254 lines
374 KiB
Text
254 lines
374 KiB
Text
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 51,
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"id": "e6102874-229d-47d5-b908-95e6a78ea91b",
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"from os.path import join as pjoin\n",
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"import h5py\n",
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"import scipy.stats\n",
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"\n",
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"import sys\n",
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"sys.path.insert(0, '..')\n",
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"import borg_velocity.poisson_process as poisson_process"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 12,
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"id": "5a8a6016-9ce5-4e15-96b9-9f00374d8924",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<matplotlib.collections.PolyCollection at 0x7f395b4f2590>"
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]
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},
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"execution_count": 12,
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1500x400 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"data_dir = '/data101/bartlett/fsigma8/borg_velocity/supranta_run_ic'\n",
|
|
"\n",
|
|
"with h5py.File(pjoin(data_dir, 'mock_data.h5')) as f:\n",
|
|
" delta = f['scalars/BORG_final_density'][:]\n",
|
|
"\n",
|
|
"N = delta.shape[0]\n",
|
|
"fig, axs = plt.subplots(1, 3, figsize=(15,4))\n",
|
|
"axs[0].pcolor(np.log10(2 + delta[N//2]))\n",
|
|
"axs[1].pcolor(np.log10(2 + delta[:,N//2,:]))\n",
|
|
"axs[2].pcolor(np.log10(2 + delta[...,N//2]))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "ddef2d7f-fc27-4a1c-b188-af987a180f8f",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Try a radial selection parameterisation\n",
|
|
"\n",
|
|
"$$\n",
|
|
"P(r) = r^2 \\exp( - \\lambda r / R_{\\rm max})\n",
|
|
"$$\n",
|
|
"\n",
|
|
"Need to choose an appropriate $\\lambda$. The peak of this distribution is at $r = 2 R / \\lambda$."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 67,
|
|
"id": "642d9533-b291-4d23-bf8c-41428f0b6ce9",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.lines.Line2D at 0x7f3910d41350>"
|
|
]
|
|
},
|
|
"execution_count": 67,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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qKpgwYQJ79+4lOzu7zra+iIgIoqKiqi3yNS4n7Pc0OQZs4mMPg4H3eNZz/2ptLCIiYimfEp/w8HASExPJzq7+V3N2djbJycm17jNkyJAa5VevXs3gwYMJCwurs8zFjnkxVUnPZ599xpo1a7yJlXwDhXlQfooSsyU7zV5WR9Nw16Z5XnevglNfWhuLiIhYxuemrszMTF5++WVeeeUV8vPzmTRpEgUFBaSnpwOe5qMHHnjAWz49PZ39+/eTmZlJfn4+r7zyCgsXLuRnP/uZt8xjjz3G6tWrmTVrFrt27WLWrFmsWbOGjIwMb5nTp0+zbds2tm3bBniGyW/bts07jN7pdPKd73yHzZs387e//Q2Xy0VRURFFRUWUl5c35N4IwL73ANjk7os7kOe77HQldLseTJdmchYRCWE+j1NNTU3l2LFjTJ8+ncLCQvr3709WVhY9e/YEoLCwsNqcPvHx8WRlZTFp0iTmzp1LXFwcs2fPZvz48d4yycnJLF68mKeeeopp06bRp08flixZQlJSkrfM5s2bufXWW73vMzMzAXjwwQd59dVXOXjwICtWrADgmmuuqRbzu+++yy233OLrpQoEfv+er7r2u3DwQ8h9HW58DBrYh0xERAKXz/P4BDPN4/M1rgqY2RMqzjCibCa7zMCaA2ffzNHVN5Sdgt9d4Xl+1w9WQY8brAnMz2keHxEJNE02j4+EmENboeIMtGjPp2Y3q6P55iLaQL+7POvq5CwiEpKU+MjF7X/f89rrJsxg+apUdXL+ZJmnBkhEREJKkPyaSZM4vNXz2v16a+NoTD1ugA6XeWqydiy3OhoREWlmSnzk4g5v87zGXWtpGI3KMDydnEHNXSIiIUiJj9Tu9FEoqZzJOvZqa2NpbAPvBcMOBzZ5HmIqIiIhQ8M1pHaF2zyvHS6HyMAc4dZrytsX/Wxh2NV8y57LnD/8mt85U2t8XmNEmIiIBAXV+EjtgrGZ6yuWuW4CYJz9fQzcFkcjIiLNRYmP1O5wruc1SBOfbHcipWYLuhnFXG98anU4IiLSTJT4SO28ic81lobRVMoIZ6XLMzP4OPsGi6MREZHmosRHajpVBKcOA0bwdWz+imVuT3PXaPsmItDz3EREQoESH6mpqn9PpyshorWloTSlTe6rOGh2JMo4y7dsW60OR0REmoESH6mpakRXkPbvqWJi401XMgB3qblLRCQkKPGRmoK8Y/NXveEaCsAttjzaU2pxNCIi0tSU+Eh1pnkh8elyjaWhNIc9Zlc+dscTZrgYY8+xOhwREWliSnykulOFcPpLMGwQO8DqaJrF8so5fe5Wc5eISNBT