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beta_shape_pnpi/notebooks/testing.ipynb
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unzhakov a5e1962fe2 Initial commit
Base modular structure (phase space, Fermi function)
Initial .gitignore
2026-04-02 15:38:37 +03:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 9,
"id": "05eecb31-92a2-4304-b67b-11d524ade80c",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from beta_spectrum.components.fermi import FermiFunction\n",
"from beta_spectrum.components.phase_space import PhaseSpace"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "9925e5cc-7029-49c9-8077-8a2b0f2875ec",
"metadata": {},
"outputs": [],
"source": [
"W = np.linspace(1.001, 2.0, 1000)\n",
"\n",
"F = FermiFunction(Z=44, A=99)\n",
"Ph = PhaseSpace(W0=2.0, m_nu=0)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "cb986e9e-30f0-47f6-b743-ffea80b9bd9c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(W, F(W))\n",
"plt.yscale(\"log\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "33ec0920-1c16-4a4d-8abf-befb4764d15d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(W, Ph(W))\n",
"plt.yscale(\"log\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "c550cc3c-130e-4959-aa05-82f1c2b10fa7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(W, F(W) * Ph(W))\n",
"# plt.yscale(\"log\")\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.14.3"
}
},
"nbformat": 4,
"nbformat_minor": 5
}