diff --git a/datasets/anomaly/yahoo_sub_5/SCORE/dataset_TEST/datasetDoc.json b/datasets/anomaly/yahoo_sub_5/SCORE/dataset_TEST/datasetDoc.json
deleted file mode 100644
index ff5dec4..0000000
--- a/datasets/anomaly/yahoo_sub_5/SCORE/dataset_TEST/datasetDoc.json
+++ /dev/null
@@ -1,95 +0,0 @@
-{
-    "about": {
-        "datasetID": "yahoo_sub_5_dataset_TEST",
-        "datasetName": "NULL",
-        "description": "Database of baseball players and play statistics, including 'Games_played', 'At_bats', 'Runs', 'Hits', 'Doubles', 'Triples', 'Home_runs', 'RBIs', 'Walks', 'Strikeouts', 'Batting_average', 'On_base_pct', 'Slugging_pct' and 'Fielding_ave'",
-        "citation": " @book{simonoff2003analyzing,title={Analyzing Categorical Data},author={Simonoff, J.S.},isbn={9780387007496},lccn={2003044946},series={Springer Texts in Statistics},url={https://books.google.com/books?id=G8wrifweAoC},year={2003},publisher={Springer New York}} ",
-        "license": " CC Public Domain Mark 1.0 ",
-        "source": "OpenML",
-        "sourceURI": "http://www.openml.org/d/185",
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-        "datasetVersion": "4.0.0"
-    },
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\ No newline at end of file
diff --git a/datasets/anomaly/yahoo_sub_5/SCORE/dataset_TEST/tables/learningData.csv b/datasets/anomaly/yahoo_sub_5/SCORE/dataset_TEST/tables/learningData.csv
deleted file mode 100644
index e3d5131..0000000
--- a/datasets/anomaly/yahoo_sub_5/SCORE/dataset_TEST/tables/learningData.csv
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diff --git a/datasets/anomaly/yahoo_sub_5/SCORE/problem_TEST/dataSplits.csv b/datasets/anomaly/yahoo_sub_5/SCORE/problem_TEST/dataSplits.csv
deleted file mode 100644
index c72d454..0000000
--- a/datasets/anomaly/yahoo_sub_5/SCORE/problem_TEST/dataSplits.csv
+++ /dev/null
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diff --git a/datasets/anomaly/yahoo_sub_5/SCORE/problem_TEST/problemDoc.json b/datasets/anomaly/yahoo_sub_5/SCORE/problem_TEST/problemDoc.json
deleted file mode 100644
index 417cb6b..0000000
--- a/datasets/anomaly/yahoo_sub_5/SCORE/problem_TEST/problemDoc.json
+++ /dev/null
@@ -1,65 +0,0 @@
-{
-    "about": {
-        "problemID": "yahoo_sub_5_problem",
-        "problemName": "yahoo_sub_5_problem",
-        "problemDescription": "Anomaly detection",
-        "problemVersion": "4.0.0",
-        "problemSchemaVersion": "4.0.0",
-        "taskKeywords": [
-            "classification",
-            "binary",
-            "tabular"
-        ]
-    },
-    "inputs": {
-        "data": [
-            {
-                "datasetID": "yahoo_sub_5_dataset",
-                "targets": [
-                    {
-                        "targetIndex": 0,
-                        "resID": "learningData",
-                        "colIndex": 7,
-                        "colName": "ground_truth"
-                    }
-                ]
-            }
-        ],
-        "dataSplits": {
-            "method": "holdOut",
-            "testSize": 0.2,
-            "stratified": true,
-            "numRepeats": 0,
-            "randomSeed": 42,
-            "splitsFile": "dataSplits.csv",
-            "datasetViewMaps": {
-                "train": [
-                    {
-                        "from": "yahoo_sub_5_dataset",
-                        "to": "yahoo_sub_5_dataset_TRAIN"
-                    }
-                ],
-                "test": [
-                    {
-                        "from": "yahoo_sub_5_dataset",
-                        "to": "yahoo_sub_5_dataset_TEST"
-                    }
-                ],
-                "score": [
-                    {
-                        "from": "yahoo_sub_5_dataset",
-                        "to": "yahoo_sub_5_dataset_SCORE"
-                    }
-                ]
-            }
-        },
-        "performanceMetrics": [
