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@tritemio
Last active July 11, 2016 07:40
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Example of using pybroom with multiple datatsets and models
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# PyBroom Example - Multiple Datasets\n",
"\n",
"Example usage for `pybroom`."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"lmfit: 0.9.3\n"
]
}
],
"source": [
"%matplotlib inline\n",
"%config InlineBackend.figure_format='retina' # for hi-dpi displays\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from lmfit import Model\n",
"import lmfit\n",
"print('lmfit: %s' % lmfit.__version__)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"sns.set_style('whitegrid')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pybroom as br"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Create Noisy Data\n",
"\n",
"Simulate *N* datasets which are indentical except for the additive noise."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"N = 20"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"x = np.linspace(-10, 10, 101)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"peak1 = lmfit.models.GaussianModel(prefix='p1_')\n",
"peak2 = lmfit.models.GaussianModel(prefix='p2_')\n",
"model = peak1 + peak2"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#params = model.make_params(p1_amplitude=1.5, p2_amplitude=1, \n",
"# p1_sigma=1, p2_sigma=1)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(20, 101)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Y_data = np.zeros((N, x.size))\n",
"Y_data.shape"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"for i in range(Y_data.shape[0]):\n",
" Y_data[i] = model.eval(x=x, p1_center=-1, p2_center=2, \n",
" p1_sigma=0.5, p2_sigma=1.5, \n",
" p1_height=1, p2_height=0.5)\n",
"Y_data += np.random.randn(*Y_data.shape)/10"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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sLMtc63gYhgrD8ITWcSraAADMHoI2AABnwNZyDQYDSXKDzubn51XXtRtyVlWVRqORfN9X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xp3rWjz5t4dm6LtvMS2Em038EZbQHVwEz9rqcLqc0yFs1wuo9FooN1ui4Kn7ab3Cfpa1PketM1G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\nwpt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IRHl20+UnzWbw/AAnUJ1Q2J4dcJlLr8E9nOrLOnt9MXNXLBaDWUAgxe/4uYMn7A93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5xETyMAHGOMXMFwxudgMAgB7msEZgJj4PQ+8uYd7IISxfig8Kh1gNJhzXMtTjqgh6PYvJ/P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\naLfb4Zk6PT3F4eFhX40XACHPmXITn49YvRXKhJw3Rt3u7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j0IulDTCKKtIzgH1hOhGzmL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jebTvhfU4rVaQ48wbrmin4IKzcy9TLBavdfEtS2zTncY77G1F0tE5ODs7SxX8HMdxnOEU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\nbpfb7daHH36o4OB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"text/plain": [
"<matplotlib.figure.Figure at 0x105e1e8d0>"
]
},
"metadata": {
"image/png": {
"height": 342,
"width": 493
}
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(x, Y_data.T, '-k', alpha=0.1);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Model Fitting\n",
"\n",
"## Single-peak model"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"model1 = lmfit.models.GaussianModel()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"Results1 = [model1.fit(y, x=x) for y in Y_data]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Two-peaks model"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"params = model.make_params(p1_center=0, p2_center=3, \n",
" p1_sigma=0.5, p2_sigma=1, \n",
" p1_amplitude=1, p2_amplitude=2)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"Results = [model.fit(y, x=x, params=params) for y in Y_data]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Fit result from an lmfit `Model` can be inspected with\n",
"with `fit_report` or `params.pretty_print()`:"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#print(Results[0].fit_report())\n",
"#Results[0].params.pretty_print()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"These methods are convenient but extracting the data\n",
"from the lmfit object requires some work and the knowledge\n",
"of lmfit object structure.\n",
"\n",
"`pybroom` help in this task, extracting data from fit results and\n",
"returning pandas DataFrame in tidy format that can be \n",
"much more easily manipulated, filtered and plotted."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Glance\n",
"\n",
"A summary of the two-peaks model fit:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>method</th>\n",
" <th>num_params</th>\n",
" <th>num_data_points</th>\n",
