwdOvkgZcn9oWLox1+2pnS4vnieH5pFT6bNgRDonwR7usqewJiQjxN3nayDKdyrDDZ7U8/AZmZwPbtgIcSnAkc/iQi0h7Vhj5F79jBtAI8cFnX+mO2tjYYEe2P3afyW3zOX4czMCjCG8//dhBr4jNkL8D1A0Jx/6iusLO1afE5FRUVctMrKioywk9D5qisshoZhcrvRoSvFQ19zp+v3M6YIf6jaxSofb3lJOKSGKgREcHae9TySitRXVML/yZzYQLcneR8tZYk55Zi5cF0+byv7hyKhy/vhvkbk/D+uuOtXmfevHnw8vKq32JiYgz+s5B5EkPogoeTvUzPYRUOHVIKr9vZAdOnN3poeBdf2NgACZnF9bnliIhIXWa16rO2FvB3c8S8Sf3QN8wLE/qH4KHR0Vi4LbnV58yaNQsFBQX1W3x8vEnbTNolAn9BDKHbiAjFmnrTJkwAgoMbPeTt6oheQco0gq3sVSMisu5AzcfVUQ5XNl04IHrTRK9aawWkOwe4NRrm7BroLr/9i6HUljg5OcHT07N+82gwJ4esmz5Qs5phz/Jy4Ntvlf177mnxlPp5agzUiIisO1BztLdFn1AvbEnIrj9WU1OLLQk5GBTZcnqOIZE+OJldKs/TO5FVgkAPJ/l6RB0K1KwlNceSJUBuLhAeDowd2+IpsV2VQG0rFxQQEWmCqtHNjJGd8cOOFPy8KxUJmUV4bulBlFbqMGVwuHz88UV78dqqI/Xn3z48UuZRm7vsEJKyirHuSAY++icB02IjVfwpyFylNBj6tJpKBK+/DvznP8octRYM7ewL0WGdlF2CjMJykzeRiIg0lPBWzDHLLanEO2uOyeHLXiGeWPCvoXKIU0jLL2s0dyjE20U+/uLyeFz97kYEeTrjrhGd5apPovayuqHPwEDgqafOeYqXiwN6h3jhQFqBnKcmVlUTEZEVVyaYfnGU3Fqy6L7YZscGR/pg6YMjTNAysmS1tbXWF6i1kVj9KQI1kU+NgRoRkbo4sYuskli0Ul5VI9NRhHq7wKLV1ChVCMRCggY5BVtTP0+NCwqIiFTHQI2sen5aiJeL5S9E+ecf4IcfgIcfVnLcnMdFUco8NVFe60xBmUmaSERELbPwTyii8+VQs/DeNGHBAuX25psB5/PXxfVwdkDfUC+5z3JSRETqYqBGVik5p8w65qcVFwO//KLsN6lEcC7DOfxJRKQJDNTIKlnNQgIRpJWUAN26AbHNF+e0JpaJb4mINIGBGlklq8mhph/2nDYNcuVEGw2J8pUVQFJyy+prohIRkekxUCOrZBU9aidPAn//rezfcUe7nuruZI9+YZynRkSkNgZqZHXKq6qRXpd136IDtfx8YNQo4PLLgcj2V+/QD39uTco1QuOIiKgtGKiR1UnNUxYSuDnawdfNERZrwAAlNcfKlR16esN8aiJBMBERmR4DNbLq+WkNS5RZLCelJFt7iSogDnY2spSbmKtGRGSOchcuRMLlV+BIv/44cdPNKNu//5znVxcWIv2FF3DskktwpG8/JI69GsXr10MtDNTI6ljF/DTRk5aZeUEv4epoj/5h3nKfaTqIyBwVrlyJzFdfg/+DD6Lzkl/g3KMHkmfcA11Oy3/Taisrkfyvu1GZloawd99Flz/+QNCLL8C+UyeohYEaWW2gFulnoYFaVRUweTIQEgLs3HlBL6Uf/mSaDiIyRzlfL4D3lCnwvnESnKKjETR3DmydnZH/y5IWz89fsgTVBQUI/+ADuA4aBMewULgNHQrnnj2hFgZqZHUsvkftr78A8W3Rz0+Zp3YBhuvzqSVynhoRmZfaykqUHzoEt4vP5pC0sbWFW2wsyvbubfE5RevWwWXAAKS/8CKOjRiJpAkTkP3Jp6itroZa7GGldDodqkTPA1md9LwSONnVIszL0SJ/B+y++05+A6uePBk1Iri6gJ+xf4g7PBxskFdShqSMQkRYai8kEZnF57ZQVFSEwsJC6Dk5OcmtKV1ePlBdDTvxpbUBO38/VJw4gZZUpaSidOs2eE64FuGffoqq5FNIn/sCanU6BDz0INRgtYFaXFwcXF35oWONZkQBiAIKj+/AyuOwKHYVFbh6yRIZqG2OiEBeB1d8NvTSEOX24LZ/cPDCm0hE1CGlpcpoSExMTKPjs2fPxpw5cwxzkZoaGdgFv/ACbOzs4NKnN6oyMpHz5RcM1EwtNjYWoaGhajeDTCynpBKj3vhbJunf9dyVcLS3gyWxWbwY9uXlqI2KQuxjj7WrGkFrPv4nER/+k4CxMUF466b+BmknEVF7paWlydv4+PhGn98t9aYJ9j7egJ0dqpssHKjOzoG9v3/LzwkIABzsZZBW//pdu6A6K1sOpdo4mj6lk9UGavb29nBwcFC7GWRipwuLUVFtgxAvZ7i5OMPiLF4sb2xuuQUOBvqDMqJ7IN5em4iNibmws7OHra0VpDQhIk1+bgseHh7w9PTE+Yigyrl3b5TEbYXHlVfKY7U1NSjZuhU+U6e2+ByXQYNQuHy5PE/MZxMqT56UAZwaQZrAxQRkVSy6xmdZmbKQQLjtNoO9bL8wb1lSKq+0CvFnzs4LISLSOr87pyN/8WLk/7oUFYmJSJ8zFzVlZfCedIN8/PQzzyDzrbfrz/e59Ra56jPj5VfkPLaif/5B9qefwWeq4f6mtpfV9qiRdUrOseAVny4uSn3P1auBvn0N9rIOdrYY1tkXa49kYnNCNvqEKjVAiYi0znPcOOhy85D1/nty+NKpVy9EzP+sfuiz6vQZsRS0/nyH4GCEfz4fGa++ivzrJ8r8ab533AG/e2ao9jMwUCOrYvGpOcTqpltvNfjLjoj2l4HapoRs3Deqq8Ffn4jIWHxvnyq3lkR++02zY64DB6LzokXQCg59knUGapaWZsLIOc5GdlO+fe44mYsKnXr5hIiIrA0DNbIqFjtH7YMPgIsvBpa0nG37QnULdEeAhxPKq2qw+1S+Ua5BRETNMVAjqyF6gs4Ullvm0OfChSI5oFi/bpSXF8XrR9SVkxLz1IiIyDQYqJHVSMsrkyOEro528HNTZ5m1UYgFBNu2AWIp+ZQpRruMmKcmiHlqRERkGgzUyCoXEogeIovx88/K7aWXAkFBRg/U9qfmo7Dc8kpvERFpEQM1shoWOz9NH6gZsTdNCPF2QRd/N9TUAlsTG2f6JiIi42CgRlbDIlNzJCcrw56ih3DSJKNfTt+rxnlqRESmwUCNrIZFBmr63rRLLjHqsKce56kREZkWAzWyGsm5ZZYXqPXpA1x3HdBK3TpDi+3iB1HqMzGrBOkFygpaIiJSuTLB+Pc2tutFxSjM59MuQpCXBRa9JrNUW1trmXPUxoxRNhPxcnVA31Av7EstkMOfNw4OM9m1iYi0KGPeq+1+jv/M+2Hn7W24QE0UYr7nki4yrcH5iPQHH69PRKWupk0NIDIFUVC8uEIn98N8XNRujlkTw58M1IiIFLnffAOXAQNg4+CAtijdvRs+t081bKAm3HtpF/i7O7Xp3M83JrX1ZYlMOj+tk6cTnB3O/4XDLHzzDTByJNCli0kvOzLaHx/9kyjnqYmeSotKdUJE1AFhH7wPe1FruQ2ODhps+DlqG58e3a4EoWseH4VQ9lqQhljcQgJRgWD6dCA6GsjIMOmlB0X6wMneFplFFUjMKjbptYmItCb4lVdg6+HR5vOD5s5tc1DX5kAtzKd9CUJFviU7MeOYSCPq56f5WEig9ssvym1sLNCpk0kvLXokL4rylfsbj3P1JxFZN+8bJsLWse2dWV4TroWtq6tpVn2OfWcDTucrK+mItMziFhLo03JMnqzK5evTdDBQIyJq0Zm5c6HLy8OFuqBALTWvFLrq2gtuBJGxpeRZUKB25gywaZOqgdql3ZVAbUtijix2T0REjRX+vgw1xRc+PYR51MgqpFhSDjUx7CmWVw8fDoSHq9KEXkGecnFRWVU1dp288G+MREQWp9YwHVkXFKhd1NkXzg6M9UjbdNU1SKsbog/3tYBFLioPewq2tjb1vWrrj2ep1g4iIkt3QVHW13cNRaAnk9qStp0pKEd1TS0c7WzRycPMf19FN/quXcr+jTeq2pRR3QPk7YZjnKdGRNRUj9274GiAUY82BWpr4jNQVd32BLZ/H8lEeRXnrZC2FhKIRLeiJ8isubsD6enA6tVAVJSqTRH51MRi8MNnCpFZyHJSRGSdqts5D626uMTwgdp93+5EYVlVm1/04R/2ILOwol0NITIWi1pIILi5AVddpXYr4OfuhD4hXnJ/A1d/EpGVOjZ0GHQ5OW0+P2HUKFSmpLT5/DZVJhDT4Z5cvA+O9m0bKeUqMNJisluzn58mJqZqrAqAGP48kFaADceyMJnlpIjIGtXWIn/xz23OjVarU8oZGjRQu3FQ+/4AXz8gFO7Oba5ORWRUFrPic8kSYO5c4P77gQcegBZc2j0AH/ydgI3Hs+Q8QCa6JiJr4xAcjPzFi9t8vr2/P2zs2x4jtenMN6f0b/MLEmm2R83cqxL8+itw4ABw4gS0YmCEN9yd7GXR+4NpBegf3rYiw0REliJ63Vqjvj5za5DFE4mZzX6OWlUVsHy5sj9xIrTCwc4WF3dVataJ4U8iIjIsBmpk0UoqdMgurjT/QO2ff4CCAqWup0h0qyGjetSl6WA+NSIig+NEMgM7c+aM3Bry8fFB586dUV5ejvj4+GbPGTRokLw9evQoSkoaL9uNioqCr68vsrKykNJklYiHhwe6deuG6upq7Nu3r9nr9u3bFw4ODkhMTESB+JBvIDQ0FJ06dUJeXh5ONBlKc3FxQa9eveT+nj17UNsku7J4TJxz6tQp5DRZ6SJeU7x2UVERjh8/3ugx0RbRJuHAgQOoEr1EDYifRfxMaWlpyMjIaPSYn58fIiMjUVZWhsOHDzd6zMbGBgMHDpT74jFxjt7J7BJUlxfDx9sb5YW5SDyc1ui5Xl5e6Nq1q2yLaFNT/fv3h52dnfxZxM/UUHh4OAICApCbm4uTJ082eszNzQ09evSQ+7t37272ujExMXB2dpbvvfg3aCg4OFhuhYWFSEhIUA5+9pm8cRo5Er3t7OT+/v37oWsyKbV79+5wd3dHamoqMjMzGz3m7++PiIgIlJaW4siRI40es7W1xYABA+S++B0Vv6sNdenSBd7e3khPT8fp06cbPRbp4CRvd53Iwoa47XIotCHxuuL1jx07huImy9hFe0S7srOzkZyc3Ogx8XOIn6empgZ79+5t9h726dMHjo6OSEpKQn5+fqPHQkJCEBQUJI+LxxsS77t4/wXxuuL1G+rZsydcXV1le0S7GgoMDERYWJj8OcTP05C9vT369esn9w8dOoSKisYr36Ojo+Hp6cm/ERr7GyGI9178G4jXFK9tln8j6jg5OaF3796q/43Qt5EMoNbKpKSkiL8o8tYYZs+eLV+/4TZ16lT52PHjx5s91vCfYPjw4c0e+/bbb+VjH3zwQbPHxowZIx8rKCho8XUzMzPl4xMmTGj22FtvvSUf++mnn5o9NnDgwPo2OTo6Nnv84MGD8rG777672WPPPvusfOzvv/9u9lhoaGj964r9po+L5wjiNZo+Jq4liGs3fUy0UU+0venj/tc/Wzv+vQ3yZ276mHhvBPFetfQeivdWEO9108fEv4kg/o2aPib+LfVael3xuyCI342mj4nfIWHVqlXNHusaHFz/uv7+/s0e37Jli3zssccea/bYAw88IB/btWtXs8c8PDzqXzcmJqbZ47/99pt87JVXXmn22OTJk2tHv/F3bejMr1v8WcvLy+VzR40a1eyx+fPny8fEbdPHxPmCeH5Lr6v/b1hcv+ljop2CaHfTx8TPpyd+7qaPi/dHEO9X08fE+yqI97nZ75m/f/3rdu3atdnj4t+TfyO0+TdC/IyCRfyN6NpVE38j9G00p89vrbIR/3e+YK7/3NX4+8nL4OvmiKcW78Ps63o3+9ZsLsS3CPEtR3zzFN+MDY3flrX1bfm3PWn48kAprh0SjTlXhZnnt2XRrjvvBFxd4bRpE3rX/axa6VETx785WIavNh7H5Z0q8PDl3Ro9zh41BXvUtPk3QmCPmnn0qKUa+fO7o1IffhjB8+bBzt0d+UuXwnPcONg6Ohrs9dsUqMU8vwqrHrkUEX6u6DJrBXY8d6VMdmmOtPoPTcYxd9khfLX5JO67tAtmjVM+WMyO+HB44w0ZqOGTT6BFohrJXV/vQKi3CzY9M1p+MBIRWcPn9+G+/RC99i84BAbicExvdNu4AfZ+yiIrQ2hTt9igCB/c++1O9An1kn2cc5bFw7mV5LdvMJUHabF8lDkvJBA9DN98Ay0b1sVXJsROyy9DQmYxunXyULtJREQm4dS5M7Lefgeuw4bJ5LeFf6yCrbtbi+d6d2DVfpsCtXduHoAvNp1Acm4JxPfkovIqVNhxwShpn8Uku9U4V0d7DO/iJ1N0rDuSyUCNiKxG0Jw5yHjtVRSvXy+rx2S9+27LVWRsbIwXqAV4OOHZa3rK/ZGvrcM7Nw2Aj5vhxl+JjEGM6p9Ndmum5aM2bhQTjcREGM2Vj2rqip6BMlBbeyQT943qqnZziIhMwnXQQHRetEjuH+4Vg66r/jDo0Ge7u8U2PXM5gzQyCzkllSirqpbxTai5BmpPPAGISdAaH/oULu8ZKG93ncpDQWnjSeBERNYg+q81sPP1NehrtqlH7avNbS9Zc9eIzhfSHiKD0femBXk6w8leyT1mVsTqyh07lJ60sWOhdSKhcLdAdxzPLMb641m4rn+I2k0iIjK68qNHG92vbrIivCHnupW+Bg/UxPy0hnLreio8nR3k/cLyKrg42