-            {
-                "metric": "f1Macro"
-            }
-        ]
-    },
-    "expectedOutputs": {
-        "predictionsFile": "predictions.csv"
-    }
-}
\ No newline at end of file
diff --git a/datasets/anomaly/yahoo_sub_5/SCORE/targets.csv b/datasets/anomaly/yahoo_sub_5/SCORE/targets.csv
deleted file mode 100644
index e69de29..0000000
diff --git a/datasets/anomaly/yahoo_sub_5/TEST/dataset_TEST/datasetDoc.json b/datasets/anomaly/yahoo_sub_5/TEST/dataset_TEST/datasetDoc.json
deleted file mode 100644
index ff5dec4..0000000
--- a/datasets/anomaly/yahoo_sub_5/TEST/dataset_TEST/datasetDoc.json
+++ /dev/null
@@ -1,95 +0,0 @@
-{
-    "about": {
-        "datasetID": "yahoo_sub_5_dataset_TEST",
-        "datasetName": "NULL",
-        "description": "Database of baseball players and play statistics, including 'Games_played', 'At_bats', 'Runs', 'Hits', 'Doubles', 'Triples', 'Home_runs', 'RBIs', 'Walks', 'Strikeouts', 'Batting_average', 'On_base_pct', 'Slugging_pct' and 'Fielding_ave'",
-        "citation": " @book{simonoff2003analyzing,title={Analyzing Categorical Data},author={Simonoff, J.S.},isbn={9780387007496},lccn={2003044946},series={Springer Texts in Statistics},url={https://books.google.com/books?id=G8wrifweAoC},year={2003},publisher={Springer New York}} ",
-        "license": " CC Public Domain Mark 1.0 ",
-        "source": "OpenML",
-        "sourceURI": "http://www.openml.org/d/185",
-        "approximateSize": "",
-        "datasetSchemaVersion": "4.0.0",
-        "redacted": false,
-        "datasetVersion": "4.0.0"
-    },
-    "dataResources": [
-        {
-            "resID": "learningData",
-            "resPath": "tables/learningData.csv",
-            "resType": "table",
-            "resFormat": {
-                "text/csv": [
-                    "csv"
-                ]
-            },
-            "isCollection": false,
-            "columns": [
-                {
-                    "colIndex": 0,
-                    "colName": "d3mIndex",
-                    "colType": "integer",
-                    "role": [
-                        "index"
-                    ]
-                },
-                {
-                    "colIndex": 1,
-                    "colName": "timestamp",
-                    "colType": "integer",
-                    "role": [
-                        "attribute"
-                    ]
-                },
-                {
-                    "colIndex": 2,
-                    "colName": "value_0",
-                    "colType": "real",
-                    "role": [
-                        "attribute"
-                    ]
-                },
-                {
-                    "colIndex": 3,
-                    "colName": "value_1",
-                    "colType": "real",
-                    "role": [
-                        "attribute"
-                    ]
-                },
-                {
-                    "colIndex": 4,
-                    "colName": "value_2",
-                    "colType": "real",
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-                    "colType": "real",
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-                {
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-                    "colName": "value_4",
-                    "colType": "real",
-                    "role": [
-                        "attribute"
-                    ]
-                },
-                {
-                    "colIndex": 7,
-                    "colName": "ground_truth",
-                    "colType": "integer",
-                    "role": [
-                        "suggestedTarget"
-                    ]
-                }
-            ],
-            "columnsCount": 8
-        }
-    ]
-}
\ No newline at end of file
diff --git a/datasets/anomaly/yahoo_sub_5/TEST/dataset_TEST/tables/learningData.csv b/datasets/anomaly/yahoo_sub_5/TEST/dataset_TEST/tables/learningData.csv