" <th>chisqr</th>\n",
" <th>redchi</th>\n",
" <th>AIC</th>\n",
" <th>BIC</th>\n",
" <th>num_func_eval</th>\n",
" <th>success</th>\n",
" <th>item</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>leastsq</td>\n",
" <td>6</td>\n",
" <td>101</td>\n",
" <td>0.92849</td>\n",
" <td>0.00977358</td>\n",
" <td>-455.435</td>\n",
" <td>-439.745</td>\n",
" <td>116</td>\n",
" <td>True</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>leastsq</td>\n",
" <td>6</td>\n",
" <td>101</td>\n",
" <td>0.75696</td>\n",
" <td>0.007968</td>\n",
" <td>-476.065</td>\n",
" <td>-460.374</td>\n",
" <td>60</td>\n",
" <td>True</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>leastsq</td>\n",
" <td>6</td>\n",
" <td>101</td>\n",
" <td>0.775396</td>\n",
" <td>0.00816206</td>\n",
" <td>-473.634</td>\n",
" <td>-457.943</td>\n",
" <td>61</td>\n",
" <td>True</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>leastsq</td>\n",
" <td>6</td>\n",
" <td>101</td>\n",
" <td>0.726399</td>\n",
" <td>0.00764631</td>\n",
" <td>-480.227</td>\n",
" <td>-464.536</td>\n",
" <td>60</td>\n",
" <td>True</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>leastsq</td>\n",
" <td>6</td>\n",
" <td>101</td>\n",
" <td>0.81217</td>\n",
" <td>0.00854915</td>\n",
" <td>-468.954</td>\n",
" <td>-453.263</td>\n",
" <td>80</td>\n",
" <td>True</td>\n",
" <td>4</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" method num_params num_data_points chisqr redchi AIC BIC \\\n",
"0 leastsq 6 101 0.92849 0.00977358 -455.435 -439.745 \n",
"1 leastsq 6 101 0.75696 0.007968 -476.065 -460.374 \n",
"2 leastsq 6 101 0.775396 0.00816206 -473.634 -457.943 \n",
"3 leastsq 6 101 0.726399 0.00764631 -480.227 -464.536 \n",
"4 leastsq 6 101 0.81217 0.00854915 -468.954 -453.263 \n",
"\n",
" num_func_eval success item \n",
"0 116 True 0 \n",
"1 60 True 1 \n",
"2 61 True 2 \n",
"3 60 True 3 \n",
"4 80 True 4 "
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dg = br.glance(Results)\n",
"\n",
"dg.drop('name', 1).drop('message', 1).head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A summary of the one-peak model fit:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
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" <th>method</th>\n",
" <th>num_params</th>\n",
" <th>num_data_points</th>\n",
" <th>chisqr</th>\n",
" <th>redchi</th>\n",
" <th>AIC</th>\n",
" <th>BIC</th>\n",
" <th>num_func_eval</th>\n",
" <th>success</th>\n",
" <th>item</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
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" <td>True</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>leastsq</td>\n",
" <td>3</td>\n",
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" <td>True</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>leastsq</td>\n",
" <td>3</td>\n",
" <td>101</td>\n",
" <td>1.33742</td>\n",
" <td>0.0136471</td>\n",
" <td>-427.717</td>\n",
" <td>-419.872</td>\n",
" <td>71</td>\n",
" <td>True</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>leastsq</td>\n",
" <td>3</td>\n",
" <td>101</td>\n",
" <td>1.69279</td>\n",
" <td>0.0172734</td>\n",
" <td>-403.917</td>\n",
" <td>-396.072</td>\n",
" <td>143</td>\n",
" <td>True</td>\n",
" <td>4</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" method num_params num_data_points chisqr redchi AIC BIC \\\n",
"0 leastsq 3 101 1.70685 0.0174168 -403.082 -395.237 \n",
"1 leastsq 3 101 2.05413 0.0209605 -384.377 -376.531 \n",
"2 leastsq 3 101 1.5391 0.0157051 -413.531 -405.685 \n",
"3 leastsq 3 101 1.33742 0.0136471 -427.717 -419.872 \n",
"4 leastsq 3 101 1.69279 0.0172734 -403.917 -396.072 \n",
"\n",
" num_func_eval success item \n",
"0 57 True 0 \n",
"1 87 True 1 \n",
"2 139 True 2 \n",
"3 71 True 3 \n",
"4 143 True 4 "
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dg1 = br.glance(Results1)\n",
"\n",
"dg1.drop('name', 1).drop('message', 1).head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Tidy\n",
"\n",
"Tidy fit results for all the parameters:"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"dt = br.tidy(Results, var_name='dataset')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's see the results for a single dataset:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>value</th>\n",
" <th>min</th>\n",
" <th>max</th>\n",
" <th>vary</th>\n",
" <th>expr</th>\n",
" <th>stderr</th>\n",
" <th>init_value</th>\n",
" <th>dataset</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>p1_amplitude</td>\n",
" <td>1.23114</td>\n",
" <td>-inf</td>\n",
" <td>inf</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" <td>0.0759018</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>p1_center</td>\n",
" <td>-0.949446</td>\n",
