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histogram class and associated plotting functions
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parent
918e1c7ce8
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c672c33189
@ -1,19 +1,25 @@
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#include <iostream>
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#include <LatAnalyze/AsciiFile.hpp>
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#include <LatAnalyze/CompiledFunction.hpp>
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#include <LatAnalyze/Plot.hpp>
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#include <LatAnalyze/RandGen.hpp>
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using namespace std;
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using namespace Latan;
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const int seqLength = 25;
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const int saveStep = 9;
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const string stateFileName = "exRand.seed";
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constexpr int seqLength = 25;
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constexpr int saveStep = 9;
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constexpr Index nDraw = 20000;
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const string stateFileName = "exRand.seed";
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int main(void)
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{
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RandGenState state;
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RandGen gen[2];
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AsciiFile stateFile(stateFileName, File::Mode::write|File::Mode::read);
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RandGen gen[2];
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AsciiFile stateFile(stateFileName, File::Mode::write|File::Mode::read);
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DVec gauss(nDraw);
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Plot p;
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Histogram h;
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cout << "- GENERATOR STATE I/O TESTS" << endl;
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cout << "-- generating a " << seqLength << " steps random sequence..."
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@ -38,5 +44,16 @@ int main(void)
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{
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cout << "step " << i << "\t: " << gen[1].uniform() <<endl;
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}
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cout << "-- generating " << nDraw << " Gaussian random numbers..." << endl;
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FOR_VEC(gauss, i)
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{
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gauss(i) = gen[0].gaussian();
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}
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h.setFromData(gauss, -5., 5., 40);
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h.normalize();
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p << PlotHistogram(h);
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p << PlotFunction(compile("return exp(-x_0^2/2)/sqrt(2*pi);", 1), -5., 5.);
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p.display();
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return EXIT_SUCCESS;
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}
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141
lib/Histogram.cpp
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141
lib/Histogram.cpp
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@ -0,0 +1,141 @@
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/*
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* Histogram.cpp, part of LatAnalyze 3
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*
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* Copyright (C) 2013 - 2015 Antonin Portelli
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*
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* LatAnalyze 3 is free software: you can redistribute it and/or modify
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* it under the terms of the GNU General Public License as published by
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* the Free Software Foundation, either version 3 of the License, or
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* (at your option) any later version.
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*
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* LatAnalyze 3 is distributed in the hope that it will be useful,
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* but WITHOUT ANY WARRANTY; without even the implied warranty of
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* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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* GNU General Public License for more details.
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*
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* You should have received a copy of the GNU General Public License
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* along with LatAnalyze 3. If not, see <http://www.gnu.org/licenses/>.
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*/
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#include <LatAnalyze/Histogram.hpp>
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#include <LatAnalyze/includes.hpp>
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using namespace std;
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using namespace Latan;
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#define DECL_GSL_HIST(h) \
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gsl_histogram h{static_cast<size_t>(bin_.size()), x_.data(), bin_.data()}
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#define DECL_CONST_GSL_HIST(h) \
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const gsl_histogram h{static_cast<size_t>(bin_.size()),\
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const_cast<double *>(x_.data()),\
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const_cast<double *>(bin_.data())}
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/******************************************************************************
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* Histogram implementation *
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******************************************************************************/
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// constructor /////////////////////////////////////////////////////////////////
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Histogram::Histogram(const DVec &data, const double xMin, const double xMax,
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const Index nBin)
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: Histogram()
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{
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setFromData(data, xMin, xMax, nBin);
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}
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Histogram::Histogram(const DVec &data, const DVec &w, const double xMin,
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const double xMax, const Index nBin)
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: Histogram()
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{
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setFromData(data, w, xMin, xMax, nBin);
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}
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// resize //////////////////////////////////////////////////////////////////////
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void Histogram::resize(const Index nBin)
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{
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x_.resize(nBin + 1);
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bin_.resize(nBin);
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}
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// generate from data //////////////////////////////////////////////////////////
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void Histogram::setFromData(const DVec &data, const DVec &w, const double xMin,
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const double xMax, const Index nBin)
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{
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if (data.size() != w.size())
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{
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LATAN_ERROR(Size, "data vector and weight vector size mismatch");
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}
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resize(nBin);
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DECL_GSL_HIST(h);
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xMax_ = xMax;
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xMin_ = xMin;
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gsl_histogram_set_ranges_uniform(&h, xMin, xMax);
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FOR_VEC(data, i)
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{
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gsl_histogram_accumulate(&h, data(i), w(i));
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}
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total_ = w.sum();
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computeNorm();
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}
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void Histogram::setFromData(const DVec &data, const double xMin,
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const double xMax, const Index nBin)
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{
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resize(nBin);
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DECL_GSL_HIST(h);
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xMax_ = xMax;
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xMin_ = xMin;
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gsl_histogram_set_ranges_uniform(&h, xMin, xMax);
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FOR_VEC(data, i)
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{
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gsl_histogram_increment(&h, data(i));
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}
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total_ = static_cast<double>(data.size());
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computeNorm();
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}
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// compute normalization factor ////////////////////////////////////////////////
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void Histogram::computeNorm(void)
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{
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norm_ = static_cast<double>(bin_.size())/(total_*(xMax_ - xMin_));
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}
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// normalize as a probablility /////////////////////////////////////////////////
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void Histogram::normalize(const bool n)
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{
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normalize_ = n;
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}
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bool Histogram::isNormalized(void) const
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{
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return normalize_;
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}
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// access //////////////////////////////////////////////////////////////////////
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Index Histogram::size(void) const
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{
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return bin_.size();
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}
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double Histogram::getX(const Index i) const
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{
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return x_(i);
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}
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double Histogram::operator[](const Index i) const
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{
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return bin_(i)*(isNormalized() ? norm_ : 1.);
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}
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double Histogram::operator()(const double x) const
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{
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size_t i;
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DECL_CONST_GSL_HIST(h);
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gsl_histogram_find(&h, x, &i);
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return (*this)[static_cast<Index>(i)];
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}
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69
lib/Histogram.hpp
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69
lib/Histogram.hpp
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@ -0,0 +1,69 @@
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/*
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* Histogram.hpp, part of LatAnalyze 3
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*
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* Copyright (C) 2013 - 2015 Antonin Portelli
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*
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* LatAnalyze 3 is free software: you can redistribute it and/or modify
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* it under the terms of the GNU General Public License as published by
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* the Free Software Foundation, either version 3 of the License, or
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* (at your option) any later version.
