From 78f2f5b2997814c873f476f92c551ced96fa73f1 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Ricardo=20Montan=CC=83ana?= <rmontanana@gmail.com>
Date: Tue, 2 Apr 2024 23:59:08 +0200
Subject: [PATCH] Add testing indices

---
 config/config.h.in                     |   1 +
 tests/TestFolding.cc                   |  20 +-
 tests/TestUtils.cc                     |   8 -
 tests/TestUtils.h                      |  36 +-
 tests/csv/kfold_diabetes_0.csv         | 768 +++++++++++++++++++++++++
 tests/csv/kfold_diabetes_1.csv         | 768 +++++++++++++++++++++++++
 tests/csv/kfold_diabetes_2.csv         | 768 +++++++++++++++++++++++++
 tests/csv/kfold_diabetes_3.csv         | 768 +++++++++++++++++++++++++
 tests/csv/kfold_diabetes_4.csv         | 768 +++++++++++++++++++++++++
 tests/csv/kfold_glass_0.csv            | 214 +++++++
 tests/csv/kfold_glass_1.csv            | 214 +++++++
 tests/csv/kfold_glass_2.csv            | 214 +++++++
 tests/csv/kfold_glass_3.csv            | 214 +++++++
 tests/csv/kfold_glass_4.csv            | 214 +++++++
 tests/csv/kfold_iris_0.csv             | 150 +++++
 tests/csv/kfold_iris_1.csv             | 150 +++++
 tests/csv/kfold_iris_2.csv             | 150 +++++
 tests/csv/kfold_iris_3.csv             | 150 +++++
 tests/csv/kfold_iris_4.csv             | 150 +++++
 tests/csv/stratkfold_diabetes_10_0.csv | 768 +++++++++++++++++++++++++
 tests/csv/stratkfold_diabetes_10_1.csv | 768 +++++++++++++++++++++++++
 tests/csv/stratkfold_diabetes_10_2.csv | 768 +++++++++++++++++++++++++
 tests/csv/stratkfold_diabetes_10_3.csv | 768 +++++++++++++++++++++++++
 tests/csv/stratkfold_diabetes_10_4.csv | 768 +++++++++++++++++++++++++
 tests/csv/stratkfold_diabetes_10_5.csv | 768 +++++++++++++++++++++++++
 tests/csv/stratkfold_diabetes_10_6.csv | 768 +++++++++++++++++++++++++
 tests/csv/stratkfold_diabetes_10_7.csv | 768 +++++++++++++++++++++++++
 tests/csv/stratkfold_diabetes_10_8.csv | 768 +++++++++++++++++++++++++
 tests/csv/stratkfold_diabetes_10_9.csv | 768 +++++++++++++++++++++++++
 tests/csv/stratkfold_diabetes_3_0.csv  | 768 +++++++++++++++++++++++++
 tests/csv/stratkfold_diabetes_3_1.csv  | 768 +++++++++++++++++++++++++
 tests/csv/stratkfold_diabetes_3_2.csv  | 768 +++++++++++++++++++++++++
 tests/csv/stratkfold_diabetes_5_0.csv  | 768 +++++++++++++++++++++++++
 tests/csv/stratkfold_diabetes_5_1.csv  | 768 +++++++++++++++++++++++++
 tests/csv/stratkfold_diabetes_5_2.csv  | 768 +++++++++++++++++++++++++
 tests/csv/stratkfold_diabetes_5_3.csv  | 768 +++++++++++++++++++++++++
 tests/csv/stratkfold_diabetes_5_4.csv  | 768 +++++++++++++++++++++++++
 tests/csv/stratkfold_glass_10_0.csv    | 205 +++++++
 tests/csv/stratkfold_glass_10_1.csv    | 205 +++++++
 tests/csv/stratkfold_glass_10_2.csv    | 205 +++++++
 tests/csv/stratkfold_glass_10_3.csv    | 205 +++++++
 tests/csv/stratkfold_glass_10_4.csv    | 205 +++++++
 tests/csv/stratkfold_glass_10_5.csv    | 205 +++++++
 tests/csv/stratkfold_glass_10_6.csv    | 205 +++++++
 tests/csv/stratkfold_glass_10_7.csv    | 205 +++++++
 tests/csv/stratkfold_glass_10_8.csv    | 205 +++++++