MHP3ZGBGmluIYHZViRYsUK5HToUCAqCORC9aiJQE6tAGagRkTU4MfEG5Qu1SKJxnikqveIPGSdQE8Oder/tTcO3cafw2uR+6BrgLo8lZhVj1i8HcNuwiHY3gMjogZq5FmNftky5nTAB5mJ0z0B8uiEJ/xzNRHVNLexstT2vjojIEMOdeuWHDyPj9Tfg969/wWWgkneubM9e5H71FQKferJDr9/urLVvrT6Gj6YOqg/SBLH/32tjMHPhLkwcGNqhhhAZmlmv+BQJOf/6S9m/9lqYi8GRPvB0tkdeaRX2puRhcKRh52oQEWmNQ+jZuCf10ccQ9Nx/4D5qVKPhTofgIGS9+x48rrzS+IsJMovK5Tflpqpra5Fd3DgTN5Ga6ld8+prhQoJ165RgLTwcqMt2bw4c7GxxaXelSLtI00FEZE0qjh2DQwvJeMWxisTEDr1muwO1EV398Z9fD+Bg2tlyIwdSC/B/Sw9gZLR/hxpBZAwpeWY8R23VqrO9aRpPy9HUFb2U1Z9rDzNQIyLr4ti1C3I++wy1lZX1x8S+OCYeM8nQ5+uT++GJxfsw4YNNcLBV4jxdTY38Fv3qjebzzZ8sW1V1DU7nm/HQ51tvATfcIAojwtyM6h4oY8sj6UXy3yDE2wx7NImIOiB4zhykzHwAxy8bDace3eWxiqPH5Bfu8I8/Mk2gJmp8fn3XUCRlFctSMaKmX9cAN3RpMGeNSG1n8sshRuhFWaMAc6xLKwr6Xn52EY858XVzlGXnRD41Mfx5+/BItZtERGQSLv36IXrNahQsW47KpCR5zPOaa+B17bWwFfWaTRGo6YnArLO/UsuKBZhJaxpWJLDlykNV0nSIQE2k6WCgRkTWxNbVFT4332Sw1+tQoLZoR7LMrXYyW/kwjPJ3xb9GdMYtQzuWnuObuJP4dH0Ssoor0CvYE3Ov640B4d7nfd7v+07j3z/swVUxnTB/2pAOXZssk1nPT7vpJiAkBHjqKaDBaiJzMrpHIN748yg2J2ajvKoazg5mmHCYiKidsj/9DPb+fvC+8cZGx/N/+QW63Fz433OP8RcTvL36KOYui8cVvTrhw6mD5Cb2X1weLx9rr2X7TuOl5YfxyJXdsOLhkYgJ9sC0L7addwWpyJH1yorDGBrF5f/Ueg41s5uflp4OLF4MiKK+dXNAzVGvYA8EezmjvKoGm45nq90cIiKTyF+0CI6dmy8acIqORv6PSj3Q9mr3J8F325Ixb1JfPHN1T9mTJTax/8qkvvh266l2N+DzTSdwy9Bw3DQkHN06eeDliX3h4miHn3amtPockR7k0UV78dhV3cyzx4RMOPRpZr8fK1cqt0OGAMHBMFdiOoT42yCsic9QuzlERCahy86GfaCSoqghUf9Tl5VlmkBNrKbrF9Z8WLJvqBd0LeRXO5dKXY1M8zGiQVoPMZ9I3N99Kr/V57279jj83Bxx80XnH2qtqKhAYWFh/VZUVNSuNpJ5SslTVnyaXSBvhtUIWjMmRil79dfhjBZzLxIRWRr74CCU7d7d7Lg4Zh+opC4yeqA2aWAovmuh5+yH7cmYOKB982nySivlH3D/JqvyxCo9MV+tJTtO5uKnHSltTgUyb948eHl51W8xMTHtaiOZe51PM0oNUV4OrFljdtUIWjOsiy88nO2RU1KJ3cl5ajeHiMjofKZMQcYr85D/yxJUpaXJTcxPy5j3KrynTDHdYgIRKG08noWB4T7y/t6UfJkvadKgUDlXTU+UlTKk4godHlu0F/Nu7CtTALTFrFmz8Pjjj9ffT0tLY7Bm4cTvSW5Jpfn1qK1fD5SUKAsJBg6EuRNVCq7oGYile0/L4c+LOJ+UiCyc7913ozo/H+kvvIDaqip5zMbJCX4z7ob/ffeaJlA7mlGE3qGecv9Ubom89XFzkJt4TM8G50+J4OPqKIs2N104IHrTWsp9dSqnBKl5ZZixYGf9sRpRrV7UG/3PSqx7YhQi/ZSUIXpOTk5y0xPDn2QdvWnerg7wdHaA2Q17mmE1gtaM6R0kA7U/D6Vj1jU9mcqHiCyajY0NAp98Ev4zZ6IiKUkGaY5RUbAVuTE7qN2B2o/3xsJQRDLSPqFe2JKQjbG9lfksNTW12JKQg2kXN8+9JIq///nopY2Ovbn6KEoqdJg9oTeCvcxomIuMxmxXfAYEAKJGnAUMe+qJiiXiv/NTOaU4nlmM7p081G4SEZHR2bq5waVvX8O8FlQ2Y2Rn/LAjBT/vSkVCZhGeW3oQpZU6TBkcLh9/fNFevLbqiNwXuZh6BHk02kSPiZuTvdwXHwhEZrvic/ZsIDkZGDcOlsLdyb6+BvDqQ+lqN4eIyOx0uDKBoUzoHyLnE72z5hiyiirQK8QTC/41FAEeynBlWn4Zh0uoXcTwuNnNT9MTv+t2lpUcdkxMJ1lKanV8Bh66vJvazSEiMiuqB2rC9Iuj5NaSRfede6j1rZv6G6lVZPY9aua04nPfPqBPH4sL0gSRENvG5gD2pxawSDsRUTtxrJAsNzWHuQx9ZmYqqzyDgsRqF1ga0Ts+OMKnPqcaERG1HQM1sii1tbX1dT7NZjHBH3+IhgPh4YCnsqLa0ozprVQpWH2IgRoRUXswUCOLIuY5ivqStjYwnyE2C6pGcL4qBVuTcpBfquS4IyKi82OgRhblVN2wpwjSzGIVcGUl8Oefyr4FpeVoKsrfDT2DPGSZOfaqEZEp5S5ciITLr8CRfv1x4qabUbZ/f5ueV7BiBQ737IWUBx+Cmszgk4yo7US+LiHSz9V8qhEUFyvz0wYPhiUb11cpMr/iwBm1m0JEVqJw5Upkvvoa/B98EJ2X/ALnHj2QPOMe6HJyzvm8ytQ0ZL7+BlyGqP93mYEaWZTkHKVaRoRv4woVmrV8uXI7fjxga2sVgdrmhGwOfxKRSeR8vUDW2PS+cRKcoqMRNHcObJ2dZS3O1tRWV+P0U08h4OGH4Bim5HSFtafnUINOp0NVXR0ushypucVwsqtFlK+T9v99a2thv2yZLLamu+aa+rpwlirSxwl9g91xLLMIqw+exg0DQ9VuEhGZ2ee2UFRU1KgcZNNSkXq1lZUoP3QI/vfeU3/MxtYWbrGxKNu7F63J/vAj2Pn5wnvyZJTu3AW1WW2gFhcXB1dXMxkeozYb5QKMGiomFxzGypWHoWm1tfC5/3502rkTx3U6VK9cCUs3Q6RLFNuZfVh5Zp/azSEiM1JaqkxtiYmJaXR89uzZmDNnTrPzdXn5QHU17Pz8Gh238/dDxYkTLV9j1y7k//ILOi/9FVphtYFabGwsQkP5jd7SXPL638grrcTP98eiZ5AZpLoQQ54AusA6JGWV4LoPN8HB1gbrnxoNTxcHtZtERGYiLS1N3sbHxzf6/G6pN60jqotLcPrpZxD84guw91FyP2qB1QZq9vb2cHDgh4QlKSyvQnqRGD60QedALzg4WO2vt2b1CPFGlL8njmYUYd2xHEwZov78DyIyn89twcPDA55tyDlp7+Mtq71UN1k4UJ2dA3t/pQZxQ1UpyahKS0PKzAfOHqypkTeHe/dB1z9WwjEiAqZm2bOXyaok16349HNzlMXANU384bj3XiWHmkh2a0X0iwpWcvUnERmRjaMjnHv3Rknc1vpjtTU1KNm6FS4DBjQ737FLF3T+/Td0/nVJ/eZ++eVwHTZM7juI1fkq0PinGVH7U3NEmENqDlGNYP58YNs2i05025Lx/YLwzl/HsCkhGwVlVfDi8CcRGYnfndNx+tlZcO7TBy79+iJ3wTeoKSuD96Qb5OOnn3kG9oGdEPjE47B1coJz9+6Nnm/n4SFvmx43JQZqZDFO5SqpOSLNoXSUvhqBBSe5bU10oAe6d3LHsYxirInPwOTBYWo3iYgslOe4cdDl5iHr/fdQnZUNp169EDH/s/qhz6rTZ8RSUGgZAzWyuKHPCD+N51ATaThWrVL2raw3TW983xAcyziGFftPM1AjIqPyvX2q3FoS+e0353xuyKvzoDZth5FEHRj6jNL60OfGjYDIARQQAFx0EazR+H7KPLWNx7ORV8Lkt0RErWGgRhYjOddMykc1rEZgZwdrFB3ojt4hnrL2J0tKERG1joEaWYQKXTVOF5SZR/kofaBmpcOeehMHKHmQftur5EYiIqLmGKiRRUjNK5NZLlwd7eDv7gjNys1Vano6OgJXXQVrNqF/CGxsgB0n85Cap/SGEhFRYwzUyLIWEvi6wkZ8+muVry9w5AggypfULfu2VkFezojtopR2+W3vabWbQ0SkSQzUyCKcyikxj/lpeiEhardAc8OftVaW+JeIqC0YqJFFOFW/kEDD89MqKpSN6l3dNwiO9rYyp9rhM0VqN4eISHMYqJHFDX1q1pIlgJ8f8OSTardEMzydHXBFz0C5z0UFRETNMVAjC+tRc9X2as+SElFZWO2WaMr1dcOfv+87jZoaDn8SETXEQI3Mnvhwr8+hptXUHDqdUt9TsPK0HE2N7hkAD2d7nCkox7YTuWo3h4hIUxiokdlLLyxHpa4G9rY2CPF2hiZt2QLk5SlDn8OHq90aTXGyt8O4PkqlgqV7OPxJRNQQAzWymNJRoT4usLez1XYR9nHjrLYawbncMEgZ/hRVCkordWo3h4hIMzT6qUbUdsm5+tQcGh32bFiN4Npr1W6JJg3r7CvnFxZX6LDqYLrazSEi0gwGamQxPWqRWl3xmZCgJLkViwjGjlW7NZokkhRPHhQm9xfvTFW7OUREmsFAjczeiWylRy3KX6M9aqICwSuvAA8+CHh5qd0azbpxcJgsKRWXlFOfboWIyNoxUCOLCdS6aDVQ69QJmDUL+N//1G6JpoV4u2BktL/c/3k3e9WIiAQGamT2qTlO5mi8R43abPJgZfjzl12pzKlGRMRAjcxdRlE5yquU1BxhPi7QZFqOH35QUnPQeY3tHQRPZ3uk5ZfJIVAiImvHQI3M2okspTct3NcVDlpMzfHhh8BttwGvvqp2S8yCs4MdrhugFKz/aWeK2s0hIlKdBj/ZiNruRN2wZ2ctDnuyGkGHTBkcLm9Fmo6Csiq1m0NEpCoGamQRPWqaDNQ2bz5bjSA2Vu3WmI1+YV7oGeSBCl0NfuWiAiKycgzUyKxpOjUHqxF0OKfabcMi5P7CbcmoreWiAiKyXgzUyCKGPrtoOVDjsGe7TRwYChcHOxzPLMaOk1yIQUTWi4EamS1ddU19YlTN9agdO6ZsohrBmDFqt8bseDo74Pq6RQULt51SuzlERKphoEZmS6Rw0NXUwsneFsGeztCUuDjldtQoViPooKnDIuXtHwfSkVNcoXZziIhUwUCNzFaSfn6anxtsbW2gKdOnA6mprEZwAfqGecmFBZXVNfh5FxcVEJF1YqBGZutktoZXfAqhoUCfPmq3wqxNrVtU8P32ZFYqICKrxECNzH7FZ+cAjQVqXKVoMBP6h8DDyR6nckqxOTFb7eYQEZkcAzUy/0DNT2OB2l13AWPHnp2nRh3m6miPSYNC5f6CLVxUQETWh4EamS1N9qhVVQFLlwKrV7NnzUDuiI2St2uPZOBUXToWIiJrwUCNzFJ5VbVc9alfTKAZmzYBBQWAvz8wbJjarbEI0YHuGNU9QMa97FUjImvDQI3MUkpuqfzgFvOX/N0dobkkt+PHsxqBAd01Iqq+UHtROet/EpH1YKBGZimxrsanSHQrSg5pgogcWY3AKC7tFoCuAW4ortAxVQcRWRUGamSWErOK64fFNOPoUSAhAXB0ZDUCAxN58u4c0Vnuf73lJKqZqoOIrAQDNTJLiZlKoCZ6WTRD35t22WWAh4farbE4Nw4Khaezkqrj7yOZajeHiMgkGKiRWdJkj1p0NHDVVcCkSWq3xGJTddw6VEmA+9WWE2o3h4jIJBiokdmpra2tn6OmqUDthhuUtBz33ad2SyzWtIujYGdrg80JOTiYVqB2c4iIjI6BGpmd9MJyOalcfGBH+Gpo6JOMLtTbBdf2C5b7n25IUrs5RERGx0CNzE5iptKbFunnCkd7jfwK//EHcOaM2q2wCvdd2lXerth/mglwicjiaeRTjqjtEjKL5G3XAI0MexYXK8Oeogj78eNqt8bixYR44rIeARALPz9jrxoRWTgGamR2ErS2kEDMS6uoADp3VhYUkNHNHKX0qi3elYrMonK1m0NEZDQM1Mhshz6jtdKjJmp7ChMnAlpJvmvhhnb2xaAIb1TqavDV5pNqN4eIyGgYqJHZ9qh11UKPmijCrs+fJgI1MglRjWLmZUrv5Xdxp1DIslJEZKEYqJFZKSirQlZRhXaS3W7YAOTnAwEBwMUXq90aq3JFz0B0C3RHUYUO38axWDsRWSYGamSWiW6DPJ3h4eygnWHP665jEXYVykrNvEyZqzZ/Y5JM2UJEZGkYqJFZSdCXjgp000YR9hUrlH0Oe6riuv4h6OzvhvzSKizYwrlqRGR5GKiReZaO0sJCArFwYOdOYMEC4Ior1G6NVbK3s8UjV3ST+yJVRxHnqhGRhWGgRuZZjF0LCwkEX19g2jTAxUXtllitCf1D5HxFMX/xa64AJSILw0CNzMrRDCXZbfdOHmo3hTRClBL7d12vmpirxhWgRGRJNBGofRN3EiNeXYfu//cHrv9wM/am5Ld67g/bkzHlky3oN+dPuU39fOs5zyfLISaLp+SWyf0eagdqogKBWOX5zjvqtoOka/uFyATIheU6fLWJvWpEZDlUD9SW7TuNl5YfxiNXdsOKh0ciJtgD077YhuxiJQVDU1uTcuQE4h/uHY4lD4xAsJcL7vhiG9ILmJ3c0h2r600L9HCCj5ujuo1ZsgSIiwNWrlS3HVTfq6afq/b5piTkl1aq3SQiIssI1D7fdAK3DA3HTUPC0a2TB16e2Bcujnb4aWdKi+e/e8tA3BEbhd4hXvIb9Gs39pOL7zYnZJu87WRax9KVQK1HkAaGPRcvVm4nT1a7JVRnfN9g9AzyQFG5Dh/+naB2c4iIzD9QE+VfDqYVYES0/9kG2drI+7tPtW04s6yqGlXVNfB21UBOLTKqI/pATe1hzxMngF27xC+rUoydNEH87Xj2mp5yf8GWU0jJLVW7SURE5h2o5ZVWorqmFv7uTo2OB7g7IauVoc+mXv3jMDp5OjcK9hqqqKhAYWFh/VZUpHzYk/kOfareo/bzz8rtqFFAYKC6baFGRnUPwIhoP1RW1+DtNcfUbg4RkfkPfV6Ij/5JwLJ9Z/DpHYPh7NByVvh58+bBy8urfouJiTF5O8kwjqZrLFCbMkXddlCLNUCfvbqX3F+6N0322BMRmTNVAzUfV0c5CbjpwgHRmyZ61c7lsw2J+PifRHx791D0CvZs9bxZs2ahoKCgfouPjzdY+8l0xO9ITkmlzDHbLVDFQO3UKWD7diXZLYc9NalvmJdccCTmrr626ojazSEiMt9AzdHeFn1CvbClwUKAmppabEnIwaBI71af98n6RLy/NgEL/jUU/cJaP09wcnKCp6dn/ebhoYGJ6NTh3rRIX1e52EQ1ZWVKgDZ2LBAUpF476JyeGtsDDnY22Hg8GxuOZandHCJSUe7ChUi4/Aoc6dcfJ266GWX797d6bt5PP+Hk1NtxdOgwuZ26665znm8VQ58zRnbGDztS8POuVCRkFuG5pQdRWqnDlMHh8vHHF+1t9K1Y9KK9vfoYXp/cD2E+LsgsKpdbCQsyW8dCArWHPXv2VFJzMC2HpoX7umJabJTcf2F5vFxwRETWp3DlSmS++hr8H3wQnZf8AucePZA84x7ocnJaPL90+w54jh+HyAVfI+rHH+AQFIzku2egKiMDarGHBsq/5JZU4p01x5BVVIFeIZ6ypyzAQxn6TMsvk/NO9L7bekpOFJ65cHej1xE5lB67qrvJ20+mTs3R+jC3STX4nSRtEtUKlu5JQ0JmsSzYPuOSLmo3iYhMLOfrBfCeMgXeN06S94PmzkHx+vXI/2UJ/O+9p9n5oW++0eh+8Esvomj1apTExcF74kRYZaAmTL84Sm4tWXRfbKP7m5+93CDX1Ol0qKpiqRlzkZhZACe7WnQPcFXt381m507UensD0dGqXJ/ax9UeeHpMNJ7//RA+WXcM4/t0gr+7yomSieiCPrcFkb1BZHFoOMVJbE3VVlai/NChRgGZja0t3GJjUbZ3L9qipqwctTod7Ly8oBZNBGpqiIuLg6urq9rNoDa6I1R81QGqT+3CylPqtGHks8/C78gR7HrkEaSOHq1OI6hdnAG8PlTsVWP7hr/Ubg4RXYDSUiU3YtPsDbNnz8acOXOana/Lyweqq2Hn59fouJ2/HypEPsw2yHzrTdgHBsJNlAxUidUGarGxsQgNFZ/+pHUicek1722Eo50ttv/nCtjbqTC1MjUVDkeUuZL9Hn0U/fi7Yzb2p+bjts+3yf3vZww77wIkItKmtLQ0eSuyNzT8/G6pN80Qsj+bj8KVfyDymwWwNdI12sJqAzV7e3s4OLCagTk4klmKimobdA/yhIuzSv+xiAUEwogRcIhqeZietGlw5wBMGBAuFyzNXXEUvz4wQqYFIiLz+9wWRPYGkcXhfOx9vAE7O1Q3WThQnZ0De/+Wk+Tr5XzxJXLmz0fEl1/KBQhWveqT6HwOnVaSlvYJVXEhwfffK7dTp6rXBuqwp6/uAQ9ne+xPLZALC4jI8tk4OsK5d2+UxG2tP1ZbU4OSrVvhMmBAq8/L+fxzZH/8MSLmfwaXvn2gNgZqpHmHTiuTRmNCVJrMefQosHu3+DrHagRmKtDDub4O6JurjyI1j3VAiayB353Tkb94MfJ/XYqKxESkz5mLmrIyeE9SEpaffuYZZL71dv352fPnI+vd9xD88stwCA2FLitLbjUlJar9DFY79Enm42CaEqj1DlGpR+2HH5TbMWOA83SXk3bdelEEfttzGttP5uK/Sw/iyzsvapT6h4gsj+e4cdDl5iHr/fdQnZUNp169ZE+Zfuiz6vQZsRS0/vz8H35EbVUV0h55pNHriDxsAQ8/BDUwUCNNyywsl+WjxJSiXmrlUFu+XLm97TZ1rk8GYWtrg1cm9cW4dzfi76NZWLb/jCw1RUSWzff2qXJrSeS33zS6H71uLbSGQ5+kaQfr5qd1DXBXr3TUxo1KIfbrr1fn+mQw0YHueOhyJQ/e3N8PIa+kUu0mERGdEwM10rRDag97Ci4uwI03Au7u6rWBDOb+UV3RvZM7ckoqZTJcIiItY6BGZrGQoLcaCwlqa5WNLIqjvS3emNxfpuhYtu80ft93Wu0mERG1ioEamcXQZ281UnOsWwf06gX873+mvzYZVf9wbzw0WhkC/b9fDyC9oFztJhERtYiBGmlWQWkVUvPK5H7vYBV61BYuVFJzHD5s+muT0Ym5av3CvFBYrsNTP+9DLXtPiUiDGKiRZh1IU3rTwnxc4OVq4ioSxcXATz8p+7ffbtprk0k42Nni7ZsGwMneFhuPZ+PbrSoVkSUiOgcGaqRZe1Py5O2AcBVqM/7yCyASHEZHAyNHmv76ZLJVoPpEuC+vOIzDZ5Q5kUREWsFAjTRrb0q+eoHaV18pt3feCTApqkWbHhuF0T0CUKGrwYMLd6O4Qqd2k4iI6jFQI00S84X0gdrACBMHaklJwPr1SoA2bZppr02qJMJ966YBCPZyRlJ2CZ779QDnqxGRZjBQI00SiwiyiyvhYGdj+tQcCxYot1deCYSHm/bapApfN0e8f+tAmbLjt72nsWhHitpNIiKSGKiRJul703oFe8LZwcQVCa65RulJu+8+016XVDUkyhdPje0h92f/fggH6xazEBGpiYEaadKeZBXnpw0frvSqiWoEZFXuvaRL/Xy1+77dJevMEhGpiYEaaZKqKz7Jquer/e/mgejs74a0/DI88N1uVOpq1G4WEVkxBmqkOeKD8WBd6aiBET6mu3BODvDQQ8CBA6a7JmmOyNk3f9pguDvZY/vJXMxdxnqgRKQeBmqkOUfSC2Ww5u3qgCg/V9Nd+OuvgQ8/BKZPN901SZOiAz3w3q0D5MLfhduSmQyXiFTDQI00Z+dJZdhzYLg3bEyVw6ymBvj0U2V/5kzTXJM07fKenc4uLvjtINYezlC7SURkhRiokeZsP5Erby/q7GvaAuzHjwMeHsCtt5ruuqRpM0d1xZTBYaipBR78fjf2JCtfIoiITIWBGmmKSDQq5gUJw0wZqH3yiXJ7xx2Au7vprkuaJnp0X5nUF6O6B6C8qgZ3L9iJE9klajeLiKwIAzXSlMSsYuSWVMpC2X1DTbTi8/RpYOlSZf/++01zTTKr4u0fTR2EvqFe8ndz+pfbkVlUrnaziMhKMFAjTdlWN+w5KMIHjvYm+vX8/HOguhoYMQLo29c01ySz4uZkjy/vvAjhvi5Izi3F7Z9vk0EbEZGxMVAjTVFlfpq3NxAQADzwgOmuSWYnwMMJ3909DJ08nXAso1gGawWlVWo3i4gsHAM10tb8tBMqzE/797+B5GRgyhTTXZPMUqSfGxbOGA5/d0fEnynEtK+2o6icwRoRGQ8DNdKMUzmlOFNQLguxD4wwcUUCZ2fAwcG01ySzFB3oLoM1H1cH7EvJx7Qvt7NnjYiMhoEaacbG41n189NcHe2Nf8EdO4Bly5QcakTt0CPIA9/ePQxeLg6yLu2t87eyLigRGQUDNdKMjcez5e0l3fxNc8E5c4DrrgPmzjXN9cii9An1wqL7xDCokxwGvfnTOJwpKFO7WURkYRiokSboqmsQl5gj9y/pFmD8Cx4+DKxcKRJlKbnTiDqgZ5AnfrpvOEK8nJGYVYIpn8TJFDNERIbCQI00YV9qPooqdHIoSfRUGN1rrym3okctOtr41yOL1SXAHT/dHyvr0qbmlWHSR1uwLUn50kFEdKEYqJEmbDimDHuOjPaHna2R63smJQHffafs/+c/xr0WWYUwH1f8PPNiDAj3RkFZFe74Yjt+25umdrOIyAIwUCNN2FC3kGCkKeanid40keB2zBhg6FDjX4+sgpir9uO9w3F17yBUVtfgkR/34v21x2XaGSKijmKgRqrLKqrA3pR8uT+6R6BxL5aaCnz1lbL/3/8a91pkdZwd7GS5qXsu6Szvv7XmGO7/bhdzrRFRhzFQI9WtPZwB0enQL8wLQV7Oxr1YdjbQpw8wahQwcqRxr0VWydbWBs+Nj8ErN/SVOQH/PJSB6z/cjITMIrWbRkRmiIEaqW5NfIa8vapXJ+NfbMAAYNcuYMkS41+LrNptwyLw032xCPJ0RlJWCa7/YDOW7z+tdrOIyMwwUCNVlVbqsClBWUhwVW8TBGqCSMnha8ISVWS1Bkb4YPm/R2J4F1+UVFbjoe/34Omf96GkQqd204jITDBQI9VXe1boahDm44IenTyMd6GDB4EXXwSKmeOKTL/IQBRzf+CyrvI7wk87UzH+vY2y/BQR0fkwUCNVrTxwRt6OiQmCjfgUM5bnngOefx545BHjXYOoFfZ2tnj66p744Z7hCPZyxsmcUtz48Rb8769jqNSxhBkRtY6BGqlGDP/o56ddNyDEeBdavx74/XfAzg54+mnjXYfoPIZ38cOqRy7F+L7B0NXU4n9/Hce172/E7uQ8tZtGRBrFQI1Uszo+HWVV1TKje/8wI1Uj0OmAhx5S9u+9F+jRwzjXIWojL1cHfHDbQLx360D4uTniWEax7F2bu+wQ564RUTMM1Eg1v+1VVsBdPyDUeMOeH32kzE/z8wNeesk41yBqJ/H7fl3/EPz1+ChMGhQq09N8tfkkrnx7vaxowCS5RKTHQI1UkV1cgY3HldWe1xtr2DMj42xS21de4UpP0hwfN0e8fdMALPjXUIT7uuBMQbmsaDD5kzjsT+ViAyJioEYq+XlXKqpratE/3FsWtTYKEaQVFgKDBwN3322caxAZwKjuAVjz2Cg8NbYHXB3tsOtUnkyS+8RP+5CSW6p284hIRQzUyORqamqxcNspuT91aITxLjR7NjBhgjL8KRYSEGm8/NSDo6Ox7onLMGmgMhz6y+5UXP7WP/i/pQeQUViudhOJSAUM1Mjk1h/PQkpuGTyd7TGhvxFXe4aGKqs9WXidzIgoo/b2zQOw9MERuKSbP6qqa/Hd1mRc+vrfeGl5PNILGLARWRMGamRy38UpvWlThoTDxdEIPV27dxv+NYlMbEC4N769exh+vHc4hkT6yMTQn286gUteX4enFu9j7VAiK8FAjUwqIbMY645myv2pw4ww7LlggTInbcYMyLEjIgvIvbb4/lh8fddFGBrlK3vYFu9KxZVvb8CMBTsRl5jDVaJEFsxe7QaQdfn4n0QZP10V08nwiwji44EHHlD2IyKUmp5EFpLO47IegXITCw0+XZ+INYcz8Ffd1jXADVOHReLGwWHwcnFQu7lEZEA2tVb2VSw1NRXh4eFISUlBWFiY2s2xKmL12mVv/iNXe/724Ai54tNgioqA4cOVYO3KK4FVq7iAgCy+d/rLzSewdE8aSiur5TFnB1uZn23y4HA5XGpryy8rZDlSrfTzmz1qZDLvrDkmgzQxQdqgQZqoPnDLLUqQFhwMLFzIII0sXnSgO165oS9mXdMTS/eexsKtp3AkvUgWfRdbmI8LJg4IxcSBofJcIjJPDNTIJA6mFeDXvWly/+mxPQ374k88AaxcCbi4AL/9BgQGGvb1iTTMw9kBdwyPxO3DIuSw6I87UrDqYDpS88rwwd8JcusT6olr+gRjbO9OiA70ULvJRNQODNTIJHnTXlgeL+emiSoEfQ1Z11OUh/rgA2X/m2+Aiy4y3GsTmdk8tiFRvnJ7aWIfrInPkMOi649l4WBaodze+PMougS4YUxMkAza+od5c3iUSOMYqJHRLdqZgu0ncuHiYCczrxtUnz7Ajz8CaWnA5MmGfW0iM06eK3IUii23pFL2sK2OT8eWhBwkZZXgk/WJcvNxdcDIbgFyOoLYgr1c1G46ETXBQI2MKjWvFK+sPCz3nxjTHWE+rhf+oqJrLjsbCAhQ7k+ZcuGvSWShfN0ccduwCLkVlVfhn6NZ+PNQurzNK63Csn2n5SZ0C3THiGh/XBTli4uifBDo6ax284msHgM1MppKXQ0e+n4Pisp1MnnnXSM6X/iLVlUpKTjWrAG2bAFCjFjZgMgC57Ppe9qqqmuwNyUfG49lYcPxbFkE/nhmsdy+3nJSnh/h64ohUT4ycBsY4Y3oAHfY2zH9JpEpMVAjoxBZX2b/fkh+EIhSUe/fOhB2FzoX5vRp4OabgU2bAFtb5fammwzVZCKr4mBnW9dz5ovHx/RAfmkltiTmYFtSDnaczMPh9EIk55bKbcnutPr0H72CPdE31At9Qr3krVhRKl6LiIyDgRoZxbtrj+OH7cky5+zbNw1AuO8FDnmKmp333ANkZgKensC33wLXXWeo5hJZPW9XR4zrGyw3obC8CnuS87HzZK6cYypWbpdUVstjYtNztLeVPW3dO7mjWycPGbiJIdRIP7cL/3JGRAzUyPA9aWJl2Uf/JMr7c6/rjStjOnX8BcUiAZF+Y9Ei5X6/fsDPPwPduhmoxUTUEk9nB4zqHiA3/ertEzklMmA7kFqAA2kFOHS6EMUVOsSfKZRbQyKA6+Lvhig/N0T4ucph1Eg/V0T6uiHE25lDqERtxECNDKagrApP/7wPfx7KkPefubonpsVGXdiLitQbIkgTCWyffBKYPVvJl0ZEJiXSeHQNcJfb9QNC64M3MTQq5rUdyyiS1RKOZyq35VU1MgGv2JoSPW2h3i4I93WRK02DvZwR5OWs3Hoq971dHWTKESJrx0CNDNKLJoKzF5fHIy2/DA52Nnjh+j64dWgHiq4fOgSUlQFDhij3n34a2L8feOEFpdg6EWkqeIsSvWb+brJ+r56oQJKWV4aErCKcyimVm36+m9jEQiP9fmuc7G1lwBbg4QQ/Nyf4ujvC380Rfu5O8HN3lMeUW0c5bMthVrJUmgjUvok7iU/XJyGruEJOVBXDZWKVYGtW7D+Dt9YclZm3O/u54dlremJ0T2ajNzWxamzt4UzM35gkM6ILomzNh7cNanuJqOpq4MABpaLAL78o+5deCqxfrzzu4wOsWGHEn4KIDE0ETXK406/53FTRC5dRVC6DN/E3PKOwHGcKypBeIG7L5f3s4kpU6GpwMqdUbucjYjRPFwd4uzjAy9VR3oqFDk8aOm8jmaXchQuR+8WX0GVnw6lnTwT933NwEdNoWlG4ahWy3n0PVWlpcIyMROCTT8B91ChYbaAm8ve8tPwwXrqhDwaGe8siw9O+2IZ1T14Gf3enZufvOpWLf/+4B0+P7YEregXit72nce+3O7H84UvQI4ilUYzdcyb+aO5JzpOrw0TmczHcKTja2eLeS7vggdFd4erYhl+rTz9VFghs3gwUFJw9bm8P+PsDFRWAU/N/fyIy/144Zbiz9SkMFbpqZBZW4HR+GXJKKpFTXCGDN5G8N6dE2RfHxH2RC66mFsgvrZIb6gI7XU2NCX8q0qrClSuR+eprCJozBy79+yF3wTdInnEPuv6xEvZ+fs3OL929B2lPPInAxx+D+2WXoWD5cqQ89DA6//IznLt3V+VnsKkVn74quv7Dzegf5iWHyvTftmJfXYvpF0fhgcuim53/4Pe7UVZZjS/vPFsqaOKHmxET4ikLFJ9PamoqwsPDkZKSgrCwMJiSWD3lsH0bbEvFH5IambfVprZWBkBiv9rZGQUXxQK14n+18Nq9HXaFheKukuS17jwb1KLawRHZF19W98q18N61DQ4FefXn1D1JeW07e6RfNkbuC767t8EpOwuoVf6QyePyObUQRw5fOk5OEBab366tsElNRW5xOXJLqlClq5bPEW0QNg0dgynDojA9NgqB61YBe/cCJSVAcTFQVARkZADp6cpqTZFeQ18sXSSpFYsCBHd3YPRo4MYbgQkTAF9fk/67EJH50lXXILe0EoVlSqAmt7IqWXXhil4XsJCJNCe1A5/fJ266GS59+iDo+f/K+7U1NUi4bDR8br8d/vfe0/wajz2G2tIyhH/6ydnXuPlmOPfsheC5c2B1PWpinoJYQfTAZV0bfdsSmbF3nzq7/LuhPafycPclXRodu7R7AFYfSm/x/IqKCrnpFYngQfzHrdOhSiRPNaEnFu3GV6/fgy65Sk6ippK9g3DrA/Pr7//y5WPok66snmwqy80bUx/5tv7+wm+ew+DU+BbPLXF0wR1P/lR///MfX8bQpN0tnlttY4s7Z0XW33/vl/kYezSu1Z+pfOEc2Lkq34xrFi2CrSjn1IoqEagFBcl9m1tugc3w4agZOVJZySl60upPNO2/CxGZNx9nO7lF+jSupGDqv/FkXDqdrv5zvLDw7CpjJycnuTVVW1mJ8kOHGgVkNra2cIuNRZnoVGhB2d598LtzeqNj7iNGomjtWqhF1UAtr7RSTjptOsQZ4O6ExKySFp8j5rH5uzs2Od8R2cVng7GG5s2bh7lz5zY7HhcXB1dXA5QzaofHewIuXUNQ4FH3tjdY0VRrYwNHPz+8PlTpsRK8Noch3+3s4w2fU+Ph0ehcv90RyHWrbvHcakfHRucGxUcg26WixXPFbcNzI05EIdO5tNE5DZ+zfc1q1Dg4KOcGBMD76quhc3ZGtZMTdC4uqPDyQoWPD8q9vVG8fTtq9QGZuI2OVnrbxEZERHQOpXI0CoiJiWl0fPbs2Zgzp3lvly4vX86DtmsyxGnn74eKEydavIaYx2bn59/sfHHcaueoGdusWbPw+OOP199PS0uT/8ixsbEIDVWWmJvUuHGtPiRisnFtPBcaOffqdpxLRETUUWkiryaA+Pj4Rp/fLfWmWRJVAzWfuiXVTXvDRK+Z6FVriTguJpI2Pr+yxYUHLXWJ6rtL7e3t4VDXE0RERETaZl83IuPh4QFPUaHmfOf7eMt50dU5OY2OV2fnwF4sWmvpOf7+qM7JbvP5pqBqamiRuVrUi9uScPZNEYsJtiTkYFBky+kdBkb6NDpf2HQ8C4MifYzeXiIiIjIPNo6OcO7dGyVxW+uPicUEJVu3wmXAgBaf4zKgf6PzhZItW1o93xRUr+ExY2Rn/LAjBT/vSkVCZhGeW3oQpZU6TBkcLh9/fNFevLbqSP35/xoRhfXHsjB/Q5LMfv3OmmOylIlYdUhERESkJxYG5C9ejPxfl6IiMRHpc+aipqwM3pNukI+ffuYZZL71dv35vndMQ/GmTcj58itUJCUh6/0PUHboEHym3garnaM2oX+IzIUjAq6sogr0CvHEgn8NldmoBZHpvmEZkcGRvnj3loF4a/VRWVMyyt8Vn90xhDnUiIiIqBHPceOgy81D1vvvoTorG069eiFi/mf1Q5lVp8+IpaD157sOGojQN99A1v/eRdY778AxKhLhH7yvWg41TeRRMzU186gRERFRx6Ra6ee36kOfRERERNQyBmpEREREGsVAjYiIiEijGKgRERERaRQDNSIiIiKNYqBGREREpFEM1IiIiIg0ioEaERERkUYxUCMiIiLSKNVLSJlaTU2NvD1z5ozaTSEiIqI2OlP3ua3/HLcWVheoZWRkyNuhQ4eq3RQiIiLqwOd4REQErIXV1frU6XTYs2cPOnXqBFtbw478FhUVISYmBvHx8fDwYJF4Y+H7bBp8n02D77Pp8L027/e5pqZGBmkDBw6Evb319DNZXaBmTIWFhfDy8kJBQQE8PT3Vbo7F4vtsGnyfTYPvs+nwvTYNvs+GxcUERERERBrFQI2IiIhIoxioGZCTkxNmz54tb8l4+D6bBt9n0+D7bDp8r02D77NhcY4aERERkUaxR42IiIhIoxioEREREWkUAzUiIiIijWKgRkRERKRRDNSM5OWXX8bFF18MV1dXeHt7q90ci/Lhhx8iKioKzs7OGDZsGLZv3652kyzKhg0bMGHCBISEhMDGxgZLly5Vu0kWad68ebjoootk5vbAwEBMnDgRR48eVbtZFufjjz9Gv379ZOJVscXGxuKPP/5Qu1kW79VXX5V/Px599FG1m2L2GKgZSWVlJaZMmYKZM2eq3RSLsmjRIjz++ONy6ffu3bvRv39/jB07FpmZmWo3zWKUlJTI91UExGQ869evx4MPPoitW7dizZo1qKqqwpgxY+T7T4YTFhYmg4Zdu3Zh586duPzyy3H99dfj0KFDajfNYu3YsQOffvqpDJDpwjE9h5F9/fXX8htFfn6+2k2xCKIHTfRCfPDBB/W138LDw/Hwww/j2WefVbt5Fkd8I/71119lbw8ZV1ZWluxZEwHcpZdeqnZzLJqvry/eeOMN3H333Wo3xeIUFxdj0KBB+Oijj/DSSy9hwIAB+N///qd2s8wae9TIrHopxbfiK6+8sv6Yra2tvB8XF6dq24gulKiLqA8iyDiqq6vx448/yl5LMQRKhid6icePH9/o7zRdGOspP09mLzs7W/6h7dSpU6Pj4v6RI0dUaxfRhRI9w6LnfcSIEejTp4/azbE4Bw4ckIFZeXk53N3dZS9xTEyM2s2yOCIIFlNSxNAnGQ571NpBDK2JoaBzbQwYiKgjvRAHDx6UH3RkeD169MDevXuxbds2OW94+vTpiI+PV7tZFiUlJQWPPPIIFi5cKBd6keGwR60dnnjiCdx5553nPKdLly4ma4+18ff3h52dHTIyMhodF/eDgoJUaxfRhXjooYewfPlyudpWTHwnw3N0dER0dLTcHzx4sOzxeffdd+WEdzIMMS1FLOoS89P0xAiI+L0Wc4orKirk329qPwZq7RAQECA3Uu+Prfgju3bt2vrJ7WLISNwXH3ZE5kSs4xKLYMQw3D///IPOnTur3SSrIf5uiMCBDOeKK66QQ8wN3XXXXejZsyeeeeYZBmkXgIGakSQnJyM3N1feim8VottdEN/qxBwJ6hiRmkMMWwwZMgRDhw6Vq4nExGDxB4EMt2orISGh/v6JEyfk76+Y5B4REaFq2yxtuPP777/Hb7/9JnOppaeny+NeXl5wcXFRu3kWY9asWbjmmmvk725RUZF8z0Vg/Oeff6rdNIsifoebzq90c3ODn58f511eIAZqRvL8889jwYIF9fcHDhwob//++29cdtllKrbMvN18880yjYF4f8UHm1j6vWrVqmYLDKjjRK6p0aNHNwqOBREgi3QzZLhErELTvwdfffXVeadYUNuJ4bhp06bhzJkzMggWub1EkHbVVVep3TSiNmEeNSIiIiKN4qpPIiIiIo1ioEZERESkUQzUiIiIiDSKgRoRERGRRjFQIyIiItIoBmpEREREGsVAjYiIiEijGKgRkUGJBK6PPvpom88XSXS9vb2hVSL5rI2NjdyWLl3arvdB/zx9ZRIiovZioEZEmjJnzhxZccKQRMkgETDl5+c3eywqKkqWIjuXq6++Wma2F6WI2mrJkiXYvn17h9pLRKTHElJEROfh5OSEoKCgdj1H1EYtLCw0WpuIyDqwR42IOqykpETWUXR3d0dwcDDeeuutZudUVFTgySefRGhoqCzSPGzYMNnD1dow6Ny5c7Fv3776YUN9fdG3334bffv2la8RHh6OBx54QBaQV8M333wjf+bjx4/XHxPt6dmzJ0pLS1VpExFZJgZqRNRhTz31FNavX4/ffvsNq1evlgHY7t27G53z0EMPIS4uDj/++CP279+PKVOmyKHEhkGO3s0334wnnngCvXv3lkONYhPHBFtbW7z33ns4dOgQFixYgHXr1uHpp5+GGkRwOm7cOEydOhU6nQ4rVqzA559/joULF8LV1VWVNhGRZeLQJxF1iOjN+uKLL/Ddd9/hiiuukMdEABUWFlZ/TnJyMr766it5GxISIo+J3rVVq1bJ46+88kqj13RxcZE9Vfb29s2GGhsuUBDzyl566SXcf//9+Oijj9rc5oZt0+toD9inn36Kfv364d///recjybm1g0ePLhDr0VE1BoGakTUIYmJiaisrJRDmQ3nZfXo0aP+/oEDB1BdXY3u3bs3Gw718/Nr1/X++usvzJs3D0eOHJFzv0RPVnl5uQy02tqLtXHjRnh4eDRbndkRPj4+MlAdO3YsLr74Yjz77LMdeh0ionNhoEZERu11s7Ozw65du+RtQ6LnrK1OnjyJa6+9FjNnzsTLL78sA8JNmzbh7rvvlsFiWwO1zp07N0sFInrvOmrDhg3y5xJDtGK+XtMgkIjoQnGOGhF1SNeuXeHg4IBt27bVH8vLy8OxY8fq7w8cOFD2qGVmZiI6OrrR1toqSkdHR/mchkSgV1NTIxcrDB8+XPbQnT59GmrasmULXnvtNSxbtkwGnWIuHhGRobFHjYg6RAQnokdLLCgQw5iBgYF47rnn5KR/PRFQiQn3YvK9CLJE4JaVlYW1a9fK+V3jx49v9rpi/tmJEydkklgxp0z0UonArqqqCu+//z4mTJiAzZs345NPPoFaioqKcMcdd8j5aSK3mmjnRRddJNs2efJk1dpFRJaHPWpE1GFvvPEGLrnkEhmgXHnllRg5cmSzCfVi0YAI1MRqTjF/beLEidixYwciIiJafM0bb7xRrgodPXo0AgIC8MMPP6B///4yPYfowerTp49cXSnmq6nlkUcekWlC9IshRNoQsX/fffchLS1NtXYRkeWxqa2trVW7EUREWi4hJSoatKd8VMO5dWJe3J49ewxebYGIrAN71IiIzmP58uVyqFfctpUYEhX54IiILgR71IjI7ImgSKTeaMl//vMfuXWUWAihLwUlqi+IIc+2EEOgZWVlcl8M84pFEkRE7cVAjYjMXsOgqCmRykNsRETmiIEaERERkUZxjhoRERGRRjFQIyIiItIoBmpEREREGsVAjYiIiEijGKgRERERaRQDNSIiIiKNYqBGREREpFEM1IiIiIigTf8PH49zbsdElCsAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt = project.variables[\"delta_H\"].get_plot()\n", "plt.grid()\n", "plt.plot([-1.0, 4.0], [0.5, 0.5], 'k--', lw=1)\n", "plt.title(\"My distribution\")" ] }, { "cell_type": "markdown", "id": "30cdcba6", "metadata": {}, "source": [ "We can save the figure to a file using `savefig()`:" ] }, { "cell_type": "code", "execution_count": 54, "id": "621736da", "metadata": {}, "outputs": [], "source": [ "# plt.savefig(\"my_distribution.png\")" ] } ], "metadata": { "kernelspec": { "display_name": "base", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.10" } }, "nbformat": 4, "nbformat_minor": 5 }