diff --git a/bindings/python/CMakeLists.txt b/bindings/python/CMakeLists.txt
index 54d8e3811..8a5f81312 100644
--- a/bindings/python/CMakeLists.txt
+++ b/bindings/python/CMakeLists.txt
@@ -8,6 +8,7 @@ set(py_sources
   mappings.py
   datamodel.py
   rdf.py
+  dataset.py
   quantity.py
   testutils.py
   )
diff --git a/bindings/python/dataset.py b/bindings/python/dataset.py
new file mode 100644
index 000000000..0ee2ef51d
--- /dev/null
+++ b/bindings/python/dataset.py
@@ -0,0 +1,576 @@
+"""Module for representing DLite data models and instances with rdflib.
+
+DLite data models are represented as EMMO datasets.
+
+NOTE: This module depends on Tripper.
+"""
+import json
+import re
+import warnings
+from collections import defaultdict
+from typing import TYPE_CHECKING
+from uuid import uuid4
+
+from tripper import Literal, Namespace, Triplestore
+from tripper import MAP, OTEIO, OWL, RDF, RDFS, SKOS, XSD
+from tripper.utils import en
+from tripper.errors import NoSuchIRIError
+
+import dlite
+
+if TYPE_CHECKING:  # pragma: no cover
+    from typings import List, Optional, Sequence, Tuple
+
+    # A triple with literal objects in n3 notation
+    Triple = Sequence[str, str, str]
+
+
+# XXX TODO - Make a local cache of EMMO such that we only download it once
+TS_EMMO = Triplestore("rdflib")
+TS_EMMO.parse("https://w3id.org/emmo/1.0.0-rc1")
+
+EMMO_VERSIONIRI = TS_EMMO.value("https://w3id.org/emmo", OWL.versionIRI)
+
+EMMO = Namespace(
+    iri="https://w3id.org/emmo#",
+    label_annotations=True,
+    check=True,
+    triplestore=TS_EMMO,
+)
+
+EMMO_TYPES = {
+    "blob": "BinaryData",
+    "bool": "BooleanData",
+    "int":  "IntegerData",
+    "int8": "ByteData",
+    "int16": "ShortData",
+    "int32": "IntData",
+    "int64": "LongData",
+    "uint": "NonNegativeIntegerData",
+    "uint8": "UnsignedByteData",
+    "uint16": "UnsignedShortData",
+    "uint32": "UnsignedIntData",
+    "uint64": "UnsignedLongData",
+    "float": "FloatingPointData",
+    "float32": "FloatData",
+    "float64": "DoubleData",
+    "string": "StringData",
+    "ref": "DataSet",
+    #"dimension": "Dimension",
+    #"property": "Datum",
+    #"relation": NotImplemented,
+}
+
+# Maps unit names to IRIs
+unit_cache = {}
+
+
+class MissingUnitError(ValueError):
+    "Unit not found in ontology."
+
+class UnsupportedTypeError(TypeError, NotImplementedError):
+    "The given type is not supported."
+
+class KBError(ValueError):
+    "Missing or inconsistent data in knowledge base."
+
+
+def _string(s):
+    """Return `s` as a literal string."""
+    return Literal(s, datatype="xsd:string")
+
+
+def title(s):
+    """Capitalise first letter in `s`."""
+    return s[0].upper() + s[1:]
+
+
+def dlite2emmotype(dlitetype):
+    """Convert a DLite type string to corresponding EMMO class label."""
+    dtype, ssize = re.match("([a-zA-Z]+)([0-9]*)", dlitetype).groups()
+    size = int(ssize) if ssize else None
+    if size and dtype in ("int", "uint", "float"):
+        size /= 8
+    if dlitetype in EMMO_TYPES:
+        emmotype = EMMO_TYPES[dlitetype]
+    elif dtype in EMMO_TYPES:
+        emmotype = EMMO_TYPES[dtype]
+    else:
+        raise UnsupportedTypeError(dlitetype)
+    return emmotype, size
+
+
+def emmo2dlitetype(emmotype, size=None):
+    """Convert EMMO type and size to dlite type."""
+    dlitetypes = [k for k, v in EMMO_TYPES.items() if v == emmotype]
+    if not dlitetypes:
+        raise UnsupportedTypeError(emmotype)
+    dlitetype, = dlitetypes
+    typeno = dlite.to_typenumber(dlitetype.rstrip("0123456789"))
+    if size:
+        return dlite.to_typename(typeno, int(size))
+    return dlite.to_typename(typeno)
+
+
+def get_shape(ts, dimiri, dimensions=None, mappings=None, uri=None):
+    """Returns a shape list for a datum who's first dimension is `dimiri`.
