Class_Work/NUCE_2100/final_exam/Final Exam.ipynb
2024-12-16 15:47:53 -05:00

582 lines
996 KiB
Plaintext

{
"cells": [
{
"cell_type": "markdown",
"id": "2be0791b-3622-4f37-a3a7-38f3b3292f4b",
"metadata": {},
"source": [
"**Dane Sabo**\n",
"\n",
"*dane.sabo@pitt.edu*\n",
"\n",
"NUCE 2100 - Fundamentals of Nuclear Engineering"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "b1dedc02-4383-4c83-b91e-80f4e8a52165",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import sympy as sm\n",
"\n",
"def answer_print(question,string):\n",
" print('\\n=========FINAL ANSWER=========')\n",
" print(question+':')\n",
" print(string)\n",
" print('=========FINAL ANSWER=========\\n')"
]
},
{
"attachments": {
"7bc68686-0f50-4ab5-818d-87b1564db057.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "e543e6f6-40b3-4113-83b6-f20c984be34d",
"metadata": {},
"source": [
"![image.png](attachment:7bc68686-0f50-4ab5-818d-87b1564db057.png)"
]
},
{
"attachments": {
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LiKbDSP/+KxoNE/mSBiw6aJhB5IMXkutgAZWYgeQv/8Rf/5KHHIgjnc0jHdXOJvNu2nAad/q75mvWl8SAmyDZicLasmDdqH3vGqctNz58LRIUCcBXC9aF9m/0KQmPdScoEgATs0uFXMm729BJnHgiSI99URL2bA4XfHUfAZLEA2unbMX5eWHrhVOUV96pxi3XjV/uuMIGn+l/H82OrJn96CJIEjx74670SBTnIe3BwmwBvMQIWFJ+DWYJweD/YBHvYjgO2/1u5qH973+9n0ySH9lWA6b2V/w8NjBeZaHsO8v6N5RaZTTKK8T/+TPShTTGpcezuP6CASP9McLJa/Ds9olxNMwaghcvXGG18oDjvuOXfAHZcAV+l2PeNjjuXc8FKxh3ok/EvVvMsSjIdkzkn3h6MF9YhcdfwnCWRK/VQKPRQuffP+HXRgf1cQ9J5cLNF/rcasQR/McYwfoQw6QCDwCrFsRfftrt5nJqh6JzCNEkovyv+KXTwLhUgtRpYRYt4FJODiiIt0wEsx20Gg3UWv/B//ythUamh3El+OS45aYNl+o9p7/n8LFiwAva90Hi9Hkffi5vvXfQdXwsG3oNPAin45B/+Rm1koFkLQgBCwxLFRhrGcls9IoE/w1wPX5dwwUbvIH/fQw7WsA0LQAcvP7X3nJ6B1u+cgWzXgtf1jKi6fA7PA2bqMRLp/fU9XjhVwDAc2IWJoBKJ4totoaCzuFrJYnK3rgvSBI4YDs7dQ2CIoEHMHvO69g34vntc2YFnBmQS8waSVSkGoa1EPivNaQL7vc2XVj2lIsiAZDsWZ21M9t2Gg8kxZ5dN2fXZs8eZ/Z4AfNMl9jXrGFZL9gLStAQTpfQGs5g1iMQH35DqXbuvbmbPl+g1zLwwAeRjitPDg9Xy+8JIx0Vga8tNIYzdBoWokm/u3vhgeSPI1vrwZwNkNGBr7UKOi9sw5N1udDfNbwkBtwEawZrbc8yKjdo3/vGabj04WtxZj5F6eLbsU1cthaPa7d1LEG58T6H725DJ9nFk8WxL1qWbXOSdLWNeIIVdIo+LHpp+L1eeL1BZMd+VPpD1C4/xb8R141f7nBngy/xvw9lR1YHLWMNcEEkowJ24+4C1iPXcn7jL/vnJVhSfgVuZ99WZge1Wge3PaV1BcvsYXzKVlcmhjOA8wcfryXmnLXb0JCtpaGuv6CQrm3XZXr8Qfg54Guvd/VRwB5/FEEe+NZpvHgd1fmKcP3U5+bWZ7dPg98vAmsDnd4FRZoVJGteVCpheJM1lALAl0r64OHnacboDR8AOYyoF4DgR1gFMG6hcyYueaNBiHhAr+FmTeTh+kst7AWP7zBaxpMPDoI/CB322vXrw6OJWqlzIJcST8LPAasjPR7+n5s+XwFn9lXecL38HgTTccj4hlYhi8YijuS5hfkbaXolVPafMwQ/0nENWO+dJ/DIft214fS97vR3DS+JAbdgMTQwBgd/1H6z8NL2uQ4VJ+OKBx4A68Xi+X3r0oevYmbA+ArwwSguPSp6/FH4OcA0hkexwcRw+B0Qgwi7sO1reG8bOo2GcFAFHsYwjoRaDQ2MYX9zYudQ7vW+GteQrQkoDU2Y4zHG4zGGvRrS59fmvTFXjF9ucWmDzxyqAVxhR4sxWrUaeldPSrnFQi9fwG9rDnqhhLiTaHvDQYj4huFxImYN0TMBzh91/Yb8KVhSfgWKVwOPb2iVahiaJsxhB5WScTTom6jE/4affvoboqWbf02DQjyPznjPyVYzdLJJNCwd2dL5k9c8/hJqKRnr3/NINxyppTjycRn4UkA0XoNhWlgsLFjmGENj9zGI5KxF7HSGsKwZzNkCEOIoFXzgv/4b0XAWLcPEzFpgYc1gjo3TDxBXI0ASOOC7gZYxg2XNMLsmxrhs3ymC2QIC3AN+SUaR74x3bRsauw9OVmOU0h2EGwXHGRWkawXo+AOFZOXCALXCuJJF7auISCnvBDoNyUIE4vp3ZMNpNIYmrMUC1szE2BhiE4M8wQJKIRHff4kjnG7AGM/s66y96zwSJN7++KRjWrBmM1grQAgXkNY5fPs5jmiph/HMwsKyMBsPYWyUpiWRj/BY/55HNNvBeGbBmpkYdtwMuguYjcODIRZGB+O1iOAmG3BmE8etFsaWhdnMwspVn0vQvDLw0EOpYsA0TQx7NZRaR1I9R35/EnEV+P7br0Ay7uq7gNXCQKXQ2OoFKxO9jgnOF0ZQAE7br8s2PGH7rvT3BCf9+AU+8mKsDrL5XwE9i0rcjl4vaR/gNk4/FVc0+L0AhiVkGwaGwyGMXgu1lgmXj1Fw68OuWc3QyJbwBx9AqeBiOYwQRamgA70CCsam1SuYtSwqX3iESgWEbz2h+wIbOmmTN8KbLyEmfkUjX9stybN6yOY7WKkZlLZr6dzqfYFOIY/fvw1RikcRj8e3/5LpLCqt8c385aX94mr8cssVNujO/14Wi4b5KP7+00/47/itD8dbYDZsIR/2I/ofC3qqg15+9wTrCRdQCPD4o5RFZ1PxaoZWtoDf4UOhdIPlSy/cveUHY07tlM8+bIETSQ9lqDmo21sh8SqFigNa0pL6GZ14XqVU96Wb4+yzpFGzSKlIgHR1sym/fWCPL5aj5sHO+lNq52L24RIQyZeoO9v+jKgasfczBa9TJNd2toCbU7cYI5/qHBrAy6T6IpSpj/a2vOpSRrcP/eFlH8U2h6zQkibtHEV8MvGcc1CNrFMgUaT+3D5AI+YT7b0+fQnKtadENKFmZidfILF3kMOplg+K9jaQHE+yHqGyMaR6KmQf/sGrFEpVabQkuh+UKRWyD5Lg1cjeYTIu2vcE96M6ZZxDH8DxJKo6hRJF6k6J5t2ifXCFGKDE9mAEp++dA2nUUIrqoyVtt0SESKquk67rpMoiyXqEcu3p0faJx30qkqwHKJZrHx2gMKVuMUYBVSSOsw/ikdWAc2CRU07V6SdOJDWU2+77TPcDqjoHT3DgiBdV8oVSVB0cHpLQTIXswykA4kWdQqkUhUS7PF+iebCF4I45tTP2AUmbwyNkPUSpg/3Cp9SM2YcbcaJKgVR7W9a5Prcv6FPOOTDEvrdKg7a9RSSvBii38btnyD8t6wTuaLuzMyxHZYr4VJJF+yAJVVbJF7Ntf3vNsf0Olq7bcPJet/o7qZqn/Pi8j8y7xT0/jlGmPqD7+wFVUxHH1kXyxTJUHy3pflClVES3D66SA5QoO77hbInIybb96078OjjIZcPZ9t3bh2bJIIC39+k+ON3JTZx+um+XozJFNgecqT6KZarUrUZsW5UDlGpOj+JajFK59pEtufXhY5wt5njZ7iPdti09lNmL8Zfab1+zOThrc3iQenx40P2AyokAqbxdjhqIUCxTdw74KlIi4hwexKsUcnQ775cpkwjY52WIPoqlctTeVv3MOPvIJv84bF8sYx/eNe9SMeHIJPooVuzSfNKkjGNrnBygWKp84HtEdHR4kOocRvPY5tzo3S6vSQl1f1vi/X8cqbkBLZejK8eoG/fLRsWXYulJ3NggnbEFd/733FhERDRvJ0jmefJtynLNlJqZCAV0u2wAxHHcwT9R1imUyFH9qVi6nFAzEyFd3sT82x4edEdE9NLEnsFgXGKBVljC34dxdBcNhN9bHMZphmloBT+M3vm3ToxnMM5C+T//hlSeYphV3luaD0oPSeG/0fI3sejFP/hnnT8mq3EF4bSJQq/mvA1zsAykg3/Fz4sU+tatP658S5gNvids+QqD8aa85uJ7xksZtobQ0lGWkL8izAMus3a1wzvj7RkiH89jEc8fJuQAIAUR9/PA6gXfI3wgmA2+DywpZzDeEhblPhQL09ytdVx0UDH8yIY/1KZmDAbjo2CNMf6KJ84/MDEcP4DznthwgcFwCUvKGQzGD4tZS6PQs7CYGSjF81jl3exNzmAwfkikIMI6MKzVsL/fAhZjtNJxFGY+lCps6Rvj+bCknMF4dWZoJaPIG2tg3UPaH0ay8XE2DvuRERSgE1UgedMYhhtoxNlw+hosjBLCyRa+ATBLUQSjedxqp7Y/DVYH2XAWnQcARh7BcByVV91rlnE9GvK9HgpKB0mvAkXToGkKFH8aDaTRGxvIej/xUz2zwXeHfejJYDAYDAaDwWC8M2ymnMFgMBgMBoPBeGdYUs5gMBgMBoPBYLwzLClnMBgMBoPBYDDeGZaUM35AVjBbaYT9XmiKAm/eeG+BGAwGg8Fg/OCwpJzxtsw6KKXj8Et3uPPE0XkHERadJIJpC8neGGYvDc/srQ97WGHcKiEdVHB350H8PTqB8TFZmehU8kj6BdzdKcgON39YwEhrEKQwGrPXlmGMkl+A4C9hDACYoVfJIqp5cHcXRM26cP8NsDpxKIKCeOcNKnPJapiHV5Dgr3zsnZMso4ZS0g/h7g5a6R1ltQzU8nF4PXe485ZwG0lMdCpZRLU73N0F0WA7+DD+ZLCknPG2KFHkazVkvdw7CWChU+nguxaEXwCgpdEo+N/4KGEPvPE8SmntTWtlfAI8GqLZEgpx5egPK8zMGR6+mxi/dp66mmFsPuDBHMNaAYCCcLaCrP/tvGRhmvj2YME0P07WtZqZmD18x2w8+9BngEnBNPLZ4PvvlS0FkS5lEbypIBqi2QrSfv6WhTIYHwaWlP/oLDqIe7MYXr7yT4KJobkGBAH2uY0CNO21h68ZasEg3mXS6ofT7xk+dV9ISPZMTCZjVPzX3bky0tDiPfc3CFE0zAkmZgPh187Dn9CJljcwHZkw8h/nwVWIt2BOJhjXwq/0EP+OceIS7+Y7LHZ+BK6OIYxnw5LyH5xxKY/Ox5mMegNWWLzxNNfKKKE0PNPJr5j4/Hj6fZrP1RcnjMKjQNOEK8uZoVFoYHZt7ZIGTTptmJ4b2uvTOhGgeBVc29rXxQNJ0/BEt7yYi3HiHXkv33nPPvlc8eI1eV4MYTwTYnwC7qmb8ZHMgcD5KFPOUMSnksiBwPGkx6o0Wh7dMu1SMeYjVZZJVWWSZZUCqSoN7p2/L0dUTQTsMsGRKIokyjFq3h/XvZNhUI6RT5VJVlWSZZlUX4Ka88NrRvUMhXT7GlWWSfZFKNee0PKorGaII3AxahMR0YTqCR+JAAEi+WIpqm4EvR9QNRUjnwji9QRVnYYuJ03KhHSS5U09MSr2D4R5xLSZopBPJg52v9lt1ik32PTJhNq5CPlUmVSnjXooQ/XRrlOm7QyFVJ4AkVL9OY2aOYr5ZOIDVXpc+z31yzHyiRwBIF4USZRVSnWdvzZDBPAUq3apnomRT+WJA0eiHqP65LDHrm7vJf3ej6iaCuzsQw1Qojog+89z6mY29/oodWBvIqmRMg3mE+pWMxQL2L9zvEqh4u7+dkq3r+cDlEiFSJdF4jiOeNm3V4/L9i0HVI757PICdZpO+1RNhUgVZUr17UsGxRDp8sbuRBLVEGXa0/N9Ydo+IgLERdqOjd7ToJqimC4SwFGk7V7v026OIrrta7Iskx7JUXt67JgncHxVFkWSVZ10n490mSNApszAkamc2Kt//+YzfjltUiqkEr9n73KoStNJnRIB2w/04ojmgzplIjqJfIzayxHVUxHSeRC4iOOfNv0ET4BOsUyMfDJPHECcqFIoVaeti8xd9ukZ+5x3i1v51OLk2FAu+OgzYqUL7vtlSjh9ycW617V10zX9om0fm9io+ijTvadLceIk0zZlQqrtL5v4Xhzs/j7KkXrUf9N2inwiiFNDlCjv+eC5WHAxjgyomtr4nkyyKJKo6hQpj5wLBpSRQdBz1G4XKRHSSeQ54niZQrn+oziw1+Nn+6Sb4AkIUbnbpFwiQKrIETie1Ej5kX7fNHYu+1QMOD6nJqiYi1FAFYnfxMhcl6bTPtVzCQqoou1DcoAy3Y08Hyx2PhFDvgzKWx8NVDeyT6iZiZFPBgEBsn+eUzcXIV2EPd7fT6hdttuub21zbutadWxIVimUatLkGX76Z4Al5Z8IOxDJFCk3qdsf0GjQpXJEJoAjX3m6u3DeppgIEkPVnWHPu5RSOeLUDPW3xj6lsg6CnKEBnee+GSGe81FxVyDVIwHaxfwljYo6cZxOmW3AW9KkGiIRPIXq0/3SjpJyu7xmyE5EUv3jqNqnlKzv6prWKcSD5FjbSYju6rn4lAAAIABJREFUqZ9SCdzeNU/SpRgHQqh+FNymVA3wBDlGm3hEyyk1YzKB81FxL9LbyTRI9sUokStTtRgh9WRSbjPIyAQ8lm1Tjp6oUrvbp8FgQN1yhGSAuEB9V96z2/uUfidU9Dm24HTCvB0jETwFqtPtVX3H3kK5KjXbXep3m1SMyASAOD1GuXKdmt0uddtlisg4auNGxz7K9Sc0nc9pPulTNSYTB4585T3BXbXPGdx5nUKxFBWrVUr5VGdgWVI7plNm+8Q5p2aEJ3Ahqu868Ym+aFOE20+qbJbtCHFHSdU5vd+3YyRCpFDdeQBdjqjo4whyio7N+QDHVzk9R/t5wrSs7yXlzm9V36Ok/KJf3tcptJ9I7iogH0CcGqBYKkflao5C4iYJX1Izwj2RlKuUag5oMp3TfD6hbjnk2GuZdhp126dn4s+JpPIaH3UdK6/hZF+6bOu0Sj5uPw4uaVIMUGhnoE/GiceMKKdyJG79hWg5yJAe29PWif6776fI59v5vI2bWPCEnu779piip2ibUzoxX070N62y/VYMUa7epv5gQIN+kzI+Wz+pCwPPU31yrN/BoEv1hOo8aF4bW07xktg5opwKAu+jVLlObSdGxlT7AUMOZahcbVK726V2NUE6B4KYov62jg8WO5+KIf0UiQdJ+eZncS8p39eXSHokQZlilcoJ3dHTkgYZlbh9/51WKcSDxFj7zEPbnxeWlH8ibMMOUH3fUudVChw5zCgjE6BS7niSqR0j/mBQcp+UdxM8QUwdXLecjmiynT1oUsgZnA4daUJFHQQxQd3tqHUqKSdadhMkAsQfOeOyHSNxL+m1A7WPDsbWSZF0gORLUf6JpHxT93GAoXmdAhyICzVp19QQARztxsA5dZtPz/qcT8r3yyEimlLZBwKf2Abp57f3tH43dhA6eC0yoJQIgl7cJld9x94OuuS+7ui5eZCE3NfttkSam193Oj4I5csBpWQQ+NjWHty1bzPjtpNvOWpS2/mf6WBw8FA0f5TA3