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*
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* LatAnalyze 3 is distributed in the hope that it will be useful,
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* but WITHOUT ANY WARRANTY; without even the implied warranty of
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* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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* GNU General Public License for more details.
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*
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* You should have received a copy of the GNU General Public License
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* along with LatAnalyze 3. If not, see <http://www.gnu.org/licenses/>.
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*/
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#ifndef Latan_Histogram_hpp_
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#define Latan_Histogram_hpp_
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#include <LatAnalyze/Global.hpp>
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#include <gsl/gsl_histogram.h>
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#include <gsl/gsl_cdf.h>
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BEGIN_LATAN_NAMESPACE
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/******************************************************************************
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* Histogram class *
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******************************************************************************/
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class Histogram
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{
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public:
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// constructor
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Histogram(void) = default;
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Histogram(const DVec &data, const double xMin, const double xMax,
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const Index nBin);
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Histogram(const DVec &data, const DVec &w, const double xMin,
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const double xMax, const Index nBin);
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// destructor
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virtual ~Histogram(void) = default;
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// generate from data
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void setFromData(const DVec &data, const double xMin, const double xMax,
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const Index nBin);
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void setFromData(const DVec &data, const DVec &w, const double xMin,
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const double xMax, const Index nBin);
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// normalize as a probablility
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void normalize(const bool n = true);
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bool isNormalized(void) const;
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// access
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Index size(void) const;
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double getX(const Index i) const;
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double operator[](const Index i) const;
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double operator()(const double x) const;
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private:
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// resize
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void resize(const Index nBin);
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// compute normalization factor
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void computeNorm(void);
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private:
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DVec x_, bin_;
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double total_, norm_, xMax_, xMin_;
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bool normalize_{false};
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};
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END_LATAN_NAMESPACE
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#endif // Latan_Histogram_hpp_
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Global.cpp \
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GslHybridRootFinder.cpp\
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GslQagsIntegrator.cpp \
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Histogram.cpp \
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includes.hpp \
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Mat.cpp \
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Math.cpp \
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@ -61,6 +62,7 @@ libLatAnalyze_la_HEADERS = \
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Global.hpp \
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GslHybridRootFinder.hpp\
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GslQagsIntegrator.hpp \
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Histogram.hpp \
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Integrator.hpp \
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IoObject.hpp \
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Mat.hpp \
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16
lib/Plot.cpp
16
lib/Plot.cpp
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" fs solid " + strFrom(opacity) + " noborder");
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}
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// PlotHistogram constructor ///////////////////////////////////////////////////
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PlotHistogram::PlotHistogram(const Histogram &h)
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{
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DMat d(h.size(), 2);
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string tmpFileName;
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for (Index i = 0; i < h.size(); ++i)
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{
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d(i, 0) = h.getX(i);
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d(i, 1) = h[i];
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}
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tmpFileName = dumpToTmpFile(d);
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pushTmpFile(tmpFileName);
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setCommand("'" + tmpFileName + "' u 1:2 w steps");
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}
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/******************************************************************************
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* Plot modifiers *
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******************************************************************************/
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10
lib/Plot.hpp
10
lib/Plot.hpp
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#include <LatAnalyze/Global.hpp>
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#include <LatAnalyze/Mat.hpp>
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#include <LatAnalyze/Histogram.hpp>
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#include <LatAnalyze/XYStatData.hpp>
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#include <sstream>
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#include <vector>
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virtual ~PlotPredBand(void) = default;
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};
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class PlotHistogram: public PlotObject
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{
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public:
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// constructor
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PlotHistogram(const Histogram &h);
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// destructor
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virtual ~PlotHistogram(void) = default;
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};
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/******************************************************************************
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* Plot modifiers *
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******************************************************************************/
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