diff --git a/.cursorignore b/.cursorignore index e151781..a165c14 100644 --- a/.cursorignore +++ b/.cursorignore @@ -1,5 +1,4 @@ /.venv/ /data/ /img/ -/demo/ /LICENSE \ No newline at end of file diff --git a/.gitignore b/.gitignore index 1851575..af905fb 100644 --- a/.gitignore +++ b/.gitignore @@ -28,6 +28,7 @@ venv/ .env .env.local .env.* +!.env.example # Caches .ruff_cache/ diff --git a/demo/demo.ipynb b/demo/demo.ipynb index df82164..bef9377 100644 --- a/demo/demo.ipynb +++ b/demo/demo.ipynb @@ -107,7 +107,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 81, "id": "3d1e64be", "metadata": {}, "outputs": [ @@ -128,7 +128,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 82, "id": "62e5b62a", "metadata": {}, "outputs": [], @@ -182,7 +182,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 83, "id": "9e83dd77", "metadata": {}, "outputs": [], @@ -190,6 +190,11 @@ "from weac.components import Layer\n", "from weac.utils.misc import load_dummy_profile\n", "\n", + "from weac.logging_config import setup_logging\n", + "\n", + "setup_logging(level=\"WARNING\")\n", + "\n", + "\n", "# Load a dummy profile\n", "dummy_layers = load_dummy_profile(\"a\")\n", "\n", @@ -216,7 +221,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 84, "id": "ce16e446", "metadata": {}, "outputs": [], @@ -267,13 +272,13 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 85, "id": "85adaab8", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -303,7 +308,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 86, "id": "675d8183", "metadata": {}, "outputs": [], @@ -324,13 +329,13 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 87, "id": "fcb203f7", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -386,29 +391,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 88, "id": "2a5bc64c", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ @@ -434,13 +429,13 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 89, "id": "3dc23fa5", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAacAAAERCAYAAADffGjwAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQAASMZJREFUeJzt3XdcE/f/B/BXFglBNshQERFXQREEHFRA66i2tI7a2mHt+LbaodZqK2qXtbXDhf602qV+22rt11ZrtdUOd7UucNQBgoCiKDITIBAyPr8/ApFAgCRcQoD300ceyd197u79ucR7c3efuw+PMcZACCGE2BF+SwdACCGE1EXJiRBCiN2h5EQIIcTuUHIihBBidyg5EUIIsTuUnAghhNgdSk6EEELsjrClA2iLtFotcnNz4ezsDB6P19LhEEJIszHGUFpaCn9/f/D51j+uoeRkBbm5uejSpUtLh0EIIZzLyclB586drb4eSk5W4OzsDED3Jbq4uLRwNKSt27ZtGyZNmtTSYZA2Ti6Xo0uXLvr9m7VRcrKCmlN5Li4ulJyI1UmlUvqdEZux1aUKahBBCCHE7lByIoQQYncoORFCCLE7lJwIIYTYHUpOhLRyfn5+LR0CIZyj5ERIKxcfH9/SIRDCOUpOhLRSjDHMPjAbY7ePxaXCSy0dDiGcouRESCtVqirFX9f/Qk5pDuYdnge1Vt3SIRHCGUpOhLRShRWFAIB5UfOQLc/G3uy9LRwRIdyh5ERIK1VUWQQAGNJpCAb7DcYPqT+0cESEcIeSEyGtVM2Rk6fEE+OCx+Fs/lnkyHNaOCpCuEHJiZBWqqiyCEKeEC4OLhgWMAxOIifsytzV0mERwglKToS0UkWVRfCQeIDH48FR6Ij7Au7Dnqw9YIy1dGiENBslJ0JaqcKKQng6euqHx3Qbg2x5NlKLUlswKkK4QcmJkFaqqLII7hJ3/fBAv4FwE7tRqz3SJlByIqSVqjmtV0PEF2FE1xHYm7WXTu2RVo+SEyGtVLGyGO4Sd6hUKv24MYFjkFuei/MF51swMkKaj5ITIa2Ul6MXerj1QFVVlX7cAJ8BGOw3GGfyzrRgZIQ0H4/R8T/n5HI5XF1dIZPJqPtsQkibYOv9Gh05EUIIsTuUnAghhNgdSk6EEELsDiUnQgghdoeSEyGEELtDyYkQQojdoeRECCHE7lByIqQVyizJbOkQCLEqSk6EtDLfXfoOIoHIYNy+a/uw6+oupOSl1CtfVFmETRc22Sg6QrhByYkQO/Fzxs9Nljl28xjcJG7o4txFP+6P7D/Qv2N/JHRPQImyBDdKbxjM4yHxQIRPBL5P/Z7rkAmxGkpOhNiB0qpSSIXSJsttTt2MMYFjDMax6n8AIOQL9Z9r6+fdDxcKLqC4spibgAmxMkpOhNiBU7dPIco3qtEyaUVp8JH6QMAXGIwfHTgayXnJ2J25G45CR4Ojqtriu8RjZ8ZOzmImxJooORFiYyqNClsub0HikURcLbkKACiu1HV/se3KNrx77F2j8524dQKhXqFGp40OHI0Hgx5sNMFF+kTiyM0jza8AITZAyYkQG/vz2p94OPhhyJVy5JXnGUy71/9elFaVGp0vT5Fn0Lmgudwl7sgpzbF4fkJsiZITITY2tPNQVKgrkFaUhmi/aNwovYFOzp0AAL5OvhjkN8jofAq1AmKBuFnr5oHXrPkJsRVKToTYmLODMw7lHMJg/8EQ8oU4c+cMIjpGAAAO3TiEYV2GGZ3PXewOeZW8Weuue72KEHtFyYmQFlClrYKTyAkAoNQo4SBwwOXCy+Dz+PCWehudp5trN9wuv23xOlValX6dhNg7TpKTUqnEuHHjQJ3qEmKa8cHjIeKLsPnyZlwuvIzfMn9DibIEsZ1jG5zn3k73Gr3J1lQXCy4i2jfa5PIypYz+T5MWI+RiIbNmzcKuXbvwzjvvYPHixVws0mQ7duzAkiVLIJFIwOfz8dlnnyEkJMTi8owxLF68GD///DOEQiF69uyJtWvXwtXV1RbVITakZVpotBpomO6l1qp142p9VmlVqFRXolJTCaVaiUpNJSrVlVBqlKhQV0CpUd79XGu6l6MXXhvwWoPrlgglmBs1F2lFaejr1Rf9vPs1Ga+7xB3uEncUVBTAy9HL7PoevnEYY7qNabpgtRf+eAEZJRlwE7uhg0MHOIuc0cGhA5xETnB2cIZEIIFYKIajwBFioRgSgQQSocToeCFfaPjiCSHgCyDii+qNIwTgIDmtXr0asbGx2LJlC4KCgrBhwwY899xzXMTWpJMnT2Lq1KlITk5Gjx498M0332D06NG4fPkynJ2dLSq/cuVK/PTTTzh+/DgcHR3x3HPPYcqUKfjll1/Mju+5vc9BJBUZ3BRZ9wbJxv4yNZivTjmLl8kama+R9TVUrsllNjKtoXL1YjFnmQwG02qSTe0kVPO5sXhMwefxIRbc3SmLBWL9ztlB4GDSMi4VXsKDQQ+avM7pYdOx5fIWzIyYaVasZVVlKFYWN9gU3Zg5kXOQUZIBuVKOUlUpyqrKUKYqQ2lVKW6V3dIlbI3SIHlXaavMiqsuHnj6pAXotjEffICn+8wDT//O4/HABx88Xp3PNWVqf64u3+T6jZQx1ojE6Lg685ra+MSUdZqyPmtTKVQ2XR+PNeO4vaioCMXFxejevTs6duyIO3fuICUlBffccw8kEgmXcRo1YcIEiMVifP+97rEsWq0W/v7+WLhwIWbMmGF2eY1GAz8/PyxevBjTpk0DAFy6dAkhISE4f/48+vbta1Jccrkcrq6uSPwzERIn3Xao/eOq98Nr5EdmMF8jP35z/mPULtvYf4JGl1ln8abWz9S4zIml3jJrDQp4grsvvpHPdd95Agj5QvB5fP1nR6GjYRKqPhoQ8UXN3kH8L+1/eLTXo2bNc7HwIgorChs9BVgbYwzrz63HY70fa1ZTdFNotBr90aQ+aWmUUGvVUGvVUGlVUGvV+qPTuuPVTA2NVjeNgYExpv8jQ/9eZxxjDX+uKadl2qa3k5E/VoztHk0pZ+ofPqYs39S4rE1ZrsTHoz6GTCaDi4uL9VfIOOLt7c3Vokzm4uLCli1bZjBu7Nix7KGHHrKofEpKCgPATp8+rZ+u1WqZk5MTW7FihclxyWQyBoDJZDKT5yHEWooqiliBoqClwyCtnK33a5xcc2oJhYWFkMvl8PHxMRjv6+uLU6dOWVQ+M1PXDUHtMjweDz4+PsjKymowFqVSCaVSqR+Wy5vX3JcQLrlL3Fs6BELM1mqTk0KhAACIxYY3JYrFYv00c8ubu8waH330ERYtWlRv/LZt2yCVNv0wT9L2uLu74/7772/pMJpl7969KC6mB8USncb2gdbQapNTzU6/9hFLzbCxhGBKeXOXWWP+/Pl4/fXX9cNyuRxdunTBpEmTbHNulhAraO3JlXBLLpfjP//5j83W12qTk6enJ1xdXZGXZ/hsstu3byMoKMii8jXveXl56Ny5s75MXl6e0WXWEIvF9Y62CCGEWK5VPyFi+PDhSE5O1g8zxpCSkoIRI0ZYVL5fv37w9vY2KHP58mWUl5c3uExCCCHca9XJKTExEb/++isyMjIAAJs3b4ZAIMDUqVMBAPfeey8WLlxocnmBQIDExER89tlnqKioAAAsX74cCQkJCA01/f4QQgghzdNqT+sBQHR0NDZt2oTJkyfD0dERfD4fv//+u/6GWoVCYXD9qKnyADB79myUlZUhJiYGQqFQf7MuIYQQ22nWTbi11dyES+7ehGuzm9VIu7Z3715qvECsztb7tVZ9Wo8QAmruTdokSk6EEELsDiUnQgghdoeSEyGEELtDyYkQQojdoeRECCHE7nCWnDhqkU4IIYRwdxPuzp07uVoUIcQaVBXAkRXAxR1AZQng2gUIigP6Pgr43NPS0RFigLPkNGTIEK4WRQjhmqoC+GYccOss0O8xXWIquAIk/xf4eyXgFwaEPQH0fQRw8mrpaAlp3Y8vIoSY6K9FusQ0dTfQJerueHUVkP4HcO574I+3gD8WAj1GASETgKB4oIN3S0VM2jlKToS0dUVZwMkvgBHvGiYmABA6AH0e1L3KC4GL24GzW4Dt1f32+IQC/uG69469dUdcLv6AyNH29SDtCiUna1KWAkpe9QDv7nger05BrqfVKWfqtHrLJ23CP2sAqQcQ9ULj5Zw8gegXdK/S20DWYSDrEHD7PHD+f4CmViecju6AowcgcQHELoDEVfcuFANCiS7pCSWAwKF6nBgQiAGBCOALAR4f4AuqP1e/8/m1hgW1ygl1wzw+AF7177TuO2r9fhsqU+tdX76R5VnC4nktnM+W66uUW7guy1BysqYVfQBxW9nht4Lk2ti0ejvCBt7102vtLGvvMHn8uztWHl83nsfXla35rFerBWvt1qxuAUDnSCBwqG451qRRARd+AiKmAg4N9+Zcj7Mv0O9R3QsANGqg5BogvwnIc3XvFSVApQxQynU7rtJbgLpSd6pQowTUtV4aJaBVW6WKxEaUtm2RTcnJmh7+DOggRYM7qboMpjU2T0PT6pSzu+XVLWbK8jiKgWl0O0etpvqlvjvMag+rAa3WcJhVD2uqqstrdfMwVmdYqxtuLAkzDXDxZ0ApA5z9gfveAcImW++oNfMgUFEM9J3UvOUIhIBnd93LUlqNLlmyWt9BzbY1+B60ht9XTXmmrf6emZnvqP4MM+dpLg6WY0+xlJYDH09p/nJMRMnJmu55CKAuM0hdjAG5KcCxNcDP04Gc48ADK3VHX1xL/xNw6wr4hHC/bHPxBdY/UiTWI7ftaT3O/jfI5XLs2LEDFy5c4GqRhLRNPB7QaQAwaSPw8Fpdc+79i62zruwjQLdYup5IWh2Lk9OCBQvg7e2NU6dOQaFQICoqClOmTMGgQYOo51hCTBX+FDDiPeDvFcC1Y9wuu7wAuHNJl5wIaWUsTk4HDx7E5cuXERUVhc2bN6O4uBjZ2dnIyMjA2rVruYyRkLZtyEygczTw61zd9Rau5JzQvXelG+RJ62NxcnJ0dISXl+5O8q1bt+LZZ5+Fl5cXfH19IZWa0SqIkPaOzwdGLQbuXATSfuNuubf/BaRegEsn7pZJiI1YnJxKS0tx7do1HDhwAIcOHcIzzzwDAFCr1SgvL+cqPkLah4BBQNcY4Phn3C3z1nnAty9dbyKtksXJ6bXXXkNwcDBGjBiBp556Cn369MHx48cxbNgw9O3bl8sYCWkfBjwDXDsKFGVys7zb/+qSEyGtkMVNyZ944gkMGzYMeXl56N+/PwAgICAAH3zwAXr37s1VfIS0H70f1D1l4fz/gPjE5i2rohiQXafkRFoti4+clEol/Pz89IkJADp27AiFQgEPDw8uYiOkfXGQAj1GAml7mr+swqu6d2/6Q5G0ThYnpzFjxtQbp9FosHv3bkyYMKFZQRHSbvUYrXt6eOnt5i2n5tSgR7dmh0RIS+D0lnSxWIy1a9dCJpNxuVhC2o/gEbrn86X/2bzlFGUCTh0BsTM3cRFiY2Zdc/rvf/+L//73vwCAs2fPYvjw4fXKFBcXQywWcxMdIe2Nk6fuOtG1Y0BEM55jVngV8AjiLi5CbMys5BQYGIi4uDgAQFZWlv5zDT6fD29vb0ycOJG7CAlpb7oM0nUA2BxFmYBXT27iIaQFmJWc4uLi9AnJxcUFs2fPtkpQhLRrAQOBk58DpXmAs49lyyjKBHrdz21chNiQxU3JG0tMy5cvx5w5cyxddJsxcMlfEIqddAM8gzfwqm+M5DU0Xj9cs7SGytcMN7481C1v4nx1Vt9knDzwwOMBAj4PQj6v+p2vexfwwOfVGi/gQcDn1yqnexcJ+BCL+JAIBXB0EEAi5EMi0n0WCwWQiPhwFAkgdRDCxVEIF4kILo4iCPht5GbTgMG695zjwD0Pmz9/pRyoKALc20djCMYYFFUalFSoUFaphqJKjQqVBhVVGqPvVWot1FpW/a6FWsNQpdG9q7VaVKmZfrxKo9X1jMJY9Uu3Pq1+nG64dhlWa1rtYcYAVt11Re2eMOp19mIwghkdb9BxTJ1uNQynGS/XwCqMxlNDo7TtwxWa1WXGoUOHcPbsWcjlcoOKb9q0iZITgJfiusPRybneD1Lfw4x+uP4PVjds3nwMhgVMLV93OupNNzMOxqBhDBotg1pT/a6teddCo9XtDCpUdacxaLRaqNQMlWoNKlUaVKq0+h1KU5zFQrg46hKVq6MQXh3E8HWRwMdFgo4uYvhUf+7k5ggHoRW6p+CKiz/QwVf3hAdLkpM8t3o5rfuxRSWKKtworkCevBJ5ciVuyytxR16JO6VKFCuqIKtQQaZQQVahglrbeH9FDgK+7o8aBwEchHyI+HyIBHwIBTwIBXyIqv8oEgp07w4CPpwcdMMCHg88Hg98HsDn8XT9StYe5un+IOPXGscz+Kwrz4NuuDaDjqgbGK8bbvgPL8NlmLb8xuZraFUV5aWY+UmDYXDO4uQ0c+ZMfPnll7jnnnvg7OxssPFKSkq4iK3VeyamG1yoPydOaLUMSrUuUVVWvxRVGsgrVZBX6HZQ8gq1bodV/covVeLSLTnuyJUoU97thVXA56GzuyMCPZ3QzcsJ3b2dcI+/K+7xc4Gjg530N+QbqnvCgyXkN3XvLv7cxWMljDHcklXiwk0ZUm+XIqugHJkF5cguKIesQqUvx+cB3s66PzA6OovR3bsD3BxFcHUUwU2q+4PETeoAZ4kQUgcBHKuPtB1FupdQYMd/jLQScrkcM224PouT0969e3H9+nV4e3vXm/bcc881KyhC6uLzebqdjYXJo0ypxh15JW7LKpFdqEBWQRmyCspxJD0f3x2/BrWWQcDnIdi7A/p2dkV0Nw/EBHuhk5sjxzUxkW9f3ZMiLFFz5OTsx108HFGqNTiXI8PxzEKcyi7CxVw5isqrAADuUhGCvDsg2LsDRvbpiG5eHdDZ3RG+rhJ4OjlQgmlnLE5Offr0MZqYAGDFihUWB0SINXQQC9HBuwOCvDtgSLDhNKVagyu3y3AhV4Z/b8pwLqcEP6XcAGNAV08phvbwwv0hfhgU5GG7HaRPKCBfCSiKAKmZT1wpvQU4eQNCB+vEZqY78kr8fikPf1y8jVPZRahUaeEsESI60ANPD+6KUH9XhHRyga+LpNHTV6R9sTg5vfjii1i2bBkef/xx+Pv7G/yoJkyYgP3793MSICHWJhYK0LezK/p2dsXj1eNKFFU4nlmEY1cLsD/1Dr47fh3uUhFGh/ji0aguCO/iZt0dqW8/3fvtf4GguMbL1iW/2eJHTWVKNXady8WPyTeQcr0YfB4Pg4I8MGdkLwzu7ok+fi5tpwELsQqLk1NCQgIAYN68eZwFQ4i9cJM64P5QX9wf6otFDzFczJXjt39v4Zdzudh6Kgd9/Fzw5MAAPDKgMyQiK1yn8ggC+EKg4IoFyelWizWGyLhThq//zsTOs7moVGkQ29MbSx8Jw4g+HeEmtY8jOdI6WJycwsLCkJSUVG88Y4zufyJtCo/HQ2gnV4R2csXcUb1wJKMAm49fwzs7L2DVvnRMiw3CEwMDIHVoVuNXQwKhril4zQNczSHPBbpEcReLCS7myrD2QAb2XLiNjs5ivBgbhEcju8C/pa7ZkVbP4v9Nb731Vr0nRNT4+OOPLQ6IEHvG5/MQ19MbcT29ca2wHJ8duIqP96Ti88OZSLy/N8aHdwKfq9NVnsFAYbr585Xm2qyl3h15JZb+noYfU24gwEOKj8b3xfiIThAL7aTVI2m1LL66O3HiRJSXl2Pjxo36BhB///03iouLMXr0aM4CJMRedfV0wieP9MOBufEY2M0Dc7adwyPrjyH1tpybFXgFA4UZ5s2jUQGKQt19Ulak1TJsPJqFYcsO4q/LeXj/oRDsez0Ok6MDKDERTlicnC5evIhu3bph1qxZWL9+PQDg3LlzGDRoEM6cOcNZgITYuy4eUqx5IgLfvzAIpZVqPPR/R/HF4avQNHFjaJM8g4GS64Baafo8ikLdu5NX89bdiJwiBZ746jgW7bqECRGdcXDuMEwZHEhNvQmnLP41zZkzB6tXr4ZcLkenTrqLr6+88gp2796NxMRm9uJpgqqqKsyaNQuRkZEYMGAAZs6ciaqqqmbNk5qaihdeeAGxsbEYOnQoBg4ciB07dli7KqSNGNzdE7tm3ItnYgLx0Z5UTPn6hP4eHot4BgNMCxRnmz5PeYHu3cn4bR7NdSDtDh5YfQQ5RRXY/J+BWDwuFK5SkVXWRdo3i5NTZWUlJk+eDMDw0Ro9evRoMklwYe7cuUhLS8OJEydw8uRJXL58GXPnzm3WPMuWLYNSqcSBAwdw5MgRfPDBB3jkkUdw4MABa1eHtBESkQALxvbBlv8MQtrtUjy05m9cyrXwNJ9n9Q1Z5pzaK8/XvUs9LVtnAxhjWHsgA89tOoWoQA/8NmsoYoKtd3RGiMXJSSaTQa1W1xtfUlKCvLy8ZgXVlMLCQqxfvx6zZ8+GQCCAQCDA7NmzsX79ehQVFVk8T2BgIObMmQOBQHfOfOTIkejTpw+2bt1q1fqQtmdwd0/8MuNeuDqK8Mj6Y/g7vcD8hTh1BARi3ak9U1nhtJ5Gy7Dw5wtY+nsaZgzvgS+fjoSrIx0tEeuyODmNGjUKI0eOxPbt21FaWorDhw/jiy++QGxsLMaPH89ljPUcPnwYKpUKkZGR+nFRUVFQqVQ4dOiQxfO89dZbCAsLM5hPIpFAqTTjnD8h1Tq5OeLH6UMQ3c0Dz206hT8umtn1Op8PuHYGSnJMn6e8QJfQHDqYt64GqDRazNp6BltPXsenE/vh9ZE9uWuNSEgjLE5OS5YsweDBg/HUU08hOTkZ8fHxeO2115CQkID333+fyxjryczMhFAohKfn3VMX3t7eEAgEyMrK4mweuVyOixcv4tFHH200HqVSCblcbvAiBAAcHQT4Ykok7uvTES9tTsGfl8w8q+AWAMjMOXIq0F1v4uDpFVotw9xt5/D7xdv47MkIPBrVpdnLJMRUFicngUCAJUuWoKioCOfPn8f58+dRVFSEDz/8UH9azFoUCgUcHOrfbe7g4ACFQsHZPMuWLcOoUaMwduzYRuP56KOP4Orqqn916UL/icldDkI+/u/xcIy6xwevbknBqWzjp56Ncuti5pFTvq6r92ZijOHdXy5i17lcrJocjvtD7e8hsqRta3bbT4lEgtDQUISGhkIikQAAnnjiCYuWlZiYqOv3pJFXamoqpFKp0UYXVVVVkEqlRpdt7jx//vknfvnlF3zzzTdNxj1//nzIZDL9KyfHjJ0JaReEAj5WPtYf4QFueH7TKWTcKTNtRtcAQGbmaT1p8683fX44E98ev4aPJvTF2L6UmIjtWfyECJlMhtWrV+PMmTOQyWQGnQ2ePXvWomUuWLAAr776aqNlfH19ERQUBLVajcLCQv1puvz8fGg0GgQFBRmdz5x5Tp06hTfeeAN79uyBq6trk3GLxWKIxWJTqkjaMYlIgC+fjsSEz45h2rensfPVe9FB3MR/QbcuukYOVeWAg1PTK1EU6k4FNsPBtDv4ZG8qXhnWHY9FNW9ZhFjK4uT02GOPoaysDEOGDIGTk+F/muzsbIuW6eLiYlLnfLGxsRCJREhOTsaoUaMAAKdPn4ZIJEJsbGyz5rl48SKef/557Ny5E35+ur8Yv/jiC7z44osW1YmQ2pwlIqyfMgAPrzmKuf87h3VPRTT+dHPX6lPEshuAd6+mV1BeAPhHWBzftcJyzPz+DOJ7euP1kSasjxArsTg55efnIzk52eg0a/f+6unpienTpyMpKQkjRowAACQlJWH69Onw8ND1fZOSkoKEhATs3r0b4eHhJs2TmZmJBx54AO+//z4KCwtRWKhrlrtlyxZKToQz3b07YPmjYZj2bTI2n7iOpwZ1bbiwW3VyKskxLTkpCs3v/6maWqPFrK1n4SZ1QNLkcOrSgrQoi685hYeHo7Ky0ui0miMOa1q6dCmCg4MRFRWFqKgo9OzZE0uXLtVPV6vVUCgUBvdiNTXPvHnzcO3aNUydOlVfJirKtk93Ju3D6BBfPDEwAEt+u4xrheUNF3T2A8DTPcy1KYwBlTLA0d2imNYcyMC/N2VImtyf7mMiLc7iI6cVK1bgzTffhK+vL/z8/Axa6H388cf6p0dYi1gsxurVqxucHh0djeLiYrPm2bZtG2fxEdKUBWP74Eh6PuZuO4cfXhxs/P4hgUh3Q22pCfdIKUsBpgEkTV8nretcTgn+b38GXhkWjIgAy5IbIVyyODmtWbMGa9euhZeXV73WbtZ+QgQhbUEHsRCfTgzD418ex48pN/BoZAO3IDj7mpacKmW6d0c3s+JQa7RYsONf9PZ1xozhwU3PQIgNWJycvv76a6SmpqJHjx71plGXGYSYZnB3TzwU5o9P96bi/lBfuEiMnE7rYGpyKtG9S8w78vnu+DVcuiXH9peGQERPFid2wuJfYkhIiNHEBAA//PCDxQER0t4sGNsHiioNkv5soGNBZ1+g9FbTC6oo0b2bcVrvjrwSy/+4gsejAxBOp/OIHbE4OU2bNg1JSUnIzc01uMcJACZMmNDswAhpL3xdJXg5vju+O34NN0sq6hdw9gPKTDhVbsFpvRV/XoFQwMObo6nZOLEvFienhIQEvP766+jSpQuEQqH+Sd8CgaDBh68SQox7NqYbOkiEWLPfSPcYzj665KTVNr4Q/Wk9046cMu6U4X+nc/Dq8B5wk9Z/tBchLcnia05hYWFISkqqN54xhtmzZzcnJkLaHSexENPjgvDp3jS8HN8dXTxqNTJy9gO06uru1xvpRLCiBBA56Vr4mWDZ72nwc3XEU4PoKRDE/licnN566y3ExcUZnfbxxx9bHBAh7dWUQYH44nAW1h26iiXj+96d0MFX9156q/HkVCkz+ZTe2ZwS7L14G8smhUEstO6DmgmxhMWn9SZOnIjy8nJs3LgRK1asAAD8/fffKC4uptZ6hFjA0UGAqYO7YnvKDRTX7t7duSY5NdFir7IEkLiZtK41+9PR3dsJ48M7WRQrIdZmcXK6ePEiunXrhlmzZmH9+vUAgHPnzmHQoEE4c+YMZwES0p48MTAAWgZsOVmrD6cOHQHwgDLjyYnPr/5vXFFi0vWmtNul+OvyHbwUH0yPKCJ2y+LkNGfOHKxevRpyuRydOun++nrllVewe/duJCYmchYgIe2JZwcxJoR3wjf/ZKNKXd0AQiDSPZKoPN/oPPp+ykw8rbf+0FX4u0rwUJg/R1ETwj2Lk1NlZaX+EUW1n6rco0cPo/0mEUJM80xMIPLkSuxPvXN3pJOX7onjRtxNTiVNntbLKVLgl3O5+M/QIDgI6YZbYr8s/nXKZDKDh6rWKCkpoccXEdIMvX1dENbZFdtO1+pk0MnbhOQka/K03oajWXCRCDE5mnprJvbN4uQ0atQojBw5Etu3b0dpaSkOHz6ML774ArGxsRg/fjyXMRLS7kyK7IKDV/KRL69+8r/Us8HTeiJRddPxipJGT+spqtT48fQNTI4OgNTB4oa6hNiExclpyZIlGDx4MJ566ikkJycjPj4er732GhISEvD+++9zGSMh7U5CmD+EfB5+OnNTN8LJG1AYP3LSJydlKSB2bnCZO8/moqxKjSei6b4mYv8sTk4CgQBLlixBUVERzp8/j/Pnz6OoqAgffvihQfcZhBDzuTqKMDrEF9tTbuhGOHkB5YVGy4pEIkCrAVTlgEMHo2UYY/j2n2sY3quj4Q2+hNipZl8RlUgkCA0NRWhoKBfxEEKqJYT540peGZQqDSD10p3Wq/McS6A6OVWV6QYaOHJKuV6CS7fkmDK4kV53CbEjFienVatWwcvLy+AU3tq1azF06FDcvHmTk+AIac+G9vCCk4MAeXKl7shJqwKU8nrlhEIhoGw8OW0+fg0BHlLE9mjkCROE2BGLr4pu3rwZO3fuRExMjH7cnDlzEBISgldeeQU///wzF/ER0m5JRALc18cHGfllCHDy0o0sL6jXIs/gyMnIab3SShV+u3ALM4b3MN7bLiF2yOIjJycnJ4PEVOP++++HTCZrVlCEEJ2xff2QXVCuO60HGG1ObnjkVD857fn3NpRqLSZE0KOKSOthcXIqLCxEZWVlvfEVFRUoKDDeqogQYp74Xt6QVap0rfUAo83JdUdOpboBI0dOP6XcQEx3L/i5OlozVEI4ZfFpvbFjx2Lo0KF45ZVX0L17dwBAZmYm1q1bhwcffJCzAAlpzyQiAdwcRYDUAwDPaHNyoVAIKGqOnFwMpuUUKXAiqwgrHg2zQbSEcMfi5PThhx+Cz+fj5ZdfhlKpBGMMEokEs2fPpvucCOFQV08ngC+ofr5e/eQkEol09zgB9U7rbU+5CScHAe4P9bVFqIRwxuLkVHOf0zvvvIOMDF3vncHBwZBIJJwFRwgB7vGrboHXwCOM9A0i+CJAKNaPZ4xh+5kbGNPXj54IQVodTu9zqklMI0eObHZghBAd35prRVIPoKK43nRdg4jSekdN52/IcK1QQX02kVbJ4j+nVCoVPvnkE+zZswe3b98Gq3Vz4O3bTXSKRggxn6O70eSkP3JyMLzH6dd/b8GrgwMGdvOwVYSEcMbi5JSYmIhLly5h6tSpWLlyJRITE1FVVYWdO3di+PDhXMZICAEARw+gIK3eaH1T8lo34DLG8Ov5W7g/1BdCAXWNQVofi5PT0aNHcfToUQgEAmzduhVTp04FADz33HN49NFHOQuQEKJLNjxHN5NP6527IcPNkgqM7etnwygJ4U6zbsKtecBr7c4FBQIBcnNzmx8ZIUSPx+M1eFoPgO4+p1r3OP16Prf6lJ6njSIkhFsWJyelUom9e/cCAAICAjB79mwcPXoU77//PkpKSriKjxBSoyY5abX1pynL9EdOjDH89u9tjAn1g4AeV0RaKYtP682aNQtff/01+vbti7feegvDhw/HqlWrIJVKsXnzZi5jJIQAgEc3wLevrmuMug94dfYF3AIBAGm3S+EmFWFSZGfbx0gIR3iMGXkGvwUUCgVSU1MRGBgID4/23TpILpfD1dUVMpkMLi4uTc9ACCF2ztb7Nc7uzJNKpYiIiACgO+UnFoubmIMQQggxziptTMeMGWONxRJCCGknzDpyCgoKMqkc3YRLCCGkOcxKTmKxGImJiY2WYYzhk08+aVZQhBBC2jezktNLL72kv9m2MXJ5/a6kCSGEEFM1u7WeVqvFtWvXAABdu3YFn0+PSqHWeoSQtsbW+7Vm3YT75ptvwtXVFcHBwQgODoarqyvmzZsHpVLJZYyEEELaGYubkk+bNg0pKSlYsmSJvifcjIwMfP3118jPz8eGDRs4C5IQopNxpxTBHZ2bLkhIK2dxcjp06BAuXrwIqVRqMP65555Dv379mh1YU6qqqvDGG2/g6NGjYIwhJiYGy5Ytg4ODAyfz5Obmok+fPhg/fjw2bdpkxZoQYpoNf2dhRB8fq6+nsEyJn1Ju4MXY7lZfFyENsfi0XnBwcL3EBAAdOnRAz5499cPWOsU3d+5cpKWl4cSJEzh58iQuX76MuXPncjbPzJkz6foZsRuHr+TDw8kBAZ71/89