4iPVeTs294XwlpaG0lxWuJJxmjause0h3ii0OhwREWlCSnykuhDq31OlmGjWuz21W5rTR0QkuCnxkeqCfOLCi1lW2cn5LtsGwLQ2GBERaTJKfOSCr3ZsDqEaH4DV7kTOmBH0sB3lGmOP1eGIiEgTUeIjF5QchLPFYHNATD+ro2lW54kg250IwFj7+xZHIyIiTUWJj1xQNXFh574Q1sLSUKzwputGwPMIC9wui6MREZGmoMRHLgih+Xtqs8E9gBNmazobJ2HfeqvDERGRJqDERy4I0f49VSpwkFX5xHa2/9PaYEREpEko8RGPEO7Y/FUrKp/dxc63wFlmbTAiItLolPiIR+lhOHcCDHvIdWz+qg/NKyk020NZCXyWbXU4IiLSyJT4iMfRfM9rhz7giLA2FguZ2HjLNcTz5pN/WRuMiIg0OiU+4nFkl+e101XWxuEHVlQlPp+uhLJT1gYjIiKNSomPeFTV+HTua20cfuATMx46XAbO87Ary+pwRESkESnxEQ/V+HyFAf2/41lVc5eISFBR4iOeEV1HP/Wsq8bHY0Bl4rPnv3DmmLWxiIhIo1HiI55HVZSf8jyqon0fq6PxDx0vhy4Dwe2EncutjkZERBqJEh+BI1Ujui4DR7i1sfiT/uM9rzuWWRuHiIg0GofVAYgfqOrYrP49Xr2mvE1Xonk/Etx7N3DDlNc5Qrt67btv5ugmjk5ERBpKNT5yoWOz+vdUc4hObHFfjs0wGWXfZHU4IiLSCJT4iIay16FqMsM77DkWRyIiIo1BiU+oc7svjOjqpMTn67JcSbhNg0TbZ3TlqNXhiIjIN6TEJ9SVFEDFWbCHQ/veVkfjd47Qjg9NT9+n0fYPLI5GRES+KSU+oa6qf0+Hy8Guvu61qWruGqPER0Qk4OmXLoT0mvJ2jW3p9hVMCYMVhVFMrOVzgZWu63nG8SpX2/bS0yhivxlrdUgiItJAqvEJcZfbDgKw293N4kj813Gi2OjuB8AYm2p9REQCWYMSn3nz5hEfH09kZCSJiYmsX7++zvLr1q0jMTGRyMhIevfuzYIFC2qUWbp0KQkJCURERJCQkMCyZdUnjXvvvfe44447iIuLwzAMli9fXuMYpmnyy1/+kri4OFq0aMEtt9zCjh07GnKJIeMKw5P4fGYq8anLW26N7hIRCQY+Jz5LliwhIyODJ598ktzcXIYOHcrIkSMpKCiotfzevXsZNWoUQ4cOJTc3lyeeeIKJEyeydOlSb5mcnBxSU1NJS0sjLy+PtLQ0JkyYwKZNF+ZOOXPmDAMHDmTOnDkXje25557jhRdeYM6cOXz00UfExsZy++23c+rUKV8vMyQYuLnMOAzAbiU+dVrlGky5aecq2wEuq0wWRUQk8BimaZq+7JCUlMSgQYOYP3++d1vfvn0ZN24cM2bMqFF+8uTJrFixgvz8fO+29PR08vLyyMnx/PWcmppKaWkpK1eu9JYZMWIE7dq1Y9GiRTWDNgyWLVvGuHHjvNtM0yQuLo6MjAwmT54MQFlZGTExMcyaNYuHH374ktdWWlpKdHQ0JSUlREVFXfpmBJiv9/HpYXzJexGTKDPD6Fv2Z9xq+azTy2G/5dv2XP7gvJvfO79z0XKBPnPz2XInCb9YBcDO6cNpGa6ugCLi33z5/fbpl668vJwtW7aQkpJSbXtKSgobN26sdZ+cnJwa5YcPH87mzZupqKios8zFjlmbvXv3UlRUVO04ERER3HzzzRc9TllZGaWlpdWWUFLVzLXHjFPSUw/e0V22HMCnvxdERMRP+PRrV1xcjMvlIiYmptr2mJgYioqKat2nqKio1vJOp5Pi4uI6y1zsmBc7T9V+9T3OjBkziI6O9i7du3ev9/mCQVXis9vsanEkgWGNO5HzZhh9bIUkGPutDkdERBqgQX/mG4ZR7b1pmjW2Xar817f7eszGiG3q1KmUlJR4lwMHDvh8vkCmEV2+OUML3nVfA2gyQxGRQOVT4tOxY0fsdnuNGpQjR47UqGmpEhsbW2t5h8NBhw4d6ixzsWNe7DyAT8eJiIggKiqq2hJKNKLLd2+7bgCqhrWruUtEJND4lPiEh4eTmJhIdnZ2te3Z2dkkJyfXus+QIUNqlF+9ejWDBw8mLCyszjIXO2Zt4uPjiY2NrXac8vJy1q1b59NxQoUNN300ostn/3Ffy1kzgp62Iwww9lodjoiI+Mjn4RqZmZmkpaUxePBghgwZwksvvURBQQHp6emAp/no0KFDvPbaa4BnBNecOXPIzMzkoYceIicnh4ULF1YbrfXYY48xbNgwZs2axdixY3nzzTdZs2YNGzZs8JY5ffo0n3/+uff93r172bZtG+3bt6dHjx4YhkFGRga/+c1vuPzyy7n88sv5zW9+Q8uWLbnvvvsafIOCVQ/jSyKNCs6bYRwwO1sdTsA4RyT/dV/LGPsHjLZ/wHannm8mIhJIfE58UlNTOXbsGNOnT6ewsJD+/fuTlZVFz549ASgsLKw2p098fDxZWVlMmjSJuXPnEhcXx+zZsxk/fry3THJyMosXL+app55i2rRp9OnThyVLlpCUlOQts3nzZm699Vbv+8zMTAAefPBBXn31VQB+/vOfc+7cOR555BFOnDhBUlISq1evpk2bNr5eZtCraub63OyqEV0++rfrBsbYP2CM/QNmOu8FfO+LJiIi1vB5Hp9gFkrz+PzYvpzHw/7BUtdN/LTiEQujCjwRlLMlIp3WxnnuKnuGXPPyap9rHh8RkebVZPP4SPC4zHYIgD1uDWX3VRnhrHEPAjS6S0Qk0CjxCVHxhmf02xdmF4sjCUxVo7tG2zdh4LY4GhERqS8lPiGqV2Xis8+MtTiSwLTOPZBSswVdjOMkGrutDkdEROpJiU8Iassp2hpnANhn1n+uJLmgnDCy3YMBT62PiIgEBiU+Iai3UQjAYbM954mwOJrA9e+vNHfZ1NwlIhIQlPiEIG8zl1vNXN/EBvcATpqt6Gyc5HrbLqvDERGRelDiE4J62dS/pzFU4GCV6zqg6ontIiLi75T4hKCqEV17lfh8Y2+7PZNsjrB/hB2XxdGIiMilKPEJQRrR1Xg2uvtx3GxNR6OUG2w7rQ5HREQuQYlPyDHpZXwJqManMThx8I7reqDqie0iIuLPlPiEmI6U0sY4h9s09HDSRvKWewjgae5y4LQ4GhERqYsSnxATXzmU/ZDZkTLCLY4mOGxy9+WoGUU74zQ32T6xOhwREamDEp8QUzWiS81cjceNjZUuTyfnMXp2l4iIX1PiE2Li1bG5SVRNZphi2wzOMoujERGRi1HiE2I0oqtpfGReSZHZjijjLOz5r9XhiIjIRSjxCTGaw6dpmNjIqmzu4pM3rA1GREQuSolPSDHpWTmUXTU+ja+quYtPs6DinLXBiIhIrZT4hJAYTtDSKMNp2jhgdrI6nKCz1bycg2ZHKD8Nn2VbHY6IiNRCiU8I6W3zDGU/YHbCicPiaIKRcaG5a4eau0RE/JESnxCijs1Nz9vctXsVlJ+xNhgREalBiU8IUeLT9D42e0O7XlBxFna/Y3U4IiLyNUp8QohGdDUHA/rd7VnV6C4REb+jxCeEqManmfQf73n9bDWcL7E2FhERqUaJT6hwu+hpHAFU49PkYvpBxyvBVQ67sqyORkREvkKJT6goOUiEUUG5aeew2dHqaIKbYVyo9flkqbWxiIhINUp8QsXxPQAUmDG4sFscTAjoX9nP54t34cwxa2MREREvJT6h4pgn8VEzVzPpeDnEDgC3E/JXWB2NiIhUUuITKo5/Aahjc7Oqau7SZIYiIn5DiU+oqKzxUeLTjKqGte9dD6eKrI1FREQAJT6h47iauppdu