iopP6V3x8bVHI32yrivB+w3Ie2ns3K77YfJN5H7pPyyX55PyuW9CibNpiP/uaT8yB5oSd2ESIBIie3Tx+sk5df4qNtYeRUvSMqXzRBxxzHgfkSjvelA10m5o7vAYeNoNJru/veo/5ajMoV8ib3keSOnm1hwWk+TnOrY45F9z+sU2xrpY78lsnXJAxcfkM4n5Uf63Y5Bu9j0PrHTScoftTl2os1L6sZ4Anx7fvXBYufNkvI9fd0PqNmdb31XTHT3/GdJ7RhP4AJ7kyo/DmxN+WdHECBwAFYrZ0cAEz3jG8B7ETz6RsrjD8OLNcY9A9culZMkCfjeQjbfw8xZk+1RvNgscV0ZHQzXgBb0Hq0D1RD0i8B3A73x+To84SySKvDQqWC3E9oCrdoQwWzc2U3AhGF8A3gNXmXvZkWBxAHfTPPqtgHAuGfgO2R4vUcffUp+hDVgPexg+ORadAnhePBG618FCAIO9Hnr9o6NIR6gwHuwPlmCpgAwx+fXDgoSBADrrXzOz4IADmusLu1L4fEjHuSBh6FjD89vn8cbR9SxccXvP9ptwl74+7qfDzh6XwzR+wJwmhf7LicoCng8wDRnT9w/Rqf3DeD9CHufKcEFv7wGLR7H9WJ4EIz6weE7hr3Z9ZVewct8FCdi5dvhkSQI+IJKtgLDcmoXvPBqz1igLkiQOOD3QhqN4SZQSvAeONCO1ayFZLyDcKuB8FHXPT8WzNDrfQW4IMLHu/JISbRqwbNN8Dgf2t9UD06Z6w8aOz1O7DxssweCZJe1utQZf6bYKfgRD0tYDXsYrwHFr+19ReOBokjAeobx7DWF+Jj813sLwLg1FmYWtsnTAZIAiQPWlgULuCqJ9GYrSHWi+Plf/43/vyLCF00inbX3UwaAhWXhAYAkPC5VUCQAJmbWCue/avQinfWh8tPvqDRMJPMaMGuhYYZRCG/Kddr30EFS0w5KWwg8ROE5wWQFa2YB0CA9El+wf3uwMFsAb7/P2K3bu2kr0IhrB/vErxYieMFjDw6v+PGpJEkAZrAs4DbtW2DcKqFUM2AunA8RLROv2oh9LAsLAGsjD69W2PvDCh5RPPNhpNN2SXn2x4OX/PItsBNOYLGwfeh1+Mg+6oJgAZWYgeQv/8Rf/5KHHIgjnc0jHdWuf5gXoihVQhj+9Av+8X9/QVYNIZ7OIp8OQzm2o1kP2XAev3z1wOrNkE0re398SSyYwbQASNKrffj6cljs/Oixc5M3jAthaJW9P6wWEMWP9Zn3W8GScoY7pDBqpoV0p4VGo4ZW51/4xy8t9NpDtKK3GwWVeB7h/N/wa62GYb4CoVXDIt5C8DhGiHE0zBqCN6v5g3Pz9irIdky8x45z24FiX6cvaJ/ViCP4jzGC9SGGSQUeAFYtiL/89Lb7qHHBCsad6BXD2erl01Fv5Jdn2czQv/Fu/58LBfGWiWC2g1ajgVrrP/ifv7XQyPQwrgSv7DkPtHQPs7CBVquBRq2Fn//5GxqtIobD/MHbjq+NGvyNBlL5v+PnfBataAfxR2bxglhwcXr3A8Bi55N8lNjpLxgw0h/xafrtYctX/nRIUCQAC+vx1n+WBWsNcJL0zMkkAd5oGpXOGLNxGQH+G34pdexZd0UCD8BaPH5hZs8uSFDcTKkIYWTjMvCtgUqnh1pDQPrgkJ1d+6ybjQceSHahsB6J7/zGS1De5cH91u31OLMtC3um6x1YWBYAxW7Xi9u3QK9l4IEPIh1X3ictdGaK186M+RU3QpJg++WLBHjaL9+ChTXDAoD0xPKJ2/CRfdQtHkj+OLK1HszZABkd+FqroPNMv/YoQSTzDRizGboJGes/KqgYh9fIyQZq8ThKlRjEh1+RzXb2bPQlscDx38XMfjvxIWGx80Jp7x47BUkCB2zfQDBYUv4nREM4qAIPYxhHD7uroYExAG94b/2zB65mO4aVEoy9yzxaHHEvgJV9RL3HH4WfA0xjeJSYmBgOvwNi0OW6WQ+C2TR0PKCTTqKjpXF4uKEGv18E1gY6vduNBt5wECK+YXh8XKI1RM8EOH8Ub3ig4R4vbO8J/WphL3h8h9Ey3uFkwjF6wwdADiPqBV6uzxWwWru79KSt2/O768Xi+X0h+BFWAYxbuO5UeC+Cfh54MNA5uxj6aS755Y7XWke9wrAzxho64tujG6/oU5fxB/ioPuqurateCZX9b2oEP9JxDVivrp9stlooNWZ7P0gIJ8MQsXhUlkcR4AEgRCuohHh8/yWL/J7BuI4Fj/SkIBxWgbWBxnVG/4aw2HmeK2Knc/1Bmz227S9OTMS5xeMPws8BX3s9fMQzs94DlpT/CfHmS4iJX9HI12BuvMjqIZvvYKVmUEoqzo8CJIEDvhtoGTNY1tOzHotxDYXaeJdwz3rojQE1HIYC2OscCzrQK6BgbIL0CmYti8oXHqFSwf3pgFoS2QCH9XcgmI0+WnMZzBYQ4B7wSzKKfGeMmbXAwprBHBrP/jDEEy6gEODxRymLzqaM1QytbAG/w4dC6bEcbpGcNfWdzhCWNYN55dTS89t7Wr9CuIC0zuHbz3FESz2MZxYWloXZeAjjVc9wX2FcyaL2VUSklMfmYMqX6VOC5pWBhx5KFQOmaWLYq6HUOg7xT9m6Br8XwLCEbMPAcDiE0Wuh1jLhfrjSkCxEIK5/RzacRmNowlosYM1MjI3h9gPMx3gQzqehc9/wczyJmmHCsizMxgZ6hjs9XPRLjwSJtz+C7JgWrNnshm+YVph10sh2FlAzFexeaLntU/fxB3gdH130ktAEAVq89czDUdy1dbUwUCk0drawMtHrmOB8YQQdoV3HiZWFTqmA3t7H8MOOge/8Jlk7hYR4rYQA9w0/p/PbD2LdxYLTevLmK0jIa/yWDiJece5dWLBmYwyHz/vg/pHULHY6vGPsfCqGaH5oHPCllkelN8RwaKDXqaF1zWFPUhz5uAx8KSAar8EwHRsyxxgat7GhT8d7b//CcMOSBtUUBWQQwJMey1BzQkTTNuWcwysg+ihR3tuW7+DwINXZkH/v8KBNyYMiBZyDF2Q9QuXB6e3bJvUEBXSZRFl1ytMpkmvT4dko9zSqpw4OD1KPDw+atqnoHAYEiBRIZKjcnT5ucTdG4tEWcwc1jeqUcQ6iAMeTqOoUShTpRFG7Mkf17QEg4GTyhWKU2j+MYTmhZiZCutNn6qnDg7o5ivlEAkCiL0apXJvOVGkz71JGtw8G4mUfxeqTo3ISlGtPaXP4gr7tm52+ntNeojP6vR9Q1Tl0gwNHvKiSL5Si6mBOm8NqtvYWSVG5P6flqE6Zjb3xOkVSVRrcL2lUzxz0id0WZ1sviKTqOum6TqoskqxHKNee0rGVnW3fckT1VMg+zINXKZTI7A6XIiK671POOciCE51Dstr2dl28GqBc9/5sXyxHZYpsDm5SfRTLVKlbjdgHxcgBSjWnLvS+pEk7RxGfTLxzyJKsByiWa188BGPeL9oHETkH3Mi+GGViun1oihqiojGkeirmHB7EkeiLUKrYpTm58Utn3+jNwU+hHPX/aFImom/bF0uVd3ukT5qUSTiHBzn7CuecTcHngyplYiHSN4fEiDyJauDQhza1uujT0zqZU7+cothGn3KAYgeHnl3y0eti5bTqsw8TO95W7hRPbA3npq3LUZkiPpVkcSO3Sr5Y8WBv+lNx4rQcfcqFfM4BRE6cDSS2PrEcVbcHu3BqiHLOPojzbs6JuyA5sDuI7XwsoCf05Nw7dw4PEp3DpHg75meaI1oe+23KPrjpflCmVMiWj1cju4NqTvGoT/6g/n5s2uh33qViYqffmOMfRG8cO502qxwInLqtZ9rObXXCqyHHfyfUziQoIHME8KRGnLZ8uNh5IoY4RUzqMdI3feSLUKrcpnpCduJUjKqT+0N9RRKUaR7b9Zy6xRj5NocpbWyoPvoh9ym/IyJ6z4cCBoPxZ2SBVljC34dxdBcNhN9bHAbjJAuMS1EECx5UrB6S56baFw2E/9c/YMS6WLWYRTNeCxY7f2TY7isMBuMV+QS7MzB+YAQoigAhHEfYxdqXFQBBYLvMMN4CFjt/RNiacgaD8XqwcYXxYbHQy0cRbmhoNOJP7Ei1wmyz1cZigQUA5VV3mWEwHFjs/CFhSTmDwWAwfkikaAVGr7T92PIxJlqFBkwAVq8DkwsgGVbeTkAGg/FDwZJyBoNxY2ZoJaPIG2tg3UPaH0aywTa8Ynw0JHj9l/Zn9sBjVRCUFPgrQLrTwsGhmAzGTWGx80eHfejJYDAYDAaDwWC8M2ymnMFgMBgMBoPBeGdYUs5gMBgMBoPBYLwzLClnMBgMBoPBYDDeGZaUMy4wQycfhd+rQVG8SHd+yINvGQwGg8H43FgGSvEgvJoCRYuiMXtvgRjHsKSccYYVhtkg4kYQrbGJYUHCzFoBqzFKfgGCv4Tx5tJZB6V0HH7pDneeODrvKfaPwGqMVj6NqFfA3Z2E9PDctSY6lTySfgF3dwqy565lXIXViUMRFMQ71tnrFsMG8kk/hLs7KC4U4Lbcl7HCuFVCOqjg7s6D+Hs77Q8WQyyjgVI2DOXuDnfhBj7cdMc1MeYkCxhpDYIUfuXkz0SnkkVUu8PdXRCNV+jIxbiBUtIP6e4OUtq4fQWnODXOvggTpXAYDaWCoTlGxbuA9dZ7oVsGavk4vJ473HlLYPvKPIYl5YynWfVQaXyDEgxCASDFa6iEBWA1w9h8wIM53jm1EkW+VkPWy72jwD8QHi/ipRoqSc3FtRqi2RIKceXVxfrRWJgmvj1YMM3zmYDgT6JUiMOFtq4q92V44I3nUUq7leqV+cFiiBRMIl/Jwv9Rm3tNjDnJCjNzhofvJsav+WwJDdFsBWk//2o1CN4k8oU4lFer4QSnxtmXMKyg9sUDf9gLDwREKzW8+ZAgBZEuZRE8fVIXAywpZ5xjZmL8AHg2x0p7FGiKBxCiaJgTTMwGwuzEacYHZGWkocV7r16PljcwHZkw8oeJy0vrf6rclzLOexF+janED8EMtWAQpc82/fanjaESkj0Tk8kYFf8ty/2ker6WG4+z1tjENwjYDOeQNCivbXuLDuLeLNjLWfewpJzxNAvLPunX89hzPZIGTfrTjiZ/Un4Ufc3QKDQwe5O6BCheBYcHQt6i/lPlvpBFC4XamUzmk5vHyiihNPx8DxyfvNvP41GgaTe14nfXs+cNNXbLcXa1evs+G5fyYJ+hXQdLyj8FFjppLyTPHe6EIJLpMLyKBI/HA0HxI1kb7tYjmg0kgwo8d3fwlsawhg1ko15Iwt4azVkPpbgfmqJA0xQoioZguoZdnLPQy0fhjzfwDcCXgh+SJEFSkugtxmiko/AKd7jzRF2v+5z18oh67boURYE3mkdn9vQ7OauXR1jz4O7uDh4liHi+4yQ5JlrZOIKKBx4tjPx2ze0C40YWYa8CRdOgKQoUfxT5jolNLYthZds3wdrmPrs8v2KvR6w99ZrV6iEf9UK4u8OdoCGczKLzZH4zQyefRFgT4FHCSLc2F76yjAci2DpWJAmK5oXX70e04n5l4jl9LYwK4n4Jnrs73El+xEs9WFhhWEsiqHggaE6bVwbyznUefxzZqB+a5IHHI0DxxlEyHjfElZ0shqilw/AqChRNgSJJkDSv3b5ZC+lwGPnf11h34pAkCUq4djpBfqFOrV5pqyttM23npv7VDJ1KGlG/AsFzB4/kR7qzu+JkuRiiFFRsWb1JVPJxBDXJvl/QEC4Nz65Jtnp5RINp/PqwhpHVIEkK/Pn9+SsPMOuhkY3Drwnw3HkgeeNomId9vzJbyIa9UJSN/Z7W417N7mPXOawWkn7bJjSvBkVS4I9vYtYCRiWOYLyBb+svKAUlSIqG9PZFhQWjEodfc+xF0RBOt2BeXBJgohbdxEkNmiRBCab3+uRanSwwbqQR9iqQFAWa1w+/P4veg5sOALAYo5YO7uK2FtzrvxXGjv/d3d1B8EaR7cwAmGikw9AED5RgErXhCrNGHJpwh7s7BeF0EkGvAsHjgUfQEEw3XPSL0/rSxgc1aIoESQs7ddptHVZsf7m7k7Bdhm3WENUE3N3dQYmXUEqG4VUEO0YoQWR752zpkp4BwIPFsIV8MghN8uDOI0CLVjA+atP1drx376yBdFizbdoj2Pcey33WXh1mHWTDmi3DZhwuOT65OjPOnrvvZLcZqMSDCBdMAN9Qi0p2XIo2sJXaZU7g3XzvsTDRqSQR1CR4T72yWI1RSwYRrXzF+lsNUUmCpMTROnCIBcxOCcmwF5LggUdQEM4bRz7zXN/9xBDjk3BPzRBH4HyU609oOp/TfNKnakwmDhz5ypPdpdMy+QDi1ADFUjkqV3MUEiPUJiKatykmgsRQlSZL5/p5l1IqR5yaof5yr8pBhmSA9PL0SJYlNSMcgXPKfCRj7OD3+3aMRIgUqk9oSUS0HFHRxxHk1GF9x7UMUiQDxEeadH/wlzlVAzIlupublzQq6sRxOmX68+1vk2qIRPAUqu/J30+RCFCgOj8osZ8SCQjQ0c9HTCingsDHqHsg94AyMk+x9v6PS+rGZIo077f//xoyTss+AkRKDfa7x9Yxp+eof3CtToBMmf1rT+BKX8sR5XSOwIdoK/q8TTE9Ru0DsbuU4EHQU9QeTWk+n9N00KSUzhE4lTKD5XX13vdtW9VT1N3WY/ejnOg719QpBBAX655vKBG9TKdENMqRCpBa3PO/p+p3/JL3Zaje7tNgMKBBO0cB0a7/oKpT5dKAMjIIYohy9Tb1BwMa9OuUUDkCVMqNLjS1GyMeoFD90JvumyECQHqiSu2uLVe3HCEZIC5Qp203T+sU4kFyrO38dk/9lErgdDoQ8xFXxK4nYghNcuSL1Gnq9NFylCMdIHnPmAcZmYBjWZY0yKjEcT4qjpybp1UK8SAx1j6KK8f0KaUnqL114T4lZBD0Iu2qcKsTx/8hUmRj30RE1KUYB0KofkGWCRV9Tox2Lpy3YySCp0B1urtsWqUAB+L2ZLzvp8gXqtLeVU7c4ClUHtBkPqf5fELdYohEgPjQns7piRhDS2rHdMoMNlLPqRnhCVyI6vsxp+rc2z8o8JEf9JsZ8vEgiIkjP3zMaT0TdRM8ATJFyk3q9gc0GHSpnlCJA0jfv/i5dryRO1Sm/nEsg0yJ7p4GL9rriHIqR+JWBqLlIEN6bN/qT42zbu57Svwn4v8VOYHdxyLpkQRlilUqJ/TDvj2skco6CHKGDqs85TNNyvhs/e3s7CW++3lhSfmnYTdYHQz1ywGl5KOkwgke+wPWpNmkERGNMrI9WBz50bIdIx4c+fYT8Jsk5RMq6iCoOdrPGe7rAQKOk55jRnbCxIVoPw+iaZUCB4lak0IciIscO6pT936gf1FSTjQp6o/kXjplHjw8LLuUkCO7Af2VZDw1YNqD1uPg6y4pd6+v5SBD6nYQn1I95KNU/zhUOkn5cdIxKZIOELdNANzVO8mpziB/ZDfzOsU2I/9VSfkLdEr0rKRcPlLAKCc/TqrPJeUHSSHRsh0hDqBA/cIwdTYp5+hwXJ9S2QcCn6D+pvaMTICPDsKBo0c5dc6orohdTyXl9yMaTPZ13rftKlDdJicnk7V5nQIcSEx09xLhJbVjPIELHCSQj5nTYLDf2L24ty3MpU7mddv/jxJet0n5Jj6HDgLhgFLi47onZd/uYWfeppgvRs2jdtpx4zgW3Nv9cvT76aScaDoYHLRlfiIBP5eUH/uBHd8uPeBdSsoDdGDe27jb3Or/2XbsyC0eNGb3O+fbe/C5ZK/OPYc+O6fRaF+oE+Osq/ueEv90/L8mJ3jUx/cDanafcqILSfmxz3QTxAO7+l7ku58Xtnzls+PxIx7kgYchemdWJ2jxOLww0TO+AbwXwaPvxzz+MLxYY9w7fn30QhZD9L4AnOY92HlCUBTweIBpzs7c7EUyqQNrA7W9reFmnQasaBJBZ6ndyuhguAa0oPdoDa6GoF8Evhtn++YatHgSPjyg1+o5S05WMBo9rHjgoddAb7GRqYWhP4mw8NYyjtHpfQN4P8LeZ9x+hb48/hIaGRUPv2URDcbR8NZQCbpcP6qFEVaB9bBnv1p2Ve8Mvd5XgAsi7D9aZykl0aoFn9Hg5+v0VgiSAGCF1TNfyXoEwbap5xZwWioIgl2mXaoJw/gG8Bq8yt5ligKJA76