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DataSetTest.cpp
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//
// Created by Olcay Taner YILDIZ on 10.01.2021.
//
#define CATCH_CONFIG_MAIN // This tells Catch to provide a main() - only do this in one cpp file
#include "catch.hpp"
#include "../src/DataSet/DataSet.h"
TEST_CASE("DataSetTest-testSampleSize") {
DataSet iris, car, chess, bupa, tictactoe, dermatology, nursery;
vector<AttributeType> attributeTypes;
for (int i = 0; i < 4; i++){
attributeTypes.emplace_back(AttributeType::CONTINUOUS);
}
DataDefinition dataDefinition = DataDefinition(attributeTypes);
iris = DataSet(dataDefinition, ",", "datasets/iris.data");
attributeTypes.clear();
for (int i = 0; i < 6; i++){
attributeTypes.emplace_back(AttributeType::CONTINUOUS);
}
dataDefinition = DataDefinition(attributeTypes);
bupa = DataSet(dataDefinition, ",", "datasets/bupa.data");
attributeTypes.clear();
for (int i = 0; i < 34; i++){
attributeTypes.emplace_back(AttributeType::CONTINUOUS);
}
dataDefinition = DataDefinition(attributeTypes);
dermatology = DataSet(dataDefinition, ",", "datasets/dermatology.data");
attributeTypes.clear();
for (int i = 0; i < 6; i++){
attributeTypes.emplace_back(AttributeType::DISCRETE);
}
dataDefinition = DataDefinition(attributeTypes);
car = DataSet(dataDefinition, ",", "datasets/car.data");
attributeTypes.clear();
for (int i = 0; i < 9; i++){
attributeTypes.emplace_back(AttributeType::DISCRETE);
}
dataDefinition = DataDefinition(attributeTypes);
tictactoe = DataSet(dataDefinition, ",", "datasets/tictactoe.data");
attributeTypes.clear();
for (int i = 0; i < 8; i++){
attributeTypes.emplace_back(AttributeType::DISCRETE);
}
dataDefinition = DataDefinition(attributeTypes);
nursery = DataSet(dataDefinition, ",", "datasets/nursery.data");
attributeTypes.clear();
for (int i = 0; i < 6; i++){
if (i % 2 == 0){
attributeTypes.emplace_back(AttributeType::DISCRETE);
} else {
attributeTypes.emplace_back(AttributeType::CONTINUOUS);
}
}
dataDefinition = DataDefinition(attributeTypes);
chess = DataSet(dataDefinition, ",", "datasets/chess.data");
REQUIRE(150 == iris.sampleSize());
REQUIRE(345 == bupa.sampleSize());
REQUIRE(366 == dermatology.sampleSize());
REQUIRE(1728 == car.sampleSize());
REQUIRE(958 == tictactoe.sampleSize());
REQUIRE(12960 == nursery.sampleSize());
REQUIRE(28056 == chess.sampleSize());
}
TEST_CASE("DataSetTest-testClassCount") {
DataSet iris, car, chess, bupa, tictactoe, dermatology, nursery;
vector<AttributeType> attributeTypes;
for (int i = 0; i < 4; i++){
attributeTypes.emplace_back(AttributeType::CONTINUOUS);
}
DataDefinition dataDefinition = DataDefinition(attributeTypes);
iris = DataSet(dataDefinition, ",", "datasets/iris.data");
attributeTypes.clear();
for (int i = 0; i < 6; i++){
attributeTypes.emplace_back(AttributeType::CONTINUOUS);
}
dataDefinition = DataDefinition(attributeTypes);
bupa = DataSet(dataDefinition, ",", "datasets/bupa.data");
attributeTypes.clear();
for (int i = 0; i < 34; i++){
attributeTypes.emplace_back(AttributeType::CONTINUOUS);
}
dataDefinition = DataDefinition(attributeTypes);
dermatology = DataSet(dataDefinition, ",", "datasets/dermatology.data");
attributeTypes.clear();
for (int i = 0; i < 6; i++){
attributeTypes.emplace_back(AttributeType::DISCRETE);
}
dataDefinition = DataDefinition(attributeTypes);