57Q7TrAhJ1vWh2NiIigxCc0uJxwYh8A+9xKfJqVdzJDje4SEfEHSnxCQUkBuJ2UmWEU0t7qaEJLv3GAAQc2wckDVkcjIhLylPiEgsrangKzM6b+yZtXVBz0vNGzrk7OIiKW069gKDixH4ADZieLAwlR/dXcJSLiL5T4hIKTSnwslTAObA4ozIPiz6yORkQkpCnxCQXeGp/OFgcSolp1gD63eda3/8vaWEREQpwSn1BQ2cdHNT4W6v8dz+v2f4JpWhuLiEgIU+ITCk6qxsdyV40CRwvPfEqF26yORkQkZDmsDkCaWNlpOOt5SKYSn+bRa8rbtW6fEzaQMfYP+NO853jW+d1ay+ybObopQxMRCXmq8Ql2lbU9RLblFC2tjSXEvelKBuAOew423BZHIyISmhqU+MybN4/4+HgiIyNJTExk/fr1dZZft24diYmJREZG0rt3bxYsWFCjzNKlS0lISCAiIoKEhASWLVvm83lPnz7No48+Srdu3WjRogV9+/Zl/vz5DbnE4FHZsZl2Pa2NQ1jnHkiJ2ZJY4wTX23ZZHY6ISEjyOfFZsmQJGRkZPPnkk+Tm5jJ06FBGjhxJQUFBreX37t3LqFGjGDp0KLm5uTzxxBNMnDiRpUsvzGmSk5NDamoqaWlp5OXlkZaWxoQJE9i0aZNP5500aRLvvPMOr7/+Ovn5+UyaNImf/OQnvPlmCD8nqarGp10vS8MQKCeMla7rAbjT9r7F0YiIhCbDNH0bYpKUlMSgQYOq1aT07duXcePGMWPGjBrlJ0+ezIoVK8jPz/duS09PJy8vj5ycHABSU1MpLS1l5cqV3jIjRoygXbt2LFq0qN7n7d+/P6mpqUybNs1bJjExkVGjRvGrX/3qktdWWlpKdHQ0JSUlREVF1feW+LeVk2HTAkieSK//3mB1NCEv2fYJfw//DSfNVlxXNp+Kr3Wz84c+PmfLnST8YhUAO6cPp2W4ugKKiH/z5ffbpxqf8vJytmzZQkpKSrXtKSkpbNy4sdZ9cnJyapQfPnw4mzdvpqKios4yVces73lvuukmVqxYwaFDhzBNk3fffZfdu3czfPjwWmMrKyujtLS02hJ01NTlVz5wJ3DEbEtb4wzDbHlWhyMiEnJ8SnyKi4txuVzExMRU2x4TE0NRUVGt+xQVFdVa3ul0UlxcXGeZqmPW97yzZ88mISGBbt26ER4ezogRI5g3bx433XRTrbHNmDGD6Oho79K9e/d63IUAU9XU1baXpWGIhxsb/3Z5at7utOdYHI2ISOhpUOdmwzCqvTdNs8a2S5X/+vb6HPNSZWbPns0HH3zAihUr2LJlC88//zyPPPIIa9asqTWuqVOnUlJS4l0OHAiyp2ebpmp8/FDV6K7bbVtoyXmLoxERCS0+Nd537NgRu91eo3bnyJEjNWpjqsTGxtZa3uFw0KFDhzrLVB2zPuc9d+4cTzzxBMuWLWP0aE8/iauvvppt27bxu9/9jm9/+9s1YouIiCAiIqK+lx94zh6DijOAAdHdgd1WRyRAntmHfe4Yetm+5HbbZt50114jKSIijc+nGp/w8HASExPJzs6utj07O5vk5ORa9xkyZEiN8qtXr2bw4MGEhYXVWabqmPU5b0VFBRUVFdhs1S/JbrfjdofonCmVj6qgTRcIi7Q0FPkqg+XuGwG4y67RXSIizcnn4RqZmZmkpaUxePBghgwZwksvvURBQQHp6emAp/no0KFDvPbaa4BnBNecOXPIzMzkoYceIicnh4ULF3pHawE89thjDBs2jFmzZjF27FjefPNN1qxZw4YNG+p93qioKG6++WYef/xxWrRoQc+ePVm3bh2vvfYaL7zwwje6SQGrKvFRM5ffWe66kQzHG9xk205HSigm2uqQRERCgs+JT2pqKseOHWP69OkUFhbSv39/srKy6NnT8+NaWFhYbW6d+Ph4srKymDRpEnPnziUuLo7Zs2czfvx4b5nk5GQWL17MU089xbRp0+jTpw9LliwhKSmp3ucFWLx4MVOnTuX+++/n+PHj9OzZk2effdabHIUcb8dmJT7+Zp/ZhW3uPlxj28MYew6vukZYHZKISEjweR6fYBZ08/ismAhb/wI3T4Zbn7joM6TEGg/aV/FM2F/Y5u7NuPJfA5rHR0SkIZpsHh8JMJq12a/923UDTtPGNbYv6G0ctjocEZGQoMQnmFX18VFTl186RjTvua8GYKw6OYuINAslPsHK7YKSg551dW72W8tdntFd42zvA2p1FhFpakp8glXpIXA7wRbmGc4ufinbncgZM4KetiMMMj6zOhwRkaCnxCdYVc3Y3LYH2OzWxiIXdY5I3nFfB8A4NXeJiDQ5JT7B6qQeVREolrs8MzePseeAs9ziaEREgpsSn2Cljs0BY6O7H0fMtrQ3TsOe/1gdjohIUFPiE6z0cNKA4cLOCtcQz5uPl1gbjIhIkFPiE6w0a3NAWVbZ3MWuLDh3wtpgRESCmBKfYHVCkxcGkh1mL3a5u4OrDHYstzocEZGgpcQnGFWcg9NFnnUlPgHCYKlrqGc1b1HdRUVEpMGU+ASjk5UPiQ1vAy3aWRuL1Nty141g2ODAJji2x+pwRESCkhKfYPTVjs2GYW0sUm9HaQd9bvO8Ua2PiEiTUOITjNSxOXANvNfzmrcE3G5rYxERCUJKfIJR1Rw+6t8TeK4aDRHRUFIA+zWTs4hIY1PiE4w0a3PgCmsB/cZ51tXcJSLS6JT4BKOTBzyvbXtYG4c0TFVz1843ofyMtbGIiAQZJT7BqKQy8YnuZm0c0jA9boB28VB+GvLfsjoaEZGgosQn2JSfgbPHPOvR3a2NRRrGML7SyVnNXSIijUmJT7ApOeh5jYiCFm0tDUW+gYGpntcv1l34NxURkW9MiU+wqerfo9qewNauF/S8CTBV6yMi0oiU+ASbqv49bZX4BLxrv+t5zX1dc/qIiDQSJT7BpkQ1PkEj4U7PY0dO7NOcPiIijUSJT7A5qRFdQSO8FQwY71nPfd3aWEREgoQSn2Cjpq7gcm2a53Xnm3C+xNpYRESCgBKfYOOt8dHkhUGhayJ0ugqc5+CTpVZHIyIS8JT4BBOXE04d9qyrxic4GMaFWh81d4mIfGNKfILJqcNgusEeDq06Wx2NNJarU8HmgENb4MudVkcjIhLQlPgEk6pmrqiuYNM/bdBo3QmuGOFZV62PiMg3ol/HYKKOzcFr0AOe148Xg7Pc2lhERAKYEp9goo7NwavPt6B1rOc5bLvfsToaEZGApcQnmJQUeF5V4xN87A645j7P+tbXrI1FRCSAKfEJJlUPs9SszcGp6hEWn6+5ULsnIiI+UeITTE6qj09Q69AH4ocBpmp9REQaSIlPsDDNr9T46HEVQSvx+57X3L965m0SERGfKPEJFmeKPbP7YkCUEp+gddUYaNkRThXCZ6usjkZEJOAo8QkWVR2b28SCI9zaWKTpOMLh2vs965v/bG0sIiIBSIlPsFDH5tAx6EHP6+dr4GSBtbGIiAQYJT7BQh2bQ0eHPhB/M+rkLCLiOyU+waJq1mZ1bA4Nid/zvG5VJ2cREV84GrLTvHnz+O1vf0thYSH9+vXjxRdfZOjQoRctv27dOjIzM9mxYwdxcXH8/Oc/Jz09vVqZpUuXMm3aNPbs2UOfPn149tlnueuuu3w+b35+PpMnT2bdunW43W769evHP/7xD3r0CI7ZjHtNebvW7S+FfUSKHZ5aW8rr/6m9jPi/i/37fl0YdnIiouh4uogfTfs1q93XsW/m6CaOTkQk8Plc47NkyRIyMjJ48sknyc3NZejQoYwcOZKCgtr7Guzdu5dRo0YxdOhQcnNzeeKJJ5g4cSJLly