Z5vVxw2XsssXxwq8d6tzjAXChyathD+M1oPi1vZXAHiiKBKxnGM/O3S3B71cO69yUe0HcY52shh0Ya8AbDuI5G0+MjSEeoMB7sD5bgqYAMMcHy6O0bAMFH/BHPo5gvAShVEPcVaUCwtEgOHyDMZxdvFrx+4/aYvfOc61QsA3utuOPo4f1a9qxEkZUB9bj3m6ZzCV7FSRIHPB7IY3GcDO2SfAeCHWqPc+870lemBMIfsTDt9lKZeMzmy56me9+Xv7rvQVgvBxJkgDMYF1cEmdhZgEQpMcfkEkCJA5YWxYs4HYfmFkWFgDWRh5erbD3hxU8onjqG9IDtHgavsJPGDY6sJJpSJih01ohWtt9zr+wLDwAkITHUguKBMC091e/xQc6ShRJXx4/9RroLaKIenpoDIOolSwkf7IfHuJJAUZrCG+8tq3x7WR0dCwpeNb3QVfpywN/qYZU56/4eehBveW9QnoJigTgq2Vv9+Wq3hlMC4AkPa9tT/FMnf5YOHb10EFS0w76YCHwEIXnJWOuY5dloFKooDWcOdnNArPvwKU96jZ+Ny6EoVX2/rBaQBQvRLnVDJ1KAbXOGJbzed/CXF8Q9AnxZzOswTntvZYVrJndQY24drC+eLUQwQseO/ffKkVDvlZAy/8/+H1RRM3tgzIAj2SPDZZp4XznLjBulVCqGTAXjkosEx//s9XXsGMJkgBgvYC1ACDhsr0KUZQqIQx/+gX/+L+/IKuGEE9nkU+Hz++I8tz7nuQdcgKXvMh3PzEsKf8TsA0iHzgecsEKxp3o9SIqUaSDWfzjtwZaszSyqxZaqzgaz5kFvgkKomk/sv8w0OgtEPQ0YAaziMYthPO/odfowIpraA29SNbeQyGr509V7eFaXysAAg/u2+/I53uINsJXBu/DGs7X62RuN50RBj6+Tj8QYhwNs4bgjYpzFbtWQ2T9f0VNyMAwOvALAGAgLf0VP7usx18wYKSvSYgX6CT9+FtPQ9kYIuu1pzk7UQF/e8ZOl7cxWQXZjgk3u2SusIDHwwFfSsg2kuglr3sYuDRZYjXiCP5jjGB9iGFSgQeAVQviLz99kn0Kb2rHq60d27PhbuzVAy3dwyxsoNVqoFFr4ed//oZGq4jhMI+nh7fn3vd5ud53Pzds+cqfgIVlz2ooF+3WmZ1cWFgcDxKWBWsNcJL0rNerT1dpP4GvnZnQZxSAaDIMHn+g0TIx7rSAZPxoiYMEHoC1eFyDPcMkQbnh1KoUTSLIPaDXaKBRmyGYDMIjRJEM81j/3kCj0cDYv1te87YySpAk2Pp81u3X6GuBTjqLRX6IVkzE9/+kkTfcZh/ODI0oQRHc1uvY+GKG2Y232XqOTn8sdrHjlqcAuopd4xY63wAtmXUSHPcIkgQO2M40u2eIVu874E8i6X250u0Z8jWsy68zT+Bx7l/Yb4ousRoinx4jafSQUR/wWz6NlstqV47/SZpy5qoFei0DD3wQ6bjykeeCTvAadryJZYody66wV48SRDLfgDGboZuQsf6jgopxucbn3veYd8gJXPJ83/3csKT80zNGb/gAyGFELz4mawgHVeBhDONoQmM1NDCGvebxpi+GBD/CKuxA9UzfEqJphHngSyOLfEtA8ugYMo8/Cj8HmMbxFmQmhsPvgBjcra/2OK+hTyTHVwiEZJjD+rc88rMwkn4A8CCcjELEHyjkDXjjwYPB6u1k9CLo54EHA53hM0adK/RltZIoeUqoxTVEKxVE+G/4OZ2Hq2pnBoyvAB+Mwu9trMT1AAAQ3ElEQVS6XgXhsAqsDTRcGdPK/UuDZ+j0pvW/Ic+TSYPfLwJrA53erZ6I3Mau5/ejxx+EnwO+9nrXHem9us0bpw2CPwgdwLjTe9bDshb2gsd3GC3jglgL9NJZzLINpL1BlGopyN9/RTbbcfGQvYLRG2INHdGzRy6ugNXzlvG8P69gxzMDva8AH4zbscyNvVotlBqzvR8khJNhiFicf6vy3Pue5JVzAg+e/Zro2b77yWFJ+admhXEli9pXEZFSHm4OTfPmS4iJX9HI13Z7fVo9ZPMdrNQMSknlxjJqSBYiENe/IxtOozE0YS0WsGYmxsYQZ7Yq3+EJIh0Xga+/wZCSjz9aEqIoFXSgV0Bhu9fsCmYti8oXHqFSYXcimuaHxgFfanlUekMMhwZ6nRpaVx1GISCcDIPHGloyuX1l6AkmERWBtSeI5PGU6pvJ6EE4n4bOfcPP8SRqhgnLsjAbG+i52ofXpb5mNSQrCio1Z7mKFEetEgL/9d9IFv5fe3cLnri27gH8X5VcFVyyVXJVcMHBVeQq2AqOIlvBUXAUbAXH4ZqjGle2gqOaUWQr2IrsewWMIls1o5pRzahSVVDvFaT0m37cmWGYeX/PU9GSsFZWshZvVldegu0fSssIg5aN91Iedvd6qcrLys10HFTVFf5omLCcMYIoxmIRI44CzGbJQ1qiAkUCVjMPXhgjjqIXzIq94Zw+5U3lfwXJfyMC10UQx4ii+FVxp9nqIi9c4l2tjI4XIIoXWMQRwpn/hoeuXjF2pXPICMBfvS7cIEQY+HDtHvx73UFJns3wvBniOEIYLQDFQsdSgb+6KFs9+GFyvYQBZv6Wh/rEDHJpAL6D7jhAGAbwB130gjcGo+kaOiUJqz87KLc8BFGMOAox814WcKSKXTQMAR9/s1C2k+s+jhEFM/i3vsM+9hroLjsYJIOkaNpwKjI+vWuh9UwQuvA76LifoNYdNLYukVGQzqjA5Ri24yMMQ8zGPdju1wmdHj3Pr/BZr+NFAKfWxV9SAY5dXI9lL7lelzE8u4ub9OYLzDwfn6RnblDfut8WXy4mSEFJCcAnH64fIY5f+R/Ot/bdfbfr9C/spZJUYZBJNwwyDIN0VSbVKFF7eHaTMuj0hJolgySABDVPlfrRnVzVRER0NqLDSpZ0VSVd10lVdSrUj2l6K8vS2UmdSoZMAEiQDSpU6nQ4Ol+/f7VEhoRNvtL28IzobEiH9Qpl5fXf89UmHY3Okne7otNhm0pZlSQBBEEm1chTpT2k020ZEW+bNkmFRKXhU4nDLmjer1PBUEnV9fWxZUvUHt7OCZw0Ub9ChiwQBInUbInqR0PqV1UCBJKzFTp+JiXX+pBGVJHvpdWidbotuT55UOZnr2Mwp5N2nUqGRIBAaqFKzePJJq3a+eSQKpv2lkjNVqhZMQgASXqBDqfbGn7b+bqg6XGdCrpAslFZn/t1gXRYzZIMEASV8tWjJJ9ykhJRUskwDDIMnVRZJaPQpJMHJ/+F18n5lI7rBTJkiQSABGndjs2TedKOSd7y5D30QpseZGp89LBfc04vaHJUp0peXddBzVNl04ceKf/93X5ZPZrQBV3RvF+nkn59DuvUn58/8b6ndFIvkC6AIK376/xqfZ6rybaSUaH26F7l7zijk4q+roOsU74+pP8dtamSXfdzOZv0ZTqlk2aFjE1fvhkbLuZ9ahYMkqX1tSnrBhWqh7S12JeOXU+OIVfr/pCUud5vSkf5dfsaleN1arXzETUNiQQIJKlZqvSvO/I5jQ4rlNXlu9dLf749DeH8aHNuJDVLlaMJjdr6+lxl63Ry9spzcpVsLwvrfigbVKjXqSCvjyNbPbmTS/xhM07puJonXRbWxyjrlC3U6Xh6TnQ1p36zRIYkkV5q0kly6FfTY6ondYGcpUp7ROd0neZQIFlPzoeukpwc4036/y1jzMWE2tfXqKxTvn5M02GSRlTPU/v3/6F+vUKFpP3kbInqhyM6PxtS+0E/uBlTAIH0wk39H/XgPL+nyVGV8ioIkMioJPufj27GJDlLlcPR5tjedB1fndLwsE6lrEG6qpIsyyTJKmVLbRqe3R4dXnC9XkyoXVh/Bm8+C/JVOr7uaE99zj633+MNRqN2hbLq+rqTjTyVqm26HrqJ6AUxwcXdNi5Vqbn1JCUtMT2kvHzTDkf+jPr1ZGy81WcupkdULyR9Ri9Rc1O5t/XdfXZARLTTuwL2Qgu4RQW/zCyMFgMUd12dr23pwUq7qIXuzYwy2wNj1FI/w82dYDG29mz9Kfs8fvCx6xsUOTn8568LtOch7O/x6UDG9