" <td>-inf</td>\n",
" <td>inf</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" <td>0.038805</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>p1_fwhm</td>\n",
" <td>1.28768</td>\n",
" <td>-inf</td>\n",
" <td>inf</td>\n",
" <td>False</td>\n",
" <td>2.3548200*p1_sigma</td>\n",
" <td>0.0921372</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>p1_height</td>\n",
" <td>0.898193</td>\n",
" <td>-inf</td>\n",
" <td>inf</td>\n",
" <td>False</td>\n",
" <td>0.3989423*p1_amplitude/p1_sigma</td>\n",
" <td>0.0551081</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>p1_sigma</td>\n",
" <td>0.546826</td>\n",
" <td>0</td>\n",
" <td>inf</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" <td>0.039127</td>\n",
" <td>0.5</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>p2_amplitude</td>\n",
" <td>0.606827</td>\n",
" <td>-inf</td>\n",
" <td>inf</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" <td>0.0837929</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>p2_center</td>\n",
" <td>1.9718</td>\n",
" <td>-inf</td>\n",
" <td>inf</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" <td>0.105973</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>p2_fwhm</td>\n",
" <td>1.57043</td>\n",
" <td>-inf</td>\n",
" <td>inf</td>\n",
" <td>False</td>\n",
" <td>2.3548200*p2_sigma</td>\n",
" <td>0.252062</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>p2_height</td>\n",
" <td>0.363005</td>\n",
" <td>-inf</td>\n",
" <td>inf</td>\n",
" <td>False</td>\n",
" <td>0.3989423*p2_amplitude/p2_sigma</td>\n",
" <td>0.0499464</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>p2_sigma</td>\n",
" <td>0.666902</td>\n",
" <td>0</td>\n",
" <td>inf</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" <td>0.107041</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name value min max vary expr \\\n",
"0 p1_amplitude 1.23114 -inf inf True None \n",
"1 p1_center -0.949446 -inf inf True None \n",
"2 p1_fwhm 1.28768 -inf inf False 2.3548200*p1_sigma \n",
"3 p1_height 0.898193 -inf inf False 0.3989423*p1_amplitude/p1_sigma \n",
"4 p1_sigma 0.546826 0 inf True None \n",
"5 p2_amplitude 0.606827 -inf inf True None \n",
"6 p2_center 1.9718 -inf inf True None \n",
"7 p2_fwhm 1.57043 -inf inf False 2.3548200*p2_sigma \n",
"8 p2_height 0.363005 -inf inf False 0.3989423*p2_amplitude/p2_sigma \n",
"9 p2_sigma 0.666902 0 inf True None \n",
"\n",
" stderr init_value dataset \n",
"0 0.0759018 1 0 \n",
"1 0.038805 0 0 \n",
"2 0.0921372 NaN 0 \n",
"3 0.0551081 NaN 0 \n",
"4 0.039127 0.5 0 \n",
"5 0.0837929 2 0 \n",
"6 0.105973 3 0 \n",
"7 0.252062 NaN 0 \n",
"8 0.0499464 NaN 0 \n",
"9 0.107041 1 0 "
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dt.query('dataset == 0')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"or for a single parameter across datasets:"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>value</th>\n",
" <th>min</th>\n",
" <th>max</th>\n",
" <th>vary</th>\n",
" <th>expr</th>\n",
" <th>stderr</th>\n",
" <th>init_value</th>\n",
" <th>dataset</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>p1_center</td>\n",
" <td>-0.949446</td>\n",
" <td>-inf</td>\n",
" <td>inf</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" <td>0.038805</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>p1_center</td>\n",
" <td>-0.999412</td>\n",
" <td>-inf</td>\n",
" <td>inf</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" <td>0.0379914</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>p1_center</td>\n",
" <td>-0.993088</td>\n",
" <td>-inf</td>\n",
" <td>inf</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" <td>0.034416</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>p1_center</td>\n",
" <td>-1.01566</td>\n",
" <td>-inf</td>\n",
" <td>inf</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" <td>0.0417191</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>p1_center</td>\n",
" <td>-1.01634</td>\n",
" <td>-inf</td>\n",
" <td>inf</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" <td>0.0336505</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name value min max vary expr stderr init_value dataset\n",
"1 p1_center -0.949446 -inf inf True None 0.038805 0 0\n",
"11 p1_center -0.999412 -inf inf True None 0.0379914 0 1\n",
"21 p1_center -0.993088 -inf inf True None 0.034416 0 2\n",
"31 p1_center -1.01566 -inf inf True None 0.0417191 0 3\n",