71lsnJySE1NZW0tDTy8vJIS0tjwoQJbNq0yafz7tmzh5tuuomrrrqKtWvXkpeXx7Rp04iMjPT1MgNOV6MYgENmR4sjkeZQgYN/uW4G4D77fy2ORkQkcBimaZq+7JCUlMSgQYOYP3++d1vfvn0ZN24cM2bMqFF+8uTJrFixgvz8fO+29PR08vLyyMnJASA1NZXS0lJWrlzpLTNixAjatWvHokWL6n3ee+65h7CwMP7617/6cklepaWlREdHU1JSQlRUVIOO0dQuViOQG/Ej2hmnSSmbxW5T/XxCQU+jiHURmbhNg2HlL7Jhxvca5bhny50k/MIzVH7n9OG0DG9QxbCISLPx5ffbpxqf8vJytmzZQkpKSrXtKSkpbNy4sdZ9cnJyapQfPnw4mzdvpqKios4yVcesz3ndbjdvv/02V1xxBcOHD6dz584kJSWxfPlyXy4xILXkPO2M04BqfELJfjOWDa5+2AyTe+3/sTocEZGA4FPiU1xcjMvlIiYmptr2mJgYioqKat2nqKio1vJOp5Pi4uI6y1Qdsz7nPXLkCKdPn2bmzJmMGDGC1atXc9ddd3H33Xezbt26WmMrKyujtLS02hKIqpq5TpqtOEMLi6OR5vRXl+ePgXvs70LFeYujERHxfw0a1WUYRrX3pmnW2Hap8l/fXp9j1lXG7XYDMHbsWCZNmsQ111zDlClTGDNmDAsWLKg1rhkzZhAdHe1duncPzCairsZRAA6rtifkrHEP4pDZgQ7GKdi53OpwRET8nk+JT8eOHbHb7TVqd44cOVKjNqZKbGxsreUdDgcdOnSos0zVMetz3o4dO+JwOEhISKhWpm/fvhfteD116lRKSkq8y4EDgfnE627q2ByyXNj5u/NbnjcfvmRtMCIiAcCnxCc8PJzExESys7Orbc/OziY5ObnWfYYMGVKj/OrVqxk8eDBhYWF1lqk6Zn3OGx4eznXXXcenn35arczu3bvp2bNnrbFFREQQFRVVbQlEccYxAA4q8QlJi123UmY64NAWOLTV6nBERPyaz8M1MjMzSUtLY/DgwQwZMoSXXnqJgoIC77w8U6dO5dChQ7z2mmdG2fT0dObMmUNmZiYPPfQQOTk5LFy40DtaC+Cxxx5j2LBhzJo1i7Fjx/Lmm2+yZs0aNmzYUO/zAjz++OOkpqYybNgwbr31Vt555x3eeust1q5d29D7ExA0lD20HSOaLHcSd9nfh49ehq7zrA5JRMRv+Zz4pKamcuzYMaZPn05hYSH9+/cnKyvLW6tSWFhYrWkpPj6erKwsJk2axNy5c4mLi2P27NmMHz/eWyY5OZnFixfz1FNPMW3aNPr06cOSJUtISkqq93kB7rrrLhYsWMCMGTOYOHEiV155JUuXLuWmm25q0M0JFEp85DVniifx2f4vuP1X0KqD1SGJiPgln+fxCWaBOo9PTsSjdDGOM7ZsOnnmZRZEJdYz2Rf/HBTmwbefgZsyGnwkzeMjIoGmyebxEf8ThpMYTgBwyOxkcTRiHQOue8iz+tFCcLusDUdExE8p8QlwscYxbIbJeTOMYvyzlkqayYDvQIt2UFIAn622OhoREb+kxCfAda0c0eXp33PxuZQkBIS1gGu/61nX0HYRkVop8QlwcXg6Nh821ZlVgME/BAzY8184+ukli4uIhBolPgGuag4fzdosALSPh6tGe9Y/0LB2EZGvU+IT4OIM1fjI19zwiOc1bzGcOWZtLCIifkaJT4Cr6uNzGCU+UqlnMnQZCM7zsOUVq6MREfErSnwCXJdqnZtFAMOAG37sWf/wZXCWWxuPiIgfUeIT0Myv9PFRjY98Rb+7oHUsnC6CHcusjkZExG8o8QlgUZyhtXEegEIlPvJVjnC4/n886x/MBU3QLiICKPEJaFX9e46aUZQRbnE04ncSfwCOSM9jLPZvtDoaERG/oMQngF0Y0aX+PVKLVh1g4D2edQ1tFxEBGvB0dvEf6t8jX1XbA2z7GP34TwS489/mlqmvUGDG1Lrvvpmjmzo8ERG/oBqfAFbV1KX+PXIxe8yurHUNxGaY/NCeZXU4IiKWU+ITwKqaug4p8ZE6/NE1BoAJ9nW0p9TiaERErKXEJ4DpcRVSHznuBPLcvWlhlPOgY5XV4YiIWEqJTwDT4yqkfgwWOO8A4EH7alpy3uJ4RESso8QnQNlxEcMJQDU+cmmr3NfxhTuWtsYZ7rG/a3U4IiKWUeIToGI4gd0wKTMdFBNldTji59zY+JPLM3Lrh44swnBaHJGIiDWU+ASoqmauQrMDpv4ZpR7ecA3lqBlNV+MYd9o0oaGIhCb9YgYozeEjviojnFecIwF42PEWBm6LIxIRaX5KfAJU1Rw+h1H/Hqm/v7m+xSmzBVfYDnGbLdfqcEREmp0SnwClOXykIUppxd9c3wYg3fGWxdGIiDQ/JT4BSnP4SEMtdI6gzHRwnW03SUa+1eGIiDQrJT4B6kLn5vYWRyKB5ijt+IfrFgAmOt6wNhgRkWamxCdAVfXxOaQaH2mA+c47KTft3GjfwWBjl9XhiIg0GyU+AagNZ4kyzgJ6QKk0zGE68i/XMAAmOpZZHI2ISPNR4hOAulTW9pwwW3OWSIujkUA1zzUWp2ljmH07HPjI6nBERJqFEp8ApGd0SWM4aHbmDddQz5v3nrM2GBGRZqLEJwDFGccBjeiSb26uaywu04DPVsOhrVaHIyLS5JT4BCDN4SONZb8Zy3L3jZ437/3W2mBERJqBEp8ApMdVSGOa6xwHGPBpFhTmWR2OiEiTUuITgLp6+/ioqUu+uS/MOOg/3vNm7UxrgxERaWJKfAJQHKrxkUZ282QwbJ5an0N6hpeIBC8lPgHGhpvYys7NmrxQGk2nK2DgvZ71tTOsjUVEpAkp8QkwnThJmOGiwrRzlLZWhyPB5ObJYAuDfRusjkREpMko8QkwVf17vqQdbv3zSWNq1xMGf9/qKEREmpR+OQNMnJ7RJU1p6M/AodnARSR4KfEJMJq1WZpUmxi4/n8uvHe7rYtFRKQJKPEJMF28szYr8ZEmkvS/F9bzV1gXh4hIE1DiE2A0h480uZbtLqyvew5cFdbFIiLSyBqU+MybN4/4+HgiIyNJTExk/fr1dZZft24diYmJREZG0rt3bxYsWFCjzNKlS0lISCAiIoKEhASWLVv2jc778MMPYxgGL774os/X58+6qqlLmtOJfbDlVaujEBFpND4nPkuWLCEjI4Mnn3yS3Nxchg4dysiRIykoKKi1/N69exk1ahRDhw4lNzeXJ554gokTJ7J06VJvmZycHFJTU0lLSyMvL4+0tDQmTJjApk2bGnTe5cuXs2nTJuLi4ny9PL/X1fucLtX4SDNZOwPOl1gdhYhIozBM0zR92SEpKYlBgwYxf/5877a+ffsybtw4ZsyoOfHZ5MmTWbFiBfn5+d5t6enp5OXlkZOTA0BqaiqlpaWsXLnSW2bEiBG0a9eORYsW+XTeQ4cOkZSUxKpVqxg9ejQZGRlkZGTU69pKS0uJjo6mpKSEqKio+t2Q5lR2CmZ0A6Df+YWcoYXFAUmw2DdztHf9bLmThF+sAmBn3LO0PL4DbpoE3/6lRdGJiNTNl99vn2p8ysvL2bJlCykpKdW2p6SksHHjxlr3ycnJqVF++PDhbN68mYqKijrLVB2zvud1u92kpaXx+OOP069fv0teT1lZGaWlpdUWv1ZyEICTZislPdI8bnvK85ozD07WXqsrIhJIfEp8iouLcblcxMTEVNseExNDUVFRrfsUFRXVWt7pdFJcXFxnmapj1ve8s2bNwuFwMHHixHpdz4wZM4iOjvYu3bt3r9d+ljl5AFAzlzSjy2+HXkPBVQb/+ZXV0YiIfGMN6txsGEa196Zp1th2qfJf316fY9ZVZsuWLfzhD3/g1VdfrTOWr5o6dSolJSXe5cCBA/XazzIlnr+4NaJLmo1hQMqvPevb/wGHtlobj4jIN+RT4tOxY0fsdnuN2p0jR47UqI2pEhsbW2t5h8NBhw4d6ixTdcz6nHf9+vUcOXKEHj164HA4cDgc7N+/n5/+9Kf06tWr1tgiIiKIioqqtvi1yhqfg0p8pDnFXQNX3+NZX/0U+NYtUETErzh8KRweHk5iYiLZ2dncdddd3u3Z2dmMHTu21n2GDBnCW2+9VW3b6tWrGTx4MGFhYd4y2dnZTJo0qVqZ5OTkep83LS2Nb3/729XOM3z4cNLS0vj+94Pk+UOVfXzU1CWNrdeUt2vdXtXJuQs38m7EUiL3v8+PnnyG1e7rvGW+2jFaRMTf+ZT4AGRmZpKWlsbgwYMZMmQIL730EgUFBaSnpwOe5qNDhw7x2muvAZ4RXHPmzCEzM5OHHnqInJwcFi5c6B2tBfDYY48xbNgwZs2axdixY3nzzTdZs2YNGzZsqPd5O3To4K1BqhIWFkZsbCxXXnml73fGH5Woj49Yo5AOvOwaxaOON3nC8XfWlQ+kjHCrwxIR8ZnPiU9qairHjh1j+vTpFBYW0r9/f7KysujZsycAhYWF1ebWiY+PJysri0mTJjF37lzi4uKYPXs248eP95ZJTk5m8eLFPPXUU0ybNo0+ffqwZMkSkpKS6n3ekKDOzWKh+c47+Y79PXrZvuR/7FnMdY2zOiQREZ/5PI9PMPPreXyc5fDrzoDJ4PPzKSba6ogkBN1p28js8DmcM8P5VtnvOExHNXWJiOWabB4fsVDpIcDkvBlGMX6WlEnIWOEewib3VbQwynki7G9WhyMi4jMlPoGiWv+e+g3XF2l8Bk9XfA+naWOMfRPJtk+sDkhExCdKfAKFRnSJn9hl9uCvrtsBeMbxFz29XUQCihKfQKGOzeJHfu/8DsVmFJfbDsGmP1odjohIvSnxCRTeWZs7XKKgSNMrpRWznJWTGq6dCaWF1gYkIlJPSnwChWp8xM/8yzWMXPdlUH4KVv7c6nBEROpFiU+g8HZu7mRxICIeJjamVvwP2ByQvwJ21T77s4iIP1HiEwjc7gudm1GNj/iPXWYPSP6J583bP4PzpdYGJCJyCT7P3CwWOHMUXOVg2Cgy21kdjUg1V64ZyKrwGHqdOsxffv0DnnbW/9l4mvxQRJqbanwCQWUzF23icCpXFT9TRjhPOH8IQJp9DYOM3RZHJCJycUp8AsHJymefRXezNg6Ri9jo7s8/ncOwGSYzwl4mDKfVIYmI1EqJTyCoqvFp293aOETq8Kzzfo6ZbbjSdpCH7W9ZHY6ISK2U+ASCyqHsRCvxEf91kjZMr0gDYKLjDa4yCiyOSESkJiU+gaByRJdqfMTfvem+kWxXIuGGixfC5qvJS0T8jhKfQFDV1BXdw9o4RC7J4ImKH3LcbE2CbT8/cbxhdUAiItUo8QkE3qYudW4W/3eUtjxV8QMAHrGvYKDxucURiYhcoMTH350vgbISz7qauiRAZLlv4E1XMg7DzfNhC4ig3OqQREQAJT7+r6q2p0V7CG9lbSwiPvhFxfc4YrblMtthfub4h9XhiIgASnz8n4ayS4AqoTWTKx4C4If2lQyx7bA4IhERJT7+r2pEl4aySwB6130ti5y3YjNMfh82j3boWV4iYi0lPv7OO2uzEh8JTNOdaexxdyHWOMFzYS8BptUhiUgIU+Lj79TUJQHuHJH8pOInlJkObrdv5Xv2VVaHJCIhTImPv9OszRIEdpq9+I3zfgCmOv5OP2OftQGJSMhS4uPvVOMjQeIvrhSyXYlEGE5mh/0fLTlvdUgiEoKU+PizivNw+kvPumZtloBn8HjFjyg029PHVsivwv4Mpvr7iEjzUuLjz0oPeV7DWkLL9tbGItIITtKGjPIf4zINxtvXw5Y/Wx2SiIQYJT7+rOQrj6owDGtjEWkkm8y+PO+c4HmT9XM4uNnagEQkpCjx8Wcayi5Bap7rTt5xXQfuCliSBqePWh2SiIQIJT7+7Phez2v7eGvjEGl0Bj+reBg6XA6nDsO/vg8up9VBiUgIUOLjz05UJj7tlPhI8DlNS0h9HcJawb71sOZpq0MSkRCgxMefqcZHgl3nq2DcXM96zhzY/i9r4xGRoKfEx5+d2Od5bdfLyihEmla/uyB5omd9+SNw4ENr4xGRoKbEx1+dOwHnT3rWlfhIsPv2L+GKkeAqg8X3wYn9VkckIkFKiY+/qmrmah0D4a2sjUWkqdnsMP5liBkAZ47ConvgvJ7kLiKNT4mPv1LHZgk1Ea3hvsXQOhaO7NRILxFpEkp8/JU6Nksoiu4G9y4CRwv4fA28M0WPtRCRRqXEx1+pxkdCVddBcPdLnvWP/gQbfm9tPCISVJT4+Kvj+zyvqvGRUJRwJwyf4Vn/zzOw5S/WxiMiQUOJj7/y1vj0sjQMEcsMeQRuyvSs/zsD8v9taTgiEhwcVgcgtag4D6WHPetq6pIg1mvK25cokchMxy3c41hL2eLv8UD5FDaZfdk3c3SzxCciwadBNT7z5s0jPj6eyMhIEhMTWb9+fZ3l161bR2JiIpGRkfTu3ZsFCxbUKLN06VISEhKIiIggISGBZcuW+XTeiooKJk+ezIABA2jVqhVxcXE88MADHD58uCGXaK2TBYAJ4a2hVUeroxGxkMGTzh+yyjWYCKOCP4X/jn7GPquDEpEA5nPis2TJEjIyMnjyySfJzc1l6NChjBw5koKCglrL7927l1GjRjF06FByc3N54oknmDhxIkuXLvWWycnJITU1lbS0NPLy8khLS2PChAls2rSp3uc9e/YsW7duZdq0aWzdupU33niD3bt3c+edd/p6idb7asdmw7A2FhGLubAzseJRPnD3Jco4x+vhv4Gi7VaHJSIByjBN38aKJiUlMWjQIObPn+/d1rdvX8aNG8eMGTNqlJ88eTIrVqwgPz/fuy09PZ28vDxycnIASE1NpbS0lJUrV3rLjBgxgnbt2rFo0aIGnRfgo48+4vrrr2f//v306NHjktdWWlpKdHQ0JSUlREVFXbJ8k/lgAbwzGfre4XmI41dcumlAJDi15ix/DZ/JtbbPoUV7+N6/Iaaf1WGJiB/w5ffbpxqf8vJytmzZQkpKSrXtKSkpbNy4sdZ9cnJyapQfPnw4mzdvpqKios4yVcdsyHkBSkpKMAyDtm3b1vp5WVkZpaWl1Ra/oKHsIjWcpiUPlE9hm7s3nDsOf7kDvtxpdVgiEmB8SnyKi4txuVzExMRU2x4TE0NRUVGt+xQVFdVa3ul0UlxcXGeZqmM25Lznz59nypQp3HfffRfN/mbMmEF0dLR36d69+0WuvJlp8kKRWp2iJQ+UT4Uu18DZY57k58guq8MSkQDSoM7Nxtf6nZimWWPbpcp/fXt9jlnf81ZUVHDPPffgdruZN2/eReOaOnUqJSUl3uXAgQMXLdusNJRd5KJKaQVpyyD2ajhbDH8ZA0WfWB2WiAQInxKfjh07Yrfba9SyHDlypEZtTJXY2NhayzscDjp06FBnmapj+nLeiooKJkyYwN69e8nOzq6zrS8iIoKoqKhqi+Xc7gtPplZTl0jtWraHB96E2MqHmr46Cg58aHVUIhIAfEp8wsPDSUxMJDs7u9r27OxskpOTa91nyJAhNcqvXr2awYMHExYWVmeZqmPW97xVSc9nn33GmjVrvIlVQDlVCK4ysDkg2k+a3kT8Ucv28OC/oXsSnC+B18bC5/+xOioR8XM+N3VlZmby8ssv88orr5Cfn8+kSZMoKCggPT0d8DQfPfDAA97y6enp7N+/n8zMTPLz83nllVdYuHAhP/vZz7xlHnvsMVavXs2sWbPYtWsXs2bNYs2aNWRkZNT7vE6nk+985zts3ryZv/3tb7hcLoqKiigqKqK8vLyh96f5VTVzRXcHu+aXFKlTi7aeZq8+34KKs/D3VNix3OqoRMSP+fzLmpqayrFjx5g+fTqFhYX079+frKwsevbsCUBhYWG1OX3i4+PJyspi0qRJzJ07l7i4OGbPns348eO9ZZKTk1m8eDFPPfUU06ZNo0+fPixZsoSkpKR6n/fgwYOsWLECgGuuuaZazO+++y633HKLr5dqDXVsFvFNeCu4dzG88RDsXA7/+j6cPwmJ37M4MBHxRz7P4xPM/GIen/9Mh/XPw+AfwpgXanyseXxEqP2RFW4XvPUY5P7V8/6mSXDbL8CmRxKKBLsmm8dHmoFqfEQaxmaHO/8Pbp7ieb/h957an4pz1sYlIn5FiY+/0VB2kYYzDLh1KoxbALYwT9PXX+6EM8VWRyYifkK9Zy1QV3PVtojdtDVgxGsH2WWqWUukQa65F6K7wZL74eCH8Kfb4N5FesSFiCjx8SdRnKatcQaAArOzxdGI+K/69nXrYzzFK2G/pefJ/Zyddys/r/gRc37z6yaOTkT8mZq6/EgP4wgAR81ozhJpcTQigW+P2ZWx5b9ivas/LY0y5oT/H6x+ClxOq0MTEYso8fEjPSsTn/1m7bNgi4jvTtKGByumMN95h2fDxv+D1++GM8esDUxELKHEx4/0NL4EYL+auUQalRsbs5z38kj5RAhrBXvXwYKbYN8Gq0MTkWamxMeP9KhMfArcqvERaQpZ7hvgf9ZAh8vg1GF4dQz891k1fYmEECU+fkRNXSLNICYBfrQOrvkuYMJ7z8Gro+HkAasjE5FmoMTHj/SwVdb4qKlLpGlFtIZxc2H8QghvAwc+gAU3wsf/AE1mLxLUlPj4iSjO0NXwdLb83IyzOBqREDHgO5C+Hromep7w/sZDsPh+OPWl1ZGJSBPRPD5+4irD82DXg2ZHSmltcTQiwau2OYAcPEa6/S0mOt4g/NO3ObFrHU9XfI8V7iGA4S1X6zPCRCSgqMbHTyTY9gOQ7+5hcSQioceJgzmuu7iz/Fl2uHvSzjjN7PA5/DHs93RBw95FgokSHz/Rt7LGZ6fZ0+JIRELXLrMHY8t/xQsV36HCtDPcvpk1ET/jIfu/caCRXyLBQImPn+jrrfFR4iNiJScOZrvuZnT5b/jQfSWtjDKeDPs7b4U/CQWbrA5PRL4hJT5+wI6LK42DAOSbauoS8Qe7ze6klk/j8YofcdxsTV/bAXglBd74EZQcsjo8EWkgdW72A72NQiKMCk6bkRrKLuJHTGz803ULa1yDmOxYzD2OtfDxEs7lLeMl12j+6Lyj3s/VU8doEf+gGh8/kGDsAzz9C0z9k4j4nRNEMcX5I+4o+zWb3FfRwijnMccy3o3IZIL9Xey4rA5RROpJv7J+oK+tsmOz+veI+LXtZm9Sy6fxcHkG+92diTFO8lzYn8gOf5w7bRsxcFsdoohcghIfP5BgVHZsVv8ekQBgsMp9PbeX/5ZfVXyXY2YbetuKmB0+h5XhUxlu+wjQ7M8i/kqJjx/QiC6RwFNOGAtdoxhW9iLPVUygxGzJVbYD/DH897wTPoWxtg1qAhPxQ0p8LNaJk3QySnGZBrvM7laHIyI+OkML5rnGMbTsD/zBeRenzBZcZTvAH8Ln8W54Jt+1ZxNBudVhikglJT4Wq5qxeZ8Zy3kiLI5GRBqqlFb83vn/uLFsNr+tmMAxsw09bEf5ddifeT9iIvz3WSgttDpMkZCnxMdifb39e9TMJRIMSmnFXNc4biybzS8qHuSg2ZGORim89xy82B+W/g8c3Gx1mCIhS4mPxTSiSyQ4nSeC11zDuaXsBR4pnwjdbwC3E7b/E17+FvxxGHy0EM6XWh2qSEhR4mOxqhFdOzWiSyQoOXGQ5b4BfrgKfrQWBt4L9nAozIO3M+H5K2H5jz2PwzA1GkykqSnxsVAE5fQ2DgOw093L2mBEpOnFXQt3LYDMXTD8N9DxSqg4C9te9zwOY/a18O4MOLbH6khFgpYSHwtdYRzEbpgcM9twhLZWhyMizaVVBxjyY/jxJvjBKhh4H4S1ghN7Yd1M+L9B8KfbIGcenDxgdbQiQUXP6rJQgnf+nh6AYW0wItL8DAN63OBZRv8OdmXBx0tgz3/h0BbPsmoqdE2EhLHQ905oH2911CIBTYmPhfp6+/f0sjYQEWlyvaa8XY9SLYHv05G7GW3/gFH2TVxnfIqtKgnK/gV06gtXDIcrR0K368Bmb+rQRYKKEh8LVa/xERHxKCaav7iG8xfXcDpxko/Gn4Mdy2H/Rjia71nefxFatIfLvgW9b4U+t0JUnNWhi/g9JT6WMbnK8Axl1xw+InIxR2lLr6Vtgf8lmjRutn3Mbfat3GLLo+25457h8dv/CcBud1c2uAeQ407gQ/dVlNCafTNHWxq/iL9R4mORbsZRooxzlJkO9pj6K01ELq2E1qxwJ7PCnYwdF4nGbobatzPUtp2rjS+4wnaIK2yH+AHv4DYNdpk9YOV70GMIdE+CqC5WX4KI5ZT4WKRfZf+ez82uVOifQUR85MLOh2ZfPnT25Xkm0JZTJNt2cJPtE5Js+fSxFXrmCdu0wLMARHf39Avqfr2nw3TsAAhrYe2FiDQz/eJa5BbbNgA+cWuEhoh8cydpQ5b7Bs9kiXgegHy9bRdzbzwLBzbBlzug5IBn2fGGZyfDDp0TIO4azxJ7ted9RGvLrkOkqSnxsUAnTnC3fT0A/3DdbHE0IhKMjtKWt903MHd0ZR+fslNwaCsc+BAOfgSHt8KZo/Dlds+S+9fKPQ3PkPnYAZ4kqNNV0LkvtO8N9jDLrkeksSjxscD3HauIMJx85L6CLeaVVocjIkGs5jD6hMrlAWI5ztW2L7ja9gX9jH30tRUQa5yA4194lp1vXtjNFgYdLoOOl0GHyyvXL4f2faBle8+cRCIBQIlPcztfynftawD4o/MOi4MRkdBlUEQHitwdWO2+zru1PaX0te2nr1HAFcZBrrAd5DLjEK3d5y8Mpf+aUrMl+83O7Ddj2W925qDZiRnfHw1te0J0NwiLbM4LE6mTEp/mtuXPRBln+czdlf+4r7U6GhGRao4TxfvuAbzPAO82AzdxHOMy22F6G4fpbRR6FlshXYzjRBlnGWDsYwD7Lhzo9YXe1aNmNIVmewrNDhw2O1BotudLsx1fUvlqtuMsF5IjDcGXpqTEpzk5y+CD+QC85BqNqUeliUgAMLFxiE4ccndiHQOrfRZBOT2MI/Q0vqSnUUQP4whdjWK6GcV0M47S2jhPJ6OETkYJV7P3ouc4bUZSbEZzlGhYsghax0CrTtCyg+e1VUdo2dHTrNainfobSYM1KPGZN28ev/3tbyksLKRfv368+OKLDB069KLl161bR2ZmJjt27CAuLo6f//znpKenVyuzdOlSpk2bxp49e+jTpw/PPvssd911l0/nNU2TZ555hpdeeokTJ06QlJTE3Llz6devX0Mus/F9/A84VUih2Z7lrpusjkZE5BsrI5zPzG58Znar5VOTtpymq3GMWOMYXYzjxBnH6GIcI4YTxBgn6GycpI1xjtbGeVob5+nFl5C/+9InjojyJEAt20NkW896i7ae9cjoyiXK8xoRDRFtLizhrcGmPzxDlc+Jz5IlS8jIyGDevHnceOON/PGPf2TkyJHs3LmTHj1qPnph7969jBo1ioceeojXX3+d999/n0ceeYROnToxfvx4AHJyckhNTeVXv/oVd911F8uWLWPChAls2LCBpKSkep/3ueee44UXXuDVV1/liiuu4Ne//jW33347n376KW3atPkm9+mbc7th42wAFjpHau4eEQkBBidpw0mzDTvqeCZhK87RyThJJ0roaJQwf2w3OP0lnC2GM8Vw9phnBNrZY3DuJGBCWalnObm/YaGFtfIM2w9vfeE1vBWEtaxcb+mZ4yisVeVrC89nVeuOSM97R0Tl+wjPtqpXe4SSKz9lmKZp+rJDUlISgwYNYv78+d5tffv2Zdy4ccyYMaNG+cmTJ7NixQry8y90iEtPTycvL4+cnBwAUlNTKS0tZeXKld4yI0aMoF27dixatKhe5zVNk7i4ODIyMpg8eTIAZWVlxMTEMGvWLB5++OFLXltpaSnR0dGUlJQQFRXly225tF1vw+L7ICKa/iXPc5qWjXt8EZEgUWcfH7fLk/ycOw5nj8O5E3D+pOf13En+/J9c2hjniOIMUcZZojhLa87S2jhHG84RZria6zI8I+EcEWAPv/DqXQ/zJEf2MNbtKaECOxU4cGKnHAdO07NegR0ndpw4POum570LGxXYmXbH1Z4H1doclYu9+qth96wbdk8iVu3917YbtsptXy1nXHhv2GpZjNrfY9RSpulG/vny++1TtUN5eTlbtmxhypQp1banpKSwcePGWvfJyckhJSWl2rbhw4ezcOFCKioqCAsLIycnh0mTJtUo8+KLL9b7vHv37qWoqKjauSIiIrj55pvZuHFjrYlPWVkZZWVl3vclJSWA5wY2ujXPQ5kJ195P6VqAs41/DhGRINBj0j993MMOdKxcLqujnEk4FbThHC2MMlpxjlaU0dI4R0vKaWmcpwXltKSMFpXrkZQTaZTRknIiKKeFUU4EFURWvo8wnJ5XKoikApvx1bqE8sqlbt9kmEvpm5cu418MT43Y45816lGrfrfrU5fjU+JTXFyMy+UiJiam2vaYmBiKiopq3aeoqKjW8k6nk+LiYrp06XLRMlXHrM95q15rK7N/f+1VoTNmzOCZZ56psb179+61lm8cM5vw2CIiIv6uFH4d3SRHPnXqFNHRdR+7QR1NjK9VV5mmWWPbpcp/fXt9jtlYZapMnTqVzMxM73u3283x48fp0KFDndfTEKWlpXTv3p0DBw40fjNaCNN9bRq6r01D97Vp6L42jUC6r6ZpcurUKeLiLv3Qb58Sn44dO2K322vU7hw5cqRGTUuV2NjYWss7HA46dOhQZ5mqY9bnvLGxsYCn5qdLly61lvm6iIgIIiIiqm1r27ZtrWUbS1RUlN9/gQKR7mvT0H1tGrqvTUP3tWkEyn29VE1PFZ+6nIeHh5OYmEh2dna17dnZ2SQnJ9e6z5AhQ2qUX716NYMHDyYsLKzOMlXHrM954+PjiY2NrVamvLycdevWXTQ2ERERCTGmjxYvXmyGhYWZCxcuNHfu3GlmZGSYrVq1Mvft22eapmlOmTLFTEtL85b/4osvzJYtW5qTJk0yd+7caS5cuNAMCwsz//Wvf3nLvP/++6bdbjdnzpxp5ufnmzNnzjQdDof5wQcf1Pu8pmmaM2fONKOjo8033njD3L59u3nvvfeaXbp0MUtLS329zEZXUlJiAmZJSYnVoQQV3demofvaNHRfm4bua9MI1vvqc+JjmqY5d+5cs2fPnmZ4eLg5aNAgc926dd7PHnzwQfPmm2+uVn7t2rXmtddea4aHh5u9evUy58+fX+OY//znP80rr7zSDAsLM6+66ipz6dKlPp3XNE3T7XabTz/9tBkbG2tGRESYw4YNM7dv396QS2x058+fN59++mnz/PnzVocSVHRfm4bua9PQfW0auq9NI1jvq8/z+IiIiIgEKk0rKSIiIiFDiY+IiIiEDCU+IiIiEjKU+IiIiEjIUOLTDObNm0d8fDyRkZEkJiayfv16q0Pya7/85S8xDKPaUjVBJXhm6PzlL39JXFwcLVq04JZbbmHHjh3VjlFWVsZPfvITOnbsSKtWrbjzzjs5ePBgc1+Kpd577z3uuOMO4uLiMAyD5cuXV/u8se7jiRMnSEtLIzo6mujoaNLS0jh58mQTX511LnVfv/e979X4/t5www3Vyui+Vjdjxgyuu+462rRpQ+fOnRk3bhyffvpptTL6vvquPvc1FL+vSnya2JIlS8jIyODJJ58kNzeXoUOHMnLkSAoKCqwOza/169ePwsJC77J9+3bvZ8899xwvvPACc+bM4aOPPiI2Npbbb7+dU6dOectkZGSwbNkyFi9ezIYNGzh9+jRjxozB5WrGJzNb7MyZMwwcOJA5c+bU+nlj3cf77ruPbdu28c477/DOO++wbds20tLSmvz6rHKp+wowYsSIat/frKysap/rvla3bt06fvzjH/PBBx+QnZ2N0+kkJSWFM2fOeMvo++q7+txXCMHvq6WD6UPA9ddfb6anp1fbdtVVV5lTpkyxKCL/9/TTT5sDBw6s9TO3223GxsaaM2fO9G47f/68GR0dbS5YsMA0TdM8efKkGRYWZi5evNhb5tChQ6bNZjPfeeedJo3dXwHmsmXLvO8b6z7u3LnTBKpNNpqTk2MC5q5du5r4qqz39ftqmp65zMaOHXvRfXRfL+3IkSMm4J2rTd/XxvH1+2qaofl9VY1PEyovL2fLli2kpKRU256SksLGjRstiiowfPbZZ8TFxREfH88999zDF198AcDevXspKiqqdk8jIiK4+eabvfd0y5YtVFRUVCsTFxdH//79dd8rNdZ9zMnJITo6mqSkJG+ZG264gejo6JC+12vXrqVz585cccUVPPTQQxw5csT7me7rpZWUlADQvn17QN/XxvL1+1ol1L6vSnyaUHFxMS6Xq8ZDUmNiYmo8cFUuSEpK4rXXXmPVqlX86U9/oqioiOTkZI4dO+a9b3Xd06KiIsLDw2nXrt1Fy4S6xrqPRUVFdO7cucbxO3fuHLL3euTIkfztb3/jv//9L88//zwfffQRt912G2VlZYDu66WYpklmZiY33XQT/fv3B/R9bQy13VcIze+rT09nl4YxDKPae9M0a2yTC0aOHOldHzBgAEOGDKFPnz785S9/8Xa6a8g91X2vqTHuY23lQ/lep6ametf79+/P4MGD6dmzJ2+//TZ33333RffTffV49NFH+fjjj9mwYUONz/R9bbiL3ddQ/L6qxqcJdezYEbvdXiPjPXLkSI2/XOTiWrVqxYABA/jss8+8o7vquqexsbGUl5dz4sSJi5YJdY11H2NjY/nyyy9rHP/o0aO615W6dOlCz549+eyzzwDd17r85Cc/YcWKFbz77rt069bNu13f12/mYve1NqHwfVXi04TCw8NJTEwkOzu72vbs7GySk5MtiirwlJWVkZ+fT5cuXYiPjyc2NrbaPS0vL2fdunXee5qYmEhYWFi1MoWFhXzyySe675Ua6z4OGTKEkpISPvzwQ2+ZTZs2UVJSontd6dixYxw4cIAuXboAuq+1MU2TRx99lDfeeIP//ve/xMfHV/tc39eGudR9rU1IfF+bvTt1iFm8eLEZFhZmLly40Ny5c6eZkZFhtmrVyty3b5/Vofmtn/70p+batWvNL774wvzggw/MMWPGmG3atPHes5kzZ5rR0dHmG2+8YW7fvt289957zS5dupilpaXeY6Snp5vdunUz16xZY27dutW87bbbzIEDB5pOp9Oqy2p2p06dMnNzc83c3FwTMF944QUzNzfX3L9/v2majXcfR4wYYV599dVmTk6OmZOTYw4YMMAcM2ZMs19vc6nrvp46dcr86U9/am7cuNHcu3ev+e6775pDhgwxu3btqvtah//93/81o6OjzbVr15qFhYXe5ezZs94y+r767lL3NVS/r0p8msHcuXPNnj17muHh4eagQYOqDSWUmlJTU80uXbqYYWFhZlxcnHn33XebO3bs8H7udrvNp59+2oyNjTUjIiLMYcOGmdu3b692jHPnzpmPPvqo2b59e7NFixbmmDFjzIKCgua+FEu9++67JlBjefDBB03TbLz7eOzYMfP+++8327RpY7Zp08a8//77zRMnTjTTVTa/uu7r2bNnzZSUFLNTp05mWFiY2aNHD/PBBx+scc90X6ur7X4C5p///GdvGX1ffXep+xqq31fDNE2z+eqXRERERKyjPj4iIiISMpT4iIiISMhQ4iMiIiIhQ4mPiIiIhAwlPiIiIhIylPiIiIhIyFDiIyIiIiFDiY+IiIiEDCU+IiIiEjKU+IiIiEjIUOIjIiIiIUOJj4iIiISM/w/Bp1wnrOJycgAAAABJRU5ErkJggg==",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"Rmax = 1000\n",