hQvX9k738L/wb++pe8iLDZ+4Aft9tvqG11fzb4mvgK+LW/Pjc8Y+zI4KN83P8ogGocIN4vGIgzsCFbrtQ/aMca+GT/K2MUYY2/EQTn7NgU2GvYM8SLEuGWhp3WfefiIMcYYY2x/cVC+FyK4tTI6/gpYjdHIFVEbfOdJglIpxD0TmmKiEzfg9l77pTRs52IPrWIL3iUAvwOzaMF5S5pGtsd+wLHrGxf0yrDsAMBHDGomyi0P0a4rxRgDAPCDnowxxhhjjO0Yz5QzxhhjjDG2YxyUM8YYY4wxtmMclDPGGGOMMbZjHJSzvbQMPQzGL/na+B0LXPRme1BPxhhjjO0UB+Xfidjvwa7lkDo4QNreYXaD2EevYyEjHuAgY+Pz12SJoGchZ3kQtSQfS9CDZWagKSmkFAWKokBJm7A6HsJdJ/vQNCy6JnKtMTg0Z4wxxthTOCj/TihmA52WCWX3FUHDbsH8IhVZIrBNmE4Ktj+AlV5/ldAyGmMMC14QYxHHiOMIs66C2b/+hlx5sNt0X6kcOmMPtaCGnOVyYM4YY4yxR3FQzp609BtIW+NdV2NjMW6g/M8YVs9B8U7SchEZy0JGETe/a5aNTha4/KMHL/p8dQg6GRQHi+c3vCONxqALzauh7HCOZsYYY4w9xEE5e0KEQXfHs8x3BLBb/8ZHo4GWKd55RSy78Bvave0VKIoAYIH4tTH0UxYuur03BtVaDZ2yiPfdDtzPVR/GGGOMfTc4KN8jsW+jnNGgpdNIaxq0dA6t8fYIL/IayCkHENNF1JwZrrdehi5axQw0LXmvnAXbTxZXRC4axSI6f66w8iwoigKt2LsJ0Bcz9BpFZDQNWlqDpihQ0hmUneBe6QuEno1aMQMlJUJMaSh2fLwpJvV7GHwA9GIZ6RftECOKVoCURk57ehuvkYEiHuAgZaLWKCKjKRBFESkth1rvpr3icQdls4HfL1fwW2koioZcZ7Z+MfLQKqbXbZnWoGlpmPbsXlkiTMuEcDlGz+VFLIwxxhi7h9h+ODumrCBRoX+W/OGKTg/zVOif32wzb5MOkH54uvnTxaRO2WyTJhe336tPBQmkVoa03vuCJnWdIBi02fWiTwWAhMrobj0uJlTXBRKMOo02RV/R6XGB1Ook+X1KTRUEuUDt/pAm0ylNJyfUzEoEqFSfvv7w522dAIEqw6vnN746p+lxgWRBpdKmvZ5yQScFgSBkqT05pbPzczo/ndBxRSUBAmWPbtqSRhWSACr0bzfmnNq6QPKmLYmupk0yKsOHRZ0ekgGQUDqhi4evMsYYY+wHxjPle2I58xCsNJibaV8R6YYDO5d6ep/AgdVZous5MG9tNnO6+OMyi5ZdTh4MTcFs1WCs/kLPuT/De1doN/DbhxRqjoPi5mFOEemyhZx4b2PFRK1WhpnLIWdasLtlSPiIYBa94sgBYIkwjLBeknK/kFtbuUWIBwc4+I+fYHYXKA/GcGvaC8vQYJrpZNbfRGPgoqau8L7bxXhbBpfIh/9hhXTx5iFbMdfBoJN5uK2iQQGwCoNvaFkQY4wxxr4FHJTvCVFRkMJfcFoO/DiJElMZZNKPB6nLyEXN8lB0B7eCZwAI4fsfASmNjHbrz5oGRQA+huGW5SURxuMPgGCieD8CV2pwe+b2Y0ilkALw+iyFMeJ4BSAF5el7EIjWGEsi0NUFQtdC3MlAyXUwe8t6GTEHy5SAyxnG91fl3JZSoAjAn90GBpt85Aoydxr3elsRKQFAHHEWFsYYY4zdwUH5vjC7cCoqFn/8iv/+KQXNrMH2ngigozFaxRrefQjgjaN7L8aIYgCXHmrpNNLXP5kugpQEObUtaI4QxgAUBVsmrL+AJZbJgYovKVdMQTNbcHsWxPf/gtXdPvv/FEVRsL4h2LJRqgzbKUD++A5//6+fkEoX0XDGiB5tRBEQASyXWO46fzpjjDHGvikclO8NDZYbIpqe4KhuQgz+jX/+LYNcy38QRH8Y9LDsDlBXL/Fnp4VHnyuULQzCEOGtnzheIPZqz+c630VE+YabADFnIgPgoz9703KRzVFuLVtEujFGdDZB/7CKzNLHb7/+jLRpY9sEO2OMMcbYbRyU7xURSs5CqzdGGE3RNIAPPQfevRhZrQ3QsyzYTgXy5e9otbxbM+oKNAXAIkb86thaS/aNEH3VtH4iUiIAPDbDvETkzx5fDrJcvmGpzI1FHGNzzM/VUDNR6wzgRxFGVRWr9w4c/5H6LAGIqeR4GGOMMcbWOCjfE8uxjTsZB1M5NKw0sHoYqIpaCiKAVNmBU5Dw6V0LHf96ozRyORlY+fCeSaeYlHwrsNVQLOrAysfA+0yrohcB3F4P48fXeyQUKNo65/jDm4ElfLsFN3q41zKYIQSgmjlor65YgPHsElCLKN97ZvNOTWMX9uB24QqKtSJkLB7eQCwXWKwAaOndf/MqY4wxxr4pHJTvieXCh9Md3KxVXoYYeyGEbPFOZpW7FFg9G3nhI35rdDBL9jVbXeSFS7yrldHxAkTxAos4QjjzEUTJrqICRQJWMw9eGCOOIsRLINNxUFVX+KNhwnLGCKIYi0WMOAowm217SPRxs04Zv/zjH/jZ2vZFRSIyuTSABeIHwbsIUQzh9mZ3Zv4XoYtGy8UntQKnk3tlrZYInBZ6H2SU7A42eysKUgAC10UQx4iiGMtlDM/uYry5R1lg5vn4JD0M5hGFiAFI6cwbbhIYY4wx9l3bdU5G9jJX8yMqZXVSZZV0XSdd1SlbOaTJ+fXrx1TNqyQAJOgFaidJxM9HbcrKIACk5qt0PF/n+b6Y96lZMEiWBIIgkawbVKge0uhsU+I697gAgiCTXmjf5Do/n9JxvUCGLK3Lk1TSsyVqnszp6mpO/Xqyn6RToX5M8yuii+kR1Qvr+kl6iZrDdUHnwyqpkkTZwyltzUB+ekg6QGrzYZLz+XGFClmdVFkmVVVJlWWS1SyVmn2aP5sQPMlTDpl0wyDDMEhXZVKNErWHZ/fqdEYnFZ0kgARZp3x9SGcXE2oXsqSrKqm6Trqqkp6v0vH0YcEX/TwJkKg05CzljDHGGLvrgIho1zcGjD0vxqCo4e9hA9PIwWvnvp+2gFtU8MvMwmgxQPGzve991/WvYRL2YPKacsYYY4zdwstX2J5QUHNsZBcDdL/I19R/2Ywyy8CB7adQcWwOyBljjDH2AAflbH+kW/DcMqKWBSf8zEH0l4zJ4zEa1gCKPcagvOXbjxhjjDH2w+KgnO0VpTjAzCvDt4ro+F81L+PbRAOUi12I9gzjVuYt6dYZY4wx9gPgNeVsPy0jBFEKmfT/Z+Y5gluroeP+iY8rCWo2B7PhYFBLf7ZqIgoQiBlkOAciY4wxxrbgoJwxxhhjjLEd4+UrjDHGGGOM7RgH5YwxxhhjjO0YB+WMMcYYY4ztGAfljDHGGGOM7RgH5YwxxhhjjO0YB+WMMcYYY4zt2P8BawKfSAzKlUQAAAAASUVORK5CYII="
}
},
"cell_type": "markdown",
"id": "b12788e7-2064-4de6-a265-3ab15d8cffd0",
"metadata": {},
"source": [
"![image.png](attachment:26ecfc27-4e32-457a-9229-d1827efd6ea2.png)"
]
},
{
"cell_type": "markdown",
"id": "60d1b7ca-7a7e-418e-a25f-ee6df9527b3a",
"metadata": {},
"source": [
"Sketch showing first order t response. flat against insulation\n",
"The gamma radiation is going to interact with the material and cause heat to build up, which will be removed by the cooling. The insulated side of the material will be flat, however, as there cannot be any flux into a completely insulated surface."
