Commit Inicial
This commit is contained in:
commit
40ac38011a
GPG Key ID:
46064262FD9A7ADE
40
.gitignore
vendored
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40
.gitignore
vendored
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@ -0,0 +1,40 @@
|
||||
# ---> C++
|
||||
# Prerequisites
|
||||
*.d
|
||||
|
||||
# Compiled Object files
|
||||
*.slo
|
||||
*.lo
|
||||
*.o
|
||||
*.obj
|
||||
|
||||
# Precompiled Headers
|
||||
*.gch
|
||||
*.pch
|
||||
|
||||
# Compiled Dynamic libraries
|
||||
*.so
|
||||
*.dylib
|
||||
*.dll
|
||||
|
||||
# Fortran module files
|
||||
*.mod
|
||||
*.smod
|
||||
|
||||
# Compiled Static libraries
|
||||
*.lai
|
||||
*.la
|
||||
*.a
|
||||
*.lib
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||||
|
||||
# Executables
|
||||
*.exe
|
||||
*.out
|
||||
*.app
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||||
build/**
|
||||
build_*/**
|
||||
*.dSYM/**
|
||||
cmake-build*/**
|
||||
.idea
|
||||
puml/**
|
||||
.vscode/settings.json
|
||||
3
.gitmodules
vendored
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3
.gitmodules
vendored
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[submodule "tests/lib/catch2"]
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path = tests/lib/catch2
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url = https://github.com/catchorg/Catch2.git
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163
ArffFiles.hpp
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163
ArffFiles.hpp
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#ifndef ARFFFILES_HPP
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#define ARFFFILES_HPP
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#include <string>
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#include <vector>
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#include <map>
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#include <sstream>
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#include <fstream>
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#include <cctype> // std::isdigit
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#include <algorithm> // std::all_of
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|
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class ArffFiles {
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const std::string VERSION = "1.0.0";
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public:
|
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ArffFiles() = default;
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void load(const std::string& fileName, bool classLast = true)
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{
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int labelIndex;
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loadCommon(fileName);
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if (classLast) {
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className = std::get<0>(attributes.back());
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classType = std::get<1>(attributes.back());
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attributes.pop_back();
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labelIndex = static_cast<int>(attributes.size());
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} else {
|
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className = std::get<0>(attributes.front());
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classType = std::get<1>(attributes.front());
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attributes.erase(attributes.begin());
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labelIndex = 0;
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}
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generateDataset(labelIndex);
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};
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void load(const std::string& fileName, const std::string& name)
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{
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int labelIndex;
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loadCommon(fileName);
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bool found = false;
|
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for (int i = 0; i < attributes.size(); ++i) {
|
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if (attributes[i].first == name) {
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className = std::get<0>(attributes[i]);
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classType = std::get<1>(attributes[i]);
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attributes.erase(attributes.begin() + i);
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labelIndex = i;
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found = true;
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break;
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}
|
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}
|
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if (!found) {
|
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throw std::invalid_argument("Class name not found");
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}
|
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generateDataset(labelIndex);
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};
|
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std::vector<std::string> getLines() const { return lines; };
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unsigned long int getSize() const { return lines.size(); };
|
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std::string getClassName() const { return className; };
|
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std::string getClassType() const { return classType; };
|
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std::vector<std::string> getLabels() const { return labels; }
|
||||
static std::string trim(const std::string& source)
|
||||
{
|
||||
std::string s(source);
|
||||
s.erase(0, s.find_first_not_of(" '\n\r\t"));
|
||||
s.erase(s.find_last_not_of(" '\n\r\t") + 1);
|
||||
return s;
|
||||
};
|
||||
std::vector<std::vector<float>>& getX() { return X; };
|
||||
std::vector<int>& getY() { return y; }
|
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std::vector<std::pair<std::string, std::string>> getAttributes() const { return attributes; };
|
||||
std::vector<int> factorize(const std::vector<std::string>& labels_t)
|
||||
{
|
||||
std::vector<int> yy;
|
||||
labels.clear();
|
||||
yy.reserve(labels_t.size());
|
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std::map<std::string, int> labelMap;
|
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int i = 0;
|
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for (const std::string& label : labels_t) {
|
||||
if (labelMap.find(label) == labelMap.end()) {
|
||||
labelMap[label] = i++;
|
||||
bool allDigits = std::all_of(label.begin(), label.end(), ::isdigit);
|
||||
if (allDigits)
|
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labels.push_back("Class " + label);
|
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else
|
||||
labels.push_back(label);
|
||||
}
|
||||
yy.push_back(labelMap[label]);
|
||||
}
|
||||
return yy;
|
||||
};
|
||||
std::string version() const { return VERSION; };
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||||
protected:
|
||||
std::vector<std::string> lines;
|
||||
std::vector<std::pair<std::string, std::string>> attributes;
|
||||
std::string className;
|
||||
std::string classType;
|
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std::vector<std::vector<float>> X;
|
||||
std::vector<int> y;
|
||||
std::vector<std::string> labels;
|
||||
private:
|
||||
void generateDataset(int labelIndex)
|
||||
{
|
||||
X = std::vector<std::vector<float>>(attributes.size(), std::vector<float>(lines.size()));
|
||||
auto yy = std::vector<std::string>(lines.size(), "");
|
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auto removeLines = std::vector<int>(); // Lines with missing values
|
||||
for (size_t i = 0; i < lines.size(); i++) {
|
||||
std::stringstream ss(lines[i]);
|
||||
std::string value;
|
||||
int pos = 0;
|
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int xIndex = 0;
|
||||
while (getline(ss, value, ',')) {
|
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if (pos++ == labelIndex) {
|
||||
yy[i] = value;
|
||||
} else {
|
||||
if (value == "?") {
|
||||
X[xIndex++][i] = -1;
|
||||
removeLines.push_back(i);
|
||||
} else
|
||||
X[xIndex++][i] = stof(value);
|
||||
}
|
||||
}
|
||||
}
|
||||
for (auto i : removeLines) {
|
||||
yy.erase(yy.begin() + i);
|
||||
for (auto& x : X) {
|
||||
x.erase(x.begin() + i);
|
||||
}
|
||||
}
|
||||
y = factorize(yy);
|
||||
};
|
||||
void loadCommon(std::string fileName)
|
||||
{
|
||||
std::ifstream file(fileName);
|
||||
if (!file.is_open()) {
|
||||
throw std::invalid_argument("Unable to open file");
|
||||
}
|
||||
std::string line;
|
||||
std::string keyword;
|
||||
std::string attribute;
|
||||
std::string type;
|
||||
std::string type_w;
|
||||
while (getline(file, line)) {
|
||||
if (line.empty() || line[0] == '%' || line == "\r" || line == " ") {
|
||||
continue;
|
||||
}
|
||||
if (line.find("@attribute") != std::string::npos || line.find("@ATTRIBUTE") != std::string::npos) {
|
||||
std::stringstream ss(line);
|
||||
ss >> keyword >> attribute;
|
||||
type = "";
|
||||
while (ss >> type_w)
|
||||
type += type_w + " ";
|
||||
attributes.emplace_back(trim(attribute), trim(type));
|
||||
continue;
|
||||
}
|
||||
if (line[0] == '@') {
|
||||
continue;
|
||||
}
|
||||
lines.push_back(line);
|
||||
}
|
||||
file.close();
|
||||
if (attributes.empty())
|
||||
throw std::invalid_argument("No attributes found");
|
||||
};
|
||||
};
|
||||
|
||||
#endif
|
||||
20
CHANGELOG.md
Normal file
20
CHANGELOG.md
Normal file
@ -0,0 +1,20 @@
|
||||
# Changelog
|
||||
|
||||
All notable changes to this project will be documented in this file.
|
||||
|
||||
The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.1.0/),
|
||||
and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
|
||||
|
||||
## [1.0.0] 2024-05-21 Initial Release
|
||||
|
||||
### Added
|
||||
|
||||
- Read Arff Files with last or first column as target
|
||||
- Read Arff Files with determined target column
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||||
- Return X with a vector of vectors of dimensions (n_features, n_samples), this way each feature is a vector
|
||||
- The class values a factorized to integers (factorize method can be used to factorize any vector of strings)
|
||||
- Return y as a vector of integers
|
||||
- Values marked as ? are replaced with -1
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||||
- Can return the original lines read as a vector of strings
|
||||
- Can return the className and the classType
|
||||
- Can return the features as a vector of strings (exluding the target)
|
||||
49
CMakeLists.txt
Normal file
49
CMakeLists.txt
Normal file
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|
||||
cmake_minimum_required(VERSION 3.20)
|
||||
|
||||
project(ArffFiles
|
||||
VERSION 1.0.1
|
||||
DESCRIPTION "Library to read Arff Files and return STL vectors with the data read."
|
||||
HOMEPAGE_URL "https://github.com/rmontanana/ArffFiles"
|
||||
LANGUAGES CXX
|
||||
)
|
||||
|
||||
if (CODE_COVERAGE AND NOT ENABLE_TESTING)
|
||||
MESSAGE(FATAL_ERROR "Code coverage requires testing enabled")
|
||||
endif (CODE_COVERAGE AND NOT ENABLE_TESTING)
|
||||
|
||||
if (POLICY CMP0135)
|
||||
cmake_policy(SET CMP0135 NEW)
|
||||
endif ()
|
||||
|
||||
# Global CMake variables
|
||||
# ----------------------
|
||||
set(CMAKE_CXX_STANDARD 17)
|
||||
set(CMAKE_CXX_STANDARD_REQUIRED ON)
|
||||
set(CMAKE_CXX_EXTENSIONS OFF)
|
||||
set(CMAKE_EXPORT_COMPILE_COMMANDS ON)
|
||||
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} ${TORCH_CXX_FLAGS}")
|
||||
SET(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -pthread")
|
||||
# Options
|
||||
# -------
|
||||
option(ENABLE_TESTING "Unit testing build" OFF)
|
||||
|
||||
# CMakes modules
|
||||
# --------------
|
||||
set(CMAKE_MODULE_PATH ${CMAKE_CURRENT_SOURCE_DIR}/cmake/modules ${CMAKE_MODULE_PATH})
|
||||
include(AddGitSubmodule)
|
||||
include(CodeCoverage)
|
||||
|
||||
# Subdirectories
|
||||
# --------------
|
||||
add_subdirectory(config)
|
||||
|
||||
# Testing
|
||||
# -------
|
||||
if (ENABLE_TESTING)
|
||||
MESSAGE("Testing enabled")
|
||||
add_git_submodule("tests/lib/catch2")
|
||||
include(CTest)
|
||||
add_subdirectory(tests)
|
||||
endif (ENABLE_TESTING)
|
||||
|
||||
add_library(ArffFiles INTERFACE ArffFiles.hpp)
|
||||
9
LICENSE
Normal file
9
LICENSE
Normal file
@ -0,0 +1,9 @@
|
||||
MIT License
|
||||
|
||||
Copyright (c) 2024 Ricardo Montañana Gómez
|
||||
|
||||
Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
|
||||
|
||||
The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.
|
||||
|
||||
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
|
||||
62
Makefile
Normal file
62
Makefile
Normal file
@ -0,0 +1,62 @@
|
||||
SHELL := /bin/bash
|
||||
.DEFAULT_GOAL := help
|
||||
.PHONY: help build test clean
|
||||
|
||||
f_debug = build_debug
|
||||
test_targets = unit_tests_arffFiles
|
||||
n_procs = -j 16
|
||||
|
||||
define ClearTests
|
||||
@for t in $(test_targets); do \
|
||||
if [ -f $(f_debug)/tests/$$t ]; then \
|
||||
echo ">>> Cleaning $$t..." ; \
|
||||
rm -f $(f_debug)/tests/$$t ; \
|
||||
fi ; \
|
||||
done
|
||||
@nfiles="$(find . -name "*.gcda" -print0)" ; \
|
||||
if test "${nfiles}" != "" ; then \
|
||||
find . -name "*.gcda" -print0 | xargs -0 rm 2>/dev/null ;\
|
||||
fi ;
|
||||
endef
|
||||
|
||||
clean: ## Clean the tests info
|
||||
@echo ">>> Cleaning Debug ArffFiles tests...";
|
||||
$(call ClearTests)
|
||||
@echo ">>> Done";
|
||||
|
||||
build: ## Build a debug version of the project
|
||||
@echo ">>> Building Debug ArffFiles...";
|
||||
@if [ -d ./$(f_debug) ]; then rm -rf ./$(f_debug); fi
|
||||
@mkdir $(f_debug);
|
||||
@cmake -S . -B $(f_debug) -D CMAKE_BUILD_TYPE=Debug -D ENABLE_TESTING=ON -D CODE_COVERAGE=ON
|
||||
@echo ">>> Done";
|
||||
|
||||
opt = ""
|
||||
test: ## Run tests (opt="-s") to verbose output the tests
|
||||
@echo ">>> Running ArffFiles tests...";
|
||||
@$(MAKE) clean
|
||||
@cmake --build $(f_debug) -t $(test_targets) $(n_procs)
|
||||
@for t in $(test_targets); do \
|
||||
if [ -f $(f_debug)/tests/$$t ]; then \
|
||||
cd $(f_debug)/tests ; \
|
||||
./$$t $(opt) ; \
|
||||
fi ; \
|
||||
done
|
||||
@echo ">>> Done";
|
||||
|
||||
help: ## Show help message
|
||||
@IFS=$$'\n' ; \
|
||||
help_lines=(`fgrep -h "##" $(MAKEFILE_LIST) | fgrep -v fgrep | sed -e 's/\\$$//' | sed -e 's/##/:/'`); \
|
||||
printf "%s\n\n" "Usage: make [task]"; \
|
||||
printf "%-20s %s\n" "task" "help" ; \
|
||||
printf "%-20s %s\n" "------" "----" ; \
|
||||
for help_line in $${help_lines[@]}; do \
|
||||
IFS=$$':' ; \
|
||||
help_split=($$help_line) ; \
|
||||
help_command=`echo $${help_split[0]} | sed -e 's/^ *//' -e 's/ *$$//'` ; \
|
||||
help_info=`echo $${help_split[2]} | sed -e 's/^ *//' -e 's/ *$$//'` ; \
|
||||
printf '\033[36m'; \
|
||||
printf "%-20s %s" $$help_command ; \
|
||||
printf '\033[0m'; \
|
||||
printf "%s\n" $$help_info; \
|
||||
done
|
||||
14
README.md
Normal file
14
README.md
Normal file
@ -0,0 +1,14 @@
|
||||
# ArffFiles
|
||||
|
||||
|
||||
[](<https://opensource.org/licenses/MIT>)
|
||||
|
||||
|
||||
|
||||
Header-only library to read Arff Files and return STL vectors with the data read.
|
||||
|
||||
### Tests
|
||||
|
||||
```bash
|
||||
make build && make test
|
||||
```
|
||||
12
cmake/modules/AddGitSubmodule.cmake
Normal file
12
cmake/modules/AddGitSubmodule.cmake
Normal file
@ -0,0 +1,12 @@
|
||||
|
||||
function(add_git_submodule dir)
|
||||
find_package(Git REQUIRED)
|
||||
|
||||
if(NOT EXISTS ${dir}/CMakeLists.txt)
|
||||
message(STATUS "🚨 Adding git submodule => ${dir}")
|
||||
execute_process(COMMAND ${GIT_EXECUTABLE}
|
||||
submodule update --init --recursive -- ${dir}
|
||||
WORKING_DIRECTORY ${PROJECT_SOURCE_DIR})
|
||||
endif()
|
||||
add_subdirectory(${dir})
|
||||
endfunction(add_git_submodule)
|
||||
742
cmake/modules/CodeCoverage.cmake
Normal file
742
cmake/modules/CodeCoverage.cmake
Normal file
@ -0,0 +1,742 @@
|
||||
# Copyright (c) 2012 - 2017, Lars Bilke
|
||||
# All rights reserved.
|
||||
#
|
||||
# Redistribution and use in source and binary forms, with or without modification,
|
||||
# are permitted provided that the following conditions are met:
|
||||
#
|
||||
# 1. Redistributions of source code must retain the above copyright notice, this
|
||||
# list of conditions and the following disclaimer.
|
||||
#
|
||||
# 2. Redistributions in binary form must reproduce the above copyright notice,
|
||||
# this list of conditions and the following disclaimer in the documentation
|
||||
# and/or other materials provided with the distribution.
|
||||
#
|
||||
# 3. Neither the name of the copyright holder nor the names of its contributors
|
||||
# may be used to endorse or promote products derived from this software without
|
||||
# specific prior written permission.
|
||||
#
|
||||
# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
|
||||
# ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
|
||||
# WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
|
||||
# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR
|
||||
# ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES
|
||||
# (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES;
|
||||
# LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON
|
||||
# ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
|
||||
# (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
|
||||
# SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
|
||||
#
|
||||
# CHANGES:
|
||||
#
|
||||
# 2012-01-31, Lars Bilke
|
||||
# - Enable Code Coverage
|
||||
#
|
||||
# 2013-09-17, Joakim Söderberg
|
||||
# - Added support for Clang.
|
||||
# - Some additional usage instructions.
|
||||
#
|
||||
# 2016-02-03, Lars Bilke
|
||||
# - Refactored functions to use named parameters
|
||||
#
|
||||
# 2017-06-02, Lars Bilke
|
||||
# - Merged with modified version from github.com/ufz/ogs
|
||||
#
|
||||
# 2019-05-06, Anatolii Kurotych
|
||||
# - Remove unnecessary --coverage flag
|
||||
#
|
||||
# 2019-12-13, FeRD (Frank Dana)
|
||||
# - Deprecate COVERAGE_LCOVR_EXCLUDES and COVERAGE_GCOVR_EXCLUDES lists in favor
|
||||
# of tool-agnostic COVERAGE_EXCLUDES variable, or EXCLUDE setup arguments.
|
||||
# - CMake 3.4+: All excludes can be specified relative to BASE_DIRECTORY
|
||||
# - All setup functions: accept BASE_DIRECTORY, EXCLUDE list
|
||||
# - Set lcov basedir with -b argument
|
||||
# - Add automatic --demangle-cpp in lcovr, if 'c++filt' is available (can be
|
||||
# overridden with NO_DEMANGLE option in setup_target_for_coverage_lcovr().)
|
||||
# - Delete output dir, .info file on 'make clean'
|
||||
# - Remove Python detection, since version mismatches will break gcovr
|
||||
# - Minor cleanup (lowercase function names, update examples...)
|
||||
#
|
||||
# 2019-12-19, FeRD (Frank Dana)
|
||||
# - Rename Lcov outputs, make filtered file canonical, fix cleanup for targets
|
||||
#
|
||||
# 2020-01-19, Bob Apthorpe
|
||||
# - Added gfortran support
|
||||
#
|
||||
# 2020-02-17, FeRD (Frank Dana)
|
||||
# - Make all add_custom_target()s VERBATIM to auto-escape wildcard characters
|
||||
# in EXCLUDEs, and remove manual escaping from gcovr targets
|
||||
#
|
||||
# 2021-01-19, Robin Mueller
|
||||
# - Add CODE_COVERAGE_VERBOSE option which will allow to print out commands which are run
|
||||
# - Added the option for users to set the GCOVR_ADDITIONAL_ARGS variable to supply additional
|
||||
# flags to the gcovr command
|
||||
#
|
||||
# 2020-05-04, Mihchael Davis
|
||||
# - Add -fprofile-abs-path to make gcno files contain absolute paths
|
||||
# - Fix BASE_DIRECTORY not working when defined
|
||||
# - Change BYPRODUCT from folder to index.html to stop ninja from complaining about double defines
|
||||
#
|
||||
# 2021-05-10, Martin Stump
|
||||
# - Check if the generator is multi-config before warning about non-Debug builds
|
||||
#
|
||||
# 2022-02-22, Marko Wehle
|
||||
# - Change gcovr output from -o <filename> for --xml <filename> and --html <filename> output respectively.
|
||||
# This will allow for Multiple Output Formats at the same time by making use of GCOVR_ADDITIONAL_ARGS, e.g. GCOVR_ADDITIONAL_ARGS "--txt".
|
||||
#
|
||||
# 2022-09-28, Sebastian Mueller
|
||||
# - fix append_coverage_compiler_flags_to_target to correctly add flags
|
||||
# - replace "-fprofile-arcs -ftest-coverage" with "--coverage" (equivalent)
|
||||
#
|
||||
# USAGE:
|
||||
#
|
||||
# 1. Copy this file into your cmake modules path.
|
||||
#
|
||||
# 2. Add the following line to your CMakeLists.txt (best inside an if-condition
|
||||
# using a CMake option() to enable it just optionally):
|
||||
# include(CodeCoverage)
|
||||
#
|
||||
# 3. Append necessary compiler flags for all supported source files:
|
||||
# append_coverage_compiler_flags()
|
||||
# Or for specific target:
|
||||
# append_coverage_compiler_flags_to_target(YOUR_TARGET_NAME)
|
||||
#
|
||||
# 3.a (OPTIONAL) Set appropriate optimization flags, e.g. -O0, -O1 or -Og
|
||||
#
|
||||
# 4. If you need to exclude additional directories from the report, specify them
|
||||
# using full paths in the COVERAGE_EXCLUDES variable before calling
|
||||
# setup_target_for_coverage_*().
|
||||
# Example:
|
||||
# set(COVERAGE_EXCLUDES
|
||||
# '${PROJECT_SOURCE_DIR}/src/dir1/*'
|
||||
# '/path/to/my/src/dir2/*')
|
||||
# Or, use the EXCLUDE argument to setup_target_for_coverage_*().
|
||||
# Example:
|
||||
# setup_target_for_coverage_lcov(
|
||||
# NAME coverage
|
||||
# EXECUTABLE testrunner
|
||||
# EXCLUDE "${PROJECT_SOURCE_DIR}/src/dir1/*" "/path/to/my/src/dir2/*")
|
||||
#
|
||||
# 4.a NOTE: With CMake 3.4+, COVERAGE_EXCLUDES or EXCLUDE can also be set
|
||||
# relative to the BASE_DIRECTORY (default: PROJECT_SOURCE_DIR)
|
||||
# Example:
|
||||
# set(COVERAGE_EXCLUDES "dir1/*")
|
||||
# setup_target_for_coverage_gcovr_html(
|
||||
# NAME coverage
|
||||
# EXECUTABLE testrunner
|
||||
# BASE_DIRECTORY "${PROJECT_SOURCE_DIR}/src"
|
||||
# EXCLUDE "dir2/*")
|
||||
#
|
||||
# 5. Use the functions described below to create a custom make target which
|
||||
# runs your test executable and produces a code coverage report.
|
||||
#
|
||||
# 6. Build a Debug build:
|
||||
# cmake -DCMAKE_BUILD_TYPE=Debug ..
|
||||
# make
|
||||
# make my_coverage_target
|
||||
#
|
||||
|
||||
include(CMakeParseArguments)
|
||||
|
||||
option(CODE_COVERAGE_VERBOSE "Verbose information" FALSE)
|
||||
|
||||
# Check prereqs
|
||||
find_program( GCOV_PATH gcov )
|
||||
find_program( LCOV_PATH NAMES lcov lcov.bat lcov.exe lcov.perl)
|
||||
find_program( FASTCOV_PATH NAMES fastcov fastcov.py )
|
||||
find_program( GENHTML_PATH NAMES genhtml genhtml.perl genhtml.bat )
|
||||
find_program( GCOVR_PATH gcovr PATHS ${CMAKE_SOURCE_DIR}/scripts/test)
|
||||
find_program( CPPFILT_PATH NAMES c++filt )
|
||||
|
||||
if(NOT GCOV_PATH)
|
||||
message(FATAL_ERROR "gcov not found! Aborting...")