deleted file mode 100644
index e3d5131..0000000
--- a/datasets/anomaly/yahoo_sub_5/TEST/dataset_TEST/tables/learningData.csv
+++ /dev/null
@@ -1,141 +0,0 @@
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diff --git a/datasets/anomaly/yahoo_sub_5/TEST/problem_TEST/dataSplits.csv b/datasets/anomaly/yahoo_sub_5/TEST/problem_TEST/dataSplits.csv
deleted file mode 100644
index c72d454..0000000
--- a/datasets/anomaly/yahoo_sub_5/TEST/problem_TEST/dataSplits.csv
+++ /dev/null
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diff --git a/datasets/anomaly/yahoo_sub_5/TEST/problem_TEST/problemDoc.json b/datasets/anomaly/yahoo_sub_5/TEST/problem_TEST/problemDoc.json
deleted file mode 100644
index 417cb6b..0000000
--- a/datasets/anomaly/yahoo_sub_5/TEST/problem_TEST/problemDoc.json
+++ /dev/null
@@ -1,65 +0,0 @@
-{
-    "about": {
-        "problemID": "yahoo_sub_5_problem",
-        "problemName": "yahoo_sub_5_problem",
-        "problemDescription": "Anomaly detection",
-        "problemVersion": "4.0.0",
-        "problemSchemaVersion": "4.0.0",
-        "taskKeywords": [
-            "classification",
-            "binary",
-            "tabular"
-        ]
-    },
-    "inputs": {
-        "data": [
-            {
-                "datasetID": "yahoo_sub_5_dataset",
-                "targets": [
-                    {
-                        "targetIndex": 0,
-                        "resID": "learningData",
-                        "colIndex": 7,
-                        "colName": "ground_truth"
-                    }
-                ]
-            }
-        ],
-        "dataSplits": {
-            "method": "holdOut",
-            "testSize": 0.2,
-            "stratified": true,
-            "numRepeats": 0,
-            "randomSeed": 42,
-            "splitsFile": "dataSplits.csv",
-            "datasetViewMaps": {
-                "train": [
-                    {
-                        "from": "yahoo_sub_5_dataset",
-                        "to": "yahoo_sub_5_dataset_TRAIN"
-                    }
-                ],
-                "test": [
-                    {
-                        "from": "yahoo_sub_5_dataset",
-                        "to": "yahoo_sub_5_dataset_TEST"
-                    }
-                ],
-                "score": [
-                    {
-                        "from": "yahoo_sub_5_dataset",
-                        "to": "yahoo_sub_5_dataset_SCORE"
-                    }
-                ]
-            }
-        },
-        "performanceMetrics": [
-            {
-                "metric": "f1Macro"
-            }
-        ]
-    },
-    "expectedOutputs": {
-        "predictionsFile": "predictions.csv"
-    }
-}
\ No newline at end of file
diff --git a/datasets/anomaly/yahoo_sub_5/TRAIN/dataset_TRAIN/datasetDoc.json b/datasets/anomaly/yahoo_sub_5/TRAIN/dataset_TRAIN/datasetDoc.json
deleted file mode 100644
index be6f5c0..0000000
--- a/datasets/anomaly/yahoo_sub_5/TRAIN/dataset_TRAIN/datasetDoc.json
+++ /dev/null
@@ -1,95 +0,0 @@
-{
-    "about": {
-        "datasetID": "yahoo_sub_5_dataset_TRAIN",
-        "datasetName": "NULL",
-        "description": "Database of baseball players and play statistics, including 'Games_played', 'At_bats', 'Runs', 'Hits', 'Doubles', 'Triples', 'Home_runs', 'RBIs', 'Walks', 'Strikeouts', 'Batting_average', 'On_base_pct', 'Slugging_pct' and 'Fielding_ave'",
-        "citation": " @book{simonoff2003analyzing,title={Analyzing Categorical Data},author={Simonoff, J.S.},isbn={9780387007496},lccn={2003044946},series={Springer Texts in Statistics},url={https://books.google.com/books?id=G8wrifweAoC},year={2003},publisher={Springer New York}} ",
-        "license": " CC Public Domain Mark 1.0 ",
-        "source": "OpenML",
-        "sourceURI": "http://www.openml.org/d/185",
-        "approximateSize": "",
-        "datasetSchemaVersion": "4.0.0",
