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jarutis/test_nbconvert.ipynb

Last active November 17, 2018 21:35
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test_nbconvert.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"#include <iostream>\n",
"#include <vector>\n",
"#include <random>\n",
"#include <utility>"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"using chi2 = std::pair<double, std::chi_squared_distribution<double>>;\n",
"\n",
"std::chi_squared_distribution<double> d1(1.0);\n",
"std::chi_squared_distribution<double> d2(2.0);\n",
"\n",
"std::vector<chi2> chi2mixture_spec {\n",
" {1.39, d1},\n",
" {7.09, d1},\n",
" {41.6, d2},\n",
" {21.09, d1},\n",
" {4.5, d2},\n",
" {11.41, d1},\n",
" {1.55, d2},\n",
" {10.13, d2},\n",
" {21.86, d2},\n",
" {27.99, d2}\n",
"};"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"std::default_random_engine generator;"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"double chi2mixture(std::vector<chi2> &mixture)\n",
"{\n",
" double value = 0;\n",
" for (auto& member : mixture) {\n",
" value += member.first * member.second(generator);\n",
" }\n",
" return value;\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"588.823"
]
},
{
"data": {
"text/plain": [
"@0x10d08f010"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"std::cout << chi2mixture(chi2mixture_spec)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"#include <iostream>\n",
"\n",
"const int nrolls=100000; // number of experiments\n",
"\n",
"std::vector<int> p(20);"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"for (int i=0; i<100000; ++i) {\n",
" double number = chi2mixture(chi2mixture_spec);\n",
" if ((number>=0.0)&&(number<1000.0)) ++p[int(number/50)];\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{ 160, 4018, 13051, 18774, 19060, 15481, 10973, 7260, 4456, 2930, 1661, 978, 540, 287, 159, 94, 44, 33, 19, 14 }"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Plot"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"std::vector<double> x(20);\n",
"std::iota (std::begin(x), std::end(x), 0);\n",
"\n",
"std::vector<double> pd(p.begin(), p.end());"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"#include \"xplot/xfigure.hpp\"\n",
"#include \"xplot/xmarks.hpp\"\n",
"#include \"xplot/xaxes.hpp\""
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"xpl::ordinal_scale xs;\n",
"xpl::linear_scale ys;\n",
"xpl::bars bar(xs, ys);\n",
"\n",
"bar.x = x;\n",
"bar.y = pd;\n",
"bar.colors = std::vector<std::string>({\"black\"});\n",
"\n",
"xpl::figure fig;\n",
"fig.add_mark(bar);\n",
"\n",
"xpl::axis hx(xs), hy(ys);\n",
"hy.orientation = \"vertical\";\n",
"fig.add_axis(hx);\n",
"fig.add_axis(hy);"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "b92bf8d626454ba79f522fbe756a47ad",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
"text/plain": [
"A Jupyter widget"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fig"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "C++17",
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