+
+    If `dimensions` is given, it should be a list that will be updated
+    with new dimensions.
+
+    If `mappings` and `uri` are given, then `mappings` should be a
+    list that will be updated with new mappings. `uri` should be the
+    URI of the data model.
+    """
+    shape = []
+    while dimiri:
+        mapsto = []
+        next = label = descr = None
+        for pred, obj in ts.predicate_objects(dimiri):
+            if pred == EMMO.hasNext:
+                next = obj
+            elif pred == EMMO.hasSymbolValue:
+                label = str(obj)
+            elif pred == EMMO.elucidation:
+                descr = str(obj)
+            elif pred == RDF.type and obj not in (EMMO.Dimension,):
+                mapsto.append(obj)
+        if not label:
+            raise KBError("dimension has no prefLabel:", dimiri)
+        if dimensions is not None:
+            if not descr:
+                raise KBError("dimension has no elucidation:", dimiri)
+            dimensions.append(dlite.Dimension(label, descr))
+        shape.append(label)
+        if mappings and uri:
+            for obj in mapsto:
+                mappings.append((f"{uri}#{label}", MAP.mapsTo, obj))
+        dimiri = next
+    return shape
+
+
+def dimensional_string(unit_iri):
+    """Return the inferred dimensional string of the given unit IRI.  Returns
+    None if no dimensional string can be inferred."""
+    raise NotImplementedError()
+
+
+def get_unit_symbol(iri):
+    """Return the unit symbol for ."""
+    symbol = TS_EMMO.value(iri, EMMO.unitSymbol)
+    if symbol:
+        return str(symbol)
+    for r in TS_EMMO.restrictions(iri, EMMO.hasSymbolValue, type="value"):
+        symbol = r["value"]
+        if symbol:
+            return str(symbol)
+    raise KBError("No symbol value is defined for unit:", iri)
+
+
+def get_unit_iri(unit):
+    """Returns the IRI for the given unit."""
+    if not unit_cache:
+        ts = TS_EMMO
+        for predicate in (EMMO.unitSymbol, EMMO.ucumCode, EMMO.uneceCommonCode):
+            for s, _, o in ts.triples(predicate=predicate):
+                if o.value in unit_cache and predicate == EMMO.unitSymbol:
+                    warnings.warn(
+                        f"more than one unit with symbol '{o.value}': "
+                        f"{unit_cache[o.value]}"
+                    )
+                else:
+                    unit_cache[o.value] = s
+                for o in ts.objects(s, SKOS.prefLabel):
+                    unit_cache[o.value] = s
+                for o in ts.objects(s, SKOS.altLabel):
+                    if o.value not in unit_cache:
+                        unit_cache[o.value] = s
+
+        for r, _, o in ts.triples(predicate=OWL.hasValue):
+            if (
+                    ts.has(r, RDF.type, OWL.Restriction) and
+                    ts.has(r, OWL.onProperty, EMMO.hasSymbolValue)
+            ):
+                s = ts.value(predicate=RDFS.subClassOf, object=r)
+                unit_cache[o.value] = s
+
+    if unit in unit_cache:
+        return unit_cache[unit]
+
+    raise MissingUnitError(unit)
+
+
+def metadata_to_rdf(
+    meta: dlite.Metadata,
+    iri: "Optional[str]" = None,
+    mappings: "Sequence[Triple]" = (),
+) -> "List[Triple]":
+    """Serialise DLite metadata to RDF.
+
+    Arguments:
+        meta: Metadata to serialise.
+        iri: IRI of the dataset in the triplestore. Defaults to `meta.uri`.
+        mappings: Sequence of mappings of properties to ontological concepts.
+
+    Returns:
+        A list of RDF triples.  Literal objects are encoded in n3 notation.
+    """
+    # Create lookup table
+    dct = meta.asdict()
+
+    # For adding mappings
+    maps = defaultdict(list)
+    for s, p, o in mappings:
+        uri = str(s).rstrip("/#")
+        if p == MAP.mapsTo:
+            name = str(s).split("#", 1)[-1]
+            prep = RDF.type if name in meta.dimnames() else RDFS.subClassOf
+        else:
+            prep = p
+        maps[uri].append((prep, o))
+
+    def addmap(uri, iri):
+        """Add mapping relation to triples."""