-        "redacted": false,
-        "datasetVersion": "4.0.0"
-    },
-    "dataResources": [
-        {
-            "resID": "learningData",
-            "resPath": "tables/learningData.csv",
-            "resType": "table",
-            "resFormat": {
-                "text/csv": [
-                    "csv"
-                ]
-            },
-            "isCollection": false,
-            "columns": [
-                {
-                    "colIndex": 0,
-                    "colName": "d3mIndex",
-                    "colType": "integer",
-                    "role": [
-                        "index"
-                    ]
-                },
-                {
-                    "colIndex": 1,
-                    "colName": "timestamp",
-                    "colType": "integer",
-                    "role": [
-                        "attribute"
-                    ]
-                },
-                {
-                    "colIndex": 2,
-                    "colName": "value_0",
-                    "colType": "real",
-                    "role": [
-                        "attribute"
-                    ]
-                },
-                {
-                    "colIndex": 3,
-                    "colName": "value_1",
-                    "colType": "real",
-                    "role": [
-                        "attribute"
-                    ]
-                },
-                {
-                    "colIndex": 4,
-                    "colName": "value_2",
-                    "colType": "real",
-                    "role": [
-                        "attribute"
-                    ]
-                },
-                {
-                    "colIndex": 5,
-                    "colName": "value_3",
-                    "colType": "real",
-                    "role": [
-                        "attribute"
-                    ]
-                },
-                {
-                    "colIndex": 6,
-                    "colName": "value_4",
-                    "colType": "real",
-                    "role": [
-                        "attribute"
-                    ]
-                },
-                {
-                    "colIndex": 7,
-                    "colName": "ground_truth",
-                    "colType": "integer",
-                    "role": [
-                        "suggestedTarget"
-                    ]
-                }
-            ],
-            "columnsCount": 8
-        }
-    ]
-}
\ No newline at end of file
diff --git a/datasets/anomaly/yahoo_sub_5/TRAIN/dataset_TRAIN/tables/learningData.csv b/datasets/anomaly/yahoo_sub_5/TRAIN/dataset_TRAIN/tables/learningData.csv
deleted file mode 100644
index c07dc45..0000000
--- a/datasets/anomaly/yahoo_sub_5/TRAIN/dataset_TRAIN/tables/learningData.csv
+++ /dev/null
@@ -1,1261 +0,0 @@
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diff --git a/datasets/anomaly/yahoo_sub_5/TRAIN/problem_TRAIN/dataSplits.csv b/datasets/anomaly/yahoo_sub_5/TRAIN/problem_TRAIN/dataSplits.csv
deleted file mode 100644
index b017fe5..0000000
--- a/datasets/anomaly/yahoo_sub_5/TRAIN/problem_TRAIN/dataSplits.csv
+++ /dev/null
@@ -1,1261 +0,0 @@
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diff --git a/datasets/anomaly/yahoo_sub_5/TRAIN/problem_TRAIN/problemDoc.json b/datasets/anomaly/yahoo_sub_5/TRAIN/problem_TRAIN/problemDoc.json
deleted file mode 100644
index 417cb6b..0000000
--- a/datasets/anomaly/yahoo_sub_5/TRAIN/problem_TRAIN/problemDoc.json
+++ /dev/null
@@ -1,65 +0,0 @@
-{
-    "about": {
-        "problemID": "yahoo_sub_5_problem",
-        "problemName": "yahoo_sub_5_problem",
-        "problemDescription": "Anomaly detection",
-        "problemVersion": "4.0.0",
-        "problemSchemaVersion": "4.0.0",
-        "taskKeywords": [
-            "classification",
-            "binary",
-            "tabular"
-        ]
-    },
-    "inputs": {