|
|
"lam = 5\n",
|
|
"nsamp = 10000\n",
|
|
"\n",
|
|
"mydist = scipy.stats.gamma(a=3, scale=1/lam)\n",
|
|
"xsamp = mydist.rvs(nsamp) * Rmax\n",
|
|
"\n",
|
|
"x = np.linspace(0, xsamp.max(), 100)\n",
|
|
"ypred0 = lam ** 3 / 2 * (x / Rmax) ** 2 * np.exp(- lam * x / Rmax) / Rmax\n",
|
|
"\n",
|
|
"plt.hist(xsamp, bins=30, density=True)\n",
|
|
"plt.plot(x, ypred0)\n",
|
|
"plt.axvline(Rmax)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "800b3e7a-bfd1-4600-b46e-f76ef87d111b",
|
|
"metadata": {},
|
|
"source": [
|
|
"Draw samples"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 140,
|
|
"id": "16465202-da80-41c3-93fc-3cf33ef4a306",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"[<matplotlib.lines.Line2D at 0x7f39108f9f90>]"
|
|
]
|
|
},
|
|
"execution_count": 140,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 700x400 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1500x400 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"alpha = 1.4\n",
|
|
"Nt = 5000\n",
|
|
"bias_epsilon = 1e-7\n",
|
|
"L = 500\n",
|
|
"xmin = (-250, -250, -250)\n",
|
|
"lam = 5\n",
|
|
"Rmax = 200\n",
|
|
"\n",
|
|
"phi = (1. + delta + bias_epsilon) ** alpha\n",
|
|
"\n",
|
|
"# Create coordinates along each axis\n",
|
|
"x = np.linspace(xmin[0], xmin[0] + L, N)\n",
|
|
"y = np.linspace(xmin[1], xmin[1] + L, N)\n",
|
|
"z = np.linspace(xmin[2], xmin[2] + L, N)\n",
|
|
"\n",
|
|
"# Create a 3D grid of coordinates\n",
|
|
"X, Y, Z = np.meshgrid(x, y, z, indexing='ij')\n",
|
|
"\n",
|
|
"# Compute the radial distance from the origin (r = sqrt(x^2 + y^2 + z^2))\n",
|
|
"r = np.sqrt(X**2 + Y**2 + Z**2)\n",
|
|
"\n",
|
|
"# Multiply phi by the corresponding radial selection\n",
|
|
"# Do not include r^2 factor as we are sampling in Cartesian 3D,\n",
|
|
"# so do not need the Jacobian term\n",
|
|
"# phi *= lam ** 3 / 2 * (r / Rmax) ** 2 * np.exp(- lam * r / Rmax) / Rmax\n",
|
|
"phi *= np.exp(- lam * r / Rmax)\n",
|
|
"\n",
|
|
"coord_true = np.zeros((3,Nt))\n",
|
|
"coord_meas = np.zeros((3,Nt))\n",
|
|
"\n",
|
|
"# Make Nt samples\n",
|
|
"ctrue = poisson_process.sample_3d(phi, Nt, L, xmin)\n",
|
|
"# cmeas, sig_mu[i] = radially_scatter(ctrue, frac_sig_x)\n",
|
|
"rtrue = np.sqrt(np.sum(ctrue**2,axis=0))\n",
|
|
"\n",
|
|
"fig, ax = plt.subplots(1, 1, figsize=(7,4), sharex=True)\n",
|
|
"ax.hist(rtrue, density=True, bins=30)\n",
|
|
"x = np.linspace(0, rtrue.max(), 100)\n",
|
|
"ypred0 = lam ** 3 / 2 * (x / Rmax) ** 2 * np.exp(- lam * x / Rmax) / Rmax\n",
|
|
"ax.plot(x, ypred0)\n",
|
|
"\n",
|
|
"fig, axs = plt.subplots(1, 3, figsize=(15,4))\n",
|
|
"dx = L / 20\n",
|
|
"m = ((ctrue[2] > -dx) & (ctrue[2] < dx))\n",
|
|
"axs[0].plot(ctrue[0,m], ctrue[1,m], '.', ms=1)\n",
|
|
"m = ((ctrue[1] > -dx) & (ctrue[1] < dx))\n",
|
|
"axs[1].plot(ctrue[0,m], ctrue[2,m], '.', ms=1)\n",
|
|
"m = ((ctrue[0] > -dx) & (ctrue[0] < dx))\n",
|
|
"axs[2].plot(ctrue[1,m], ctrue[2,m], '.', ms=1)\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "0b2a3e93-f643-4fc1-b27e-a8d18e64d9ce",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "3ba7fd1b-ad5f-4977-8aae-3672a94deb8f",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "borg_env",
|
|
"language": "python",
|
|
"name": "borg_env"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.11.6"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|