xzbODGFGBHvjmn2yrr4uQhli89x09ejRWrFhh8ERylUqF1atX45FHHtGPs8YNuYWFhVi/fj1mz54NgUAAgUCA2bNnY/369SgqKmr2PLt27YJIJEJYWBjnsRNiiU3HspEQ5m+z9YUHuONsTgmKyquaLkyIFVicnNauXYt58+bB2dkZAQEBCAgIgLOzM+bPn48lS5YgKCgIQUFBOH78OJfxAgAOHz4MlUqFyMhI/bioqCioVCocOnSoWfOUl5dj4cKFWLlyJedxE2KJy7fk8HWV2PwJ4yP7+ODH5BybrpOQGhZfc5JIJPjqq68aLWOtG3IzMzMhFArh6Xm3rxpvb28IBAJkZWU1a563334bL730Enx9fU2OR6lUGpy+pPu8CABotAzfHb+G8zdkeHpwV4R1ccMtWQVe23oWP0wbbPJyjmYUIKyzq8G4/al5+GRPGkaH+qKLuyMA4M9LeZh5Xw9cuiUHGJByvRhLxvfFwSt3TC7Lr5UABwZ54pvN1+jaE2kRFienlrwhV6FQGG3E4ODgAIVCYfE8Z86cwcmTJ7Fs2TKz4vnoo4+waNEis+Yhbd+fl/KQEOaPk9lFyClWIKyLG46kF8DPVWLWcm7LKhHoadhp4PDePjhzvQT/3ijB6yN113h/v3gbP5zKweJxoQCAzSevI/1OmVlle/nebQno4eSA60XG/z8RYm0Wn9abOXOmwbBcLseOHTtw4cKFRss1JjExETwer9FXamoqpFKpwbWuGlVVVUYbaQBoch6tVouXX34Za9euNbshxPz58yGTyfSvnBw6FUKAmGBPiAQ8/HO1EMN7dwQAHM8sxL09vFFRpcHyP9JwNKMAq/5Kb3Q55VUaSESCeuP5PB5CO909onJ1dEBop7s3R0qEfP01I3PKEmIPLE5OCxYsgLe3N06dOgWFQoGoqChMmTIFgwYNwjfffGPxMnNychp9BQcHIygoCGq1GoWFhfp58/PzodFoGnw4bVPzpKWlobCwELNmzUJ8fDzi4+Nx9uxZ7N27F/Hx8VizZk2DcYvFYri4uBi8CHGWiHAgLR/RgR6QOuhOUpzILMK9wV7YeCwLwR07ICbYC2qtFicyCxtcjqeTA2QVKqPT+Dxeo8OWlq0hFFBPuqRlWHxa7+DBg7h8+TK8vLzw5Zdfori4GNnZ2VCr1Xj44Yfx9NNPm71MU3fssbGxEIlESE5OxqhRowAAp0+fhkgkQmxsrEXzeHh44MqVKwbzxMfHIzAwkO5zIha7VVKBrl66o/m026UQCXjwcHLA6n3p+Pb5gQAAfzdHXL4lx8AgT6PL6N7RCbklFTaLuYZKo4WTA2ddvhFiFouPnBwdHeHl5QUA2Lp1K5599ll4eXnB19e3wVNrXPH09MT06dORlJQErVYLrVaLpKQkTJ8+Xd8Lb0pKCjp16oQzZ86YPA8hXBsT6oecIgV2n89F+p1ShHZyxTf/ZGPSgC761ncaLWu0JV5cz444lW14u8PBtDvYn6p7HUi9g5/P3ETytSL8fFb3/t9j2ci4U4Zv/snGd8evmVw2406Zfh3nb5RgSHfjCZMQq2MWioqKYtnZ2Wz//v1MIBCwS5cuMcYYU6lULCoqytLFmqyyspLNmDGDRUREsIiICPbqq6+yyspK/fQTJ04wNzc3dvLkSZPnqbFnzx4WFxfHXF1dmY+PD4uLi2NnzpwxOTaZTMYAMJlM1qw6krbru+PZbM+/uYwxxj789RI7mp7faPnEn86xPHmFLULTW7o3lZ29XmzTdRL7Zev9msVPJd+yZQumTp0KrVaLKVOmYNOmTTh+/DjeeOMN9OzZE19//TW3WbQVoaeSk6aUK9VYf+gqBnf3xMG0fCTe39ugGXddt2QV2Hz8OuaO7mWT+EorVVjyWyo+mtDXJusj9s/W+7VmdZmRm5uLO3fuoH///vrh9PR0iEQiDBkyhKsYWx1KTsQa/r0hQ0GZEsOqW/5ZC2MMq/alY8qgrvDsILbqukjr0aqSU0OGDx+O/fv3c73YVoOSE2nNisqroGUMXpSYSC223q+Z1RRn/Pjx6N69O5YtWwY+nw+eCU1RCSGti4dTw0/2J8RWzEpOcXFx8PPzAwCEhYUhKSmpXhnGGGbPns1JcIQQQtons5LTa6+9pv/85ptvIi4uzmi5N998s1lBEUIIad8svuak1Wpx5coVlJSUwN3dHT179qTTfNXomhMhpK2x9X7N7Jtwq6qqkJiYCE9PT4SEhCAmJgb33HMPPD098dZbb0GlMv6YFUIIIcRUZp3WU6vVGD16NNLS0vDyyy8jMjISLi4ukMlkOHnyJDZs2ICTJ09i79691IssIYQQi5mVnL744guo1WqkpqbWO6ybMGEC5s+fj4SEBHz55ZeYNm0ap4ESQghpP8w6vNm6dSu+/fbbBs83urq6YtOmTfjuu+84CY4QQkj7ZFZyUqvVCAwMbLRMUFAQNBpNc2IihBDSzpmVnCQS03rwNLUcIcRC+WktHQEhVmXWNadbt27h22+/RVOtz2/fvt2soAghjTi+Duh5v/XXU14AnN0CxJjemzUhXDHrPidTW+DxeLx2fWqP7nMiVpOxD1AUAv0etc36bpwGcs8A0S/YZn3Ebtn1fU5xcXH6jvoaezXUGy0hpJlOfA6ETrTd+jpHAjeTgfKGu5EnxBrMSk6ffvopp+UIIWa4fQFw8Qf4Atuut9cY4Oxm266TtHtmXXOKioritBwh7Y5GDZzeANw4CQx6Ceg0AMj4C0j/ExjzCbB7NuDdGxho5D7BrENApwjDcVd+B/56D+iTALh11Y1L+w2IfQPIuwAwplvXg6uAjD9NL1v7FH7Xe4GTX9K1J2JT9BgHQmwpdTfQbxKgqgBKruvGpe0B3LvpPvd6AFAUGZ9Xngs4eRuO6zka6P2A7rpQ+JO6l1YDnPkWCH8KiJgC5F0E8lPNK1ubkydQnM3pZiCkKWYdORFCGnHyy8Z34l1jgKB4XUK4dgyY+JVufNYRIOo/us/ePRuev6oMEBq5TYMnAPzC7g47uhsOCx11jSjMLWu4kobjIsQKKDkRwhVTW7Sd/V6XpESOuqOkiiKgYx/dtJyTuqMbY6ReQGWJ8Wk8QePDlpatYevrXKTdo9N6hNiaogBw66L7nJ+ma+QAAFotoJTrkpYxXj0B2Q3bxFibRgWIO9h+vaRdoyMnQmyt7yRgbyJwZjPA4wO+/YAz3wHqSiD0kYbnCx4B7JoJDJlxd1z6X8CVvbrPnQbojqxyjgPym4BnMHDrnO4a0skvgIIrppft4HP3FOPNFKCb8Y5FCbEWizsbJA2jm3CJ1fwyExi2EHD2sd069y0Geo/VJTTSbtn1TbiEkBYWN093ZGMrlXLdaUhKTMTGKDkR0pq4dgL6PAhc+cP662IMOP4ZMPxt66+LkDromhMhrY1/uG3WoygCIp8HnLxssz5CaqHkRAgxzsmzpSMg7Rid1iOEEGJ3KDkRQgixO5ScCCGE2B1KToQQQuwOJSdCCCF2h5ITIYQQu0PJiZDW6peZwOextn1iBCE2QsmJkNZKUah7WGuFrKUjIYRzlJwIaa0krrp3obhl4yDECig5EdJaSdx07w31/0RIK0bJiZDWytFN905HTqQNouRESGtVc+QkpCMn0vZQciKktaJrTqQNa7XJqaqqCrNmzUJkZCQGDBiAmTNnoqqqqtnzqFQqvPfeexg6dChiYmIQHByMTz/91JpVIcQyNaf16JoTaYNabXKaO3cu0tLScOLECZw8eRKXL1/G3Llzmz3Pyy+/jLy8PBw+fBhHjx7FggULsH//fmtWhRDL6E/r0ZETaYNYK1RQUMBEIhHbu3evftyvv/7KRCIRKywstHie8+fPM4lEwmQymb5MZWUlO3HihFnxyWQyBsBgOYRwTpbL2Ad+jBVebelISDtg6/1aqzxyOnz4MFQqFSIjI/XjoqKioFKpcOjQIYvn2bFjB8LCwuDi4qIvIxaLER0d3Wg8SqUScrnc4EWI1bn4AQtzoXHt2tKREMK5VpmcMjMzIRQK4el5t6dOb29vCAQCZGVlWTzPhQsX4Ovri08++QRxcXGIiYnBO++8A6VS2Wg8H330EVxdXfWvLl26cFBLQkyzd+/elg6BEM61yuSkUCjg4OBQb7yDgwMUCoXF8xQXF+O3335DeXk5Dh48iF27dmH37t147rnnGo1n/vz5kMlk+ldOTo4FtSLEMnSkTtoiu0pOiYmJ4PF4jb5SU1MhlUqNtsyrqqqCVCo1umxT5hEIBODxeFi4cCF4PB48PDwwd+5cbNmyBfn5+Q3GLRaL4eLiYvAihBBiOWFLB1DbggUL8OqrrzZaxtfXF0FBQVCr1SgsLNSfpsvPz4dGo0FQUJDR+UyZp3PnzvD09IRYfLf1U9euuvP52dnZ8Pb2bnYdCSGENM2ujpxcXFzQuXPnRl9CoRCxsbEQiURITk7Wz3v69GmIRCLExsYaXbYp88TFxaGwsBAqlUpfJi8vDwAQEBBgjSoTQggxwq6Sk6k8PT0xffp0JCUlQavVQqvVIikpCdOnT4eHhwcAICUlBZ06dcKZM2dMnmfSpEno3Lkz1q1bB0B3yu+zzz7DxIkT4ePj0zKVJYSQdqhVJicAWLp0KYKDgxEVFYWoqCj07NkTS5cu1U9Xq9VQKBRQq9UmzyORSPD777/j119/RXR0NIYOHYp77rkHGzdutGndCCGkveMxxlhLB9HWyGQyuLm5IScnhxpHEKvbtm0bJk2a1NJhkDZOLpejS5cuKCkpgaurq9XXR8nJCjIzM9G9e/eWDoMQQjh39erVBhueccmuWuu1FTXXsK5fv26TvzDsRc1fVu3tiJHqTfVuD2QyGQICAvT7N2uj5GQFfL7uUp6rq2u7+vHWaK/3elG925f2Wu+a/ZvV12OTtRBCCCFmoORECCHE7lBysgKxWIx3333X4EkT7QHVm+rdHlC9bVNvaq1HCCHE7tCREyGEELtDyYkQQojdoeRECCHE7lBy4tiOHTsQFRWFoUOHIi4uDhcvXmzpkJrlf//7H0aNGoX77rsPUVFRmDRpErKzs/XTGWN4//33ERERgejoaDz11FOQyWQGy5DJZJgyZQqio6MRERGBRYsWoTVd6lyzZg14PB4OHjxoMP7zzz/HgAEDEBMTgwceeAA3b940mF5VVYVZs2YhMjISAwYMwMyZM432KWZvMjMzMXHiRAwbNgwhISEYNGgQTp8+DaDtft9KpRKzZ89GWFgY4uLiMHDgQOzYsUM/vS3Vu6qqComJiRAKhQb/l2tw8bu+efMmHnzwQcTExCAiIgLr1683P1BGOHPixAnm7OzMrly5whhj7L///S/r1KkTk8vlLRyZ5UQiEdu7dy9jjDGNRsOmTJnCevXqxSorKxljjC1fvpz169ePKRQKxhhjzz77LEtISDBYRkJCAvvPf/7DGGOsvLychYSEsOXLl9uwFpa7efMmCwgIYADYgQMH9ON/+ukn5ufnx/Lz8xljjC1atIj179+faTQafZkZM2aw0aNHM7VazdRqNRsxYgSbMWOGratgljt37rDAwEB26NAhxhhjKpWKDRs2jH3//feMsbb7fb/11lssMDCQlZSUMMYYS0lJYQ4ODuzs2bOMsbZT76ysLDZo0CD29NNPMwAsKyvLYDoXv2uNRsP69+/PPvjgA8aY7jfl4+PDfvrpJ7NipeTEofHjx7PJkyfrhzUaDfPx8WGrV69uwaia55FHHjEYPnXqFAPAjh07xtRqNfP29mbr16/XT7948SIDwM6fP88YY+zcuXMMAEtNTdWXWbt2LfP29mZqtdo2lWiGCRMmsPXr19dLTuHh4SwxMVE/XFJSwoRCIfvll18YY4wVFBQYJHbGGPv111+ZSCRihYWFNovfXHPmzGGPP/64wbj09HR28+bNNv19P/jgg2zSpEkG47y9vdmKFSvaVL3//fdflp6ezg4cOGA0OXHxu965cycTiUSstLRUX+aNN95gERERZsVKp/U4tG/fPkRGRuqH+Xw+BgwYgL/++qsFo2qebdu2GQxLJBIAutMg58+fR35+vkGd+/TpAycnJ32d9+3bhw4dOqBXr176MlFRUcjPz8f58+dtUAPL7dq1CyKRCKNHjzYYX1RUhDNnzhjU29XVFT179tTX+/Dhw1CpVAZloqKioFKpcOjQIdtUwALbt2+v12FncHAw/P392/T3PXHiRBw5cgTXr18HAPz+++/Iz8+Hj49Pm6p3aGgogoODjU7j6ne9b98+9OrVCx06dDAok5KSguLiYpNjpeTEkcLCQsjl8nqdEvr6+iIrK6uFouLeP//8A39/f8TExCAzMxMADOrM4/Hg4+Ojr3NmZqbRbQLArrdLeXk5Fi5ciJUrV9abVhN3Y991ZmYmhEIhPD099dO9vb0hEAjstt7l5eXIysqCRqPBk08+iZiYGIwePRp79uwBgDb9fT/zzDN4++230a9fP/Tp0wdjx47FI488gkcffbRN17s2rn7XXG0LevArRxQKBQDUu3taLBbrp7V2SqUSS5cuxZo1ayASiUyqs0KhMDq9Zpq9evvttzF9+nT4+fnVu2hsar0dHBzqLdfBwcFu611SUgJAV/cDBw4gLCwM+/bt0yeotvx9f/XVV/j444+RnJyM7t2749y5c/jrr7/A5/PbdL1r4+p3rVAo9GdYai+j9jpMQUdOHJFKpQB0O/DalEqlflprN23aNDz22GMYP348ANPqLJVKjU6vPb+9SUlJwYkTJzB9+nSj002tt7GWeVVVVXZbb4FAAABISEhAWFgYAOC+++7D8OHDsWrVqjb7fTPG8Oabb2LatGn6ftjCwsLw22+/YcmSJW223nVx9bvmaltQcuKIp6cnXF1dkZeXZzD+9u3bNumYy9oSExMhlUqxePFi/biaetWtc15enn5aUFCQ0W1Se3578+uvv6KiogLDhw9HfHw8Jk+eDAB47bXXEB8fD61WC6B+vWt/10FBQVCr1SgsLNRPz8/Ph0ajsdt6e3t7QywWo1OnTgbju3btiqysrDb7fefn56O4uBiBgYEG47t164affvqpzda7robqae7vurFt0a1bN5PjoeTEoeHDhyM5OVk/zBhDSkoKRowY0YJRNd/HH3+MnJwcrFmzBgCQnJyM5ORk9OvXD97e3gZ1vnz5MsrLy/V1vu+++1BWVoYrV67oy5w+fRodO3ZEv379bFsRE7399ttISUnBwYMHcfDgQWzduhUAkJSUhIMHDyIqKgrh4eEG9ZbL5bhy5Yq+3rGxsRCJRAZlTp8+DZFIVK/Bgb0QCASIiYnBrVu3DMbn5eUhICCgzX7fXl5eEIvF9ep969YtSKXSNlvvutzd3Tn5Xd93331IS0tDWVmZQZkBAwbA3d3d9IDMa4hIGnPixAnm4uLC0tPTGWOMffvtt63+Pqd169axkJAQ9s8//7BTp06xU6dOsXfffZdt3LiRMaa7/yMsLEx//8fzzz9v9P6PF198kTHGmEKhYH379rW7+z8ak5WVZfQ+J39/f1ZQUMAYY2zx4sVG7wcZM2YM02g0TKPRsFGjRtn9fU6///47c3d3Z9euXWOM6ZpMi8VitmvXLsZY2/2+X3zxRdarVy9WVFTEGGMsOTmZiUQilpSUxBhre/VuqCk5F79rtVrN+vfvz5YsWcIYYyw/P5/5+vrSfU4tbfv27WzAgAHs3nvvZbGxsezChQstHZLF5HI54/P5DEC9V01y0mq1bNGiRSw8PJxFRUWxJ554ghUXFxssp7i4mD355JMsOjqa9e/fn7333ntMq9XavkIWmDVrFhs4cCADwMLCwthjjz2mn7Zu3ToWHh7OBg8ezMaOHctycnIM5q2srGQzZsxgERERLCIigr366qv6m5ft2bfffsv69+/P7r33XjZo0CC2detW/bS2+n2Xl5ezN954g4WHh7OYmBjWr18/tnz5cn3cbaXeSqWSxcXFsbCwMAaADRw4sN69jFz8rnNyctgDDzzAhgwZwsLDw9lnn31mdqzUZQYhhBC7Q9ecCCGE2B1KToQQQuwOJSdCCCF2h5ITIYQQu0PJiRBCiN2h5EQIIcTuUHIihBBidyg5EUIIsTuUnAghhNgdSk6EEELsDiUnQkiLYowhNzfXastXqVTIz8+32vKJdVByIg06efIk4uPjwePx0Lt3b7z77rv6ae+//z569+4NHo+H+Ph4nDx5stnrW7lyJcaNG9fs5Zjj4MGD2LRpk8nlV61ahd69e9fr+6cl1N1eDdWlJbarqcrLyzFu3DhkZGRYdT1PPvkkjh07ZtV1EG5RciINio6OxsGDBwHoOhtctGiRfto777yDxMREALqdYnR0dLPX5+vra/OO2cxNTrNmzdLXu6XV3V4N1aUltqupZs+ejdjYWKv2cSUSibBhwwY8/fTTKC4uttp6CLeELR0AITUef/xxPP744y0dRqth6vay1+16+fJl/PDDD/U6+bOGzp07Iz4+HsuXL8cHH3xg9fWR5qMjJ8IptVqNxMREhIaGIioqCsOGDcO5c+cAAD/++CP69+8PHo+H3377DQkJCfD398e4ceOwZcsW/TRAdxQQGBiI+Ph4xMfH49577wWPx8PMmTObXE/dde3evRsPPfQQevTogRkzZujLrFixAps2bcLZs2f166moqMC2bdsQExODYcOGITo6Gq+//jqUSqXJ26D2qb+lS5dixIgRCAwMxNSpU1FRUWHStqqxZcsW/bTBgwdj/vz5+vG1t1dDdalbzpzvqKHtxpXt27dj0KBBkEqlBuNr4uvbty/i4uIQFRWFpKSkerElJCSgW7du+PDDDyGTyfD8888jIiICo0ePNnqENHz4cPz444+c14NYidk9QJF2B7U6F6xt48aNrO5PaP78+Sw8PJyVlpYyxhj7/PPPmbe3NyspKWGM3e2B87333mOMMZaens4mT55sMK3m87vvvqtf7nvvvcc8PDzYrVu3TFpP7eV98sknjDHG8vLymFgsZvv379eXeffdd1lcXJxBHSZOnMh2797NGGOsqqqKjR49mi1atMig3l27dm10m23cuJEJBAK2dOlSxhhjpaWlLDQ0lM2ZM8fkbXXz5k0mEAjY1atXGWOM3blzh3l4eNSrX2N1MVbO1O+ose3GhQceeIBNnz693vj58+eziIgIVlZWxhhj7MiRI8zd3d0gtpoeZtPS0hiPx2OvvPIKKy8vZxqNhg0ZMkT/+6rt+PHjDAArLCzktB7G1PQkSyxHyYk0CQDr1asXi4uLM3j16tXLYKenUCiYRCJhX331lX6cWq1mnp6e+p10zc4lOzu73npq70QVCoV+J3L69GkmFArZ999/b/J6ai/v+vXr+nHh4eFsxYoV+mFjO/Tr168b9GC6fv16NmjQIP2wqclJKBSyiooK/bhVq1YxqVTKVCqVSXVISUlhANi+ffv0ZY4fP250ezVUl7rlzPmOGttuxhw7doxt2LCBzZgxg/3888/s888/Zw8++KD+D4q6IiMj2YIFCwzGGYuvpm61Y6vdO6u3tzdbvHixfnju3Lns4Ycfrre+1NRUBoBdunSp0XpwIT09na1cudLq62nL6JoTMUliYiKeeeYZg3GbNm3Cs88+qx/OyMhAZWUlgoOD9eMEAgECAwPx77//GszbuXPnRtfn6OgIR0dHKJVKPP300xg3bhwmT55s9noAwN/fX//Z2dkZcrm80XXL5XI88cQTuHbtGhwcHHD79m2zTuvV8PHxgUQi0Q93794dCoUC165dg0KhaLIO/fv3x5QpUzBixAjEx8dj8uTJePLJJ82OozZztp05200mkyE9PR3PPvssOnTogJUrV2Lfvn3Yt2+fwTaoO49QaLgLMhYfALz33nsGw35+fvrPUqnUYNjJyQkymaze+kQiEQDYpFFEcHAwvL29MW3aNKxatarBbUAaRsmJtAiBQGBSuYULF6KgoADr1q3jZF08Hg+MsQbLlpeXY/jw4XjsscewefNm8Pl8bNq0qd7O0RZ4PB6++eYbzJs3D5s2bcLChQuxdOlSnDp1Cm5ublZfvznbTSQS6RtdnDx5EuPGjYNAIMAPP/zQ4Dxubm5QqVTNjs3YsLFYa9bl4eHR6LKPHj2Khx9+2KK4alMqlSgrK8OtW7fw888/g8+nS/zmoK1FOBMcHAyJRGJwz4pGo0F2djb69u1r9vKOHDmClStXYv369fDy8gIAnD17ltP11N5hVFZW4sKFC7hz5w4mTZqkn1ZVVWV27ABw584dgyOuq1evQiqVomvXribV4ebNm/jnn38QEhKCpUuX4uLFi8jNzcW+fftMqouxHT/X31ENqVSqPzL5888/cd999wGA0SOYGr6+vigqKjIaX2ZmpsH4ZcuWQaFQWBwfAP26fHx8Gi0XExODgoKCZr9WrVqFBQsWYMeOHZSYLEBbjHDG0dERs2fPxmeffYby8nIAwMaNG8Hn8/HCCy+YtayysjI888wzeOKJJzB+/Hj9+Ndee43T9Xh7e+tP87z++uvIyMiAo6OjPgFoNBrs3LnTrGXWEAgE+iO+srIyfPXVV3jppZcgFApNqkN6ejreeOMNfZLRarVgjKFHjx4m1eWPP/6oV4bLbVfbrl27sGLFCly9ehXp6ekIDQ2FVqvFN9980+A8MTEx9W6+rYlv3bp1+mS0d+9e7Nixo16rPnNlZGQgJCQE7u7uzVqOKZKTk6HVavHhhx+afJaA1NGyl7yIPTtx4gSLi4vTN4h455139NMWLVqkbxARFxfHTpw4wRhjTKVSsXnz5rGQkBAWGRnJ4uLi2JkzZxhjjO3Zs4eFhYXp59m2bZt+eZs3bzaYtnTpUgaAhYSEsIEDB+pfNRf8G1uPsXUVFhayZ555hrm6urKuXbuyTz/9lDGma4kWFRXFYmJi2NixY1llZSXbvn0769mzJ4uOjmbjxo1jzz77LBOLxWz48OEsKSmJ9erVi4nFYhYXF8cUCoXRbVfTaOLzzz9no0aNYl27dmVPP/20Qfmm6nDr1i32zDPPsAEDBrC4uDgWGRnJNmzYYHR7paenG62LsXLmfEcNbbe6NmzYwF599VW2du1a9sEHH7CkpCS2Zs2aRlvGXblyhTk7O+tbDdbeLm+++SYLCQlhsbGxLCEhgV2/ft1obCNHjmRisZj16tWLbd68mS1fvpx17dqVubq6sscee8xguU8//bRBC1BrKi8vt8l62jIeY42cSCaEWKTmOlV2dnZLh2LXZs2ahY4dO2LhwoVWXU9mZibGjBmD06dPw9nZ2arrItyg03qEkBbzySef4NKlSw1eR+NCVVUVXn75ZWzdupUSUytCR06EcGzVqlVYt24dsrOzMWjQIOzZsweOjo4tHZZdKywshKenp1WWrVaroVAo4OLiYpXlE+ug5EQIIcTu0Gk9QgghdoeSEyGEELtDyYkQQojdoeRECCHE7lByIoQQYncoORFCCLE7lJwIIYTYHUpOhBBC7A4lJ0IIIXaHkhMhhBC78//Z8t2hnrPyGgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] @@ -463,13 +458,13 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 90, "id": "01331785", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -496,7 +491,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 91, "id": "aa8babfc", "metadata": {}, "outputs": [], @@ -514,7 +509,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 92, "id": "fb74516a", "metadata": {}, "outputs": [], @@ -564,13 +559,13 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 93, "id": "10caa55e", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -597,29 +592,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 94, "id": "94e5f980", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ @@ -644,13 +629,13 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 95, "id": "20f83370", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -673,13 +658,13 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 96, "id": "71a3f159", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -695,7 +680,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 97, "id": "de2c24ab", "metadata": {}, "outputs": [ @@ -703,8 +688,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Gdif [2.27724548e-04 2.25296601e-04 2.42794667e-06]\n", - "Ginc [ 1.07401758e-04 1.11156619e-04 -3.75486071e-06]\n" + "Gdif [2.27724548e-04 2.25296601e-04 2.42794667e-06 0.00000000e+00]\n", + "Ginc [ 1.07401758e-04 1.11156619e-04 -3.75486071e-06 0.00000000e+00]\n" ] } ], @@ -726,7 +711,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 98, "id": "2c49a232", "metadata": {}, "outputs": [], @@ -743,8 +728,8 @@ "pst_cut_right_analyzer = Analyzer(pst_cut_right)\n", "\n", "da = np.linspace(1e-6, 400, num=n)\n", - "Gdif = np.zeros([3, n])\n", - "Ginc = np.zeros([3, n])\n", + "Gdif = np.zeros([4, n])\n", + "Ginc = np.zeros([4, n])\n", "\n", "for i in range(n):\n", " L = 1200 - da[i]\n", @@ -770,13 +755,13 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 99, "id": "e62ef6d4", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -801,7 +786,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 100, "id": "b705ba41", "metadata": {}, "outputs": [], @@ -820,15 +805,21 @@ "# --------------------------------------" ] }, + { + "cell_type": "markdown", + "id": "f40b0d24", + "metadata": {}, + "source": [] + }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 101, "id": "e971709d", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -884,13 +875,13 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 102, "id": "ebbb8ba1", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -922,13 +913,13 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 103, "id": "01235a76", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -951,13 +942,13 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 104, "id": "c1179d9f", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -981,7 +972,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 105, "id": "17c7061b", "metadata": { "scrolled": true @@ -989,7 +980,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1060,7 +1051,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 106, "id": "d488aea1", "metadata": {}, "outputs": [], @@ -1075,7 +1066,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 107, "id": "1ac86135", "metadata": {}, "outputs": [ @@ -1150,7 +1141,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 108, "id": "ae8a0f24", "metadata": {}, "outputs": [ @@ -1163,7 +1154,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAD9CAYAAACSoiH8AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjUsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvWftoOwAAAAlwSFlzAAAPYQAAD2EBqD+naQAAfAdJREFUeJztnXdcFMf7xz97jTt6b0oRQUGxQkQ0iqIRjRp7okYFWzSx19gRTUSNxhZjS2zJ1xKNJbFXjBGxxh4bgtio0tsdd/P7g99ubrkDjhOE03m/Xvu6u9nZ3c/u7c6zM/PMMwwhhIBCoVAolAoiqG4BFAqFQjFMqAGhUCgUil5QA0KhUCgUvaAGhEKhUCh6QQ0IhUKhUPSCGhAKhUKh6AU1IBQKhULRC2pAKBQKhaIX1IBQKBQKRS+oAaHoRFRUFBiGwfz586tbCoVSLbRr1w4Mw1S3jBoFNSDVSExMDBiGQefOnbWunzhxIhiGgbe3t9b1K1euBMMwmDt3blXKrFTCwsLAMAxiYmKqW8pbo6ioCD/88AMCAwNhYWEBiUQCJycnBAQEYNKkSfjnn394+d/Vgoo9r7KWqKio6pZJqQCi6hbwPuPv7w9TU1NcuHABRUVFEIn4f8fZs2fBMAwePHiAxMREODo6aqwHgODg4LemmVIxlEolunTpglOnTsHZ2Rn9+vWDg4MDMjIycP36daxevRomJiZo1qxZdUt9a0yZMgWmpqZa17m7u79dMZQ3ghqQakQkEqFNmzY4evQorly5gsDAQG5dWloabt++jV69emHfvn04e/YsBgwYwK1XqVQ4f/48jIyMeNtRahY7duzAqVOn0LlzZ/zxxx8Qi8W89YmJiXj58mU1qasepk6dqvEyRDFMaBNWNdO+fXsA0Ki6nzt3DoQQjB8/HtbW1lxtg+XmzZtIT09HYGAgpFIpl37r1i30798fTk5OkEgkcHNzw7hx45CWlqZx7M2bN6NHjx5wd3eHVCqFtbU1QkJCNI5VFpmZmQgKCoJAIMCaNWsqcOblc/bsWQwbNgz169eHqakpTE1N4e/vj40bN2poMDExQcOGDbXuR6VSwd3dHVZWVsjPz+fSCSHYvHkzWrduDXNzcxgbG8Pf3x+bN2/W2Mf8+fO5JpatW7eiefPmMDY2Rrt27co8h4sXLwIARo0apWE8AMDR0RHNmzfnfjMMg3PnznHf2SUsLAwAEB8fz/3+999/0atXL9jY2IBhGMTHx3P7OXjwIDp06AArKytIpVL4+vpi2bJlUCqVGtfmp59+QosWLWBtbQ2ZTIbatWuje/fuGvfk77//jqCgINjb20MqlcLZ2RkdO3bE77//XuY10Be2uTMuLg6rV6+Gt7c3jIyM4ObmhoiICKhUKi7vL7/8AoZhsGDBAq37un79OhiGweeff85LT05OxqRJk+Dp6QkjIyPY2tqiT58+uHPnjs46i4qK8P3336NJkyaQyWSwsLBA+/bt8eeff2rk3bp1KxiGwdatW3Hw4EG0aNECxsbGsLOzw7Bhw5CUlKT1GHFxcRgxYgRcXV1hZGQEJycnhIWF4enTpzrrrBIIpVq5cuUKAUA++ugjXvrYsWOJTCYjBQUFpEePHsTT05O3fvny5QQAiYiI4NIOHjxIjIyMiEwmI/379yfTpk0jXbt2JQCIl5cXef36NW8fUqmUBAQEkOHDh5MZM2aQwYMHEzMzMyIQCMiBAwd4ec+ePUsAkPDwcC7t5cuXpHHjxkQikZBdu3bpdL6hoaEEALl48WK5eUNCQkjdunXJ559/Tr7++msyatQo4ubmRgCQyZMn8/IOGzaMACAXLlzQ2M+xY8cIADJmzBguTaVSkQEDBnDXZtSoUWTcuHHE29ubACBTpkzh7SM8PJwAIB9//DF3fb/++msya9asMs9hzpw5BABZsmRJuefLHoc9x/DwcG7Zv38/IYSQuLg4AoC0bt2amJubk9atW5PJkyeT0NBQ8uLFC0IIITNmzCAASK1atciwYcPIpEmTiL+/PwFA+vbtyzve9OnTCQBSt25dMmbMGO4+qFOnDpk9ezaX78cffyQAiJOTE/niiy/IzJkzydChQ0nDhg3J559/rtO5BQUFEQDk1atXOuVn75U+ffoQW1tbEhYWRsaPH09cXV0JAN61z8nJISYmJqRevXpa9zVx4kQCgBw9epRLe/z4MalduzYBQDp16kSmTJlCBg8eTIyNjYmJiQmJiYnRql8dlUpFevToQQCQevXqkSlTppDRo0cTKysrAoB8//33vPxbtmwhAEi3bt2IWCwmAwYMIDNnziTt27cnAIinp6fGcxoTE0MsLCyISCQiPXv2JNOmTSP9+vUjIpGI2Nvbk9jYWJ2uZ1VADUg1U1RURCwsLIiJiQmRy+Vcuq+vL2nfvj0hhJDvv/+eACDPnj3j1nfv3p0AIH/99RchhJDU1FRibm5OatWqReLj43nH2LlzJwFAxo4dy0t/8uSJhp6XL18SZ2dn4uXlxUsvaUAePHhA3N3diZmZGTl58qTO51sRA6JNn0KhIB999BERCoXk6dOnXPqlS5cIABIWFqaxTd++fQkAcuPGDS5t48aNBAAZOnQo77oXFhZy1/bq1atcOmtATExMyK1bt3Q+32vXrhGRSEQkEgkZNWoU+eOPP8jLly/L3EZbQcXCGhAAZN68eRrrT5w4QQCQkJAQkpOTw6WrVCoyevRoAoDs3buXS7e2tibOzs4kNzdXY19paWnc9+bNmxOJREKSkpI08qWmppZ5PiXPa8qUKTzjyC6RkZG8/Oy9UqdOHd41S0lJIZaWlsTMzIwUFhZy6YMGDSIAyKVLl3j7KSoqIg4ODsTR0ZEUFRVx6a1atSJCoZAcO3aMl//BgwfEzMyMNGrUSKt+dbZt20YAkKCgIJ6Wp0+fEltbWyISiXgFPGtAAGgclzX86s+pXC7nnrPr16/z8p8/f54IhULSrVs3Ul1QA1IDYAusv//+mxBCSHJyMmEYhqtdXLt2jQAg27dvJ4QQolQqiaWlJZHJZNxNyxoZNk9JmjdvTmxtbXXSM27cOAKAZ4jUDcjly5eJnZ0dsbOz4xWyulARA1Iav//+OwFAtm7dyktv1qwZMTExIZmZmVxacnIykUgk5IMPPuDlbdy4MTExMSF5eXka+79165ZGLYQ1IJMmTaqw3v/973/E1taWKzgAkNq1a5OwsDCt108XA+Lo6MgrsFg++eQTAoBnXFkyMjIIwzCkT58+XJq1tTVxd3cnBQUFZZ5D8+bNiYmJicbbcUVgz6u0xcLCgpefvVc2b96ssS92nboxP378OAFAxo0bx8t75MgRAoBMnDiRS7t+/ToBQIYNG6ZV6+TJkwkAcvv2bQ396gQHB2s1WoQQ8u233xIAZMGCBVwaa0A6duyokT87O5tYWloSc3NzolQqCSGE7Nu3T2Mf6vTu3ZsIBALePf82oZ3oNYB27drhzz//xNmzZ9G6dWtERUWBEMK1rzdt2hQWFhY4e/YsBg8ejBs3biAjIwMdO3aERCIBAM4t9tKlS4iNjdU4RkFBAVJTU5GamgpbW1sAwJMnTxAZGYkzZ87gxYsXKCws5G3z8uVLuLm58dLOnz+P5cuXw87ODsePH4eXl1dlXw6O7OxsLFu2DAcOHEBsbCxyc3M19KkzatQojB49Gjt27MDo0aMBANu3b4dcLsfIkSO5fHl5ebh9+zacnZ2xZMkSjeMqFAoAwP379zXWtWjRosLnMXDgQPTu3RsnT57E33//jWvXriE6Ohpbt27F9u3bsXbtWk6vrjRp0oT779WJiYmBiYmJ1n4cAJDJZLzz6t+/P3788Uf4+vqif//+aN++PQIDAyGTyXjb9e/fH9OnT4evry8GDhyI9u3b48MPP4S5uXmFdAPAq1evKtSJ7ufnp5FWu3ZtAEBGRgaX1qFDBzg5OWHXrl34/vvvOa/GX3/9FQAwePBgLi/7vCQlJWkd28Reo/v378PX17dUbf/88w+MjY213hds/+aNGzc01rVp00YjzdTUFE2bNkVUVBSePHkCT09PTueDBw+06kxMTIRKpcLDhw/h7+9fqs4qo1rMFoUH+zbUoUMHQgghX331FZFKpby3wq5duxJ3d3dCCCHLli0jAMiiRYu49R07dizz7Y5d2FrFo0ePiJWVFREKhaRjx45kwoQJZO7cuSQ8PJx70zp79iy3f7YGwrbt9u7dm9ccoCu61kAKCwtJ8+bNCQDSrFkzMnr0aDJ79mwSHh7O7UO9P4YQQrKysoipqSnx8/Pj0nx8fIipqSnJzs7m0p4/f67TtWrXrh23DVsDOXPmTIXPWRv5+flk4cKFBACRSCS8fgFdaiBDhgzRul4kEpV7Xux9REhxk+B3331HGjRowK2XSqVkyJAhJCUlhcunUqnIzz//TPz9/QnDMAQAEYlEpEePHlqbGrWhbx9IXFycxjr2/1C/RwkhZMqUKQQAOXToECGk+K3e2NiYNGjQgJfvm2++0ekeUK/lavtfhEIh73qqw/5X6rUNtgayfv16rdt89tlnvObTESNG6KQzKipK+0WsYqgXVg2gSZMmsLKyQnR0NORyOc6ePYuWLVvCyMiIy9OuXTvEx8cjPj6e845h33AAcG+Ct2/fBilumtS6sDWKFStWID09HVu3bsXJkyexcuVKLFiwAPPnzy914CIAjB07FsOHD8e+ffswcOBAFBUVVcEVKfYiun79OoYPH47r169j3bp1+OabbzB//vxSB16amZnh888/x7Vr13Djxg1cuHAB//77L/r3788bd8BeKz8/vzKvlTZvtMoa4CeVSjFnzhy0bdsWcrkcFy5cqND2pekwNzeHjY1NmecVFxfH5ReJRJg6dSru3r2LFy9eYMeOHWjTpg22b9/O81hiGAbDhg3DlStXkJKSgv3796N37944ePAgunXrpuHdVV2wtQy21vH7778jLy+PV/sA/rsH1qxZU+a1Cg0NLfN45ubmSE5O1rouMTGRdyx1SvO2YtMtLCx42/75559l6gwKCipTZ1VBDUgNQCAQICgoCPn5+fjjjz/w77//ariHsjfIqVOncP78ec6llSUgIADAf26j5cE2c/Xo0YOXTggpszATCATYtGkTRo4cid9++w2ff/55lRiR0vQBxc1opTFq1CgAwKZNm/DTTz8BAK/5Cig2ND4+Pvj33395TSDVgbYBdUKhEAD0KpQDAgKQlpaGR48eVXhbZ2dnDBgwAMeOHYOnpydOnTrFc3tmsbGxQc+ePbF7924EBwfj3r17ePz4cYWPVxU0adIEjRo1wsGDB5GdnY1ff/1Vq/tuRZ+X0mjWrBny8vJw+fJljXXsi17Tpk011mm7h3NycnDjxg2Ym5vDw8OjUnVWFdSA1BDY2kRERAQAaBiQ5s2bw8zMDKtWrUJmZibatGnDG7k+dOhQmJmZYfbs2bh7967G/vPy8njhQ9iayN9//83Lt3jx4nJ94BmGwYYNGzBq1Cj89ttvGDBgQKUbkdL0nTt3Dps2bSp1u2bNmuGDDz7A//73P+zZsweNGzfW2j49fvx45OXlYeTIkRp9K0Cx3736uAp92bVrF86cOQNCiMa6mJgYnD17FiKRCC1btuTSra2tAQDPnj2r8PHGjx8PABg2bJjWsT+JiYn4999/AQCFhYWIjo7WyJObm4ucnByIxWIIBMVFBNsvp45CocDr168BgDcWqboZPHgw8vPzsXr1apw5cwZBQUFwcXHh5WnRogUCAgKwc+dO7N69W2MfKpWKG49TFmwNZebMmVzfGVD837H9MCWNF1D8Inj8+HFe2rfffouMjAwMGTKEu+49evSAq6srvv/+e/z1118a+1EoFBrPyNtE7070e/fu4d69e0hNTQXDMLC1tYWPjw8aNGhQmfreG1gDcufOHUilUl6BAhS/lbZu3RrHjh3j5Wexs7PDzp070a9fPzRp0gSdO3eGt7c3CgsLER8fj3PnzqFVq1bc9qNHj8aWLVvQp08ffPrpp7CxsUFMTAyuX7+Orl274vDhw2XqZRgG69atg0AgwLp160AIwa5duzTCsZTGwoULYWdnp3XdjBkz0L17d7i7u2Pp0qW4c+cOfH198eDBAxw6dAi9evXC3r17S9336NGjMXz4cACatQ+WUaNGISYmBtu2bcOFCxfQsWNHODs7IykpCffv38elS5ewY8eONw6tERMTg1WrVqFWrVpo27YtXF1dIZfL8e+//+LEiRNQqVRYvHgxatWqxW0THByMvXv3ok+fPujSpQukUimaNGmC7t27l3u8zp07Y+7cuVi4cCE8PT3RuXNnuLm5IS0tDY8fP8b58+fxzTffwMfHB/n5+WjdujXq1asHPz8/uLq6IicnB4cOHUJiYiKmTp3KNaP27NkT5ubmaNmyJdzc3KBQKHDy5Encu3cPffv21XC2KItly5aVGsqkc+fOGvd+RRk4cCBmzJjBDTYs2XzFsnPnTrRv3x79+/fHypUr0bx5c8hkMiQkJODixYtISUlBQUFBmccaPHgw9u3bh4MHD6Jx48bo1q0bcnNzsXv3brx+/RrLly/nahPqdOvWDd27d0ffvn3h7u7OvUzUrVuXNxjSyMgIe/fuRZcuXRAUFITg4GA0atQIDMPg6dOnOH/+PGxsbLQ6fLwVKtJhcvbsWRIaGkqsra2JQCAgDMPwFoFAQKysrMiQIUM0OrcoZaNSqThXT/XOW3UiIyO5TrMrV65ozXP//n0yfPhw4ubmRiQSCbGysiKNGjUi48ePJ5cvX+blPXv2LGndujUxMzMjlpaW5OOPPybXrl3T2kGpbSAhq3vMmDFcx7r6mAptsB2jZS3scZ88eUL69OlD7OzsiLGxMfnggw/Irl27StXCkpubyw2oTE9PL1PP7t27SceOHYmVlRURi8WkVq1apF27dmT58uW8TuTSOm3LIyEhgaxZs4Z0796deHp6EhMTEyKRSIirqyvp168fOX36tMY2CoWCTJ8+nbi6unKd4qGhoYSQ/zpm2d+lcfLkSdK9e3diZ2dHxGIxcXR0JIGBgWThwoUkISGBEFI8xmDJkiWkU6dOpHbt2kQikRAHBwfStm1bsmPHDqJSqbj9/fjjj+STTz4hbm5uRCqVEhsbG9KiRQuybt26cv9zlvLceAGQFStWcPn16URnYZ1KpFJpmS6ur1+/JnPmzCG+vr5EJpMRU1NT4uXlRQYOHEj27dunVX9JFAoFWbZsGWnUqBExMjIiZmZmJCgoiBw8eFAjL9uJvmXLFnLgwAHywQcfEJlMRmxsbEhYWFipDgbPnz8nEyZMIF5eXsTIyIiYm5sTHx8fMmLECK330NuCIURL3boEx44dw9y5c3Ht2jX4+vrio48+gp+fHzw8PGBlZQVCCNLT0xEXF4dr167h5MmTuHPnDpo3b45vv/0WISEhlWLsKBRduHr1Kj744AMMHjwY27dvr245FArH1q1bMXToUGzZsoULT2PI6NTe0LdvX4wYMQK//PJLmR46gYGBGDhwIIBi/+n169ejX79+yMrKqhy1FIoOfPfddwCAL7/8spqVUCjvNjp1oickJGDlypVlGo+SeHt7Y+XKlZXSEVkdTJ06tcx5C2qK1wmlmISEBCxevBiDBw/Gb7/9hpCQEBqlmEKpYnSqgbBeIfrwJttWJ1988QX69u0LAAgPD0dycjLWrVsHoLgD2dPTszrlUUrw5MkTzJw5E6ampujevbtGxF4KhVL56NQH8r7j5+cHPz8/WihRKBSKGnq78d66dQtr1qzB9evXkZmZyYvNDxS/pWuLyWRoqFQq3Lt3753o8KJQKJTKRK+BhFFRUWjRogUOHToEZ2dnPHnyBB4eHnB2dsbTp09hamqKtm3bVrbWauHx48coKChAo0aNqlsKhUKh1Cj0qoHMmzcPHh4eiImJgVwuh729PWbNmoXg4GBcunQJXbp00Rrl1BBhR3WzETlVKhVevnwJMzMzZGZmYt68ebhx4wZyc3PRv39/TJs2rTrlUigUyhtBCEF2djacnZ25EfFlZa4wJiYmZNmyZYSQ4oE4DMOQEydOcOtnzJjBi4hqyKxdu5YYGxtzv589e6ZTdEy60IUudDHkRX0Cu9LQqwYiEolgZmYGALC0tIRYLOZFpPTw8MC9e/f02XWNw9TUFPn5+di1axf8/f258Btbt27Fxo0bcfTo0WpWqBsqlQopKSmws7Mr/62iBmGougHD1U51v11qmu6srCy4uLhwZXxZ6GVAPD09uWifDMPA29sb+/fv54KGHT58uEITxtRkevTogc6dO2Po0KEYN24c5syZAwB49OiR3hPqVAcqlQoFBQUwNzevETeprhiqbsBwtVPdb5eaqluXqQv0Uvvxxx9j586dXATWyZMnY9++ffDy8oKXlxf++OMPLqy2oWNhYYEjR44gPz8fS5cu5dIdHR1x584dzvuMjf1PoVAo7wt6GZC5c+fi5s2bnLUMDQ3F9u3b4evriyZNmmDz5s34+uuvK1VoTaNu3bqwtLSEj48PmjZtitWrV1e3JAqFQnmrVNiAXLp0Cb///juuX78OuVzOpQ8aNAj79+/H3r1738qYifnz52uEFykv1MqePXvg7e0NqVSKRo0a4ciRI3ofv2fPnggICMCNGzcQExODefPmobCwEIWFhZDL5VAoFFAoFCgqKtI6FwSFQqEYOjr3gWRnZ6NLly68mbEcHR1x+PBhrTNuvQ0aNmyIU6dOcb/LmosiOjoaAwYMQGRkJLp164YdO3agZ8+euH79OueiWxHs7OzQtWtXvHz5sty8Li4ukEgk3O/MzExuHhUAvE92Yc/H2dmZt6/Xr1+jsLCQl1/bd6lUqjHnglKpREFBAYRCIRiGgUAggEAg4G1LoVAouqKzAVm6dCmio6PRu3dvBAcH4/Hjx1i3bh1CQ0Nx8+bNqtRYKiKRSOfO+lWrVqFz587cOI2FCxfi5MmT+OGHH7B+/fpSt2NrFSxsZGFdJ04CAEIIb6Q++52tmZRWQym5HQAUFBRonWa0JCqVCsbGxrzfBQUFePXqldb8rBERCASwsbHhbatQKJCdnc0ZHHXDoy2tMlGpVFqvgyFgqNqp7rdLTdNdER06l4L79u1D7969eTPBeXt748svv0RcXBzq1KlTMZWVwKNHj+Ds7AypVIrAwEBERkbC1dVVa96LFy9i8uTJvLSQkBAcOHCgzGNERkZy08yqk5WVhbVr16J///5wcHDQWK9uFF6/fs0rWIuKirj+I23Gg01TqVQ892gAvGbDssjPz+dtW9782oQQ7ibOyMhATk4Ob9vyZmZjMTY21jhXpVKpUbsq2fxYGiqVCpmZmSCE1CgPFV0wVO1U99ulpunOzs7WOa/OBiQ+Ph4TJkzgpYWEhIAQgufPn791AxIQEICtW7eifv36ePXqFSIiItCmTRvcuXNHq/9yYmKiRkHv4OBQrvfUzJkzeYaH9ZFOT0+HWCyGv79/5ZyQjrBvK8B/hb6270KhEGKxmNtOqVTi5cuXMDY25gyF+qf6d2tra94c17m5uToZEIZhYG9vzzMIaWlp5c4HwzAMjI2NYW9vz0vPzs7mdFlaWkIkEnHNb4aASqUCwzA1xr9fV6jut0tN012R+e11NiD5+fkabersb/XJ5N8WXbp04b43btwYAQEBcHNzw2+//cbNh10ZGBkZcfNCq3Py5El07Nix0o6jK29ygxkZGcHGxqbC+zA2NoazszNUKhW3KJVK3m+22isUCnnb6lIdZg1fSV0ZGRmcq7h605tAIOCMCTuoVSaT8fZXU97m1Jv5DAmq++1Sk3RXREOFBhLm5ubi9evX3G/2e3Z2Ni+d5W3OBWJpaYl69eqVOtGTo6MjkpKSeGlJSUl6D3h82zWP6kQoFPIK6IpgY2MDCwsLzuCof6ov6rUloNgIsMajJCqViteUV1KbXC7H8+fPOUPDLqzBUV9qwgNLoRgqFTIgo0ePxujRozXSe/furTV/ee3ulUlOTg5iY2MxePBgresDAwNx+vRpTJw4kUs7efIknbWuimELan1wcHDgOvCNjIx4hkfduJSs9bD3HWtoyuo3cnd3521fUFCAoqIintExlCYzCuVto/OTHR4eXpU6KszUqVPRvXt3uLm54eXLlwgPD4dQKMSAAQMAAEOGDEGtWrUQGRkJAJgwYQKCgoKwfPlydO3aFbt27cLVq1fpJFE1FIZhYGpqCpVKhcLCQo32YbZvRKlUahgo1o25qKio1FoMm69kDSQ7O5vXZ8MwDGdMxGIxxGIxRCIRJBIJzzWbQnkfMVgD8vz5cwwYMABpaWmws7PDhx9+iJiYGC7YYUJCAq9waNWqFXbs2IE5c+Zg1qxZ8PLywoEDB/QaA0KpfhiGgVAo1Kh9AMVNWrVq1QJQbGjUay3qC7sfdUoaHEIINyhU3X3axMREo/kzIyMDAoGAMzS05kJ519GrbeHRo0fw8vIqM8+ff/6J7t276yVKF3bt2lXm+qioKI20fv36oV+/flWkiFITUa9BaHOGKImFhQWv9lJaNAFtfTZpaWkax2YYBsnJyZBIJBCLxdwn7XuhvAvoZUA6dOiAv/76C+7u7lrX/+9//8OwYcN4A/AoFEPA2NiYN4gS+K8Wo25QSro6amsqY73BcnNzkZuby6U7OTnxjlFUVAS5XA6JREL7XCgGhV4GxNHREcHBwfjrr79Qu3Zt3roNGzbgq6++Qv/+/StFIIVS3ajXYkrzkRcKhXB0dOSau9RjoZWkZN9JXl4eUlJSAIBrAmP7WNiFGhZKTUQvA3LixAm0b9+eMyJsW/DSpUsxY8YMjBw5sszwIBTKu4ZAIICJiQkvTaVSISkpCVZWVlAqlZDL5SgqKtLot1H3EmOdBkrW3gUCAWQy2Tszzw7l3UCvhlhLS0ucPHkSEokEwcHBSE5OxqxZszBjxgxMnToVGzZsoG9LFAqKay8SiQQmJiawsrKCnZ2dxrNhbGwMCwsLyGSyUl2e1SMQqJOYmIhXr17h9evXyMnJgUKhoNGfKW8N/Rz0Adja2uLUqVMICgqCj48PMjIysGDBAm7GPgqFohsl+13Ux6+oLyWbvgghyMvL4z5ZBAIBJBIJF0XByMiIeoVRqgSdDMj169dLXbd06VIMHjwYQ4YMwccff8zL27x58zdXSKG8ZwgEAkilUo3+lpI1i9IG6rKRl9Xjlzk4OPBCEbH7okaF8iboZED8/f3LvNEIIdi2bRu2b9/O/WYY5q2ORKdQ3nVKPoMikQh16tRBUVERN5EZ239S8tkr6cKck5OD1NRUroYilUphZGSkd9QAyvuJTnfLli1bqloHhULRA4ZhuIGL6rCuwaxhKWkYCgsLoVKpkJ+fzxsgyY6XUSgUKCwshFQqpbUUSqnoZEBCQ0OrWgeFQqlEWLfjkmNaWNiR/CVrKuqj9F++fAmZTKYxKyaFwkLrqxTKe4iNjQ2sra25ycIKCgq45i/1vpaSTV+EELx69QpisRgymQxSqZQ2e73H6OTGO2rUKMTFxVV457GxsRg1alSFt6NQKFUPO0DS1NQUtra2qFWrFurUqQNnZ2fO9bhkqPyioiLk5+cjKysLSUlJePr0KRISEpCSkoKcnJwyg1dS3j10MiDPnj1D/fr10aVLF2zduhXPnj0rNW98fDx++ukndOrUCd7e3nj+/HmliaVQKFULwzCc26+9vb1GE5i20PgKhUKrQaFONO8+OtU9jxw5ggsXLmDZsmX44osvoFQqYWNjA3d3d1hZWYEQgvT0dMTFxSE9PR1CoRAff/wxzp49iw8//LCqz4FCobwlTExM4O7uzjV75efna4yaZ0O42Nra8tLZUfi0U/7dQefGy9atW6N169ZISUnBoUOHcPHiRdy/f5+rYdjY2KB3794IDAxE165dNea3plAo7wZCoRAmJiZc6BZ23Anr0VVYWAiZTKZhKFJSUpCfnw+ZTMYNnizpPUYxLCrc+2VnZ4ehQ4di6NChVaGHQqEYGAKBgDeanp3oSx1CCPLz87lR8+zIebFYDGNjY5iYmFCXYQOEuk9QKJRKRSAQaMx3olKpYGJigry8PKhUKi5doVAgMzMTmZmZXMBIa2trOtujgUANCIVCqXKEQiEcHBxACIFcLudqIerhVlQqFXJzc2Ftbc3blo1sQal5UANCoVDeGqyXl5GRERfmnjUmeXl5EAqFGrWP9PR05OXlcf0utHZSc6AGhEKhVBtCoRBmZmYwMzMDIUTrOJLc3FwuLMvr168hkUhgampKjUkNgBoQCoVSI2Djeqmj3l/CIpfL8fr1a54xMTMzo/PMVwPUgFDeCHbuiqrcv0KhQEFBgcEVEIaqvabptrOzg0KhQH5+PvLy8nj3G+s6nJKSAhsbG711i8VijZkiKeWjlwEZNmwYRo0ahYCAgMrWQzEg5HI54uLitL4lVhaEEKhUKmRnZxtcR6qhaq/pugkhnEb1eU2SkpJ4uiva+W5paQlHR8caec41Fb0MyNatW9GxY8dSDUhCQgJiYmLw6aefvpE4Ss2FDaonFArh4uJSZW+qbLu4SCQyuAfbULUbkm6VSsW9wAiFQp5udnpf1q24tHuUHZuSnJwMAHBycnpr+g2dKmnCOnnyJL766itqQN5hioqKkJeXB2dn51JDhlcGhlSYlcRQtb8LugFwtRAWgUAAoVAIgUCgcV5s0Mjk5GTY29vT5iwd0duAxMfHa0x1q1KpkJKSgk2bNqF+/fpvLI5Sc2FHGlMvGEpNhG2+UjcgbG2FnQulZK2EfRFSKBTUgOiI3gZk7ty5mDt3rkY6IQQmJiY4cODAm+gql8jISOzbtw/379+HTCZDq1atsGTJkjIN19atWzVCsBgZGfEGM1EqhiG9oVLeHwQCASQSCQghUCqVUCqVnDFRdxcWCoVcTYveyxVHbwPyxRdfoGXLlrw0oVAIe3t7BAYGwszM7I3FlcW5c+cwZswYfPDBBygqKsKsWbPQqVMn3Lt3jwvypg1zc3M8ePCA+01vGgrl3YWd80QoFPKMCUtVOoC8D+htQNq0aYOBAwdWppYKcezYMd7vrVu3wt7eHteuXUPbtm1L3Y5hGDg6Ola1PArFYGAYBvv370fPnj2rW0qVwdYwBAIBRCIRZ0i0hZfPzc2lbr06Uv1O3pVEZmYmAGjE0SlJTk4O3Nzc4OLigh49euDu3btl5i8sLERWVhZvAf5rTzWkhXV9rMz9VfUCgPf5pktycjJGjx4NV1dXGBkZwdHRESEhIfj777+5PGyBWtO0t2vXjisIpVIpGjRogLVr1+q8fXh4OJo2bVqqzqrS/bYWXXUD4EKmsDUT9SUtLQ1Pnz5FamoqFAqFQT6bb7roil41kKCgIDg4OOizaZWgUqkwceJEtG7dGr6+vqXmq1+/PjZv3ozGjRsjMzMTy5YtQ6tWrXD37l3Url1b6zaRkZGIiIjQSE9JSanSAXSVjUqlQmZmJgghleJyyz5YRUVFVTqNKSGEa3KojObGPn36QC6X4+eff0adOnWQnJyMM2fOIDk5mXceSqWyzPOSy+XlOhBUtnZCCIYPH47w8HDk5eXh119/xdixY2Fubo7+/fuXuz1bUGk7L/XzrWzdb4s31V1UVASlUgmRSARCCBclWCQSQSwWV5mremU/m29Kdna27pnJO8Do0aOJm5sbefbsWYW2k8vlpG7dumTOnDml5ikoKCCZmZnc8uzZMwKApKWlEaVSaTCLQqEgL1++JAqFolL2l5ubS+7evUvy8vKISqWq0qWwsLBS9vP69WsCgJw9e7bUPG5ubgQAt7i5uRGVSkXmzZtHmjRpQjZu3Ejc3d0JwzDcPocNG0ZsbW2JmZkZad++Pfnnn3+4/V25coW0a9eOmJqaEjMzM9K8eXNy+fJlolKpSFxcHOnWrRuxtLQkxsbGpEGDBuTQoUOlagsKCiLjx4/npXl5eZH+/fsTlUpFpk2bRry8vIhMJiN16tQhs2fP5q7d5s2beecFgGzevJmoVCoCgGzcuJH07NmTyGQy4unpSfbu3Vvl/2tNu1fy8vLI3bt3yfPnz8njx495S2xsLElOTiZyubzGP5tvuqSnpxMAJDMzs9wy1OBDmYwdOxaHDh3CX3/9VWotojTEYjGaNWuGx48fl5qHjRxakrIGJtVU2DbgytDN+tJXtfcKIf+NJn7T45iZmcHU1BQHDx5EYGCg1v/1ypUrsLe3x5YtW9C5c2eujZxhGDx+/Bj79u3Dvn37uPRPP/0UMpkMR48ehYWFBTZs2ICOHTvi4cOHsLKyQmhoKJo3b45169ZBKBTixo0bkEgkYBgGY8eOhVwux19//QUTExPcu3cPZmZmZZ5nyestk8kgl8vBMAzMzc2xdetWODs74/bt2xg5ciTMzc0xffp09O/fH3fv3sWxY8dw6tQpAICFhQW3rwULFmDp0qX47rvvsHr1aoSFhaFdu3awsbF5o2v+NnnTe4W9tjY2NhCJRMjIyEBWVhbXtJWVlYXs7GxYWlrC0tKyUp//ynw235SKaDBYA0IIwbhx47B//35ERUWhTp06Fd6HUqnE7du38fHHH1eBwvcPf38gMbEq9lz2beroCFy9qsNeRCJs3boVI0eOxPr169G8eXMEBQWhf//+aNy4MYDiuEvAf2Et1JHL5di+fTuX5++//8bly5eRnJzMGaNly5bhwIED2Lt3L0aOHIlnz55h2rRp8Pb2BgB4eXlx+0tISECfPn3QqFEjAICHh4cO16IYpVKJnTt34tatW/jiiy8AAHPmzOHWu7u7Y+rUqdi1axemT58OmUwGU1NTiEQirU4kYWFhGDBgAABg0aJFWLNmDS5fvowuXbrorOldQiQSwdbWFpaWlhqGJD09HSKRCObm5tUts9oxWAMyZswY7NixAwcPHoSZmRkS/7/ksrCw4EaVDhkyBLVq1UJkZCSA4resli1bwtPTExkZGfjuu+/w9OlTjBgxotrO410iMRF48aKy91q5tZs+ffqga9euOH/+PGJiYnD06FEsXboUP/30E8LCwsrc1s3NjTMeAHDz5k3k5ORovKXn5+cjNjYWADBhwgSMHDkSv/76Kzp27Ih+/fqhbt26AIDx48fjyy+/xIkTJ9CxY0f06dOHM2Sl8eOPP+Knn36CXC6HUCjEpEmT8OWXXwIAdu/ejdWrVyM2NhY5OTkoKirSuZBTP66JiQnMzc250B7vM+qGJD09HVlZWRCLxVU+TMFQMFgDsm7dOgBAu3bteOlbtmzhCoKEhARedSw9PR0jR45EYmIirKys4Ofnh+joaDRo0OBtyX6nqRrvaKL2XbsxqehxpVIpPvroI3z00UeYO3cuRowYgfDw8HINSMnxRTk5OXByckJUVJRGXktLSwDAvHnzMGjQIBw5cgRHjx5FeHg4du3ahV69emHEiBEICQnB4cOHceLECURGRmL58uUYN25cqRo+//xzzJ49GzKZDE5OTtz9ffHiRXz++eeIiIhASEgILCwssGvXLixfvlyna1IyjDrDMBXyxnnXEYlEsLOzg6WlJZRKpUYTWVZWFmQymcZ1fNcxWANCCCk3T8kHe8WKFVixYkUVKaLo0oxUUQiBWlymyt8/ADRo0IAXOUEsFvMGm5VG8+bNkZiYCJFIBHd3d4317D1ar1491K9fH5MmTcKAAQOwZcsW9OrVCwDg4uKC0aNHY/To0Zg5cyY2bdpUpgGxsLCAp6enRnp0dDTc3Nwwe/ZsLu3p06e8PBKJRKfzopSOWCzWMBKFhYVISUkBwzCwsrKCpaWlQXmvvQnV32NDobwl0tLSEBwcjF9//RW3bt1CXFwc9uzZg6VLl6JHjx5cPnd3d5w+fRqJiYlIT08vdX8dO3ZEYGAgevbsiRMnTiA+Ph7R0dGYPXs2rl69ivz8fEyYMAFRUVF4+vQpLly4gCtXrsDHxwcAMHHiRBw/fhxxcXG4fv06zp49y62rKF5eXkhISMCuXbsQGxuL1atXY//+/bw