 tests/csv/stratkfold_glass_10_9.csv    | 205 +++++++
 tests/csv/stratkfold_glass_3_0.csv     | 214 +++++++
 tests/csv/stratkfold_glass_3_1.csv     | 214 +++++++
 tests/csv/stratkfold_glass_3_2.csv     | 214 +++++++
 tests/csv/stratkfold_glass_5_0.csv     | 214 +++++++
 tests/csv/stratkfold_glass_5_1.csv     | 214 +++++++
 tests/csv/stratkfold_glass_5_2.csv     | 214 +++++++
 tests/csv/stratkfold_glass_5_3.csv     | 214 +++++++
 tests/csv/stratkfold_glass_5_4.csv     | 214 +++++++
 tests/csv/stratkfold_iris_10_0.csv     | 150 +++++
 tests/csv/stratkfold_iris_10_1.csv     | 150 +++++
 tests/csv/stratkfold_iris_10_2.csv     | 150 +++++
 tests/csv/stratkfold_iris_10_3.csv     | 150 +++++
 tests/csv/stratkfold_iris_10_4.csv     | 150 +++++
 tests/csv/stratkfold_iris_10_5.csv     | 150 +++++
 tests/csv/stratkfold_iris_10_6.csv     | 150 +++++
 tests/csv/stratkfold_iris_10_7.csv     | 150 +++++
 tests/csv/stratkfold_iris_10_8.csv     | 150 +++++
 tests/csv/stratkfold_iris_10_9.csv     | 150 +++++
 tests/csv/stratkfold_iris_3_0.csv      | 150 +++++
 tests/csv/stratkfold_iris_3_1.csv      | 150 +++++
 tests/csv/stratkfold_iris_3_2.csv      | 150 +++++
 tests/csv/stratkfold_iris_5_0.csv      | 150 +++++
 tests/csv/stratkfold_iris_5_1.csv      | 150 +++++
 tests/csv/stratkfold_iris_5_2.csv      | 150 +++++
 tests/csv/stratkfold_iris_5_3.csv      | 150 +++++
 tests/csv/stratkfold_iris_5_4.csv      | 150 +++++
 tests/data/glass.arff                  | 332 +++++++++++
 74 files changed, 26331 insertions(+), 12 deletions(-)
 create mode 100644 tests/csv/kfold_diabetes_0.csv
 create mode 100644 tests/csv/kfold_diabetes_1.csv
 create mode 100644 tests/csv/kfold_diabetes_2.csv
 create mode 100644 tests/csv/kfold_diabetes_3.csv
 create mode 100644 tests/csv/kfold_diabetes_4.csv
 create mode 100644 tests/csv/kfold_glass_0.csv
 create mode 100644 tests/csv/kfold_glass_1.csv
 create mode 100644 tests/csv/kfold_glass_2.csv
 create mode 100644 tests/csv/kfold_glass_3.csv
 create mode 100644 tests/csv/kfold_glass_4.csv
 create mode 100644 tests/csv/kfold_iris_0.csv
 create mode 100644 tests/csv/kfold_iris_1.csv
 create mode 100644 tests/csv/kfold_iris_2.csv
 create mode 100644 tests/csv/kfold_iris_3.csv
 create mode 100644 tests/csv/kfold_iris_4.csv
 create mode 100644 tests/csv/stratkfold_diabetes_10_0.csv
 create mode 100644 tests/csv/stratkfold_diabetes_10_1.csv
 create mode 100644 tests/csv/stratkfold_diabetes_10_2.csv
 create mode 100644 tests/csv/stratkfold_diabetes_10_3.csv
 create mode 100644 tests/csv/stratkfold_diabetes_10_4.csv
 create mode 100644 tests/csv/stratkfold_diabetes_10_5.csv
 create mode 100644 tests/csv/stratkfold_diabetes_10_6.csv
 create mode 100644 tests/csv/stratkfold_diabetes_10_7.csv
 create mode 100644 tests/csv/stratkfold_diabetes_10_8.csv
 create mode 100644 tests/csv/stratkfold_diabetes_10_9.csv
 create mode 100644 tests/csv/stratkfold_diabetes_3_0.csv
 create mode 100644 tests/csv/stratkfold_diabetes_3_1.csv
 create mode 100644 tests/csv/stratkfold_diabetes_3_2.csv
 create mode 100644 tests/csv/stratkfold_diabetes_5_0.csv