"41 p1_center -1.01634 -inf inf True None 0.0336505 0 4"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dt.query('name == \"p1_center\"').head()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"0.037277014520793891"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dt.query('name == \"p1_center\"')['value'].std()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"0.21715257456740708"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dt.query('name == \"p2_center\"')['value'].std()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that there is a much larger error in fitting `p2_center`\n",
"than `p1_center`."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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2d3wk61wUCoWdfmfjjTfeGM8880xMmTLFP2b2AuuidFgXDaumpiZu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\nrkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x119b5a860>"
]
},
"metadata": {
"image/png": {
"height": 342,
"width": 480
}
},
"output_type": "display_data"
}
],
"source": [
"dt.query('name == \"p1_center\"')['value'].hist()\n",
"dt.query('name == \"p2_center\"')['value'].hist(ax=plt.gca());"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Augment\n",
"\n",
"Tidy dataframe with data function of the independent variable ('x'). Columns include\n",
"the data being fitted, best fit, best fit components, residuals, etc."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"da = br.augment(Results, var_name='dataset')"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"da1 = br.augment(Results1, var_name='dataset')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's see the results for a single dataset:"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>x</th>\n",
" <th>data</th>\n",
" <th>best_fit</th>\n",
" <th>residual</th>\n",
" <th>Model(gaussian, prefix='p1_')</th>\n",
" <th>Model(gaussian, prefix='p2_')</th>\n",
" <th>dataset</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>-10.0</td>\n",
" <td>-0.042066</td>\n",
" <td>2.941443e-60</td>\n",
" <td>0.042066</td>\n",
" <td>2.941443e-60</td>\n",
" <td>3.836108e-71</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>-9.8</td>\n",
" <td>-0.085121</td>\n",
" <td>1.170886e-57</td>\n",
" <td>0.085121</td>\n",
" <td>1.170886e-57</td>\n",
" <td>7.987095e-69</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>-9.6</td>\n",
" <td>-0.135447</td>\n",
" <td>4.077300e-55</td>\n",
" <td>0.135447</td>\n",
" <td>4.077300e-55</td>\n",
" <td>1.519945e-66</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>-9.4</td>\n",
" <td>-0.035890</td>\n",
" <td>1.242038e-52</td>\n",
" <td>0.035890</td>\n",
" <td>1.242038e-52</td>\n",
" <td>2.643676e-64</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>-9.2</td>\n",
" <td>0.094643</td>\n",
" <td>3.309794e-50</td>\n",
" <td>-0.094643</td>\n",
" <td>3.309794e-50</td>\n",
" <td>4.202711e-62</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" x data best_fit residual Model(gaussian, prefix='p1_') \\\n",
"0 -10.0 -0.042066 2.941443e-60 0.042066 2.941443e-60 \n",
"1 -9.8 -0.085121 1.170886e-57 0.085121 1.170886e-57 \n",
"2 -9.6 -0.135447 4.077300e-55 0.135447 4.077300e-55 \n",
"3 -9.4 -0.035890 1.242038e-52 0.035890 1.242038e-52 \n",
"4 -9.2 0.094643 3.309794e-50 -0.094643 3.309794e-50 \n",
"\n",
" Model(gaussian, prefix='p2_') dataset \n",
"0 3.836108e-71 0 \n",
"1 7.987095e-69 0 \n",
"2 1.519945e-66 0 \n",
"3 2.643676e-64 0 \n",
"4 4.202711e-62 0 "
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"da.query('dataset == 0').head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plotting a single dataset is simplified compared to a manual plot:"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"da0 = da.query('dataset == 0')"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x119d79860>"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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jom3BwcHYuHEjIiIiKn2ut66uLkxMTJQ+p3jkyJHIyclRqP3evHmzwrOptbS0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/b7Byu1IsztijWlFQ3ac7RCLa2dSk1J0KLZ+RH/fPk7uAIgugi0AQC2VFne4HM7b6xz1g07Tf7Y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\nol+Pe/nll2WaphobGwfc150yPlhaebfy8nI9/fTTu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"text/plain": [
"<matplotlib.figure.Figure at 0x119d3a588>"
]
},
"metadata": {
"image/png": {
"height": 342,
"width": 493
}
},
"output_type": "display_data"
}
],
"source": [
"plt.plot('x', 'data', data=da0, marker='o', ls='None')\n",
"plt.plot('x', \"Model(gaussian, prefix='p1_')\", data=da0, lw=2, ls='--')\n",
"plt.plot('x', \"Model(gaussian, prefix='p2_')\", data=da0, lw=2, ls='--')\n",
"plt.plot('x', 'best_fit', data=da0, lw=2);\n",
"plt.legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"But keep in mind that, for a single dataset, we could\n",