|
||||
endif() # NOT GCOV_PATH
|
||||
|
||||
# Check supported compiler (Clang, GNU and Flang)
|
||||
get_property(LANGUAGES GLOBAL PROPERTY ENABLED_LANGUAGES)
|
||||
foreach(LANG ${LANGUAGES})
|
||||
if("${CMAKE_${LANG}_COMPILER_ID}" MATCHES "(Apple)?[Cc]lang")
|
||||
if("${CMAKE_${LANG}_COMPILER_VERSION}" VERSION_LESS 3)
|
||||
message(FATAL_ERROR "Clang version must be 3.0.0 or greater! Aborting...")
|
||||
endif()
|
||||
elseif(NOT "${CMAKE_${LANG}_COMPILER_ID}" MATCHES "GNU"
|
||||
AND NOT "${CMAKE_${LANG}_COMPILER_ID}" MATCHES "(LLVM)?[Ff]lang")
|
||||
message(FATAL_ERROR "Compiler is not GNU or Flang! Aborting...")
|
||||
endif()
|
||||
endforeach()
|
||||
|
||||
set(COVERAGE_COMPILER_FLAGS "-g --coverage"
|
||||
CACHE INTERNAL "")
|
||||
if(CMAKE_CXX_COMPILER_ID MATCHES "(GNU|Clang)")
|
||||
include(CheckCXXCompilerFlag)
|
||||
check_cxx_compiler_flag(-fprofile-abs-path HAVE_fprofile_abs_path)
|
||||
if(HAVE_fprofile_abs_path)
|
||||
set(COVERAGE_COMPILER_FLAGS "${COVERAGE_COMPILER_FLAGS} -fprofile-abs-path")
|
||||
endif()
|
||||
endif()
|
||||
|
||||
set(CMAKE_Fortran_FLAGS_COVERAGE
|
||||
${COVERAGE_COMPILER_FLAGS}
|
||||
CACHE STRING "Flags used by the Fortran compiler during coverage builds."
|
||||
FORCE )
|
||||
set(CMAKE_CXX_FLAGS_COVERAGE
|
||||
${COVERAGE_COMPILER_FLAGS}
|
||||
CACHE STRING "Flags used by the C++ compiler during coverage builds."
|
||||
FORCE )
|
||||
set(CMAKE_C_FLAGS_COVERAGE
|
||||
${COVERAGE_COMPILER_FLAGS}
|
||||
CACHE STRING "Flags used by the C compiler during coverage builds."
|
||||
FORCE )
|
||||
set(CMAKE_EXE_LINKER_FLAGS_COVERAGE
|
||||
""
|
||||
CACHE STRING "Flags used for linking binaries during coverage builds."
|
||||
FORCE )
|
||||
set(CMAKE_SHARED_LINKER_FLAGS_COVERAGE
|
||||
""
|
||||
CACHE STRING "Flags used by the shared libraries linker during coverage builds."
|
||||
FORCE )
|
||||
mark_as_advanced(
|
||||
CMAKE_Fortran_FLAGS_COVERAGE
|
||||
CMAKE_CXX_FLAGS_COVERAGE
|
||||
CMAKE_C_FLAGS_COVERAGE
|
||||
CMAKE_EXE_LINKER_FLAGS_COVERAGE
|
||||
CMAKE_SHARED_LINKER_FLAGS_COVERAGE )
|
||||
|
||||
get_property(GENERATOR_IS_MULTI_CONFIG GLOBAL PROPERTY GENERATOR_IS_MULTI_CONFIG)
|
||||
if(NOT (CMAKE_BUILD_TYPE STREQUAL "Debug" OR GENERATOR_IS_MULTI_CONFIG))
|
||||
message(WARNING "Code coverage results with an optimised (non-Debug) build may be misleading")
|
||||
endif() # NOT (CMAKE_BUILD_TYPE STREQUAL "Debug" OR GENERATOR_IS_MULTI_CONFIG)
|
||||
|
||||
if(CMAKE_C_COMPILER_ID STREQUAL "GNU" OR CMAKE_Fortran_COMPILER_ID STREQUAL "GNU")
|
||||
link_libraries(gcov)
|
||||
endif()
|
||||
|
||||
# Defines a target for running and collection code coverage information
|
||||
# Builds dependencies, runs the given executable and outputs reports.
|
||||
# NOTE! The executable should always have a ZERO as exit code otherwise
|
||||
# the coverage generation will not complete.
|
||||
#
|
||||
# setup_target_for_coverage_lcov(
|
||||
# NAME testrunner_coverage # New target name
|
||||
# EXECUTABLE testrunner -j ${PROCESSOR_COUNT} # Executable in PROJECT_BINARY_DIR
|
||||
# DEPENDENCIES testrunner # Dependencies to build first
|
||||
# BASE_DIRECTORY "../" # Base directory for report
|
||||
# # (defaults to PROJECT_SOURCE_DIR)
|
||||
# EXCLUDE "src/dir1/*" "src/dir2/*" # Patterns to exclude (can be relative
|
||||
# # to BASE_DIRECTORY, with CMake 3.4+)
|
||||
# NO_DEMANGLE # Don't demangle C++ symbols
|
||||
# # even if c++filt is found
|
||||
# )
|
||||
function(setup_target_for_coverage_lcov)
|
||||
|
||||
set(options NO_DEMANGLE SONARQUBE)
|
||||
set(oneValueArgs BASE_DIRECTORY NAME)
|
||||
set(multiValueArgs EXCLUDE EXECUTABLE EXECUTABLE_ARGS DEPENDENCIES LCOV_ARGS GENHTML_ARGS)
|
||||
cmake_parse_arguments(Coverage "${options}" "${oneValueArgs}" "${multiValueArgs}" ${ARGN})
|
||||
|
||||
if(NOT LCOV_PATH)
|
||||
message(FATAL_ERROR "lcov not found! Aborting...")
|
||||
endif() # NOT LCOV_PATH
|
||||
|
||||
if(NOT GENHTML_PATH)
|
||||
message(FATAL_ERROR "genhtml not found! Aborting...")
|
||||
endif() # NOT GENHTML_PATH
|
||||
|
||||
# Set base directory (as absolute path), or default to PROJECT_SOURCE_DIR
|
||||
if(DEFINED Coverage_BASE_DIRECTORY)
|
||||
get_filename_component(BASEDIR ${Coverage_BASE_DIRECTORY} ABSOLUTE)
|
||||
else()
|
||||
set(BASEDIR ${PROJECT_SOURCE_DIR})
|
||||
endif()
|
||||
|
||||
# Collect excludes (CMake 3.4+: Also compute absolute paths)
|
||||
set(LCOV_EXCLUDES "")
|
||||
foreach(EXCLUDE ${Coverage_EXCLUDE} ${COVERAGE_EXCLUDES} ${COVERAGE_LCOV_EXCLUDES})
|
||||
if(CMAKE_VERSION VERSION_GREATER 3.4)
|
||||
get_filename_component(EXCLUDE ${EXCLUDE} ABSOLUTE BASE_DIR ${BASEDIR})
|
||||
endif()
|
||||
list(APPEND LCOV_EXCLUDES "${EXCLUDE}")
|
||||
endforeach()
|
||||
list(REMOVE_DUPLICATES LCOV_EXCLUDES)
|
||||
|
||||
# Conditional arguments
|
||||
if(CPPFILT_PATH AND NOT ${Coverage_NO_DEMANGLE})
|
||||
set(GENHTML_EXTRA_ARGS "--demangle-cpp")
|
||||
endif()
|
||||
|
||||
# Setting up commands which will be run to generate coverage data.
|
||||
# Cleanup lcov
|
||||
set(LCOV_CLEAN_CMD
|
||||
${LCOV_PATH} ${Coverage_LCOV_ARGS} --gcov-tool ${GCOV_PATH} -directory .
|
||||
-b ${BASEDIR} --zerocounters
|
||||
)
|
||||
# Create baseline to make sure untouched files show up in the report
|
||||
set(LCOV_BASELINE_CMD
|
||||
${LCOV_PATH} ${Coverage_LCOV_ARGS} --gcov-tool ${GCOV_PATH} -c -i -d . -b
|
||||
${BASEDIR} -o ${Coverage_NAME}.base
|
||||
)
|
||||
# Run tests
|
||||
set(LCOV_EXEC_TESTS_CMD
|
||||
${Coverage_EXECUTABLE} ${Coverage_EXECUTABLE_ARGS}
|
||||
)
|
||||
# Capturing lcov counters and generating report
|
||||
set(LCOV_CAPTURE_CMD
|
||||
${LCOV_PATH} ${Coverage_LCOV_ARGS} --gcov-tool ${GCOV_PATH} --directory . -b
|
||||
${BASEDIR} --capture --output-file ${Coverage_NAME}.capture
|
||||
)
|
||||
# add baseline counters
|
||||
set(LCOV_BASELINE_COUNT_CMD
|
||||
${LCOV_PATH} ${Coverage_LCOV_ARGS} --gcov-tool ${GCOV_PATH} -a ${Coverage_NAME}.base
|
||||
-a ${Coverage_NAME}.capture --output-file ${Coverage_NAME}.total
|
||||
)
|
||||
# filter collected data to final coverage report
|
||||
set(LCOV_FILTER_CMD
|
||||
${LCOV_PATH} ${Coverage_LCOV_ARGS} --gcov-tool ${GCOV_PATH} --remove
|
||||
${Coverage_NAME}.total ${LCOV_EXCLUDES} --output-file ${Coverage_NAME}.info
|
||||
)
|
||||
# Generate HTML output
|
||||
set(LCOV_GEN_HTML_CMD
|
||||
${GENHTML_PATH} ${GENHTML_EXTRA_ARGS} ${Coverage_GENHTML_ARGS} -o
|
||||
${Coverage_NAME} ${Coverage_NAME}.info
|
||||
)
|
||||
if(${Coverage_SONARQUBE})
|
||||
# Generate SonarQube output
|
||||
set(GCOVR_XML_CMD
|
||||
${GCOVR_PATH} --sonarqube ${Coverage_NAME}_sonarqube.xml -r ${BASEDIR} ${GCOVR_ADDITIONAL_ARGS}
|
||||
${GCOVR_EXCLUDE_ARGS} --object-directory=${PROJECT_BINARY_DIR}
|
||||
)
|
||||
set(GCOVR_XML_CMD_COMMAND
|
||||
COMMAND ${GCOVR_XML_CMD}
|
||||
)
|
||||
set(GCOVR_XML_CMD_BYPRODUCTS ${Coverage_NAME}_sonarqube.xml)
|
||||
set(GCOVR_XML_CMD_COMMENT COMMENT "SonarQube code coverage info report saved in ${Coverage_NAME}_sonarqube.xml.")
|
||||
endif()
|
||||
|
||||
|
||||
if(CODE_COVERAGE_VERBOSE)
|
||||
message(STATUS "Executed command report")
|
||||
message(STATUS "Command to clean up lcov: ")
|
||||
string(REPLACE ";" " " LCOV_CLEAN_CMD_SPACED "${LCOV_CLEAN_CMD}")
|
||||
message(STATUS "${LCOV_CLEAN_CMD_SPACED}")
|
||||
|
||||
message(STATUS "Command to create baseline: ")
|
||||
string(REPLACE ";" " " LCOV_BASELINE_CMD_SPACED "${LCOV_BASELINE_CMD}")
|
||||
message(STATUS "${LCOV_BASELINE_CMD_SPACED}")
|
||||
|
||||
message(STATUS "Command to run the tests: ")
|
||||
string(REPLACE ";" " " LCOV_EXEC_TESTS_CMD_SPACED "${LCOV_EXEC_TESTS_CMD}")
|
||||
message(STATUS "${LCOV_EXEC_TESTS_CMD_SPACED}")
|
||||
|
||||
message(STATUS "Command to capture counters and generate report: ")
|
||||
string(REPLACE ";" " " LCOV_CAPTURE_CMD_SPACED "${LCOV_CAPTURE_CMD}")
|
||||
message(STATUS "${LCOV_CAPTURE_CMD_SPACED}")
|
||||
|
||||
message(STATUS "Command to add baseline counters: ")
|
||||
string(REPLACE ";" " " LCOV_BASELINE_COUNT_CMD_SPACED "${LCOV_BASELINE_COUNT_CMD}")
|
||||
message(STATUS "${LCOV_BASELINE_COUNT_CMD_SPACED}")
|
||||
|
||||
message(STATUS "Command to filter collected data: ")
|
||||
string(REPLACE ";" " " LCOV_FILTER_CMD_SPACED "${LCOV_FILTER_CMD}")
|
||||
message(STATUS "${LCOV_FILTER_CMD_SPACED}")
|
||||
|
||||
message(STATUS "Command to generate lcov HTML output: ")
|
||||
string(REPLACE ";" " " LCOV_GEN_HTML_CMD_SPACED "${LCOV_GEN_HTML_CMD}")
|
||||
message(STATUS "${LCOV_GEN_HTML_CMD_SPACED}")
|
||||
|
||||
if(${Coverage_SONARQUBE})
|
||||
message(STATUS "Command to generate SonarQube XML output: ")
|
||||
string(REPLACE ";" " " GCOVR_XML_CMD_SPACED "${GCOVR_XML_CMD}")
|
||||
message(STATUS "${GCOVR_XML_CMD_SPACED}")
|
||||
endif()
|
||||
endif()
|
||||
|
||||
# Setup target
|
||||
add_custom_target(${Coverage_NAME}
|
||||
COMMAND ${LCOV_CLEAN_CMD}
|
||||
COMMAND ${LCOV_BASELINE_CMD}
|
||||
COMMAND ${LCOV_EXEC_TESTS_CMD}
|
||||
COMMAND ${LCOV_CAPTURE_CMD}
|
||||
COMMAND ${LCOV_BASELINE_COUNT_CMD}
|
||||
COMMAND ${LCOV_FILTER_CMD}
|
||||
COMMAND ${LCOV_GEN_HTML_CMD}
|
||||
${GCOVR_XML_CMD_COMMAND}
|
||||
|
||||
# Set output files as GENERATED (will be removed on 'make clean')
|
||||
BYPRODUCTS
|
||||
${Coverage_NAME}.base
|
||||
${Coverage_NAME}.capture
|
||||
${Coverage_NAME}.total
|
||||
${Coverage_NAME}.info
|
||||
${GCOVR_XML_CMD_BYPRODUCTS}
|
||||
${Coverage_NAME}/index.html
|
||||
WORKING_DIRECTORY ${PROJECT_BINARY_DIR}
|
||||
DEPENDS ${Coverage_DEPENDENCIES}
|
||||
VERBATIM # Protect arguments to commands
|
||||
COMMENT "Resetting code coverage counters to zero.\nProcessing code coverage counters and generating report."
|
||||
)
|
||||
|
||||
# Show where to find the lcov info report
|
||||
add_custom_command(TARGET ${Coverage_NAME} POST_BUILD
|
||||
COMMAND ;
|
||||
COMMENT "Lcov code coverage info report saved in ${Coverage_NAME}.info."
|
||||
${GCOVR_XML_CMD_COMMENT}
|
||||
)
|
||||
|
||||
# Show info where to find the report
|
||||
add_custom_command(TARGET ${Coverage_NAME} POST_BUILD
|
||||
COMMAND ;
|
||||
COMMENT "Open ./${Coverage_NAME}/index.html in your browser to view the coverage report."
|
||||
)
|
||||
|
||||
endfunction() # setup_target_for_coverage_lcov
|
||||
|
||||
# Defines a target for running and collection code coverage information
|
||||
# Builds dependencies, runs the given executable and outputs reports.
|
||||
# NOTE! The executable should always have a ZERO as exit code otherwise
|
||||
# the coverage generation will not complete.
|
||||
#
|
||||
# setup_target_for_coverage_gcovr_xml(
|
||||
# NAME ctest_coverage # New target name
|
||||
# EXECUTABLE ctest -j ${PROCESSOR_COUNT} # Executable in PROJECT_BINARY_DIR
|
||||
# DEPENDENCIES executable_target # Dependencies to build first
|
||||
# BASE_DIRECTORY "../" # Base directory for report
|
||||
# # (defaults to PROJECT_SOURCE_DIR)
|
||||
# EXCLUDE "src/dir1/*" "src/dir2/*" # Patterns to exclude (can be relative
|
||||
# # to BASE_DIRECTORY, with CMake 3.4+)
|
||||
# )
|
||||
# The user can set the variable GCOVR_ADDITIONAL_ARGS to supply additional flags to the
|
||||
# GCVOR command.
|
||||
function(setup_target_for_coverage_gcovr_xml)
|
||||
|
||||
set(options NONE)
|
||||
set(oneValueArgs BASE_DIRECTORY NAME)
|
||||
set(multiValueArgs EXCLUDE EXECUTABLE EXECUTABLE_ARGS DEPENDENCIES)
|
||||
cmake_parse_arguments(Coverage "${options}" "${oneValueArgs}" "${multiValueArgs}" ${ARGN})
|
||||
|
||||
if(NOT GCOVR_PATH)
|
||||
message(FATAL_ERROR "gcovr not found! Aborting...")
|
||||
endif() # NOT GCOVR_PATH
|
||||
|
||||
# Set base directory (as absolute path), or default to PROJECT_SOURCE_DIR
|
||||
if(DEFINED Coverage_BASE_DIRECTORY)
|
||||
get_filename_component(BASEDIR ${Coverage_BASE_DIRECTORY} ABSOLUTE)
|
||||
else()
|
||||
set(BASEDIR ${PROJECT_SOURCE_DIR})
|
||||
endif()
|
||||
|
||||
# Collect excludes (CMake 3.4+: Also compute absolute paths)
|
||||
set(GCOVR_EXCLUDES "")
|
||||
foreach(EXCLUDE ${Coverage_EXCLUDE} ${COVERAGE_EXCLUDES} ${COVERAGE_GCOVR_EXCLUDES})
|
||||
if(CMAKE_VERSION VERSION_GREATER 3.4)
|
||||
get_filename_component(EXCLUDE ${EXCLUDE} ABSOLUTE BASE_DIR ${BASEDIR})
|
||||
endif()
|
||||
list(APPEND GCOVR_EXCLUDES "${EXCLUDE}")
|
||||
endforeach()
|
||||
list(REMOVE_DUPLICATES GCOVR_EXCLUDES)
|
||||
|
||||
# Combine excludes to several -e arguments
|
||||
set(GCOVR_EXCLUDE_ARGS "")
|
||||
foreach(EXCLUDE ${GCOVR_EXCLUDES})
|
||||
list(APPEND GCOVR_EXCLUDE_ARGS "-e")
|
||||
list(APPEND GCOVR_EXCLUDE_ARGS "${EXCLUDE}")
|
||||
endforeach()
|
||||
|
||||
# Set up commands which will be run to generate coverage data
|
||||
# Run tests
|
||||
set(GCOVR_XML_EXEC_TESTS_CMD
|
||||
${Coverage_EXECUTABLE} ${Coverage_EXECUTABLE_ARGS}
|
||||
)
|
||||
# Running gcovr
|
||||
set(GCOVR_XML_CMD
|
||||
${GCOVR_PATH} --xml ${Coverage_NAME}.xml -r ${BASEDIR} ${GCOVR_ADDITIONAL_ARGS}
|
||||
${GCOVR_EXCLUDE_ARGS} --object-directory=${PROJECT_BINARY_DIR}
|
||||
)
|
||||
|
||||
if(CODE_COVERAGE_VERBOSE)
|
||||
message(STATUS "Executed command report")
|
||||
|
||||
message(STATUS "Command to run tests: ")
|
||||
string(REPLACE ";" " " GCOVR_XML_EXEC_TESTS_CMD_SPACED "${GCOVR_XML_EXEC_TESTS_CMD}")
|
||||
message(STATUS "${GCOVR_XML_EXEC_TESTS_CMD_SPACED}")
|
||||
|
||||
message(STATUS "Command to generate gcovr XML coverage data: ")
|
||||
string(REPLACE ";" " " GCOVR_XML_CMD_SPACED "${GCOVR_XML_CMD}")
|
||||
message(STATUS "${GCOVR_XML_CMD_SPACED}")
|
||||
endif()
|
||||
|
||||
add_custom_target(${Coverage_NAME}
|
||||
COMMAND ${GCOVR_XML_EXEC_TESTS_CMD}
|
||||
COMMAND ${GCOVR_XML_CMD}
|
||||
|
||||
BYPRODUCTS ${Coverage_NAME}.xml
|
||||
WORKING_DIRECTORY ${PROJECT_BINARY_DIR}
|
||||
DEPENDS ${Coverage_DEPENDENCIES}
|
||||
VERBATIM # Protect arguments to commands
|
||||
COMMENT "Running gcovr to produce Cobertura code coverage report."
|
||||
)
|
||||
|
||||
# Show info where to find the report
|
||||
add_custom_command(TARGET ${Coverage_NAME} POST_BUILD
|
||||
COMMAND ;
|
||||
COMMENT "Cobertura code coverage report saved in ${Coverage_NAME}.xml."