+        for p, o in maps[uri.rstrip("/#")]:
+            if p in (RDF.type, RDFS.subClassOf):
+                triples.append((iri, p, o))
+            else:
+                restriction_iri = f"_:restriction_map_{iri}_{uuid4()}"
+                triples.extend([
+                    (iri, RDFS.subClassOf, restriction_iri),
+                    (restriction_iri, RDF.type, OWL.Restriction),
+                    (restriction_iri, OWL.onProperty, p),
+                    (restriction_iri, OWL.someValuesFrom, o),
+                ])
+
+    # Dimension descriptions
+    dim_descr = {d.name: d.description for d in meta.properties['dimensions']}
+
+    # Start populating triples
+    triples = []
+
+    # Add datamodel (emmo:DataSet)
+    if iri is None:
+        iri = meta.uri
+    iri = str(iri).rstrip("#/")
+    triples.extend([
+        (iri, RDF.type, OWL.Class),
+        (iri, RDFS.subClassOf, EMMO.DataSet),
+        (iri, SKOS.prefLabel, en(title(meta.name))),
+        (iri, OTEIO.hasURI, Literal(meta.uri, datatype=XSD.anyURI)),
+    ])
+    addmap(meta.uri, iri)
+
+    if "description" in dct:
+        triples.append((iri, EMMO.elucidation, en(dct["description"])))
+
+    # Add properties (emmo:Datum)
+    for prop in meta.properties["properties"]:
+        prop_id = f"{meta.uri}#{prop.name}"
+        prop_iri = f"{iri}#{prop.name}"
+        addmap(prop_id, prop_iri)
+        restriction_iri = f"_:restriction_{prop_iri}"
+        prop_name = f"{prop.name[0].upper()}{prop.name[1:]}"
+        triples.extend([
+            (iri, RDFS.subClassOf, restriction_iri),
+            (restriction_iri, RDF.type, OWL.Restriction),
+            (restriction_iri, OWL.onProperty, EMMO.hasDatum),
+            (restriction_iri, OWL.onClass, prop_iri),
+            (restriction_iri, OWL.qualifiedCardinality,
+             Literal(1, datatype=XSD.nonNegativeInteger)),
+            (prop_iri, RDF.type, OWL.Class),
+            (prop_iri, RDFS.subClassOf, EMMO.Datum),
+            (prop_iri, SKOS.prefLabel, en(prop_name)),
+        ])
+
+        emmotype, size = dlite2emmotype(prop.type)
+        if prop.ndims:
+            restriction_iri = f"_:restriction_type_{prop_iri}"
+            triples.extend([
+                (prop_iri, RDFS.subClassOf, restriction_iri),
+                (restriction_iri, RDF.type, OWL.Restriction),
+                (restriction_iri, OWL.onProperty, EMMO.hasScalarData),
+                (restriction_iri, OWL.someValuesFrom, EMMO[emmotype]),
+            ])
+        else:
+            triples.append((prop_iri, RDFS.subClassOf, EMMO[emmotype]))
+        if size:
+            sizeval = Literal(size, datatype=XSD.nonNegativeInteger)
+            triples.append((prop_iri, OTEIO.datasize, sizeval))
+
+        if prop.shape.size:
+            restriction_iri = f"_:restriction_{prop_iri}_shape"
+            triples.extend([
+                (prop_iri, RDFS.subClassOf, EMMO.Array),
+                (prop_iri, RDFS.subClassOf, restriction_iri),
+                (restriction_iri, RDF.type, OWL.Restriction),
+                (restriction_iri, OWL.onProperty, EMMO.hasDimension),
+            ])
+            for i, dim in enumerate(prop.shape):
+                dim_iri = f"{iri}#{prop.name}_dimension{i}"
+                addmap(f"{meta.uri}#{dim}", dim_iri)
+                triples.extend([
+                    (dim_iri, RDF.type, EMMO.Dimension),
+                    (dim_iri, EMMO.hasSymbolValue,
+                     Literal(dim, datatype=XSD.string)),
+                    (dim_iri, EMMO.elucidation, en(dim_descr[dim])),
+                    (dim_iri, SKOS.prefLabel, en(f"{prop.name}_dimension{i}")),
+                ])
+                if i == 0:
+                    triples.append((restriction_iri, OWL.hasValue, dim_iri))
+                else:
+                    triples.append((source_iri, EMMO.hasNext, dim_iri))
+                source_iri = dim_iri
+
+        if prop.unit:
+            unit_iri = get_unit_iri(prop.unit)
+            if unit_iri:
+                restriction_iri = f"_:restriction_{prop_iri}_unit"
+                triples.extend([
+                    (prop_iri, RDFS.subClassOf, restriction_iri),
+                    (restriction_iri, RDF.type, OWL.Restriction),
+                    (restriction_iri, OWL.onProperty, EMMO.hasMeasurementUnit),
+                    (restriction_iri, OWL.onClass, unit_iri),
+                    (restriction_iri, OWL.qualifiedCardinality,
+                     Literal(1, datatype=XSD.nonNegativeInteger)),
+                ])
+
+        if prop.description:
+            triples.append((prop_iri, EMMO.elucidation, en(prop.description)))
+
+    return triples
+
+
+def add_dataset(
+    ts: Triplestore,
+    meta: dlite.Metadata,
+    iri: "Optional[str]" = None,
+    mappings: "Sequence[Triple]" = (),
+) -> str:
+    """Save DLite metadata as an EMMO dataset to a triplestore.