87u7uiIuLw40bN5CamorCwkK9jkXhw94jhBC8fv0az58/f2+urd41kOPHj+Pnn3/GkydPkJ6erlEjYBiGawemUGoCpqamCAgIwIoVKxAbGwuFQgEXFxeMHDkSs2bN4vItX74ckydPxqZNm1CrVi3Ex8dr3R/DMDhy5Ahmz56NoUOHIiUlBY6Ojmjbti0cHBwgFAqRlpaG0NBQJCUlwdbWFr179+bGFSmVSowZMwbPnz+Hubk5OnfurHcN+ZNPPsGkSZMwduxYFBYWomvXrpg7dy7mz5/P5enTpw/27duH9u3bIyMjg9fcS9Efe3t7vH79mhvMLJfL8fz5c1haWsLa2vqdro0wRJe2oBJ89913mDFjBhwcHNCiRQtYWVlpzbdly5Y3FljTyMrKgoWFBdLT07l2bkNApVJxoaorw1WwoKAAcXFxqFOnDqRSaSUo1A4hhhlaHDBc7e+r7je9pwsKCjQGGEskEjg4OJQ56LSyn803hS3jMjMzy3XC0KsGsmrVKgQHB+PIkSPvXacRhUKhaEMqlaJ27dpIT0/nmrXY2oitrW25Y3wMEb3MXXp6Ovr27UuNB4VCoajBMAysra1Ru3ZtrnwkhCAjI0Mnxx9DQy8D0qJFC15IdAqFQqH8h5GREWrXrg1zc3MwDAMHB4ca0TxV2eh1Rj/++CP27duHHTt2VLYeCoVCeScQCASws7ODi4uLRticd6U2olMfiLbRsUVFRRg8eDC+/PJL1K5dWyN2PsMwuHnzZuWopFAoFAOlZFM/IQSJiYkwNzcvc/I7Q0AnA6LNFc3GxoYX14dCoVAoZUMIQUpKCvLy8pCXlwc7OzuYmppWtyy90cmAaAvVQKFQKJSKo958lZKSYtAhY/TqA9m+fXupg6uA4hAK27dv11cThUKhvJMwDAN7e3tYWFhwaWlpaVAoFNWoSn/0MiBDhw5FdHR0qetjYmIwdOhQvUVRKBTKuwo754i6EZHL5cjLy6tGVfqhlwEpz4MgNzcXIpHBxmmkUCiUKkWbEUlOTja4GFo6l/K3bt3CjRs3uN/nz5/XOrdyRkYG1q9fj3r16lWKQAqlsklJScG8efNw+PBhJCUlwcrKCk2aNMG8efPQunVrMAyD/fv3o2fPnm98rPj4eNSrVw///PMPmjZt+sb7o7w7sEakqKgIubm5nHeWNq/WmorOBmT//v1cEDiGYbBhwwZs2LBBa15LS0vaB0KpsfTp0wdyuRzbtm2Dh4cHkpKScPr0aaSlpVXqcdRjIlEo2mAYBra2tsjPz4dKpUJRURFSU1Ph4OBQ3dJ0QmcD8sUXX6Bbt24ghKBFixZYsGCBxnSXDMPAxMQEdevWpU1YlBpJRkYGzp8/j6ioKAQFBQEonmmwRYsWAMDN68HO1+Hm5ob4+HjExsZi8uTJiImJQW5uLnx8fBAZGYmOHTty+3Z3d8fw4cPx6NEjHDhwAL1798a2bdsAAM2aNQMABAUFUa9GCg+BQAAjIyPI5XKIxWKDmode51LeyckJTk5OAMDNW2Bvb19lwijvD5eeX8LDtIeoZ1MPAbUDqvRYpqamMDU1xYEDB9CyZUuNEcJXrlyBvb09tmzZgs6dO3NNCTk5Ofj444/x7bffwsjICNu3b0f37t3x4MEDuLq6ctsvW7YM8+bNQ3h4OAghGDVqFFq1aoVTp06hYcOGZUZlpby/CAQCODk5QSKRGFTARb2qCeybG4Xypnx98mssjV7K/Z7eajqWfLSkyo4nEomwdetWjBw5EuvXr0fz5s0RFBSE/v37o3Hjxtyc55aWlnBUmyu3SZMmaNKkCfd74cKF2L9/P/744w+MHTuWSw8ODsaUKVMAFDubsA4nNjY2vP1RKCURi8UGZTwAPQ1IcHBwmesZhuFCG7dv3x59+/alTVoUDS49v8QzHgCwNHopevv0rtKaSJ8+fdC1a1ecP38eMTExOHr0KJYuXYqffvqp1AmWcnJyMH/+fBw+fBivXr1CUVER8vPzkZCQwMvn7+9fZbop7xeEECiVyhpddurlxqtSqfDs2TNERUXh5s2byMzMRGZmJm7evImoqCg8e/YMycnJ+P333zFw4ED4+/sjNTW1srVTDJyHaQ8rlF6ZSKVSfPTRR5g7dy6io6MRFhaG8PDwUvNPnToV+/fvx6JFi3D+/HncuHEDjRo10ugoN/TYRpTqhxCC7OxsJCQkIDk5ubrllIleBuSbb75Beno6tm3bhuTkZFy7dg3Xrl1DcnIytmzZgvT0dKxZswYpKSnYvHkz7t69i5kzZ1a2doqBU89Gu6t3aelVSYMGDZCbmwuguClBqVTy1l+4cAFhYWHo1asXGjVqBEdHxzKjMbCwfR4l90ehlEV6ejpXy63JY0P0MiBTp07F0KFDMXjwYJ6/slAoRGhoKMLCwjBp0iQwDIOwsDAMGzYMhw8frjTRlHeDgNoBmN5qOi/t69ZfV2nzVVpaGoKDg/Hrr7/i1q1biIuLw549e7B06VL06NEDQLE31enTp5GYmMjNLOfl5YV9+/bhxo0buHnzJgYOHKhTDCN7e3vIZDIcO3YMSUlJ3LzZFEppMAzDG2CYlZVVjWrKRi8DcuvWLc7dURvu7u68UO5+fn54/fq1PoeivOMs+WgJYobHYHvP7YgZHoPFHRdX6fFMTU0REBCAFStWoG3btvD19cXcuXMxcuRI/PDDDwCA5cuX4+TJk3BxceHcb7///ntYWVmhVatW6N69O0JCQtC8efNyjycSibBq1Sps2LABzs7OnJGiUMpCffrbnJycGjt/CEP0UFa3bl24urri9OnTGrNsqVQqtG/fHs+ePcOTJ08AAJGRkVizZg1evnxZOaqrEXbC+fT0dFhaWla3HJ1RqVRITk6Gvb19pcyMVlBQgLi4ONSpUwdSqbQSFGqHEIKioiKIRCKD81AxVO3vq+63dU+XpLRnMzExkWtWdXZ2hkwmeyt62DIuMzMT5ubmZebVqySZPHkyzp07h9atW2Pz5s04d+4czp07h59//hmtWrXC33//zbkyAsCePXu4gVoUCoVCKR9jY2Pue35+Pvc9JSUFI0aMgLOzM4RCIRiG4RYzM7O3WlvRy4CMGTMGa9euxePHjzFixAgEBwcjODgYI0eORGxsLFavXo0xY8YAAAoLC7FixQqsWrWqUoWzrF27Fu7u7pBKpQgICMDly5fLzL9nzx54e3tDKpWiUaNGOHLkSJXoolAolDdBvcbBdqTL5XKEhITg6NGjiIiIwOHDh/HJJ58AAPr164dFixa91Vqj3g7GX375JUaMGIGrV6/i6dOnAIrDPvj7+/OmcDQyMqqygYe7d+/G5MmTsX79egQEBGDlypUICQnBgwcPtI6Sj46OxoABAxAZGYlu3bphx44d6NmzJ65fvw5fX98q0UihUCj6wDbFEUKQlpaGhIQEnDhxAvfv38fNmze5GWE//PBDWFtbw8fHB+PGjXu7IokB06JFCzJmzBjut1KpJM7OziQyMlJr/k8//ZR07dqVlxYQEEBGjRql8zEzMzMJAJKenq6X5upCqVSSV69eEaVSWSn7y8/PJ/fu3SP5+fmVsr/SUKlURC6XE5VKVaXHqQoMVfv7qvtt3dMlKevZvHLlCnn8+DG5efMmAUCsrKy0lleurq5k/PjxlaKHLeMyMzPLzftGQxzv3buHJ0+eID09XWu725AhQ95k92Uil8tx7do13vgSgUCAjh074uLFi1q3uXjxIiZPnsxLCwkJwYEDB0o9TmFhIc8Pm3WpU6lUBjUVpUqlAiGk0jSz+yNq4TqqCnb/VX2cqsBQtb+Putl7+W0/26U9m5cuXcLz589hZWUFExMTCAQCpKenw8XFhZeXjeDr6OhYKborsg+9DEhsbCwGDRqEy5cvl/pHMQxTpQYkNTUVSqVSI+yxg4MD7t+/r3WbxMRErfkTExNLPU5kZCQXxl6dvn378prqajqkkj1r7OzsMGLECDAMU+VzFxBCDMobSB1D1f4+6lYqlUhOTsaiRYuQkpJSycpKp7Rn8+XLl1yEc3UD8/PPP+Ovv/7i8qWlpSEvLw9//vknoqKioFAo8PDhQ2RlZUGpVMLZ2RkeHh4669E2z1Np6GVARo0ahdu3b2PlypVo06YNrKys9NmNQTBz5kxerSUrKwsuLi7Yu3evwbnxpqSkwM7OrtLceOPj4zkHhqpEoVAYlLFWx1C1v4+6CwoKQAjBxo0b37obr7Zn89KlS0hJSUHDhg2hUCjg4+MDABgwYAAWLlwIoNjoBQUFoXXr1vjrr79ACEG7du0wffp0LshnYmJihQJ5ZmVl6Vym62VALly4gFmzZr39Dhs1bG1tIRQKkZSUxEtPSkoq9WI5OjpWKD9Q7ARQMuQ3UNxcVhkF8duEYZhK0y0QCHjug1WF+hulob0RG6r291U3ey9Xx7Ot7biBgYG4ffs2AHCTnVlZWWHz5s1o2LAhjI2NsXr1aty/fx/Xrl2DQCDA0aNHwTAMxo8fz+3H2dm5Qloqcu56XSVbW1veUPvqQCKRwM/PD6dPn+bSVCoVTp8+jcDAQK3bBAYG8vIDwMmTJ0vNT6FQKNWFUqnkxoLIZDLExMQgOjoa3t7eGDZsGIYOHQo7OztcvnwZderUAQBcv379rZZnetVARo8ejV9//RVjxoyp1rl7J0+ejNDQUPj7+6NFixZYuXIlcnNzMXToUADFnfi1atVCZGQkAGDChAkICgrC8uXL0bVrV+zatQtXr17Fxo0bq+0cKIZPVFQU2rdvb3DRCSg1G3XnHRcXF26umrNnz5a6jZOTE6Kjo6FSqSAQCCrcfFVR9DIg9erVg1KpRJMmTTBs2DC4uLhoNSS9e/d+Y4Fl8dlnnyElJQXz5s1DYmIimjZtimPHjnEd5QkJCbzqWKtWrbBjxw7MmTMHs2bNgpeXFw4cOPBujgF59Ai3H0cjITMBrhauaOjREqjmWmNNICwsjJtmVp2QkBAcO3asGhRRKNrJy8vjvuvaJzNo0CCcPn0aPj4+kMlk+Pjjj7Fo0aKqkqhfLCxd2sgYhnknQ1gbRCysR4+Aepoh0VMuXIBNy5bvdSyssLAwJCUlYcuWLbx0IyMjvZ1BSquBVLb2t8X7qrsmxcIihCAhIYHziHJ3d39rrT0ViYWlVw2krCoUpfq5/TgajbSkP0i4ilYtW751PTUNIyOjUqv1DMNg06ZNOHz4MI4fP45atWph+fLlXLgIADhy5AgmTpyIZ8+eoWXLlggNDX1b0invCQUFBZzxkMlk1dpVUBZ0TvR3kITMBK0G5HnO87eupVwePQKys//7bWYG/H+IhuoiIiICS5cuxXfffYc1a9bg888/x9OnT2FtbY1nz56hd+/eGDNmDL744gtcvXqVFzj0fUS9DaO079p+q1NWhaEi6wxs3GOpqM8bY2ZmVo1KyuaNRqIXFhbi+vXrSE5ORuvWrWFra1tZuih68s8/wJn9ruiqZV1t09pvXU+ZlNLUhocPq8SIEFK8HDp0CKamprx106fPwrRpswAAAweGoXv3ASAEmDFjEVavXo0zZy6jQ4fO+P77dXB3r4uZM5eDEOCjj+qjX7/b+OGHJUhKAgoK/ivECAGUSgFXyKmnq39XTystvbztSqaVPG9t38taVzJIRVn7qDkwAMofA1KWQUpNBXr1Ap49+y8vu7C/BQJAKNT8LO17eWnFzf1WkMkYCIWAWEwwcqQK9eoVT9JX8l6tSehtQFavXo358+dzlvLkyZMIDg5GamoqvL29sXTpUgwbNqzShFJKJzERuHQJ6Nmz+LcnWmG5lnz1Xf0r/djFheR/BZlKVfZ39TTB02xYa9nnq4fZkEv+y69UCsEw/EJWnwUA0tIAP7/2mDFjHe+Y5ubWuHu3+LuVVWP8F8zABCYm5rh7Nxnu7sCNG/+iXr0AqM9m6+5e7Db58iW/MlVcoNXMpoeyMZx+D30oywASUvwSoNZ//RZgABjxfu/f74zWrfPw+++qGt0PpZcB2bJlCyZOnIj+/fujU6dOPENha2uL4OBg7Nq1ixqQSoYQ4M4d4NQp4PJl4MoVIDZWM99jeMELD2FmFw1YJGDQJ66wkbVE7DEniE8DcjlQWKi5aEsvmcb+dnAAVq0C/n++G70wToRWA5KeDuRxkSQYVHaBJpOZwMXFs9T1IhH/LZZhmBob90z9zVjbZ8nvuq0jxQZeAKhf+zfbJ/93eYW4PusAApWKHUyoec+Ut1+VChCLiyvF5ubaa4VsvuIXm+KF/a4treT3itTerl0zRk3102HRy4AsX74cPXr0wI4dO7gRkur4+flh9erVbyyOwmfqVOD773XL+xheQIoXkAL8o+M2FaEm3dhsE4NAwC9AtS1iMSASFRcQ2tYDxevs7fn7tbQEatUCGjXywYkTf8DV9b/1v/4aAwBwd//vurAFsUqlhEgkVBshrb2wL+27LusrG0Kg5s1UNceoCop1K/XWXVBQfG/88QdQVU5Y/9Wq//tUKFRISkqBqakdDhwQ4P8jkCAwENASBKNGoZcBefz4MW+ofEmsra21GhbKm3HiRHUrAJycigtYV1dAIgGMjdl23P8KcPXv2tK4dmSl9s5BN18zMPXYvARKZRHEYtH/h5rQXujrioUFUFBQCHNzfgBNkUjE9eHZ2xefHwvDAFZWxec+depobNiwHN99Nw0jRozAtWvXsHv3VgDFedQNa3GBRiASVV1hTzEsGOa/vg8AKCoCYmKArVtN0apVMk6dMgFQ/FwYgq+SXgbE0tISqamppa6/d+9elY5+fF/ZtAn49lvg0CHAxARo0QJwcyt+S2EXiaS4Hf7WLeDmzeLmoMrk1avi/dvYFP9Wf6tnHwyhkP9b/TuvILXzKu4wL+GFZaLWgV5cCKNSC+Fjx47BycmJl1a/fv1Sozir4+rqit9//x2TJk3CmjVr0KJFCyxatIg211LKRKEobm6+e7d4uXev+PPBA0ChEGDMmEJ06pSLTp1y0bBhIbZts0VYWHWrLh+9BhIOGzYMZ86cwY0bN6BUKmFnZ4dTp04hODgYd+/eRUBAAIYNG/ZONmMZxEBCLSgUKty8mYrcXFs8fy5AQgLw9Gmxt0liYrFhSEoqrlbrgptbAdavj4OtbR0Autf31Y2MuidK6d4qBIASEokQQiHD82Kp6W/17+uAvOqiugYSKhTFz87Ll8XP0cuX/O8JCcXvSQqF9u1DQnKwdm1xkFeVCnj+3AmtWxtDIqnwKVQKVT6Q8JtvvkFAQAB8fX3RvXt3MAyDbdu2YfPmzfj999/h5OSEefPm6SWeUjUIhUDt2irY27Odo5oolcVeSomJ/xmV1NTitNRU/qJvGzHbmag7DEq7TdnmAIFA+1LaOm3p2prd1NdR3n3YPoknT4CsrOLae0ZG8cJ+V/9MTS1+RlJS9HNtFouBXr3yERGRzKXZ2lrDy8u4ks6o6tHLgDg7O+PatWuYNWsWdu/eDUIIfvnlF5iZmWHAgAFYvHgxHRNigAiFxe3/9vZA48Zl5y0oKH7QXF2Lm5dYw1BUVP53de+UN4Ft3noblDQ0uhidYm8jAa/GVFULi7bvNdkAljUORttSnpt4UZGA8/JS76wuuWhLJ6TYKIweXVw7ryzE4uJhTQ0b8hcXlwIkJ7/iJuUzNTU1qFYNQA8DUlhYiOPHj8Pd3R0//fQTfvrpJ6SkpEClUlXaZEUUw4Bhio2HvrURdgxJaS6Pxb8JFAoVCBFApWJ4+bQVClUFe4yKwaAmjQMpy7horhOVuh7Q/sZdXlppgyIrj7d7vUWiYscKJyfA2bn0T1tbzVp/QUEBXr36z3gIhULY2toaVJMhoIcBkUgk6NevH1atWoXG//+ayoYZplAqAmuAyqL4rVIFkUig05u0NsNS1puo+ttnye+6pNXcUdma6D6a3LAKMX3Q1vwJADJZ8YBcQv7zqrO0/O+7epqZmX61u7y8PCQmJnLGQyqVchO0GRoVNiAMw8DLy6tMLywKpbpQLwzeBmUbGwKFQgmhUAhCmAqPnFc3UuWNsGe1lPyuX1rxQMLipiBGYz2LtvKurDRtY3TUf5f2vTx38P/yERBSPO5GIGDK7PfSprOgoDh98eKqHAdCkJqayhkPmUwGe3t7gy1P9eoDmTVrFiZPnox+/fqhfv36la2JQjEY2DdZbRjqOBDDHkhYs683wzBwdHTEixcvIJPJ4ODgAD0cYWsMehmQmJgY2NjYwNfXF+3atYO7uztkMhkvD8MwWLVqVaWIpFAolHcFiUSCWrVqQSwWg2GY98+A/PDDD9z3knOMs1ADQqFQ3ncKCgqQnp4OBwcHnoORpLoGeVQyehmQmhpYjkKhUGoChBBkZGTg9evXAIDU1FTY29tXs6rKR6/uxoSEBOTn55e6Pj8/HwkJCXqLolBqEvHx8WAYBjdu3KhuKTUGhmFw4MCBUteXvGZRUVFgGAYZGRnl7rsieStKeborA7lcjpcvX3LGAwAUCsU7+eKtlwGpU6cO9u/fX+r6P/74A3Xq1NFbFIVCebdo1aoVXr16BQsLi+qWUmWwtY7nz5+joKCAS7eysoKzs/M7OUZOryas8jp9FArFO3mxKBSKfkgkknc6wGphYSFSUlJQWFjIpYlEItjb22s4GL1L6FzKZ2VlISEhgWuaSktL436rL7du3cKuXbs0op1SKDWFY8eO4cMPP4SlpSVsbGzQrVs3xKrNzHX58mU0a9YMUqkU/v7++Oeff3jbK5VKDB8+HHXq1IFMJkP9+vU1HEbCwsLQq1cvLF68GI6OjrC0tMSCBQtQVFSEadOmwdraGrVr18aWLVt00qytWefGjRtgGAbx/z894tatW2FpaYnjx4/Dx8cHpqam6Ny5M169esXT1bNnT0RERMDOzg7m5uYYPXo05HI5l6dOnToagVCbNm2K+fPn89JevXqFLl26QCaTwcPDA3v37tVZ/9OnT9G9e3dYWVnBxMQEDRs2xJEjR3jbXLt2Df7+/jA2NkarVq3w4MED3vqDBw+iefPmkEql8PDwQEREBIrUYts8evQIbdu2hVQqRYMGDXDy5MlS9b0Jr1+/xvPnz3nGw8LCAi4uLu+08QAqUANZsWIFFixYAKC4HXHixImYOHGi1ryEEHzzzTeVIpBCqWxyc3MxefJkNG7cGDk5OZg3bx569eqFGzduIC8vD926dcNHH32EX3/9FXFxcZgwYQJve5VKhdq1a2PPnj2wsbFBdHQ0vvjiCzg5OeHTTz/l8p05cwbOzs44d+4coqOjMXz4cERHR6Nt27a4dOkSdu/ejVGjRuGjjz5C7dqVM199Xl4eli1bhl9++QUCgQCDBg3C1KlT8b///Y/Lc/r0aUilUkRFRSE+Ph5Dhw6FjY0Nvv322woda+7cuVi8eDFWrVqFX375Bf3798ft27fh4+NT7rZjxoyBXC7HX3/9BRMTE9y7d09j7u/Zs2dj+fLlsLOzw+jRozFs2DBcuHABAHD+/HkMGTIEq1evRps2bRAbG4svvvgCKpUKERERUKlU6N27NxwcHHDp0iVkZmaWWl69KUK1gUBisRh2dnbvvOFg0dmAdOrUCaampiCEYPr06RgwYACaN2/Oy8MwDExMTODn5wd//8qff5tS88nIyNCp89PIyEijlvrq1SveW1xpWFpavlHQuT59+vB+b968GXZ2drh37x6io6OhUqnw888/QyqVomHDhnj+/Dm+/PJLLr9YLEZERAT3u06dOrh48SJ+++03ngGxtrbGihUrIJFI4O3tjaVLlyIvLw+zZs0CAMycOROLFy/G33//jf79++t9PuooFAqsX78edevWBQCMHTuWe/FjkUgk2Lx5M4yNjdGwYUMsWLAA06ZNw8KFCyvU9NyvXz+MGDECALBw4UKcPHkSa9aswY8//ljutgkJCejTpw8aNWoEAPDw8NDI8+233yLo/2dVmjFjBrp27YqCggJIpVJERERgxowZCA0N5bZfsGABvv76a0RERODUqVO4f/8+jh8/DmdnZwDAokWL0KVLF53PrzRUKhXvOpmbmyMnJwfGxsawtLQ0yJAk+qKzAQkMDERgYCCA4je4Pn36wNfXt8qEUQwTlUoFpQ5RDbXlUSqVOm37pt4sjx49wrx583Dp0iWkpqZy+0tISMC///6Lxo0b8+aDYO97ddauXYvNmzdzHolyuRxNmzbl5WnYsCGvoHFwcOA9M0KhEDY2NkhOTkZlYWxszBkPAHByctLYf5MmTWBs/F/I8MDAQOTk5ODZs2dwc3PT+Vglr0tgYKDOnmrjx4/Hl19+iRMnTqBjx47o06cPF1uPRf03+7KRnJwMV1dX3Lx5ExcuXODVmpRKJQoKCpCXl4d///0XLi4unPHQpreiFBQU4PXr1xAKhXBwcODSGYaBs7Pze2U4WPTqRA8PD9dIU6lUSE1NhZ2d3Xt5ISnFCAQCXpW+NLTlEQqFOm37pg4a3bt3h5ubGzZt2gRnZ2eoVCr4+vry+gHKYteuXZg6dSqWL1+OwMBAmJmZ4bvvvsOlS5d4+cRiMe83wzBa03QxiOw5qzuwKLTMUKRt/xUd6SwQCDS20XasN2HEiBEICQnB4cOHceLECURGRmL58uUYN24cl0f9XNgyhb1WOTk5iIiIQO/evbk87IRSFZkMShcKCwuRnp6O3NxcLs3S0hJGahOWv69lns5P4sOHD7F9+3akl5gjNTMzE0OGDIGxsTGcnJxgZ2fHG6leFcTHx/M6MevWrYvw8PByC4B27dr9/7za/y2jR4+uUq3vG5aWlnB3dy930eZk4eTkpJHPzc0NtWrVgpubG5f2Js1XaWlpePDgAebMmYMOHTrAx8eHd0/7+Pjg1q1bPDfMmJgY3j4uXLiAVq1a4auvvkKzZs3g6enJ64SvCtiI1+od4vqOS7l58yZvHFdMTAxMTU3h4uLCHUv9OFlZWYiLi9PYT8nrEhMTo1P/B4uLiwtGjx6Nffv2YcqUKdi0aZPO2zZv3hwPHjyAp6enxiIQCODj44Nnz57xzqOk3vIoLCxEYmIinj9/zjMeIpFIp5ry+4DONZDly5fj2LFjGDx4MC991KhR+O233+Dl5YXGjRsjOjoaEyZMQO3atdGzZ8/K1gsAuH//PlQqFTZs2ABPT0/cuXMHI0eORG5uLpYtW1bmtiNHjuS1CatX5SnvPlZWVrCxscHGjRvh5OSEhIQEzJgxg1s/cOBAzJ49GyNHjsTMmTMRHx+vcU95eXlh+/btOH78OOrUqYNffvkFV65cqdKxT56ennBxccH8+fPx7bff4uHDh1i+fLle+5LL5Rg+fDjmzJmD+Ph4hIeHY+zYsVwtp3379ti2bRt69OgBKysrzJs3T2vNcM+ePfD398eHH36I//3vf7h8+TJ+/vlnnTRMnDgRXbp0Qb169ZCeno6zZ89WyPjMmzcP3bp1g6urK/r27QuBQIAbN27g1q1bWLRoETp27Ih69eohNDQU3333HbKysjB79myd9s3WOPLy8njpQqEQVlZWMDc3f29rHCXRuQZy4cIFdOvWjXfhnj17ht9++w2BgYG4e/cu9uzZg7t378LDwwNr166tEsEA0LlzZ2zZsgWdOnWCh4cHPvnkE0ydOhX79u0rd1tjY2M4OjpyS3lz/lLeLQQCAXbt2oVr167B19cXkyZNwnfffcetNzU1xZ9//onbt2+jWbNmmD17NpYsWcLbx6hRo9C7d2989tlnCAgIQFpaGr766qsq1S0Wi7Fz507cv38fjRs3xpIlS/T2dOzQoQO8vLzQtm1bfPbZZ/jkk094LrozZ85EmzZt0L17d3Tt2hU9e/bk9auwREREYNeuXWjcuDG2b9+OnTt3okGDBjppUCqVGDNmDHx8fNC5c2fUq1dPp853lpCQEBw6dAgnTpzABx98gJYtW2LlypVcH45AIMD+/fuRn5+PFi1aYMSIETp5mSmVSiQlJfGMB9tX5erqCgsLC2o81GCIjg2kVlZWWLBgAa+Nct26dRg7dix27tzJ8z5ZuHAhVq1a9VZj3M+ZMwfHjh3D1atXS83Trl073L17F4QQODo6onv37pg7d26ZtZDCwkKeZ1BWVhZcXFyQlpZmUNNPqlQqpKSkVNqskQUFBYiPj0edOnUqvc25JAqFQqNt31CoadqHDh2KjIyMMiNJADVPt668ie6CggI8efIEYrGY64+zsLCAmZlZlQ6Mruxn803JysqClZUVMjMzy33B1rkJS6VSafwxf//9NwBwrnYstWvXRnZ2tq67fmMeP36MNWvWlNt8NXDgQLi5ucHZ2Rm3bt3C119/jQcPHpRZc4mMjOS5bLKkpKTo3OlaE1CpVMjMzAQhpFJuUja2T1FREW/wVmVDCOHamw3tza8malepVNz/Vho1UbcuVER38aRZhOsLBYrnQCGEQCgUQiKRQCQSabxAVgWV/Wy+KRUpu3U2IHXr1kVMTAzX6axUKnHmzBl4e3vzXNqA4pGZ+kxzO2PGDI3mgpL8+++/8Pb25n6/ePECnTt3Rr9+/TBy5Mgyt/3iiy+4740aNYKTkxM6dOiA2NhYrVV0oLg6P3nyZO43WwOxs7MzuBoIwzCVWgPJzs6GSCSCqLx5aSsBQ3wbZtFF+6JFixAZGal1XZs2bTRGaeuLQCCAQCDQ6T8z1Gtelm7WzZz15mIYhrsWIpEIAoEATk5OVV6rLqmpMp/NN6Ui567zkx8aGopp06bBx8cHrVq1wv/+9z8kJydj/PjxGnnPnz+PevXq6SyCZcqUKQgLCyszj/qAo5cvX6J9+/Zo1aoVNm7cWOHjBQQEACiuwZRmQIyMjHjueizsg2hIMAxTabrZOZzV3+CqAvYtETCst2GgYtq//PJLfPbZZ1rXyWSySjv3rVu3lpvHUK95abrZmolSqdRwT2Z/q9/L1fFsV9dxtVERDTobkK+++gqnTp3CzJkzOd/yoKAgTJ06lZfv2bNnOHr0qF4dfHZ2djrXXF68eIH27dvDz88PW7Zs0evCs26QNG4XpbqxtraGtbV1dct4ZyCEaNQ21GEYhuvnMCQjWdPQ2YCIxWL8+eefuHr1KmJjY+Hm5oaWLVtq5CssLMSOHTvQtm3bShWqzosXL9CuXTu4ublh2bJlSElJ4daxET9fvHiBDh06YPv27WjRogViY2OxY8cOfPzxx7CxscGtW7cwadIktG3bVmMELEV3DHk6Tsq7CyFE6+BHdqArW4MuuQ2lYlS48drf37/MOFfsYJ6q5OTJk3j8+DEeP36sEYSOvQkUCgUePHjAueNJJBKcOnUKK1euRG5uLlxcXNCnTx/MmTOnSrW+q7DjAuRy+XsTOI5SM1HvEGdhm4PY/gXWaJTVUsGWFYba91Md6OzGSykmKysLFhYWSE9PN7hO9OTkZNjb21dKOyshBAkJCVAoFFU6WQ4bnkIkEhlcU4OhajcE3Wy/hkql4oyHWCzm6WY9srTVNkruKy8vD8nJybC0tHzrTdqV/Wy+KWwZV6luvBSKOgzDwMnJCXFxcXj69GmVHYdtyy6vEKiJGKr2mqqbrWmw+koiFAo5V1h9dFtaWr7Tk15VBdSAUPRGIpHAy8urSsfDqFQqpKWlwcbGpka8nVUEQ9Vek3SrVCrk5uYiPz+fF59MHZFIBGNjYxgbGyMzM1Mv3ezgQUrFoAaE8kYIBIIq9ZlnB7BKpdJqL8wqiqFqr0m6CSFISkqCSqXiFfAikQimpqYwNTWFRCLhohrn5eXVCN3vCxU2IAqFAv/++y83JSeFQqG8CYQQ5OfnIy8vDyqVCvb29tw6dpI6dtCqqakpTExMYGRkVKOa195XKmymBQIB/Pz8dApcSKFQKNooKipCVlYWEhMTER8fj1evXiEzMxPZ2dka/RuWlpaoXbs2XF1dYWNjA6lUSo1HDaHCNRChUAg3N7cqjw9DoVDeHdhaBlvTKKvfrKCggBfgVCKRvA2JFD3Qq6Fw3Lhx2LhxI16/fl3ZeigUyjuIUqnEq1evkJGRoWE8BAIBTE1NYW9vD3d3dzpHjwGhVye6UqmEkZER6tati759+8Ld3V1jMBnDMJg0aVKliKRQKDUbduwIW8sQiUSwsbHh1otEIkgkEs54GBkZcZ5TtD/DcNHLgKjHvyptBjJqQCiUd5eSBiM/P583zWtJAwIUzylECIGxsTF1mX1H0MuAaJsfmUKhvPsUFhYiIyNDw2CUhI1+q24oTE1N34ZEyltELwPCThtJoVDeTdhOb4lEwosNpVKpkJOTo5GfYRhIpVLIZDLIZDLaLPWeQAcSUijvOWzk2oKCAhQWFqKgoAByuRx5eXmwsbHhxXxTd6GlBoOitwG5desW1qxZg+vXryMzM1PDd5thGMTGxr6xQAqFUvmw7rTslK3aYksB0AgfwjAMateuDbFYTA0GRT833qioKLRo0QKHDh2Cs7Mznjx5Ag8PDzg7O+Pp06cwNTWt0vlAKBSKbrAd3SXJysri+jK0GQ+BQAAzMzOYmZlprGNDh1AoetVA5s2bBw8PD8TExEAul8Pe3h6zZs1CcHAwLl26hC5dupQ7tzmFQqk8WK+owsJCyOVyrmbBdnTXqVOHFx9KKpVyfRlCoRBGRkaQSqWQSqUQi8VITU2Fra0tjSlFKRO9DMj169cREREBc3NzpKenAwB3owYEBGDUqFGYO3cuunTpUnlKKRQKD6VSifT0dM5olNYMBRR7T6mP1TI2NoaDgwOMjIw05v0oaz8Uijp6GRCRSMRVbS0tLSEWi5GcnMyt9/DwwL179ypHIYXynsJ2bsvlcsjlchgZGcHExIRbzzAMMjMzS91eIBBAIpHAyMhIY9yFWCymM+9R3hi9DIinpycePXoEoPgm9vb2xv79+/H5558DAA4fPkwnZqFQdKSkoVD/rg4biZZFIBBALBZDoVBwzVCswdBWs6BQKhu9DMjHH3+MzZs3IzIyEiKRCJMnT8bQoUPh5eUFAIiNjUVkZGSlCqVQDB2lUgmFQqExf0pKSgqys7PL3V5bAEIHBweIRCI6sptSLehlQObOnYsJEyZwN21oaCiEQiF+//13CIVCzJ49G2FhYZWpk0IxCFQqFRQKBRQKBdeR/fLlSygUCq5voWSHdmnRZsViMSQSCbcYGRlp5NGWRqG8LfQyIGKxWCPOzaBBgzBo0KBKEUWh1FQIIVAqlWAYhvfWr1Ao8OLFC63hPYqKini/5XI5rxZiZGQEU1NTnsGg4ywohsAbjUQvLCzE9evXkZycjNatW8PW1raydFEo1QIhhKtFFBUVoaioiPvOfhJCYG1tDSsrK247oVBYZmwooVDIGYaSrrHsaG4KxdDQ24CsXr0a8+fP57xATp48ieDgYKSmpsLb2xtLly7FsGHDKk0ohVIZqFQqri+CEMLrlAaAV69eaR14VxKFQsH7zXo8sR3bYrEYIpEIWVlZXD8FhfKuodddvWXLFkycOBH9+/dHp06deIbC1tYWwcHB2LVrFzUglGpBoVAgPz+fq0EolUruu/oYB6FQqGFAyiroGYaBSCSCWCzW2vfg4uLC+61SqZCbm0sH41HeWfQyIMuXL0ePHj2wY8cOpKWlaaz38/PD6tWr31gchaJSqaBSqVBQUMCNtmZDhbOGwc7OjlegFxYWIiUlpdx9K5VKEEJ4fQ1GRkYoKiriahDsIhaLIRQKab8EhaKGXq9Gjx8/LnOUubW1tVbDUpm4u7uDYRjesnjx4jK3KSgowJgxY2BjYwNTU1P06dMHSUlJVaqT8h/q/QsFBQXIzc3lYjLl5uZq5I2Li8PTp0+Rn5+PV69eITExEampqUhPT0dWVhZyc3NRWFio0ZxUWi1CJBJBKpXCxMQEFhYWsLW1BSGEl8fCwgLOzs6ws7ODlZUVzMzMIJPJ6JgKCkULetVALC0tkZqaWur6e/fuvZWBhAsWLMDIkSO539oCv6kzadIkHD58GHv27IGFhQXGjh2L3r1748KFC1Ut9Z2BEMIZgpILIUTjP0hLS0Nubi7X91AaJQfJVaSwLhl6QywWw9bWlqs9CIVCWnugUKoAvQcSbty4EV999ZXGurt372LTpk1vpf/DzMxMZ0OVmZmJn3/+GTt27EBwcDCA4r4cHx8fxMTEoGXLllUptdphC312MJq6EWC/s5/m5ua8MBd5eXlISUnh8pcGG8FVHbbDujy07VcqlXI1FhMTE54xEAqF3O+ShkEoFMLCwqLcY1IolDdDLwPyzTffICAgAL6+vujevTsYhsG2bduwefNm/P7773BycsK8efMqW6sGixcvxsKFC+Hq6oqBAwdi0qRJpTZfXLt2DQqFAh07duTSvL294erqiosXL5ZqQNjBYCxZWVkAigvGwsJCrglE/bNkmlQq5XWkyuVyrk2/tG0IIRAKhbzJfAAgPT0dcrm81G3Y76amprxtVSoV8vPz8eLFC63nqY5UKuWNcVCpVBpjGbTB1jLUC3SBQACGYSAQCCAUCjU+2e9isVjDiDg4OEClUiElJQVWVlZaO6PVz7mmoW6UDQmq++1S03RXRIdeBsTZ2RnXrl3DrFmzsHv3bhBC8Msvv8DMzAwDBgzA4sWLq3xMyPjx49G8eXNYW1sjOjoaM2fOxKtXr/D9999rzZ+YmAiJRKJRIDs4OCAxMbHU40RGRiIiIkIjPTk5GRkZGTpplclkvMKPjXVUHgzDaOQrKCgosymIJTs7m7ettg7j0khPT+eF1mCPx/Y1lfU9OTmZdwxCCIyNjTWOwdZmyqudqFQqZGZmghBicN5Mhqqd6n671DTduoTVYWFIJby+sc0bdnZ2b3QBZsyYUe48Iv/++y+8vb010jdv3oxRo0YhJydHq4vljh07MHToUF5tAgBatGiB9u3bl3pcbTUQFxcXJCYmap0bWhvsDG7q+9DFyUAkEmm4hiYlJSEvL6/UbdjC3NTUlBctQKVS4fnz51ztgs2nXkNgPyUSSY2JrcTWQN703qoODFU71f12qWm6s7KyYGVlhczMTJibm5eZt1JGN9nZ2VXGbjBlypRyY2h5eHhoTQ8ICEBRURHi4+NRv359jfWOjo6Qy+XIyMjg1UKSkpLK7EdhI5uWRCQSwdTUFED5b+YikYh3YxgbG3MFdlnbsQW6Ovb29lxNQj2/+mdpSKVS2Nvb14ibtCKw18HQdAOGq53qfrvUJN0V0aC3AUlPT8fOnTvx5MkTpKena7RDMwyDn3/+uUL7tLOz09sY3bhxAwKBAPb29lrX+/n5QSwW4/Tp0+jTpw8A4MGDB0hISEBgYGCFjycUCjXigekKG+9IH2pKzYBCoVD0MiDHjx9H3759kZubC3Nzc15MIJaqdJm8ePEiLl26hPbt28PMzAwXL17EpEmTMGjQIE7Lixcv0KFDB2zfvh0tWrSAhYUFhg8fjsmTJ8Pa2hrm5uYYN24cAgMD33kPLAqFQqkK9DIgU6ZMgaOjI/bt24dGjRpVtqZyMTIywq5duzB//nwUFhaiTp06mDRpEiZPnszlUSgUePDgAa+/YMWKFRAIBOjTpw8KCwsREhKCH3/88a3rp1AolHcBvQzI48eP8d1331WL8QCA5s2bIyYmpsw87u7uGs1qUqkUa9euxdq1a6tSHoVCobwX6NVj4+XlVSFXLwqFQqG8e+g9kHDMmDEYOHAg3N3dK1lSzYat1WRlZdUIjwldUalUyM7O1hjUWNMxVN2A4Wqnut8uNU03O1halxEeOhmQ8ePHa6TZ2dnBx8cHH330EVxcXDS8gxiGwapVq3TZvUHBjt9wc3OrZiUUCoVSdWRnZ5cbEkingYT6WEWGYXQaMW1oZGRkwMrKCgkJCQYVb4kdAPns2bNyBwfVJAxVN2C42qnut0tN000IQXZ2Npydncst+3WqgdSUGC01AfaCWlhY1Ig/u6KYm5tT3W8ZQ9VOdb9dapJuXV+Oq7/BjUKhUCgGSaWEMrl//z727NmDV69eoX79+hg6dGiNsaQUCoVCqRp0NiA//PADVq9ejejoaF6k3T///BP9+vXjRX5ds2YNYmJiqjwib3VgZGSE8PBwrfGxajJU99vHULVT3W8XQ9UNVCAab6dOnSAUCnH06FEuraioCLVq1UJOTg5+/PFH+Pv74/Dhw5g9ezbGjh2LFStWVJlwCoVCoVQvOveB3Lt3TyNm1NmzZ5GSkoJJkyYhNDQUDRs2xPTp0/Hpp5/iyJEjlS6WQqFQKDUHnQ1IWlqaxtwUp0+fBsMw6NWrFy+9devWSEhIqByFFAqFQqmR6GxAtM3cd/78eRgbG6NJkya89DcJV06hUCgUw0BnA+Lv749t27ZxMbDu3r2Ly5cvIyQkRGMe8vv376N27dqVq5RCoVAoNQqdDUh4eDiePn0KLy8vdOjQAa1btwbDMJg5c6ZG3v3796NVq1aVKrQmsHbtWri7u0MqlSIgIACXL1+ubknl8tdff6F79+5wdnYGwzA4cOBAdUvSicjISHzwwQcwMzODvb09evbsiQcPHlS3rHJZt24dGjduzA0KCwwM5DmeGAqLFy8GwzCYOHFidUspl/nz5/Nm8WQYRuu01zWRFy9eYNCgQbCxsYFMJkOjRo1w9erV6palMzobkEaNGuHMmTPw8/PDy5cv0bJlSxw5cgR+fn68fFFRUTA2Nka/fv0qXWx1snv3bkyePBnh4eG4fv06mjRpgpCQECQnJ1e3tDLJzc1FkyZNDC6E/blz5zBmzBjExMTg5MmTUCgU6NSpE3Jzc6tbWpnUrl0bixcvxrVr13D16lUEBwejR48euHv3bnVL05krV65gw4YNaNy4cXVL0ZmGDRvi1atX3PL3339Xt6RySU9PR+vWrSEWi3H06FHcu3cPy5cv1zpBX42FUHSiRYsWZMyYMdxvpVJJnJ2dSWRkZDWqqhgAyP79+6tbhl4kJycTAOTcuXPVLaXCWFlZkZ9++qm6ZehEdnY28fLyIidPniRBQUFkwoQJ1S2pXMLDw0mTJk2qW0aF+frrr8mHH35Y3TLeCBrKRAfkcjmuXbuGjh07cmkCgQAdO3bExYsXq1HZ+0NmZiYAwNraupqV6I5SqcSuXbuQm5uLwMDA6pajE2PGjEHXrl1597oh8OjRIzg7O8PDwwOff/65QXiB/vHHH/D390e/fv1gb2+PZs2aYdOmTdUtq0JQA6IDqampUCqVcHBw4KVr80yjVD4qlQoTJ05E69at4evrW91yyuX27dswNTWFkZERRo8ejf3796NBgwbVLatcdu3ahevXryMyMrK6pVSIgIAAbN26FceOHcO6desQFxeHNm3a1PhJ7548eYJ169bBy8sLx48fx5dffonx48dj27Zt1S1NZyolFhaFUpWMGTMGd+7cMYh2bQCoX78+bty4gczMTOzduxehoaE4d+5cjTYiz549w4QJE3Dy5ElIpdLqllMhunTpwn1v3LgxAgIC4Obmht9++w3Dhw+vRmVlo1Kp4O/vj0WLFgEAmjVrhjt37mD9+vUIDQ2tZnW6QWsgOmBrawuhUIikpCReelJSEhwdHatJ1fvB2LFjcejQIZw9e9ZgXMMlEgk8PT3h5+eHyMhINGnSpMZPrnbt2jUkJyejefPmEIlEEIlEOHfuHFavXg2RSGRQc/tYWlqiXr16ePz4cXVLKRMnJyeNlwofHx+DaH5joQZEByQSCfz8/HD69GkuTaVS4fTp0wbTtm1oEEIwduxY7N+/H2fOnEGdOnWqW5LeqFQqFBYWVreMMunQoQNu376NGzducIu/vz8+//xz3LhxQ2PG0ZpMTk4OYmNj4eTkVN1SyqR169YarukPHz40qNlOaROWjkyePBmhoaHw9/dHixYtsHLlSuTm5mLo0KHVLa1McnJyeG9icXFxuHHjBqytreHq6lqNyspmzJgx2LFjBw4ePAgzMzOur8nCwgIymaya1ZXOzJkz0aVLF7i6uiI7Oxs7duxAVFQUjh8/Xt3SysTMzEyjf8nExAQ2NjY1vt9p6tSp6N69O9zc3PDy5UuEh4dDKBRiwIAB1S2tTCZNmoRWrVph0aJF+PTTT3H58mVs3LgRGzdurG5pulPdbmCGxJo1a4irqyuRSCSkRYsWJCYmprollcvZs2cJAI0lNDS0uqWViTbNAMiWLVuqW1qZDBs2jLi5uRGJRELs7OxIhw4dyIkTJ6pbll4YihvvZ599RpycnIhEIiG1atUin332GXn8+HF1y9KJP//8k/j6+hIjIyPi7e1NNm7cWN2SKoTO4dwpFAqFQlGH9oFQKBQKRS+oAaFQKBSKXlADQqFQKBS9oAaEQqFQKHpBDQiFQqFQ9IIaEAqFQqHoBTUgFAqFQtELakAoFAqFohfUgFAoANq1a4d27dpVt4z3grCwMJiamlarhmfPnkEqleLChQtcWrt27d562Jb169fD1dW1xsdKKw1qQN4BYmNjMWrUKHh4eEAqlcLc3BytW7fGqlWrkJ+fX93yKGWgUqmwfft2BAQEwNraGmZmZqhXrx6GDBmCmJgYLt+9e/cwf/58xMfHV5/YCpCXl4f58+cjKiqquqVoZcGCBQgICEDr1q0rvK27uztv/nV7e3u0adMG+/fvr/C+wsLCIJfLsWHDhgpvWxOgwRQNnMOHD6Nfv34wMjLCkCFD4OvrC7lcjr///hvTpk3D3bt3DSs4WzVx4sSJajnu+PHjsXbtWvTo0QOff/45RCIRHjx4gKNHj8LDwwMtW7YEUGxAIiIi0K5dO7i7u1eL1oqQl5eHiIgIAKhxNbuUlBRs27btjSZuatq0KaZMmQIAePnyJTZs2IDevXtj3bp1GD16tM77kUqlCA0Nxffff49x48aBYRi9NVUL1R2Mi6I/T548IaampsTb25u8fPlSY/2jR4/IypUrq0GZ/igUClJYWFjdMt4KiYmJhGEYMnLkSI11KpWKJCUlcb/37NlDAJCzZ8+Wu1+VSkXy8vIqU2qFSUlJIQBIeHi4xrrQ0FBiYmLy9kX9P99//z2RyWQkOzublx4UFEQaNmxY7vZubm6ka9euvLRXr14RExMTUq9evQrruXr1KgFATp8+XeFtqxvahGXALF26FDk5Ofj555+1zn3g6emJCRMmcL+LioqwcOFC1K1bF0ZGRnB3d8esWbM02l/d3d3RrVs3REVFwd/fHzKZDI0aNeKaI/bt24dGjRpBKpXCz88P//zzD297to37yZMnCAkJgYmJCZydnbFgwQIQtdid8fHxYBgGy5Ytw8qVKzld9+7dAwDcv38fffv2hbW1NaRSKfz9/fHHH3/wjqVQKBAREQEvLy9IpVLY2Njgww8/xMmTJ7k8iYmJGDp0KGrXrg0jIyM4OTmhR48evOYg9T6QpKQkiEQi7g1anQcPHoBhGPzwww9cWkZGBiZOnAgXFxcYGRnB09MTS5YsgUql0va3ccTFxYEQorUZhW0aAYCtW7eiX79+AID27dtzTSfs/8H+X8ePH+f+L7ZJRBdt6v/Dxo0buf/hgw8+wJUrVzS07dmzBw0aNIBUKoWvry/279+PsLAwrmYUHx8POzs7AEBERASnd/78+bz9vHjxAj179oSpqSns7OwwdepUnSauKiwsxPTp01GnTh2IxWJecxLDMAgLCytz+wMHDiAgIECnfpgTJ07A2NgYAwYMQFFRUan5HB0d4ePjg7i4OADArVu3EBYWxjUrOzo6YtiwYUhLS9PY1s/PD9bW1jh48GC5emoc1W3BKPpTq1Yt4uHhoXP+0NBQAoD07duXrF27lgwZMoQAID179uTlc3NzI/Xr1ydOTk5k/vz5ZMWKFaRWrVrE1NSU/Prrr8TV1ZUsXryYLF68mFhYWBBPT0+iVCp5x5FKpcTLy4sMHjyY/PDDD6Rbt24EAJk7dy6XLy4ujgAgDRo0IB4eHmTx4sVkxYoV5OnTp+TOnTvEwsKCNGjQgCxZsoT88MMPpG3btoRhGLJv3z5uH7NmzeLe4jdt2kSWL19OBgwYQBYvXszladWqFbGwsCBz5swhP/30E1m0aBFp3749OXfuHJcnKCiIBAUFcb+Dg4NJgwYNNK5hREQEEQqFJDExkRBCSG5uLmncuDGxsbEhs2bNIuvXrydDhgwhDMOUGwr95cuXBADp2rUryc3NLTVfbGwsGT9+PAFAZs2aRX755Rfyyy+/cBrc3NyIp6cnsbKyIjNmzCDr168nZ8+e1Vkb+z80a9aMeHp6kiVLlpClS5cSW1tbUrt2bSKXy7m8hw4dIgzDkMaNG5Pvv/+ezJ07l1hZWRFfX1/i5uZGCCEkJyeHrFu3jgAgvXr14vTevHmTEPLf/dGwYUMybNgwsm7dOtKnTx8CgPz4449lXjNCCHffdu7cmfzwww9k4sSJRCQSEYZhyCeffEJWrVpV6rZyuZzIZDIyefJkjXUlayB//vknMTIyIkOGDCFFRUVcurYaiFwuJw4ODsTR0ZEQQsiyZctImzZtyIIFC8jGjRvJhAkTiEwmIy1atCAqlUrj2B07diR+fn7lnntNgxoQAyUzM5MAID169NAp/40bNwgAMmLECF761KlTCQBy5swZLs3NzY0AINHR0Vza8ePHCQAik8nI06dPufQNGzZoNK2whmrcuHFcmkqlIl27diUSiYSkpKQQQv4ruMzNzUlycjJPV4cOHUijRo1IQUEBbx+tWrUiXl5eXFqTJk00HmZ10tPTCQDy3XfflXl9ShoQ9rxu377Ny9egQQMSHBzM/V64cCExMTEhDx8+5OWbMWMGEQqFJCEhoczjsoWhlZUV6dWrF1m2bBn5999/NfKV1YTF/l/Hjh3jpeuqjf0fbGxsyOvXr7l8Bw8eJADIn3/+yaU1atSI1K5dm9f8ExUVRQBwBoSQ8puwAJAFCxbw0ps1a1ZuIRoXF0cYhiEff/wxryBm/y91rdp4/PgxAUDWrFmjsU7dgPz+++9ELBaTkSNH8l6OCCm+3p06dSIpKSkkJSWF3Lx5k/Tv3593z2trQty5cycBQP766y+NdV988QWRyWRlaq+J0CYsAyUrKwtA8UxyunDkyBEAxTMrqsN2BB4+fJiX3qBBA950vQEBAQCA4OBg3kyGbPqTJ080jjl27FjuO8MwGDt2LORyOU6dOsXL16dPH67JAwBev36NM2fO4NNPP0V2djZSU1ORmpqKtLQ0hISE4NGjR3jx4gWA4vmv7969i0ePHmk9b5lMBolEgqioKKSnp2vNo43evXtDJBJh9+7dXNqdO3dw7949fPbZZ1zanj170KZNG1hZWXE6U1NT0bFjRyiVSvz1119lHmfLli344YcfUKdOHezfvx9Tp06Fj48POnTowJ2jLtSpUwchISG8tIpq++yzz2BlZcX9btOmDYD//tuXL1/i9u3bGDJkCK/5JygoCI0aNdJZK0vJzuY2bdpovY/UiYqKAiEE48eP53U4h4WFwcLCgvd/aYNtQlI/z5Ls3LkTn332GUaNGoUNGzZAINAsJk+cOAE7OzvY2dmhSZMm2LNnDwYPHowlS5YAAG/WzIKCAqSmpnIOEdevX9fYn5WVFfLz85GXl1em/poGNSAGirm5OQAgOztbp/xPnz6FQCCAp6cnL93R0RGWlpZ4+vQpL73kdLcWFhYAABcXF63pJQtngUAADw8PXlq9evUAQMMVteR8548fPwYhBHPnzuUeUnYJDw8HACQnJwModsfMyMhAvXr10KhRI0ybNg23bt3i9mVkZIQlS5bg6NGjcHBwQNu2bbF06VJuitzSsLW1RYcOHfDbb79xabt374ZIJELv3r25tEePHuHYsWMaOjt27MjTWRoCgQBjxozBtWvXkJqaioMHD6JLly44c+YM+vfvX+a26mibM76i2kr+52why/637D1S8h4qLa0spFIp76WBPV55Rv7ly5cAgPr16/PSJRIJPDw8yjVALKSUefTi4uIwaNAg9OnTB2vWrCnVKyogIAAnT57EqVOnEB0djdTUVGzfvp0zHK9fv8aECRPg4OAAmUwGOzs77j/KzMwsVY+heWFRN14DxdzcHM7Ozrhz506FttP1BhUKhRVKL+2B1IWSc5yzHbxTp07VeKtmYQustm3bIjY2FgcPHsSJEyfw008/YcWKFVi/fj1GjBgBAJg4cSK6d++OAwcO4Pjx45g7dy4iIyNx5swZNGvWrFRd/fv3x9ChQ3Hjxg00bdoUv/32Gzp06ABbW1ue1o8++gjTp0/Xug/WaOqCjY0NPvnkE3zyySdo164dzp07h6dPn8LNza3cbbXNE19RbVXx35ZGacfSdTttne1KpRIKhaLM7W1sbABovvCwODk5wcnJCUeOHMHVq1fh7++vNZ+trS1niLXx6aefIjo6GtOmTUPTpk1hamoKlUqFzp07a3WuSE9Ph7Gxsdb/sSZDDYgB061bN2zcuBEXL17kNTdpw83NDSqVCo8ePYKPjw+XnpSUhIyMDJ0KqYqgUqnw5MkTXiH18OFDACh3HANbcxGLxWU+pCzW1tYYOnQohg4dipycHLRt2xbz58/nDAgA1K1bF1OmTMGUKVPw6NEjNG3aFMuXL8evv/5a6n579uyJUaNGcc0iDx8+xMyZM3l56tati5ycHJ10VgR/f3+cO3cOr169gpubm15vppWtjb1HHj9+rLGuZFpVvUnXrVsXQLGHHvsdKPbMiouLQ5cuXcrc3tXVFTKZjPOWKolUKsWhQ4cQHByMzp0749y5c2jYsGGFNKanp+P06dOIiIjAvHnzuPTSmlmB4pqP+nNpKNAmLANm+vTpMDExwYgRI5CUlKSxPjY2FqtWrQIAfPzxxwCAlStX8vJ8//33AICuXbtWuj51V1dCCH744QeIxWJ06NChzO3s7e3Rrl07bNiwAa9evdJYn5KSwn0v6RZpamoKT09PzjU5Ly8PBQUFvDx169aFmZlZueEjLC0tERISgt9++w27du2CRCJBz549eXk+/fRTXLx4EcePH9fYPiMjo0zXz8TERM5lWR25XI7Tp0/zmhxNTEy4ferKm2jThrOzM3x9fbF9+3bk5ORw6efOncPt27d5eY2NjSusVxc6dOgAmUyG1atX897kN23ahOzs7HLvY7FYDH9/f1y9erXUPBYWFjh+/Djs7e3x0UcfITY2tkIa2VpSyZpbyWdPnevXr6NVq1YVOk5NgNZADJi6detix44d+Oyzz+Dj48MbiR4dHY09e/ZwPvFNmjRBaGgoNm7ciIyMDAQFBeHy5cvYtm0bevbsifbt21eqNqlUimPHjiE0NBQBAQE4evQoDh8+jFmzZmm0fWtj7dq1+PDDD9GoUSOMHDkSHh4eSEpKwsWLF/H8+XPcvHkTQHFnf7t27Thf+qtXr2Lv3r1cB/7Dhw/RoUMHfPrpp2jQoAFEIhH279+PpKQknfoYPvvsMwwaNAg//vgjQkJCYGlpyVs/bdo0/PHHH+jWrRvCwsLg5+eH3Nxc3L59G3v37kV8fDyvyUud58+fo0WLFggODkaHDh3g6OiI5ORk7Ny5Ezdv3sTEiRO5bZs2bQqhUIglS5YgMzMTRkZGCA4O5saKaONNtJXGokWL0KNHD7Ru3RpDhw5Feno6fvjhB/j6+vKMikwmQ4MGDbB7927Uq1cP1tbW8PX1feNYU1ZWVoiIiMD06dPRuXNn9OjRAw8ePMCPP/6IgIAADBw4sNx99OjRA7Nnz0ZWVhbXl1gSW1tbnDx5Eh9++CE6duyIv//+G7Vq1dJJo7m5OdfXplAoUKtWLZw4caLUWs+1a9fw+vVr9OjRQ6f91yiqzwGMUlk8fPiQjBw5kri7uxOJRELMzMxI69atyZo1a3husAqFgkRERJA6deoQsVhMXFxcyMyZM3l5CNHu504IIQDImDFjeGmsC6i6myw70jg2NpZ06tSJGBsbEwcHBxIeHs5zidS2rTqxsbFkyJAhxNHRkYjFYlKrVi3SrVs3snfvXi7PN998Q1q0aEEsLS2JTCYj3t7e5Ntvv+XGLqSmppIxY8YQb29vYmJiQiwsLEhAQAD57bffeMcq6cbLkpWVRWQyGQFAfv31V606s7OzycyZM4mnpyeRSCTE1taWtGrViixbtow3hkLbvletWkVCQkJI7dq1iVgsJmZmZiQwMJBs2rRJY7zApk2biIeHBxEKhTyX3tL+L121lfU/QIsr7q5du4i3tzcxMjIivr6+5I8//iB9+vQh3t7evHzR0dHEz8+PSCQS3n5KG4keHh5OdC2S1q9fT3x8fIhYLCYODg7kq6++IhkZGTptm5SUREQiEfnll1946dpGoj9+/Jg4OTkRHx8fzv28rOvN8vz5c9KrVy9iaWlJLCwsSL9+/bhxPyWv59dff01cXV21jg+p6TCEVEEPGeW9JiwsDHv37uW9kVLebZo2bQo7OzteBICazPDhw/Hw4UOcP3++WnUUFhbC3d0dM2bM4EWNMBRoHwiFQtEZhUKh0XcSFRWFmzdv1rigiWURHh6OK1eu8MK5VwdbtmyBWCyuUADGmgStgVAqHVoDeXeJj49Hx44dMWjQIDg7O+P+/ftYv349LCwscOfOHc5NlvJ+QDvRKRSKzlhZWcHPzw8//fQTUlJSYGJigq5du2Lx4sXUeLyH0BoIhUKhUPSC9oFQKBQKRS+oAaFQKBSKXlADQqFQKBS9oAaEQqFQKHpBDQiFQqFQ9IIaEAqFQqHoBTUgFAqFQtELakAoFAqFohf/B2bzjVk0g5FnAAAAAElFTkSuQmCC", + "image/png": "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", "text/plain": [ "
" ] @@ -1185,7 +1176,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 109, "id": "876e0dda", "metadata": {}, "outputs": [ @@ -1264,7 +1255,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 110, "id": "5f010fc1", "metadata": {}, "outputs": [ @@ -1277,7 +1268,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1299,7 +1290,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 111, "id": "9e31f673", "metadata": {}, "outputs": [ @@ -1312,7 +1303,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1341,7 +1332,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 112, "id": "b387afcd", "metadata": {}, "outputs": [ @@ -1428,7 +1419,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 113, "id": "9b2682c8", "metadata": {}, "outputs": [ @@ -1436,7 +1427,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Results of crack propagation criterion: (np.float64(1.2036206367817859), True)\n" + "Results of crack propagation criterion: (np.float64(1.2036206367817845), True)\n" ] } ], @@ -1448,7 +1439,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 114, "id": "b5a7ebe9", "metadata": {}, "outputs": [ @@ -1456,7 +1447,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Minimum Crack Length for Self-Propagation: 1706.9272437952422 mm\n" + "Minimum Crack Length for Self-Propagation: 1706.927243795241 mm\n" ] } ], @@ -1484,7 +1475,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 115, "id": "e47b6959", "metadata": {}, "outputs": [ @@ -1499,7 +1490,7 @@ "G delta: 1.0013453103325187\n", "Iterations: 17\n", "dist_ERR_envelope: 0.0013453103325187232\n", - "History: [ 0.52139802 0.56001384 -0.03861582]\n" + "History: [ 0.52139802 0.56001384 -0.03861582 0. ]\n" ] } ], @@ -1553,7 +1544,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 116, "id": "6d124842", "metadata": {}, "outputs": [ @@ -1575,7 +1566,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 117, "id": "d529db13", "metadata": {}, "outputs": [ @@ -1588,7 +1579,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1610,7 +1601,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 118, "id": "6baab9a3", "metadata": {}, "outputs": [ @@ -1623,7 +1614,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1649,6 +1640,171 @@ "source": [ "Crack propagation is expected given the anticrack nucleation length of 2343.7 mm. Scaling stress envelope boundary and weak layer Young's Modulus with weak layer density is essential for fair evaluation of anticrack and crack propagation criteria. " ] + }, + { + "cell_type": "markdown", + "id": "eb0531c3", + "metadata": {}, + "source": [ + "## Steady State Evaluation\n", + "\n", + "The Steady State evaluation determines the touchdown distance and associated energy release rate for crack propagation in a steady-state regime." + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "id": "8c006e54", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "============================================================\n", + "SYSTEM CONFIGURATION\n", + "============================================================\n", + "\n", + "Slope Angle: -35.0°\n", + "\n", + "Segments (4):\n", + " 1. Length: 179064.9 mm, Foundation: True, Mass: 0.0 kg\n", + " 2. Length: 935.1 mm, Foundation: False, Mass: 22.6 kg\n", + " 3. Length: 1409.6 mm, Foundation: False, Mass: 0.0 kg\n", + " 4. Length: 178590.4 mm, Foundation: True, Mass: 0.0 kg\n", + "\n", + "Layers (3):\n", + " 1. Thickness: 120.0 mm, Density: 350.0 kg/m³\n", + " 2. Thickness: 120.0 mm, Density: 270.0 kg/m³\n", + " 3. Thickness: 120.0 mm, Density: 180.0 kg/m³\n", + "\n", + "Weak Layer:\n", + " Density: 125.0 kg/m³\n", + "\n", + "============================================================\n", + "STEADY STATE EVALUATION\n", + "============================================================\n", + "============================================================\n", + "Steady State SYSTEM CONFIGURATION\n", + "============================================================\n", + "\n", + "Slope Angle: 0.0°\n", + "\n", + "Segments (2):\n", + " 1. Length: 5000.0 mm, Foundation: True, Mass: 0.0 kg\n", + " 2. Length: 1880.1 mm, Foundation: False, Mass: 0.0 kg\n", + "\n", + "Layers (3):\n", + " 1. Thickness: 120.0 mm, Density: 350.0 kg/m³\n", + " 2. Thickness: 120.0 mm, Density: 270.0 kg/m³\n", + " 3. Thickness: 120.0 mm, Density: 180.0 kg/m³\n", + "\n", + "Weak Layer:\n", + " Density: 125.0 kg/m³\n", + "\n", + "============================================================\n", + "STEADY STATE EVALUATION\n", + "============================================================\n", + "\n", + "Converged: True\n", + "Message: Steady State evaluation successful.