|
||||
)
|
||||
endfunction() # setup_target_for_coverage_gcovr_xml
|
||||
|
||||
# Defines a target for running and collection code coverage information
|
||||
# Builds dependencies, runs the given executable and outputs reports.
|
||||
# NOTE! The executable should always have a ZERO as exit code otherwise
|
||||
# the coverage generation will not complete.
|
||||
#
|
||||
# setup_target_for_coverage_gcovr_html(
|
||||
# NAME ctest_coverage # New target name
|
||||
# EXECUTABLE ctest -j ${PROCESSOR_COUNT} # Executable in PROJECT_BINARY_DIR
|
||||
# DEPENDENCIES executable_target # Dependencies to build first
|
||||
# BASE_DIRECTORY "../" # Base directory for report
|
||||
# # (defaults to PROJECT_SOURCE_DIR)
|
||||
# EXCLUDE "src/dir1/*" "src/dir2/*" # Patterns to exclude (can be relative
|
||||
# # to BASE_DIRECTORY, with CMake 3.4+)
|
||||
# )
|
||||
# The user can set the variable GCOVR_ADDITIONAL_ARGS to supply additional flags to the
|
||||
# GCVOR command.
|
||||
function(setup_target_for_coverage_gcovr_html)
|
||||
|
||||
set(options NONE)
|
||||
set(oneValueArgs BASE_DIRECTORY NAME)
|
||||
set(multiValueArgs EXCLUDE EXECUTABLE EXECUTABLE_ARGS DEPENDENCIES)
|
||||
cmake_parse_arguments(Coverage "${options}" "${oneValueArgs}" "${multiValueArgs}" ${ARGN})
|
||||
|
||||
if(NOT GCOVR_PATH)
|
||||
message(FATAL_ERROR "gcovr not found! Aborting...")
|
||||
endif() # NOT GCOVR_PATH
|
||||
|
||||
# Set base directory (as absolute path), or default to PROJECT_SOURCE_DIR
|
||||
if(DEFINED Coverage_BASE_DIRECTORY)
|
||||
get_filename_component(BASEDIR ${Coverage_BASE_DIRECTORY} ABSOLUTE)
|
||||
else()
|
||||
set(BASEDIR ${PROJECT_SOURCE_DIR})
|
||||
endif()
|
||||
|
||||
# Collect excludes (CMake 3.4+: Also compute absolute paths)
|
||||
set(GCOVR_EXCLUDES "")
|
||||
foreach(EXCLUDE ${Coverage_EXCLUDE} ${COVERAGE_EXCLUDES} ${COVERAGE_GCOVR_EXCLUDES})
|
||||
if(CMAKE_VERSION VERSION_GREATER 3.4)
|
||||
get_filename_component(EXCLUDE ${EXCLUDE} ABSOLUTE BASE_DIR ${BASEDIR})
|
||||
endif()
|
||||
list(APPEND GCOVR_EXCLUDES "${EXCLUDE}")
|
||||
endforeach()
|
||||
list(REMOVE_DUPLICATES GCOVR_EXCLUDES)
|
||||
|
||||
# Combine excludes to several -e arguments
|
||||
set(GCOVR_EXCLUDE_ARGS "")
|
||||
foreach(EXCLUDE ${GCOVR_EXCLUDES})
|
||||
list(APPEND GCOVR_EXCLUDE_ARGS "-e")
|
||||
list(APPEND GCOVR_EXCLUDE_ARGS "${EXCLUDE}")
|
||||
endforeach()
|
||||
|
||||
# Set up commands which will be run to generate coverage data
|
||||
# Run tests
|
||||
set(GCOVR_HTML_EXEC_TESTS_CMD
|
||||
${Coverage_EXECUTABLE} ${Coverage_EXECUTABLE_ARGS}
|
||||
)
|
||||
# Create folder
|
||||
set(GCOVR_HTML_FOLDER_CMD
|
||||
${CMAKE_COMMAND} -E make_directory ${PROJECT_BINARY_DIR}/${Coverage_NAME}
|
||||
)
|
||||
# Running gcovr
|
||||
set(GCOVR_HTML_CMD
|
||||
${GCOVR_PATH} --html ${Coverage_NAME}/index.html --html-details -r ${BASEDIR} ${GCOVR_ADDITIONAL_ARGS}
|
||||
${GCOVR_EXCLUDE_ARGS} --object-directory=${PROJECT_BINARY_DIR}
|
||||
)
|
||||
|
||||
if(CODE_COVERAGE_VERBOSE)
|
||||
message(STATUS "Executed command report")
|
||||
|
||||
message(STATUS "Command to run tests: ")
|
||||
string(REPLACE ";" " " GCOVR_HTML_EXEC_TESTS_CMD_SPACED "${GCOVR_HTML_EXEC_TESTS_CMD}")
|
||||
message(STATUS "${GCOVR_HTML_EXEC_TESTS_CMD_SPACED}")
|
||||
|
||||
message(STATUS "Command to create a folder: ")
|
||||
string(REPLACE ";" " " GCOVR_HTML_FOLDER_CMD_SPACED "${GCOVR_HTML_FOLDER_CMD}")
|
||||
message(STATUS "${GCOVR_HTML_FOLDER_CMD_SPACED}")
|
||||
|
||||
message(STATUS "Command to generate gcovr HTML coverage data: ")
|
||||
string(REPLACE ";" " " GCOVR_HTML_CMD_SPACED "${GCOVR_HTML_CMD}")
|
||||
message(STATUS "${GCOVR_HTML_CMD_SPACED}")
|
||||
endif()
|
||||
|
||||
add_custom_target(${Coverage_NAME}
|
||||
COMMAND ${GCOVR_HTML_EXEC_TESTS_CMD}
|
||||
COMMAND ${GCOVR_HTML_FOLDER_CMD}
|
||||
COMMAND ${GCOVR_HTML_CMD}
|
||||
|
||||
BYPRODUCTS ${PROJECT_BINARY_DIR}/${Coverage_NAME}/index.html # report directory
|
||||
WORKING_DIRECTORY ${PROJECT_BINARY_DIR}
|
||||
DEPENDS ${Coverage_DEPENDENCIES}
|
||||
VERBATIM # Protect arguments to commands
|
||||
COMMENT "Running gcovr to produce HTML code coverage report."
|
||||
)
|
||||
|
||||
# Show info where to find the report
|
||||
add_custom_command(TARGET ${Coverage_NAME} POST_BUILD
|
||||
COMMAND ;
|
||||
COMMENT "Open ./${Coverage_NAME}/index.html in your browser to view the coverage report."
|
||||
)
|
||||
|
||||
endfunction() # setup_target_for_coverage_gcovr_html
|
||||
|
||||
# Defines a target for running and collection code coverage information
|
||||
# Builds dependencies, runs the given executable and outputs reports.
|
||||
# NOTE! The executable should always have a ZERO as exit code otherwise
|
||||
# the coverage generation will not complete.
|
||||
#
|
||||
# setup_target_for_coverage_fastcov(
|
||||
# NAME testrunner_coverage # New target name
|
||||
# EXECUTABLE testrunner -j ${PROCESSOR_COUNT} # Executable in PROJECT_BINARY_DIR
|
||||
# DEPENDENCIES testrunner # Dependencies to build first
|
||||
# BASE_DIRECTORY "../" # Base directory for report
|
||||
# # (defaults to PROJECT_SOURCE_DIR)
|
||||
# EXCLUDE "src/dir1/" "src/dir2/" # Patterns to exclude.
|
||||
# NO_DEMANGLE # Don't demangle C++ symbols
|
||||
# # even if c++filt is found
|
||||
# SKIP_HTML # Don't create html report
|
||||
# POST_CMD perl -i -pe s!${PROJECT_SOURCE_DIR}/!!g ctest_coverage.json # E.g. for stripping source dir from file paths
|
||||
# )
|
||||
function(setup_target_for_coverage_fastcov)
|
||||
|
||||
set(options NO_DEMANGLE SKIP_HTML)
|
||||
set(oneValueArgs BASE_DIRECTORY NAME)
|
||||
set(multiValueArgs EXCLUDE EXECUTABLE EXECUTABLE_ARGS DEPENDENCIES FASTCOV_ARGS GENHTML_ARGS POST_CMD)
|
||||
cmake_parse_arguments(Coverage "${options}" "${oneValueArgs}" "${multiValueArgs}" ${ARGN})
|
||||
|
||||
if(NOT FASTCOV_PATH)
|
||||
message(FATAL_ERROR "fastcov not found! Aborting...")
|
||||
endif()
|
||||
|
||||
if(NOT Coverage_SKIP_HTML AND NOT GENHTML_PATH)
|
||||
message(FATAL_ERROR "genhtml not found! Aborting...")
|
||||
endif()
|
||||
|
||||
# Set base directory (as absolute path), or default to PROJECT_SOURCE_DIR
|
||||
if(Coverage_BASE_DIRECTORY)
|
||||
get_filename_component(BASEDIR ${Coverage_BASE_DIRECTORY} ABSOLUTE)
|
||||
else()
|
||||
set(BASEDIR ${PROJECT_SOURCE_DIR})
|
||||
endif()
|
||||
|
||||
# Collect excludes (Patterns, not paths, for fastcov)
|
||||
set(FASTCOV_EXCLUDES "")
|
||||
foreach(EXCLUDE ${Coverage_EXCLUDE} ${COVERAGE_EXCLUDES} ${COVERAGE_FASTCOV_EXCLUDES})
|
||||
list(APPEND FASTCOV_EXCLUDES "${EXCLUDE}")
|
||||
endforeach()
|
||||
list(REMOVE_DUPLICATES FASTCOV_EXCLUDES)
|
||||
|
||||
# Conditional arguments
|
||||
if(CPPFILT_PATH AND NOT ${Coverage_NO_DEMANGLE})
|
||||
set(GENHTML_EXTRA_ARGS "--demangle-cpp")
|
||||
endif()
|
||||
|
||||
# Set up commands which will be run to generate coverage data
|
||||
set(FASTCOV_EXEC_TESTS_CMD ${Coverage_EXECUTABLE} ${Coverage_EXECUTABLE_ARGS})
|
||||
|
||||
set(FASTCOV_CAPTURE_CMD ${FASTCOV_PATH} ${Coverage_FASTCOV_ARGS} --gcov ${GCOV_PATH}
|
||||
--search-directory ${BASEDIR}
|
||||
--process-gcno
|
||||
--output ${Coverage_NAME}.json
|
||||
--exclude ${FASTCOV_EXCLUDES}
|
||||
)
|
||||
|
||||
set(FASTCOV_CONVERT_CMD ${FASTCOV_PATH}
|
||||
-C ${Coverage_NAME}.json --lcov --output ${Coverage_NAME}.info
|
||||
)
|
||||
|
||||
if(Coverage_SKIP_HTML)
|
||||
set(FASTCOV_HTML_CMD ";")
|
||||
else()
|
||||
set(FASTCOV_HTML_CMD ${GENHTML_PATH} ${GENHTML_EXTRA_ARGS} ${Coverage_GENHTML_ARGS}
|
||||
-o ${Coverage_NAME} ${Coverage_NAME}.info
|
||||
)
|
||||
endif()
|
||||
|
||||
set(FASTCOV_POST_CMD ";")
|
||||
if(Coverage_POST_CMD)
|
||||
set(FASTCOV_POST_CMD ${Coverage_POST_CMD})
|
||||
endif()
|
||||
|
||||
if(CODE_COVERAGE_VERBOSE)
|
||||
message(STATUS "Code coverage commands for target ${Coverage_NAME} (fastcov):")
|
||||
|
||||
message(" Running tests:")
|
||||
string(REPLACE ";" " " FASTCOV_EXEC_TESTS_CMD_SPACED "${FASTCOV_EXEC_TESTS_CMD}")
|
||||
message(" ${FASTCOV_EXEC_TESTS_CMD_SPACED}")
|
||||
|
||||
message(" Capturing fastcov counters and generating report:")
|
||||
string(REPLACE ";" " " FASTCOV_CAPTURE_CMD_SPACED "${FASTCOV_CAPTURE_CMD}")
|
||||
message(" ${FASTCOV_CAPTURE_CMD_SPACED}")
|
||||
|
||||
message(" Converting fastcov .json to lcov .info:")
|
||||
string(REPLACE ";" " " FASTCOV_CONVERT_CMD_SPACED "${FASTCOV_CONVERT_CMD}")
|
||||
message(" ${FASTCOV_CONVERT_CMD_SPACED}")
|
||||
|
||||
if(NOT Coverage_SKIP_HTML)
|
||||
message(" Generating HTML report: ")
|
||||
string(REPLACE ";" " " FASTCOV_HTML_CMD_SPACED "${FASTCOV_HTML_CMD}")
|
||||
message(" ${FASTCOV_HTML_CMD_SPACED}")
|
||||
endif()
|
||||
if(Coverage_POST_CMD)
|
||||
message(" Running post command: ")
|
||||
string(REPLACE ";" " " FASTCOV_POST_CMD_SPACED "${FASTCOV_POST_CMD}")
|
||||
message(" ${FASTCOV_POST_CMD_SPACED}")
|
||||
endif()
|
||||
endif()
|
||||
|
||||
# Setup target
|
||||
add_custom_target(${Coverage_NAME}
|
||||
|
||||
# Cleanup fastcov
|
||||
COMMAND ${FASTCOV_PATH} ${Coverage_FASTCOV_ARGS} --gcov ${GCOV_PATH}
|
||||
--search-directory ${BASEDIR}
|
||||
--zerocounters
|
||||
|
||||
COMMAND ${FASTCOV_EXEC_TESTS_CMD}
|
||||
COMMAND ${FASTCOV_CAPTURE_CMD}
|
||||
COMMAND ${FASTCOV_CONVERT_CMD}
|
||||
COMMAND ${FASTCOV_HTML_CMD}
|
||||
COMMAND ${FASTCOV_POST_CMD}
|
||||
|
||||
# Set output files as GENERATED (will be removed on 'make clean')
|
||||
BYPRODUCTS
|
||||
${Coverage_NAME}.info
|
||||
${Coverage_NAME}.json
|
||||
${Coverage_NAME}/index.html # report directory
|
||||
|
||||
WORKING_DIRECTORY ${PROJECT_BINARY_DIR}
|
||||
DEPENDS ${Coverage_DEPENDENCIES}
|
||||
VERBATIM # Protect arguments to commands
|
||||
COMMENT "Resetting code coverage counters to zero. Processing code coverage counters and generating report."
|
||||
)
|
||||
|
||||
set(INFO_MSG "fastcov code coverage info report saved in ${Coverage_NAME}.info and ${Coverage_NAME}.json.")
|
||||
if(NOT Coverage_SKIP_HTML)
|
||||
string(APPEND INFO_MSG " Open ${PROJECT_BINARY_DIR}/${Coverage_NAME}/index.html in your browser to view the coverage report.")
|
||||
endif()
|
||||
# Show where to find the fastcov info report
|
||||
add_custom_command(TARGET ${Coverage_NAME} POST_BUILD
|
||||
COMMAND ${CMAKE_COMMAND} -E echo ${INFO_MSG}
|
||||
)
|
||||
|
||||
endfunction() # setup_target_for_coverage_fastcov
|
||||
|
||||
function(append_coverage_compiler_flags)
|
||||
set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} ${COVERAGE_COMPILER_FLAGS}" PARENT_SCOPE)
|
||||
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} ${COVERAGE_COMPILER_FLAGS}" PARENT_SCOPE)
|
||||
set(CMAKE_Fortran_FLAGS "${CMAKE_Fortran_FLAGS} ${COVERAGE_COMPILER_FLAGS}" PARENT_SCOPE)
|
||||
message(STATUS "Appending code coverage compiler flags: ${COVERAGE_COMPILER_FLAGS}")
|
||||
endfunction() # append_coverage_compiler_flags
|
||||
|
||||
# Setup coverage for specific library
|
||||
function(append_coverage_compiler_flags_to_target name)
|
||||
separate_arguments(_flag_list NATIVE_COMMAND "${COVERAGE_COMPILER_FLAGS}")
|
||||
target_compile_options(${name} PRIVATE ${_flag_list})
|
||||
if(CMAKE_C_COMPILER_ID STREQUAL "GNU" OR CMAKE_Fortran_COMPILER_ID STREQUAL "GNU")
|
||||
target_link_libraries(${name} PRIVATE gcov)
|
||||
endif()
|
||||
endfunction()
|
||||
22
cmake/modules/StaticAnalyzers.cmake
Normal file
22
cmake/modules/StaticAnalyzers.cmake
Normal file
@ -0,0 +1,22 @@
|
||||
if(ENABLE_CLANG_TIDY)
|
||||
find_program(CLANG_TIDY_COMMAND NAMES clang-tidy)
|
||||
|
||||
if(NOT CLANG_TIDY_COMMAND)
|
||||
message(WARNING "🔴 CMake_RUN_CLANG_TIDY is ON but clang-tidy is not found!")
|
||||
set(CMAKE_CXX_CLANG_TIDY "" CACHE STRING "" FORCE)
|
||||
else()
|
||||
|
||||
message(STATUS "🟢 CMake_RUN_CLANG_TIDY is ON")
|
||||
set(CLANGTIDY_EXTRA_ARGS
|
||||
"-extra-arg=-Wno-unknown-warning-option"
|
||||
)
|
||||
set(CMAKE_CXX_CLANG_TIDY "${CLANG_TIDY_COMMAND};-p=${CMAKE_BINARY_DIR};${CLANGTIDY_EXTRA_ARGS}" CACHE STRING "" FORCE)
|
||||
|
||||
add_custom_target(clang-tidy
|
||||
COMMAND ${CMAKE_COMMAND} --build ${CMAKE_BINARY_DIR} --target ${CMAKE_PROJECT_NAME}
|
||||
COMMAND ${CMAKE_COMMAND} --build ${CMAKE_BINARY_DIR} --target clang-tidy
|
||||
COMMENT "Running clang-tidy..."