 create mode 100644 tests/csv/stratkfold_diabetes_5_1.csv
 create mode 100644 tests/csv/stratkfold_diabetes_5_2.csv
 create mode 100644 tests/csv/stratkfold_diabetes_5_3.csv
 create mode 100644 tests/csv/stratkfold_diabetes_5_4.csv
 create mode 100644 tests/csv/stratkfold_glass_10_0.csv
 create mode 100644 tests/csv/stratkfold_glass_10_1.csv
 create mode 100644 tests/csv/stratkfold_glass_10_2.csv
 create mode 100644 tests/csv/stratkfold_glass_10_3.csv
 create mode 100644 tests/csv/stratkfold_glass_10_4.csv
 create mode 100644 tests/csv/stratkfold_glass_10_5.csv
 create mode 100644 tests/csv/stratkfold_glass_10_6.csv
 create mode 100644 tests/csv/stratkfold_glass_10_7.csv
 create mode 100644 tests/csv/stratkfold_glass_10_8.csv
 create mode 100644 tests/csv/stratkfold_glass_10_9.csv
 create mode 100644 tests/csv/stratkfold_glass_3_0.csv
 create mode 100644 tests/csv/stratkfold_glass_3_1.csv
 create mode 100644 tests/csv/stratkfold_glass_3_2.csv
 create mode 100644 tests/csv/stratkfold_glass_5_0.csv
 create mode 100644 tests/csv/stratkfold_glass_5_1.csv
 create mode 100644 tests/csv/stratkfold_glass_5_2.csv
 create mode 100644 tests/csv/stratkfold_glass_5_3.csv
 create mode 100644 tests/csv/stratkfold_glass_5_4.csv
 create mode 100644 tests/csv/stratkfold_iris_10_0.csv
 create mode 100644 tests/csv/stratkfold_iris_10_1.csv
 create mode 100644 tests/csv/stratkfold_iris_10_2.csv
 create mode 100644 tests/csv/stratkfold_iris_10_3.csv
 create mode 100644 tests/csv/stratkfold_iris_10_4.csv
 create mode 100644 tests/csv/stratkfold_iris_10_5.csv
 create mode 100644 tests/csv/stratkfold_iris_10_6.csv
 create mode 100644 tests/csv/stratkfold_iris_10_7.csv
 create mode 100644 tests/csv/stratkfold_iris_10_8.csv
 create mode 100644 tests/csv/stratkfold_iris_10_9.csv
 create mode 100644 tests/csv/stratkfold_iris_3_0.csv
 create mode 100644 tests/csv/stratkfold_iris_3_1.csv
 create mode 100644 tests/csv/stratkfold_iris_3_2.csv
 create mode 100644 tests/csv/stratkfold_iris_5_0.csv
 create mode 100644 tests/csv/stratkfold_iris_5_1.csv
 create mode 100644 tests/csv/stratkfold_iris_5_2.csv
 create mode 100644 tests/csv/stratkfold_iris_5_3.csv
 create mode 100644 tests/csv/stratkfold_iris_5_4.csv
 create mode 100755 tests/data/glass.arff

diff --git a/config/config.h.in b/config/config.h.in
index 6f12c23..ed279bc 100644
--- a/config/config.h.in
+++ b/config/config.h.in
@@ -12,3 +12,4 @@ static constexpr std::string_view project_version = "@PROJECT_VERSION@";
 static constexpr std::string_view project_description = "@PROJECT_DESCRIPTION@";
 static constexpr std::string_view git_sha = "@GIT_SHA@";
 static constexpr std::string_view data_path = "@Folding_SOURCE_DIR@/tests/data/";
+static constexpr std::string_view csv_path = "@Folding_SOURCE_DIR@/tests/csv/";
diff --git a/tests/TestFolding.cc b/tests/TestFolding.cc
index 1424552..2f0b29c 100644
--- a/tests/TestFolding.cc
+++ b/tests/TestFolding.cc
@@ -4,10 +4,11 @@
 #include "TestUtils.h"
 #include "folding.hpp"
 
+
 TEST_CASE("KFold Test", "[Platform][KFold]")
 {
     // Initialize a KFold object with k=5 and a seed of 19.
