Add Markdown best results output
This commit is contained in:
@@ -20,7 +20,7 @@ include_directories(
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# b_best
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add_executable(
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b_best commands/b_best.cpp best/Statistics.cpp
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best/BestResultsExcel.cpp best/BestResultsTex.cpp best/BestResults.cpp
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best/BestResultsExcel.cpp best/BestResultsTex.cpp best/BestResultsMd.cpp best/BestResults.cpp
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common/Datasets.cpp common/Dataset.cpp common/Discretization.cpp
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main/Models.cpp main/Scores.cpp
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reports/ReportExcel.cpp reports/ReportBase.cpp reports/ExcelFile.cpp
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@@ -11,6 +11,7 @@
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#include "results/Result.h"
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#include "BestResultsExcel.h"
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#include "BestResultsTex.h"
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#include "BestResultsMd.h"
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#include "best/Statistics.h"
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#include "BestResults.h"
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@@ -221,8 +222,10 @@ namespace platform {
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std::cout << std::string(oss.str().size() - 8, '-') << std::endl;
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std::cout << Colors::GREEN() << " # " << std::setw(maxDatasetName + 1) << std::left << std::string("Dataset");
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auto bestResultsTex = BestResultsTex();
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auto bestResultsMd = BestResultsMd();
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if (tex) {
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bestResultsTex.results_header(models, table.at("dateTable").get<std::string>());
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bestResultsMd.results_header(models, table.at("dateTable").get<std::string>());
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}
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for (const auto& model : models) {
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std::cout << std::setw(maxModelName) << std::left << model << " ";
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@@ -239,6 +242,7 @@ namespace platform {
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auto datasets = getDatasets(table.begin().value());
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if (tex) {
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bestResultsTex.results_body(datasets, table);
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bestResultsMd.results_body(datasets, table);
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}
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for (auto const& dataset_ : datasets) {
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auto color = (i % 2) ? Colors::BLUE() : Colors::CYAN();
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@@ -297,6 +301,7 @@ namespace platform {
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}
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if (tex) {
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bestResultsTex.results_footer(totals, best_model);
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bestResultsMd.results_footer(totals, best_model);
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}
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for (const auto& model : models) {
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std::string efectiveColor = model == best_model ? Colors::RED() : Colors::GREEN();
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@@ -338,8 +343,10 @@ namespace platform {
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}
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if (tex) {
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messageOutputFile("TeX", Paths::tex() + Paths::tex_output());
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messageOutputFile("MarkDown", Paths::tex() + Paths::md_output());
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if (friedman) {
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messageOutputFile("TeX", Paths::tex() + Paths::tex_post_hoc());
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messageOutputFile("MarkDown", Paths::tex() + Paths::md_post_hoc());
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}
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}
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if (excel) {
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103
src/best/BestResultsMd.cpp
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103
src/best/BestResultsMd.cpp
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@@ -0,0 +1,103 @@
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#include <iostream>
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#include "BestResultsMd.h"
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#include "common/Utils.h" // compute_std
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namespace platform {
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using json = nlohmann::ordered_json;
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void BestResultsMd::openMdFile(const std::string& name)
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{
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handler.open(name);
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if (!handler.is_open()) {
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std::cerr << "Error opening file " << name << std::endl;
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exit(1);
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}
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}
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void BestResultsMd::results_header(const std::vector<std::string>& models, const std::string& date)
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{
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this->models = models;
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auto file_name = Paths::tex() + Paths::md_output();
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openMdFile(file_name);
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handler << "<!-- This file has been generated by the platform program" << std::endl;
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handler << " Date: " << date.c_str() << std::endl;
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handler << "" << std::endl;
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handler << " Table of results" << std::endl;
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handler << "-->" << std::endl;
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handler << "| # | Dataset |";
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for (const auto& model : models) {
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handler << " " << model.c_str() << " |";
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}
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handler << std::endl;
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handler << "|--: | :--- |";
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for (const auto& model : models) {
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handler << " :---: |";
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}
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handler << std::endl;
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}
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void BestResultsMd::results_body(const std::vector<std::string>& datasets, json& table)
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{
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int i = 0;
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for (auto const& dataset : datasets) {
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// Find out max value for this dataset
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double max_value = 0;
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// Find out the max value for this dataset
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for (const auto& model : models) {
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double value;
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try {
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value = table[model].at(dataset).at(0).get<double>();
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}
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catch (nlohmann::json_abi_v3_11_3::detail::out_of_range err) {
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value = -1.0;
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}
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if (value > max_value) {
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max_value = value;
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}
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}
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handler << "| " << ++i << " | " << dataset.c_str() << " | ";
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for (const auto& model : models) {
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double value = table[model].at(dataset).at(0).get<double>();
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double std_value = table[model].at(dataset).at(3).get<double>();
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const char* bold = value == max_value ? "**" : "";
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handler << bold << std::setprecision(4) << std::fixed << value << "±" << std::setprecision(3) << std_value << bold << " | ";
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}
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handler << std::endl;
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}
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}
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void BestResultsMd::results_footer(const std::map<std::string, std::vector<double>>& totals, const std::string& best_model)
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{
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handler << "| | **Average Score** | ";
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int nDatasets = totals.begin()->second.size();
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for (const auto& model : models) {
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double value = std::reduce(totals.at(model).begin(), totals.at(model).end()) / nDatasets;
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double std_value = compute_std(totals.at(model), value);
