{ "cells": [ { "cell_type": "markdown", "id": "b2c4c22a-2b37-4822-8460-b458b0c6a957", "metadata": {}, "source": [ "# Thermal Balance and Convergence\n", "\n", "As described under [Evaluation](../output/evaluation.rst) and in the release paper, basic information about convergence is printed out to the user. This information can also be accessed through the same files used to plot wind properties, and inspected on a cell by cell basis. this notebook describes how to assess convergence in a bit more detail and look at the heating and cooling processes in the wind. As with [Plotting Wind Properties](plot_wind), we will assume we have run the ```cv_test``` model and run ```windsave2table``` on this model to produce the basic output files. We then start by setting up the basic ```Wind``` class." ] }, { "cell_type": "code", "execution_count": 1, "id": "06453c38-6479-4abc-9d2b-406cb7a63a1d", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pysi \n", "from pysi.sim import model\n", "root = \"cv_standard\"\n", "directory = \"cv_test/\"" ] }, { "cell_type": "markdown", "id": "ed562fe6-60ab-42b5-91f7-9b58f2264f5a", "metadata": {}, "source": [ "## Basic convergence statistics \n", "A function ```model.model_convergence``` using the ```.diag.``` file to get basic convergence information, either total convergence or on a cycle by cycle basis. " ] }, { "cell_type": "code", "execution_count": 2, "id": "0eab09cb-e124-4767-acd3-a967ff65b19b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.803\n" ] } ], "source": [ "conv = model.model_convergence(root, fp=directory)\n", "print (conv)" ] }, { "cell_type": "code", "execution_count": 3, "id": "7bdf9b9b-665a-4803-b46b-5a77f0fd163e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.139, 0.015, 0.066, 0.277, 0.467, 0.46, 0.54, 0.599, 0.62, 0.628, 0.657, 0.562, 0.657, 0.708, 0.81, 0.81, 0.81, 0.73, 0.62, 0.803]\n" ] } ], "source": [ "from pysi.sim import model\n", "conv = model.model_convergence(root, fp=directory, return_per_cycle=True)\n", "print (conv)" ] }, { "cell_type": "markdown", "id": "4af2557f-221e-4f12-8f93-499dc4b8dff5", "metadata": {}, "source": [ "We can also plot this trivially, or using an inbuilt function as follows: " ] }, { "cell_type": "code", "execution_count": 4, "id": "d1a097e1-193f-4280-bf69-161100046167", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_ = model.plot_model_convergence(root, fp=directory, display=True)" ] }, { "cell_type": "markdown", "id": "1a2b6ad8-d719-43f9-8860-05613dced539", "metadata": {}, "source": [ "## More detailed convergence\n", "We can investigate the final convergence in more detail using the ```Wind``` class, which contains information on a cell-by-cell basis. Models with ```converge == 0``` are converged." ] }, { "cell_type": "code", "execution_count": 5, "id": "823376ab-46ab-459e-86f8-30d65d0f69b0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Version: UNKNOWN\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pysi.wind import Wind\n", "wind = Wind(root = root, directory = directory)\n", "fig, ax = wind.plot_parameter(\"converge\", vmin=0, vmax=3, log_p = False)" ] }, { "cell_type": "markdown", "id": "d0501f83-0888-4a0d-a119-2782ff85f9e3", "metadata": {}, "source": [ "Sometimes it's useful to see how the convergence depends on temperature and photon number, which we do using the wind class directly. In this case it's not particularly useful, because the model just needs to run for a bit longer with a few more photons, but in some cases it shows clearly where the trouble is. " ] }, { "cell_type": "code", "execution_count": 6, "id": "f0dfcc31-4f85-40b2-ab68-6403ab0c1d9d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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RKQkpMDIxynMdlsTYJCwcsAI3jwfJirKxsqJszmWd8PN/k7KtPNG0rfN249bpewCyzy0RBBEJ7xMxu/tibAhernJORe2W1WBkaoRMFbtmm5UwRY2mXkqPf6lP1WrYHfwAITHROW7EDIAOFSqhvmveCvAp0qFCJZS3tcOmu3dw7sVz8IKAui6uGOJdC/VK5z7MdWrzBRz5SzZXJtuSbl5ARnomZndbjO0Ra2BWQjYh1t7FFmtuL8ax9Wdx4p9ziI2Kh5OHAzp+0wqtBjUpcA2fLLVb1YCRiREy01V8TyxNUf2LmjdeDo4YWN0b/96/m6M9xzCwl5iiVooFohysYGVbArV6+eBAcgSSz72A2aN4cOl8jmEwkQUEEw4fOrkjg5dq5PUVhrdhkbh/MURlm+T4FFw5cBPNv2oEvx6+eHL7ea4TnAVeQIOP84J0iRIfA5LwIRE7fzuAI+tOITkuBZyEReOe9dF/Rg+UreGh6/CKtIz0TPzQai4iPvYKfP7G/+rxW0xuOgtr7/0B21KKl3TGvHqv1nWiI97nSHziouNxdtslpV3NvFTAndP38fLRa7hXzj6vJD4mAZOazkJ8TEKOuEMDn+KHFnOw+vbvMFWjJyMjPRN7lx/BgVXHEPP6A8AAtVtWR78ZPVCzebVcn8/zPH7qsBChN2W9TYIgAvJNGaMxpcUcrLnzO5zLqFd6Py8y0jNx8H8nlL5xC7yAV6FvcOfsA5UbOFpYW6DH+A747/cDOXrusvSe3EXtXggAMJUYYWuPPlh46QL2hjxE5sfeL0tjYwytWRvj6jXQ2ATXinb2WNCidb6eu2fZ4U9bKHxBFEQkJ6TgzNZL6DTq0/ktrC3Qa1Jn9JqUtyXZeVGipAW6j2uPXX8cVPk9UfQzPqdZS7hYWmHd7UDEpsnmWklYFp0qVMLMJs1gO1a2+ikyKQntt21CYroJeE/Z0FqJm9GwPfoKRh9kvSIigNSK1ojp4QlTFyu4WunvUFfMqw+5tmE5FtEfyzO0H9ES/y05iKS4ZKW/QwzLoH6nOio/AGoLJT4GIi46HhMazcS7sCj5zY2XCri45xquHAjEr8dnyqt88lIe1w7fwo2jt5GZKUXF2uXQalATlChpocuXoBPpqem48N9V3A+QrZqp3sQLTfs0gIlZ9jfJi7uvIfyh4nkbAi9bzXNo9UkM+aWvwjbWDupVCS/pmPPN8smt5+CluddxCb4SmiPxObL2NOKi4hW+WfFSAa8ev8X5HZfRbngLlefOSM/Ej+0X4F5A8KdziUDQuYe4feY+ftgwBm2GNFN5jpvHgxBy/YnCYwIvID0lHXuXHcGYP4erPE9+vH7yFkkKNmf8HCdh8fDyo1x3rh42vx/i3yfi+PqzsjksHz/281IBXUa3xYCfe+Y5PksTEyxq2QbTGzXBo5hocCyLao6OiHkejU0zdyDm9XuUdLBGy4F+CnsEC1tGWgae31O93J1lWTy88ihb4qMtwxf2R8KHRBzfcE7+PREZ2Uq7LqPbYsBMxd8TlmHwbd16GF6rDh5ERSKD51HB1g525tmXe2+6eweJ6enZeuSS6jogqbY9jF8ng03jIbU3hdTGBCzD4Kuq1WEi0d/brzrvRwIvyN+PrO2tsPj0LPzUYSE+vItT2L52y+qYvmW8JsPMN/39yhON+nv61mxJTxZBKgCCiAX9lmNb+GpERcRgRrsFeP3kLTgJB1EUcXpzAP6e8S9+2j4RDTrX1dEr0KyE94mIDI+GhbU5nMs6KfzEHBr4FD91XIT4mAT5JMzj/5zD2h+2YMGRGajkU17e9sy2i0o/7QKyN4lTmy8oTXx82tWEhbU5kuOVTERmAOcyTqjkUy7nIVa9qXqKCoyd3nJBZfc0wzA4s/VijsQnNjIOMa8/wNreEo7uDjiw8lj2pOejrJ+3pSPXwKd9LdgoSNyynNtxWeXKEF4q4PS/ARjz53CIooiI0DfISM2AczknWFipV69FGTaXeRmAbO4Vq8bXmpNwmLzuO/T8vhNObb6A2Mg42DnboPWQZjkSz7yyNjWFr6sbBEHA2imbsWf5EXASFqIIMAywe+khtOjfGFM2jNbuMLaaPU65FbkrLJyEw+S/R6PH951wekuA7HviYovWg5uq9T0x5jjUds5Z2TnLvkfBiucDsQwy3ErI/8uAQTUHR0zwbZiv16Et7pVLo1xNTzy/F670/cHY1AiNun0atipfswy2hP0PF3dfw7Ujt/D68RsYmxmjbA0PtBrYBFXqVyyUpff5QYmPAUiKS8aZrReV3lAEQcSHt7G4fCAQ66ZukVeX/bwXISM1A7/0XIJV1xfJN7EriiLDo7Fu+r+4tOeavM5KOW8PDJ3XD/U71ZG3+/AuFtPazENqkqyw2ec1WRJjEzGtzTysD14Ou4/VSBPeJ+Y6vq