-    std::string file_name = GENERATE("iris", "diabetes");
+    std::string file_name = GENERATE("iris", "diabetes", "glass");
     auto raw = RawDatasets(file_name, true);
     int nFolds = 5;
     folding::KFold kfold(nFolds, raw.nSamples, 19);
@@ -22,13 +23,19 @@ TEST_CASE("KFold Test", "[Platform][KFold]")
         // Test each fold's size and contents.
         for (int i = 0; i < nFolds; ++i) {
             auto [train_indices, test_indices] = kfold.getFold(i);
+            // Store the indices
+            auto fname = "kfold_" + file_name + "_" + std::to_string(i) + ".csv";
+            auto indices = train_indices;
+            indices.insert(indices.end(), test_indices.begin(), test_indices.end());
+            //CSVFiles::write_csv(fname, indices);
+            auto expected_indices = CSVFiles::read_csv(fname);
+            REQUIRE(indices == expected_indices);
             bool result = train_indices.size() == number || train_indices.size() == number + 1;
             REQUIRE(result);
             REQUIRE(train_indices.size() + test_indices.size() == raw.nSamples);
         }
     }
 }
-
 map<int, int> counts(std::vector<int> y, std::vector<int> indices)
 {
     map<int, int> result;
@@ -41,7 +48,7 @@ map<int, int> counts(std::vector<int> y, std::vector<int> indices)
 TEST_CASE("StratifiedKFold Test", "[Platform][StratifiedKFold]")
 {
     // Initialize a StratifiedKFold object with k=3, using the y std::vector, and a seed of 17.
-    std::string file_name = GENERATE("iris", "diabetes");
+    std::string file_name = GENERATE("iris", "diabetes", "glass");
     int nFolds = GENERATE(3, 5, 10);
     auto raw = RawDatasets(file_name, true);
     folding::StratifiedKFold stratified_kfoldt(nFolds, raw.yt, 17);
@@ -66,6 +73,13 @@ TEST_CASE("StratifiedKFold Test", "[Platform][StratifiedKFold]")
             auto [train_indicesv, test_indicesv] = stratified_kfoldv.getFold(fold);
             REQUIRE(train_indicest == train_indicesv);
             REQUIRE(test_indicest == test_indicesv);
+            // Store the indices
+            auto fname = "stratkfold_" + file_name + "_" + std::to_string(nFolds) + "_" + std::to_string(fold) + ".csv";
+            auto indices = train_indicesv;
+            indices.insert(indices.end(), test_indicesv.begin(), test_indicesv.end());
+            //CSVFiles::write_csv(fname, indices);
+            auto expected_indices = CSVFiles::read_csv(fname);
+            REQUIRE(indices == expected_indices);
             // In the worst case scenario, the number of samples in the training set is number + raw.classNumStates
             // because in that fold can come one remainder sample from each class.
             REQUIRE(train_indicest.size() <= number + raw.classNumStates);
diff --git a/tests/TestUtils.cc b/tests/TestUtils.cc
index 5a0910e..425fed6 100644
--- a/tests/TestUtils.cc
+++ b/tests/TestUtils.cc
@@ -1,13 +1,5 @@
 #include "TestUtils.h"
-#include "config.h"
 
-class Paths {
-public:
-    static std::string datasets()
-    {
-        return { data_path.begin(), data_path.end() };
-    }
-};
 
 pair<std::vector<mdlp::labels_t>, map<std::string, int>> discretize(std::vector<mdlp::samples_t>& X, mdlp::labels_t& y, std::vector<std::string> features)
 {
diff --git a/tests/TestUtils.h b/tests/TestUtils.h
index 72954c0..a012172 100644
--- a/tests/TestUtils.h
+++ b/tests/TestUtils.h
@@ -1,5 +1,6 @@
 #ifndef TEST_UTILS_H
 #define TEST_UTILS_H
+#include <fstream>
 #include <torch/torch.h>
 #include <string>
 #include <vector>
@@ -7,6 +8,7 @@
 #include <tuple>
 #include "ArffFiles.h"
 #include "CPPFImdlp.h"
+#include "config.h"
 
 bool file_exists(const std::string& name);
 std::pair<vector<mdlp::labels_t>, map<std::string, int>> discretize(std::vector<mdlp::samples_t>& X, mdlp::labels_t& y, std::vector<string> features);
@@ -39,5 +41,37 @@ public:
     int nSamples, classNumStates;
     double epsilon = 1e-5;
 };
-
+class Paths {
+public:
+    static std::string datasets()
+    {
+        return { data_path.begin(), data_path.end() };
+    }
+    static std::string csv()
+    {