-        "data": [
-            {
-                "datasetID": "yahoo_sub_5_dataset",
-                "targets": [
-                    {
-                        "targetIndex": 0,
-                        "resID": "learningData",
-                        "colIndex": 7,
-                        "colName": "ground_truth"
-                    }
-                ]
-            }
-        ],
-        "dataSplits": {
-            "method": "holdOut",
-            "testSize": 0.2,
-            "stratified": true,
-            "numRepeats": 0,
-            "randomSeed": 42,
-            "splitsFile": "dataSplits.csv",
-            "datasetViewMaps": {
-                "train": [
-                    {
-                        "from": "yahoo_sub_5_dataset",
-                        "to": "yahoo_sub_5_dataset_TRAIN"
-                    }
-                ],
-                "test": [
-                    {
-                        "from": "yahoo_sub_5_dataset",
-                        "to": "yahoo_sub_5_dataset_TEST"
-                    }
-                ],
-                "score": [
-                    {
-                        "from": "yahoo_sub_5_dataset",
-                        "to": "yahoo_sub_5_dataset_SCORE"
-                    }
-                ]
-            }
-        },
-        "performanceMetrics": [
-            {
-                "metric": "f1Macro"
-            }
-        ]
-    },
-    "expectedOutputs": {
-        "predictionsFile": "predictions.csv"
-    }
-}
\ No newline at end of file
diff --git a/datasets/anomaly/yahoo_sub_5/yahoo_sub_5_dataset/datasetDoc.json b/datasets/anomaly/yahoo_sub_5/yahoo_sub_5_dataset/datasetDoc.json
deleted file mode 100644
index 08f39bf..0000000
--- a/datasets/anomaly/yahoo_sub_5/yahoo_sub_5_dataset/datasetDoc.json
+++ /dev/null
@@ -1,95 +0,0 @@
-{
-    "about": {
-        "datasetID": "yahoo_sub_5_dataset",
-        "datasetName": "yahoo_sub_5",
-        "description": "Database of baseball players and play statistics, including 'Games_played', 'At_bats', 'Runs', 'Hits', 'Doubles', 'Triples', 'Home_runs', 'RBIs', 'Walks', 'Strikeouts', 'Batting_average', 'On_base_pct', 'Slugging_pct' and 'Fielding_ave'",
-        "citation": " @book{simonoff2003analyzing,title={Analyzing Categorical Data},author={Simonoff, J.S.},isbn={9780387007496},lccn={2003044946},series={Springer Texts in Statistics},url={https://books.google.com/books?id=G8wrifweAoC},year={2003},publisher={Springer New York}} ",
-        "license": " CC Public Domain Mark 1.0 ",
-        "source": "OpenML",
-        "sourceURI": "http://www.openml.org/d/185",
-        "approximateSize": "",
-        "datasetSchemaVersion": "4.0.0",
-        "redacted": false,
-        "datasetVersion": "4.0.0"
-    },
-    "dataResources": [
-        {
-            "resID": "learningData",
-            "resPath": "tables/learningData.csv",
-            "resType": "table",
-            "resFormat": {
-                "text/csv": [
-                    "csv"
-                ]
-            },
-            "isCollection": false,
-            "columns": [
-                {
-                    "colIndex": 0,
-                    "colName": "d3mIndex",
-                    "colType": "integer",
-                    "role": [
-                        "index"
-                    ]
-                },
-                {
-                    "colIndex": 1,
-                    "colName": "timestamp",
-                    "colType": "integer",
-                    "role": [
-                        "attribute"
-                    ]
-                },
-                {
-                    "colIndex": 2,
-                    "colName": "value_0",
-                    "colType": "real",
-                    "role": [
-                        "attribute"
-                    ]
-                },
-                {
-                    "colIndex": 3,
-                    "colName": "value_1",