car = DataSet(dataDefinition, ",", "datasets/car.data");
attributeTypes.clear();
for (int i = 0; i < 9; i++){
attributeTypes.emplace_back(AttributeType::DISCRETE);
}
dataDefinition = DataDefinition(attributeTypes);
tictactoe = DataSet(dataDefinition, ",", "datasets/tictactoe.data");
attributeTypes.clear();
for (int i = 0; i < 8; i++){
attributeTypes.emplace_back(AttributeType::DISCRETE);
}
dataDefinition = DataDefinition(attributeTypes);
nursery = DataSet(dataDefinition, ",", "datasets/nursery.data");
attributeTypes.clear();
for (int i = 0; i < 6; i++){
if (i % 2 == 0){
attributeTypes.emplace_back(AttributeType::DISCRETE);
} else {
attributeTypes.emplace_back(AttributeType::CONTINUOUS);
}
}
dataDefinition = DataDefinition(attributeTypes);
chess = DataSet(dataDefinition, ",", "datasets/chess.data");
REQUIRE(3 == iris.classCount());
REQUIRE(2 == bupa.classCount());
REQUIRE(6 == dermatology.classCount());
REQUIRE(4 == car.classCount());
REQUIRE(2 == tictactoe.classCount());
REQUIRE(5 == nursery.classCount());
REQUIRE(18 == chess.classCount());
}
TEST_CASE("DataSetTest-testGetClasses") {
DataSet iris, car, chess, bupa, tictactoe, dermatology, nursery;
vector<AttributeType> attributeTypes;
for (int i = 0; i < 4; i++) {
attributeTypes.emplace_back(AttributeType::CONTINUOUS);
}
DataDefinition dataDefinition = DataDefinition(attributeTypes);
iris = DataSet(dataDefinition, ",", "datasets/iris.data");
attributeTypes.clear();
for (int i = 0; i < 6; i++) {
attributeTypes.emplace_back(AttributeType::CONTINUOUS);
}
dataDefinition = DataDefinition(attributeTypes);
bupa = DataSet(dataDefinition, ",", "datasets/bupa.data");
attributeTypes.clear();
for (int i = 0; i < 34; i++) {
attributeTypes.emplace_back(AttributeType::CONTINUOUS);
}
dataDefinition = DataDefinition(attributeTypes);
dermatology = DataSet(dataDefinition, ",", "datasets/dermatology.data");
attributeTypes.clear();
for (int i = 0; i < 6; i++) {
attributeTypes.emplace_back(AttributeType::DISCRETE);
}
dataDefinition = DataDefinition(attributeTypes);
car = DataSet(dataDefinition, ",", "datasets/car.data");
attributeTypes.clear();
for (int i = 0; i < 9; i++) {
attributeTypes.emplace_back(AttributeType::DISCRETE);
}
dataDefinition = DataDefinition(attributeTypes);
tictactoe = DataSet(dataDefinition, ",", "datasets/tictactoe.data");
attributeTypes.clear();
for (int i = 0; i < 8; i++) {
attributeTypes.emplace_back(AttributeType::DISCRETE);
}
dataDefinition = DataDefinition(attributeTypes);
nursery = DataSet(dataDefinition, ",", "datasets/nursery.data");
attributeTypes.clear();
for (int i = 0; i < 6; i++) {
if (i % 2 == 0) {
attributeTypes.emplace_back(AttributeType::DISCRETE);
} else {
attributeTypes.emplace_back(AttributeType::CONTINUOUS);
}
}
dataDefinition = DataDefinition(attributeTypes);
chess = DataSet(dataDefinition, ",", "datasets/chess.data");
REQUIRE("Iris-setosa;Iris-versicolor;Iris-virginica" == iris.getClasses());
REQUIRE("1;2" == bupa.getClasses());
REQUIRE("2;1;3;5;4;6" == dermatology.getClasses());
REQUIRE("unacc;acc;vgood;good" == car.getClasses());
REQUIRE("positive;negative" == tictactoe.getClasses());
REQUIRE("recommend;priority;not_recom;very_recom;spec_prior" == nursery.getClasses());
REQUIRE("draw;zero;one;two;three;four;five;six;seven;eight;nine;ten;eleven;twelve;thirteen;fourteen;fifteen;sixteen" == chess.getClasses());
}