2qR8HY1Bgjfh2IFd+tVdxABEYtGazwxlu5Xvlc55WAkZWl/1LCB9Vl5EVRRPz7T7tDh4e8wrqpW3Dj6B35xEevBhWVbnyYReAFnPjnHL6a1k1pm4QPSbmuDElJSMGpzRfw77xd8iX/RiYStBrUFCMWDcj3KiDXii6wcbJWOc9K4AXUbJH7kF0Wz6pu+Oa3gfmKJzf/LT6APcuPAECOekHntl+GpW0JjP3z60K5tiLGJkaoUr8CQm88VVp7R+AF1GpesEnYBVWmmnuhfE8S0tNzbWPMspjYoBEG16gFMyP9n1s58vfBmN52XrZ9yD43eE5fWFhnHwUwNjFCywF+aDnAT1th5gut6jIAr5++gzRD9UQ6TsLhws4rsl4hBRviyX7uRexeekhjcSXGJmH30kOY3nYeprScg/U/bkNkuKws/6vHb7Bm8iZMbj4bP3ZYgEOrTyAlUfVeMLmJehmNsb4zcPGzpAcAnt9/iZ+7/IpTWy7IHzvy12mkJqVB4HP+wgu8iNSkNBxd+6k2iGsFZ6VLcwFZz4lzWdVzUzqNao3x//smR9XUko7WmLljIhp1q6fweSVKWqDD1y2VfppmORaNutZDKU/HHMdKly+l8lM4K2HhWkH2STfswUuMqz8DgceDsr0Rhlx/grgo1cu9GYbJdRmrS1knlV9DADC3Nsfioavw5rMl/5npUpz45xwmNPop1+EqZTgJhx7fd1JakIWTsKhQpyy8Gqi3NLowZaRlYOfiA0qPi6KIw2tOyedtaUvvKV2VJj0sx6KkozWa9tFt/ZbC4mZtpXJZOwugS6UqGFWnnsaSnoy0DJzafAEzu/yKSc1m4c/R62QLHDSkdsvqmHdgGmydS2Z73KyEKUb+Phh9fuiisWtpG/X4GAB1lg8KgoBXT97Id0lWhJcKuLT3OrCl4DEFX3uMHzssQEp8qvwmej8gBLuWHEDzfn44/e8FsGzWzsdA4IkgbJm7C4tPz4Zn1fytYFn/4zYkfEjMkdhl9VT8OXodGnevB7MSZgjYc1Vl74PACwjYcxWDZvcGIJvcd2brRaXtRYhqzW3o/G0btB3aDDeO3UFcVAIcXG1Rp403JEaqf1VH/j4Irx6/wa1T9+TDRVnfy3Lenpi8/juFz+s0qg2Crz5W/jqlAtqPaAkAWDVuPdJTMnJ8XXLr6QJkiU9uq3Taj2iJA/7HVZ4jKfZjYvPFJQVewJtnkdj52358vWhArvEo0ntKZ7x48BJntl4EJ2HBSz/uug0Rju4OmLP3B73oqn94JTTXBI+X8rh54q5WP3n79fDFoFm9sWXuLvnXD5ANb1lYmWPR8Z80tlJL3/Sv5o1fLpxVelyAbHm8pkRFxOCHFnPw5lmkfIg9+EooDq05iX4zumPY/H4a+Vn17VgHW8NX4/bp+4h8EQ0ruxLwaV8rT5Pz9RElPgbAvUpplCrjiHdhUUrbiIIISxuLXEvEZ6ZnQhTFAv1SJcYm4cf2C5CamKpwV+PTH3tesv6f1SQ+JhHT287D5qer8vwGmhSXjAv/XVXYm5UlLSUdF3ZdQ7thzZGWnHvXdXpKhvzfNZp4ofXgprJeoy++hCzLwKthJbTOZXJvFmNTYzTu7qtW28+fs+Doj7h++DaOrT+Ddy+iYOdsgzZDm8Ovp6/S+R7N+zXCyc3nZfWGvvjeMwzQtE9D1G3jjbfPI7Pt5pxXvJTPNh9AkXLenugxoSP2rjiS4xjLsbC2t0RcdILKeVRH1p7CsAX91JqL8yWO4zBt8zi0GdIMR9aeQkToG1jalkDL/n5o3r+x3rzZZ6Rm5N4IQLqa7TRp8Jw+8O1UB4dWn8CTW89hYm4Cvx6+aDusuUaKEeqrvlWr40BoCO5GvlNY/bqPVzXUUTFHKC9EUcTMTovw7mPveNbvQ1aiuX3RPrhWdMl1MYG6OI6DT9uaGjmXvqDExwCwLIuBP/fCkuH/U3ycY9G4Rz24lHPG/YuPlPZ0MAwDdy/XAn+SOPHPOaQkpOZ5DyqBF/D+TSwCdl/L88Z80a/e57rySSLh8OapbAPJCrXLIjoiJsf8iSychEX5Wp7y/zMMg8nrv4N75dLYveww4qNlwwymJUzRcURLDJ3fD8YmhTuuz3EcGnb1QcOuPogMj8ah1Sfw3+L92L5oL7ybVkXn0W1zLCWVGEmw4PAMbJr9Hw7/dRIpHzdrtLKzRPfxHdBvRncwDIM3z97lPy4JC7fKpVG3Xc1c2367dAhKlXHEzsX78f6NrOiisakR2g5tjoQPibi45/qnOkUKJMYmIzUpLd+TnRmGQe1WNVC7VY18PT82Mg5H1p7GlYOByEjLRGWfcug8uh0q1c05KT2/PKq6yYbkcvn1+byyrjZVqlsOldaP1sm1dcVEIsGW7r2x5Ool7HxwH6lS2Xw7OzNzfFO7LkbUrqvwfTM5PhknNp7H+Z1XkByfAs+qruj0bRvUbF5N6fvsnbMPVFYIZxgGOxfvR+vBTfWih1IfUeJjINoObY73b2Kx8ecd8jkdDMOAl/Ko07oGpmwYg7ioeOxcvF/pOUSI6Da2fYFjCTx+J98bb7Ici5sngvKc+KizFF8QRHm7LqPb4uKea0rb8lIBnb9rm+0xjuPw1fTu6DW5M148jPhYvNBVrRo4mnT9yC3M6bkEAi/Ik9iIR69xcPUJTFr3HdoNa56tvbGpMb75bSAGz+mN8OBXYFkWHlVds/USqVvKgJNwEAQBDMuAgezny72KKxYe+wkcp7z8fRaGYdB9fAd0GdMW4Q9fITNDCrdKLjC3NMOqcetzfSPnJGyhVIYVRRF33r3F28RE2JqZoV5pV3Bf9CoFXw3F9HbzkZ6cLu85fRX6Gic2nsew+f3Q/8ceGomllKcjfNrWxK1T9xR+SGE5Fh5erqhcr7yCZ5PCYm5khFlNmmNKg8Z4+uE9jFgW5W3tYKTk5/7Vk7eY0nw2PryNkyXzIvD6yRsE7L6GDt+0xITVIxX2XN46EQROwin9ICeKIl6GvMb7t7F5Lj5qKCjxMSD9f+yBVgP9cOKf83gbFgkLa3M079cYVXwrgGEYmJUxxZgVw7Fq3Prsy4o/VpT37Vgn13ou6pBm5l5zRilRVKtmzZccXO1QuV55hN58pnyoRBDQ5OPmed7NqqL7hA7Yt+JotmXqWf/uPqGD0qJ8EiOJTmqpALKx/zk9l4DPlGYr1pbVc7V0xGqUreGOinVy9kCYmJkofBwAKtQpC0cPB0R97F5XxMjUCOsfLMPl/Tfw/H44jE2M0bCrD+q29c7z0BPHcTmKajb7qpHKOUBZBTlzmw+VVxfDX2DW+TMIj4+TP+ZoYYEZjZuia6UqAICUxFT81GlRtqQH+PR1/2fmdpTz9oBvxzrQhAmrR2J8gx8RF52QLfnhJCxMzE0wfct4+rSvI+ZGRqjhVEplG0EQ8HPnRYiNis/2ITDr5+XoujMoU91D4QdNXsqrtSuqkI/3SUNBq7oMjKO7AwbN7o2pG8dizIrh8PqitkLXMe2w8OiPqNa4svyxUp6O+HbpUMzZ+4PKTevU5VW/onxrhLwSRWSrn5MXTXo3UF5VlGHQblgL+conhmHw3dKhmLZ5HMp+NmRQppo7pm4ai++WDtXLG8vhNSch8ILSCrUsx2Dfn0fzfF6WZTF8fj+VbfpM6QLnsk7oNakzpv4zFt+vGYl67Wvla76NIlUbVkLtVtUV/uwwLAOWY9F/hmZ6VbJcjgjHsIN78fKzpAcAopKTMfHEUewLkc17OvNvAJLiklWuatr1h+ZWRDp5OMD/5m/oMrotTC1kPYpGJhK0HtwMq28tpkrseu7Wybt49fityjmHu/44pHCPukr1KoDP5cNjSUdr2FFvj1LU40Ny8GlXCz7taiE9NR3STB7mlmYavcl3HNUa/y05mOfnMYysV6HN0GZ5ep4oilg3dQt2/XFI4ao1hmHQfkRLjFv1dY7HWw1sglYDmyA1WVauXtMTXFMSUxF07gEyUjNQpoZHgcu53z6tePgjCy8VcOvUvXydu+UAP6QmpWHNpI1IT8uQDWt9XD3We0pXDJ7TJ79hq4VhGMzZ+wN+G7wKl/ffAMux8uHakg5W+Gn7RI3e8EVRxC8XzkEUlc8qmnfxHDpWrIQ75x4orXcCyOan3Q8IhiAIGksE7V1sMWbFcHy7dAhSElLxJCUer5MT8VSSBnueh7EaQ4skf149foNnQS9gZGIE72ZeOerZ5Cbo3EOVw1UAEBUejeiI93DycJA/JooibBp7wszWAmlxKQo/yDEsg25j22vkQ2pxRYkPUcrEzAQmZpo/bylPR0zZMBq/D/UHyzHy7t2s4TUPL1fZXJPPhts4iewm9/POSbCyzdvqkHM7Lss/bStKesytzfDdsqEqh0g0nfDwUh4bZ+3EvhVHsq2+qe5XBZPXf4fS5Z3zdV61pk7lc34VIKs11KJ/YwTsuoqolzGwdrBCk171YeNUMt/nzAuzEmaYs/cHRIS+xtWDN5GemoEy1d1Rv1MdjQ9xhcRE4+kH1XuoxaWlISA8TPY1zeXLmv+vump3It/hp7On8OSzWEuammJi/UYYVKNmIV3VML0Ni8QfI1bj7rlPO80bmxqh65h2GL6wv/o/g6Ko1nDV54n0vch3mHHmJEJiomEyyBMuq0PASEUwWTMSPg7D12ntjT5Ti26NHW2gxIfoROtBslLxe5Ydxo1jd8DzAqr4VkD38R3g27E2AnZdxf6Vx/DsruxTVaNu9dDj+44oUy3vK1V2/3FQ+eaJoojkuBS19qPSpOXfrcWJDWdz5CAPr4RiQsOZWH17MRxc7fJ8Xu+mXnh6J0xprw8nYVFDQQXnvDC3NNPq10oRt0ql4fZDwbZ/yE1ksuqq1p/aJaNaoyq4tPeG0jYsx6KybwWN9fZkuRv5DgP37YL0iyGRuLQ0zD5/BulSKUbULh7bzOjah3ex+L7RTMR9URgyIy0Tu5cexvu3sZjx7wS1zlW1UeVce73tXGzg4CZ7DwiJicZXe3Yig5f1EKWXsUTE1BqwDniHErdjYCIFylRxQ5fRbdFmSDPq7ckFJT5EZyr5lMeP275XeKxZ30Zo1rdRga+RkZaBJ7fDVLZhJSzuBQQX6GYuCAJCrj1BfHQCHD3sUc7bU+nw4PN74Ti+XnGxM4EXkBiXhJ2/7cfYlXnfcqDzd20V1sHJwksFdB/XIc/nNUQO5uoNXziaW6D+kKb45+ftSE/NUJhgC7yAnt931HSI+PXSBUgFQWHtGAD44+ol9KlaHVYm2l1ZWBztWnIox2TyLKIo4uy2S+gxoaNacxB9O9aGo7s9Yl5/UHg+hgF6TOgoXwm55MolZPJ8tu+z1N4U73t44n0PT0hYFv8OHwV78/yVcXjy/j1exMXCysQEdVxKQ6LhBF3fFO9XR4g6CjgGcX7nZQwqOwbfN56J2d0X47vaUzGq5hTcvxiisP2pzRdUfiITpAJObDyncGJjbpzLOmHa5vFgOTbb9g9Z//5u2VBUbVgpz+c1RFUdHFHOxlbliIS1iQmaeHjC0qYEftk/DUbGRtkmX2d93ftM6QK/nvU1Gt+bxARcf/1KadIDABk8j2NPlVfmJuoRRRHHNpxROX+Ok3A4uem8WufjJBzmH5oOC2vzbBvkZv3sNOnVAD0ndQIAvE9JwfkXzxVvgvoRLwg4/PiRWtf+3MOoSHTfuRVtt27EqCMH0G/vf2i44S/sfJC/eYBFBfX4kGLN2NQYFWqXwdOgFyor/lb3q5Kv85/acgGLh6zK8fiLhxGY2uoX/H52Dqo1qpzt2Id3sbnWMUpLTkdacjrMLfM+yar5V41Qpro79q88hsDjdyAIArybVkXXse1RxbdCns9XVIRcf4Ija0/hxcMIWFibo1mfhmjer3G+6ygxDIOfmzTH8IN7ASUTnGc0bgoTiexttHbL6vj7wVIc/N8JXN5/Q1bAsF55dBnTDrVban5zzuiUlFzbcCyLKDWH7NTxICoS2+7fRUhMNCyMjNGufAV0q+yFEsbFcyuKLLyUR3Kc6q+3wPP48C5O7XOWqe6B9Q+X4fBfp3Bu+yWkJKbCvYorOn/XFo26+ciHRd+npuT62UzCsohKzts+dY9iotFn9w6k89knWMekpGDG2VNIzszE8FqaKb+gbyjx0YLMjEw8v/cSAi/As6orzEoUwoxholSvyV2waMAKhcdYjpXXM/qSIAgIfxiB1KQ0OJcrBRtH62zHM9Iz8b/v/1F4XlEQwUPA6okb4X/j12zHbJxKIrdFcibmJvJlyvnhWdUN368Zme/nFyWiKGLNpE3Yu+JItj22bp+6h60L9uCPc79kWxmTF008PLG2UzfMPn8GrxM/ze2wNTPD9EZN0Msrey0n57JOGLVkMEYtGVyg16QOBzWGNXhBgKOaQ3a5WXbtMlbeuAaOYcCLIhgAV169hH/gNWzt0QdlbQq+fDolMRXhwa/ASViUqe6udKsVbeMkHCyszZEcrzz5YTkWtqVK5um8Nk4lMWhWbwya1VtpGzsz81wLdfOCCEeLvH2ff7scgIwvhs8+9/uVi+jlVRVWJsoXdrx68hbx0bI9BR3d8/c7pguU+BQinuex49f92LPsMBI/yD51mZiboP3XLTB8YX+92funuGv+VSM8ufUcu5ceyrZ5IsuyMLUwwYIjP+boFTj9bwA2z/kPbz/uAp61rce3fwyVTzq+fuT2p00zFRAFEY9vPkN4yKtsy9RbD26KPcsOK30eJ2HRdmgzjU+ELa6O/X1GPq8p63ub1aMWHfEeMzsvwtq7f+S7JEOLMmXRzLMMAl+/wtukRNiZmaO+q5vSirza4mJphXourrj59rXSm5cxx6F9hYLvKH/o8SOsvCGrZJ415JJ1xZiUFAw7sBdnBg/P99yQlMRUrJ+xFcc3nEVGmmy7B2t7S/Sa1Bl9pnbV+e8CwzBoN7wF9v15VOlwFy8VNLY/1ufszM3R1KMMLr58oXS4i2GAThUrKzymSHRKMgLCX6hMpjJ4HkeePEa/ajm3b7l95j7+nvYvntx+Ln+sZotqGLVksM6Kt+YFvbMWElEU8ftQf2yctUOe9ABAeko6Dv7vBKa3nY+M9EwdRmg4GIbBqCWDseTsHDTsWg+lyjjCw8sVA2b2xIaQFTmGf/YuP4LfBq+UJz2AbDjs0r4bGOs7AzFvPgAA3r/+IN/+Q5WYV9mXRJfz9kTbYc0V9vrIeqAs0Hdat7y/UAMkiiJ2/n5A6dJggRfw4kEE7px9UKDrsAwDX1c3dKvsBT8PT50nPVlmNG4CjmHAKknqJtZvpPITu7rW3LwBRskXmRdFRCTE42zYs3ydOz01HVNbzcXhv07Jkx5Atinx+h+3YdnINfne4kaTek/pAmt7S7ASBQU0GQbNv2qU7+KqufmhYWNIWE7p93lsvfp5mtgcnZyc6/AZx7J4l5SY4/HrR25hett5eBqUfdHIvQvB+L7RzGzJkL6ixKeQ3LsQjDNbLyrsnxR4AcFXQ3Fy43mtx2XIvJtVxaxdk7HlmT/+frAMg+f0gZ2zTbY2sVHxWDt1i8LnC1IBcdHx+PeXXQAAGydrpfOGPqeoxs14/xHoMrodjE2zd+VXqV8BK64sgKObvZqvqugQRRHxMQmIi47X2I0sOiIGb56+UzkOwEk43DldPCdrepdyxr89eqNMyew/x9YmJpjTtAW+0cBS9vi0NITERKvcHFbCsrgcoXzjTFWO/X0Wj28+U9qTcnzDOQRf1f0EbTtnG6y4siDHnD0jUyP0+L4jpm4aW2jXruLgiB09+6C8bfYSF5bGxvixcVOMr9cgT+ezNct9ugUvCLAzy55M8VIeS0f+JZvz9sV7n8ALyMyQYuW49XmKRRdoqKuQHP37dLZhlS8xYHBk7Sl0GtVay5ERVc78G6ByNZUgFXByywV8t3wo6nWsDbMSpkhNSlPYNms3+893yU5JTMX2hXtxZO0pJH4cJvOs5o6GXeuiRb/G8PBy0+wL0gOiKOLEP+fw35KDiHj0GoBsLkzPiZ3Q+bs2BRrG4FWsspFjkK/93YoKHxdXnBw4FHcj3+FlfBysTEzRwNVNPum6oHhRvdWFX9YSUtehNSdVJlWchMWxv8/oxWpE5zJO+OPcL3j56DWeBb2AsakRvJtVVXsT34LwLuWMY/0H435UJF7ExaKEsQkaurnBVJL3eVClSljCt7QrAt8oHyblWBYdK2T/mt86dQ8f3sYqPa/ACwi5+hgRoa/hVqlw62wVBCU+heT1k7dKkx5AdjP4fCiF6Id3YVHgOBZSQfmNMjMtE3FRCXDycMDwhf3hP35DjjZZPdKjfh8kn1uSkpiKSU1+RtiDiGyfbl+GvEL4wwi4V3YtlonP6kkbZZu9ftZL/zYsEqvGrcejG08wdePYfM+/cXSzh42TNWIj45W24TN5VGmg+5tmYWIYBjVLOaNmqfxV/FbFxtQMrpZWeJ2YoDQ9kQoCaju75Ov8keFRKnvseKmA10/f5umcz++F49rhW8hIy0A5b0806FJXo5W93SuXhntl7d/YGYZBDadSuW6Cqo6pDf3Qd89OpVuyfFe3Huy+GD57FxYFhsm9+Pu7sCi9TnxoqKuQWNlb5Tr/o4RN4X9KIHljaVtCZV0UAAADlCgpe0PoNrY9xq0aAQvr7G8Qdi62+GX/VPi0qyV/bPvCvTmSHgAfNxUVsfSb1UiKy9uSVH13LyAY+1bINkXN9mX9+O/TWwJw9dDNfJ+fk3DoOra90t81lmNh52KDhl2oenF+MQyjclkzyzCwNjFFx3xOos6tt4TlGFjbq7dNTVJcMmZ0WIBRNadg0+yd2PHbfszt/Qf6uX2Luxce5n4CA1LL2QWbu/WCq1X21apmEiNMadAY3/s2zPEcS9sSau14Y2lbQlNhFgrq8SkkrQb4IfDYHaXHWY5Fm8HNCuXaGemZOPHPORxZewrvwqJQwsYCrQc1RZcx7XIsyS7qPryLxUH/Ezj9cXds53JO6DyqDVoPaZqvpbDNvmqEf+ftVnqc5VjUbeudbVPCLqPbot3w5rh58q6scrO7PWq2qCavugrIhlqOrD2lsgBaZroUp7cEoNu49nmOW18dXnNS5ZAvy7E4+L8TaNjFJ9/X6Du1K4KvPcaNI7ezbU3CcrJVe7/sn6axEv48z+P8jis4+L/jCA95BVNzEzTr2wjdxrVHKU9HjVxDHw2qURO33r7GkSePwTKM/MMBxzAw5jis7dw1X0MugGz7mv+WHFT6uyHwIlr098v1PKIo4ucuv8rnAwm8AHzsuE2IScCM9gvgf+PXfG17U1zVd3XD+SFf48brVwiPj4OliQmaepSBuZHi76Vvx9owMTPOtr/gl5w8HVCxbrnCClkjGFEfpsvrkYSEBFhbWyM+Ph5WVlb5Pk9GeibG+kxHeMirHL/QrISFla0l1t5dovHNHVOT0zCtzTyEXHsMBp92i2Y5FlZ2llgWMBeuFfPXJa1vwkNeYXLTWUiMTZZ/jbN2yK7uVwWLjv8EE7O818L5ddCfOLv9Uo7JewzLgONYLLs4D5Xr5a0Q4Id3sejrorquDmfEod2wFsWq/s6IahMRHvxKZRtb55LY+Xpdga7DS3mc3X4JB/93AhGhr2FewgzN+zVG17HtNDZRnJfymNd3KS7vuwGWZeQb3rIcCxMzY/x68md41S/40nF9JYgijjwJxZa7d/D4w3uYSSToUKEShnjXgrt1yXyfN+bNB4zynoKkuOSc75Uci7I1PLDy2sJch6pun7mPaa3nKj3OSVg0+6oRpm8er7SNIAgIvvoYcVHxcHC1Q8W65fI9DFtcbV+0Dxt+2qb0+I/bvkfzrwq+3VB+qHv/ph6fQmJsYoTFZ2ZhwVfLEXTuARiWAcMwEHgB7pVLY/buKYWyo/WGGdsQeuMpICLbhEGBF5DwIRFze/+Bv4KWFPlfZlEUMafH79mSnqzHAeDh5UfY+PPOfBWSm/T3dzA2NcLxf84BIuQ7yJd0tMb0zePynPQAsvpNuRJRoKKF+shMjcrTphqoZ8VJOLQe1BStBzUt8LmU2bv8CK7sl21EKgjZf7fSUzMwu+tv2PpyDYxN9KPonqaxDIPOFSujcx7qxajD3sUWSwPmYm6vJXgZ8hosx8rmnQgiarWshh+3fq/W/JwLOy+Dk3BKJ7LzUgEXdl7B1I1jFU6ov7jnGtZM3oSolzHyx1wruWDcqhGFUnm7qPpqejcIvICtC3YjM0MKjpP16JpZmmL0smE6S3rygnp8vqCpHp/Phd0Px+3T98FLeXg1qIiqjSoXSuKRkpiKPqVGqOyGBIBlF+flWJJZ1Nw5ex9TWyn/dAcAZiVM8d+7v/O9ZUH0q/e4ciAQqUlpcK9SGr4dahdoyGRKizm4fzFE5XDX8kvztbp6RRRF3Dn7AGe2BnwcpnNA+69boELtsho5/64/DmHdtC1Kl/2zHIt+07tj6LyvNHK9wiIIAgZ4fIeY1x9UtpuxdQJaKKgCrkuCIODWybs4t+MyEt4nwrmsEzqMaIky1T10HVo2oijiXkAwQm88BSfhUKeNNzyrqj/Zf/5XSxGw+1quJSaOpGyFsWn2LTbO77yMBf2W52ib9YF10fGZlPx8ITE2CZf2XpcP7zfsVi/f77WaQj0+eqRMdQ+tvMm8eBiRa9LDcixCrj4u8olPyLUnYDlWZRKRmpSGiEev830Td3C1Q9cx7fIbYg4DZvbEtNbzFB5jORZVG1aCVwPtDZWkJqdhTvfFuH36vnweDidhcWj1CbQf0RLfrxlZ4Iq57YY3x3+/H0DC+0SFwxhmJUzR6bs2BbqGNnx4F5dr0sMZcQi5+livEp/k+GT81GkRHl4OBSthIXz8Hu9feQw9JnTEt0uH6E3vL8Mw8G5aFd5Nq+br+aXLO8uGulUsEbNxsobRFz1y0kwpVilYmQnIqq+DBf43YQPW3V+qN18rfWBpUwLtv26p6zDyhVZ1FSMcl/u3UxRFjU301CVWjdcKQK9ea60W1TFt8zgYmxqBYRhwRpw8vqoNK+GX/VO1+sa64tu1CDonW+mSNfk46+9j689g+8J9Bb6GpU0JLDk7G/alZfs4cRIOnJHsNVvbW+K3U7Ng71LwPZ4Kmzq/W8Cn3dj1xW+DVyHk2hMAshpUwKfv8d4VR7Dvz6M6i03T2g1vobIGF8sy6Pxt2xy/Y7dO3UN8dIKSZ8mSn/DgV3h6J0xpG1K0UI9PMVKmhgcsbUtk2yLjS6IgolYr3XfZZmZkIvBYEKIiYlDSwQq+nerkae+yOq1rYP2MrSrblHS0hnsV/aol0XKAH+p1qIUz/17Ei4cRMLUwgV/P+vBqUFGrSU9URAzObrukvIKyCOxeegi9p3TOMSyQVx5ebtj8dBWuHLyJoLP3IYpAtcaV4dfTV282ocxNSUdreHi54mXIa6VfMz6TR61WOfc10pWXj17nWipg5+ID6Dq2XbYViEWVc1knDJ37FTb+vANf7urJciw8vFzRc1KnHM97n0tPXpaY1x80NgRMdIsSn2LE2MQIPb/vhE2zdyistcByLLybeul8Oee5HZexcuzfSPyQJF+FZVbCFEPnfYXu4zuolQBUqF0W1f2qIPhqqOKl0gzQc2InjRYt0xRLmxI6X7J+88TdXLeNSIpLRmjgM1T3q1Lg63ESDn49fOHXw7fA59IFhmHQd2o3LB66SuFxTsLCuawTfNrV1G5gKgQeu5Nteb8iH97GIuz+yyKxsaQ6BvzUE47u9tg6fw9eP5EVPTQxN0H74S0wdF5fmCuYbF/SSb0SHzZqtiP6T//uCqRAvprRDS8fvcLZbZfk8zaylt56eLnix+3f6zS+i3uvY2H/5fL/Z918U5PSsHriRjAMg+7jO6h1rp//m4QfWv6C8OBX8jf4rNfcZkgz9PmhS2G8hGJBmiFVq927sEiNJD7FQatBTRAeHIGdiw/If86y5pTYOttg4dGfdL6L+OcyM6S5znkBZPWjipPWg5qi1cAmePPsHTLSMlGqjKPK3uS6bWvC0sZCvoXMlxgGcC5XKtsGpI9vPcPhNSfx4NIjJMUlw8TcGJ5V3dH+65bw7VS7WPSgFWe0qusLhbGqS9tEUcTd8w9x9O/TePP0HaztrdByYBOdDy0IgoChFcfjbVik0hL15lZm2PlmndqrAzLSMxGw6yrObruIhA9JcK3gjA7ftEJ1vyo0EVGF4GuPMaHhT7m2azWwCaZtHqeFiIqO0Juym17Yg5ewsDJDk14N0GKAX56GarXh1qm7mN52vso2RiZG2PVuXbaCnIbo+Iaz+GPE6pwHPr6FzN0/DQ0614Uoitjw4zbs+G1/juG0LDWaemH+4Rl69/NgCNS9f1Pi84XikPjoq0c3nmBc/R9zbTdr12T49ayvhYgMlyiK6OX4NRLeJ6psZ2xmjEOJW/SqJ4OoJ+uDRmR4tMLVjyzHot3wFpj41ygdRKd/jv9zDuumbsn2O2Ff2hZjV36NRt3qAQBObb6gdLgzC8MyaDnAD9M20QcGbaPl7ETvxMeovslmiVOxwoJoBsMwqFSvvMptVQAgIzUDGWmZGq/PIYoiQgOf4umdFzAykaBOG+8isborN0lxybh+5DZSElNRuoIzajavqrOkkWVZzNo1GZObz0ZaSrp8VRcguzl7eLnim98G6iQ2fdRuWHO0HNAYt0/dQ2xUAhxcbbNtPSOKInYu3i+fl6iMKIg4u+0SRvw6EHbONtoKn+QBJT5Eaxzd1ds6QN12pGDKVHXDrZN3VdZCKlHSAiZmBVvV9aXw4AgsHLACz++Gyx9jORatBjXBeP8R+dpmRNcEQcCmWTux64+DsjkzH4dBnDwd8MM/Y/Jdm6agytcqgzV3fsfuPw7h9L8XkZqYAgdXe3Qc1RrdxrVXONnXkBkZG8G3o+INWeOi4nPdfiWLwAu4dyG4SFQxNkSU+BCtKVPNHeVrlcGzuy8UrzRhABtHa9Rt46394PSYKIoIfPMae0IeIjIpCQ4WFuhZpSp8S7sWaB5Tm2HN8d+Sg0qPsxyLDt+00uhcqaiX0Zjo9zOSE1KzPS7wAk5tvoC46ATMPzi9yM3P+mvKZuxdceTTnI+Pf0e9jMH0tvOx/OK8bJNjtcm5jBPGrRqBcatGQBTFAn9t37+NxdF1p/HoxlNwEhZ129REq0FNin0Sxav4gKCwvZKtM4ju0cA90aqxK78GJ+HAstnffLPejMf5f6NXRQd1LYPnMeboIXy1Zyf2hjxEwMsX2P8oGP33/oeRh/cjXZr/FTkeVVzRY0JHhcc4CQv70rboPaVzvs+vyK4lh5CcmKqwl0kURNw4chsPLz/S6DULW1REDPatOKpwoqsoiBB4QVZbRg8UNOm5sOsqBnp+h3/n7sKNo7dx7dAtrBz3NwaWGY3Ht55pKEr9ZFuqJOxKqz8cW9k373v6Ee2gxIdoVdWGlbDk7BxUqFMu2+OulVww78D0IlvnpbAsvnwRJ57JKu/yH+cVZP19NiwM8y6eL9D5v106BN/8NhBWdpbyxxiWQYMuPvjz6kKUdNBc7RJRFHFi07lsc02+xElYnN4SoLFrasP5HZehKp8QeAE3T91FXHS89oIqBE+DwrCw/3JIpbx8k1ZRFAERSI5PwfS285EUp3hJeHHAsiyq9PeBmEvuyHIMareuAdcKztoJjOQZDXURravasBJWXV+El49eI+plDEo6WqGct6fan0ZfPIxA9Kv3sHGyztPzipqE9DT8ez9IaRUWESL+e3gfk+o3hK2Zeb6uwTAM+vzQFd0ndEDojafISMuER1W3QpmUKfACUhPTVLbheQFxMUVrcnt8dIJs3zhBxdCGCCS8T9JoIqlte5YdliV4Cn4gBV5AUmwyTm2+oHYdrqJGFEVcqyZBSlUbWDyIhQj5anfZ8Y9/W7nY4Id/xuggQqIuSnyIzrhXLg33yupvKXH/Ygj8J2zAs6AXn85RpTRGLRmCeu1rFUKEuhX4+jUyeNXzBKSCgGuvItChQsF2dDcyNkK1xoVbqJCTcLB2sFK5LxLHsXB0K1qT2x3c7HOd/8FyLGxLldROQIXk2uFbiqukfyRCxPUjt4pt4vMhNRWhse+B4RVR4nYMrC+8g/HbFDCCCDAMMq2MkNy4FBqPalMsVigWZ5T4kCLhXkAwpraam2MTwohHbzCz0yLM2fcDGnbx0VF0hSNDVQ/C5+3yOOlSlzp+0wo7ftuvdCUZLxXQdlhzLUdVMM37NcJfUzZBquT7xXIs/Hr6okTJol0kUJqZy8+jKCsoWlxlZn1/WQZJdR2QVNchRxsJywLmBb+tpianIWDXVUQ8eg2zEmZo3NMXHlVcC3xeTRIEAbdP38f9gGCIoogaTauidqvqRaLmFyU+RO+Joog/x/wNQRByrAaTrVIB/hy9Dr4di1ep+GoOTsqKw2ZT3dFRG+FoRM+JnXBm20VEv3qvcK5Px5GtUM7bU/uBFYC1vRWGL+iPtVO35DjGcuzHfej66SAyzapUtxzuXwxRmrSyHIsq9YrvhF4HcwvYm5sjJiVFaRupIKC6U6kCXefinmv4fbg/UhPTIDHiIAgiNs7agcY9fTFt0ziN19TKj1eP3+DnLr/i1eO38sUo2xftg2tFZ8w7OB2uFV10HKFq+p+aEYP3LOgFwh9GKN1sURSB929iEXT2gcavLQgCAo/fwdzef2B03Wn4seNCnNtxGdLMwt/fyM3aGk08PMEpmcPEMQzql3ZDOVu7Qo9FU6zsLPHnlQVo2MUHzGcr+yyszTF07lcY/79vdBjdJy8eRmDl2L8x1nc6Jjb5GbuWHETCB+UFOHtP6YKJa7+FnUv2uVE1mnhhxZUFxWKia7dx7VXWfIIoouOo1toLSMs4lsXgGrXAQPHvI8swsDIxQccKFfN9jbvnH2Je36XyuXDSTF7+Nb+yPxCLBqzI97k1JTE2CZObzcabZ5EAZMv2s5buv3kWiUnNZqv8XdEH1OND9F7UyxiNtlNXZkYm5vddhisHAmWTV3nZhq+Bx+6gYp2y+PXkz7C0KaHRa35pUcs26L1rB94mJUL4rFosyzBwMLfA763bFer1C4NtKRvM3j0FMW8+IOz+SxibGqGKbwUYm2q2UGJ+7Vl2GGsmb5JvRAoAD6+EYtuivfjt5M+o+MWKxCwdRrRE22HN8Oj6U6QkpKB0BWe4lCvYp3990qhbPXQd0w4H/I/LNz4GZCvxeF7AhDWjitXrlVVnFsAwn3qRv6ldF9deR+BKxMtsvbEcw0DCsvhfhy4wleR/P8Qtc3cp3VhW4AVcORCIsPvhKFPdI9/XKKjj688iNipe4QdRgRcQFxWP4+vPos8PXXUQnXqox4foPWsH9fZMU7edujb+vBNXD90EAPmnrqw3+6dBL/D7MH+NXk+RUiUscfCrgRjrUx+OFhbgGAYO5ub4rm49HOo3CKWL8H5y9i628GlbE95Nq+pN0nPz5F2smbwJALJN5BUFESkJqZjRbgFSk5WvTOM4DlUbVoJPu1rFKgkAZCsAx/w5HDN3TkKVBhUhMeJgbGqE+p3qYtmFuegwoqWuQ9QIUfoSQvwsiFE1IUZWgRDVCGLSKohCEkwkEmzo0gO/NGuJcrZ24BgGJYyN0bNKVRzqNwgN3dzzfd2E94m4e/6hyl41TsLiwn9X830NTTi745LS3nfg45Yd2y9pMaK8ox4foveq1K8ABzc7REe8V9qmREkLjVZ8Tk1KxcH/HVf6Cy7wAq4euok3z94V+g3OxswM39dviO/rNyzU6xBg9x8H5b17XxJ4AQkfEnF260V0HFl8h3RUYRgGTXs3QNPeDXQdSqEQMx9A/DAIENMAfJzMLERDTFoFpB4B7LbDmCuJQTVqYlCNmhq9dkpiaq5tGIZBcoLyOUbakBSbe62m5Djdxpgb6vEheo9lWYz6fbDKNsMX9tdor8Hjm8+RlpyuupEI3DlzX2PXJLoliiLunH2g8hM3wzC4Td/zYkkUBYhxEwAxFfKkR04A+BcQExYX2vVtS5WESS4Tl3mpoPOJw+5ermA55akDy7Fwr6J+mRJdoMSHFAlN+zTE9C3jYWkrm1OTVbTQ3MoM41aNQOdv22j0emrty8NA9WRPUqSIoqhy121ZI/qeF1sZVwE+AoCy7y8PpB2AKBROgU1jU2O0HdpMZVJhZCJBywF+hXJ9dXUe1Ubl74DAC+ik4fdjTaOhLlJktBzghya96yPwWJC8crNvx9qFspt3+VqekBhxqmuXiIBXw4IVDiT6g2VZVKpbDo9vPpPP5cqBAbwa0Pe8WMoMBsAhZ29PtkaA9DlgXLNQQhg0uzduHLuDqIiYbOUesiaTj/P/Ruf1oHw71kbzfo1xbselnLU2GKBZn4bw7VhbJ7GpixIfUqQYGRuhYdfCK1SYnpqO8zuvIOTqYziXc8Krx28VzvPhJCwq16tQ5GrOENV6TuyEBf2WKzzGMAyMTIzQdmgzrcZEtIQxRu5Vs7LaFY6SDtZYeW0hNv68E6c2n0dGmqwgZLlaZdC4ez08uxOGpVdCUbaGB1oNapLvJIjneQQeC0Lg8TuQZkhRyac8mvdvDDML01yfyzAMpm0ei/I1PbFn+RF8eBsLALB1tkGPCR3Ra3InvS9iyIi59u0aloSEBFhbWyM+Ph5WRXjFDMm7B5cfYVbX35D4IQmchIMI8dOnrs/WrjIsA/vStlh+cR4c3XNWbyVFlyiK8J+wAQdWHc82yZmTsGBYFr/sm1ost0chgCgNgxjTVnUj1gGMwwUwTOH3GaQmpSL61QdkpGVg2ci/8PjmM3mxQIEXYGRqhKn/jEHTPnlb9PDuRRRmtF+AV6FvwBlxgChLhMwtzTBr12TUaa3+IhFeyuPdiygAQClPR3l8uqLu/ZsSny/oMvF5m5iIHQ/v4fLLlxAhooGrO/pVr4HSlpSAFba3YZEYWWMy0lMzcvTwMAwDlmNhWsIEJR2s0XZoc3Qc1QpWtpZKzkaKMlEUcf3IbRxYdQyhN5/ByMQIjbrVQ7dx7fO0t1yBYsi8DzF5OyANBVgLMKbtANMuYNjCrRtl6ITY0UD6WSib58NYzgRjoXqhhUbjEQSM9Z2BZ3df5Kx0zsjem5ZemItqjSrLHw4PeYXDq08i5MYTGJsYoX6nOmg3vAWs7CyRkZaBr6tOzDGUBsg+0EmMOKy+tRgeXm7aeHkaR4lPPukq8TkT9gxjjh6CVBDkhepYhgHHMPizfSe0LVd8S8HrgzWTNmLfymPKJ+0xwNg/v0bXMUWvYCApOkRRhJi0DEheg0/zTT52N7JOYGy3gJF46jTG4kwUkiDGfgdkXsenr//Hv82Hg7GcJl9YoQ03T97FjHbzlR5nORZ123pjweEfAQD7Vx2D/4QN4LhPxTcZloG5lRl+O/EzXoa8xuKhq5Sej5OwaDOkGSat+06zL0RL1L1/6/dAnIGIiI/H6CMHkcnz2arzCqIIqSBg3LHDeB77QYcRFn8Xdl9TvYwZsj10CClUaQc/Jj3Ap0m2H98ThBiIsSMgiuptXkvyjmFLgLHdDMZmI2DWHTBpBZgPAmN/FKzVdK0mPQBwZf8NlcNHAi8g8NgdZKRnIujcA/iP3yAbuvqi+GZqYipmtF+AC7uuZtsq5ku8VEDA7uL/PkeTm/XA1vtBEERFRcplb3miKOLfe0GY1bSFtkMzGOkqqvECsv3AUpNUtyGkIERRhJi8DlC6NS0P8C+B9POAafGokqyPGIYBTBqCMdF9wdC0lPRcSyyIIpCZnoldSw+pKL4pIjE2CW+eKl6s8bmMtIwCxVwUUI+PHjj3Igy8ih9uXhRx7kWYFiMyPJ7V3VXWz+AkLMp5625/HGIAxDhA+hiqVxZJIGZc0VJARNc8vNxyTXxsnW1gbmmG26fu5dJrzYCX8irf5xiWgXsV13zHW1RQ4qMHVCU9WaQCFU0rTF1Ht1P5psFL9b8oFyniRDV/x2moy2C0yaWgIcMy6DK6rWxj01zuEaIowsHNXuX7nCiIhTqPMTMjE+HBEQgPeQVpprTQrpMbSnz0gG9pV3Aqxo45hoFv6eKfheuSX6/6aN6vsWyU4bNvRdZ4eP8feyjdlZsQjWBtATa37QikYAqpeB7RPzaO1pj41yiAQY4EiGEZVPatgF6TOgEAKvtWAKti/g7DMqjT2hsjfh0IADnaMgyD+p3qoM2QZpp9EQCkmVL8O283vio9CiOqTcKIqhPRz+1bbF+0Dzyv/USeEh89MLC6d7ZJzV/iRRGDvKl2SGFiWRbTNo/FmBXD4VzGSf542erumLF1AobN76fVeARRxN13b3HhRRiefVC+OSspPhiGAWMxVEULFmBsANP22gqJ6IG2Q5vj1+MzUd2vivyxko7WGPRzb/x+epa8cn2PCR1VVhyXGEnQ7usW6Du1K2bvmYKKdT99kHNws8M3iwdhzt4fNF6LRxAEzOu7FJvn/IeE94nyx+Oi4vHPzG34deCfuW8Vo2G0nP0LulrO/u+9IMw6fwYcw8iHvrL+PdOvGYbXqqO1WAydKIpI/JAElmN1Uh7+yONQ/HY5AK8