]
},
{
"attachments": {
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"image/png": 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"
}
},
"cell_type": "markdown",
"id": "87b098f4-5ed9-4cfd-a7a1-02c926d5deaf",
"metadata": {},
"source": [
"![image.png](attachment:17d440f0-749f-43e4-9e46-206824e1353f.png)"
]
},
{
"cell_type": "markdown",
"id": "daef255d-dd2c-4b84-94fe-bccd2a1100f3",
"metadata": {},
"source": [
"Show same sketch but steeper curve. \n",
"Aluminum has, for energy ranges between 0.6 and ~3.0 MeV, higher absorption coefficients for gamma rays. Assuming the gamma radiation is in this range, the aluminum will take on more energy than the iron, and therefore have higher temperatures. That being said, aluminum has much higher thermal conductivity, so it is also anticipated that much more heat will be dissipated."
]
},
{
"attachments": {
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"image/png": 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"
}
},
"cell_type": "markdown",
"id": "4e448436-eec0-4393-9cc2-f49064aeb522",
"metadata": {},
"source": [
"![image.png](attachment:baba6735-db5d-4294-9e6f-752a6c5eb095.png)"
]
},
{
"cell_type": "markdown",
"id": "b36933af-3611-41aa-86e5-2b586b0a6d2f",
"metadata": {},
"source": [
"$$q'''(x) = q'''_0 e^{-\\mu x}$$\n",
"\n",
"$$q = \\iiint q'''(x) dV$$\n",
"$$q = 1.5 [\\text{ft}^2] \\int_{0 [\\text{ft}]}^{8 [\\text{in}]} q'''(x) dx $$\n",
"$$q = 1.5 [\\text{ft}^2] \\int_{0 [\\text{ft}]}^{8 [\\text{in}]} q'''_0 e^{-\\mu x} dx $$\n",
"$$q = 1.5 [\\text{ft}^2] q'''_0 \\frac{1}{-\\mu} \\left(e^{-\\mu 0.75 [\\text{ft}]} - 1\\right) $$\n"
]
},
{
"attachments": {
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"image/png": 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"
}
},
"cell_type": "markdown",
"id": "419a4730-25f2-41b0-bbfd-18870c0b4c83",
"metadata": {},
"source": [
"![image.png](attachment:6456a154-3141-45f6-8dd2-fd15ce907735.png)"
]
},
{
"cell_type": "markdown",
"id": "929608e5-42de-463c-939d-93366adc33ea",
"metadata": {},
"source": [
"Kind of a hump shape. Module 9 Review\n",
"\n",
"More burnup causes less conduction in the gap. That's because fission gasses get released into the fuel rod, reduces thermal conductivity of the gas gap. That said, conduction can also increase because the pellets crack and get pushed against the cladding, which then conducts through the solids and not gasses. \n",
"\n",
"$\\alpha$ is the term used to account for this effect, in Dean's Model for a closed gap."
]
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"id": "40314f99-a654-4d47-9563-c3a3c948c831",
"metadata": {},
"source": [
"![image.png](attachment:1bae0c77-5a02-4b11-97bc-6f07118b1f18.png)"
]
},
{
"cell_type": "markdown",
"id": "83e934ae-821c-4137-8683-9038dd5009f5",
"metadata": {},
"source": [
"1. An open pressurizer relief valuve gets stuck open. This results in low primary coolant pressure, but it keeps sending back a 'closed' signal despite being stuck open from mechanical failure.\n",
"2. Coolant just starts dumping through pressurizer relief. Operators have no clue because they think it is closed. They're worried about going 'solid', which is when the primary system has no gas buffer and water hammer can happen.\n",
"3. Operators stop auxilliary feed into the primary system to try and avoid going solid. Little do they know this is actually causing huge problems because there is actually a huge volume loss in the primary loop. A gas bubble forms in the reactor as a result.\n",
"4. Gas bubble = no cooling > fuel temps reach ~4,000 F and slump. Coolant keeps getting dumped into system once they realize whats wrong and some of that water gets out through auxiliary systems through open PORV.\n",
"5. Coolant pumps get restarted and reactor core gets back under control. Avoids catastrophic accident."
]
},
{
"attachments": {
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"image/png": 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"
}
},
"cell_type": "markdown",
"id": "5c4fa93f-83d4-4206-9282-c31a256518a7",
"metadata": {},
"source": [
"![image.png](attachment:a3ae209f-b251-4614-98be-dc21cae4a603.png)"
]
},
{
"cell_type": "markdown",
"id": "3430bd5e-37cc-44fa-b218-6c8e09babc0a",
"metadata": {},
"source": [
"Draw figure from module 9.1\n",
"\n",
"The fuel pellet and cladding have heat transfer from conductivity through the gap gas, conductivity from the pellet to the cladding, and convective heat transfer in the gap gas.\n",
"\n",
"Assuming a gas conductivity on the order of ~0.1 BTU/hr-ft-F-psi, the gas conductivity will dominate as that portion of the equation will be on the order of 1e4 BTU/hr-ft^2-F-psi, while the $\\alpha P_{contact}$ portion will be on the order of ~200 BTU/hr-ft^2-F-psi"
]
},
{
"attachments": {
"664f18a4-a8df-4727-ae68-70d99f48c07c.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "81144a98-c6d6-43c8-af98-18c6c6165dfc",
"metadata": {},
"source": [
"![image.png](attachment:664f18a4-a8df-4727-ae68-70d99f48c07c.png)"
]
},
{
"cell_type": "markdown",
"id": "cf68261a-6bd8-4410-b5b0-46c5be5da043",
"metadata": {},
"source": [
"Equilibrium Quality:\n",
"\n",
"$x_{eq} = \\frac{h - h_f}{h_{fg}} = \\frac{h - h_f}{h_g - h_f}$\n",
"\n",
"The equilibrium quality is based on the enthalpy, which considers the total energy of the vapor and liquid. These values are dependent on the pressure and volume of the vapor and liquid.\n",
"\n",
"Flowing Quality:\n",
"\n",
"$x_{flow} = \\frac{\\dot m_v}{\\dot m_{tot}}$\n",
"\n",
"Flow quality is the mass flow rate of the vapor compared to the total mass flow rate. It is the proportion of flow that is vapor by mass.\n",
"\n",
"Static Quality:\n",
"\n",
"$x_{static} = \\frac{m_v}{m_{tot}}$\n",
"\n",
"Static quality is the same as flowing quality, but instead is comparing quantities of mass in general, and does not consider flow.\n",
"\n",
"Flowing and equilibrium quality are equivalent when only one type of material is involved, such as water and steam, and are equivalent only within the steam dome. Equilibrium quality create values less than zero and greater than one when calculated outside the steam dome, but flowing quality can not produce values less than zero or greater than one."
]
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"id": "79c05986-5353-4d3c-8e91-3bee2e5b7417",
"metadata": {},
"source": [
"![image.png](attachment:c074f881-df14-42f9-bc6e-daa927dcc25e.png)"
]
},
{
"cell_type": "markdown",
"id": "d45945a9-fb23-4f04-9972-d254797f00d9",
"metadata": {},
"source": [
"1. The flux on both sides of the interface must be the same magnitude.\n",
"2. The temperature must be the same on both sides of the interface."
]
},
{
"attachments": {
"0ae725f5-1cdb-40b4-9bf4-2f893be09d17.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "5cb4e1a8-06a4-4c50-a507-fa55fde46a6e",
"metadata": {},
"source": [
"![image.png](attachment:0ae725f5-1cdb-40b4-9bf4-2f893be09d17.png)"
]
},
{
"cell_type": "markdown",
"id": "35f87937-9bfc-42f9-88e2-7c32de8ba72f",
"metadata": {},
"source": [
"1. Uranium ore is extracted from the ground\n",
"2. The ore is then processed physically and chemically to obtain highly pure Uranium Hexafluoride (UF6)\n",
"3. (OPTIONAL FOR CANDU) This gas goes through 'enrichment,' where the percentage of 235U is increased\n",
"4. UF6 is converted back into a poweder of choice (usually UO2), and packed into fuel pellet shapes.\n",
"5. These pelets are stacked into rods, which are bundled into assemblies, and used as nuclear fuel\n",
"6. When the fuel is exhausted, the fuel assemblies are temporarily stored at the reactor plant's spent fuel pool\n",
"7. In the open cycle, the fuel mateirals are then put into dry cask storage and put... somewhere. Possibly under a mountain in the desert in a highly secure facility."
