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@arsenovic
Created September 11, 2013 19:02
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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"from scipy import stats \n",
"from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
"\n",
"norm = stats.norm()\n",
"data = norm.rvs(1001)\n",
"dist_fit = stats.norm(*stats.norm.fit(data))\n",
"D_val,p_val = stats.kstest(data, cdf = dist_fit.cdf) \n",
"value_span = linspace(data.min(), data.max(),201)\n",
"\n",
"\n",
"figure(figsize=(6,4))\n",
"ax1 = axes()\n",
"divider = make_axes_locatable(ax1)\n",
"ax2 = divider.append_axes(\"right\", size='30%', pad=0.1, sharey=ax1)\n",
"\n",
"ax1.plot(data, marker='.', ls='')\n",
"ax1.set_xlabel('X label')\n",
"ax1.set_ylabel('Y label')\n",
"ax1.set_title('Title')\n",
"ax2.hist(data, bins = 40, normed =True, label='Raw', orientation='horizontal')\n",
"ax2.plot(dist_fit.pdf(value_span),value_span, lw = 2, c = 'k', \n",
" label = 'Fitted p=%.2f'%(p_val))\n",
"ax2.tick_params(labelbottom='off',labelleft = 'off')\n",
"legend()\n",
"tight_layout()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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9efPmoaampl1wL7Jg+UBNvuMoHEREREQkm9vt1uTFRitjFw6SJa+4DHWNLUju6MCqMRlm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"text": [
"<matplotlib.figure.Figure at 0xc18abd0>"
]
}
],
"prompt_number": 20
}
],
"metadata": {}
}
]
}
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