|
||||
)
|
||||
set(CMAKE_EXPORT_COMPILE_COMMANDS ON)
|
||||
endif()
|
||||
endif(ENABLE_CLANG_TIDY)
|
||||
4
config/CMakeLists.txt
Normal file
4
config/CMakeLists.txt
Normal file
@ -0,0 +1,4 @@
|
||||
configure_file(
|
||||
"config.h.in"
|
||||
"${CMAKE_BINARY_DIR}/configured_files/include/arffFiles_config.h" ESCAPE_QUOTES
|
||||
)
|
||||
13
config/config.h.in
Normal file
13
config/config.h.in
Normal file
@ -0,0 +1,13 @@
|
||||
#pragma once
|
||||
|
||||
#include <string>
|
||||
#include <string_view>
|
||||
|
||||
#define PROJECT_VERSION_MAJOR @PROJECT_VERSION_MAJOR @
|
||||
#define PROJECT_VERSION_MINOR @PROJECT_VERSION_MINOR @
|
||||
#define PROJECT_VERSION_PATCH @PROJECT_VERSION_PATCH @
|
||||
|
||||
static constexpr std::string_view arffFiles_project_name = "@PROJECT_NAME@";
|
||||
static constexpr std::string_view arffFiles_project_version = "@PROJECT_VERSION@";
|
||||
static constexpr std::string_view arffFiles_project_description = "@PROJECT_DESCRIPTION@";
|
||||
static constexpr std::string_view arffFiles_data_path = "@ArffFiles_SOURCE_DIR@/tests/data/";
|
||||
10
tests/CMakeLists.txt
Normal file
10
tests/CMakeLists.txt
Normal file
@ -0,0 +1,10 @@
|
||||
if(ENABLE_TESTING)
|
||||
include_directories(
|
||||
${ArffFiles_SOURCE_DIR}
|
||||
${CMAKE_BINARY_DIR}/configured_files/include
|
||||
)
|
||||
set(TEST_ARFFILES "unit_tests_arffFiles")
|
||||
add_executable(${TEST_ARFFILES} TestArffFiles.cc)
|
||||
target_link_libraries(${TEST_ARFFILES} PUBLIC Catch2::Catch2WithMain)
|
||||
add_test(NAME ${TEST_ARFFILES} COMMAND ${TEST_ARFFILES})
|
||||
endif(ENABLE_TESTING)
|
||||
119
tests/TestArffFiles.cc
Normal file
119
tests/TestArffFiles.cc
Normal file
@ -0,0 +1,119 @@
|
||||
#include <catch2/catch_test_macros.hpp>
|
||||
#include <catch2/catch_approx.hpp>
|
||||
#include <catch2/generators/catch_generators.hpp>
|
||||
#include "ArffFiles.hpp"
|
||||
#include "arffFiles_config.h"
|
||||
#include <iostream>
|
||||
|
||||
class Paths {
|
||||
public:
|
||||
static std::string datasets(const std::string& name)
|
||||
{
|
||||
std::string path = { arffFiles_data_path.begin(), arffFiles_data_path.end() };
|
||||
std::string file_name = path + name + ".arff";
|
||||
return file_name;
|
||||
}
|
||||
};
|
||||
|
||||
TEST_CASE("Version Test", "[ArffFiles]")
|
||||
{
|
||||
ArffFiles arff;
|
||||
REQUIRE(arff.version() == "1.0.0");
|
||||
}
|
||||
TEST_CASE("Load Test", "[ArffFiles]")
|
||||
{
|
||||
ArffFiles arff;
|
||||
arff.load(Paths::datasets("iris"));
|
||||
REQUIRE(arff.getClassName() == "class");
|
||||
REQUIRE(arff.getClassType() == "{Iris-setosa,Iris-versicolor,Iris-virginica}");
|
||||
REQUIRE(arff.getLabels().size() == 3);
|
||||
REQUIRE(arff.getLabels()[0] == "Iris-setosa");
|
||||
REQUIRE(arff.getLabels()[1] == "Iris-versicolor");
|
||||
REQUIRE(arff.getLabels()[2] == "Iris-virginica");
|
||||
REQUIRE(arff.getSize() == 150);
|
||||
REQUIRE(arff.getLines().size() == 150);
|
||||
REQUIRE(arff.getLines()[0] == "5.1,3.5,1.4,0.2,Iris-setosa");
|
||||
REQUIRE(arff.getLines()[149] == "5.9,3.0,5.1,1.8,Iris-virginica");
|
||||
REQUIRE(arff.getX().size() == 4);
|
||||
for (int i = 0; i < 4; ++i) {
|
||||
REQUIRE(arff.getX()[i].size() == 150);
|
||||
}
|
||||
auto expected = std::vector<std::vector<float>>{
|
||||
{5.1, 4.9, 4.7, 4.6},
|
||||
{3.5, 3.0, 3.2, 3.1},
|
||||
{1.4, 1.4, 1.3, 1.5},
|
||||
{0.2, 0.2, 0.2, 0.2}
|
||||
};
|
||||
for (int i = 0; i < 4; ++i) {
|
||||
for (int j = 0; j < 4; ++j)
|
||||
REQUIRE(arff.getX()[i][j] == Catch::Approx(expected[i][j]));
|
||||
}
|
||||
auto expected_y = std::vector<int>{ 2, 2, 2, 2 };
|
||||
for (int i = 120; i < 124; ++i)
|
||||
REQUIRE(arff.getY()[i] == expected_y[i - 120]);
|
||||
auto expected_attributes = std::vector<std::pair<std::string, std::string>>{
|
||||
{"sepallength", "REAL"},
|
||||
{"sepalwidth", "REAL"},
|
||||
{"petallength", "REAL"},
|
||||
{"petalwidth", "REAL"}
|
||||
};
|
||||
for (int i = 0; i < arff.getAttributes().size(); ++i) {
|
||||
REQUIRE(arff.getAttributes()[i].first == expected_attributes[i].first);
|
||||
REQUIRE(arff.getAttributes()[i].second == expected_attributes[i].second);
|
||||
}
|
||||
}
|
||||
TEST_CASE("Load with class name", "[ArffFiles]")
|
||||
{
|
||||
ArffFiles arff;
|
||||
arff.load(Paths::datasets("glass"), "Type");
|
||||
REQUIRE(arff.getClassName() == "Type");
|
||||
REQUIRE(arff.getClassType() == "{ 'build wind float', 'build wind non-float', 'vehic wind float', 'vehic wind non-float', containers, tableware, headlamps}");
|
||||
REQUIRE(arff.getLabels().size() == 6);
|
||||
REQUIRE(arff.getLabels()[0] == "'build wind float'");
|
||||
REQUIRE(arff.getLabels()[1] == "'vehic wind float'");
|
||||
REQUIRE(arff.getLabels()[2] == "tableware");
|
||||
REQUIRE(arff.getLabels()[3] == "'build wind non-float'");
|
||||
REQUIRE(arff.getLabels()[4] == "headlamps");
|
||||
REQUIRE(arff.getLabels()[5] == "containers");
|
||||
REQUIRE(arff.getSize() == 214);
|
||||
REQUIRE(arff.getLines().size() == 214);
|
||||
REQUIRE(arff.getLines()[0] == "1.51793,12.79,3.5,1.12,73.03,0.64,8.77,0,0,'build wind float'");
|
||||
REQUIRE(arff.getLines()[149] == "1.51813,13.43,3.98,1.18,72.49,0.58,8.15,0,0,'build wind non-float'");
|
||||
REQUIRE(arff.getX().size() == 9);
|
||||
for (int i = 0; i < 9; ++i) {
|
||||
REQUIRE(arff.getX()[i].size() == 214);
|
||||
}
|
||||
std::vector<std::vector<float>> expected = {
|
||||
{1.51793, 1.51643, 1.51793, 1.51299},
|
||||
{12.79, 12.16, 13.21, 14.4 },
|
||||
{3.5, 3.52, 3.48, 1.74},
|
||||
{1.12, 1.35, 1.41, 1.54}
|
||||
};
|
||||
for (int i = 0; i < 4; ++i) {
|
||||
for (int j = 0; j < 4; ++j)
|
||||
REQUIRE(arff.getX()[i][j] == Catch::Approx(expected[i][j]));
|
||||
}
|
||||
auto expected_y = std::vector<int>{ 3, 0, 3, 3 };
|
||||
for (int i = 120; i < 124; ++i)
|
||||
REQUIRE(arff.getY()[i] == expected_y[i - 120]);
|
||||
}
|
||||
TEST_CASE("Load with class name as first attribute", "[ArffFiles]")
|
||||
{
|
||||
ArffFiles arff;
|
||||
arff.load(Paths::datasets("kdd_JapaneseVowels"), false);
|
||||
REQUIRE(arff.getClassName() == "speaker");
|
||||
auto expected = std::vector<std::vector<float>>{ {
|
||||
{1, 1, 1, 1},
|
||||
{1, 2, 3, 4 },
|
||||
{1.86094, 1.89165, 1.93921, 1.71752},
|
||||
{-0.207383, -0.193249, -0.239664, -0.218572} }
|
||||
};
|
||||
for (int i = 0; i < 4; ++i) {
|
||||
for (int j = 0; j < 4; ++j)
|
||||
REQUIRE(arff.getX()[i][j] == Catch::Approx(expected[i][j]));
|
||||
}
|
||||
auto expected_y = std::vector<int>{ 0, 0, 0, 0 };
|
||||
for (int i = 120; i < 124; ++i)
|
||||
REQUIRE(arff.getY()[i] == expected_y[i - 120]);
|
||||
}
|
||||
|
||||
863
tests/data/diabetes.arff
Executable file
863
tests/data/diabetes.arff
Executable file
@ -0,0 +1,863 @@
|
||||
% 1. Title: Pima Indians Diabetes Database
|
||||
%
|
||||
% 2. Sources:
|
||||
% (a) Original owners: National Institute of Diabetes and Digestive and
|
||||
% Kidney Diseases
|
||||
% (b) Donor of database: Vincent Sigillito (vgs@aplcen.apl.jhu.edu)
|
||||
% Research Center, RMI Group Leader
|
||||
% Applied Physics Laboratory
|
||||
% The Johns Hopkins University
|
||||
% Johns Hopkins Road
|
||||
% Laurel, MD 20707
|
||||
% (301) 953-6231
|
||||
% (c) Date received: 9 May 1990
|
||||
%
|
||||
% 3. Past Usage:
|
||||
% 1. Smith,~J.~W., Everhart,~J.~E., Dickson,~W.~C., Knowler,~W.~C., \&
|
||||
% Johannes,~R.~S. (1988). Using the ADAP learning algorithm to forecast
|
||||
% the onset of diabetes mellitus. In {\it Proceedings of the Symposium
|
||||
% on Computer Applications and Medical Care} (pp. 261--265). IEEE
|
||||
% Computer Society Press.
|
||||
%
|
||||
% The diagnostic, binary-valued variable investigated is whether the
|
||||
% patient shows signs of diabetes according to World Health Organization
|
||||
% criteria (i.e., if the 2 hour post-load plasma glucose was at least
|
||||
% 200 mg/dl at any survey examination or if found during routine medical
|
||||
% care). The population lives near Phoenix, Arizona, USA.
|
||||
%
|
||||
% Results: Their ADAP algorithm makes a real-valued prediction between
|
||||
% 0 and 1. This was transformed into a binary decision using a cutoff of
|
||||
% 0.448. Using 576 training instances, the sensitivity and specificity
|
||||
% of their algorithm was 76% on the remaining 192 instances.
|
||||
%
|
||||
% 4. Relevant Information:
|
||||
% Several constraints were placed on the selection of these instances from
|
||||
% a larger database. In particular, all patients here are females at
|
||||
% least 21 years old of Pima Indian heritage. ADAP is an adaptive learning
|
||||
% routine that generates and executes digital analogs of perceptron-like
|
||||
% devices. It is a unique algorithm; see the paper for details.
|
||||
%
|
||||
% 5. Number of Instances: 768
|
||||
%
|
||||
% 6. Number of Attributes: 8 plus class
|
||||
%
|
||||
% 7. For Each Attribute: (all numeric-valued)
|
||||
% 1. Number of times pregnant
|
||||
% 2. Plasma glucose concentration a 2 hours in an oral glucose tolerance test
|
||||
% 3. Diastolic blood pressure (mm Hg)
|
||||
% 4. Triceps skin fold thickness (mm)
|
||||
% 5. 2-Hour serum insulin (mu U/ml)
|
||||
% 6. Body mass index (weight in kg/(height in m)^2)
|
||||
% 7. Diabetes pedigree function
|
||||
% 8. Age (years)
|
||||
% 9. Class variable (0 or 1)
|
||||
%
|
||||
% 8. Missing Attribute Values: None
|
||||
%
|
||||
% 9. Class Distribution: (class value 1 is interpreted as "tested positive for
|
||||
% diabetes")
|
||||
%
|
||||
% Class Value Number of instances
|
||||
% 0 500
|
||||
% 1 268
|
||||
%
|
||||
% 10. Brief statistical analysis:
|
||||
%
|
||||
% Attribute number: Mean: Standard Deviation:
|
||||
% 1. 3.8 3.4
|
||||
% 2. 120.9 32.0
|
||||
% 3. 69.1 19.4
|
||||
% 4. 20.5 16.0
|
||||
% 5. 79.8 115.2
|
||||
% 6. 32.0 7.9
|
||||
% 7. 0.5 0.3
|
||||
% 8. 33.2 11.8
|
||||
%
|
||||
%
|
||||
%
|
||||
%
|
||||
%
|
||||
%
|
||||
% Relabeled values in attribute 'class'
|
||||
% From: 0 To: tested_negative
|
||||
% From: 1 To: tested_positive
|
||||
%
|
||||
@relation pima_diabetes
|
||||
@attribute 'preg' real
|
||||
@attribute 'plas' real
|
||||
@attribute 'pres' real
|
||||
@attribute 'skin' real
|
||||
@attribute 'insu' real
|
||||
@attribute 'mass' real
|
||||
@attribute 'pedi' real
|
||||
@attribute 'age' real
|
||||
@attribute 'class' { tested_negative, tested_positive}
|
||||
@data
|
||||
6,148,72,35,0,33.6,0.627,50,tested_positive
|
||||
1,85,66,29,0,26.6,0.351,31,tested_negative
|
||||
8,183,64,0,0,23.3,0.672,32,tested_positive
|
||||
1,89,66,23,94,28.1,0.167,21,tested_negative
|
||||
0,137,40,35,168,43.1,2.288,33,tested_positive
|
||||
5,116,74,0,0,25.6,0.201,30,tested_negative
|
||||
3,78,50,32,88,31,0.248,26,tested_positive
|
||||
10,115,0,0,0,35.3,0.134,29,tested_negative
|
||||
2,197,70,45,543,30.5,0.158,53,tested_positive
|
||||
8,125,96,0,0,0,0.232,54,tested_positive
|
||||
4,110,92,0,0,37.6,0.191,30,tested_negative
|
||||
10,168,74,0,0,38,0.537,34,tested_positive
|
||||
10,139,80,0,0,27.1,1.441,57,tested_negative
|
||||
1,189,60,23,846,30.1,0.398,59,tested_positive
|
||||
5,166,72,19,175,25.8,0.587,51,tested_positive
|
||||
7,100,0,0,0,30,0.484,32,tested_positive
|
||||
0,118,84,47,230,45.8,0.551,31,tested_positive
|
||||
7,107,74,0,0,29.6,0.254,31,tested_positive
|
||||
1,103,30,38,83,43.3,0.183,33,tested_negative
|
||||
1,115,70,30,96,34.6,0.529,32,tested_positive
|
||||
3,126,88,41,235,39.3,0.704,27,tested_negative
|
||||
8,99,84,0,0,35.4,0.388,50,tested_negative
|
||||
7,196,90,0,0,39.8,0.451,41,tested_positive
|
||||
9,119,80,35,0,29,0.263,29,tested_positive
|
||||
11,143,94,33,146,36.6,0.254,51,tested_positive
|
||||
10,125,70,26,115,31.1,0.205,41,tested_positive
|
||||
7,147,76,0,0,39.4,0.257,43,tested_positive
|
||||
1,97,66,15,140,23.2,0.487,22,tested_negative
|
||||
13,145,82,19,110,22.2,0.245,57,tested_negative
|
||||
5,117,92,0,0,34.1,0.337,38,tested_negative
|
||||
5,109,75,26,0,36,0.546,60,tested_negative
|
||||
3,158,76,36,245,31.6,0.851,28,tested_positive
|
||||
3,88,58,11,54,24.8,0.267,22,tested_negative
|
||||
6,92,92,0,0,19.9,0.188,28,tested_negative
|
||||
10,122,78,31,0,27.6,0.512,45,tested_negative
|
||||
4,103,60,33,192,24,0.966,33,tested_negative
|
||||
11,138,76,0,0,33.2,0.42,35,tested_negative
|
||||
9,102,76,37,0,32.9,0.665,46,tested_positive
|
||||
2,90,68,42,0,38.2,0.503,27,tested_positive
|
||||
4,111,72,47,207,37.1,1.39,56,tested_positive
|
||||
3,180,64,25,70,34,0.271,26,tested_negative
|
||||
7,133,84,0,0,40.2,0.696,37,tested_negative
|
||||
7,106,92,18,0,22.7,0.235,48,tested_negative
|
||||
9,171,110,24,240,45.4,0.721,54,tested_positive
|
||||
7,159,64,0,0,27.4,0.294,40,tested_negative
|
||||
0,180,66,39,0,42,1.893,25,tested_positive
|
||||
1,146,56,0,0,29.7,0.564,29,tested_negative
|
||||
2,71,70,27,0,28,0.586,22,tested_negative
|
||||
7,103,66,32,0,39.1,0.344,31,tested_positive
|
||||
7,105,0,0,0,0,0.305,24,tested_negative
|
||||
1,103,80,11,82,19.4,0.491,22,tested_negative
|
||||
1,101,50,15,36,24.2,0.526,26,tested_negative
|
||||
5,88,66,21,23,24.4,0.342,30,tested_negative
|
||||
8,176,90,34,300,33.7,0.467,58,tested_positive
|
||||
7,150,66,42,342,34.7,0.718,42,tested_negative
|
||||
1,73,50,10,0,23,0.248,21,tested_negative
|
||||
7,187,68,39,304,37.7,0.254,41,tested_positive
|
||||
0,100,88,60,110,46.8,0.962,31,tested_negative
|
||||
0,146,82,0,0,40.5,1.781,44,tested_negative
|
||||
0,105,64,41,142,41.5,0.173,22,tested_negative
|
||||
2,84,0,0,0,0,0.304,21,tested_negative
|
||||
8,133,72,0,0,32.9,0.27,39,tested_positive
|
||||
5,44,62,0,0,25,0.587,36,tested_negative
|
||||
2,141,58,34,128,25.4,0.699,24,tested_negative
|
||||
7,114,66,0,0,32.8,0.258,42,tested_positive
|
||||
5,99,74,27,0,29,0.203,32,tested_negative
|
||||
0,109,88,30,0,32.5,0.855,38,tested_positive
|
||||
2,109,92,0,0,42.7,0.845,54,tested_negative
|
||||
1,95,66,13,38,19.6,0.334,25,tested_negative
|
||||
4,146,85,27,100,28.9,0.189,27,tested_negative
|
||||
2,100,66,20,90,32.9,0.867,28,tested_positive
|
||||
5,139,64,35,140,28.6,0.411,26,tested_negative
|
||||
13,126,90,0,0,43.4,0.583,42,tested_positive
|
||||
4,129,86,20,270,35.1,0.231,23,tested_negative
|
||||
1,79,75,30,0,32,0.396,22,tested_negative
|
||||
1,0,48,20,0,24.7,0.14,22,tested_negative
|
||||
7,62,78,0,0,32.6,0.391,41,tested_negative
|
||||
5,95,72,33,0,37.7,0.37,27,tested_negative
|
||||
0,131,0,0,0,43.2,0.27,26,tested_positive
|
||||
2,112,66,22,0,25,0.307,24,tested_negative
|
||||
3,113,44,13,0,22.4,0.14,22,tested_negative
|
||||
2,74,0,0,0,0,0.102,22,tested_negative
|
||||
7,83,78,26,71,29.3,0.767,36,tested_negative
|
||||
0,101,65,28,0,24.6,0.237,22,tested_negative
|
||||
5,137,108,0,0,48.8,0.227,37,tested_positive
|
||||
2,110,74,29,125,32.4,0.698,27,tested_negative
|
||||
13,106,72,54,0,36.6,0.178,45,tested_negative
|
||||
2,100,68,25,71,38.5,0.324,26,tested_negative
|
||||
15,136,70,32,110,37.1,0.153,43,tested_positive
|
||||
1,107,68,19,0,26.5,0.165,24,tested_negative
|
||||
1,80,55,0,0,19.1,0.258,21,tested_negative
|
||||
4,123,80,15,176,32,0.443,34,tested_negative
|
||||
7,81,78,40,48,46.7,0.261,42,tested_negative
|
||||
4,134,72,0,0,23.8,0.277,60,tested_positive
|
||||
2,142,82,18,64,24.7,0.761,21,tested_negative
|
||||
6,144,72,27,228,33.9,0.255,40,tested_negative
|
||||
2,92,62,28,0,31.6,0.13,24,tested_negative
|
||||
1,71,48,18,76,20.4,0.323,22,tested_negative
|
||||
6,93,50,30,64,28.7,0.356,23,tested_negative
|
||||
1,122,90,51,220,49.7,0.325,31,tested_positive
|
||||
1,163,72,0,0,39,1.222,33,tested_positive
|
||||
1,151,60,0,0,26.1,0.179,22,tested_negative
|
||||
0,125,96,0,0,22.5,0.262,21,tested_negative
|
||||
1,81,72,18,40,26.6,0.283,24,tested_negative
|
||||
2,85,65,0,0,39.6,0.93,27,tested_negative
|
||||
1,126,56,29,152,28.7,0.801,21,tested_negative
|
||||
1,96,122,0,0,22.4,0.207,27,tested_negative
|
||||
4,144,58,28,140,29.5,0.287,37,tested_negative
|
||||
3,83,58,31,18,34.3,0.336,25,tested_negative
|
||||
0,95,85,25,36,37.4,0.247,24,tested_positive
|
||||
3,171,72,33,135,33.3,0.199,24,tested_positive
|
||||
8,155,62,26,495,34,0.543,46,tested_positive
|
||||
1,89,76,34,37,31.2,0.192,23,tested_negative
|
||||
4,76,62,0,0,34,0.391,25,tested_negative
|
||||
7,160,54,32,175,30.5,0.588,39,tested_positive
|
||||
4,146,92,0,0,31.2,0.539,61,tested_positive
|
||||
5,124,74,0,0,34,0.22,38,tested_positive
|
||||
5,78,48,0,0,33.7,0.654,25,tested_negative
|
||||
4,97,60,23,0,28.2,0.443,22,tested_negative
|
||||
4,99,76,15,51,23.2,0.223,21,tested_negative
|
||||
0,162,76,56,100,53.2,0.759,25,tested_positive
|
||||
6,111,64,39,0,34.2,0.26,24,tested_negative
|
||||
2,107,74,30,100,33.6,0.404,23,tested_negative
|
||||
5,132,80,0,0,26.8,0.186,69,tested_negative
|
||||
0,113,76,0,0,33.3,0.278,23,tested_positive
|
||||
1,88,30,42,99,55,0.496,26,tested_positive
|
||||
3,120,70,30,135,42.9,0.452,30,tested_negative
|
||||
1,118,58,36,94,33.3,0.261,23,tested_negative
|
||||
1,117,88,24,145,34.5,0.403,40,tested_positive
|
||||
0,105,84,0,0,27.9,0.741,62,tested_positive