]
},
{
"attachments": {
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"image/png": 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"
}
},
"cell_type": "markdown",
"id": "35b2df98-8b26-4425-8951-53543cfe37fb",
"metadata": {},
"source": [
"![image.png](attachment:372dcfc6-399c-4c58-8547-0e65b47bdd9c.png)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "05f73bb9-30ef-4fce-98ef-ef1db81f393d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1137.2\n"
]
}
],
"source": [
"class ThermodynamicProperties:\n",
" def __init__(self):\n",
" self.sat_prop = {\n",
" 2000: { # psi\n",
" \"vf\": 0.025635, # ft3/lbm\n",
" \"hf\": 671.797, # BTU/lbm\n",
" \"sf\": 0.86284, # BTU/lbm-F\n",
" \"vg\": 0.18813, # ft3/lbm\n",
" \"hg\": 1137.20, # BTU/lbm\n",
" \"sg\": 1.2872 # BTU/lbm-F\n",
" },\n",
" 680: {\n",
" \"vf\": 0.02044, # ft3/lbm\n",
" \"hf\": 487.79, # BTU/lbm\n",
" \"sf\": 0.6889, # BTU/lbm-F\n",
" \"vg\": 0.67614, # ft3/lbm\n",
" \"hg\": 1202.35, # BTU/lbm\n",
" \"sg\": 1.4335 # BTU/lbm-F\n",
" },\n",
" 155: {\n",
" \"vf\": 0.01812, # ft3/lbm\n",
" \"hf\": 333.42, # BTU/lbm\n",
" \"sf\": 0.51747, # BTU/lbm-F\n",
" \"vg\": 2.92183, # ft3/lbm\n",
" \"hg\": 1195.02, # BTU/lbm\n",
" \"sg\": 1.58631 # BTU/lbm-F\n",
" },\n",
" 2.9: {\n",
" \"vf\": 0.01629, # ft3/lbm\n",
" \"hf\": 108.07, # BTU/lbm\n",
" \"sf\": 0.19869, # BTU/lbm-F\n",
" \"vg\": 122.5419, # ft3/lbm\n",
" \"hg\": 1121.64, # BTU/lbm\n",
" \"sg\": 1.88863 # BTU/lbm-F\n",
" }\n",
" }\n",
" self.other_prop = {\n",
" 2000: { # psi\n",
" \"T\": 752, #F\n",
" \"h\": 1293.1, #BTU/lbm\n",
" \"s\": 1.42335 #BTU/lbm-F\n",
" }, \n",
" 680: { # psi\n",
" \"T\": 700, #F\n",
" \"h\": 1346.05, #BTU/lbm\n",
" \"s\": 1.57063 #BTU/lbm-F\n",
" }\n",
" }\n",
"\n",
"givens = ThermodynamicProperties().sat_prop\n",
"m_dot = 72 #lbm/s\n",
"print(givens.get(2000)['hg'])"
]
},
{
"cell_type": "markdown",
"id": "f7272418-878d-47ab-84bf-28d3cd6071eb",
"metadata": {},
"source": [
"| Stage | Temperature | Pressure | Quality | Enthalpy | Entropy |\n",
"| ----- |----- | ----- | ----- | -----| ----- |\n",
"| 1 - Condenser / P1 | |2.9 psi | 0 | 108.07 BTU/lbm | 0.19869 BTU/lbm-F|\n",
"| 2 - P1/CFWH | |2000 psi|0| 671.797 BTU/lbm| 0.86284 BTU/lbm-F |\n",
"| 3 - CFHW/P2 | |155 psi| 0 | 333.42 BTU/lbm| 0.51747 BTU/lbm-F|\n",
"| 4 - Mix/Boiler | |2000 psi|0| 671.797 BTU/lbm | 0.86284 BTU/lbm-F|\n",
"| 5 - Boiler/HPT |752 F| 2000 psi | |1293.1 BTU/lbm| 1.42335 BTU/lbm-F |\n",
"| 6 - HPT/Boiler | |680 psi| | |$s_6$ = $s_5$ = 1.42335 BTU/lbm-F |\n",
"| 7 - Boiler/LPT |700 F|680 psi| |1346.05 BTU/lbm| 1.57063 BTU/lbm-F|\n",
"| 8 - LPT/CFWH | |155 psi| | |$s_8$ = $s_7$ = 1.57063 BTU/lbm-F |\n",
"| 9 - LPT/Condenser | |2.9 psi| | |$s_9$ = $s_7$ = 1.57063 BTU/lbm-F|\n",
"| 10 - CFWH/Mix | | 2000 psi |0| 671.797 BTU/lbm | 0.86284 BTU/lbm-F|\n",
"| 11 - P2/Mix | | 2000 psi |0| 671.797 BTU/lbm| 0.86284 BTU/lbm-F|\n",
"\n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "6388f4c3-e1ca-4d4e-8e9b-82e502e46850",
"metadata": {},
"source": [
"To find the mass fraction, we will utilize the conservation of mass and conservation of energy:\n",
"$$ \\dot m_8 + \\dot m_9 = \\dot m_7 $$\n",
"$$ \\dot m_8 h_8 + \\dot m_9 h_9 + W_{LPT}= \\dot m_7 h_7 $$\n",
"\n",
"Which when subsituting in $\\dot m_8 = y \\dot m_7$ and $\\dot m_9 = (1-y) \\dot m_7$, we get one key equation:\n",
"$$ y h_8 + (1-y) h_9 + W_{LPT}= h_7 $$\n",
"$$ y h_8 + h_9 - y h_9 + W_{LPT}= h_7 $$\n",
"$$ y = \\frac{h_7 - h_9 - W_{LPT}}{h_8-h_9} $$\n",
"We know $h_7$ but do not know $h_8$, or $h_9$. We can find the enthalpies using the entropies, however, and then solve the system to find the mass flow fraction."
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "085fa335-9198-4923-86d9-efb9ac397280",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"x_8 = 0.985\n",
"h_8 = 1182.380 BTU/lbm\n",
"x_9 = 0.812\n",
"h_9 = 930.914 BTU/lbm\n"
]
}
],
"source": [
"# Find quality at 8\n",
"x_8 = (1.57063 - givens.get(155)['sf']) / (givens.get(155)['sg'] - givens.get(155)['sf'])\n",
"print(f'x_8 = {x_8:.3f}')\n",
"\n",
"# Find enthalpy at 8\n",
"h_8 = x_8 * (givens.get(155)['hg'] - givens.get(155)['hf']) + givens.get(155)['hf']\n",
"print(f'h_8 = {h_8:.3f} BTU/lbm')\n",
"\n",
"# Find Quality at 9\n",
"x_9 = (1.57063 - givens.get(2.9)['sf']) / (givens.get(2.9)['sg'] - givens.get(2.9)['sf'])\n",
"print(f'x_9 = {x_9:.3f}')\n",
"\n",
"# Find enthalpy at 9\n",
"h_9 = x_9 * (givens.get(2.9)['hg'] - givens.get(2.9)['hf']) + givens.get(2.9)['hf']\n",
"print(f'h_9 = {h_9:.3f} BTU/lbm')"
]
},
{
"cell_type": "markdown",
"id": "df89be07-8172-44bf-900a-46e2108cdd9a",
"metadata": {},
"source": [
"Now we also don't know $W_{LPT}$. We need a second equation to find $y$. We get it from the closed water heater, which conserves energy between the two streams:\n",
"\n",
"$$ \\dot m_3 h_3 + \\dot m_10 h_10 = \\dot m_2 h_2 + \\dot m_8 + h_8 $$\n",
"\n",
"But THIS equation has us going further down the rabbit hole. Must find pump works, then HPT work, then finally we can take the LPT work from that. THEN! We can find y.\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c7c46329-0ea4-40c5-b0d8-6fd87ce57673",
"metadata": {},
"outputs": [],
"source": []
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"id": "6e939c88-d58d-487e-a4ff-7d5ff58fc9dc",
"metadata": {},
"source": [
"![image.png](attachment:d49e73b1-8a6b-4c3a-8e39-f82c3fa98d67.png)"
]
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"id": "1a747555-caa1-4f2c-b06c-ccc790334a54",
"metadata": {},
"source": [
"![image.png](attachment:1f62b1ff-56c4-4bce-8874-933dc44d5042.png)"
]
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"id": "144319c8-49ca-4031-ae26-63d69bc64dd4",
"metadata": {},
"source": [
"![image.png](attachment:3c1f5267-c364-4495-88af-6c6821b6a3a6.png)"
]
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"id": "f2d61cbd-eed7-46c0-9092-04140a3057c2",
"metadata": {},
"source": [
"![image.png](attachment:7e7cc93b-d245-4a7e-adcc-0427549214bb.png)"
]
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"id": "455f8ca3-a8f2-4e63-8ac0-792bde67ab1a",
"metadata": {},
"source": [
"![image.png](attachment:788d963e-ebda-483f-89a8-f00ac8602757.png)"
]
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"id": "49e92371-1363-4ae4-af69-85ff88faff4e",
"metadata": {},
"source": [
"![image.png](attachment:d04a1464-f372-4b4b-bb76-80b90fe3c768.png)"
]
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"id": "02b4d009-cc04-49f7-bbf5-860230abfd9a",
"metadata": {},
"source": [
"![image.png](attachment:1427567c-58cb-4da7-bb12-46c1ea23a34b.png)"
]
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"id": "ed3a709c-86ae-4c9a-95c3-98bb259a39e2",
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