-                    "colType": "real",
-                    "role": [
-                        "attribute"
-                    ]
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-                {
-                    "colIndex": 4,
-                    "colName": "value_2",
-                    "colType": "real",
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-                    "colType": "real",
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-                    "colType": "real",
-                    "role": [
-                        "attribute"
-                    ]
-                },
-                {
-                    "colIndex": 7,
-                    "colName": "ground_truth",
-                    "colType": "integer",
-                    "role": [
-                        "suggestedTarget"
-                    ]
-                }
-            ],
-            "columnsCount": 8
-        }
-    ]
-}
\ No newline at end of file
diff --git a/datasets/anomaly/yahoo_sub_5/yahoo_sub_5_dataset/tables/learningData.csv b/datasets/anomaly/yahoo_sub_5/yahoo_sub_5_dataset/tables/learningData.csv
deleted file mode 100644
index afae224..0000000
--- a/datasets/anomaly/yahoo_sub_5/yahoo_sub_5_dataset/tables/learningData.csv
+++ /dev/null
@@ -1,1401 +0,0 @@
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diff --git a/datasets/anomaly/yahoo_sub_5/yahoo_sub_5_problem/dataSplits.csv b/datasets/anomaly/yahoo_sub_5/yahoo_sub_5_problem/dataSplits.csv
deleted file mode 100644
index c07dc45..0000000
--- a/datasets/anomaly/yahoo_sub_5/yahoo_sub_5_problem/dataSplits.csv
+++ /dev/null
@@ -1,1261 +0,0 @@
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diff --git a/datasets/anomaly/yahoo_sub_5/yahoo_sub_5_problem/problemDoc.json b/datasets/anomaly/yahoo_sub_5/yahoo_sub_5_problem/problemDoc.json
deleted file mode 100644
index 417cb6b..0000000
--- a/datasets/anomaly/yahoo_sub_5/yahoo_sub_5_problem/problemDoc.json
+++ /dev/null
@@ -1,65 +0,0 @@
-{
-    "about": {
-        "problemID": "yahoo_sub_5_problem",
-        "problemName": "yahoo_sub_5_problem",
-        "problemDescription": "Anomaly detection",
-        "problemVersion": "4.0.0",
-        "problemSchemaVersion": "4.0.0",
-        "taskKeywords": [
-            "classification",
-            "binary",
-            "tabular"
-        ]
-    },
-    "inputs": {
-        "data": [
-            {
-                "datasetID": "yahoo_sub_5_dataset",
-                "targets": [
-                    {
-                        "targetIndex": 0,
-                        "resID": "learningData",
-                        "colIndex": 7,
-                        "colName": "ground_truth"
-                    }
-                ]
-            }
-        ],
-        "dataSplits": {
-            "method": "holdOut",
-            "testSize": 0.2,
-            "stratified": true,
-            "numRepeats": 0,
-            "randomSeed": 42,
-            "splitsFile": "dataSplits.csv",
-            "datasetViewMaps": {
-                "train": [
-                    {
-                        "from": "yahoo_sub_5_dataset",
-                        "to": "yahoo_sub_5_dataset_TRAIN"
-                    }
-                ],
-                "test": [
-                    {
-                        "from": "yahoo_sub_5_dataset",
-                        "to": "yahoo_sub_5_dataset_TEST"
-                    }
-                ],
-                "score": [
-                    {
-                        "from": "yahoo_sub_5_dataset",
-                        "to": "yahoo_sub_5_dataset_SCORE"
-                    }
-                ]
-            }
-        },
-        "performanceMetrics": [
-            {
-                "metric": "f1Macro"
-            }
-        ]
-    },
-    "expectedOutputs": {
-        "predictionsFile": "predictions.csv"
-    }
-}
\ No newline at end of file