{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# ChiSquare Class\n",
"\n",
"The `ChiSquare` Class within SORA was created to control the $\\chi^2$ minimization tests and obtain the best fit values and uncertainties. Here we have some useful tasks that allows the user to get the best value and uncertainty within a sigma uncertainty value, plot and save the values. The documentation here contains the details about every step. \n",
"\n",
"This Jupyter-Notebook was designed as a tutorial for how to work with the `ChiSquare` Object Class. Any further question, please contact the core team: Altair Ramos Gomes Júnior, Bruno Eduardo Morgado, Gustavo Benedetti Rossi, and Rodrigo Carlos Boufleur.\n",
"\n",
"**The** `ChiSquare` **Docstring was designed to help the users. Also, each function has its Docstring containing its main purpose and the needed parameters (physical description and formats). Please, do not hesitate to use it.**\n",
"\n",
"## 0. Index\n",
"\n",
"1. [Instantiating the ChiSquare Object](#section_1)\n",
"\n",
"2. [Viewing and saving the results](#section_2)\n",
"\n",
"3. [Saving the results and plots](#section_3)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SORA version: 0.3\n"
]
}
],
"source": [
"## SORA package\n",
"from sora.extra import ChiSquare\n",
"\n",
"## Usual packages\n",
"import numpy as np\n",
"import matplotlib.pyplot as pl"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"\n",
"## 1. Instantiating a ChiSquare Object\n",
"\n",
"The `ChiSquare` Class was not created to be instantiated by the user. Its main function is to control the fitting process and it will be resulting of the fitting tasks, such as `LightCurve.occ_lcfit()` and `Occultation.fit_ellipse()`. This Object contains a python dictionary with the $\\chi^2$ values and the associated tested parameters."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"\u001b[0;31mInit signature:\u001b[0m \u001b[0mChiSquare\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mchi2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnpts\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mDocstring:\u001b[0m \n",
"Stores the arrays for all inputs and given chi-square.\n",
"\n",
"Parameters\n",
"----------\n",
"chi2 : `array`\n",
" Array with all the chi-square values.\n",
"\n",
"npts : `int`\n",
" Number of points used in the fit.\n",
"\n",
"**kwargs\n",
" Any other given input must be an array with the same size as chi2. The\n",
" keyword `name` will be associated as the variable `name` of the given data.\n",
"\n",
"Example\n",
"-------\n",
">>> chisquare = ChiSquare(chi2, immersion=t1, emersion=t2)\n",
"\n",
"``t1`` and ``t2`` must be an array with the same size as chi2.\n",
"\n",
"The data can be accessed as\n",
"\n",
">>> chisquare.data['immersion']\n",
"\u001b[0;31mFile:\u001b[0m ~/Documentos/códigos/SORA/sora/extra/chisquare.py\n",
"\u001b[0;31mType:\u001b[0m type\n",
"\u001b[0;31mSubclasses:\u001b[0m \n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ChiSquare?"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"chi2, t_immersion, t_emersion = np.loadtxt('input/ascii/example_chi2.dat',unpack=True)\n",
"\n",
"chisquare = ChiSquare(chi2=chi2, npts=496, t_immersion=t_immersion, t_emersion=t_emersion)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"\n",
"## 2. Viewing the results\n",
"\n",
"First, the value that minimizes the $\\chi^2$ can be obtained using the `ChiSquare.get_values()`."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'t_immersion': 76880.33436, 't_emersion': 76890.34416}"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"chisquare.get_values()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**All the values within a sigma limit can be found in a similar manner**"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'t_immersion': array([76880.37133, 76880.28921, 76880.24912, ..., 76880.29041,\n",
" 76880.39328, 76880.43463]),\n",
" 't_emersion': array([76890.26501, 76890.25714, 76890.37106, ..., 76890.42023,\n",
" 76890.4073 , 76890.36891])}"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"chisquare.get_values(sigma=3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**The best-fitted value and its uncertainties can be obtained using** `ChiSquare.get_nsigma()`"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'chi2_min': 489.84066,\n",
" 'sigma': 1,\n",
" 'n_points': 137,\n",
" 't_immersion': [76880.32901, 0.028059999996912666],\n",
" 't_emersion': [76890.34104, 0.03118999999423977]}"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"chisquare.get_nsigma()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'chi2_min': 489.84066,\n",
" 'sigma': 3,\n",
" 'n_points': 1719,\n",
" 't_immersion': [76880.36540000001, 0.13475000000471482],\n",
" 't_emersion': [76890.34015999999, 0.10841999999684049]}"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"chisquare.get_nsigma(sigma=3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Also, the number of fitted points (N) and the number of fitted parameters (P) can be obtained using** `ChiSquare.npts` **and** `ChiSquare.nparam`"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of fitted points: 496\n",
"Number of fitted parameters: 2\n"
]
}
],
"source": [
"print('Number of fitted points: {}'.format(chisquare.npts))\n",
"print('Number of fitted parameters: {}'.format(chisquare.nparam))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"\n",
"## 3. Saving the results and plots\n",
"\n",
"The plot with the $\\chi^2$ by fitted parameter can be seen using `ChiSquare.plot_chi2()`"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"chisquare.plot_chi2()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**If the user choose to plot only one, it is possible to have complete control over it using** _matplotlib_ **functions**"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"chisquare.plot_chi2('t_immersion')\n",
"\n",
"pl.title('Occ. by Chariklo',fontsize=25)\n",
"pl.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**The values within the** `ChiSquare` **object can be saved as an ASCII file using** `ChiSquare.to_file()`"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"chisquare.to_file('output/example_chi2.dat')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Two** `ChiSquare` **objects can be easily combined by adding them**"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Single ChiSquare: 10000\n",
"Combined ChiSquare: 20000\n"
]
}
],
"source": [
"chisquare_2 = chisquare + chisquare\n",
"\n",
"print('Single ChiSquare: ',len(chisquare.data['chi2']))\n",
"print('Combined ChiSquare:',len(chisquare_2.data['chi2']))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**This Jupyter-Notebook was designed as a tutorial for how to work with the** `ChiSquare` **Class. More information about the other classes, please refer to their specif Jupyter-Notebook. Any further question, please contact the core team: Altair Ramos Gomes Júnior, Bruno Eduardo Morgado, Gustavo Benedetti Rossi, and Rodrigo Carlos Boufleur.**\n",
"\n",
"**The End**"
]
}
],
"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": "3.8.13"
}
},
"nbformat": 4,
"nbformat_minor": 4
}