|
||||
4,173,70,14,168,29.7,0.361,33,tested_positive
|
||||
9,122,56,0,0,33.3,1.114,33,tested_positive
|
||||
3,170,64,37,225,34.5,0.356,30,tested_positive
|
||||
8,84,74,31,0,38.3,0.457,39,tested_negative
|
||||
2,96,68,13,49,21.1,0.647,26,tested_negative
|
||||
2,125,60,20,140,33.8,0.088,31,tested_negative
|
||||
0,100,70,26,50,30.8,0.597,21,tested_negative
|
||||
0,93,60,25,92,28.7,0.532,22,tested_negative
|
||||
0,129,80,0,0,31.2,0.703,29,tested_negative
|
||||
5,105,72,29,325,36.9,0.159,28,tested_negative
|
||||
3,128,78,0,0,21.1,0.268,55,tested_negative
|
||||
5,106,82,30,0,39.5,0.286,38,tested_negative
|
||||
2,108,52,26,63,32.5,0.318,22,tested_negative
|
||||
10,108,66,0,0,32.4,0.272,42,tested_positive
|
||||
4,154,62,31,284,32.8,0.237,23,tested_negative
|
||||
0,102,75,23,0,0,0.572,21,tested_negative
|
||||
9,57,80,37,0,32.8,0.096,41,tested_negative
|
||||
2,106,64,35,119,30.5,1.4,34,tested_negative
|
||||
5,147,78,0,0,33.7,0.218,65,tested_negative
|
||||
2,90,70,17,0,27.3,0.085,22,tested_negative
|
||||
1,136,74,50,204,37.4,0.399,24,tested_negative
|
||||
4,114,65,0,0,21.9,0.432,37,tested_negative
|
||||
9,156,86,28,155,34.3,1.189,42,tested_positive
|
||||
1,153,82,42,485,40.6,0.687,23,tested_negative
|
||||
8,188,78,0,0,47.9,0.137,43,tested_positive
|
||||
7,152,88,44,0,50,0.337,36,tested_positive
|
||||
2,99,52,15,94,24.6,0.637,21,tested_negative
|
||||
1,109,56,21,135,25.2,0.833,23,tested_negative
|
||||
2,88,74,19,53,29,0.229,22,tested_negative
|
||||
17,163,72,41,114,40.9,0.817,47,tested_positive
|
||||
4,151,90,38,0,29.7,0.294,36,tested_negative
|
||||
7,102,74,40,105,37.2,0.204,45,tested_negative
|
||||
0,114,80,34,285,44.2,0.167,27,tested_negative
|
||||
2,100,64,23,0,29.7,0.368,21,tested_negative
|
||||
0,131,88,0,0,31.6,0.743,32,tested_positive
|
||||
6,104,74,18,156,29.9,0.722,41,tested_positive
|
||||
3,148,66,25,0,32.5,0.256,22,tested_negative
|
||||
4,120,68,0,0,29.6,0.709,34,tested_negative
|
||||
4,110,66,0,0,31.9,0.471,29,tested_negative
|
||||
3,111,90,12,78,28.4,0.495,29,tested_negative
|
||||
6,102,82,0,0,30.8,0.18,36,tested_positive
|
||||
6,134,70,23,130,35.4,0.542,29,tested_positive
|
||||
2,87,0,23,0,28.9,0.773,25,tested_negative
|
||||
1,79,60,42,48,43.5,0.678,23,tested_negative
|
||||
2,75,64,24,55,29.7,0.37,33,tested_negative
|
||||
8,179,72,42,130,32.7,0.719,36,tested_positive
|
||||
6,85,78,0,0,31.2,0.382,42,tested_negative
|
||||
0,129,110,46,130,67.1,0.319,26,tested_positive
|
||||
5,143,78,0,0,45,0.19,47,tested_negative
|
||||
5,130,82,0,0,39.1,0.956,37,tested_positive
|
||||
6,87,80,0,0,23.2,0.084,32,tested_negative
|
||||
0,119,64,18,92,34.9,0.725,23,tested_negative
|
||||
1,0,74,20,23,27.7,0.299,21,tested_negative
|
||||
5,73,60,0,0,26.8,0.268,27,tested_negative
|
||||
4,141,74,0,0,27.6,0.244,40,tested_negative
|
||||
7,194,68,28,0,35.9,0.745,41,tested_positive
|
||||
8,181,68,36,495,30.1,0.615,60,tested_positive
|
||||
1,128,98,41,58,32,1.321,33,tested_positive
|
||||
8,109,76,39,114,27.9,0.64,31,tested_positive
|
||||
5,139,80,35,160,31.6,0.361,25,tested_positive
|
||||
3,111,62,0,0,22.6,0.142,21,tested_negative
|
||||
9,123,70,44,94,33.1,0.374,40,tested_negative
|
||||
7,159,66,0,0,30.4,0.383,36,tested_positive
|
||||
11,135,0,0,0,52.3,0.578,40,tested_positive
|
||||
8,85,55,20,0,24.4,0.136,42,tested_negative
|
||||
5,158,84,41,210,39.4,0.395,29,tested_positive
|
||||
1,105,58,0,0,24.3,0.187,21,tested_negative
|
||||
3,107,62,13,48,22.9,0.678,23,tested_positive
|
||||
4,109,64,44,99,34.8,0.905,26,tested_positive
|
||||
4,148,60,27,318,30.9,0.15,29,tested_positive
|
||||
0,113,80,16,0,31,0.874,21,tested_negative
|
||||
1,138,82,0,0,40.1,0.236,28,tested_negative
|
||||
0,108,68,20,0,27.3,0.787,32,tested_negative
|
||||
2,99,70,16,44,20.4,0.235,27,tested_negative
|
||||
6,103,72,32,190,37.7,0.324,55,tested_negative
|
||||
5,111,72,28,0,23.9,0.407,27,tested_negative
|
||||
8,196,76,29,280,37.5,0.605,57,tested_positive
|
||||
5,162,104,0,0,37.7,0.151,52,tested_positive
|
||||
1,96,64,27,87,33.2,0.289,21,tested_negative
|
||||
7,184,84,33,0,35.5,0.355,41,tested_positive
|
||||
2,81,60,22,0,27.7,0.29,25,tested_negative
|
||||
0,147,85,54,0,42.8,0.375,24,tested_negative
|
||||
7,179,95,31,0,34.2,0.164,60,tested_negative
|
||||
0,140,65,26,130,42.6,0.431,24,tested_positive
|
||||
9,112,82,32,175,34.2,0.26,36,tested_positive
|
||||
12,151,70,40,271,41.8,0.742,38,tested_positive
|
||||
5,109,62,41,129,35.8,0.514,25,tested_positive
|
||||
6,125,68,30,120,30,0.464,32,tested_negative
|
||||
5,85,74,22,0,29,1.224,32,tested_positive
|
||||
5,112,66,0,0,37.8,0.261,41,tested_positive
|
||||
0,177,60,29,478,34.6,1.072,21,tested_positive
|
||||
2,158,90,0,0,31.6,0.805,66,tested_positive
|
||||
7,119,0,0,0,25.2,0.209,37,tested_negative
|
||||
7,142,60,33,190,28.8,0.687,61,tested_negative
|
||||
1,100,66,15,56,23.6,0.666,26,tested_negative
|
||||
1,87,78,27,32,34.6,0.101,22,tested_negative
|
||||
0,101,76,0,0,35.7,0.198,26,tested_negative
|
||||
3,162,52,38,0,37.2,0.652,24,tested_positive
|
||||
4,197,70,39,744,36.7,2.329,31,tested_negative
|
||||
0,117,80,31,53,45.2,0.089,24,tested_negative
|
||||
4,142,86,0,0,44,0.645,22,tested_positive
|
||||
6,134,80,37,370,46.2,0.238,46,tested_positive
|
||||
1,79,80,25,37,25.4,0.583,22,tested_negative
|
||||
4,122,68,0,0,35,0.394,29,tested_negative
|
||||
3,74,68,28,45,29.7,0.293,23,tested_negative
|
||||
4,171,72,0,0,43.6,0.479,26,tested_positive
|
||||
7,181,84,21,192,35.9,0.586,51,tested_positive
|
||||
0,179,90,27,0,44.1,0.686,23,tested_positive
|
||||
9,164,84,21,0,30.8,0.831,32,tested_positive
|
||||
0,104,76,0,0,18.4,0.582,27,tested_negative
|
||||
1,91,64,24,0,29.2,0.192,21,tested_negative
|
||||
4,91,70,32,88,33.1,0.446,22,tested_negative
|
||||
3,139,54,0,0,25.6,0.402,22,tested_positive
|
||||
6,119,50,22,176,27.1,1.318,33,tested_positive
|
||||
2,146,76,35,194,38.2,0.329,29,tested_negative
|
||||
9,184,85,15,0,30,1.213,49,tested_positive
|
||||
10,122,68,0,0,31.2,0.258,41,tested_negative
|
||||
0,165,90,33,680,52.3,0.427,23,tested_negative
|
||||
9,124,70,33,402,35.4,0.282,34,tested_negative
|
||||
1,111,86,19,0,30.1,0.143,23,tested_negative
|
||||
9,106,52,0,0,31.2,0.38,42,tested_negative
|
||||
2,129,84,0,0,28,0.284,27,tested_negative
|
||||
2,90,80,14,55,24.4,0.249,24,tested_negative
|
||||
0,86,68,32,0,35.8,0.238,25,tested_negative
|
||||
12,92,62,7,258,27.6,0.926,44,tested_positive
|
||||
1,113,64,35,0,33.6,0.543,21,tested_positive
|
||||
3,111,56,39,0,30.1,0.557,30,tested_negative
|
||||
2,114,68,22,0,28.7,0.092,25,tested_negative
|
||||
1,193,50,16,375,25.9,0.655,24,tested_negative
|
||||
11,155,76,28,150,33.3,1.353,51,tested_positive
|
||||
3,191,68,15,130,30.9,0.299,34,tested_negative
|
||||
3,141,0,0,0,30,0.761,27,tested_positive
|
||||
4,95,70,32,0,32.1,0.612,24,tested_negative
|
||||
3,142,80,15,0,32.4,0.2,63,tested_negative
|
||||
4,123,62,0,0,32,0.226,35,tested_positive
|
||||
5,96,74,18,67,33.6,0.997,43,tested_negative
|
||||
0,138,0,0,0,36.3,0.933,25,tested_positive
|
||||
2,128,64,42,0,40,1.101,24,tested_negative
|
||||
0,102,52,0,0,25.1,0.078,21,tested_negative
|
||||
2,146,0,0,0,27.5,0.24,28,tested_positive
|
||||
10,101,86,37,0,45.6,1.136,38,tested_positive
|
||||
2,108,62,32,56,25.2,0.128,21,tested_negative
|
||||
3,122,78,0,0,23,0.254,40,tested_negative
|
||||
1,71,78,50,45,33.2,0.422,21,tested_negative
|
||||
13,106,70,0,0,34.2,0.251,52,tested_negative
|
||||
2,100,70,52,57,40.5,0.677,25,tested_negative
|
||||
7,106,60,24,0,26.5,0.296,29,tested_positive
|
||||
0,104,64,23,116,27.8,0.454,23,tested_negative
|
||||
5,114,74,0,0,24.9,0.744,57,tested_negative
|
||||
2,108,62,10,278,25.3,0.881,22,tested_negative
|
||||
0,146,70,0,0,37.9,0.334,28,tested_positive
|
||||
10,129,76,28,122,35.9,0.28,39,tested_negative
|
||||
7,133,88,15,155,32.4,0.262,37,tested_negative
|
||||
7,161,86,0,0,30.4,0.165,47,tested_positive
|
||||
2,108,80,0,0,27,0.259,52,tested_positive
|
||||
7,136,74,26,135,26,0.647,51,tested_negative
|
||||
5,155,84,44,545,38.7,0.619,34,tested_negative
|
||||
1,119,86,39,220,45.6,0.808,29,tested_positive
|
||||
4,96,56,17,49,20.8,0.34,26,tested_negative
|
||||
5,108,72,43,75,36.1,0.263,33,tested_negative
|
||||
0,78,88,29,40,36.9,0.434,21,tested_negative
|
||||
0,107,62,30,74,36.6,0.757,25,tested_positive
|
||||
2,128,78,37,182,43.3,1.224,31,tested_positive
|
||||
1,128,48,45,194,40.5,0.613,24,tested_positive
|
||||
0,161,50,0,0,21.9,0.254,65,tested_negative
|
||||
6,151,62,31,120,35.5,0.692,28,tested_negative
|
||||
2,146,70,38,360,28,0.337,29,tested_positive
|
||||
0,126,84,29,215,30.7,0.52,24,tested_negative
|
||||
14,100,78,25,184,36.6,0.412,46,tested_positive
|
||||
8,112,72,0,0,23.6,0.84,58,tested_negative
|
||||
0,167,0,0,0,32.3,0.839,30,tested_positive
|
||||
2,144,58,33,135,31.6,0.422,25,tested_positive
|
||||
5,77,82,41,42,35.8,0.156,35,tested_negative
|
||||
5,115,98,0,0,52.9,0.209,28,tested_positive
|
||||
3,150,76,0,0,21,0.207,37,tested_negative
|
||||
2,120,76,37,105,39.7,0.215,29,tested_negative
|
||||
10,161,68,23,132,25.5,0.326,47,tested_positive
|
||||
0,137,68,14,148,24.8,0.143,21,tested_negative
|
||||
0,128,68,19,180,30.5,1.391,25,tested_positive
|
||||
2,124,68,28,205,32.9,0.875,30,tested_positive
|
||||
6,80,66,30,0,26.2,0.313,41,tested_negative
|
||||
0,106,70,37,148,39.4,0.605,22,tested_negative
|
||||
2,155,74,17,96,26.6,0.433,27,tested_positive
|
||||
3,113,50,10,85,29.5,0.626,25,tested_negative
|
||||
7,109,80,31,0,35.9,1.127,43,tested_positive
|
||||
2,112,68,22,94,34.1,0.315,26,tested_negative
|
||||
3,99,80,11,64,19.3,0.284,30,tested_negative
|
||||
3,182,74,0,0,30.5,0.345,29,tested_positive
|
||||
3,115,66,39,140,38.1,0.15,28,tested_negative
|
||||
6,194,78,0,0,23.5,0.129,59,tested_positive
|
||||
4,129,60,12,231,27.5,0.527,31,tested_negative
|
||||
3,112,74,30,0,31.6,0.197,25,tested_positive
|
||||
0,124,70,20,0,27.4,0.254,36,tested_positive
|
||||
13,152,90,33,29,26.8,0.731,43,tested_positive
|
||||
2,112,75,32,0,35.7,0.148,21,tested_negative
|
||||
1,157,72,21,168,25.6,0.123,24,tested_negative
|
||||
1,122,64,32,156,35.1,0.692,30,tested_positive
|
||||
10,179,70,0,0,35.1,0.2,37,tested_negative
|
||||
2,102,86,36,120,45.5,0.127,23,tested_positive
|
||||
6,105,70,32,68,30.8,0.122,37,tested_negative
|
||||
8,118,72,19,0,23.1,1.476,46,tested_negative
|
||||
2,87,58,16,52,32.7,0.166,25,tested_negative
|
||||
1,180,0,0,0,43.3,0.282,41,tested_positive
|
||||
12,106,80,0,0,23.6,0.137,44,tested_negative
|
||||
1,95,60,18,58,23.9,0.26,22,tested_negative
|
||||
0,165,76,43,255,47.9,0.259,26,tested_negative
|
||||
0,117,0,0,0,33.8,0.932,44,tested_negative
|
||||
5,115,76,0,0,31.2,0.343,44,tested_positive
|
||||
9,152,78,34,171,34.2,0.893,33,tested_positive
|
||||
7,178,84,0,0,39.9,0.331,41,tested_positive
|
||||
1,130,70,13,105,25.9,0.472,22,tested_negative
|
||||
1,95,74,21,73,25.9,0.673,36,tested_negative
|
||||
1,0,68,35,0,32,0.389,22,tested_negative
|
||||
5,122,86,0,0,34.7,0.29,33,tested_negative
|
||||
8,95,72,0,0,36.8,0.485,57,tested_negative
|
||||
8,126,88,36,108,38.5,0.349,49,tested_negative
|
||||
1,139,46,19,83,28.7,0.654,22,tested_negative
|
||||
3,116,0,0,0,23.5,0.187,23,tested_negative
|
||||
3,99,62,19,74,21.8,0.279,26,tested_negative
|
||||
5,0,80,32,0,41,0.346,37,tested_positive
|
||||
4,92,80,0,0,42.2,0.237,29,tested_negative
|
||||
4,137,84,0,0,31.2,0.252,30,tested_negative
|
||||
3,61,82,28,0,34.4,0.243,46,tested_negative
|
||||
1,90,62,12,43,27.2,0.58,24,tested_negative
|
||||
3,90,78,0,0,42.7,0.559,21,tested_negative
|
||||
9,165,88,0,0,30.4,0.302,49,tested_positive
|
||||
1,125,50,40,167,33.3,0.962,28,tested_positive
|
||||
13,129,0,30,0,39.9,0.569,44,tested_positive
|
||||
12,88,74,40,54,35.3,0.378,48,tested_negative
|
||||
1,196,76,36,249,36.5,0.875,29,tested_positive
|
||||
5,189,64,33,325,31.2,0.583,29,tested_positive
|
||||
5,158,70,0,0,29.8,0.207,63,tested_negative
|
||||
5,103,108,37,0,39.2,0.305,65,tested_negative
|
||||
4,146,78,0,0,38.5,0.52,67,tested_positive
|
||||
4,147,74,25,293,34.9,0.385,30,tested_negative
|
||||
5,99,54,28,83,34,0.499,30,tested_negative
|
||||
6,124,72,0,0,27.6,0.368,29,tested_positive
|
||||
0,101,64,17,0,21,0.252,21,tested_negative
|
||||
3,81,86,16,66,27.5,0.306,22,tested_negative
|
||||
1,133,102,28,140,32.8,0.234,45,tested_positive
|
||||
3,173,82,48,465,38.4,2.137,25,tested_positive
|
||||
0,118,64,23,89,0,1.731,21,tested_negative
|
||||
0,84,64,22,66,35.8,0.545,21,tested_negative
|
||||
2,105,58,40,94,34.9,0.225,25,tested_negative
|
||||
2,122,52,43,158,36.2,0.816,28,tested_negative
|
||||
12,140,82,43,325,39.2,0.528,58,tested_positive
|
||||
0,98,82,15,84,25.2,0.299,22,tested_negative
|
||||
1,87,60,37,75,37.2,0.509,22,tested_negative
|
||||
4,156,75,0,0,48.3,0.238,32,tested_positive
|
||||
0,93,100,39,72,43.4,1.021,35,tested_negative
|
||||
1,107,72,30,82,30.8,0.821,24,tested_negative
|
||||
0,105,68,22,0,20,0.236,22,tested_negative
|
||||
1,109,60,8,182,25.4,0.947,21,tested_negative
|
||||
1,90,62,18,59,25.1,1.268,25,tested_negative
|
||||
1,125,70,24,110,24.3,0.221,25,tested_negative
|
||||
1,119,54,13,50,22.3,0.205,24,tested_negative
|
||||
5,116,74,29,0,32.3,0.66,35,tested_positive
|
||||
8,105,100,36,0,43.3,0.239,45,tested_positive
|
||||
5,144,82,26,285,32,0.452,58,tested_positive
|
||||
3,100,68,23,81,31.6,0.949,28,tested_negative
|
||||
1,100,66,29,196,32,0.444,42,tested_negative
|
||||
5,166,76,0,0,45.7,0.34,27,tested_positive
|
||||
1,131,64,14,415,23.7,0.389,21,tested_negative
|
||||
4,116,72,12,87,22.1,0.463,37,tested_negative
|
||||
4,158,78,0,0,32.9,0.803,31,tested_positive
|
||||
2,127,58,24,275,27.7,1.6,25,tested_negative
|
||||
3,96,56,34,115,24.7,0.944,39,tested_negative
|
||||
0,131,66,40,0,34.3,0.196,22,tested_positive
|
||||
3,82,70,0,0,21.1,0.389,25,tested_negative
|
||||
3,193,70,31,0,34.9,0.241,25,tested_positive
|
||||
4,95,64,0,0,32,0.161,31,tested_positive
|
||||
6,137,61,0,0,24.2,0.151,55,tested_negative
|
||||
5,136,84,41,88,35,0.286,35,tested_positive
|
||||
9,72,78,25,0,31.6,0.28,38,tested_negative
|
||||
5,168,64,0,0,32.9,0.135,41,tested_positive
|
||||
2,123,48,32,165,42.1,0.52,26,tested_negative
|
||||
4,115,72,0,0,28.9,0.376,46,tested_positive
|
||||
0,101,62,0,0,21.9,0.336,25,tested_negative
|
||||
8,197,74,0,0,25.9,1.191,39,tested_positive
|
||||
1,172,68,49,579,42.4,0.702,28,tested_positive
|
||||
6,102,90,39,0,35.7,0.674,28,tested_negative
|
||||
1,112,72,30,176,34.4,0.528,25,tested_negative
|
||||
1,143,84,23,310,42.4,1.076,22,tested_negative
|
||||
1,143,74,22,61,26.2,0.256,21,tested_negative
|
||||
0,138,60,35,167,34.6,0.534,21,tested_positive
|
||||
3,173,84,33,474,35.7,0.258,22,tested_positive
|
||||
1,97,68,21,0,27.2,1.095,22,tested_negative
|
||||
4,144,82,32,0,38.5,0.554,37,tested_positive
|
||||
1,83,68,0,0,18.2,0.624,27,tested_negative
|
||||
3,129,64,29,115,26.4,0.219,28,tested_positive
|
||||
1,119,88,41,170,45.3,0.507,26,tested_negative
|
||||
2,94,68,18,76,26,0.561,21,tested_negative
|
||||
0,102,64,46,78,40.6,0.496,21,tested_negative
|
||||
2,115,64,22,0,30.8,0.421,21,tested_negative
|
||||
8,151,78,32,210,42.9,0.516,36,tested_positive
|
||||
4,184,78,39,277,37,0.264,31,tested_positive
|
||||
0,94,0,0,0,0,0.256,25,tested_negative
|
||||
1,181,64,30,180,34.1,0.328,38,tested_positive
|
||||
0,135,94,46,145,40.6,0.284,26,tested_negative
|
||||
1,95,82,25,180,35,0.233,43,tested_positive
|
||||
2,99,0,0,0,22.2,0.108,23,tested_negative
|
||||
3,89,74,16,85,30.4,0.551,38,tested_negative
|
||||
1,80,74,11,60,30,0.527,22,tested_negative
|
||||
2,139,75,0,0,25.6,0.167,29,tested_negative
|
||||
1,90,68,8,0,24.5,1.138,36,tested_negative
|
||||
0,141,0,0,0,42.4,0.205,29,tested_positive
|
||||
12,140,85,33,0,37.4,0.244,41,tested_negative
|
||||
5,147,75,0,0,29.9,0.434,28,tested_negative
|
||||
1,97,70,15,0,18.2,0.147,21,tested_negative
|
||||
6,107,88,0,0,36.8,0.727,31,tested_negative
|
||||
0,189,104,25,0,34.3,0.435,41,tested_positive
|
||||
2,83,66,23,50,32.2,0.497,22,tested_negative
|
||||
4,117,64,27,120,33.2,0.23,24,tested_negative
|
||||
8,108,70,0,0,30.5,0.955,33,tested_positive
|
||||
4,117,62,12,0,29.7,0.38,30,tested_positive
|
||||
0,180,78,63,14,59.4,2.42,25,tested_positive
|
||||
1,100,72,12,70,25.3,0.658,28,tested_negative
|
||||
0,95,80,45,92,36.5,0.33,26,tested_negative
|
||||
0,104,64,37,64,33.6,0.51,22,tested_positive
|
||||
0,120,74,18,63,30.5,0.285,26,tested_negative
|
||||
1,82,64,13,95,21.2,0.415,23,tested_negative
|
||||
2,134,70,0,0,28.9,0.542,23,tested_positive
|
||||
0,91,68,32,210,39.9,0.381,25,tested_negative
|
||||
2,119,0,0,0,19.6,0.832,72,tested_negative
|
||||
2,100,54,28,105,37.8,0.498,24,tested_negative
|
||||
14,175,62,30,0,33.6,0.212,38,tested_positive
|
||||
1,135,54,0,0,26.7,0.687,62,tested_negative
|
||||
5,86,68,28,71,30.2,0.364,24,tested_negative
|
||||
10,148,84,48,237,37.6,1.001,51,tested_positive
|
||||
9,134,74,33,60,25.9,0.46,81,tested_negative
|
||||
9,120,72,22,56,20.8,0.733,48,tested_negative
|
||||