\n", + "Touchdown Distance: 1880.1 mm\n", + "Energy Release Rate: 4.416 J/m²\n", + "\n", + "Maximal Stress Results:\n", + " Max Principal Stress (normalized): 1.557\n", + " Max Sxx (normalized): 1.557\n", + " Slab Tensile Criterion: 0.116\n" + ] + } + ], + "source": [ + "# Print system configuration\n", + "print(\"=\" * 60)\n", + "print(\"SYSTEM CONFIGURATION\")\n", + "print(\"=\" * 60)\n", + "print(f\"\\nSlope Angle: {system.scenario.phi:.1f}°\")\n", + "print(f\"\\nSegments ({len(system.scenario.segments)}):\")\n", + "for i, seg in enumerate(system.scenario.segments):\n", + " print(\n", + " f\" {i + 1}. Length: {seg.length:.1f} mm, Foundation: {seg.has_foundation}, Mass: {seg.m:.1f} kg\"\n", + " )\n", + "\n", + "print(f\"\\nLayers ({len(system.slab.layers)}):\")\n", + "for i, layer in enumerate(system.slab.layers):\n", + " print(f\" {i + 1}. Thickness: {layer.h:.1f} mm, Density: {layer.rho:.1f} kg/m³\")\n", + "\n", + "print(\"\\nWeak Layer:\")\n", + "print(f\" Density: {system.weak_layer.rho:.1f} kg/m³\")\n", + "\n", + "print(\"\\n\" + \"=\" * 60)\n", + "print(\"STEADY STATE EVALUATION\")\n", + "print(\"=\" * 60)\n", + "\n", + "# Evaluate Steady State\n", + "ss_result = criteria_evaluator.evaluate_SteadyState(system=system)\n", + "\n", + "# Print steady state system configuration\n", + "print(\"=\" * 60)\n", + "print(\"Steady State SYSTEM CONFIGURATION\")\n", + "print(\"=\" * 60)\n", + "print(f\"\\nSlope Angle: {ss_result.system.scenario.phi:.1f}°\")\n", + "print(f\"\\nSegments ({len(ss_result.system.scenario.segments)}):\")\n", + "for i, seg in enumerate(ss_result.system.scenario.segments):\n", + " print(\n", + " f\" {i + 1}. Length: {seg.length:.1f} mm, Foundation: {seg.has_foundation}, Mass: {seg.m:.1f} kg\"\n", + " )\n", + "\n", + "print(f\"\\nLayers ({len(ss_result.system.slab.layers)}):\")\n", + "for i, layer in enumerate(ss_result.system.slab.layers):\n", + " print(f\" {i + 1}. Thickness: {layer.h:.1f} mm, Density: {layer.rho:.1f} kg/m³\")\n", + "\n", + "print(\"\\nWeak Layer:\")\n", + "print(f\" Density: {ss_result.system.weak_layer.rho:.1f} kg/m³\")\n", + "\n", + "print(\"\\n\" + \"=\" * 60)\n", + "print(\"STEADY STATE EVALUATION\")\n", + "print(\"=\" * 60)\n", + "\n", + "# Display results\n", + "print(f\"\\nConverged: {ss_result.converged}\")\n", + "print(f\"Message: {ss_result.message}\")\n", + "print(f\"Touchdown Distance: {ss_result.touchdown_distance:.1f} mm\")\n", + "print(f\"Energy Release Rate: {ss_result.energy_release_rate:.3f} J/m²\")\n", + "print(\"\\nMaximal Stress Results:\")\n", + "print(\n", + " f\" Max Principal Stress (normalized): {ss_result.maximal_stress_result.max_principal_stress_norm:.3f}\"\n", + ")\n", + "print(f\" Max Sxx (normalized): {ss_result.maximal_stress_result.max_Sxx_norm:.3f}\")\n", + "print(\n", + " f\" Slab Tensile Criterion: {ss_result.maximal_stress_result.slab_tensile_criterion:.3f}\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "id": "f1fd64f6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ss_analyzer = Analyzer(ss_result.system)\n", + "x_ss, z_ss, xwl_ss = ss_analyzer.rasterize_solution(mode=\"cracked\")\n", + "fig = plotter.plot_deformed(\n", + " x_ss, xwl_ss, z_ss, ss_analyzer, scale=100, aspect=1, field=\"Sxx\"\n", + ")" + ] } ], "metadata": { diff --git a/demo/generalized_backend_documentation.ipynb b/demo/generalized_backend_documentation.ipynb index e353514..f37aaf4 100644 --- a/demo/generalized_backend_documentation.ipynb +++ b/demo/generalized_backend_documentation.ipynb @@ -42,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "a311d1cd", "metadata": {}, "outputs": [], @@ -54,7 +54,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "62640347", "metadata": {}, "outputs": [], @@ -65,7 +65,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "039096b4", "metadata": {}, "outputs": [], @@ -99,7 +99,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "ed4e5f23", "metadata": {}, "outputs": [], @@ -136,7 +136,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "e10114cc", "metadata": {}, "outputs": [], @@ -145,7 +145,6 @@ "weak_layer = WeakLayer(\n", " rho=120, # Density in kg/m³\n", " h=20, # Height/thickness in mm\n", - " E=None, # Optional: elastic modulus (auto-calculated if not specified)\n", ")\n", "\n", "# Weak layer with specified elastic modulus\n", @@ -168,7 +167,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "164d8679", "metadata": {}, "outputs": [], @@ -212,7 +211,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "ded68828", "metadata": {}, "outputs": [], @@ -259,7 +258,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "d21ed595", "metadata": {}, "outputs": [], @@ -288,7 +287,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "9be39536", "metadata": {}, "outputs": [], @@ -314,7 +313,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "3de09dda", "metadata": {}, "outputs": [], @@ -346,7 +345,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "ba44ae27", "metadata": {}, "outputs": [], @@ -374,7 +373,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "01f50828", "metadata": {}, "outputs": [], @@ -397,7 +396,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "093efd87", "metadata": {}, "outputs": [], @@ -435,7 +434,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "a3a7dfe6", "metadata": {}, "outputs": [], @@ -466,7 +465,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "7de74f4c", "metadata": {}, "outputs": [], @@ -520,10 +519,41 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "ba540af9", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Create plotter instance\n", "plotter = Plotter()\n", @@ -551,10 +581,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "d4a93670", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Plot differential ERR vs crack length\n", "fig = plotter.plot_ERR_modes(\n", @@ -578,10 +619,41 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "id": "619ed411", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# ===== SETUP =====\n", "layers = load_dummy_profile(\"a\")\n", @@ -712,8 +784,22 @@ } ], "metadata": { + "kernelspec": { + "display_name": ".venv", + "language": "python", + "name": "python3" + }, "language_info": { - "name": "python" + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.12" } }, "nbformat": 4, diff --git a/pyproject.toml b/pyproject.toml index 3e242e7..39cdfd1 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -36,7 +36,7 @@ Documentation = "https://2phi.github.io/weac" interactive = [ "jupyter", "ipython>=8.37.0", - "ipykernel>=6.30.1", + "ipykernel>=7.1.0", "jupyter_client>=8.6.3", "jupyter_core>=5.8.1", "matplotlib-inline>=0.1.7", @@ -56,7 +56,7 @@ dev = [ # Jupyter stack for interactive development "jupyter", "ipython>=8.37.0", - "ipykernel>=6.30.1", + "ipykernel>=7.1.0", "jupyter_client>=8.6.3", "jupyter_core>=5.8.1", "matplotlib-inline>=0.1.7", diff --git a/src/weac/analysis/analyzer.py b/src/weac/analysis/analyzer.py index 73a9845..2e1e9b8 100644 --- a/src/weac/analysis/analyzer.py +++ b/src/weac/analysis/analyzer.py @@ -745,8 +745,8 @@ def differential_ERR( ) Gdif[1:, j] = np.concatenate( ( - self.sm.fq.Gi(z_ct, z_ub, phi=phi, theta=theta, unit=unit), - self.sm.fq.Gii(z_ct, z_ub, phi=phi, theta=theta, unit=unit), + self.sm.fq.Gi(z_ct, z_ub, phi, theta, unit=unit), + self.sm.fq.Gii(z_ct, z_ub, phi, theta, unit=unit), self.sm.fq.Giii(z_ct, z_ub, phi, theta, unit=unit), ) ) diff --git a/src/weac/analysis/criteria_evaluator.py b/src/weac/analysis/criteria_evaluator.py index f56b8ca..aea8f55 100644 --- a/src/weac/analysis/criteria_evaluator.py +++ b/src/weac/analysis/criteria_evaluator.py @@ -1266,20 +1266,18 @@ def _calculate_maximal_stresses( """ analyzer = Analyzer(system, printing_enabled=print_call_stats) _, Z, _ = analyzer.rasterize_solution(num=4000, mode="cracked") - Sxx_kPa = analyzer.Sxx(Z=Z, phi=system.scenario.phi, dz=5, unit="kPa") + Sxx_kPa = analyzer.Sxx(Z=Z, phi=system.scenario.phi, dz=1, unit="kPa") principal_stress_kPa = analyzer.principal_stress_slab( - Z=Z, phi=system.scenario.phi, dz=5, unit="kPa" - ) - Sxx_norm = analyzer.Sxx( - Z=Z, phi=system.scenario.phi, dz=5, unit="kPa", normalize=True + Z=Z, phi=system.scenario.phi, dz=1, unit="kPa" ) + Sxx_norm = analyzer.Sxx(Z=Z, phi=system.scenario.phi, dz=1, normalize=True) principal_stress_norm = analyzer.principal_stress_slab( - Z=Z, phi=system.scenario.phi, dz=5, unit="kPa", normalize=True + Z=Z, phi=system.scenario.phi, dz=1, normalize=True ) max_principal_stress_norm = np.max(principal_stress_norm) max_Sxx_norm = np.max(Sxx_norm) # evaluate for each height level if the slab is prone to fail under tensile stresses - height_level_prone_to_fail = np.max(Sxx_norm, axis=1) + height_level_prone_to_fail = np.max(Sxx_norm, axis=1) > 1 slab_tensile_criterion = np.mean(height_level_prone_to_fail) if print_call_stats: analyzer.print_call_stats( diff --git a/src/weac/components/__init__.py b/src/weac/components/__init__.py index 724514b..dbe0417 100644 --- a/src/weac/components/__init__.py +++ b/src/weac/components/__init__.py @@ -6,17 +6,29 @@ from .criteria_config import CriteriaConfig from .layer import Layer, WeakLayer from .model_input import ModelInput -from .segment import Segment +from .presets import ( + LESS_WEAK_LAYER, + VERY_WEAK_LAYER, + WEAK_LAYER, + WEAK_LAYER_PRESETS, + weak_layer_from_preset, +) from .scenario_config import ScenarioConfig, SystemType, TouchdownMode +from .segment import Segment __all__ = [ "Config", - "WeakLayer", - "Layer", - "Segment", "CriteriaConfig", - "ScenarioConfig", + "Layer", + "LESS_WEAK_LAYER", "ModelInput", + "ScenarioConfig", + "Segment", "SystemType", "TouchdownMode", + "VERY_WEAK_LAYER", + "WEAK_LAYER", + "WEAK_LAYER_PRESETS", + "WeakLayer", + "weak_layer_from_preset", ] diff --git a/src/weac/components/config.py b/src/weac/components/config.py index 16d165f..690379b 100644 --- a/src/weac/components/config.py +++ b/src/weac/components/config.py @@ -12,7 +12,7 @@ from typing import Literal -from pydantic import BaseModel, Field +from pydantic import BaseModel, ConfigDict, Field, field_validator, model_validator from weac.components.scenario_config import TouchdownMode @@ -33,6 +33,8 @@ class Config(BaseModel): are recalculated with different scenario parameters. """ + model_config = ConfigDict(validate_assignment=True) + touchdown: bool = Field( default=False, description="Whether to include slab touchdown in the analysis" ) @@ -49,6 +51,37 @@ class Config(BaseModel): description="Force a specific touchdown mode instead of auto-calculating", ) + @field_validator("touchdown") + @classmethod + def validate_touchdown_with_backend(cls, v, info): + """Validate touchdown compatibility when touchdown is assigned.""" + if v and info.data.get("backend") == "generalized": + raise ValueError( + "Slab touchdown is only available for the classic backend. " + "Set backend='classic' or disable touchdown." + ) + return v + + @field_validator("backend") + @classmethod + def validate_backend_with_touchdown(cls, v, info): + """Validate backend compatibility when backend is assigned.""" + if v == "generalized" and info.data.get("touchdown"): + raise ValueError( + "Slab touchdown is only available for the classic backend. " + "Set backend='classic' or disable touchdown." + ) + return v + + @model_validator(mode="after") + def validate_touchdown_backend_compatibility(self): + if self.touchdown and self.backend == "generalized": + raise ValueError( + "Slab touchdown is only available for the classic backend. " + "Set backend='classic' or disable touchdown." + ) + return self + if __name__ == "__main__": config = Config() diff --git a/src/weac/components/presets.py b/src/weac/components/presets.py new file mode 100644 index 0000000..bbea9ce --- /dev/null +++ b/src/weac/components/presets.py @@ -0,0 +1,53 @@ +"""Named presets for WEAC components.""" + +from weac.components.layer import WeakLayer + +_WEAK_LAYER_PARAMS: dict[str, dict] = { + "very_weak": { + "rho": 125, + "h": 10, + "sigma_c": 5.16, + "tau_c": 4.09, + "E": 2.0, + }, + "weak": { + "rho": 125, + "h": 10, + "sigma_c": 6.16, + "tau_c": 5.09, + "E": 2.0, + }, + "less_weak": { + "rho": 125, + "h": 10, + "sigma_c": 7.16, + "tau_c": 6.09, + "E": 2.0, + }, +} + +VERY_WEAK_LAYER = WeakLayer(**_WEAK_LAYER_PARAMS["very_weak"]) +WEAK_LAYER = WeakLayer(**_WEAK_LAYER_PARAMS["weak"]) +LESS_WEAK_LAYER = WeakLayer(**_WEAK_LAYER_PARAMS["less_weak"]) + +WEAK_LAYER_PRESETS: dict[str, WeakLayer] = { + "very_weak": VERY_WEAK_LAYER, + "weak": WEAK_LAYER, + "less_weak": LESS_WEAK_LAYER, +} + + +def weak_layer_from_preset(name: str, **overrides) -> WeakLayer: + """Create a WeakLayer from a named preset, with optional overrides. + + Without overrides, returns the shared frozen instance. + With overrides, returns a new instance. + """ + if name not in _WEAK_LAYER_PARAMS: + raise ValueError( + f"Unknown preset '{name}'. Available: {list(_WEAK_LAYER_PARAMS)}" + ) + if not overrides: + return WEAK_LAYER_PRESETS[name] + params = {**_WEAK_LAYER_PARAMS[name], **overrides} + return WeakLayer(**params) diff --git a/tests/analysis/test_criteria_evaluator.py b/tests/analysis/test_criteria_evaluator.py index b11d063..f001f9e 100644 --- a/tests/analysis/test_criteria_evaluator.py +++ b/tests/analysis/test_criteria_evaluator.py @@ -312,6 +312,640 @@ def test_evaluate_SteadyState_modes(self): expected_mode, ) + def test_steady_state_maximal_stress_structure(self): + """Test that maximal stress result has correct structure and valid values.""" + segments = [ + Segment(length=self.segments_length, has_foundation=True, m=0), + Segment(length=self.segments_length, has_foundation=True, m=0), + ] + system = SystemModel( + model_input=ModelInput( + layers=self.layers, + weak_layer=self.weak_layer, + segments=segments, + scenario_config=ScenarioConfig(phi=self.phi), + ), + config=Config(touchdown=True), + ) + + result = self.evaluator.evaluate_SteadyState(system) + maximal_stress = result.maximal_stress_result + + # Check that all arrays have correct shape + self.assertEqual( + maximal_stress.principal_stress_kPa.shape, + maximal_stress.Sxx_kPa.shape, + ) + self.assertEqual( + maximal_stress.principal_stress_norm.shape, + maximal_stress.Sxx_norm.shape, + ) + + # Check that arrays are not empty + self.assertGreater(maximal_stress.principal_stress_kPa.size, 0) + self.assertGreater(maximal_stress.Sxx_kPa.size, 0) + + # Check that maximum values are positive + self.assertGreater(maximal_stress.max_principal_stress_norm, 0) + self.assertGreater(maximal_stress.max_Sxx_norm, 0) + + # Check that slab_tensile_criterion is between 0 and 1 + self.assertGreaterEqual(maximal_stress.slab_tensile_criterion, 0) + self.assertLessEqual(maximal_stress.slab_tensile_criterion, 1) + + def test_steady_state_energy_release_rate_positive(self): + """Test that steady state ERR is always positive.""" + segments = [ + Segment(length=self.segments_length, has_foundation=True, m=0), + Segment(length=self.segments_length, has_foundation=True, m=0), + ] + system = SystemModel( + model_input=ModelInput( + layers=self.layers, + weak_layer=self.weak_layer, + segments=segments, + scenario_config=ScenarioConfig(phi=self.phi), + ), + config=Config(touchdown=True), + ) + + result = self.evaluator.evaluate_SteadyState(system) + self.assertGreater( + result.energy_release_rate, + 0, + "Steady state ERR should be positive", + ) + + def test_steady_state_with_different_weak_layers(self): + """Test steady state evaluation with different weak layer properties.""" + weak_layers = [ + WeakLayer(rho=150, h=10, G_Ic=0.3, G_IIc=0.6, kn=50, kt=50), + WeakLayer(rho=200, h=15, G_Ic=0.8, G_IIc=1.2, kn=150, kt=150), + WeakLayer(rho=180, h=10, G_Ic=0.5, G_IIc=0.8, kn=100, kt=100), + ] + + segments = [ + Segment(length=self.segments_length, has_foundation=True, m=0), + Segment(length=self.segments_length, has_foundation=True, m=0), + ] + + for weak_layer in weak_layers: + with self.subTest(weak_layer=weak_layer): + system = SystemModel( + model_input=ModelInput( + layers=self.layers, + weak_layer=weak_layer, + segments=segments, + scenario_config=ScenarioConfig(phi=self.phi), + ), + config=Config(touchdown=True), + ) + + result = self.evaluator.evaluate_SteadyState(system) + self.assertTrue(result.converged) + self.assertGreater(result.energy_release_rate, 0) + self.assertGreater(result.touchdown_distance, 0) + + def test_steady_state_with_different_slope_angles(self): + """Test steady state evaluation at different slope angles.""" + slope_angles = [20.0, 30.0, 40.0, 45.0] + + segments = [ + Segment(length=self.segments_length, has_foundation=True, m=0), + Segment(length=self.segments_length, has_foundation=True, m=0), + ] + + for phi in slope_angles: + with self.subTest(phi=phi): + system = SystemModel( + model_input=ModelInput( + layers=self.layers, + weak_layer=self.weak_layer, + segments=segments, + scenario_config=ScenarioConfig(phi=phi), + ), + config=Config(touchdown=True), + ) + + result = self.evaluator.evaluate_SteadyState(system) + self.assertTrue(result.converged) + self.assertGreater(result.energy_release_rate, 0) + self.assertGreater(result.touchdown_distance, 0) + self.assertIsNotNone(result.maximal_stress_result) + + def test_steady_state_system_isolation(self): + """Test that evaluate_SteadyState doesn't modify original system.""" + segments = [ + Segment(length=self.segments_length, has_foundation=True, m=0), + Segment(length=self.segments_length, has_foundation=True, m=0), + ] + system = SystemModel( + model_input=ModelInput( + layers=self.layers, + weak_layer=self.weak_layer, + segments=segments, + scenario_config=ScenarioConfig(phi=self.phi), + ), + config=Config(touchdown=True), + ) + + original_segments = system.scenario.segments.copy() + original_phi = system.scenario.phi + original_L = system.scenario.L + + result = self.evaluator.evaluate_SteadyState(system) + + # Verify original system is unchanged + self.assertEqual(len(system.scenario.segments), len(original_segments)) + self.assertEqual(system.scenario.phi, original_phi) + self.assertEqual(system.scenario.L, original_L) + + # Verify result system is different + self.assertEqual(result.system.scenario.phi, 0.0) + + def test_steady_state_message_format(self): + """Test that steady state result message is correctly formatted.""" + segments = [ + Segment(length=self.segments_length, has_foundation=True, m=0), + Segment(length=self.segments_length, has_foundation=True, m=0), + ] + system = SystemModel( + model_input=ModelInput( + layers=self.layers, + weak_layer=self.weak_layer, + segments=segments, + scenario_config=ScenarioConfig(phi=self.phi), + ), + config=Config(touchdown=True), + ) + + result = self.evaluator.evaluate_SteadyState(system) + self.assertIsInstance(result.message, str) + self.assertGreater(len(result.message), 0) + self.assertEqual(result.message, "Steady State evaluation successful.") + + def test_steady_state_normalized_stresses_consistency(self): + """Test consistency between absolute and normalized stress values.""" + segments = [ + Segment(length=self.segments_length, has_foundation=True, m=0), + Segment(length=self.segments_length, has_foundation=True, m=0), + ] + system = SystemModel( + model_input=ModelInput( + layers=self.layers, + weak_layer=self.weak_layer, + segments=segments, + scenario_config=ScenarioConfig(phi=self.phi), + ), + config=Config(touchdown=True), + ) + + result = self.evaluator.evaluate_SteadyState(system) + maximal_stress = result.maximal_stress_result + + # Verify that max normalized values match the max of the arrays + computed_max_principal = np.max(maximal_stress.principal_stress_norm) + computed_max_Sxx = np.max(maximal_stress.Sxx_norm) + + np.testing.assert_almost_equal( + computed_max_principal, + maximal_stress.max_principal_stress_norm, + decimal=5, + ) + np.testing.assert_almost_equal( + computed_max_Sxx, + maximal_stress.max_Sxx_norm, + decimal=5, + ) + + def test_steady_state_with_thin_weak_layer(self): + """Test steady state evaluation with a thin weak layer.""" + thin_weak_layer = WeakLayer(rho=180, h=5, G_Ic=0.5, G_IIc=0.8, kn=100, kt=100) + segments = [ + Segment(length=self.segments_length, has_foundation=True, m=0), + Segment(length=self.segments_length, has_foundation=True, m=0), + ] + system = SystemModel( + model_input=ModelInput( + layers=self.layers, + weak_layer=thin_weak_layer, + segments=segments, + scenario_config=ScenarioConfig(phi=self.phi), + ), + config=Config(touchdown=True), + ) + + result = self.evaluator.evaluate_SteadyState(system) + self.assertTrue(result.converged) + self.assertGreater(result.touchdown_distance, 0) + self.assertGreater(result.energy_release_rate, 0) + + def test_steady_state_with_thick_weak_layer(self): + """Test steady state evaluation with a thick weak layer.""" + thick_weak_layer = WeakLayer(rho=180, h=20, G_Ic=0.5, G_IIc=0.8, kn=100, kt=100) + segments = [ + Segment(length=self.segments_length, has_foundation=True, m=0), + Segment(length=self.segments_length, has_foundation=True, m=0), + ] + system = SystemModel( + model_input=ModelInput( + layers=self.layers, + weak_layer=thick_weak_layer, + segments=segments, + scenario_config=ScenarioConfig(phi=self.phi), + ), + config=Config(touchdown=True), + ) + + result = self.evaluator.evaluate_SteadyState(system) + self.assertTrue(result.converged) + self.assertGreater(result.touchdown_distance, 0) + self.assertGreater(result.energy_release_rate, 0) + + def test_steady_state_vertical_mode_warning(self): + """Test that vertical mode raises a warning.""" + segments = [ + Segment(length=self.segments_length, has_foundation=True, m=0), + Segment(length=self.segments_length, has_foundation=True, m=0), + ] + system = SystemModel( + model_input=ModelInput( + layers=self.layers, + weak_layer=self.weak_layer, + segments=segments, + scenario_config=ScenarioConfig(phi=self.phi), + ), + config=Config(touchdown=True), + ) + + with self.assertWarns(UserWarning): + result = self.evaluator.evaluate_SteadyState(system, vertical=True) + self.assertTrue(result.converged) + + def test_steady_state_slab_tensile_criterion_calculation(self): + """Test the slab tensile criterion calculation in steady state.""" + segments = [ + Segment(length=self.segments_length, has_foundation=True, m=0), + Segment(length=self.segments_length, has_foundation=True, m=0), + ] + system = SystemModel( + model_input=ModelInput( + layers=self.layers, + weak_layer=self.weak_layer, + segments=segments, + scenario_config=ScenarioConfig(phi=self.phi), + ), + config=Config(touchdown=True), + ) + + result = self.evaluator.evaluate_SteadyState(system) + slab_tensile_criterion = result.maximal_stress_result.slab_tensile_criterion + + # Verify it's within valid range + self.assertGreaterEqual(slab_tensile_criterion, 0.0) + self.assertLessEqual(slab_tensile_criterion, 1.0) + + def test_steady_state_stress_arrays_shapes(self): + """Test that stress arrays in maximal stress result have consistent shapes.""" + segments = [ + Segment(length=self.segments_length, has_foundation=True, m=0), + Segment(length=self.segments_length, has_foundation=True, m=0), + ] + system = SystemModel( + model_input=ModelInput( + layers=self.layers, + weak_layer=self.weak_layer, + segments=segments, + scenario_config=ScenarioConfig(phi=self.phi), + ), + config=Config(touchdown=True), + ) + + result = self.evaluator.evaluate_SteadyState(system) + maximal_stress = result.maximal_stress_result + + # All stress arrays should have the same shape + self.assertEqual( + maximal_stress.principal_stress_kPa.shape, + maximal_stress.principal_stress_norm.shape, + ) + self.assertEqual( + maximal_stress.Sxx_kPa.shape, + maximal_stress.Sxx_norm.shape, + ) + self.assertEqual( + maximal_stress.principal_stress_kPa.shape, + maximal_stress.Sxx_kPa.shape, + ) + + # Arrays should be 2D (spatial dimensions) + self.assertEqual(len(maximal_stress.principal_stress_kPa.shape), 2) + self.assertEqual(len(maximal_stress.Sxx_kPa.shape), 2) + + def test_steady_state_with_varying_stiffness(self): + """Test steady state evaluation with different weak layer stiffnesses.""" + stiffness_values = [(50, 50), (100, 100), (200, 200)] + + segments = [ + Segment(length=self.segments_length, has_foundation=True, m=0), + Segment(length=self.segments_length, has_foundation=True, m=0), + ] + + results_list = [] + for kn, kt in stiffness_values: + weak_layer = WeakLayer(rho=180, h=10, G_Ic=0.5, G_IIc=0.8, kn=kn, kt=kt) + system = SystemModel( + model_input=ModelInput( + layers=self.layers, + weak_layer=weak_layer, + segments=segments, + scenario_config=ScenarioConfig(phi=self.phi), + ), + config=Config(touchdown=True), + ) + + result = self.evaluator.evaluate_SteadyState(system) + self.assertTrue(result.converged) + results_list.append(result) + + # Verify that all results are valid + for result in results_list: + self.assertGreater(result.touchdown_distance, 0) + self.assertGreater(result.energy_release_rate, 0) + + def test_steady_state_scenario_config_phi_reset(self): + """Test that steady state evaluation sets phi to 0.0 internally.""" + segments = [ + Segment(length=self.segments_length, has_foundation=True, m=0), + Segment(length=self.segments_length, has_foundation=True, m=0), + ] + original_phi = 35.0 + system = SystemModel( + model_input=ModelInput( + layers=self.layers, + weak_layer=self.weak_layer, + segments=segments, + scenario_config=ScenarioConfig(phi=original_phi), + ), + config=Config(touchdown=True), + ) + + result = self.evaluator.evaluate_SteadyState(system) + + # The result system should have phi=0 for steady state evaluation + self.assertEqual(result.system.scenario.phi, 0.0) + + # The original system should be unchanged + self.assertEqual(system.scenario.phi, original_phi) + + def test_steady_state_touchdown_distance_bounds(self): + """Test that touchdown distance is within reasonable bounds.""" + segments = [ + Segment(length=self.segments_length, has_foundation=True, m=0), + Segment(length=self.segments_length, has_foundation=True, m=0), + ] + system = SystemModel( + model_input=ModelInput( + layers=self.layers, + weak_layer=self.weak_layer, + segments=segments, + scenario_config=ScenarioConfig(phi=self.phi), + ), + config=Config(touchdown=True), + ) + + result = self.evaluator.evaluate_SteadyState(system) + + # Touchdown distance should be positive + self.assertGreater(result.touchdown_distance, 0) + + # Touchdown distance should be less than the cut distance (5e3) + # which is the length of the hanging segment in the steady state setup + self.assertLess(result.touchdown_distance, 5e3) + + def test_steady_state_mode_forced_correctly(self): + """Test that the forced touchdown mode is correctly applied.""" + segments = [ + Segment(length=self.segments_length, has_foundation=True, m=0), + Segment(length=self.segments_length, has_foundation=True, m=0), + ] + + for mode in ["C_in_contact", "B_point_contact", "A_free_hanging"]: + with self.subTest(mode=mode): + system = SystemModel( + model_input=ModelInput( + layers=self.layers, + weak_layer=self.weak_layer, + segments=segments, + scenario_config=ScenarioConfig(phi=self.phi), + ), + config=Config(touchdown=True), + ) + + result = self.evaluator.evaluate_SteadyState(system, mode=mode) + + # Verify the result system has the correct forced mode + self.assertEqual(result.system.slab_touchdown.touchdown_mode, mode) + + def test_steady_state_regression_c_in_contact_values(self): + """ + Regression test: Check specific numerical values for C_in_contact mode. + + These values are baseline references to catch breaking changes. + Update these values if intentional changes are made to the calculation. + """ + segments = [ + Segment(length=self.segments_length, has_foundation=True, m=0), + Segment(length=self.segments_length, has_foundation=True, m=0), + ] + system = SystemModel( + model_input=ModelInput( + layers=self.layers, + weak_layer=self.weak_layer, + segments=segments, + scenario_config=ScenarioConfig(phi=self.phi), + ), + config=Config(touchdown=True), + ) + + result = self.evaluator.evaluate_SteadyState(system, mode="C_in_contact") + + expected_touchdown_distance = 1913.1270 + expected_err = 5.7857 + expected_max_principal_stress_norm = 443161.8028 + expected_max_Sxx_norm = 2.2260 + expected_slab_tensile_criterion = 0.51129 + + # Allow small tolerances for numerical precision + np.testing.assert_allclose( + result.touchdown_distance, + expected_touchdown_distance, + rtol=1e-4, + err_msg="Touchdown distance changed unexpectedly", + ) + np.testing.assert_allclose( + result.energy_release_rate, + expected_err, + rtol=1e-4, + err_msg="Energy release rate changed unexpectedly", + ) + np.testing.assert_allclose( + result.maximal_stress_result.max_principal_stress_norm, + expected_max_principal_stress_norm, + rtol=1e-4, + err_msg="Max principal stress norm changed unexpectedly", + ) + np.testing.assert_allclose( + result.maximal_stress_result.max_Sxx_norm, + expected_max_Sxx_norm, + rtol=1e-4, + err_msg="Max Sxx norm changed unexpectedly", + ) + np.testing.assert_allclose( + result.maximal_stress_result.slab_tensile_criterion, + expected_slab_tensile_criterion, + rtol=1e-4, + err_msg="Slab tensile criterion changed unexpectedly", + ) + + def test_steady_state_regression_b_point_contact_values(self): + """ + Regression test: Check specific numerical values for B_point_contact mode. + + These values are baseline references to catch breaking changes. + Update these values if intentional changes are made to the calculation. + """ + segments = [ + Segment(length=self.segments_length, has_foundation=True, m=0), + Segment(length=self.segments_length, has_foundation=True, m=0), + ] + system = SystemModel( + model_input=ModelInput( + layers=self.layers, + weak_layer=self.weak_layer, + segments=segments, + scenario_config=ScenarioConfig(phi=self.phi), + ), + config=Config(touchdown=True), + ) + + result = self.evaluator.evaluate_SteadyState(system, mode="B_point_contact") + + expected_touchdown_distance = 2111.1553 + expected_err = 5.5184 + expected_max_Sxx_norm = 2.1727 + + np.testing.assert_allclose( + result.touchdown_distance, + expected_touchdown_distance, + rtol=1e-4, + err_msg="Touchdown distance changed unexpectedly", + ) + np.testing.assert_allclose( + result.energy_release_rate, + expected_err, + rtol=1e-4, + err_msg="Energy release rate changed unexpectedly", + ) + np.testing.assert_allclose( + result.maximal_stress_result.max_Sxx_norm, + expected_max_Sxx_norm, + rtol=1e-4, + err_msg="Max Sxx norm changed unexpectedly", + ) + + def