+        return { csv_path.begin(), csv_path.end() };
+    }
+};
+class CSVFiles {
+public:
+    static void write_csv(std::string fname, std::vector<int> indices)
+    {
+        std::ofstream file(Paths::csv() + fname);
+        for (auto i = 0; i < indices.size(); ++i) {
+            file << indices[i] << std::endl;
+        }
+        file.close();
+    }
+    static std::vector<int> read_csv(std::string fname)
+    {
+        std::ifstream file(Paths::csv() + fname);
+        std::vector<int> indices;
+        std::string line;
+        while (std::getline(file, line)) {
+            indices.push_back(std::stoi(line));
+        }
+        file.close();
+        return indices;
+    }
+};
 #endif //TEST_UTILS_H
\ No newline at end of file
diff --git a/tests/csv/kfold_diabetes_0.csv b/tests/csv/kfold_diabetes_0.csv
new file mode 100644
index 0000000..ed932c9
--- /dev/null
+++ b/tests/csv/kfold_diabetes_0.csv
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diff --git a/tests/csv/kfold_diabetes_1.csv b/tests/csv/kfold_diabetes_1.csv
new file mode 100644
index 0000000..0cd35b7
--- /dev/null
+++ b/tests/csv/kfold_diabetes_1.csv
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diff --git a/tests/csv/kfold_diabetes_2.csv b/tests/csv/kfold_diabetes_2.csv
new file mode 100644
index 0000000..ba42c92
--- /dev/null
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diff --git a/tests/csv/kfold_diabetes_3.csv b/tests/csv/kfold_diabetes_3.csv
new file mode 100644
index 0000000..d5e77a6
--- /dev/null
+++ b/tests/csv/kfold_diabetes_3.csv
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new file mode 100644
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--- /dev/null
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new file mode 100644
index 0000000..40c7137
--- /dev/null
+++ b/tests/csv/kfold_glass_0.csv
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diff --git a/tests/csv/kfold_glass_1.csv b/tests/csv/kfold_glass_1.csv
new file mode 100644
index 0000000..80eff7e
--- /dev/null
+++ b/tests/csv/kfold_glass_1.csv
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new file mode 100644
index 0000000..47b98dd
--- /dev/null
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new file mode 100644
index 0000000..421b952
--- /dev/null
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new file mode 100644
index 0000000..ab80112
--- /dev/null
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new file mode 100644
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--- /dev/null
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new file mode 100644
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--- /dev/null
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/tests/csv/stratkfold_diabetes_10_1.csv b/tests/csv/stratkfold_diabetes_10_1.csv
new file mode 100644
index 0000000..2de0336
--- /dev/null
+++ b/tests/csv/stratkfold_diabetes_10_1.csv
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diff --git a/tests/csv/stratkfold_diabetes_10_2.csv b/tests/csv/stratkfold_diabetes_10_2.csv
new file mode 100644
index 0000000..9efde37
--- /dev/null
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diff --git a/tests/csv/stratkfold_diabetes_10_3.csv b/tests/csv/stratkfold_diabetes_10_3.csv
new file mode 100644
index 0000000..69c9715
--- /dev/null
+++ b/tests/csv/stratkfold_diabetes_10_3.csv
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new file mode 100644
index 0000000..f1ed650
--- /dev/null
+++ b/tests/csv/stratkfold_diabetes_10_4.csv
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diff --git a/tests/csv/stratkfold_diabetes_10_5.csv b/tests/csv/stratkfold_diabetes_10_5.csv
new file mode 100644
index 0000000..3108efd
--- /dev/null
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diff --git a/tests/csv/stratkfold_diabetes_10_6.csv b/tests/csv/stratkfold_diabetes_10_6.csv
new file mode 100644
index 0000000..df20ef4
--- /dev/null
+++ b/tests/csv/stratkfold_diabetes_10_6.csv
@@ -0,0 +1,768 @@
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diff --git a/tests/csv/stratkfold_diabetes_10_7.csv b/tests/csv/stratkfold_diabetes_10_7.csv
