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diff --git a/datasets/well_log/.gitignore b/datasets/well_log/.gitignore
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index 0000000..a52cbb0
--- /dev/null
+++ b/datasets/well_log/.gitignore
@@ -0,0 +1 @@
+old/
diff --git a/datasets/well_log/README.md b/datasets/well_log/README.md
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+++ b/datasets/well_log/README.md
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+# Well-log dataset
+
+This is the well-known well-log dataset used in many changepoint papers. This 
+version is obtained from [this Github 
+repository](https://raw.githubusercontent.com/alan-turing-institute/bocpdms/a4042b45004592f5b9fa912b346dd22a212b7ea0/Data/well.txt), 
+and licensed under the MIT license.
+
+The dataset is sampled at every 6 observations to reduce the length of the 
+series. To obtain the json dataset from the original file, simply run:
+
+```
+$ python convert.py well_log.txt well_log.json
+```
+
+[Here](https://web.archive.org/web/20191128143944/https://raw.githubusercontent.com/alan-turing-institute/bocpdms/a4042b45004592f5b9fa912b346dd22a212b7ea0/Data/well.txt) 
+is an archive.org url for the dataset.
+
+When using this series, please cite the original source:
+
+```bib
+@book{oruanaidh1996numerical,
+	title={Numerical {Bayesian} Methods Applied to Signal Processing},
+	author={{\'O Ruanaidh}, J. J. K. and Fitzgerald, W. J.},
+	year={1996},
+	publisher={Springer}
+}
+```
+
+![Plot of well_log dataset](./well_log.png)
diff --git a/datasets/well_log/convert.py b/datasets/well_log/convert.py
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+++ b/datasets/well_log/convert.py
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+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+
+"""
+Dataset conversion script
+
+Author: G.J.J. van den Burg
+
+"""
+
+import json
+import argparse
+
+SAMPLE = 6
+
+
+def parse_args():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("input_file", help="File to convert")
+    parser.add_argument("output_file", help="File to write to")
+    return parser.parse_args()
+
+
+def main():
+    args = parse_args()
+
+    with open(args.input_file, "r") as fp:
+        rows = [l.strip() for l in fp]
+
+    rows = [r for i, r in enumerate(rows) if i % SAMPLE == 0]
+
+    values = list(map(float, rows))
+    name = "well_log"
+    longname = "Well Log"
+
+    series = [{"label": "V1", "type": "float", "raw": values}]
+
+    data = {
+        "name": name,
+        "longname": longname,
+        "n_obs": len(values),
+        "n_dim": len(series),
+        "time": {"index": list(range(len(values)))},
+        "series": series,
+    }
+
+    with open(args.output_file, "w") as fp:
+        json.dump(data, fp, indent="\t")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/datasets/well_log/well_log.json b/datasets/well_log/well_log.json
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+++ b/datasets/well_log/well_log.json
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+{
+	"name": "well_log",
+	"longname": "Well Log",
+	"n_obs": 675,
+	"n_dim": 1,
+	"time": {
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+		}
+	]
+}
\ No newline at end of file
diff --git a/datasets/well_log/well_log.png b/datasets/well_log/well_log.png
new file mode 100644
index 0000000..e4f7eb6
--- /dev/null
+++ b/datasets/well_log/well_log.png
diff --git a/datasets/well_log/well_log.txt b/datasets/well_log/well_log.txt
new file mode 100644
index 0000000..f744b26
--- /dev/null
+++ b/datasets/well_log/well_log.txt
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