test_steady_state_regression_a_free_hanging_values(self): + """ + Regression test: Check specific numerical values for A_free_hanging mode. + + These values are baseline references to catch breaking changes. + Update these values if intentional changes are made to the calculation. + """ + segments = [ + Segment(length=self.segments_length, has_foundation=True, m=0), + Segment(length=self.segments_length, has_foundation=True, m=0), + ] + system = SystemModel( + model_input=ModelInput( + layers=self.layers, + weak_layer=self.weak_layer, + segments=segments, + scenario_config=ScenarioConfig(phi=self.phi), + ), + config=Config(touchdown=True), + ) + + result = self.evaluator.evaluate_SteadyState(system, mode="A_free_hanging") + + expected_touchdown_distance = 1207.9559 + expected_err = 5.6629 + expected_max_Sxx_norm = 2.2981 + + np.testing.assert_allclose( + result.touchdown_distance, + expected_touchdown_distance, + rtol=1e-4, + err_msg="Touchdown distance changed unexpectedly", + ) + np.testing.assert_allclose( + result.energy_release_rate, + expected_err, + rtol=1e-4, + err_msg="Energy release rate changed unexpectedly", + ) + np.testing.assert_allclose( + result.maximal_stress_result.max_Sxx_norm, + expected_max_Sxx_norm, + rtol=1e-4, + err_msg="Max Sxx norm changed unexpectedly", + ) + + def test_steady_state_regression_different_weak_layer(self): + """ + Regression test: Check specific numerical values with different weak layer properties. + + Tests with a weaker layer to ensure parameter variations are handled consistently. + """ + weak_weak_layer = WeakLayer(rho=150, h=10, G_Ic=0.3, G_IIc=0.6, kn=50, kt=50) + segments = [ + Segment(length=self.segments_length, has_foundation=True, m=0), + Segment(length=self.segments_length, has_foundation=True, m=0), + ] + system = SystemModel( + model_input=ModelInput( + layers=self.layers, + weak_layer=weak_weak_layer, + segments=segments, + scenario_config=ScenarioConfig(phi=self.phi), + ), + config=Config(touchdown=True), + ) + + result = self.evaluator.evaluate_SteadyState(system, mode="C_in_contact") + + expected_touchdown_distance = 1911.4747 + expected_err = 5.0860 + expected_slab_tensile_criterion = 0.5092 + + np.testing.assert_allclose( + result.touchdown_distance, + expected_touchdown_distance, + rtol=1e-4, + err_msg="Touchdown distance changed unexpectedly for weak layer", + ) + np.testing.assert_allclose( + result.energy_release_rate, + expected_err, + rtol=1e-4, + err_msg="Energy release rate changed unexpectedly for weak layer", + ) + np.testing.assert_allclose( + result.maximal_stress_result.slab_tensile_criterion, + expected_slab_tensile_criterion, + rtol=1e-4, + err_msg="Slab tensile criterion changed unexpectedly for weak layer", + ) + if __name__ == "__main__": unittest.main() diff --git a/tests/components/test_configs.py b/tests/components/test_configs.py index 5f54aec..f8697eb 100644 --- a/tests/components/test_configs.py +++ b/tests/components/test_configs.py @@ -30,6 +30,80 @@ def test_config_default_creation(self): # Check default values self.assertFalse(config.touchdown) + def test_config_backend_touchdown_compatibility_at_construction(self): + """Test that generalized backend + touchdown=True is rejected at construction.""" + # Valid combinations should work + Config(backend="classic", touchdown=False) # OK + Config(backend="classic", touchdown=True) # OK + Config(backend="generalized", touchdown=False) # OK + + # Invalid combination should raise ValidationError + with self.assertRaises(ValidationError) as context: + Config(backend="generalized", touchdown=True) + + error_msg = str(context.exception) + self.assertIn( + "Slab touchdown is only available for the classic backend", error_msg + ) + + def test_config_backend_touchdown_compatibility_via_direct_assignment(self): + """Test that validation runs when fields are directly assigned.""" + # Start with a valid configuration + config = Config(backend="generalized", touchdown=False) + self.assertFalse(config.touchdown) + self.assertEqual(config.backend, "generalized") + + # Direct assignment of touchdown should trigger validation and fail + with self.assertRaises(ValidationError) as context: + config.touchdown = True + + error_msg = str(context.exception) + self.assertIn( + "Slab touchdown is only available for the classic backend", error_msg + ) + + # Verify config state hasn't changed + self.assertFalse(config.touchdown) + self.assertEqual(config.backend, "generalized") + + def test_config_backend_touchdown_compatibility_via_backend_assignment(self): + """Test that validation runs when backend is changed to incompatible value.""" + # Start with touchdown enabled on classic backend + config = Config(backend="classic", touchdown=True) + self.assertTrue(config.touchdown) + self.assertEqual(config.backend, "classic") + + # Changing backend to generalized should trigger validation and fail + with self.assertRaises(ValidationError) as context: + config.backend = "generalized" + + error_msg = str(context.exception) + self.assertIn( + "Slab touchdown is only available for the classic backend", error_msg + ) + + # Verify config state hasn't changed + self.assertTrue(config.touchdown) + self.assertEqual(config.backend, "classic") + + def test_config_valid_assignment_transitions(self): + """Test that valid field assignments work correctly.""" + config = Config(backend="generalized", touchdown=False) + + # Switch to classic backend first, then enable touchdown - should work + config.backend = "classic" + config.touchdown = True + + self.assertEqual(config.backend, "classic") + self.assertTrue(config.touchdown) + + # Disable touchdown, then switch to generalized - should work + config.touchdown = False + config.backend = "generalized" + + self.assertEqual(config.backend, "generalized") + self.assertFalse(config.touchdown) + class TestScenarioConfig(unittest.TestCase): """Test the ScenarioConfig class.""" diff --git a/tests/utils/test_misc.py b/tests/utils/test_misc.py index f3ae0ab..a64a873 100644 --- a/tests/utils/test_misc.py +++ b/tests/utils/test_misc.py @@ -19,18 +19,19 @@ def test_flat_surface_decomposition(self): """Test force decomposition on flat surface (phi=0).""" f = 100.0 # Vertical force phi = 0.0 # Flat surface + theta = 0.0 # No rotation - f_tan, _, f_norm = decompose_to_xyz(f, phi) + fx, _, fz = decompose_to_xyz(f, phi, theta) # On flat surface, normal component equals original force, tangential is zero self.assertAlmostEqual( - f_norm, + fz, f, places=10, msg="Normal component should equal original force on flat surface", ) self.assertAlmostEqual( - f_tan, + fx, 0.0, places=10, msg="Tangential component should be zero on flat surface", @@ -40,18 +41,19 @@ def test_vertical_surface_decomposition(self): """Test force decomposition on vertical surface (phi=90).""" f = 100.0 # Vertical force phi = 90.0 # Vertical surface + theta = 0.0 # No rotation - f_tan, _, f_norm = decompose_to_xyz(f, phi) + fx, _, fz = decompose_to_xyz(f, phi, theta) # On vertical surface, normal component is zero, tangential equals original force self.assertAlmostEqual( - f_norm, + fz, 0.0, places=10, msg="Normal component should be zero on vertical surface", ) self.assertAlmostEqual( - f_tan, + fx, -f, places=10, msg="Tangential component should equal negative original force", @@ -61,78 +63,81 @@ def test_45_degree_decomposition(self): """Test force decomposition on 45-degree surface.""" f = 100.0 # Vertical force phi = 45.0 # 45-degree surface + theta = 0.0 # No rotation - f_tan, _, f_norm = decompose_to_xyz(f, phi) + fx, _, fz = decompose_to_xyz(f, phi, theta) # On 45-degree surface, both components should be equal in magnitude expected_component = f / np.sqrt(2) self.assertAlmostEqual( - abs(f_norm), + abs(fz), expected_component, places=8, msg="Normal component magnitude should be f/√2 for 45° surface", ) self.assertAlmostEqual( - abs(f_tan), + abs(fx), expected_component, places=8, msg="Tangential component magnitude should be f/√2 for 45° surface", ) # Check signs: normal should be positive (into slope), tangential negative (downslope) - self.assertGreater( - f_norm, 0, "Normal component should be positive (into slope)" - ) - self.assertLess(f_tan, 0, "Tangential component should be negative (downslope)") + self.assertGreater(fz, 0, "Normal component should be positive (into slope)") + self.assertLess(fx, 0, "Tangential component should be negative (downslope)") def test_30_degree_decomposition(self): """Test force decomposition on 30-degree surface.""" f = 100.0 # Vertical force phi = 30.0 # 30-degree surface + theta = 0.0 # No rotation - f_tan, _, f_norm = decompose_to_xyz(f, phi) + fx, _, fz = decompose_to_xyz(f, phi, theta) # Known analytical values for 30 degrees - expected_norm = f * np.cos(np.deg2rad(30)) # f * cos(30°) = f * √3/2 - expected_tan = -f * np.sin(np.deg2rad(30)) # -f * sin(30°) = -f/2 + expected_z = f * np.cos(np.deg2rad(30)) # f * cos(30°) = f * √3/2 + expected_x = -f * np.sin(np.deg2rad(30)) # -f * sin(30°) = -f/2 - self.assertAlmostEqual(f_norm, expected_norm, places=10) - self.assertAlmostEqual(f_tan, expected_tan, places=10) + self.assertAlmostEqual(fz, expected_z, places=10) + self.assertAlmostEqual(fx, expected_x, places=10) def test_negative_angles(self): """Test force decomposition with negative angles.""" f = 100.0 # Vertical force phi = -30.0 # Negative angle (surface slopes down in +x direction) + theta = 0.0 # No rotation - f_tan, _, f_norm = decompose_to_xyz(f, phi) + fx, _, fz = decompose_to_xyz(f, phi, theta) # Normal component should still be positive and equal to f*cos(phi) # Tangential should be positive (upslope for negative angle) with magnitude f*sin(phi) - expected_norm = f * np.cos(np.deg2rad(phi)) - expected_tan = -f * np.sin(np.deg2rad(phi)) - self.assertAlmostEqual(f_norm, expected_norm, places=10) - self.assertAlmostEqual(f_tan, expected_tan, places=10) + expected_z = f * np.cos(np.deg2rad(phi)) + expected_x = -f * np.sin(np.deg2rad(phi)) + self.assertAlmostEqual(fz, expected_z, places=10) + self.assertAlmostEqual(fx, expected_x, places=10) def test_zero_force(self): """Test force decomposition with zero force.""" f = 0.0 phi = 30.0 + theta = 0.0 - f_tan, _, f_norm = decompose_to_xyz(f, phi) + fx, _, fz = decompose_to_xyz(f, phi, theta) - self.assertEqual(f_norm, 0.0, "Zero force should give zero normal component") - self.assertEqual(f_tan, 0.0, "Zero force should give zero tangential component") + self.assertEqual(fz, 0.0, "Zero force should give zero normal component") + self.assertEqual(fx, 0.0, "Zero force should give zero tangential component") def test_energy_conservation(self): """Test that force decomposition conserves energy (magnitude).""" f = 150.0 phi = 37.0 # Arbitrary angle + theta = 0.0 # No rotation - f_tan, _, f_norm = decompose_to_xyz(f, phi) + fx, fy, fz = decompose_to_xyz(f, phi, theta) - # Total magnitude should be conserved: f² = f_norm² + f_tan² + # Total magnitude should be conserved: f² = fx² + fy² + fz² original_magnitude_squared = f**2 - decomposed_magnitude_squared = f_norm**2 + f_tan**2 + decomposed_magnitude_squared = fx**2 + fy**2 + fz**2 self.assertAlmostEqual( original_magnitude_squared, @@ -216,22 +221,23 @@ def test_decomposition_symmetry(self): """Test that force decomposition is symmetric for opposite angles.""" f = 100.0 phi = 25.0 + theta = 0.0 - f_tan_pos, _, f_norm_pos = decompose_to_xyz(f, phi) - f_tan_neg, _, f_norm_neg = decompose_to_xyz(f, -phi) + fx_pos, _, fz_pos = decompose_to_xyz(f, phi, theta) + fx_neg, _, fz_neg = decompose_to_xyz(f, -phi, theta) # Normal components should be equal self.assertAlmostEqual( - f_norm_pos, - f_norm_neg, + fz_pos, + fz_neg, places=10, msg="Normal components should be equal for ±φ", ) # Tangential components should be opposite self.assertAlmostEqual( - f_tan_pos, - -f_tan_neg, + fx_pos, + -fx_neg, places=10, msg="Tangential components should be opposite for ±φ", ) @@ -239,31 +245,31 @@ def test_decomposition_symmetry(self): def test_large_angles(self): """Test force decomposition for large angles.""" f = 100.0 + theta = 0.0 # Test beyond 90 degrees phi = 120.0 - f_tan, _, f_norm = decompose_to_xyz(f, phi) + fx, _, fz = decompose_to_xyz(f, phi, theta) # At 120°, normal component should be negative (surface leans over) # and tangential component should be negative (large downslope) - self.assertLess( - f_norm, 0, "Normal component should be negative for obtuse angles" - ) - self.assertLess(f_tan, 0, "Tangential component should be negative") + self.assertLess(fz, 0, "Normal component should be negative for obtuse angles") + self.assertLess(fx, 0, "Tangential component should be negative") def test_angle_bounds(self): """Test force decomposition at angle boundaries.""" f = 100.0 + theta = 0.0 # Test at exactly 0° - f_tan, _, f_norm = decompose_to_xyz(f, 0.0) - self.assertAlmostEqual(f_norm, f, places=15) - self.assertAlmostEqual(f_tan, 0.0, places=15) + fx, _, fz = decompose_to_xyz(f, 0.0, theta) + self.assertAlmostEqual(fz, f, places=15) + self.assertAlmostEqual(fx, 0.0, places=15) # Test at exactly 90° (expect some floating-point precision issues) - f_tan, _, f_norm = decompose_to_xyz(f, 90.0) - self.assertAlmostEqual(f_norm, 0.0, places=10) # Reduced precision for 90° case - self.assertAlmostEqual(f_tan, -f, places=15) + fx, _, fz = decompose_to_xyz(f, 90.0, theta) + self.assertAlmostEqual(fz, 0.0, places=10) # Reduced precision for 90° case + self.assertAlmostEqual(fx, -f, places=15) def test_force_decomposition_with_arrays(self): """Test that functions work with array inputs (if applicable).""" @@ -306,23 +312,24 @@ def test_typical_skier_loads(self): def test_typical_force_decompositions(self): """Test force decomposition for typical avalanche slopes.""" f = 100.0 # Typical force + theta = 0.0 # No rotation typical_angles = [25, 30, 35, 40, 45] # Typical avalanche slope angles for phi in typical_angles: - f_tan, _, f_norm = decompose_to_xyz(f, phi) + fx, _, fz = decompose_to_xyz(f, phi, theta) # Both components should be significant but less than original force self.assertGreater( - abs(f_norm), 0, f"Normal component should be non-zero at {phi}°" + abs(fz), 0, f"Normal component should be non-zero at {phi}°" ) self.assertGreater( - abs(f_tan), 0, f"Tangential component should be non-zero at {phi}°" + abs(fx), 0, f"Tangential component should be non-zero at {phi}°" ) self.assertLess( - abs(f_norm), f, f"Normal component should be less than total at {phi}°" + abs(fz), f, f"Normal component should be less than total at {phi}°" ) self.assertLess( - abs(f_tan), + abs(fx), f, f"Tangential component should be less than total at {phi}°", ) diff --git a/uv.lock b/uv.lock index 666984d..fa13074 100644 --- a/uv.lock +++ b/uv.lock @@ -2867,8 +2867,8 @@ requires-dist = [ { name = "black", marker = "extra == 'dev'", specifier = ">=24.4.0" }, { name = "build", marker = "extra == 'build'" }, { name = "bump-my-version", marker = "extra == 'dev'" }, - { name = "ipykernel", marker = "extra == 'dev'", specifier = ">=6.30.1" }, - { name = "ipykernel", marker = "extra == 'interactive'", specifier = ">=6.30.1" }, + { name = "ipykernel", marker = "extra == 'dev'", specifier = ">=7.1.0" }, + { name = "ipykernel", marker = "extra == 'interactive'", specifier = ">=7.1.0" }, { name = "ipython", marker = "extra == 'dev'", specifier = ">=8.37.0" }, { name = "ipython", marker = "extra == 'interactive'", specifier = ">=8.37.0" }, { name = "isort", marker = "extra == 'dev'", specifier = ">=5.13.0" },