"use the lmfit method as well (which is even simpler):"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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z1Eb7LWh+bTIyMrB48WJs375delmhOhYuLi54/vy5RgCVnbYa8KImCILaHMI5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SZCiLhQBp8QQggJgGuAr4yKgTJKPGeTuwb4AJCepAzoeulxqW7jzsEeZMSnB3RNrmWlxjm+Hh61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\nttvk9Xr1z3/+M2o/g5Nl5uUqK8QZ0LPyhyojNydKJYITMHQDAAAAiD3jA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"text/plain": [
"<matplotlib.figure.Figure at 0x119d3a240>"
]
},
"metadata": {
"image/png": {
"height": 366,
"width": 508
}
},
"output_type": "display_data"
}
],
"source": [
"Results[0].plot_fit();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"However, things become much more interesting when we want to plot multiple\n",
"datasets or models as in the next section."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Comparison of different datasets"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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1eV5UknUc+evq1V1mAQLoXMQE+l566SXZbDYtWrTIUr948WJJ0quv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QAAAg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\na1dddJHt1/sGDhzYe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MbGRqxduxaNjY28bxDlQdF03W1u\nbkZFRQVmz56tGJ84cSJmzZqF7du3D7l/eXk5Dhw4AI/HA6fTGR9vb28HAFRWav/RSzQWtB3sRTgU\njS/bnVb4Pq3Xd7StDz5vEHaHdbQuj4iIxih1Rp/RVAJraSX87sNJ25504gw+rBER0ZAMBgPq6+tR\nX18/2pdCVLCK4q+xUCiE9vZ2zJgxQ3P91KlT4Xa70dvbm/IYV155JaLRKFavXo1Dhw7B5/Phz3/+\nM5599ll85jOfwaJFi/J1+UQ5+2SvMmvvCxednFiQgE92M6uPiIiSRSOqjD6zDdYUGX0RVVCQiIiI\niEZeUWT09ff3A4AiE08uNu71elFRUaG5zTe/+U0YjUb8+Mc/xoUXXhgf//znP4+HHnoIgiDofNVE\n+vlkT6IRR1W1HWecNR3PP/sBIpHBjrsf7+7A6QunjdblERHRGKWV0ecoPxETpg3AaqtEx6HXEA66\nB7cN+0fjEomIiIhIpigy+iKRCADAYrForo+NB4PBlMfYuXMnHnvsMVgsFqxYsQLXXHMNTjrpJLzx\nxhv4xS9+of9FE+kkMBDG0UOJbNUT5lTDbDZi5uyq+Ni+3Z2QRGk0Lo+IiMawaDg50FdWPRczT/0a\nJp/wRVhKKlJuS0REREQjrygy+qzWwdpj4XBYc30oFAIw2FxDi9frxbe//W0AwLPPPhufAhyJRLB6\n9Wps2LABJ510Eq666qqcrrO5uTmn/Sm1Yv5s2w8PQJLF8D7c8yb+tvJRnFCzCMAEAIDfG8IrL72J\n8irtYPhQivmzzTd+tpQpfs/kT9F+tr5Dia8FM1paWpXr/aH4lx53d8afU9F+riOAny1lg983+cHP\nNX/42eYPP9vxqygy+pxOJwwGAzwej+b62Hiqqb2vvPIK+vv7cfXVVyvq/JlMJtxzzz0AgE2bNul8\n1UT66GpPZKpKkoi71/wA69evx08fuluxXeex1BmtRERUpKREIA+COXm9YNHeloiISENUAj4OAEd4\nyyDKm6LI6DObzaipqUFbW5vm+ra2NlRWVsLlcmmub29vhyAIOPHEE5PWVVVVoaKiAkePHs35Ohcu\nXJjzMUgp9haimD/b7a/8I/5127E9CAR9AIDu3iNwe7vhcgxO4bWaXFi4sDbt4/KzzR9+tvlRDG8l\n+T2jv2L/efy49V30f9qvqcTmwKm1tYq6xIc+OozOwwcBAAaDiAVpfk7F/rnmEz/b/OF9hDLFn8dk\nG94/hH90DNYP/7/zZ+GcGu0GT8PhZ5s//GzzZ6TuI0WR0QcMfpN2dXXh4MGDivGOjg4cOHAA8+fP\nT7lvVVUVJEnCgQMHkta53W709fWhurpa70smypkoijh2tDu+fPT4x4r1fe6O+NfufmVnRSIiInnX\n3YCvA+/+Yw28vfvjYyZzouyJGAlAksQRvT4iIho/IqKI19sSzyYvftIxxNZElK2iCfQtX74ckiTh\nwQcfhCQrWPbAAw9AEARcfvnlKff94he/CJvNhqeeegqHDx+Oj4uiiHvvvRcAcMkll+Tv4omy1Pj3\nrTAaEtOq3N5uxXq3J7Hs7mMRdSIiUlJ33Y2EfTBby+LLRrOyvjEbchARUSoH+wcQkjUAPOj2o8PH\nZAMivRXF1F0AOPfcc1FfX4+tW7fiiiuuwDnnnIOWlha0tLSgrq4OS5YsiW/78MMPQxAErFq1CgBQ\nWVmJu+++G3fffTeWL1+Oiy66CC6XC2+++SZ2796NRYsW4Zprrhmt/xpRSjtbPwAwL77s8fYo1ldP\nTDysufsDaGxsRGtrK2pra1FXVweDoWjeBRARkYZoWPkAZjBaYbGVx5eNJlWgLzIAk8U+ItdGRETj\ny8e93qSx7cd6seykKaNwNUSFq2gCfQBw//33Y86cOdi0aROeeOIJTJkyBd/73vdwww03KLZ75JFH\nYDAY4oE+APjqV7+KadOm4bHHHsNLL72EQCCA6dOn4/vf/z6uv/56mM0aBaqJRtmc2Z/BntbENCqP\nbzDQd/XVV+PKK69ERenJePFvHwEAohERl1/2TfgH3ACAhoYGbNq0icE+IqIips7oszkmQxAS9wWT\nKqMvEh6AdUSujIiIxps9PcnNMRnoI9JfUQX6jEYjVq5ciZUrVw653a5duzTHFy1ahEWLFuXj0ojy\nYt7cM7CndWd82e3tRkNDAx5//HEYDAZ8+I6yiYzLMSEe6Nu8eTOamppQX18/otdMRERjgySJiEaU\nHdltzsmKZaOpVLGsDgwSEREBgChJ+LjHlzR+xBPAUc8Aapw2jb2IKBtM1SEqYD6P8gHtN79br8jS\nc5aVKNa7nFWK5dbW1vxeIBERjVliJAhAUozZHMpAn1ZGHxERkdpRzwD8kajmuu3Hekf4aogKGwN9\nRAXMI+uka7YYceml9YqpuK4y5QNamWOCYnnBggX5vUAiIhqzIpHkAulmi1OxnNyMw5/XayIiovFp\nT09yfb6YHcd6FQ0ziSg3RTV1l6jYeNyJhzSnqwSCICjWO1xWCAIQu6/KM/oaGhpQV1c3ItdJRERj\nj9Y0XHlgr/toM3x9B4fdh4iIaK9GI46Ydl8Qhz0DmOEqTbkNEaWPgT6iAibP6FNP0wUAo9EAh7Mk\nHhBc8ZUr8MWL52LBggXsuktEVOSiGtNw5V12e9p3wt2lrGvMqbtERKQmSRL2yjL6BKgLQwA7jvYy\n0EekEwb6iAqYOqNPi7M8EehzOqpw88o7R+TaiIhobBsuo89qq0zeh4E+IiJS6fAH0R+MxJcn2q04\n7lPWEt9+rBcrTqlJmoFERJljug5RgZIkCZ7+xA3U4bJqbueSZfp5+vmARkREg6IaNfpMpqEDfRFO\n3SUiIpW9qvp8Z1S7krbpGgihNxAeqUsiKmgM9BEVqAF/GNGoGF92aUzdBYCy8sRDW3/fAAvhEhER\nACAaVgb6jGY7jKbEvcSimdHHZhxERKQkb8RhMRpw3vQJmtv1DIRG6pKIChoDfUQFSl6fDxhi6q6s\n824kLCIwwDdpRESUnJ135pK7IRiM8WVO3SUionTIM/pml9sxxWnDxNLk2UbdAQb6iPTAQB9RgZLX\n5wMAR4qMPle5ctzdlzxVi4iIio+8Rp/BaFEE+QDAZHEk7cOpu0REJNczEEKXLFNvTuXgveP0icnT\nd3uZ0UekCwb6iAqUOqMv1dRd9bibdfqIiAjKqbvyKbtDjTGjj4iI5Pb3+RTLsUDfGdVlmOmywShr\nvtHDGn1EumCgj6hAJWX0pZi665LV6AOY0UdERIPkGX1Gky1pvcFoAQTln5LRSACSJCZtS0RExUnd\nYGOqY/CZ5NRqF+5aPA8T7YkpvKzRR6QPBvqICpQ8o6/EZobZbNTcTl27jxl9REQEKLvuGs3JL4sE\nQdDI6pM0u/USEVFx6pXV3TMKAhwWk2J9lc0S/7qHNfqIdGEafhMiGo/kGX1O2fRcUZRw/Kgbh/Z3\n49AnPfjs+SfC7rTC5wkO7seMPiIignIarlZGHwCYTLakTrvR8ABM5tK8XhsREY0PfcFERl95iRmC\nbKouAFSUmONfM6OPSB8M9BEVKK880CfL2vO6A/j1Q/8bX5442QlXWUk80MeMPiIiApSNNUwpAn1G\nsw1Q3TYikQEk91IkIqJi1CebultuNSetr5Rl9PnCUQQjUVhN2jORiCg9nLpLVKDcsqm7A/4Q3vjH\nPvR2++Eqt6G8MpFpcWh/j6Ihh7ufGX1ERKSauqvReAMAppx4ASafcIFyP1WGHxERFa8jnsTboHZf\nAKIkKdZXllgUy2zIQZQ7BvqICpAYFeMZegDQ2e7Bi3/7EA//5GX8feM7mHFiZXxd28FexdRed98A\nJNUNmIiIioskSaoafdoZfeUTT0PF5DMUY+y8S0REMYFINP51KCrCoJq6K8/oAzh9l0gPDPQRFSCf\nNwR5rC4SSXRAnDjZhRknJAJ94VAUkN1wQ8EogoHIiFwnERGNTWI0BMi656bK6AOQVI9PPuWXiIiK\nVyASRVT2TGLTmJKbnNHHQB9Rrlijj6gADTX9du4ZkxEKRhVjAb8yRd7dH0CJLbmGBhERFYeoKliX\nKqMPSG7UwYw+IiIClPX5AMBlTQ4/yJtxAMzoI9IDM/qICpC8EYfc1JkVcJXZUFVth92ReHvW36us\np+Tu40MaEVExi4aV9xEpGoUkRjW3NRgtgJD4kzLCQB8REUHZcRcAylXZewBgNhrgsiQCgAz0EeWO\ngT6iAuRJEeibNrMcACAIAqbLpu92tHuU+7MhBxFRUVNn9B3e/SwC/i7NbQVBUHTljUbYjIOIiIBu\nf1Cx7Os8BlEUk7aT1+nrZTMOopwx0EdUgFIF6lzliQexmSdWxb9W1+RjRh8RUfESRRFvvvlq0rhp\nqOm7sjp9nLpLREQAcMyrfCbZsP5RrFixIinYJw/0dTOjjyhnDPQRFaCUgb6yxEOavPMuAFgsieK4\nQ9X4IyKiwiWKIlasWIEH7r8vaZ26Fp+cPAjIqbtERAQA7+0/qFh2HzuMzZs3o6mpKT62v8+H47KA\nYE8gBEneVZCIMsZAH1EBSjV111We6Jo4qaYMFmsiuGc0JX4duPv5kEZEVIyampqwefNmOB1Wxbgk\nCTAYUzdpMiqm7vIeQkREQJcqo8/f3QEAaG1tjY/1BsI4ItsuIkrwhpSzjYgoMwz0ERWglIE+WUaf\nwSCgotKuWI7v38eMPiKiYtTS0gIASYG+YHjo7AqjIqOPNfqIiAgwOZyKZV93JwBgwYIF8TF1110A\n6GGdPqKcJPe3JqJxT2vqriAADpfywe38C+cgGpXgdJWg5a2DeK/5CACgnzX6iIiKUm1tLQDAYS9R\njJtkNfi0KJtx8GUREREBkskCRAbr8YnRKILuPjQ0NKCuri6+TblGoK97IISZZUPfd4goNQb6iApM\nJBzFgD/5LZjDWQKjUZnEO++MmvjXh/b3xL8OBiIIBSOwWPkrgoiomNTV1aGhoQFOhzJYV1Y+Ycj9\n5Bl90fAAJEmEIHDiCBFRsZIkCYFIoumGURLR2NiIuro6GAyJ+0OZ1QwBgDxvvDfAhhxEueBTPFGB\n8biVbeznnTEFzrISmExDP3A5nMpsP68niEoG+oiIiorBYMCmTZvwxgs/A9AZHzcOkdF34INn4Os/\nJBuRIEaCiuAfEREVF384qgjeXXTyNNTPPSdpO4MgwGU1oT+YqMvXw867RDnhUzxRgfGoGmnMXzQd\nc+ZNGnY/9bReryeIygn2FFsTEVGhMhgMqK4uh6c7EegzDRG06zv+flIDjkhkgIE+IqIi1hdUzjCa\n7kp9T6i0WZSBPmb0EeWEcyqICozXo8zoc7pKUmypZFcVXvepjkNERMUjGlZO3ZV31VUzmpLvM9Ew\na70SERWzPlVDDa1afDEVVotiuWeAzTiIcsFAH1GBUQfo7Kopuamop+76vAz0EREVK3WG3lDZeUZz\ncqAvwkAfEVFRSwr0WYcI9NmU6zh1lyg3DPQRFRifT3ljLLVbUmyppM7oU2cGEhFR8ZBn5BlNNlhK\nKlJuq5XtF43483JdREQ0PvQFlc8kZUME+tRBwP5gGBFRSrE1EQ2HgT6iAjMgC/SV2MxJnXZTMZoM\nKJG9TePUXSKi4iRJEqKRxNTdCdPOQfW05ALqMZqBPmb0EREVNXlGn81khNVkTLltRYkyMUEC0Mc6\nfURZK6pAXzQaxeOPP45ly5bhzDPPxNKlS/Hoo48iEokMvzOAUCiEX/7yl7joootwxhln4Mtf/jLu\nvfdeeDyePF85Ufp83sRNMd1svhj59F1O3SUiKk6SGIEkRePLQ9XnAwATp+4SEZGKvBnHUPX5Uq1n\nQw6i7BVVoG/NmjW47777UFlZiWuvvRaTJ0/GunXrsHr16mH3jUQiuOGGG/DII49g0qRJuOaaazBl\nyhT8/ve/x4033ph2sJAo3/y+RICu1JFZoE9ez49Td4mIipO6Pp9WIE9Oe+ouA31ERMWsX5bRN1R9\nPgCY6rRh+clTFGNsyEGUPdNoX8BIaWlpwTPPPIOLL74YDz30UHz89ttvx3PPPYdt27ZhyZIlKff/\n/e9/j+3bt+PGG29UBAb/8z//E08//TQaGxvxla98Ja//B6J0+HPI6JPX6ePUXSKi4qTOxhsuo09r\nfSTMGn1ERMUsk4w+h8WEL82ciGf3HIuPvfHOe1g05TwYDEWVm0Ski6L5qdmwYQMEQcCqVasU47fc\ncgsAYOPGjcPuP23aNHz/+99XjF9//fVYvnw5SkqGfttNNFLkzTjs9vQ67sZw6i4RESV13DUNk9Gn\n0ZGXGX1ERMVLlCT0B9PP6AMAq1GAGEzUh/1zYxNWrFgBURTzco1EhaxoMvqam5tRUVGB2bNnK8Yn\nTpyIWbNmYfv27Sn33bdvH44ePYprr70WRqOyiOjUqVNx77335uWaiTIliRL8skBfOlN39350HDte\nPwivO4DuDm98PBSMIhyKwGwpml8TREQEKBpxANqBPMV6jUAgm3EQERUvbygCedPcsmEy+gCgqakJ\n7o4BlE8/AQBgK6/E5kc3o6mpCfX19fm6VKKCVBQZfaFQCO3t7ZgxY4bm+qlTp8LtdqO3t1dz/Z49\neyAIAk466SRs27YNV111FebPn4/zzjsP//Vf/4WBAf4xS2NDIBCGJLurphPo87qD2PvhcRxr60co\nFFWu87AILhFRsYmGVYG+YafushkHEREl9AaU9fXSyehraWnBQG93fNlWXgUAaG1t1ffiiIpAUQT6\n+vv7AQBOp1NzfWzc6/Vqru/o6IAkSXj55Zfx7W9/G2VlZbjqqqtQXV2N3/3ud7jxxhsRjUY19yUa\nSfJsPgD4+MMOvPbyXnQcc6fcx1mWekoWp+8SERWfTKfu2stm4IQz/gWOihNTHoOIiIpHt1/5DPFx\nr/ZztlxtbS0G+nriy7bySgDAggUL9L04oiJQFHPyYh1xLRbt7KbYeDCoHdSIZext27YNa9euxde/\n/nUAgCRJ+MEPfoDnn38eTz/9NK6++mq9L50oIz6vMtC3/+Mu7P+4C2XlNkyc4tLcZ6hAn9cdSLmO\niIgKU3Kgb+iMPktJGSonz4enZx+8vZ8AYDMOIqJidsynfIZwpZHRV1dXhw3vHYwv2yqq0NDQgLq6\nOt2vj6jQFUWgz2odbDAQDmu36A6FBoMjNpv2H7KxTj/z5s2LB/kAQBAE3HrrrWhqasLWrVtzDvQ1\nNzfntD+lViyfbfth7QyKY8cPIdR8XHNdKJi6wO2HH+yFL3R0yHMWy2c7GvjZUqb4PZM/RfXZ+g7I\nFgTs3PkuIAjD7+dPZI9HwwNo3rFj2P2K6nMdYfxsKRv8vsmPYvtcP+oHgMTvf1/7ETT3HRl2vyXn\nnI3tn74nspTacfuddw07dbfYPtuRxM92/CqKqbtOpxMGgwEej0dzfWw81dReh8MBAPjMZz6TtK6m\npgYulwuHDh3S6WqJspcqaFdSatQcBwCzRUCqrvWhALtcEREVHUn2YlQwpxfkAwBBPnNCAqSIrpdF\nRETjg1dV1cqV+lFEodSkvN8EiiNcQaS7osjoM5vNqKmpQVtbm+b6trY2VFZWwuXSnto4a9YsAKkz\nAiORCMrKynK+zoULF+Z8DFKKvYUols/W37sXQH/S+Oc+fxZM5tR32Neffwl9PYPZgAajADE62NDD\n5azCwoWna+5TbJ/tSOJnmx/F8FaS3zP6K8afx0/e3YXe9sGvzZYSzP3MSbCUDP93TldbFAc/3Blf\nPu20k2G1VWpuW4yf60jhZ5s/vI9Qpor15/G5bR8A4URZrM/VngmHZfjQg+l4P7Y174svz5gzF7Mr\n7JrbFutnOxL42ebPSN1HiiZEvnDhQnR1deHgwYOK8Y6ODhw4cADz589Pue8ZZ5wBs9mMt99+G5Ik\nKdbt27cPfr8fc+fOzct1E2VC3YwDAErtliGDfADgcCXq9BkMsjR7NuMgIio60UiitlI46MaxfS+m\ntZ/RrCyBEmXnXSKiouQNJ1L6BAD2YZ5FYlxWZTDQHdROtCGioRVNoG/58uWQJAkPPvigIlj3wAMP\nQBAEXH755Sn3dTgcqK+vx7Fjx/CrX/0qPh6JRHD//fdDEAR87Wtfy+v1E6XD70sOzLmGaLahuY0s\nlu31MNBHRFRs5IE+ADCah7+PAIBJFeiLMNBHRFSUApFEoM9iNEBIswREmapphzvEQB9RNopi6i4A\nnHvuuaivr8fWrVtxxRVX4JxzzkFLSwtaWlpQV1eHJUuWxLd9+OGHIQgCVq1aFR+77bbbsHPnTvzi\nF7/A22+/jVNOOQVvvvkmdu3ahfr6enzhC18Yhf8VkZLfm5zR5yofulsiADhlGX3RaKIun4+BPiKi\noqPOxDOaStPaT92dNxph510iomIjSRLCYiJzoNSUZoE+AJv3KpsAuoOs9UqUjaIJ9AHA/fffjzlz\n5mDTpk144oknMGXKFHzve9/DDTfcoNjukUcegcFgUAT6Kisr8cwzz+CRRx7Biy++iObmZkydOhW3\n3norrrvuuhH+nxBp05q66yofPhNDPnVXPjudU3eJiIpPNKIM9JnSzOgzmpUBQU7dJSIqPgMRZTM/\nuyX9QN9RrzKjnFN3ibJTVIE+o9GIlStXYuXKlUNut2vXLs3xsrIy3HHHHbjjjjvycXlEOdMKzDnL\n0sjoSzG9NxiIIBKODlvjj4iICkc0oryXpJvRx6m7RETkVU23dVrMKbZM5rSoa/Qxo48oG0UV6CMq\nZJIkpZi6O3wmxglzJuCb3/4snGUl2Le7Ey8890F8ndcTRHlleg95REQ0vkmSCDGqCvSZh39hBAAG\noxUQDIA0mM2hzgwkIqLC1xtQBvrUDTaGog4KskYfUXYY6CMqEOFQFBFVqjwAOFzWYfd1ukridfp6\nOn2KdT4vA31ERMVCjCa/MDKZ0gv0CYIAk8mGSHjwPhIJs0YfEVGx6Qko7yMVJeln9LmY0UekCwb6\niAqEuj5fy/svobu3De/s34CNf34aBkN6TbbtTmVgkJ13iYiKh7rjLpBeRl9v+7voProDUVk2IGv0\nEREVn4isEQcALJ42Ie19HapAXz9r9BFlhYE+ogLhU03b3bXvLeze9xawHWhqugb19fVpHcehCvSx\n8y4RUfHQDPSlkdEXDPSgv+sjxViEXXeJiIqON6TMwivPJKNPNc03GBURjIqwGtNLWCCiQfyJISoQ\nfp8yIOf398e/bm1tTfs4zOgjIipe2hl9w9d61Zrey4w+IqLiI59uazEIsJrSb+qn1biDnXeJMsdA\nH1GBUDfi8A0kAn0LFixI+zhmsxEW2ds0ZvQRERWPaFgZ6BMEIwyG4SeAaGX9sesuEVHxkWf0OTLo\nuAskd90FWKePKBsM9BEVCPXUXf+AGwDQ0NCAurq6jI4ln77r8zLQR0RULKJRZaDP5pqa1n6CMbnx\nU19vB0QxuUkUEREVLo8s0KcVuBuKU6NDLzP6iDLHQB9RgZA34xAE4M67foTGxkZs2rQp7UYcMXaH\nJf41p+4SERUP9dTd2WdendZ+b29PLhFhNQtoatqqy3UREdH44AklAnNagbuhaGb0hRjoI8oUA31E\nBUJeo8/usOKuu+5EfX19xkE+QFmnj1N3iYiKh3rqrtE0fH0+AHj/g91JY0ajAe+926LLdRER0fig\nnLqbWaDPZDCgRNV4g1N3iTLHQB9RARBFEfs/ORxfLrVbhpey0vgAACAASURBVNh6eMqpu6EhtiQi\nokKizOgTYDCmdz+Z95kzNcfPPONUHa6KiIjGA0mSFFN3XRkG+gDg+4tOQokpEabg1F2izDHQRzTO\niaKIFStW4P13d8XHPv5kV051keyORKAvMBBGJBLN6RqJiGh8kAf6jCYrBCG9PxW/fGG95vjizy3S\n5bqIiGjsC0ZFhEUpvpxpRh8AzK5woNyaaOLBjD6izDHQRzTONTU1YfPmzSgtLYuPHTy0D01NTVkf\nUx7oAwCfh1l9RETFQBnoS2/aLgCYTBYYDMndFUVVcw8iIipc8mw+IPNmHDEueaCPNfqIMpbdTx4R\njRktLYP1j+w2V3zMP+BGa2sr6uu1Myy0BAbCeHL9G/B5g/C6lXX5fN4gyips+lwwERGNWfJAnyGD\nQB8AGM02iKopVtHwgC7XRUREY59+gb7EfszoI8ocA31E41xtbS2MBhNKrPb4mG+gHwsWLMjoOBaL\nEcfa+jXXsfMuEVFxyDajL7Z9OOhWjEUiDPQRERWLngHlLCCHOctAnyWR0dfPGn1EGePUXaJxrq6u\nDsu/8nXF2Dm1FwED0xAMpH9jNBgNsJUmT7sC2HmXiKhY5BLomzFvBWbP/z/K44X9ulwXERGNfUfc\nypc7bd7sXvbIp+4GoyKC0exrjxMVIwb6iMY5g8GAh9f9t2LMXjIBO14/CINByOhY6tp8MT4vA31E\nRMVAzCHQ56w8CWXV8wBZA48Ip+4SERWN3oAyo2+CLb3O7WryqbsAO+8SZYqBPqICMOBPvvlZrEaY\nM6yLUepI3IwFWYxQXbOPiIgKUy4ZfQAgCAJMpkRN12iEGX1ERMWiT1VPL+tAn0U5y4iBPqLMMNBH\nVAD83uSuuKmy84Yi30eQZQN63OyaSERU6CRJyjnQBwBGc2n8azbjICIqHl5Vh1ynVa+MPjbkIMoE\nA31EBcDnS864K80x0Acp8aWnn4E+IqJCJ4kRSFI0vhwND0CMZp5FYTInMvo4dZeIqHj4wlHFss2U\nXbihzKrK6Asxo48oEwz0ERUAv08roy/zN2jyqbuimIj0MaOPiKjwybP5AKDryFuIhH0ZH8eomLrL\nQB8RUbEYiCQCfSaDAEHIrF54jNPCjD6iXDDQR1QANKfu2nPM6JPxuAOQZIE/IiIqPOpAH5Dd9F2j\nIqOPNfqIiIpFSNYd12LMPtRgNhpQajLGl1mjjygzDPQRFQCtjL5SZ+YZfamyAMWoBL8/+RxERFQ4\ntAJ9BmPmL41MrNFHRFSUIrLEgBKjcYgth/ZY634Eo4nsQGb0EWWGgT6iAuDzJtfoy7UZhxqn7xIR\nFTb1NFuD0ZLVtCt5Rl80EoAkiUNsTUREhSAYicpLfMNuzj7Q1xcIIyo7GGv0EWWGgT6iAqBXjb6h\n9mFDDiKiwqbO6Msmmw8ATLIafYCkmSlIRESFRT291qHqnJsJJ7vuEuUk+58+IhozfB59MvoqquxY\n+cMvwO6wIBCI4Jf3vhJfx0AfEVFhi0aU9xJ5Zl4mjLKpu8Dg9F2TaoyIiApLT0AZ6Cuz5BDoU+3b\nzxp9RBlhoI9onItGRQz4k29+2QT6jCYDqic7AQAW1Zs0jzs5mEhERIVDnXmnzMxLn0kVIIxEBpBd\nbiAREY0XfQHlDKNKW+azi2LUgb5gVEQwEoXVlP10YKJiwkAf0Tin7ri78NyZqJlejvLK7B7QYkxm\nI2yl5ngQ0csafUREBU1do0+dmTccSYzi49bfIRToVR6XnXeJiAqevKYeAIT3vY+1G3+H2tpa1NXV\nwWBIv2qYy2JOGusPRjCRgT6itDDQRzTOeVXTdk88eQLmnVGjy7GdZSXxQJ+bU3eJiApaUkZfhoE+\nwWCEp3cfJFFZS4mdd4mICp8npPzdf/XlX0fI5wUANDQ0YNOmTWkH+7Tq+/UFw5hoZ344UTrYjINo\nnFN33C3NYspuKk5XSfxrZvQRERW25Bp9JSm2TM1oSt4nEmGgj4io0MkDfdFwOB7kA4DNmzejqakp\n7WO5NOr79QeSmw8SkTYG+ojGOXWgz+HUJ9AniiL63F3xZTbjICIqbOrMO62g3XCMGnX9OHWXiKjw\niKKILVu2YO3atdiyZYui626gvzdp+9bW1rSP7dAI9PWxIQdR2jh1l2icU3fczaYJh5ooilixYgW8\nXU4s+ewVAACPO4BwOAKzmb82iIgKkbxGn8FoRYl9YsbHMJltULduinDqLhFRQYk9K2zevDk+dvWj\nf4B15skAgIA7OdC3YMGCtI+vmdHHQB9R2pjRRzTO+WTNOIxGA6wluQfimpqasHnzZni8PfExQRDQ\n+Lfncz42ERGNTfKpu/byGaiaUpvxMbSyAFmjj4iosMSeFeTkU2vVXXMbGhpQV1eX9vHtFhME1Vhf\ngIE+onQVVaAvGo3i8ccfx7Jly3DmmWdi6dKlePTRRxGJRIbfWUUURVx++eWYO3duHq6UKH3yjD67\n0wJBUN8WM9fS0gIAcPt6FOPvv7c752MTEdHYJEYT9xOtKbjpMJqT92ONPiKiwhJ7VpArKSuPf/35\nsxeisbERa9euRWNjY0aNOADAIAhJ03c5dZcofboG+n70ox9h48aNw263fv16XHfddXqeOi1r1qzB\nfffdh8rKSlx77bWYPHky1q1bh9WrV2d8rMcffxzvvvuuLkEVolzIu+7qMW0XAGprB7M4PN5uxfgJ\ns07R5fhERDT2yLvuZlOfb3A/1ugjIip0sWcFuRJXRfxrl9WM+vp63Hnnnaivr88oyBfzw3NOwiQk\n7kvjIaNPXbdQFMXRviQqUroW29q0aROi0Sguu+yyIbfbvn275luAfGppacEzzzyDiy++GA899FB8\n/Pbbb8dzzz2Hbdu2YcmSJWkd6+DBg1i3bh2DfDQm+L3yjD59An11dXVoaGjA/7z8mmJ8zonzdDk+\nERGNPfIptkZTdvcT7UAfM/qIiApJ7FkhNn3XaLHCUmqPr9dqppEJURRx0zevQmfNKfjMpVcCAI71\n9EMUxayChiNBq25hQ0NDxtmMRHrI6Sfw3/7t39DR0aEYe/3113HNNdek3Mfr9eKjjz5CTU1NLqfO\n2IYNGyAIAlatWqUYv+WWW/Dcc89h48aNaQf67rrrLkyaNAmCIODgwYP5uFyitHllgT6HThl9BoMB\nf/3rX9H4963Y+b8i8GmVDK9HXWKdiIgKgSRGIYqJbIlsM/pM5uT9OHWXiKiwGAwGbNq0CU1NTWht\nbcUpCxZCXslbXaMvU7EagGde/n8S57SW4O9Nz6Oh/uKcjp0vWnULN2/ejKamJtTX14/SVVGxyukn\n8Itf/KJi2qsgCOjq6kJXV9fQJzWZ8N3vfjeXU2esubkZFRUVmD17tmJ84sSJmDVrFrZv357Wcf7w\nhz9gx44d+P3vf4+f/OQn+bhUorRJoqRoxlGqQ6AvHI7i0f/6H/g8QUQiEixWM0LBwTqWHjcDfURE\nhSgaVf5+z7pGH6fuEhEVBYPBgPr6etTX1+Ngvx/P/3NXfJ3TYs7p2LHZf/4eZVyh5cNdYzbQl2rG\nYmtrKwN9NOJyCvQtW7YMNTU1EEURkiThm9/8JhYvXoyVK1dqbi8IAqxWK6ZNm4aysrJcTp2RUCiE\n9vZ2zJ8/X3P91KlTceDAAfT29qKiokJzGwA4duwYfvazn+Gyyy7DokWL8nW5RGkbGAhDEqX4ssNp\nyfmYJpPh0yDfYE0Js8WYCPT1MyuDiKgQRcMBxbKuNfoiAUiSCEHg1CUiokLU5Ve+LLKZcvt9H6sB\n6O/uVIyfeOppOR03n7TqFgLAggULRvhKiHSo0Sf/xl2xYgVqa2uxcOHCXA+rq/7+fgCA0+nUXB8b\n93q9Qwb67rnnHtjtdtx66636XyRRFnyqqbQtbx5C28E+LL9qPkxmY1bHFAQBdqcV/b2DQT2jIVGL\nkhl9RESFKaqaXpttoM9ZORsnn3UT+jo/QsfBbbLjB2Ayl+Z0jURENDYdcisztzv9QeRS2TtWA/DV\ndz5QjJ9ypnYwbSxQ1y0EBmv01dXVjeJVUbHStRnHvffeq+fhdBOJDGYjWSza2U6x8WAwdRDj2Wef\nxWuvvYaHH34YDodD/4skyoLPq/ye7erwoqfbB6Mpt5ug3WGJB/rkPP0Bja2JiGi8k3fcBbJvxmG2\nOmG2OhEc6FEeP+xnoI+IqED1Dig74laX5lZOKFYD8Lmm57FFNt7/6SyjsUhdt3DBggWoq6tjIw4a\nFTkF+tavXw8AuOqqq1BWVhZfTtdNN92Uy+nTZrUO/qIJh7VbcodCgzXObDbtejTd3d2499578eUv\nfxlLly7Nz0VisI4g5UehfrZHDyYH4ywWIeeu1uFo4oEvGEzUAAwMhPH2WztgNCWy/Ar1sx0L+NlS\npvg9kz8F/9mGjigW9358ADjgyeF4RxWL77/XCpgqkzYr+M91FPGzpWzw+yY/Cv1zPdQDxJr3AcDx\nfXvh16Fn5fSJE2HokCB+euw9h9pQ1dum2GasfbaTJk2KZ/G1traO8tXkZqx9tpS+nAJ9P//5zyEI\nAi666CKUlZXFl4cjSRIEQRixQJ/T6YTBYIDHo/0Ha2w81dTeNWvWQJIk3HPPPXm7RqJsBAPRpDFL\nSXZTduWsJYk3T1FZDUAACAxEYXfqmgxMRESjTVK9DBVyK6QOQTmL4v33WnDqmV9iZgMRUQEaEJXL\npbk/jgAABAGwGwDPp8f3iUNvT0SDcnpaX7VqFQDE69rdfPPNaQX6RprZbEZNTQ3a2to017e1taGy\nshIul0tz/QsvvABBELB48eKkdYIgYO7cuZg6dSpefvnlnK5zrNU2LASxtxCF+tn2d+wC4FaMTagu\nz/n/23vsQ7R9sg8AIKoy5GfOOAkzT6wq+M92NPGzzY9ieCvJ7xn9FcvPY8ehAA4nGiZizuxpcFXN\nyfp4fk87Pnrjlfjyxj89AePfXsemTZsAAA8//DB27dqFSy+9lFObdFYs37OjgfcRylSx/Dz+8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kWC7LY8fdP33YhpcOdCjG+rOrIKQ7ziiisUj3UPNf//pXXHDBBXjhhRcAANFoFNdddx1Wr16N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\n/XaDBw+O+bd0Wvwmhpgv0nUe7z0g0t8l49y38r4Vzed5+ZxN9jUZy+9txrl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"text/plain": [
"<matplotlib.figure.Figure at 0x119bda5c0>"
]
},
"metadata": {
"image/png": {
"height": 422,
"width": 637
}
},
"output_type": "display_data"
}
],
"source": [
"grid = sns.FacetGrid(da.query('dataset < 6'), col=\"dataset\", hue=\"dataset\", col_wrap=3)\n",
"grid.map(plt.plot, 'x', 'data', marker='o', ls='None', ms=3, color='k')\n",
"grid.map(plt.plot, 'x', \"Model(gaussian, prefix='p1_')\", ls='--')\n",
"grid.map(plt.plot, 'x', \"Model(gaussian, prefix='p2_')\", ls='--')\n",
"grid.map(plt.plot, \"x\", \"best_fit\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Comparison of one- or two-peaks models"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here we plot a comparison of the two fitted models (one or two peaks)\n",
"for different datasets.\n",
"\n",
"First we create a single tidy DataFrame with data from the two models:"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"da['model'] = 'twopeaks'\n",
"da1['model'] = 'onepeak'\n",
"da_tot = pd.concat([da, da1], ignore_index=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then we perfom a facet plot with seaborn:"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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oBx98UKeddpqOPPJInXLKKVq0aJG8Xr5FRWrZWWsNChfmdC3IPKRF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\nFfO6D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"text/plain": [
"<matplotlib.figure.Figure at 0x1194f3b70>"
]
},
"metadata": {
"image/png": {
"height": 422,
"width": 716
}
},
"output_type": "display_data"
}
],
"source": [
"grid = sns.FacetGrid(da_tot.query('dataset < 6'), col=\"dataset\", hue=\"model\", col_wrap=3)\n",
"grid.map(plt.plot, 'x', 'data', marker='o', ls='None', ms=3, color='k')\n",
"grid.map(plt.plot, \"x\", \"best_fit\")\n",
"grid.add_legend();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"While it is possible (in principle) to create the previous plots \n",
"without tidy data, it would require a great amount of custom \n",
"non-reusable plot code.\n",
"With tidy data, instead, complex plots becomes trivial and the syntax is\n",
"general."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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