1,71,62,0,0,21.8,0.416,26,tested_negative
|
||||
8,74,70,40,49,35.3,0.705,39,tested_negative
|
||||
5,88,78,30,0,27.6,0.258,37,tested_negative
|
||||
10,115,98,0,0,24,1.022,34,tested_negative
|
||||
0,124,56,13,105,21.8,0.452,21,tested_negative
|
||||
0,74,52,10,36,27.8,0.269,22,tested_negative
|
||||
0,97,64,36,100,36.8,0.6,25,tested_negative
|
||||
8,120,0,0,0,30,0.183,38,tested_positive
|
||||
6,154,78,41,140,46.1,0.571,27,tested_negative
|
||||
1,144,82,40,0,41.3,0.607,28,tested_negative
|
||||
0,137,70,38,0,33.2,0.17,22,tested_negative
|
||||
0,119,66,27,0,38.8,0.259,22,tested_negative
|
||||
7,136,90,0,0,29.9,0.21,50,tested_negative
|
||||
4,114,64,0,0,28.9,0.126,24,tested_negative
|
||||
0,137,84,27,0,27.3,0.231,59,tested_negative
|
||||
2,105,80,45,191,33.7,0.711,29,tested_positive
|
||||
7,114,76,17,110,23.8,0.466,31,tested_negative
|
||||
8,126,74,38,75,25.9,0.162,39,tested_negative
|
||||
4,132,86,31,0,28,0.419,63,tested_negative
|
||||
3,158,70,30,328,35.5,0.344,35,tested_positive
|
||||
0,123,88,37,0,35.2,0.197,29,tested_negative
|
||||
4,85,58,22,49,27.8,0.306,28,tested_negative
|
||||
0,84,82,31,125,38.2,0.233,23,tested_negative
|
||||
0,145,0,0,0,44.2,0.63,31,tested_positive
|
||||
0,135,68,42,250,42.3,0.365,24,tested_positive
|
||||
1,139,62,41,480,40.7,0.536,21,tested_negative
|
||||
0,173,78,32,265,46.5,1.159,58,tested_negative
|
||||
4,99,72,17,0,25.6,0.294,28,tested_negative
|
||||
8,194,80,0,0,26.1,0.551,67,tested_negative
|
||||
2,83,65,28,66,36.8,0.629,24,tested_negative
|
||||
2,89,90,30,0,33.5,0.292,42,tested_negative
|
||||
4,99,68,38,0,32.8,0.145,33,tested_negative
|
||||
4,125,70,18,122,28.9,1.144,45,tested_positive
|
||||
3,80,0,0,0,0,0.174,22,tested_negative
|
||||
6,166,74,0,0,26.6,0.304,66,tested_negative
|
||||
5,110,68,0,0,26,0.292,30,tested_negative
|
||||
2,81,72,15,76,30.1,0.547,25,tested_negative
|
||||
7,195,70,33,145,25.1,0.163,55,tested_positive
|
||||
6,154,74,32,193,29.3,0.839,39,tested_negative
|
||||
2,117,90,19,71,25.2,0.313,21,tested_negative
|
||||
3,84,72,32,0,37.2,0.267,28,tested_negative
|
||||
6,0,68,41,0,39,0.727,41,tested_positive
|
||||
7,94,64,25,79,33.3,0.738,41,tested_negative
|
||||
3,96,78,39,0,37.3,0.238,40,tested_negative
|
||||
10,75,82,0,0,33.3,0.263,38,tested_negative
|
||||
0,180,90,26,90,36.5,0.314,35,tested_positive
|
||||
1,130,60,23,170,28.6,0.692,21,tested_negative
|
||||
2,84,50,23,76,30.4,0.968,21,tested_negative
|
||||
8,120,78,0,0,25,0.409,64,tested_negative
|
||||
12,84,72,31,0,29.7,0.297,46,tested_positive
|
||||
0,139,62,17,210,22.1,0.207,21,tested_negative
|
||||
9,91,68,0,0,24.2,0.2,58,tested_negative
|
||||
2,91,62,0,0,27.3,0.525,22,tested_negative
|
||||
3,99,54,19,86,25.6,0.154,24,tested_negative
|
||||
3,163,70,18,105,31.6,0.268,28,tested_positive
|
||||
9,145,88,34,165,30.3,0.771,53,tested_positive
|
||||
7,125,86,0,0,37.6,0.304,51,tested_negative
|
||||
13,76,60,0,0,32.8,0.18,41,tested_negative
|
||||
6,129,90,7,326,19.6,0.582,60,tested_negative
|
||||
2,68,70,32,66,25,0.187,25,tested_negative
|
||||
3,124,80,33,130,33.2,0.305,26,tested_negative
|
||||
6,114,0,0,0,0,0.189,26,tested_negative
|
||||
9,130,70,0,0,34.2,0.652,45,tested_positive
|
||||
3,125,58,0,0,31.6,0.151,24,tested_negative
|
||||
3,87,60,18,0,21.8,0.444,21,tested_negative
|
||||
1,97,64,19,82,18.2,0.299,21,tested_negative
|
||||
3,116,74,15,105,26.3,0.107,24,tested_negative
|
||||
0,117,66,31,188,30.8,0.493,22,tested_negative
|
||||
0,111,65,0,0,24.6,0.66,31,tested_negative
|
||||
2,122,60,18,106,29.8,0.717,22,tested_negative
|
||||
0,107,76,0,0,45.3,0.686,24,tested_negative
|
||||
1,86,66,52,65,41.3,0.917,29,tested_negative
|
||||
6,91,0,0,0,29.8,0.501,31,tested_negative
|
||||
1,77,56,30,56,33.3,1.251,24,tested_negative
|
||||
4,132,0,0,0,32.9,0.302,23,tested_positive
|
||||
0,105,90,0,0,29.6,0.197,46,tested_negative
|
||||
0,57,60,0,0,21.7,0.735,67,tested_negative
|
||||
0,127,80,37,210,36.3,0.804,23,tested_negative
|
||||
3,129,92,49,155,36.4,0.968,32,tested_positive
|
||||
8,100,74,40,215,39.4,0.661,43,tested_positive
|
||||
3,128,72,25,190,32.4,0.549,27,tested_positive
|
||||
10,90,85,32,0,34.9,0.825,56,tested_positive
|
||||
4,84,90,23,56,39.5,0.159,25,tested_negative
|
||||
1,88,78,29,76,32,0.365,29,tested_negative
|
||||
8,186,90,35,225,34.5,0.423,37,tested_positive
|
||||
5,187,76,27,207,43.6,1.034,53,tested_positive
|
||||
4,131,68,21,166,33.1,0.16,28,tested_negative
|
||||
1,164,82,43,67,32.8,0.341,50,tested_negative
|
||||
4,189,110,31,0,28.5,0.68,37,tested_negative
|
||||
1,116,70,28,0,27.4,0.204,21,tested_negative
|
||||
3,84,68,30,106,31.9,0.591,25,tested_negative
|
||||
6,114,88,0,0,27.8,0.247,66,tested_negative
|
||||
1,88,62,24,44,29.9,0.422,23,tested_negative
|
||||
1,84,64,23,115,36.9,0.471,28,tested_negative
|
||||
7,124,70,33,215,25.5,0.161,37,tested_negative
|
||||
1,97,70,40,0,38.1,0.218,30,tested_negative
|
||||
8,110,76,0,0,27.8,0.237,58,tested_negative
|
||||
11,103,68,40,0,46.2,0.126,42,tested_negative
|
||||
11,85,74,0,0,30.1,0.3,35,tested_negative
|
||||
6,125,76,0,0,33.8,0.121,54,tested_positive
|
||||
0,198,66,32,274,41.3,0.502,28,tested_positive
|
||||
1,87,68,34,77,37.6,0.401,24,tested_negative
|
||||
6,99,60,19,54,26.9,0.497,32,tested_negative
|
||||
0,91,80,0,0,32.4,0.601,27,tested_negative
|
||||
2,95,54,14,88,26.1,0.748,22,tested_negative
|
||||
1,99,72,30,18,38.6,0.412,21,tested_negative
|
||||
6,92,62,32,126,32,0.085,46,tested_negative
|
||||
4,154,72,29,126,31.3,0.338,37,tested_negative
|
||||
0,121,66,30,165,34.3,0.203,33,tested_positive
|
||||
3,78,70,0,0,32.5,0.27,39,tested_negative
|
||||
2,130,96,0,0,22.6,0.268,21,tested_negative
|
||||
3,111,58,31,44,29.5,0.43,22,tested_negative
|
||||
2,98,60,17,120,34.7,0.198,22,tested_negative
|
||||
1,143,86,30,330,30.1,0.892,23,tested_negative
|
||||
1,119,44,47,63,35.5,0.28,25,tested_negative
|
||||
6,108,44,20,130,24,0.813,35,tested_negative
|
||||
2,118,80,0,0,42.9,0.693,21,tested_positive
|
||||
10,133,68,0,0,27,0.245,36,tested_negative
|
||||
2,197,70,99,0,34.7,0.575,62,tested_positive
|
||||
0,151,90,46,0,42.1,0.371,21,tested_positive
|
||||
6,109,60,27,0,25,0.206,27,tested_negative
|
||||
12,121,78,17,0,26.5,0.259,62,tested_negative
|
||||
8,100,76,0,0,38.7,0.19,42,tested_negative
|
||||
8,124,76,24,600,28.7,0.687,52,tested_positive
|
||||
1,93,56,11,0,22.5,0.417,22,tested_negative
|
||||
8,143,66,0,0,34.9,0.129,41,tested_positive
|
||||
6,103,66,0,0,24.3,0.249,29,tested_negative
|
||||
3,176,86,27,156,33.3,1.154,52,tested_positive
|
||||
0,73,0,0,0,21.1,0.342,25,tested_negative
|
||||
11,111,84,40,0,46.8,0.925,45,tested_positive
|
||||
2,112,78,50,140,39.4,0.175,24,tested_negative
|
||||
3,132,80,0,0,34.4,0.402,44,tested_positive
|
||||
2,82,52,22,115,28.5,1.699,25,tested_negative
|
||||
6,123,72,45,230,33.6,0.733,34,tested_negative
|
||||
0,188,82,14,185,32,0.682,22,tested_positive
|
||||
0,67,76,0,0,45.3,0.194,46,tested_negative
|
||||
1,89,24,19,25,27.8,0.559,21,tested_negative
|
||||
1,173,74,0,0,36.8,0.088,38,tested_positive
|
||||
1,109,38,18,120,23.1,0.407,26,tested_negative
|
||||
1,108,88,19,0,27.1,0.4,24,tested_negative
|
||||
6,96,0,0,0,23.7,0.19,28,tested_negative
|
||||
1,124,74,36,0,27.8,0.1,30,tested_negative
|
||||
7,150,78,29,126,35.2,0.692,54,tested_positive
|
||||
4,183,0,0,0,28.4,0.212,36,tested_positive
|
||||
1,124,60,32,0,35.8,0.514,21,tested_negative
|
||||
1,181,78,42,293,40,1.258,22,tested_positive
|
||||
1,92,62,25,41,19.5,0.482,25,tested_negative
|
||||
0,152,82,39,272,41.5,0.27,27,tested_negative
|
||||
1,111,62,13,182,24,0.138,23,tested_negative
|
||||
3,106,54,21,158,30.9,0.292,24,tested_negative
|
||||
3,174,58,22,194,32.9,0.593,36,tested_positive
|
||||
7,168,88,42,321,38.2,0.787,40,tested_positive
|
||||
6,105,80,28,0,32.5,0.878,26,tested_negative
|
||||
11,138,74,26,144,36.1,0.557,50,tested_positive
|
||||
3,106,72,0,0,25.8,0.207,27,tested_negative
|
||||
6,117,96,0,0,28.7,0.157,30,tested_negative
|
||||
2,68,62,13,15,20.1,0.257,23,tested_negative
|
||||
9,112,82,24,0,28.2,1.282,50,tested_positive
|
||||
0,119,0,0,0,32.4,0.141,24,tested_positive
|
||||
2,112,86,42,160,38.4,0.246,28,tested_negative
|
||||
2,92,76,20,0,24.2,1.698,28,tested_negative
|
||||
6,183,94,0,0,40.8,1.461,45,tested_negative
|
||||
0,94,70,27,115,43.5,0.347,21,tested_negative
|
||||
2,108,64,0,0,30.8,0.158,21,tested_negative
|
||||
4,90,88,47,54,37.7,0.362,29,tested_negative
|
||||
0,125,68,0,0,24.7,0.206,21,tested_negative
|
||||
0,132,78,0,0,32.4,0.393,21,tested_negative
|
||||
5,128,80,0,0,34.6,0.144,45,tested_negative
|
||||
4,94,65,22,0,24.7,0.148,21,tested_negative
|
||||
7,114,64,0,0,27.4,0.732,34,tested_positive
|
||||
0,102,78,40,90,34.5,0.238,24,tested_negative
|
||||
2,111,60,0,0,26.2,0.343,23,tested_negative
|
||||
1,128,82,17,183,27.5,0.115,22,tested_negative
|
||||
10,92,62,0,0,25.9,0.167,31,tested_negative
|
||||
13,104,72,0,0,31.2,0.465,38,tested_positive
|
||||
5,104,74,0,0,28.8,0.153,48,tested_negative
|
||||
2,94,76,18,66,31.6,0.649,23,tested_negative
|
||||
7,97,76,32,91,40.9,0.871,32,tested_positive
|
||||
1,100,74,12,46,19.5,0.149,28,tested_negative
|
||||
0,102,86,17,105,29.3,0.695,27,tested_negative
|
||||
4,128,70,0,0,34.3,0.303,24,tested_negative
|
||||
6,147,80,0,0,29.5,0.178,50,tested_positive
|
||||
4,90,0,0,0,28,0.61,31,tested_negative
|
||||
3,103,72,30,152,27.6,0.73,27,tested_negative
|
||||
2,157,74,35,440,39.4,0.134,30,tested_negative
|
||||
1,167,74,17,144,23.4,0.447,33,tested_positive
|
||||
0,179,50,36,159,37.8,0.455,22,tested_positive
|
||||
11,136,84,35,130,28.3,0.26,42,tested_positive
|
||||
0,107,60,25,0,26.4,0.133,23,tested_negative
|
||||
1,91,54,25,100,25.2,0.234,23,tested_negative
|
||||
1,117,60,23,106,33.8,0.466,27,tested_negative
|
||||
5,123,74,40,77,34.1,0.269,28,tested_negative
|
||||
2,120,54,0,0,26.8,0.455,27,tested_negative
|
||||
1,106,70,28,135,34.2,0.142,22,tested_negative
|
||||
2,155,52,27,540,38.7,0.24,25,tested_positive
|
||||
2,101,58,35,90,21.8,0.155,22,tested_negative
|
||||
1,120,80,48,200,38.9,1.162,41,tested_negative
|
||||
11,127,106,0,0,39,0.19,51,tested_negative
|
||||
3,80,82,31,70,34.2,1.292,27,tested_positive
|
||||
10,162,84,0,0,27.7,0.182,54,tested_negative
|
||||
1,199,76,43,0,42.9,1.394,22,tested_positive
|
||||
8,167,106,46,231,37.6,0.165,43,tested_positive
|
||||
9,145,80,46,130,37.9,0.637,40,tested_positive
|
||||
6,115,60,39,0,33.7,0.245,40,tested_positive
|
||||
1,112,80,45,132,34.8,0.217,24,tested_negative
|
||||
4,145,82,18,0,32.5,0.235,70,tested_positive
|
||||
10,111,70,27,0,27.5,0.141,40,tested_positive
|
||||
6,98,58,33,190,34,0.43,43,tested_negative
|
||||
9,154,78,30,100,30.9,0.164,45,tested_negative
|
||||
6,165,68,26,168,33.6,0.631,49,tested_negative
|
||||
1,99,58,10,0,25.4,0.551,21,tested_negative
|
||||
10,68,106,23,49,35.5,0.285,47,tested_negative
|
||||
3,123,100,35,240,57.3,0.88,22,tested_negative
|
||||
8,91,82,0,0,35.6,0.587,68,tested_negative
|
||||
6,195,70,0,0,30.9,0.328,31,tested_positive
|
||||
9,156,86,0,0,24.8,0.23,53,tested_positive
|
||||
0,93,60,0,0,35.3,0.263,25,tested_negative
|
||||
3,121,52,0,0,36,0.127,25,tested_positive
|
||||
2,101,58,17,265,24.2,0.614,23,tested_negative
|
||||
2,56,56,28,45,24.2,0.332,22,tested_negative
|
||||
0,162,76,36,0,49.6,0.364,26,tested_positive
|
||||
0,95,64,39,105,44.6,0.366,22,tested_negative
|
||||
4,125,80,0,0,32.3,0.536,27,tested_positive
|
||||
5,136,82,0,0,0,0.64,69,tested_negative
|
||||
2,129,74,26,205,33.2,0.591,25,tested_negative
|
||||
3,130,64,0,0,23.1,0.314,22,tested_negative
|
||||
1,107,50,19,0,28.3,0.181,29,tested_negative
|
||||
1,140,74,26,180,24.1,0.828,23,tested_negative
|
||||
1,144,82,46,180,46.1,0.335,46,tested_positive
|
||||
8,107,80,0,0,24.6,0.856,34,tested_negative
|
||||
13,158,114,0,0,42.3,0.257,44,tested_positive
|
||||
2,121,70,32,95,39.1,0.886,23,tested_negative
|
||||
7,129,68,49,125,38.5,0.439,43,tested_positive
|
||||
2,90,60,0,0,23.5,0.191,25,tested_negative
|
||||
7,142,90,24,480,30.4,0.128,43,tested_positive
|
||||
3,169,74,19,125,29.9,0.268,31,tested_positive
|
||||
0,99,0,0,0,25,0.253,22,tested_negative
|
||||
4,127,88,11,155,34.5,0.598,28,tested_negative
|
||||
4,118,70,0,0,44.5,0.904,26,tested_negative
|
||||
2,122,76,27,200,35.9,0.483,26,tested_negative
|
||||
6,125,78,31,0,27.6,0.565,49,tested_positive
|
||||
1,168,88,29,0,35,0.905,52,tested_positive
|
||||
2,129,0,0,0,38.5,0.304,41,tested_negative
|
||||
4,110,76,20,100,28.4,0.118,27,tested_negative
|
||||
6,80,80,36,0,39.8,0.177,28,tested_negative
|
||||
10,115,0,0,0,0,0.261,30,tested_positive
|
||||
2,127,46,21,335,34.4,0.176,22,tested_negative
|
||||
9,164,78,0,0,32.8,0.148,45,tested_positive
|
||||
2,93,64,32,160,38,0.674,23,tested_positive
|
||||
3,158,64,13,387,31.2,0.295,24,tested_negative
|
||||
5,126,78,27,22,29.6,0.439,40,tested_negative
|
||||
10,129,62,36,0,41.2,0.441,38,tested_positive
|
||||
0,134,58,20,291,26.4,0.352,21,tested_negative
|
||||
3,102,74,0,0,29.5,0.121,32,tested_negative
|
||||
7,187,50,33,392,33.9,0.826,34,tested_positive
|
||||
3,173,78,39,185,33.8,0.97,31,tested_positive
|
||||
10,94,72,18,0,23.1,0.595,56,tested_negative
|
||||
1,108,60,46,178,35.5,0.415,24,tested_negative
|
||||
5,97,76,27,0,35.6,0.378,52,tested_positive
|
||||
4,83,86,19,0,29.3,0.317,34,tested_negative
|
||||
1,114,66,36,200,38.1,0.289,21,tested_negative
|
||||
1,149,68,29,127,29.3,0.349,42,tested_positive
|
||||
5,117,86,30,105,39.1,0.251,42,tested_negative
|
||||
1,111,94,0,0,32.8,0.265,45,tested_negative
|
||||
4,112,78,40,0,39.4,0.236,38,tested_negative
|
||||
1,116,78,29,180,36.1,0.496,25,tested_negative
|
||||
0,141,84,26,0,32.4,0.433,22,tested_negative
|
||||
2,175,88,0,0,22.9,0.326,22,tested_negative
|
||||
2,92,52,0,0,30.1,0.141,22,tested_negative
|
||||
3,130,78,23,79,28.4,0.323,34,tested_positive
|
||||
8,120,86,0,0,28.4,0.259,22,tested_positive
|
||||
2,174,88,37,120,44.5,0.646,24,tested_positive
|
||||
2,106,56,27,165,29,0.426,22,tested_negative
|
||||
2,105,75,0,0,23.3,0.56,53,tested_negative
|
||||
4,95,60,32,0,35.4,0.284,28,tested_negative
|
||||
0,126,86,27,120,27.4,0.515,21,tested_negative
|
||||
8,65,72,23,0,32,0.6,42,tested_negative
|
||||
2,99,60,17,160,36.6,0.453,21,tested_negative
|
||||
1,102,74,0,0,39.5,0.293,42,tested_positive
|
||||
11,120,80,37,150,42.3,0.785,48,tested_positive
|
||||
3,102,44,20,94,30.8,0.4,26,tested_negative
|
||||
1,109,58,18,116,28.5,0.219,22,tested_negative
|
||||
9,140,94,0,0,32.7,0.734,45,tested_positive
|
||||
13,153,88,37,140,40.6,1.174,39,tested_negative
|
||||
12,100,84,33,105,30,0.488,46,tested_negative
|
||||
1,147,94,41,0,49.3,0.358,27,tested_positive
|
||||
1,81,74,41,57,46.3,1.096,32,tested_negative
|
||||
3,187,70,22,200,36.4,0.408,36,tested_positive
|
||||
6,162,62,0,0,24.3,0.178,50,tested_positive
|
||||
4,136,70,0,0,31.2,1.182,22,tested_positive
|
||||
1,121,78,39,74,39,0.261,28,tested_negative
|
||||
3,108,62,24,0,26,0.223,25,tested_negative
|
||||
0,181,88,44,510,43.3,0.222,26,tested_positive
|
||||
8,154,78,32,0,32.4,0.443,45,tested_positive
|
||||
1,128,88,39,110,36.5,1.057,37,tested_positive
|
||||
7,137,90,41,0,32,0.391,39,tested_negative
|
||||
0,123,72,0,0,36.3,0.258,52,tested_positive
|
||||
1,106,76,0,0,37.5,0.197,26,tested_negative
|
||||
6,190,92,0,0,35.5,0.278,66,tested_positive
|
||||
2,88,58,26,16,28.4,0.766,22,tested_negative
|
||||
9,170,74,31,0,44,0.403,43,tested_positive
|
||||
9,89,62,0,0,22.5,0.142,33,tested_negative
|
||||
10,101,76,48,180,32.9,0.171,63,tested_negative
|
||||
2,122,70,27,0,36.8,0.34,27,tested_negative
|
||||
5,121,72,23,112,26.2,0.245,30,tested_negative
|
||||
1,126,60,0,0,30.1,0.349,47,tested_positive
|
||||
1,93,70,31,0,30.4,0.315,23,tested_negative
|
||||
332
tests/data/glass.arff
Executable file
332
tests/data/glass.arff
Executable file
@ -0,0 +1,332 @@
|
||||
% 1. Title: Glass Identification Database
|
||||
%
|
||||
% 2. Sources:
|
||||
% (a) Creator: B. German
|
||||
% -- Central Research Establishment
|
||||
% Home Office Forensic Science Service
|
||||
% Aldermaston, Reading, Berkshire RG7 4PN
|
||||
% (b) Donor: Vina Spiehler, Ph.D., DABFT
|
||||
% Diagnostic Products Corporation
|
||||
% (213) 776-0180 (ext 3014)
|
||||
% (c) Date: September, 1987
|
||||
%
|
||||
% 3. Past Usage:
|
||||
% -- Rule Induction in Forensic Science
|
||||
% -- Ian W. Evett and Ernest J. Spiehler
|
||||
% -- Central Research Establishment
|
||||
% Home Office Forensic Science Service
|
||||
% Aldermaston, Reading, Berkshire RG7 4PN
|
||||
% -- Unknown technical note number (sorry, not listed here)
|
||||
% -- General Results: nearest neighbor held its own with respect to the
|
||||
% rule-based system
|
||||
%
|
||||
% 4. Relevant Information:n
|
||||
% Vina conducted a comparison test of her rule-based system, BEAGLE, the
|
||||
% nearest-neighbor algorithm, and discriminant analysis. BEAGLE is
|
||||
% a product available through VRS Consulting, Inc.; 4676 Admiralty Way,
|
||||
% Suite 206; Marina Del Ray, CA 90292 (213) 827-7890 and FAX: -3189.