SP+0JVLOUM35p1hLVHZ1UPJMUdaLIQ4ybBKQfg+xzadawBAcwxmBs/gFjrN/bAZDCk5qUioy0TFjalshRHVkURayZvAl7lx/JUXwTYDBr92Q07JK96n1yQgqkGVJY2VkW2oq1i3uuYW7vP1S2mX9oOnw7FvweR3V88kmXBQzvvH2Df4Ju40qErIBhfVd3DKtZG3Vd9HunW6I5u4MfYOrpEzkeZxkGRiyH3b2/QlVKfoo1URSAtKMQU7YC0icAYwaYdgBjPgiMRHtD3qIo4uGVULx9HglLmxKo3ao6jE0Lb7sGUnCiKOLG0dvYv/IYQgOfQmIsQcOu9dB9fHudFSWc1mYugs49VDq3iOVY1OtQC/MOTC/wtSjxySfasoLoSmpmJnzXr0FShuLlpBzDwMfFFdt69tFyZMTQ3L3wEMtG/oXXT97KH7OwNsfgOX3QfXwHrdezIUVXf/dvEf1K9XB96QrO2Bj6Z4Gvpe79m+r4EIUiw6Nx80QQMjOkqFinLKrUr0hvdoXs1POnSpMeQDbX69rrCLxKiIerlbUWIyOGJPhqKKa3mQf+i0/oyfEpWD1xIzLSMvHVtG66CY4UOSVKWqhOfBighI12pxRQ4kOySU1KxdJv1uD8f1cAUTbhUhRFlKnujp+2f19k93ApCt4mJWab46WqHSU+pLD8PX0rBF5QWuhu85yd6DSqtU7mv5Gip8UAP2z4aZvSnycGDFr299NqTLSqi8gJgoBZ3RbLSpZ//BnNGgkND36FiU1m5dplSfLP1sxcrZpOdmbmWoiGGKKol9G4fzFE+eogAJkZUoPY1oBoRodvWsLGqaTCekSshIW9qy3aDG2m1Zgo8SFyd87cR9DZB0pKngtIjk/BnmWHdRCZYWhbrjyMOeVLSRkAVR0cUdbGVntBEYPy4V1crm04jkOsGu0IAQArW0v8cf4XuFZ0BiBbZSZbaQZ4VHHFH+d/gYWVdj/M0VAXkTuz7SI4CZttg7vPCbyAk5vO49s/hmg5MsNgZWKKcfUa4I+rl3IcYyAbdpzWqIn2AyMGw9bZJtc2PM/DziX3doRkca3gjL8fLEPQuQe4HxAChmFQo5kXajTx0sncUUp8iFx8dKLSpCdLUlwyRFGkic6FZHTdeuAYBitvXEWqVCrfrtLe3AILW7RGY3faL4wUHkc3e9RsXg33AoKVLj82NjGCX6/6Wo6MFHUMw6BWi+qo1aK6rkOhxId84uRuD07CgZcqLyFu52JDSU8hYhgG39ath4E1auL8i+eITUuDm5U1Grt7QMLSyDQpfCN+G4iJfjMBUVQ41+frhQO0PjRBiCbROymRa/d1C5VJD8sy6DSKNurUhhLGxuhUsTIG1aiJZp5lKOkhWlOpbjksOTsHHlWzr+C0drDChNUj0eP7jjqKjBDNoAKGXzD0AoZLR67BsfVn5Ku6srASFqXLlcLKawthYU3LWIsSMfMBkH4RgBQwqgEY+4FhKJEiqomiiKd3wvD2eSRK2JRAjSZVIDHSr0GCjLQMXN4fiJchr2BuaYZG3evBpVwpXYdlUJ4GheHG0TuQZkhRyacc6rarCU7FIo3CRJWb88nQEx9BELB90T7s/uMQkuKSAchm4Tfp3RBjVgyDtb3hfU2KKpF/DzFuHJB5EwAH2RRpKcCVBlPSH4yRl44jJCT/rh66id+HrkJibDI4Iw6iIEIQBLTs74dJ676l7TUKWXxMAub1XYq75x6C5VgwDANeysPBzQ6zd09BJZ/yWo+JEp98MvTEJ0tGeiYeBz5FZoYUZaq7o6SD5grm8TyPwGNBCLv/EiZmxmjQpS6cy9L+U5okipkQ3/cApE8BfDl8yQGMORj7Q2A4F12ER0iBPLgUgsnN50AUBHx5B2NZBn696mPmjkm6Cc4A8FIe4+r/iGd3X+SYBM9yLCRGHLqMbgfXis7w61kfVnaWWomLEp98osSncD24FIIF/ZYj5vUHcBIWgiBCFEU069MQk9ePhqm5ia5DLBbE1KMQ479X0YIDzAeDtZqhrZAI0Ziprefi7nnlG18CwLr7S+FZlSrNF4YrBwIxu/tilW0YhoEIERIJh34zemDQ7N6FvjBG3fs3DfQTrQl78BLT2szD+7exAABe+rEsvggE7L6G+V8tA+XhmiGmHYHqX28eSDuorXAI0ZjE2CTcOXNfZdLDciwu/HdFi1EZlvP/XVZYiflzoih7b5dm8tgydxe2LdirpehyR4kP0ZptC/dAmskr3LNF4AVcP3wLj2481UFkxZAYD0B1TSYISVoJhRBNSo5PybUNyzLyOYpE85Jik1UmnopsW7gHyQm5f++0oVgmPikpKfDw8MCUKVN0HQr5SJopxcXd11T+snASDue256xaTPKBKwPZhGZlGICjYQBS9Ng4WcPY1EhlG14q0OquQlS6vLN82wl1ZaRl4vrhW4UUUd4Uy8RnwYIFqF+fKovqk7Tk9FyrQkMUkRhLvRCawJj3Qc5JzV+26aedYAjRIBMzE7QZ0kzlUAtnxKHlQO3u+G1I2o9omfv7+RcYhkHCB/14fy92ic+TJ0/w6NEjtG/fXtehkM+YWZrCwlp1tVcRgHMZWt2lCYxRdcBskJKjLGBUEzDvo82QCNGYwXP6wM7FBuwXvQ5Zk2fHrBgOK1vVK4lEUcSjG0/w5+h1mN19MZZ/uxYPr4TSPEM1lK3hgd6TO+fpOaIo6s3qXb1KfAICAtC5c2e4uLiAYRjs378/Rxt/f394enrC1NQUvr6+uHHjRrbjU6ZMwaJFi7QUMVEXx3Ho+E0rlZ/SREFEu+HNtRhV8cZYzQRjORNgP+vyZywA86FgbDeCYWgFHSmabJxKYuW1RWjZ3w8So09Duh5VXTFr9xR0GtVa5fN5KY9fB/2JcfV/xNG/T+PKgUAc33AG3zeeibm9/0BGemZhv4Qi75vFgzDefwQc3e1zbcswgE2pkqjbxlsLkeVOrxKf5ORkeHt7w9/fX+HxnTt3YtKkSZg9ezZu374Nb29vtG3bFlFRUQCAAwcOoGLFiqhYsaLa10xPT0dCQkK2P6Rw9J3WDU4eDkqTn8Fz+sDR3UHLURVfDMOAsRgMxuEcGPujYOwOgnG8CtZqOhjGTNfhEVIgds42mLpxLHZFrsfq24ux6clKrL37B/x6+Ob63H9mbse57ZcBQD5kk/X35f03sHbK5sILvJhgGAadv2uLLc/98ffDZZi5YyKMzYxzvL8zLAMwDCav+xacRDcVnb+kt3V8GIbBvn370K1bN/ljvr6+8PHxwapVqwDIqgy7ublh3LhxmD59OmbMmIF///0XHMchKSkJmZmZmDx5MmbNmqX0OnPmzMEvv/yS43Gq41M4YqPisfaHzTi/4zKkmbI5KI4eDhg4syfaf91Sx9ERQoq7lMRU9Ck1AumpGUrbSIwl2Pl6rdYK7xUXz++FY+0Pm3Hr1D35YxXrlsPXiwagdsvC35W9yBcw/DLxycjIgLm5OXbv3p0tGRoyZAji4uJw4MCBbM/fuHEjHjx4gCVLlqi8Tnp6OtLT0+X/T0hIgJubGyU+hSzhQyLePH0HEzNjeFR1A0ubcBZpgiDg9un7CLv/EqbmxvDtVAeObrl3gROibdeP3MLMzr/m2m7mjolo2qehFiIqfqJfvUf0q/co6WCl1dV16iY++rXjnAoxMTHgeR5OTtknRzk5OeHRo0f5Pq+JiQlMTGiug7ZZ2VrCqh59mioOgq+GYmH/FYgMjwbLsRAFESvHrkfrwU0xYfU3tGcS0SuZGVK12hnCPJ/U5DREvYyBmYUJHNzsNVZZ2cHVDg6udho5V2EoMolPXg0dOlTXIRBS7L14GIEfWs2F9ONN4vM6Tae2XEBKYgpm7/5BV+ERkkM5b0+12pWvVaZwA9GhhA+J2DhzB05uOi8f8itT3R2DZvdRa45UUVdkxhfs7e3BcRwiIyOzPR4ZGYlSpahQFSG6sG3BHkgzpRAUVOMWBRGX9t7Ak9vPdRAZIYo5l3VC3bY1lRbg4yQsqjWuDA8vV9w8eRfLRq7BwgHLsWXuLkS/eq/laDUvMTYJExrNxJF1p7PNc3rxIAJzey3BAf/jOoxOO4pM4mNsbIw6dergzJkz8scEQcCZM2fQoEEDHUZGClsGz+PQ40cYdmAvumzfgjFHD+LCizAI+jk9zWBkpGciYM81CCoKmXESDme3UTVuol8mrfsWNqVscqxAYjkWlraW+G7pUIxv8BNmtJuPExvP48LOK/h33m4M9PwO+1ce01HUmrF94V68efouRxX9rOm+qyf+g9ioeF2EpjV6NdSVlJSEp08/7dUUFhaGoKAg2Nrawt3dHZMmTcKQIUNQt25d1KtXD8uXL0dycjKGDRumw6hJYYpLS8XgfbvxIDoKLMNAEEWExETj2NMnaFO2PP5s3wnGnH4skTQ0aUlp4DNVV4cGRCR8SNRKPISoy8HVDv+7+Rv2Lj+Co3+fRkJMIixtLNBueAv0mNgJ8/sslfdU8tKsn3FZYuA/YQMc3e3RsKuPjqLPP17K4+jfZ1RuHSQIIk5tOo8+P3TVYmTapVeJz82bN9G8+acCdpMmTQIgW7m1ceNG9O3bF9HR0Zg1axbevXuHmjVr4vjx4zkmPJPiY8rJ4wiJiQYAeQ8P//HvU8+fYtm1y5jWqInO4jNkFtbmMLM0RWpimtI2ogiU8nDUYlSEqMfG0RqD5/VFqaF1sPPBPbxLScIlCzMIAYF4eCVU6fMYlsHWBXuKZOKT8CEp101eWY7Fq8dvtRSRbuhV4tOsWbNcy4WPHTsWY8eO1VJERJfC4mJx9oXy+SEigC33gjCuXgOYG6netJBoHifh0H54S+xfdUzpJ0hRENFmaDPtBkaIGpIzMjD84F4Evnkt701+HhuL4IPhsOEYgFd8LxIFEY9vPkNsVDxsHK21HHXBmFqYgGEZiArm5MmJyHV7IXXxPI/QwGdIS0qDa0VnvSlQq1eJDyGfuxrxMtc2KZmZuB/5Dr6utNO4Lnw1ozsu7r2GD29jFW5aOPDnXnDy0I83O0I+90vAWdx6+wbAp95kQRTBZAoQAeS2sDszTXkBRH1lZmEK3w61cePYHaUfVngpj2Z9C16/6Oi609j8y394/yZW9gAD1G1TE+NWfa3V2j6KFJnJzcTw8KKY65tPVjuiGzaO1lh5bREad/fNNlHUvrQtxv/vGwya3VuH0RGiWExKCvY/ClG4QCLDxVxpb0+WEiUtYOtsU1jhFar+P/UEw0BhzR6WY1G3rTcq+ZQv0DV2/LYfy0b99SnpAQARuH36HsbV/xHvXkQV6PwFRT0+RG/VLuWM3FIaI5aFlwP1KOiSnbMNZu6chNioeLx+/AYm5iYo6+0BrhAmnfOCgPPhYbj0Mhy8IKBmKWd0rFAJJhJ6KyPqu/32NaSC4h6PpNp2sNsfDjaNV/jBi2VZdBrVGhKjovkzV8W3An7ZNxWLBv2J5LgUSIw4CIIIgRfg26E2pv87vkDnj42Mw8aftys8JvACkuOTsXnOf5i6UXdTVormd44YhKqOTqhVyhn3It8p7NVhGQbdK3uhpCltuKkPbBytC3XOQ3hcHIYd3IMXcXGQfNzi5N/7dzH/4nn81akrfFxcC+3apHhR9YFKNOYQNag8Sq1/DIZhIH42JMSyDCrUKYv+M3si9H0Mdj68j4j4OFibmKJzxcrw8/AEq6Hqx4XJt2Md7Hy9Fhf3XEd48CuYmpugYTcflKnmXuBzn/73osK6Xll4qYBz2y9hnP8ImFmYFvh6+UGJD9Frf7brhN67tyMqOVneLc1A9sZV1cERM5s0V/l8UjykZGai/97/EJWcBADZPq0npKdj6P49ODZgCNytS+ooQlKU1HRylk9oViSlqg1eT6yKbk9NcPuwbD6MrbMNuoxuix7fd8Sy29fw951b4BgGvCiCYxjsfRSMOs4uWN+lB6yKwDZIJmYmaDVQ8ytio15Gg+NYSAXlpS6kmTziouJhVoYSH0JyKG1lhaP9B2Pb/XvYHfIQH1JTUNrSCv2re6NnFS+YSmg1lyE4GBqCt0mK6wEJoogMnsfGu3cwixJhoganEiXQvnxFHH/6WGFvMscw8GvijUW/dwPP88hMl8LEzBgMw2DT3dv4+84tAJ/mF2b9HfTuLSadPIq/O3fX3ovRM9b2Vip7fADZ/CJLmxJaiignSnyI3itpaobRPr4Y7VP895Ahih17+lje06cIL4o4/PgRJT5EbfObt8Lz2A8IiYmW/2xlDVKVtbHFr63aAAA4jgNnLpuvxgsCVt+8ofScvCjibNhzPPvwHuVstbtJZ2ZGJq4cuImwe+EwNjNGgy51NTJ0lVfN+zXCptk7lR5nORb12tdCiZIWWowqO0p8CCF6LzkjM9eJ7qmZ6u26TQgAWJuaYk+fftgbEowdD+8jMikRDhYl0LdqdfSsUlVhbbDH72MQlZys8rwsw+DcizCtJj53zt7Hgq+WIz4mAZwRB1EQ8c/M7fDtWBsztk6AhZVm6vKoo3R5Z3QY2QrH1p3Gl51pDMuAk7AYPKeP1uJRhBIfQojeq2Rvj7uRb5WWLmAZBhXstPsJmxR9phIj9K/ujf7VvdVqn6FkJdjnRFHEsmuX8fftm2jmWQZDa9ZGZfvCW3n67O4L/NhhoXxrjc+3kQk8HoTZ3Rfj99OzFS5fLyzjV8kmLh9YdQzSTF42SVwU4ehmj2mbx6FC7bJai0URSnwIIXpvQHVvbH9wT+lxQRQxuEZN7QVEDFLZkjYw5jhk8Mon7ooAUqVSpEql2BPyEHtCHmJFu47oUKFSocS0fdFeiIKgsBqzwAu4e+4hHlx6hOp+VQrl+opwEg7f/jEE/WZ0x7XDt5CalAb3yqVRs0U1sKzuywdS4kMI0XteDo4YV68+Vt64lmOuDwOgdbny6Fyxso6iI4bC0sQEPSp7YVfwA7UKp/KiCIjAhONH4F3KGaUtrfJ97fDgCBz83wncvRAMlmXg07Ym2o9oiUt7ryusmp6Fk3A4v/NynhOf1KRUnN12Cc/uhsPY1AgNOtdFjaZeeeo5sra3Qtuh+jfvjhFz2xzLwCQkJMDa2hrx8fGwssr/DykhRPMOhIZgzc0bCH0fAwBwLmGJYTVrY2jN2vLaPoQUpoT0NPTZvRNPP7xXuhw+B0FEzTcMdswbD2OTvK9EPb7hLJZ+swYsx8iTHJZjwbIMpJnKe5+y2jXv1wjTN6tfmPDqoZtYNGAFUpPTwEk4QJRtZVGxbjnMPzQdNk4l8/watEHd+zclPl+gxIcQ/SaKIuLS0iAVBdiZmReJgnGkeEnKyMCmu3ew7f5dpWUWvmT6LAHDk5wwZf3oPF3r8a1nGFtvhuINvFUtdfyI5VgMnNlL7e1jQm8+w4SGP0LghRyTk1mORZnq7vAP/LVQKrMXlLr3b/qI9JG/vz+8vLzg4+Oj61AIISowDAMbMzM4mFtQ0kN0ooSxMcb4+OLy8JF4Nm5S7gULRRHgRZzceB5RETF5utb+lcfAckp+zsWPe26p+DUQRRFth6s/3LTj130QP4b8JYEX8CzoBW6euKv2+fQRJT4fjRkzBsHBwQgMDNR1KIQQPZSckYHTz5/iYGgIHsVE6zocoicYhoGfuwc4VUm4CJiHxgMArh68mafz3zp1V+UcHlEUYWxilG2TYFlcsr+/XjgAjm72al2L53lcORAIQeWcIRaX9l5X63z6iiY3E0KICoIo4s/rV7Hu9k2kSjPlj9dwKoXFrdqiop16NxVSfA2vWQdHnjxWfFAQwWQKsLoWBZZjkJqUlqdzqzMZxbWSC6o2qISTm84jPTUDAFC6ogsGzuyFlgP81L4Wn8lD4FUv2RcFEWnJeXsN+oZ6fAghRIW5F87izxtXsyU9APAwKhK9d21HeFycbgIjeqOWswt+rtcYEGRDWgBkGcvHpMd57SNwyVLwUgEeXnnbTNe7mRc4ifJbNcuxqNOqBsb/7xvsivwba+/9gU1PVmJD8PI8JT0AYGRiBAe33OthuVcp2hsCU+JDCCFKvIiLxeZ7QQqP8aKIlMxMrAq8pt2giF4aVt8XPYMYlLwcCZOXSTB5kQTbYxFwnxcEs2eJYFgGts42qNe+Vp7O2318R5VDXQwDdPpWtr2GWQkzlKnmDpdypfJVsJBhGHQZ3Q4Mq/q57Ya3yPO59QklPoQQosS+R8Eq527wooiDoSFIl9J2GQSYtmAoKl1PgPufwXBd8RA2p95AkpQJlmPBSThM3zJOtjw8D7zqV8To5cMAIFvPDydhwXIspm8ZD5dypTT2GrqPbw+vBhVzJD/sx/+PXjEcDq5Fu0o6JT6EEKJEdHJyrp+cMwUBCenpWoqI6DP70nbwD/wVHUe0gomZMQDZ/lS+HWtjxeX5qNWier7O2318B6y6vgjN+zWGo5s9nDwd0P7rllh7dwma9W2kyZcAEzMT/HbyZwyc2QvW9pbyxyv5VsC8g9PRdUw7jV5PF6iOzxeojg8hJMuya5fxv8DrKqv0GrEs7n07DiYSWitCPslIz0RCTAIsrM1hVsJM1+HkC8/ziItKgLGpESxtSug6nFxRHR9CCCmg7pW9VCY9HMOgS6UqlPSQHIxNjGBf2q7IJj0AwHEc7JxtikTSkxeU+BBCiBKeJW0wxFvxZFSOYWBhZIyxPvW1HBUhpCAo8SGEEBV+btIcE3wbwNwo+x5L1Z1KYVfvfvAoWVI3gRFC8oXm+HyB5vgQQhRJyczE1YiXSJFmoqKdPSpR4UJC9Iq6928amCaEEDWYGxmhZdlyug6DEFJANNRFCCGEEINBiQ8hhBBCDAYlPoQQQggxGJT4EEIIIcRgUOJDCCGEEINBiQ8hhBBCDAYlPoQQQggxGJT4EEIIIcRgUOJDCCGEEINBiQ8hhBBCDAYlPoQQQggxGLRXFyGEEGKgHt14gqBzDwFRRDW/KqjasBIYhtF1WIWKEp+P/P394e/vD57ndR0KIYQQUqiiX73H3N5/4NH1J2A52eCPwAso6+2B2bunwKVcKR1HWHgYURRFXQehT9Td1p4QQggpilKT0/BtzSmIDI8GLxWyHeMkLEo6WmPtvT9gZWupowjzR937N83xIYQQQgzImX8v4s3zyBxJDwDwUgEf3sXh+PqzOohMOyjxIYQQQgzIma0BYKB8Ho8oiDi1+YIWI9IumuNDCCGEGJD4mATkNsslPiYRu5YcxLO7L2BkYoQGXerCt2NtcBynpSgLDyU+hBBCiAFxreiC10/eQeBzDnUBAMMwiI2Kw7rp/4JhGDAMcHzDWbhVLo1fT8yEo5u9liPWLBrqIoQQQgxIx29aKU16AMh6g0TZkJfAC/K5QK+fvsX0tvPAS4v26mdKfAghhBAD4tO+Fvx6+ua5Xo8gFRDx6A2uHb5VSJFpByU+hBBCiAFhWRY/bZ+IQbN6w9LGQv64uZVZrs/lJCyuHAwszPAKHc3xIYQQQgwMJ+EwaHZv9J3eDS+DX0EURZQq44gedsNUPk8URGSkZWopysJBiQ8hhBBioIxNjFC+Vhn5/53LOuJtWBSgZNGXCKBsdQ/tBFdIaKiLEEIIIQCAbmM7qKzxw3Is2g1vrsWINI8SH0IIIYQAADqPboPararnmPjMcizAAJPXfQcbp5K6CU5DKPEhhBBCCADAyNgI8w5Nx6glg+Hk6QAAYBigTusaWHJmDloPbqrjCAuONin9Am1SSgghhMjq+aSlpENixMHI2EjX4eRK3fs3TW4mhBBCiqHUpFSc2XoJF/deQ2piGsp5e6DTt21QzttTreczDAMzC9PCDVIHqMfnC9TjQwghpKh79fgNfmj5C2LefAADBqIogpOw4KUCBs/ug0Gze+s6RI1T9/5Nc3wIIYSQYoSX8vixw0J8eBcn23riY/9G1tYTm3/5Dxf+u6LDCHWLEh9CCCGkGLl2+BbePo9Uvgkpy2DHb/u1G5QeocSHEEIIKUZunbwLTsIpPS4KIp7eCUNyfLIWo9IflPgQQgghxYiqndc/lzX0ZWhoVRchhBBSjJT19gAv5ZU3YIBSno6wtC2hvaD0CPX4EEIIIcVEanIaDv91Mtd2PSZ0zFGd2VBQ4kMIIYQUE0fXnsaLB69UtqnZrCq6jGmrpYj0DyU+hBBCSDFx+K9TEJVtrQ7Zii5HdwdwnPLJz8UdJT6EEEJIMRH1Mhoq8h6Igoi3YZHaC0gPUeJDCCGEFBOWNqonLLMci5KO1lqKRj9R4kMIIYQUE62HNAPLKb+1C7yAlv39tBiR/qHE5yN/f394eXnBx8dH16EQQggh+dJtXHtY2pZQmPywHIvK9cqjfqc6OohMf9AmpV+gTUoJIYQUBY/fx2DLvSBciXgJBkAjdw8MqlETpjHpmNdnKZ7fCwfDMvL9uup3qoNpm8ehREkLXYdeKNS9f1Pi8wVKfAghhOi7vSEPMfX0CTAA+I+3cY5hIAL4o017dKlYGSHXHuPRjafgJBzqtPGGawVnncZc2NS9f1PlZkIIIaQICX0fg6mnT0D4ot8iKwGafPIYqjk4wqtBJXg1qKSLEPUazfEhhBBCVPjwLhZvn0ciIz1T16EAADbfvQNVNZcZAFvuBWkpmqKHenwIIYQQBa4cCMS/83bjye3nAABzKzN0GNEKA2f1goWVue7iingp791RhBdFXI54qcWIihZKfAghhJAvHPzfCawc+7dscvBHKQmp2LviCO6cuYelAfNgbmmmlVhEUUTItce4ciAQ6akZQGIEmCrmEE2UV1+mybvKUeJDCCGEfOb921j87/sNAGSVjj8n8ALCHkTgv98PYOjcr/J1/uT4ZDy88hi8lEeF2mVgX9pOaduED4mY0/133L8YAk7CgWEASSYPTxMWkYPKI6WabY7ncAyDRm7u+YrNEFDiQwghhHzm5MbzORKezwm8gMNrTmLwnD5gWfWnymakZ2L99K04/NdJZKTJ5guJDJBW0w71f2yP75o3RjnbT0mQKIqY2flXhN54CgDgpbz8GJMuoNSGx3g9virSPS2zXUcEMKhGzRzX56U8MjOkMDEzNtid2QGa3EwIIYRkE/H4NZBLYhAfk4iUhFS1zykIAub3XYp9K4/Kkx4AYETA9O57BI7dg84bNuLG6087qwede4CQq48h8EKO82VFZ3P6jfwxjmHAMgyWtG6P8p8lUA+vhOLnrr+ig2k/dC4xEAM8v8N/vx/Qm8na2kY9PoQQQshnzEuY5dojwrIMjM2M1T7nnTP3cfXgTYXHGAEwikqF6eW3GG11EFe+HgVjjsPFPdfBSbhsPT1fPs/iYSw8zK3AGLNo7OaBQTVqoYLdp6Tnwq6rWNBvGRiGgfCxFys64j3+nrEV14/exqLjM2FsYqT26ygOqMeHEEII+Yxfr/pKkw0A4CQs6neum6eE4fg/58BKVNxyRcDySiQ+pKXixLMnAIC05DTkWmNYBA737o+zg7/G3OatsiU9ibFJWDxkJURRzNFrJAoi7l8Mwd5lh9V+DcUFJT6EEELIZ2o08UI1vyoK97vK6gjqN6N7ns4Z/TIGgjTnkJX8vAAk8RmQsCweREUCANwqlc418SnpaA0zJavLTm2+gMx0qdIlXqIgYv+qYxAE5XEVR5T4EEIIIZ9hGAZz909FjaZeAGQ9PBIj2dJxM0szzNk7FZXrVcjTOW1dbFTumi4C4EsYASJgzMmu1XZYM7Cs8iE3lmXQ5bu2SidYP78bDpZTPWT3/k0skuNTco2/OKE5PoQQQsgXLG1K4PfTsxEa+FReP8ezmjua9W0IU3OTPJ+v9aCmuLj7mvIGDJBQ3wFSUUBzz7IAANtSNhjz59f4c/Q6MCyTbaUZy7Eo5+2JXpM7KT2lbA5S7qu3jAxsjg8lPoQQQogSlXzKo5JP+QKfp16HWqjR1Av3L4bkWCovsoDU2hjJjUuhViln1Cr1aTPRzt+2gX1pW2ydvwehgbJl7RbW5ug0qjUGzOwJsxLKiyg26FIXh1afUHqc5Vh4N/XKVyJXlNHu7F+g3dkJIYQUhtTkNPz53Tqc2XYxW/KTWt4KkQPKoUIFV2zq1hMO5hYKnx8XHY+M1AzYlCoJI+Pce2kEQcDoOlPx4mEEeEXzixjgt5OzULtl9Xy/Jn2i7v2bEp8vUOJDCCGkMMW8+YBTh6/jang44kubwracIzqUr4jmZcpCkoeCiOp4/zYW09vOw4sHEeAkLERBhAjZ/KDv14xCu+EtNHo9XaLEJ58o8SGEEFKc8DyPwGNBH+cqpcOzqjvaDmsG21I2ug5NoyjxySdKfAghhJCiR937Ny1nJ4QQQojBoMSHEEIIIQaDEh9CCCGEGAxKfAghhBBiMCjxIYQQQojBoMSHEEIIIQaj2CY+cXFxqFu3LmrWrIlq1aph3bp1ug6JEEIIITpWbPfqsrS0REBAAMzNzZGcnIxq1aqhR48esLOz03VohBBCCNGRYtvjw3EczM3NAQDp6ekQRRFUq5EQQggxbPlKfF6/fo2BAwfCzs4OZmZmqF69Om7evKmxoAICAtC5c2e4uLiAYRjs379fYTt/f394enrC1NQUvr6+uHHjRrbjcXFx8Pb2hqurK3744QfY29trLEZCCCGEFD15TnxiY2PRqFEjGBkZ4dixYwgODsYff/wBGxvFe35cvnwZmZmZOR4PDg5GZGSkwuckJyfD29sb/v7+SuPYuXMnJk2ahNmzZ+P27dvw9vZG27ZtERUVJW9TsmRJ3L17F2FhYdi2bZvS6xFCCCHEMOR5r67p06fj8uXLuHjxYq5tBUFA7dq1UaFCBezYsQMcxwEAQkND0bRpU0yaNAlTp05VHSDDYN++fejWrVu2x319feHj44NVq1bJr+Xm5oZx48Zh+vTpOc4zevRotGjRAr169VJ5PdqrixBCCCl6Cm2vroMHD6Ju3bro3bs3HB0dUatWLaUrpliWxdGjR3Hnzh0MHjwYgiDg2bNnaNGiBbp165Zr0qNMRkYGbt26hVatWmW7VqtWrXD16lUAQGRkJBITEwEA8fHxCAgIQKVKlZSe09/fH15eXvDx8clXTIQQQgjRf3le1fX8+XOsXr0akyZNwo8//ojAwECMHz8exsbGGDJkSI72Li4uOHv2LPz8/NC/f39cvXoVrVq1wurVq/MddExMDHieh5OTU7bHnZyc8OjRIwBAeHg4Ro4cKZ/UPG7cOFSvXl3pOceMGYMxY8bIM0ZCCCFE294+j8Sh1Sdw72IIWJZF7VbV0XFkazi4qrci+cXDCBxafQKPrj+BkakR6neqi/Zft4C1PY1gZMlz4iMIAurWrYuFCxcCAGrVqoUHDx5gzZo1ChMfAHB3d8eWLVvQtGlTlC1bFuvXrwfDMAWLPBf16tVDUFBQoV6DEEII0ZSz2y9h8ZCVEEVA4AUAQGjgU+xachBz9v4An3a1VD5/359H8b+J/4DlWAhS2fODrz7Gjl/3YdHxmajiW6HQX0NRkOehLmdnZ3h5eWV7rEqVKnj58qXS50RGRmLkyJHo3LkzUlJSMHHixLxH+hl7e3twHJdjsnJkZCRKlSpVoHMTQggh2hZ2Pxy/DV4JXirIkx5AlgBlpksxu8fviIqIUfr8O2fv43/f/wOIkCc9ACAKIlIT0/BjhwVITkgp1NdQVOQ58WnUqBFCQ0OzPfb48WN4eHgobB8TE4OWLVuiSpUq2Lt3L86cOYOdO3diypQp+YsYgLGxMerUqYMzZ87IHxMEAWfOnEGDBg3yfV5CCCFEF/avPAZlAyGiKILP5HHkr1NKn7976SGwnOJbuiAISIpLxuktAZoItcjLc+IzceJEXLt2DQsXLsTTp0+xbds2rF27FmPGjMnRVhAEtG/fHh4eHti5cyckEgm8vLxw6tQp/PPPP1i2bJnCayQlJSEoKEg+VBUWFoagoKBsvUqTJk3CunXrsGnTJoSEhOC7775DcnIyhg0blteXRAghhOjUjeNB4D/rqfmSwAsIPBGk9Pjt0/ez9RR9iQGDO2fuFSTEYiPPc3x8fHywb98+zJgxA3PnzkWZMmWwfPlyDBgwIEdblmWxcOFC+Pn5wdjYWP64t7c3Tp8+DQcHB4XXuHnzJpo3by7//6RJkwAAQ4YMwcaNGwEAffv2RXR0NGbNmoV3796hZs2aOH78eI4Jz4QQQoi+U5W0yNtIeaXHREH180VRVJlYGZI81/Ep7qiODyGEEG2b328ZLu25pjQ5YTkWXUa3xZgVwxUen9jkZwRffaw0gWJYBsPn98NX07trLGZ9U2h1fAghhBCiWd3HdVDZIyOKIjp/11bp8R4TOipPehjAyFiCtsNbFDjO4oASH0IIIUTHqjashJGLBwEAOMmnWzMnYcEwDCat+w7ulUsrfX7jHr7oNakzAGSb5MxJWHASDj//Nxk2jlSjDqChrhxoqIsQQoiuPLgUgr0rjuJeQDBYlkGdNt7oPr4DKtYpl+tzRVHEzRNB2L/qGB5dfwqJsQSNuvqg2/gOKpOm4kLd+zclPl+gxIcQQggpemiODyGEEELIFyjxIYQQQojBoMSHEEIIIQaDEh9CCCGEGAxKfAghhBBiMPK8ZQUhhBCi7z68i8W1w7eRlpwGDy9X1GpZHSxLn/UJJT6EEEKKkcyMTKyeuBFH1p2GIBXAsAxEQYSTpwOmbx6Hao2r6DpEomOU/hJCCCk2ln6zBofXnILwcfsHUZCVqot+GYOpbebh2d0XOoyO6ANKfAghhBQL4SGvcHpLABTV5RUEEXwmj63z9+ggMqJPKPEhhBBSLJzdejHbPldfEngBl/ffQGpymhajIvqG5vgQQggpFuJjEmVbkasg8AKS45JhZmGqpah0IzI8Gof/OoWQa48hMeLg064W2gxtBkubEroOTeco8SGEEFIsOHk4yOf0KGNsagQr++K9D+OpLRewZPj/AMgSPQC4ffo+tszbhV+Pz0TlehV0GZ7O0VAXIYSQYqH14CYK5/dkYSUsWg9uBmMTIy1GpV2hgU/x+1B/CLwgT3oA2c7tqQlpmN5uPhJjk3QYoe5R4kMIIaRYsC9thyFz+io8xkpYWNtZYuDPPbUclXbtXnYILKd4uE8QBKTEp+LU5gtajkq/UOJDCCGk2Oj/Uw9MWD0Sdi428scYhoFvh9pYeW0R7Evb6TC6wnfj6B3wUkHpcVEUEXjsjhYj0j80x4cQQkixwTAMOo1qjfYjWuDp7TCkJqXBtZIL7F1sdR2aVnw+vKWMVMprIRL9RYkPIYSQYofjOFTyKa/rMLSucr0KuBcQrDQBYjkWVXxpcjMhhBBCioHu4zvk2uvTcWRrLUWjnyjxIYQQQoqJBl3qosf3HQHIeneycBIWDMvgh3/GwMnDQVfh6QUa6iKEEEKKCYZh8O0fQ+DdrCr2/XkUj248Bcex8O1YGz0mdDTI4b8vMaKqogcGKCEhAdbW1oiPj4eVVfEuckUIIYQUF+rev6nHhxBCCNGQ0MCnOPzXKTwLegHTEiZo0rMBWg9uAgtrC12HRj6iHp8vUI8PIYSQvBJFERt/3oFtC/eCk7CyWjoMwIBBSUcr/H52DjyquOo6zGJN3fs3TW4mhBBCCujcjsvYtnAvAHwqICjKEqL4mET82H4BpJlSHUZIslDiQwghhBTQf78fAMMq2SqCFxD1MgZXD97UclREEZrjQwghhBRAcnwyngW9UNmGk3C4ffoe/HrW105QkPU2PbrxFJf3XUd6SgY8q7mheb/GMLc001oM+ogSn4/8/f3h7+8PnjfsUt6EEELyhldjmwhAve0kNCUxNgm/9FqCu+cegpNwYBjZVhWrJ23CtE1jtZqA6Rsa6vpozJgxCA4ORmBgoK5DIYQQUoRY2pSASzknMIzioS4A4KU8vBpW0ko8oihidrfFuB8QIr+2NJMHRCA9NR3z+i7Fg0shWolFH1HiQwghhBQAwzDoObEzlC2SZlgGlrYl0KxvQ63E8/DyI9y/GKK4h0mUxbt1wV6txKKPKPEhhBBCCqjTt63RcoAfgOxbRbAcCxMzY8w9MA0mZiZaieXinuvgJJzS4wIv4ObJIKQmp2klHn1Dc3wIIYSQAmJZFlM3jUWjbvVw4H/HEXbvJUzMjdG0d0N0HdsOpTwdtRZLapIaCY0IpKekw8zCtPAD0jOU+BBCCCEawLIs/HrW1/nEYfcqpSEIqidSW9qWgKVtCS1FpF9oqIsQQggpRloPbgqOU357ZzkWnb9tA45TPhxWnFHiQwghhBQj1vZWmLB6JACA/aKoIsux8Kzqhr7TuukgMv1AiQ8hhBBSzLQb3gILjvyIKg0qyh+zsDZHr0mdsTRgrkEXMaRNSr9Am5QSQggpThLeJyItJR02TtYwMjbSdTiFRt37N01uJoQQQooxKztLWNlZ6joMvUFDXYQQQggxGJT4EEIIIcRgUOJDCCGEEINBiQ8hhBBCDAYlPoQQQggxGJT4EEIIIcRg0HJ2QgghxVJqUipObQ7A6a0BSHifiNIVnNHxm1ao36kOWJY+9xsqSnwIIYQUO9Gv3mNys9l4GxYJBoAoAm+fReLGkdto1K0eZu6cCIkR3QINEaW8hBBCip25vZYg6mU0IMqSHgAQeNmO5VcOBGLr/D06jI7oEiU+hBBCipVHN57g0Y2n4KWCwuOiKGL/ymPISM/UcmREH1DiQwghpFi5ez4YLKf69pYUl4zwhxFaiojoE0p8CCGEFCvq7r1Ne3QbJkp8CCGEFCvV/arI5/MoY25lBg8vVy1FRPQJJT6EEEKKFa8GFVGupidYieJbHMMy6PJdW5iYmWg5MqIPKPEhhBBSrDAMg9l7psC2lA0YlpE/zn78d53W3hg0p4+uwiM6RkUMCCGEFDvOZZyw7t4fOLb+LE5vufCxgGEpdBzZBk161Qcn4XQdItERRqTZXdkkJCTA2toa8fHxsLKy0nU4hBBCCFGDuvdv6vEhhBAD9OrJWxxYeQxXDgYiM0OKyvXKo9vY9qjdqoauQyOkUFGPzxeox4cQUtzdOHYHs7svhiAIED4W+WM5FgIvoO/Urvh60QAwDJPLWQjRL+rev2lyMyGEGJD4mAT80msJ+ExenvQAn7Zz2Ln4AK4cCNRVeIQUOhrqIoQQA3J8wzlkpmcqLd7Hciz2LDuMRt3qaTkywxQbGYerh24hNTEVrpVcULetNziOJl4XJkp8CCHEgDy88giioHyGg8ALCL4aClEUabirEPFSHmsmb8Kh1SfASwWwLAtBEGDnYoOpm8ahdsvqug6x2KKhLkIIMSAsx+aa0FDCU/j+HPs3Dqw6Lt9IVRBkf394F4efOizAoxtPdBlesUaJDyGEGJCazatBhPIeH5ZjUbNFNUp+CtGbZ+9wdN1phcONoiBCEERsmv2fDiIzDJT4EEKIAWk9qAksrM3lVYy/JPACek3qrOWoDMu5HZfBsspvvwIv4ObJICS8T9RiVIaDEh9CCDEgFtYWWHjkR5hYmGTbzoH7uK/VyN8Ho05rb12FZxAS3ycqTTzlRCAxNkk7ARkYmtxMCCEGxqtBJWx6sgpH153G1YM3kZmeiSq+FdB5dFuU8/bUdXjFnqOHA/hcdo+XGHGwcSqpnYAMDBUw/AIVMCSEEFKY4mMS8FXpkZBm8gqPcxIWzfs1xrRN47QcWdFGBQwJIYQQPWRtb4Vvfhuk8BjLsShRsgSGzv1Ky1EZDkp8CCGEEC3r8X1H/PDPGDh6OMgfYxgG9drXwsprC+H02eNEs4rtUFdcXBxatWoFqVQKqVSKCRMm4Jtvvsn1eTTURQghRFsEQcCzoBdISUxF6fKlYF/aTtchFVnq3r+LbeLD8zzS09Nhbm6O5ORkVKtWDTdv3oSdneofKkp8CCGEkKLH4Of4cBwHc3NzAEB6ejpEUVS6Nw0hhBBCDEOBEp9ff/0VDMPg+++/11A4MgEBAejcuTNcXFzAMAz279+vsJ2/vz88PT1hamoKX19f3LhxI9vxuLg4eHt7w9XVFT/88APs7e01GichhBBCipZ8Jz6BgYH466+/UKNGDZXtLl++jMzMzByPBwcHIzIyUuFzkpOT4e3tDX9/f6Xn3blzJyZNmoTZs2fj9u3b8Pb2Rtu2bREVFSVvU7JkSdy9exdhYWHYtm2b0usRQgghxDDkK/FJSkrCgAEDsG7dOtjY2ChtJwgCxowZg/79+4PnP9UrCA0NRYsWLbBp0yaFz2vfvj3mz5+P7t27Kz330qVL8c0332DYsGHw8vLCmjVrYG5ujg0bNuRo6+TkBG9vb1y8eFHp+fz9/eHl5QUfHx+lbQghhBBStOUr8RkzZgw6duyIVq1aqT45y+Lo0aO4c+cOBg8eLJu9/uwZWrRogW7dumHq1Kn5CjojIwO3bt3Kdn2WZdGqVStcvXoVABAZGYnERNk+J/Hx8QgICEClSpVUvqbg4GAEBgbmKyZCCCGE6L88b1mxY8cO3L59W+0EwcXFBWfPnoWfnx/69++Pq1evolWrVli9enWeg80SExMDnufh5OSU7XEnJyc8evQIABAeHo6RI0fKJzWPGzcO1atXz/c1CSGEEFL05SnxiYiIwIQJE3Dq1CmYmpqq/Tx3d3ds2bIFTZs2RdmyZbF+/XowTC4btBVQvXr1EBQUVKjXIIQQQkjRkqehrlu3biEqKgq1a9eGRCKBRCLBhQsX8Oeff0IikWSbx/O5yMhIjBw5Ep07d0ZKSgomTpxYoKDt7e3BcVyOycqRkZEoVapUgc5NCCGEkOIrT4lPy5Ytcf/+fQQFBcn/1K1bFwMGDEBQUBA4jsvxnJiYGLRs2RJVqlTB3r17cebMGezcuRNTpkzJd9DGxsaoU6cOzpw5I39MEAScOXMGDRo0yPd5CSGEEFK85Wmoy9LSEtWqVcv2mIWFBezs7HI8DsiSkfbt28PDwwM7d+6ERCKBl5cXTp06hRYtWqB06dIKe3+SkpLw9OlT+f/DwsIQFBQEW1tbuLu7AwAmTZqEIUOGoG7duqhXrx6WL1+O5ORkDBs2LC8viRBCCCEGJM+Tm/OCZVksXLgQfn5+MDY2lj/u7e2N06dPw8FB8SZsN2/eRPPmzeX/nzRpEgBgyJAh2LhxIwCgb9++iI6OxqxZs/Du3TvUrFkTx48fzzHhmRBCCCEkS7Hdqyu/aK8uQgghpOgx+L26CCGEEEK+RIkPIYQQQgwGJT6EEEIIMRiU+BBCCCHEYFDiQwghhBCDQYkPIYQQQgwGJT6EEEIIMRiFWsCQEEIIKUoSY5NweX8g4qMT4ORhj4ZdfWBsapz7E0mRQYkPIYQQgyeKIrbO34NtC/cgM0MKlmMhSAVYWJtjzJ/D0XpQU12HSDSEhroIIYQYvG0L92LT7J3ITJcCIiBIBQBAcnwKFg9ZhYt7r+s4QqIplPgQQggxaMkJKdi2YI/yBgzw9/R/QTs8FQ+U+BBCCDFo1w7dQkZapvIGIvDm6Ts8C3qhtZhI4aHEhxBCiEFLeJ8IhmXUakeKPkp8CCGEGLRSZRwhCrkPYzl5OmghGlLYKPEhhBBi0Hza1URJR2tASacPy7Go1rgySpd31m5gpFBQ4kMIIcSgSYwkmLD6GzBgcgx5sRwLI2MJxqwYrqPoiKZR4kMIIcTgNe7uiwVHf0SZau7ZHq/RxAvLL89H+VpldBQZ0TQqYEgIIYQA8GlbE3XbeCMi9A3ioxPg6G4PJw+a11PcUOJDCCGEfMQwDNwrlwYql9Z1KKSQ0FAXIYQQQgwGJT6EEEIIMRiU+BBCCCHEYFDiQwghhBCDQYkPIYQQQgwGJT6EEEIIMRiU+BBCCCHEYFDiQwghhBCDQYkPIYQQQgwGJT6EEEIIMRiU+BBCCCHEYNBeXYQQQookQRRxMPQRNt29jZCYaBixLFqWLYcRteqimqOTrsMjeooSH0IIIUWOIIqYcvIY9oeGgGUYCKKIDJ7HkcehOPI4FH+274T25SvqOkyih2ioixBCSJGzJ+Qh9oeGAJAlQVl4UYQgivj++FG8T0nRVXhEj1HiQwghpMj5J+gWGCXHRABSgceu4AfaDIkUETTURQghpEjhBQGPYmJybXcv8p0WoiFFDfX4EEIIKVIYhgHHKOvv+dTGiOO0FBEpSijxIYQQUqSwDIPG7h4qkx9BFNHMo4wWoyJFBSU+hBBCipxRdeplm9T8OY5h4GRhgQ4VaFUXyYkSH0IIIUVOfVc3zG/RGuxnw15Z/T+2ZubY3K03TCQ0jZXkRD8VhBBCiqR+1WrAz90D2+7fw4PoSJhyErQsUxadK1WBuZGRrsMjeooSH0IIIUWWq5U1pjby03UYpAihoS5CCCGEGAxKfAghhBBiMCjxIYQQQojBoMSHEEIIIQaDEh9CCCGEGIxim/jExcWhbt26qFmzJqpVq4Z169bpOiRCCCGE6FixXc5uaWmJgIAAmJubIzk5GdWqVUOPHj1gZ2en69AIIYQQoiPFtseH4ziYm5sDANLT0yGKIkQl5c0JIYQQYhjynPisXr0aNWrUgJWVFaysrNCgQQMcO3ZMo0EFBASgc+fOcHFxAcMw2L9/v8J2/v7+8PT0hKmpKXx9fXHjxo1sx+Pi4uDt7Q1XV1f88MMPsLe312ichBBCCCla8pz4uLq64tdff8WtW7dw8+ZNtGjRAl27dsXDhw8Vtr98+TIyMzNzPB4cHIzIyEiFz0lOToa3tzf8/f2VxrFz505MmjQJs2fPxu3bt+Ht7Y22bdsiKipK3qZkyZK4e/cuwsLCsG3bNqXXI4QQQohhYEQNjP/Y2tri999/x9dff53tcUEQULt2bVSoUAE7duwAx3EAgNDQUDRt2hSTJk3C1KlTVQfIMNi3bx+6deuW7XFfX1/4+Phg1apV8mu5ublh3LhxmD59eo7zjB49Gi1atECvXr0UXsff3x/+/v6QSqV48uQJIiIiYGVlpe6XgBBCCCE6lJCQADc3N8TFxcHa2lp5Q7EApFKpuH37dtHY2Fh8+PChwjavX78Wy5UrJ/bv31/keV58+vSp6OLiIo4aNUqtawAQ9+3bl+2x9PR0keO4HI8PHjxY7NKliyiKovju3TsxISFBFEVRjIuLE6tWrSreu3cv1+tFRESIAOgP/aE/9If+0B/6UwT/REREqLzP52tV1/3799GgQQOkpaWhRIkS2LdvH7y8vBS2dXFxwdmzZ+Hn54f+/fvj6tWraNWqFVavXp2fSwMAYmJiwPM8nJycsj3u5OSER48eAQDCw8MxcuRI+aTmcePGoXr16rme28XFBREREbC0tATDMPLHszJJ6gnSPR8fHwQGBuo6jEKn769T1/Fp6/qFcR1NnlMT58rvOeh9UX/o+vdRG3J7jaIoIjExES4uLirPk6/Ep1KlSggKCkJ8fDx2796NIUOG4MKFC0qTH3d3d2zZsgVNmzZF2bJlsX79+mxJRWGoV68egoKC8vw8lmXh6uqq9HjWpG6iOxzHGcT3QN9fp67j09b1C+M6mjynJs5V0HPQ+6Lu6fr3URvUeY0qh7g+ytdydmNjY5QvXx516tTBokWL4O3tjRUrVihtHxkZiZEjR6Jz585ISUnBxIkT83NZOXt7e3Acl2OycmRkJEqVKlWgcxP9N2bMGF2HoBX6/jp1HZ+2rl8Y19HkOTVxLl1/L0nBGcL3UFOvUSOTm1u0aAF3d3ds3Lgxx7GYmBg0a9YMFSpUwK5du/D48WM0a9YMgwcPxpIlS3IPUMXk5nr16mHlypUAZJOb3d3dMXbsWIWTmwsqISEB1tbWiI+PL/ZZNSGEqIPeF0lRlOehrhkzZqB9+/Zwd3dHYmIitm3bhvPnz+PEiRM52gqCgPbt28PDwwM7d+6ERCKBl5cXTp06hRYtWqB06dIKe3+SkpLw9OlT+f/DwsIQFBQEW1tbuLu7AwAmTZqEIUOGoG7duqhXrx6WL1+O5ORkDBs2LK8vSS0mJiaYPXs2TExMCuX8hBBS1ND7IimK8tzj8/XXX+PMmTN4+/YtrK2tUaNGDUybNg2tW7dW2P7UqVPw8/ODqalptsfv3LkDBwcHhfNpzp8/j+bNm+d4fMiQIdl6lVatWoXff/8d7969Q82a/2/v/l2S6+Mwjl8lRAhBlGDc9GuyxVDIPDUWQjS0RLs11BC4mA0tNYVDDSE6tTRE0FZ/gBAuQVDYJhRYtGQ0GGlQUdzDA95PTxE9d+Wpvu/X5vec4TrLh4vzw69fiURClmX9n8sBAAAG+ZBHXQAAAN/Bj92rCwAA4L8oPgAAwBgUHwAAYAyKDwAAMAbF552KxaICgYD8fr+8Xq9WV1ftjgQAX8LNzY06OjoUi8XsjgJU/NWWFfijoaFBmUxGTqdT5XJZXq9Xo6Ojam5utjsaANhqcXFRfX19dscAnuCOzzs5HA45nU5J0u3tbWVTVAAw2dHRkXK5nIaHh+2OAjxhfPHJZDIaGRnRr1+/VFNTo62trWfnpFIpdXZ2qr6+XpZlaW9v78nxYrEon8+n1tZWzc7OyuVyVSk9AHy8j5iLsVhM8Xi8SomBtzO++JTLZfl8PqVSqRePb25uKhqNamFhQQcHB/L5fBoaGtLFxUXlnMbGRh0eHiqfz2tjY+PZ5qkA8J28dy5ub2/L4/HI4/FUMzbwJvxz87+8tCGqZVnq7e1VMpmU9M/+Y21tbYpEIi9uhjo9Pa3BwUGNjY1VKzYAfJq/mYtzc3NaX1+Xw+FQqVTS/f29ZmZmND8/b9NVAH8Yf8fnNXd3d9rf31coFKqs1dbWKhQKaXd3V5JUKBR0fX0tSbq6ulImk1FXV5cteQHgs71lLsbjcZ2dnenk5ETLy8uanJyk9ODL4KuuV1xeXurh4UFut/vJutvtVi6XkySdnp5qamqq8lJzJBJRd3e3HXEB4NO9ZS4CXxnF552CwaCy2azdMQDgSxofH7c7AvAEj7pe4XK55HA4nr2sXCgU1NLSYlMqALAPcxHfHcXnFXV1derp6VE6na6sPT4+Kp1Oq7+/38ZkAGAP5iK+O+MfdZVKJR0fH1d+5/N5ZbNZNTU1qb29XdFoVOFwWIFAQMFgUCsrKyqXy5qYmLAxNQB8HuYifjLjP2ff2dnRwMDAs/VwOKy1tTVJUjKZ1NLSks7Pz+X3+5VIJGRZVpWTAkB1MBfxkxlffAAAgDl4xwcAABiD4gMAAIxB8QEAAMag+AAAAGNQfAAAgDEoPgAAwBgUHwAAYAyKDwAAMAbFBwAAGIPiAwAAjEHxAQAAxqD4AAAAY/wGlw2eHhtV8UgAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(wind[\"t_e\"], wind[\"ntot\"], c=wind[\"converge\"])\n", "plt.loglog()" ] }, { "cell_type": "markdown", "id": "a0bbf783-7b06-4e93-9b4e-1ecacd0a5ee8", "metadata": {}, "source": [ "## Showing errors\n", "Finally we can use the ```model_errors``` function to print out the error summary. " ] }, { "cell_type": "code", "execution_count": 7, "id": "3ec0fab5-5b11-4c81-af49-66271fdb760b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total errors reported from 1 of 1 processes for cv_test/cv_standard, which exited successfully:\n", " 7 -- getatomic_data: line input f odd (may be OK if Macro): %s\n", " 2 -- get_atomicdata: (Case default) Could not interpret line %d in file %s: %s %d\n", " 1 -- Ignored %d inner shell cross sections because no matching yields\n", " 1 -- get_wind_params: zdom[ndom].rmax = 0 for wind type %d\n", " 1 -- zero_find: function not bracketed x_lo %e -> %e, x_hi %e -> %e\n", " 1 -- roche_width : zero_find failure x=%6.2e rho %.2e phi(l2) %.2e\n", " 1 -- wind2d: Cell %3d (%2d,%2d) in domain %d has %d corners in wind, but zero volume\n", " 1 -- check_grid: velocity changes by >1,000 km/s in %i cells\n", " 1 -- check_grid: optical depth may be high in %i\n", " 1 -- check_grid: some cells have large changes. Consider modifying zlog_scale or grid dims\n" ] } ], "source": [ "_ = model.model_errors(root=root, directory=directory, print_errors=True)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 5 }