new file mode 100644
index 0000000..515ca71
--- /dev/null
+++ b/tests/csv/stratkfold_diabetes_10_7.csv
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diff --git a/tests/csv/stratkfold_diabetes_10_8.csv b/tests/csv/stratkfold_diabetes_10_8.csv
new file mode 100644
index 0000000..3d2b43d
--- /dev/null
+++ b/tests/csv/stratkfold_diabetes_10_8.csv
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new file mode 100644
index 0000000..6b27f81
--- /dev/null
+++ b/tests/csv/stratkfold_diabetes_10_9.csv
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new file mode 100644
index 0000000..8262ee8
--- /dev/null
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diff --git a/tests/csv/stratkfold_diabetes_3_1.csv b/tests/csv/stratkfold_diabetes_3_1.csv
new file mode 100644
index 0000000..83d7917
--- /dev/null
+++ b/tests/csv/stratkfold_diabetes_3_1.csv
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diff --git a/tests/csv/stratkfold_diabetes_3_2.csv b/tests/csv/stratkfold_diabetes_3_2.csv
new file mode 100644
index 0000000..aa83eba
--- /dev/null
+++ b/tests/csv/stratkfold_diabetes_3_2.csv
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diff --git a/tests/csv/stratkfold_diabetes_5_0.csv b/tests/csv/stratkfold_diabetes_5_0.csv
new file mode 100644
index 0000000..570dd1d
--- /dev/null
+++ b/tests/csv/stratkfold_diabetes_5_0.csv
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diff --git a/tests/csv/stratkfold_diabetes_5_1.csv b/tests/csv/stratkfold_diabetes_5_1.csv
new file mode 100644
index 0000000..6916f39
--- /dev/null
+++ b/tests/csv/stratkfold_diabetes_5_1.csv
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diff --git a/tests/csv/stratkfold_diabetes_5_2.csv b/tests/csv/stratkfold_diabetes_5_2.csv
new file mode 100644
index 0000000..6e67f59
--- /dev/null
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diff --git a/tests/csv/stratkfold_diabetes_5_3.csv b/tests/csv/stratkfold_diabetes_5_3.csv
new file mode 100644
index 0000000..3013105
--- /dev/null
+++ b/tests/csv/stratkfold_diabetes_5_3.csv
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new file mode 100644
index 0000000..0e6ba19
--- /dev/null
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new file mode 100644
index 0000000..c595ebf
--- /dev/null
+++ b/tests/csv/stratkfold_glass_10_0.csv
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new file mode 100644
index 0000000..7ae5e0c
--- /dev/null
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new file mode 100644
index 0000000..87f28f4
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new file mode 100644
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diff --git a/tests/csv/stratkfold_iris_10_3.csv b/tests/csv/stratkfold_iris_10_3.csv
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new file mode 100644
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new file mode 100644
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diff --git a/tests/csv/stratkfold_iris_3_1.csv b/tests/csv/stratkfold_iris_3_1.csv
new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/tests/csv/stratkfold_iris_5_2.csv b/tests/csv/stratkfold_iris_5_2.csv
new file mode 100644
index 0000000..22d3fc4
--- /dev/null
+++ b/tests/csv/stratkfold_iris_5_2.csv
@@ -0,0 +1,150 @@
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diff --git a/tests/csv/stratkfold_iris_5_3.csv b/tests/csv/stratkfold_iris_5_3.csv
new file mode 100644
index 0000000..ba395ae
--- /dev/null
+++ b/tests/csv/stratkfold_iris_5_3.csv
@@ -0,0 +1,150 @@
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diff --git a/tests/csv/stratkfold_iris_5_4.csv b/tests/csv/stratkfold_iris_5_4.csv
new file mode 100644
index 0000000..c5bbb82
--- /dev/null
+++ b/tests/csv/stratkfold_iris_5_4.csv
@@ -0,0 +1,150 @@
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diff --git a/tests/data/glass.arff b/tests/data/glass.arff
new file mode 100755
index 0000000..abd9e3c
--- /dev/null
+++ b/tests/data/glass.arff
@@ -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}
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