|
||||
% In determining whether the glass was a type of "float" glass or not,
|
||||
% the following results were obtained (# incorrect answers):
|
||||
%
|
||||
% Type of Sample Beagle NN DA
|
||||
% Windows that were float processed (87) 10 12 21
|
||||
% Windows that were not: (76) 19 16 22
|
||||
%
|
||||
% The study of classification of types of glass was motivated by
|
||||
% criminological investigation. At the scene of the crime, the glass left
|
||||
% can be used as evidence...if it is correctly identified!
|
||||
%
|
||||
% 5. Number of Instances: 214
|
||||
%
|
||||
% 6. Number of Attributes: 10 (including an Id#) plus the class attribute
|
||||
% -- all attributes are continuously valued
|
||||
%
|
||||
% 7. Attribute Information:
|
||||
% 1. Id number: 1 to 214
|
||||
% 2. RI: refractive index
|
||||
% 3. Na: Sodium (unit measurement: weight percent in corresponding oxide, as
|
||||
% are attributes 4-10)
|
||||
% 4. Mg: Magnesium
|
||||
% 5. Al: Aluminum
|
||||
% 6. Si: Silicon
|
||||
% 7. K: Potassium
|
||||
% 8. Ca: Calcium
|
||||
% 9. Ba: Barium
|
||||
% 10. Fe: Iron
|
||||
% 11. Type of glass: (class attribute)
|
||||
% -- 1 building_windows_float_processed
|
||||
% -- 2 building_windows_non_float_processed
|
||||
% -- 3 vehicle_windows_float_processed
|
||||
% -- 4 vehicle_windows_non_float_processed (none in this database)
|
||||
% -- 5 containers
|
||||
% -- 6 tableware
|
||||
% -- 7 headlamps
|
||||
%
|
||||
% 8. Missing Attribute Values: None
|
||||
%
|
||||
% Summary Statistics:
|
||||
% Attribute: Min Max Mean SD Correlation with class
|
||||
% 2. RI: 1.5112 1.5339 1.5184 0.0030 -0.1642
|
||||
% 3. Na: 10.73 17.38 13.4079 0.8166 0.5030
|
||||
% 4. Mg: 0 4.49 2.6845 1.4424 -0.7447
|
||||
% 5. Al: 0.29 3.5 1.4449 0.4993 0.5988
|
||||
% 6. Si: 69.81 75.41 72.6509 0.7745 0.1515
|
||||
% 7. K: 0 6.21 0.4971 0.6522 -0.0100
|
||||
% 8. Ca: 5.43 16.19 8.9570 1.4232 0.0007
|
||||
% 9. Ba: 0 3.15 0.1750 0.4972 0.5751
|
||||
% 10. Fe: 0 0.51 0.0570 0.0974 -0.1879
|
||||
%
|
||||
% 9. Class Distribution: (out of 214 total instances)
|
||||
% -- 163 Window glass (building windows and vehicle windows)
|
||||
% -- 87 float processed
|
||||
% -- 70 building windows
|
||||
% -- 17 vehicle windows
|
||||
% -- 76 non-float processed
|
||||
% -- 76 building windows
|
||||
% -- 0 vehicle windows
|
||||
% -- 51 Non-window glass
|
||||
% -- 13 containers
|
||||
% -- 9 tableware
|
||||
% -- 29 headlamps
|
||||
%
|
||||
%
|
||||
%
|
||||
%
|
||||
%
|
||||
%
|
||||
%
|
||||
% Relabeled values in attribute 'Type'
|
||||
% From: '1' To: 'build wind float'
|
||||
% From: '2' To: 'build wind non-float'
|
||||
% From: '3' To: 'vehic wind float'
|
||||
% From: '4' To: 'vehic wind non-float'
|
||||
% From: '5' To: containers
|
||||
% From: '6' To: tableware
|
||||
% From: '7' To: headlamps
|
||||
%
|
||||
@relation Glass
|
||||
@attribute 'RI' real
|
||||
@attribute 'Na' real
|
||||
@attribute 'Mg' real
|
||||
@attribute 'Al' real
|
||||
@attribute 'Si' real
|
||||
@attribute 'K' real
|
||||
@attribute 'Ca' real
|
||||
@attribute 'Ba' real
|
||||
@attribute 'Fe' real
|
||||
@attribute 'Type' { 'build wind float', 'build wind non-float', 'vehic wind float', 'vehic wind non-float', containers, tableware, headlamps}
|
||||
@data
|
||||
1.51793,12.79,3.5,1.12,73.03,0.64,8.77,0,0,'build wind float'
|
||||
1.51643,12.16,3.52,1.35,72.89,0.57,8.53,0,0,'vehic wind float'
|
||||
1.51793,13.21,3.48,1.41,72.64,0.59,8.43,0,0,'build wind float'
|
||||
1.51299,14.4,1.74,1.54,74.55,0,7.59,0,0,tableware
|
||||
1.53393,12.3,0,1,70.16,0.12,16.19,0,0.24,'build wind non-float'
|
||||
1.51655,12.75,2.85,1.44,73.27,0.57,8.79,0.11,0.22,'build wind non-float'
|
||||
1.51779,13.64,3.65,0.65,73,0.06,8.93,0,0,'vehic wind float'
|
||||
1.51837,13.14,2.84,1.28,72.85,0.55,9.07,0,0,'build wind float'
|
||||
1.51545,14.14,0,2.68,73.39,0.08,9.07,0.61,0.05,headlamps
|
||||
1.51789,13.19,3.9,1.3,72.33,0.55,8.44,0,0.28,'build wind non-float'
|
||||
1.51625,13.36,3.58,1.49,72.72,0.45,8.21,0,0,'build wind non-float'
|
||||
1.51743,12.2,3.25,1.16,73.55,0.62,8.9,0,0.24,'build wind non-float'
|
||||
1.52223,13.21,3.77,0.79,71.99,0.13,10.02,0,0,'build wind float'
|
||||
1.52121,14.03,3.76,0.58,71.79,0.11,9.65,0,0,'vehic wind float'
|
||||
1.51665,13.14,3.45,1.76,72.48,0.6,8.38,0,0.17,'vehic wind float'
|
||||
1.51707,13.48,3.48,1.71,72.52,0.62,7.99,0,0,'build wind non-float'
|
||||
1.51719,14.75,0,2,73.02,0,8.53,1.59,0.08,headlamps
|
||||
1.51629,12.71,3.33,1.49,73.28,0.67,8.24,0,0,'build wind non-float'
|
||||
1.51994,13.27,0,1.76,73.03,0.47,11.32,0,0,containers
|
||||
1.51811,12.96,2.96,1.43,72.92,0.6,8.79,0.14,0,'build wind non-float'
|
||||
1.52152,13.05,3.65,0.87,72.22,0.19,9.85,0,0.17,'build wind float'
|
||||
1.52475,11.45,0,1.88,72.19,0.81,13.24,0,0.34,'build wind non-float'
|
||||
1.51841,12.93,3.74,1.11,72.28,0.64,8.96,0,0.22,'build wind non-float'
|
||||
1.51754,13.39,3.66,1.19,72.79,0.57,8.27,0,0.11,'build wind float'
|
||||
1.52058,12.85,1.61,2.17,72.18,0.76,9.7,0.24,0.51,containers
|
||||
1.51569,13.24,3.49,1.47,73.25,0.38,8.03,0,0,'build wind non-float'
|
||||
1.5159,12.82,3.52,1.9,72.86,0.69,7.97,0,0,'build wind non-float'
|
||||
1.51683,14.56,0,1.98,73.29,0,8.52,1.57,0.07,headlamps
|
||||
1.51687,13.23,3.54,1.48,72.84,0.56,8.1,0,0,'build wind non-float'
|
||||
1.5161,13.33,3.53,1.34,72.67,0.56,8.33,0,0,'vehic wind float'
|
||||
1.51674,12.87,3.56,1.64,73.14,0.65,7.99,0,0,'build wind non-float'
|
||||
1.51832,13.33,3.34,1.54,72.14,0.56,8.99,0,0,'vehic wind float'
|
||||
1.51115,17.38,0,0.34,75.41,0,6.65,0,0,tableware
|
||||
1.51645,13.44,3.61,1.54,72.39,0.66,8.03,0,0,'build wind non-float'
|
||||
1.51755,13,3.6,1.36,72.99,0.57,8.4,0,0.11,'build wind float'
|
||||
1.51571,12.72,3.46,1.56,73.2,0.67,8.09,0,0.24,'build wind float'
|
||||
1.51596,12.79,3.61,1.62,72.97,0.64,8.07,0,0.26,'build wind float'
|
||||
1.5173,12.35,2.72,1.63,72.87,0.7,9.23,0,0,'build wind non-float'
|
||||
1.51662,12.85,3.51,1.44,73.01,0.68,8.23,0.06,0.25,'build wind non-float'
|
||||
1.51409,14.25,3.09,2.08,72.28,1.1,7.08,0,0,'build wind non-float'
|
||||
1.51797,12.74,3.48,1.35,72.96,0.64,8.68,0,0,'build wind float'
|
||||
1.51806,13,3.8,1.08,73.07,0.56,8.38,0,0.12,'build wind non-float'
|
||||
1.51627,13,3.58,1.54,72.83,0.61,8.04,0,0,'build wind non-float'
|
||||
1.5159,13.24,3.34,1.47,73.1,0.39,8.22,0,0,'build wind non-float'
|
||||
1.51934,13.64,3.54,0.75,72.65,0.16,8.89,0.15,0.24,'vehic wind float'
|
||||
1.51755,12.71,3.42,1.2,73.2,0.59,8.64,0,0,'build wind float'
|
||||
1.51514,14.01,2.68,3.5,69.89,1.68,5.87,2.2,0,containers
|
||||
1.51766,13.21,3.69,1.29,72.61,0.57,8.22,0,0,'build wind float'
|
||||
1.51784,13.08,3.49,1.28,72.86,0.6,8.49,0,0,'build wind float'
|
||||
1.52177,13.2,3.68,1.15,72.75,0.54,8.52,0,0,'build wind non-float'
|
||||
1.51753,12.57,3.47,1.38,73.39,0.6,8.55,0,0.06,'build wind float'
|
||||
1.51851,13.2,3.63,1.07,72.83,0.57,8.41,0.09,0.17,'build wind non-float'
|
||||
1.51743,13.3,3.6,1.14,73.09,0.58,8.17,0,0,'build wind float'
|
||||
1.51593,13.09,3.59,1.52,73.1,0.67,7.83,0,0,'build wind non-float'
|
||||
1.5164,14.37,0,2.74,72.85,0,9.45,0.54,0,headlamps
|
||||
1.51735,13.02,3.54,1.69,72.73,0.54,8.44,0,0.07,'build wind float'
|
||||
1.52247,14.86,2.2,2.06,70.26,0.76,9.76,0,0,headlamps
|
||||
1.52099,13.69,3.59,1.12,71.96,0.09,9.4,0,0,'build wind float'
|
||||
1.51769,13.65,3.66,1.11,72.77,0.11,8.6,0,0,'vehic wind float'
|
||||
1.51846,13.41,3.89,1.33,72.38,0.51,8.28,0,0,'build wind non-float'
|
||||
1.51848,13.64,3.87,1.27,71.96,0.54,8.32,0,0.32,'build wind non-float'
|
||||
1.51905,13.6,3.62,1.11,72.64,0.14,8.76,0,0,'build wind float'
|
||||
1.51567,13.29,3.45,1.21,72.74,0.56,8.57,0,0,'build wind float'
|
||||
1.52213,14.21,3.82,0.47,71.77,0.11,9.57,0,0,'build wind float'
|
||||
1.5232,13.72,3.72,0.51,71.75,0.09,10.06,0,0.16,'build wind float'
|
||||
1.51556,13.87,0,2.54,73.23,0.14,9.41,0.81,0.01,headlamps
|
||||
1.51926,13.2,3.33,1.28,72.36,0.6,9.14,0,0.11,'build wind float'
|
||||
1.52211,14.19,3.78,0.91,71.36,0.23,9.14,0,0.37,'vehic wind float'
|
||||
1.53125,10.73,0,2.1,69.81,0.58,13.3,3.15,0.28,'build wind non-float'
|
||||
1.52152,13.05,3.65,0.87,72.32,0.19,9.85,0,0.17,'build wind float'
|
||||
1.51829,14.46,2.24,1.62,72.38,0,9.26,0,0,tableware
|
||||
1.51892,13.46,3.83,1.26,72.55,0.57,8.21,0,0.14,'build wind non-float'
|
||||
1.51888,14.99,0.78,1.74,72.5,0,9.95,0,0,tableware
|
||||
1.51829,13.24,3.9,1.41,72.33,0.55,8.31,0,0.1,'build wind non-float'
|
||||
1.523,13.31,3.58,0.82,71.99,0.12,10.17,0,0.03,'build wind float'
|
||||
1.51652,13.56,3.57,1.47,72.45,0.64,7.96,0,0,'build wind non-float'
|
||||
1.51768,12.56,3.52,1.43,73.15,0.57,8.54,0,0,'build wind float'
|
||||
1.51215,12.99,3.47,1.12,72.98,0.62,8.35,0,0.31,'build wind float'
|
||||
1.51646,13.04,3.4,1.26,73.01,0.52,8.58,0,0,'vehic wind float'
|
||||
1.51721,12.87,3.48,1.33,73.04,0.56,8.43,0,0,'build wind float'
|
||||
1.51763,12.8,3.66,1.27,73.01,0.6,8.56,0,0,'build wind float'
|
||||
1.51742,13.27,3.62,1.24,73.08,0.55,8.07,0,0,'build wind float'
|
||||
1.52127,14.32,3.9,0.83,71.5,0,9.49,0,0,'vehic wind float'
|
||||
1.51779,13.21,3.39,1.33,72.76,0.59,8.59,0,0,'build wind float'
|
||||
1.52171,11.56,1.88,1.56,72.86,0.47,11.41,0,0,containers
|
||||
1.518,13.71,3.93,1.54,71.81,0.54,8.21,0,0.15,'build wind non-float'
|
||||
1.52777,12.64,0,0.67,72.02,0.06,14.4,0,0,'build wind non-float'
|
||||
1.5175,12.82,3.55,1.49,72.75,0.54,8.52,0,0.19,'build wind float'
|
||||
1.51764,12.98,3.54,1.21,73,0.65,8.53,0,0,'build wind float'
|
||||
1.52177,13.75,1.01,1.36,72.19,0.33,11.14,0,0,'build wind non-float'
|
||||
1.51645,14.94,0,1.87,73.11,0,8.67,1.38,0,headlamps
|
||||
1.51786,12.73,3.43,1.19,72.95,0.62,8.76,0,0.3,'build wind float'
|
||||
1.52152,13.12,3.58,0.9,72.2,0.23,9.82,0,0.16,'build wind float'
|
||||
1.51937,13.79,2.41,1.19,72.76,0,9.77,0,0,tableware
|
||||
1.51514,14.85,0,2.42,73.72,0,8.39,0.56,0,headlamps
|
||||
1.52172,13.48,3.74,0.9,72.01,0.18,9.61,0,0.07,'build wind float'
|
||||
1.51732,14.95,0,1.8,72.99,0,8.61,1.55,0,headlamps
|
||||
1.5202,13.98,1.35,1.63,71.76,0.39,10.56,0,0.18,'build wind non-float'
|
||||
1.51605,12.9,3.44,1.45,73.06,0.44,8.27,0,0,'build wind non-float'
|
||||
1.51847,13.1,3.97,1.19,72.44,0.6,8.43,0,0,'build wind non-float'
|
||||
1.51761,13.89,3.6,1.36,72.73,0.48,7.83,0,0,'build wind float'
|
||||
1.51673,13.3,3.64,1.53,72.53,0.65,8.03,0,0.29,'build wind non-float'
|
||||
1.52365,15.79,1.83,1.31,70.43,0.31,8.61,1.68,0,headlamps
|
||||
1.51685,14.92,0,1.99,73.06,0,8.4,1.59,0,headlamps
|
||||
1.51658,14.8,0,1.99,73.11,0,8.28,1.71,0,headlamps
|
||||
1.51316,13.02,0,3.04,70.48,6.21,6.96,0,0,containers
|
||||
1.51709,13,3.47,1.79,72.72,0.66,8.18,0,0,'build wind non-float'
|
||||
1.51727,14.7,0,2.34,73.28,0,8.95,0.66,0,headlamps
|
||||
1.51898,13.58,3.35,1.23,72.08,0.59,8.91,0,0,'build wind float'
|
||||
1.51969,12.64,0,1.65,73.75,0.38,11.53,0,0,containers
|
||||
1.5182,12.62,2.76,0.83,73.81,0.35,9.42,0,0.2,'build wind non-float'
|
||||
1.51617,14.95,0,2.27,73.3,0,8.71,0.67,0,headlamps
|
||||
1.51911,13.9,3.73,1.18,72.12,0.06,8.89,0,0,'build wind float'
|
||||
1.51651,14.38,0,1.94,73.61,0,8.48,1.57,0,headlamps
|
||||
1.51694,12.86,3.58,1.31,72.61,0.61,8.79,0,0,'vehic wind float'
|
||||
1.52315,13.44,3.34,1.23,72.38,0.6,8.83,0,0,headlamps
|
||||
1.52068,13.55,2.09,1.67,72.18,0.53,9.57,0.27,0.17,'build wind non-float'
|
||||
1.51838,14.32,3.26,2.22,71.25,1.46,5.79,1.63,0,headlamps
|
||||
1.51818,13.72,0,0.56,74.45,0,10.99,0,0,'build wind non-float'
|
||||
1.51769,12.45,2.71,1.29,73.7,0.56,9.06,0,0.24,'build wind float'
|
||||
1.5166,12.99,3.18,1.23,72.97,0.58,8.81,0,0.24,'build wind non-float'
|
||||
1.51589,12.88,3.43,1.4,73.28,0.69,8.05,0,0.24,'build wind float'
|
||||
1.5241,13.83,2.9,1.17,71.15,0.08,10.79,0,0,'build wind non-float'
|
||||
1.52725,13.8,3.15,0.66,70.57,0.08,11.64,0,0,'build wind non-float'
|
||||
1.52119,12.97,0.33,1.51,73.39,0.13,11.27,0,0.28,containers
|
||||
1.51748,12.86,3.56,1.27,73.21,0.54,8.38,0,0.17,'build wind float'
|
||||
1.51653,11.95,0,1.19,75.18,2.7,8.93,0,0,headlamps
|
||||
1.51623,14.14,0,2.88,72.61,0.08,9.18,1.06,0,headlamps
|
||||
1.52101,13.64,4.49,1.1,71.78,0.06,8.75,0,0,'build wind float'
|
||||
1.51763,12.61,3.59,1.31,73.29,0.58,8.5,0,0,'build wind float'
|
||||
1.51596,13.02,3.56,1.54,73.11,0.72,7.9,0,0,'build wind non-float'
|
||||
1.51674,12.79,3.52,1.54,73.36,0.66,7.9,0,0,'build wind non-float'
|
||||
1.52065,14.36,0,2.02,73.42,0,8.44,1.64,0,headlamps
|
||||
1.51768,12.65,3.56,1.3,73.08,0.61,8.69,0,0.14,'build wind float'
|
||||
1.52369,13.44,0,1.58,72.22,0.32,12.24,0,0,containers
|
||||
1.51756,13.15,3.61,1.05,73.24,0.57,8.24,0,0,'build wind float'
|
||||
1.51754,13.48,3.74,1.17,72.99,0.59,8.03,0,0,'build wind float'
|
||||
1.51711,12.89,3.62,1.57,72.96,0.61,8.11,0,0,'build wind non-float'
|
||||
1.5221,13.73,3.84,0.72,71.76,0.17,9.74,0,0,'build wind float'
|
||||
1.51594,13.09,3.52,1.55,72.87,0.68,8.05,0,0.09,'build wind non-float'
|
||||
1.51784,12.68,3.67,1.16,73.11,0.61,8.7,0,0,'build wind float'
|
||||
1.51909,13.89,3.53,1.32,71.81,0.51,8.78,0.11,0,'build wind float'
|
||||
1.51977,13.81,3.58,1.32,71.72,0.12,8.67,0.69,0,'build wind float'
|
||||
1.51666,12.86,0,1.83,73.88,0.97,10.17,0,0,containers
|
||||
1.51631,13.34,3.57,1.57,72.87,0.61,7.89,0,0,'build wind non-float'
|
||||
1.51872,12.93,3.66,1.56,72.51,0.58,8.55,0,0.12,'build wind non-float'
|
||||
1.51708,13.72,3.68,1.81,72.06,0.64,7.88,0,0,'build wind non-float'
|
||||
1.52081,13.78,2.28,1.43,71.99,0.49,9.85,0,0.17,'build wind non-float'
|
||||
1.51574,14.86,3.67,1.74,71.87,0.16,7.36,0,0.12,'build wind non-float'
|
||||