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const char* bold = model == best_model ? "**" : "";
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handler << bold << std::setprecision(4) << std::fixed << value << "±" << std::setprecision(3) << std::fixed << std_value << bold << " | ";
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}
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handler.close();
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}
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void BestResultsMd::holm_test(struct HolmResult& holmResult, const std::string& date)
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{
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auto file_name = Paths::tex() + Paths::md_post_hoc();
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openMdFile(file_name);
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handler << "<!-- This file has been generated by the platform program" << std::endl;
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handler << " Date: " << date.c_str() << std::endl;
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handler << std::endl;
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handler << " Post-hoc handler test" << std::endl;
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handler << "-->" << std::endl;
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handler << "Post-hoc Holm test: H<sub>0</sub>: There is no significant differences between the control model and the other models." << std::endl << std::endl;
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handler << "| classifier | pvalue | rank | win | tie | loss | H<sub>0</sub> |" << std::endl;
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handler << "| :-- | --: | --: | --:| --: | --: | :--: |" << std::endl;
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for (auto const& line : holmResult.holmLines) {
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auto textStatus = !line.reject ? "**" : " ";
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if (line.model == holmResult.model) {
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handler << "| " << line.model << " | - | " << std::fixed << std::setprecision(2) << line.rank << " | - | - | - |" << std::endl;
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} else {
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handler << "| " << line.model << " | " << textStatus << std::scientific << std::setprecision(4) << line.pvalue << textStatus << " |";
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handler << std::fixed << std::setprecision(2) << line.rank << " | " << line.wtl.win << " | " << line.wtl.tie << " | " << line.wtl.loss << " |";
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handler << (line.reject ? "rejected" : "**accepted**") << " |" << std::endl;
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}
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}
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handler << std::endl;
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handler.close();
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}
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}
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24
src/best/BestResultsMd.h
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24
src/best/BestResultsMd.h
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@@ -0,0 +1,24 @@
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#ifndef BEST_RESULTS_MD_H
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#define BEST_RESULTS_MD_H
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#include <map>
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#include <vector>
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#include <nlohmann/json.hpp>
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#include "common/Paths.h"
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#include "Statistics.h"
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namespace platform {
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using json = nlohmann::ordered_json;
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class BestResultsMd {
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public:
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BestResultsMd() = default;
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~BestResultsMd() = default;
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void results_header(const std::vector<std::string>& models, const std::string& date);
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void results_body(const std::vector<std::string>& datasets, json& table);
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void results_footer(const std::map<std::string, std::vector<double>>& totals, const std::string& best_model);
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void holm_test(struct HolmResult& holmResult, const std::string& date);
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private:
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void openMdFile(const std::string& name);
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std::ofstream handler;
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std::vector<std::string> models;
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};
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}
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#endif
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@@ -27,7 +27,7 @@ namespace platform {
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handler << "\\tiny " << std::endl;
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handler << "\\renewcommand{\\arraystretch }{1.2} " << std::endl;
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handler << "\\renewcommand{\\tabcolsep }{0.07cm} " << std::endl;
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handler << "\\caption{Accuracy results(mean ± std) for all the algorithms and datasets} " << std::endl;
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handler << "\\caption{Accuracy results(mean $\pm$ std) for all the algorithms and datasets} " << std::endl;
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handler << "\\label{tab:results_accuracy}" << std::endl;
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handler << "\\begin{tabular} {{r" << std::string(models.size(), 'c').c_str() << "}}" << std::endl;
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handler << "\\hline " << std::endl;
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@@ -62,7 +62,7 @@ namespace platform {
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double value = table[model].at(dataset).at(0).get<double>();
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double std_value = table[model].at(dataset).at(3).get<double>();
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const char* bold = value == max_value ? "\\bfseries" : "";
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handler << "& " << bold << std::setprecision(4) << std::fixed << value << "±" << std::setprecision(3) << std_value;
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handler << "& " << bold << std::setprecision(4) << std::fixed << value << "$\pm$" << std::setprecision(3) << std_value;
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}
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handler << "\\\\" << std::endl;
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}
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@@ -76,7 +76,7 @@ namespace platform {
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double value = std::reduce(totals.at(model).begin(), totals.at(model).end()) / nDatasets;
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double std_value = compute_std(totals.at(model), value);
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const char* bold = model == best_model ? "\\bfseries" : "";
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handler << "& " << bold << std::setprecision(4) << std::fixed << value << "±" << std::setprecision(3) << std::fixed << std_value;
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handler << "& " << bold << std::setprecision(4) << std::fixed << value << "$\pm$" << std::setprecision(3) << std::fixed << std_value;
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}
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handler << "\\\\" << std::endl;
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handler << "\\hline " << std::endl;
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@@ -5,6 +5,7 @@
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#include "common/Symbols.h"
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#include "common/CLocale.h"
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#include "BestResultsTex.h"
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#include "BestResultsMd.h"
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#include "Statistics.h"
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@@ -198,7 +199,9 @@ namespace platform {
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}
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if (tex) {
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BestResultsTex bestResultsTex;
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BestResultsMd bestResultsMd;
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bestResultsTex.holm_test(holmResult, get_date() + " " + get_time());
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bestResultsMd.holm_test(holmResult, get_date() + " " + get_time());
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}
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}
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bool Statistics::friedmanTest()
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@@ -61,10 +61,18 @@ namespace platform {
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{
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return "results.tex";
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}
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static std::string md_output()
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{
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return "results.md";
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}
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static std::string tex_post_hoc()
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{
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return "post_hoc.tex";
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}
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static std::string md_post_hoc()
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{
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return "post_hoc.md";
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}
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};
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}
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#endif
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