1.51813,13.43,3.98,1.18,72.49,0.58,8.15,0,0,'build wind non-float'
|
||||
1.51131,13.69,3.2,1.81,72.81,1.76,5.43,1.19,0,headlamps
|
||||
1.52227,14.17,3.81,0.78,71.35,0,9.69,0,0,'build wind float'
|
||||
1.52614,13.7,0,1.36,71.24,0.19,13.44,0,0.1,'build wind non-float'
|
||||
1.51811,13.33,3.85,1.25,72.78,0.52,8.12,0,0,'build wind non-float'
|
||||
1.51655,13.41,3.39,1.28,72.64,0.52,8.65,0,0,'vehic wind float'
|
||||
1.51751,12.81,3.57,1.35,73.02,0.62,8.59,0,0,'build wind float'
|
||||
1.51508,15.15,0,2.25,73.5,0,8.34,0.63,0,headlamps
|
||||
1.51915,12.73,1.85,1.86,72.69,0.6,10.09,0,0,containers
|
||||
1.51966,14.77,3.75,0.29,72.02,0.03,9,0,0,'build wind float'
|
||||
1.51844,13.25,3.76,1.32,72.4,0.58,8.42,0,0,'build wind non-float'
|
||||
1.52664,11.23,0,0.77,73.21,0,14.68,0,0,'build wind non-float'
|
||||
1.52172,13.51,3.86,0.88,71.79,0.23,9.54,0,0.11,'build wind float'
|
||||
1.51602,14.85,0,2.38,73.28,0,8.76,0.64,0.09,headlamps
|
||||
1.51321,13,0,3.02,70.7,6.21,6.93,0,0,containers
|
||||
1.52739,11.02,0,0.75,73.08,0,14.96,0,0,'build wind non-float'
|
||||
1.52213,14.21,3.82,0.47,71.77,0.11,9.57,0,0,'build wind float'
|
||||
1.51747,12.84,3.5,1.14,73.27,0.56,8.55,0,0,'build wind float'
|
||||
1.51839,12.85,3.67,1.24,72.57,0.62,8.68,0,0.35,'build wind non-float'
|
||||
1.51646,13.41,3.55,1.25,72.81,0.68,8.1,0,0,'build wind non-float'
|
||||
1.51609,15.01,0,2.51,73.05,0.05,8.83,0.53,0,headlamps
|
||||
1.51667,12.94,3.61,1.26,72.75,0.56,8.6,0,0,'build wind non-float'
|
||||
1.51588,13.12,3.41,1.58,73.26,0.07,8.39,0,0.19,'build wind non-float'
|
||||
1.52667,13.99,3.7,0.71,71.57,0.02,9.82,0,0.1,'build wind float'
|
||||
1.51831,14.39,0,1.82,72.86,1.41,6.47,2.88,0,headlamps
|
||||
1.51918,14.04,3.58,1.37,72.08,0.56,8.3,0,0,'build wind float'
|
||||
1.51613,13.88,1.78,1.79,73.1,0,8.67,0.76,0,headlamps
|
||||
1.52196,14.36,3.85,0.89,71.36,0.15,9.15,0,0,'build wind float'
|
||||
1.51824,12.87,3.48,1.29,72.95,0.6,8.43,0,0,'build wind float'
|
||||
1.52151,11.03,1.71,1.56,73.44,0.58,11.62,0,0,containers
|
||||
1.51969,14.56,0,0.56,73.48,0,11.22,0,0,tableware
|
||||
1.51618,13.01,3.5,1.48,72.89,0.6,8.12,0,0,'build wind non-float'
|
||||
1.51645,13.4,3.49,1.52,72.65,0.67,8.08,0,0.1,'build wind non-float'
|
||||
1.51796,13.5,3.36,1.63,71.94,0.57,8.81,0,0.09,'vehic wind float'
|
||||
1.52222,14.43,0,1,72.67,0.1,11.52,0,0.08,'build wind non-float'
|
||||
1.51783,12.69,3.54,1.34,72.95,0.57,8.75,0,0,'build wind float'
|
||||
1.51711,14.23,0,2.08,73.36,0,8.62,1.67,0,headlamps
|
||||
1.51736,12.78,3.62,1.29,72.79,0.59,8.7,0,0,'build wind float'
|
||||
1.51808,13.43,2.87,1.19,72.84,0.55,9.03,0,0,'build wind float'
|
||||
1.5167,13.24,3.57,1.38,72.7,0.56,8.44,0,0.1,'vehic wind float'
|
||||
1.52043,13.38,0,1.4,72.25,0.33,12.5,0,0,containers
|
||||
1.519,13.49,3.48,1.35,71.95,0.55,9,0,0,'build wind float'
|
||||
1.51778,13.21,2.81,1.29,72.98,0.51,9.02,0,0.09,'build wind float'
|
||||
1.51905,14,2.39,1.56,72.37,0,9.57,0,0,tableware
|
||||
1.51531,14.38,0,2.66,73.1,0.04,9.08,0.64,0,headlamps
|
||||
1.51916,14.15,0,2.09,72.74,0,10.88,0,0,tableware
|
||||
1.51841,13.02,3.62,1.06,72.34,0.64,9.13,0,0.15,'build wind non-float'
|
||||
1.5159,13.02,3.58,1.51,73.12,0.69,7.96,0,0,'build wind non-float'
|
||||
1.51593,13.25,3.45,1.43,73.17,0.61,7.86,0,0,'build wind non-float'
|
||||
1.5164,12.55,3.48,1.87,73.23,0.63,8.08,0,0.09,'build wind non-float'
|
||||
1.51663,12.93,3.54,1.62,72.96,0.64,8.03,0,0.21,'build wind non-float'
|
||||
1.5169,13.33,3.54,1.61,72.54,0.68,8.11,0,0,'build wind non-float'
|
||||
1.51869,13.19,3.37,1.18,72.72,0.57,8.83,0,0.16,'build wind float'
|
||||
1.51776,13.53,3.41,1.52,72.04,0.58,8.79,0,0,'vehic wind float'
|
||||
1.51775,12.85,3.48,1.23,72.97,0.61,8.56,0.09,0.22,'build wind float'
|
||||
1.5186,13.36,3.43,1.43,72.26,0.51,8.6,0,0,'build wind non-float'
|
||||
1.5172,13.38,3.5,1.15,72.85,0.5,8.43,0,0,'build wind float'
|
||||
1.51623,14.2,0,2.79,73.46,0.04,9.04,0.4,0.09,headlamps
|
||||
1.51618,13.53,3.55,1.54,72.99,0.39,7.78,0,0,'build wind float'
|
||||
1.51761,12.81,3.54,1.23,73.24,0.58,8.39,0,0,'build wind float'
|
||||
1.5161,13.42,3.4,1.22,72.69,0.59,8.32,0,0,'vehic wind float'
|
||||
1.51592,12.86,3.52,2.12,72.66,0.69,7.97,0,0,'build wind non-float'
|
||||
1.51613,13.92,3.52,1.25,72.88,0.37,7.94,0,0.14,'build wind non-float'
|
||||
1.51689,12.67,2.88,1.71,73.21,0.73,8.54,0,0,'build wind non-float'
|
||||
1.51852,14.09,2.19,1.66,72.67,0,9.32,0,0,tableware
|
||||
225
tests/data/iris.arff
Executable file
225
tests/data/iris.arff
Executable file
@ -0,0 +1,225 @@
|
||||
% 1. Title: Iris Plants Database
|
||||
%
|
||||
% 2. Sources:
|
||||
% (a) Creator: R.A. Fisher
|
||||
% (b) Donor: Michael Marshall (MARSHALL%PLU@io.arc.nasa.gov)
|
||||
% (c) Date: July, 1988
|
||||
%
|
||||
% 3. Past Usage:
|
||||
% - Publications: too many to mention!!! Here are a few.
|
||||
% 1. Fisher,R.A. "The use of multiple measurements in taxonomic problems"
|
||||
% Annual Eugenics, 7, Part II, 179-188 (1936); also in "Contributions
|
||||
% to Mathematical Statistics" (John Wiley, NY, 1950).
|
||||
% 2. Duda,R.O., & Hart,P.E. (1973) Pattern Classification and Scene Analysis.
|
||||
% (Q327.D83) John Wiley & Sons. ISBN 0-471-22361-1. See page 218.
|
||||
% 3. Dasarathy, B.V. (1980) "Nosing Around the Neighborhood: A New System
|
||||
% Structure and Classification Rule for Recognition in Partially Exposed
|
||||
% Environments". IEEE Transactions on Pattern Analysis and Machine
|
||||
% Intelligence, Vol. PAMI-2, No. 1, 67-71.
|
||||
% -- Results:
|
||||
% -- very low misclassification rates (0% for the setosa class)
|
||||
% 4. Gates, G.W. (1972) "The Reduced Nearest Neighbor Rule". IEEE
|
||||
% Transactions on Information Theory, May 1972, 431-433.
|
||||
% -- Results:
|
||||
% -- very low misclassification rates again
|
||||
% 5. See also: 1988 MLC Proceedings, 54-64. Cheeseman et al's AUTOCLASS II
|
||||
% conceptual clustering system finds 3 classes in the data.
|
||||
%
|
||||
% 4. Relevant Information:
|
||||
% --- This is perhaps the best known database to be found in the pattern
|
||||
% recognition literature. Fisher's paper is a classic in the field
|
||||
% and is referenced frequently to this day. (See Duda & Hart, for
|
||||
% example.) The data set contains 3 classes of 50 instances each,
|
||||
% where each class refers to a type of iris plant. One class is
|
||||
% linearly separable from the other 2; the latter are NOT linearly
|
||||
% separable from each other.
|
||||
% --- Predicted attribute: class of iris plant.
|
||||
% --- This is an exceedingly simple domain.
|
||||
%
|
||||
% 5. Number of Instances: 150 (50 in each of three classes)
|
||||
%
|
||||
% 6. Number of Attributes: 4 numeric, predictive attributes and the class
|
||||
%
|
||||
% 7. Attribute Information:
|
||||
% 1. sepal length in cm
|
||||
% 2. sepal width in cm
|
||||
% 3. petal length in cm
|
||||
% 4. petal width in cm
|
||||
% 5. class:
|
||||
% -- Iris Setosa
|
||||
% -- Iris Versicolour
|
||||
% -- Iris Virginica
|
||||
%
|
||||
% 8. Missing Attribute Values: None
|
||||
%
|
||||
% Summary Statistics:
|
||||
% Min Max Mean SD Class Correlation
|
||||
% sepal length: 4.3 7.9 5.84 0.83 0.7826
|
||||
% sepal width: 2.0 4.4 3.05 0.43 -0.4194
|
||||
% petal length: 1.0 6.9 3.76 1.76 0.9490 (high!)
|
||||
% petal width: 0.1 2.5 1.20 0.76 0.9565 (high!)
|
||||
%
|
||||
% 9. Class Distribution: 33.3% for each of 3 classes.
|
||||
|
||||
@RELATION iris
|
||||
|
||||
@ATTRIBUTE sepallength REAL
|
||||
@ATTRIBUTE sepalwidth REAL
|
||||
@ATTRIBUTE petallength REAL
|
||||
@ATTRIBUTE petalwidth REAL
|
||||
@ATTRIBUTE class {Iris-setosa,Iris-versicolor,Iris-virginica}
|
||||
|
||||
@DATA
|
||||
5.1,3.5,1.4,0.2,Iris-setosa
|
||||
4.9,3.0,1.4,0.2,Iris-setosa
|
||||
4.7,3.2,1.3,0.2,Iris-setosa
|
||||
4.6,3.1,1.5,0.2,Iris-setosa
|
||||
5.0,3.6,1.4,0.2,Iris-setosa
|
||||
5.4,3.9,1.7,0.4,Iris-setosa
|
||||
4.6,3.4,1.4,0.3,Iris-setosa
|
||||
5.0,3.4,1.5,0.2,Iris-setosa
|
||||
4.4,2.9,1.4,0.2,Iris-setosa
|
||||
4.9,3.1,1.5,0.1,Iris-setosa
|
||||
5.4,3.7,1.5,0.2,Iris-setosa
|
||||
4.8,3.4,1.6,0.2,Iris-setosa
|
||||
4.8,3.0,1.4,0.1,Iris-setosa
|
||||
4.3,3.0,1.1,0.1,Iris-setosa
|
||||
5.8,4.0,1.2,0.2,Iris-setosa
|
||||
5.7,4.4,1.5,0.4,Iris-setosa
|
||||
5.4,3.9,1.3,0.4,Iris-setosa
|
||||
5.1,3.5,1.4,0.3,Iris-setosa
|
||||
5.7,3.8,1.7,0.3,Iris-setosa
|
||||
5.1,3.8,1.5,0.3,Iris-setosa
|
||||
5.4,3.4,1.7,0.2,Iris-setosa
|
||||
5.1,3.7,1.5,0.4,Iris-setosa
|
||||
4.6,3.6,1.0,0.2,Iris-setosa
|
||||
5.1,3.3,1.7,0.5,Iris-setosa
|
||||
4.8,3.4,1.9,0.2,Iris-setosa
|
||||
5.0,3.0,1.6,0.2,Iris-setosa
|
||||
5.0,3.4,1.6,0.4,Iris-setosa
|
||||
5.2,3.5,1.5,0.2,Iris-setosa
|
||||
5.2,3.4,1.4,0.2,Iris-setosa
|
||||
4.7,3.2,1.6,0.2,Iris-setosa
|
||||
4.8,3.1,1.6,0.2,Iris-setosa
|
||||
5.4,3.4,1.5,0.4,Iris-setosa
|
||||
5.2,4.1,1.5,0.1,Iris-setosa
|
||||
5.5,4.2,1.4,0.2,Iris-setosa
|
||||
4.9,3.1,1.5,0.1,Iris-setosa
|
||||
5.0,3.2,1.2,0.2,Iris-setosa
|
||||
5.5,3.5,1.3,0.2,Iris-setosa
|
||||
4.9,3.1,1.5,0.1,Iris-setosa
|
||||
4.4,3.0,1.3,0.2,Iris-setosa
|
||||
5.1,3.4,1.5,0.2,Iris-setosa
|
||||
5.0,3.5,1.3,0.3,Iris-setosa
|
||||
4.5,2.3,1.3,0.3,Iris-setosa
|
||||
4.4,3.2,1.3,0.2,Iris-setosa
|
||||
5.0,3.5,1.6,0.6,Iris-setosa
|
||||
5.1,3.8,1.9,0.4,Iris-setosa
|
||||
4.8,3.0,1.4,0.3,Iris-setosa
|
||||
5.1,3.8,1.6,0.2,Iris-setosa
|
||||
4.6,3.2,1.4,0.2,Iris-setosa
|
||||
5.3,3.7,1.5,0.2,Iris-setosa
|
||||
5.0,3.3,1.4,0.2,Iris-setosa
|
||||
7.0,3.2,4.7,1.4,Iris-versicolor
|
||||
6.4,3.2,4.5,1.5,Iris-versicolor
|
||||
6.9,3.1,4.9,1.5,Iris-versicolor
|
||||
5.5,2.3,4.0,1.3,Iris-versicolor
|
||||
6.5,2.8,4.6,1.5,Iris-versicolor
|
||||
5.7,2.8,4.5,1.3,Iris-versicolor
|
||||
6.3,3.3,4.7,1.6,Iris-versicolor
|
||||
4.9,2.4,3.3,1.0,Iris-versicolor
|
||||
6.6,2.9,4.6,1.3,Iris-versicolor
|
||||
5.2,2.7,3.9,1.4,Iris-versicolor
|
||||
5.0,2.0,3.5,1.0,Iris-versicolor
|
||||
5.9,3.0,4.2,1.5,Iris-versicolor
|
||||
6.0,2.2,4.0,1.0,Iris-versicolor
|
||||
6.1,2.9,4.7,1.4,Iris-versicolor
|
||||
5.6,2.9,3.6,1.3,Iris-versicolor
|
||||
6.7,3.1,4.4,1.4,Iris-versicolor
|
||||
5.6,3.0,4.5,1.5,Iris-versicolor
|
||||
5.8,2.7,4.1,1.0,Iris-versicolor
|
||||
6.2,2.2,4.5,1.5,Iris-versicolor
|
||||
5.6,2.5,3.9,1.1,Iris-versicolor
|
||||
5.9,3.2,4.8,1.8,Iris-versicolor
|
||||
6.1,2.8,4.0,1.3,Iris-versicolor
|
||||
6.3,2.5,4.9,1.5,Iris-versicolor
|
||||
6.1,2.8,4.7,1.2,Iris-versicolor
|
||||
6.4,2.9,4.3,1.3,Iris-versicolor
|
||||
6.6,3.0,4.4,1.4,Iris-versicolor
|
||||
6.8,2.8,4.8,1.4,Iris-versicolor
|
||||
6.7,3.0,5.0,1.7,Iris-versicolor
|
||||
6.0,2.9,4.5,1.5,Iris-versicolor
|
||||
5.7,2.6,3.5,1.0,Iris-versicolor
|
||||
5.5,2.4,3.8,1.1,Iris-versicolor
|
||||
5.5,2.4,3.7,1.0,Iris-versicolor
|
||||
5.8,2.7,3.9,1.2,Iris-versicolor
|
||||
6.0,2.7,5.1,1.6,Iris-versicolor
|
||||
5.4,3.0,4.5,1.5,Iris-versicolor
|
||||
6.0,3.4,4.5,1.6,Iris-versicolor
|
||||
6.7,3.1,4.7,1.5,Iris-versicolor
|
||||
6.3,2.3,4.4,1.3,Iris-versicolor
|
||||
5.6,3.0,4.1,1.3,Iris-versicolor
|
||||
5.5,2.5,4.0,1.3,Iris-versicolor
|
||||
5.5,2.6,4.4,1.2,Iris-versicolor
|
||||
6.1,3.0,4.6,1.4,Iris-versicolor
|
||||
5.8,2.6,4.0,1.2,Iris-versicolor
|
||||
5.0,2.3,3.3,1.0,Iris-versicolor
|
||||
5.6,2.7,4.2,1.3,Iris-versicolor
|
||||
5.7,3.0,4.2,1.2,Iris-versicolor
|
||||
5.7,2.9,4.2,1.3,Iris-versicolor
|
||||
6.2,2.9,4.3,1.3,Iris-versicolor
|
||||
5.1,2.5,3.0,1.1,Iris-versicolor
|
||||
5.7,2.8,4.1,1.3,Iris-versicolor
|
||||
6.3,3.3,6.0,2.5,Iris-virginica
|
||||
5.8,2.7,5.1,1.9,Iris-virginica
|
||||
7.1,3.0,5.9,2.1,Iris-virginica
|
||||
6.3,2.9,5.6,1.8,Iris-virginica
|
||||
6.5,3.0,5.8,2.2,Iris-virginica
|
||||
7.6,3.0,6.6,2.1,Iris-virginica
|
||||
4.9,2.5,4.5,1.7,Iris-virginica
|
||||
7.3,2.9,6.3,1.8,Iris-virginica
|
||||
6.7,2.5,5.8,1.8,Iris-virginica
|
||||
7.2,3.6,6.1,2.5,Iris-virginica
|
||||
6.5,3.2,5.1,2.0,Iris-virginica
|
||||
6.4,2.7,5.3,1.9,Iris-virginica
|
||||
6.8,3.0,5.5,2.1,Iris-virginica
|
||||
5.7,2.5,5.0,2.0,Iris-virginica
|
||||
5.8,2.8,5.1,2.4,Iris-virginica
|
||||
6.4,3.2,5.3,2.3,Iris-virginica
|
||||
6.5,3.0,5.5,1.8,Iris-virginica
|
||||
7.7,3.8,6.7,2.2,Iris-virginica
|
||||
7.7,2.6,6.9,2.3,Iris-virginica
|
||||
6.0,2.2,5.0,1.5,Iris-virginica
|
||||
6.9,3.2,5.7,2.3,Iris-virginica
|
||||
5.6,2.8,4.9,2.0,Iris-virginica
|
||||
7.7,2.8,6.7,2.0,Iris-virginica
|
||||
6.3,2.7,4.9,1.8,Iris-virginica
|
||||
6.7,3.3,5.7,2.1,Iris-virginica
|
||||
7.2,3.2,6.0,1.8,Iris-virginica
|
||||
6.2,2.8,4.8,1.8,Iris-virginica
|
||||
6.1,3.0,4.9,1.8,Iris-virginica
|
||||
6.4,2.8,5.6,2.1,Iris-virginica
|
||||
7.2,3.0,5.8,1.6,Iris-virginica
|
||||
7.4,2.8,6.1,1.9,Iris-virginica
|
||||
7.9,3.8,6.4,2.0,Iris-virginica
|
||||
6.4,2.8,5.6,2.2,Iris-virginica
|
||||
6.3,2.8,5.1,1.5,Iris-virginica
|
||||
6.1,2.6,5.6,1.4,Iris-virginica
|
||||
7.7,3.0,6.1,2.3,Iris-virginica
|
||||
6.3,3.4,5.6,2.4,Iris-virginica
|
||||
6.4,3.1,5.5,1.8,Iris-virginica
|
||||
6.0,3.0,4.8,1.8,Iris-virginica
|
||||
6.9,3.1,5.4,2.1,Iris-virginica
|
||||
6.7,3.1,5.6,2.4,Iris-virginica
|
||||
6.9,3.1,5.1,2.3,Iris-virginica
|
||||
5.8,2.7,5.1,1.9,Iris-virginica
|
||||
6.8,3.2,5.9,2.3,Iris-virginica
|
||||
6.7,3.3,5.7,2.5,Iris-virginica
|
||||
6.7,3.0,5.2,2.3,Iris-virginica
|
||||
6.3,2.5,5.0,1.9,Iris-virginica
|
||||
6.5,3.0,5.2,2.0,Iris-virginica
|
||||
6.2,3.4,5.4,2.3,Iris-virginica
|
||||
5.9,3.0,5.1,1.8,Iris-virginica
|
||||
%
|
||||
%
|
||||
%
|
||||
10177
tests/data/kdd_JapaneseVowels.arff
Executable file
10177
tests/data/kdd_JapaneseVowels.arff
Executable file
File diff suppressed because it is too large
Load Diff
1
tests/lib/catch2
Submodule
1
tests/lib/catch2
Submodule
@ -0,0 +1 @@
|
||||
Subproject commit 4e8d92bf02f7d1c8006a0e7a5ecabd8e62d98502
|
||||
Loading…
x
Reference in New Issue
Block a user