+
+    Arguments:
+        ts: Triplestore to save to.
+        meta: DLite metadata to save.
+        iri: IRI of the dataset in the triplestore. Defaults to `meta.uri`.
+        mappings: Sequence of mappings of properties to ontological concepts.
+
+    Returns:
+        IRI of the saved dataset.
+    """
+    if not meta.is_meta:
+        raise TypeError(
+            "Expected data model, got instance: {meta.uri or meta.uuid}"
+        )
+
+    if iri is None:
+        iri = meta.uri
+    iri = str(iri).rstrip("#/")
+
+    ts.add_triples(metadata_to_rdf(meta, iri=iri, mappings=mappings))
+
+    used_namespaces = {"emmo": EMMO, "oteio": OTEIO}
+    for prefix, ns in used_namespaces.items():
+        if prefix not in ts.namespaces:
+            ts.bind(prefix, ns)
+
+    return iri
+
+
+def get_dataset(
+    ts: Triplestore,
+    iri: str,
+    uri: "Optional[str]" = None,
+) -> "Tuple[dlite.Metadata, List[Triple]]":
+    """Load dataset from triplestore.
+
+    Arguments:
+        ts: Triplestore to load from.
+        iri: IRI of the dataset to load.
+        uri: URI of the DLite datamodel to load. The defaults is inferred
+            from `iri`.
+
+    Returns:
+        A `(meta, mappings)` tuple, where `meta` is a DLite metadata and
+        `mappings` is a list of triples.
+    """
+    if uri is None:
+        uri = str(ts.value(iri, OTEIO.hasURI, default=str(iri).rstrip("/#")))
+
+    emmotypes = {EMMO[v]: v for v in EMMO_TYPES.values()}
+
+    mappings = []
+    dimensions = []
+    properties = []
+    description = ""
+    datum_iris = []
+
+    for prop, obj in ts.predicate_objects(iri):
+        if prop == RDFS.subClassOf:
+            po = set(ts.predicate_objects(obj))
+            if (RDF.type, OWL.Restriction) in po:
+                d = dict(po)
+                onprop = d.get(OWL.onProperty)
+                oncls = d.get(OWL.onClass)
+                someval = d.get(OWL.someValuesFrom)
+                if (OWL.onProperty, EMMO.hasDatum) in po:
+                    datum_iris.append(oncls or someval)
+                elif onprop and oncls:
+                    mappings.append((uri, onprop, oncls))
+                elif onprop and someval:
+                    mappings.append((uri, onprop, someval))
+            elif obj not in (EMMO.DataSet, ):
+                mappings.append((uri, MAP.mapsTo, obj))
+        elif prop == EMMO.elucidation:
+            description = str(obj)
+
+    for datum_iri in datum_iris:
+        label = emmotype = size = None
+        unit = descr = ""
+        shape = []
+        maps = []
+        for pred, obj in ts.predicate_objects(datum_iri):
+            if pred == SKOS.prefLabel:
+                label = str(obj)
+            elif pred == EMMO.elucidation:
+                descr = str(obj)
+            elif pred == OTEIO.datasize:
+                size = int(obj)
+            elif RDFS.subClassOf:
+                if obj in emmotypes:
+                    emmotype = emmotypes[obj]
+                else:
+                    po = dict(ts.predicate_objects(obj))
+                    if po.get(RDF.type) == OWL.Restriction:
+                        onprop = po.get(OWL.onProperty)
+                        oncls = po.get(OWL.onClass)
+                        onval = po.get(OWL.hasValue)
+                        someval = po.get(OWL.someValuesFrom)
+                        if onprop == EMMO.hasMeasurementUnit:
+                            unit = get_unit_symbol(oncls)
+                        elif onprop == EMMO.hasScalarData:
+                            emmotype = emmotypes[someval]
+                        elif onprop == EMMO.hasDimension:
+                            shape = get_shape(
+                                ts, onval, dimensions, mappings, uri
+                            )
+                        else:
+                            maps.append((onprop, oncls or someval))
+                    else:
+                        maps.append((MAP.mapsTo, obj))
+        if not label:
+            raise KBError("missing preferred label on datum:", datum_iri)
+        if not emmotype:
+            raise KBError("missing type on datum:", datum_iri)
+        for pred, obj in maps:
+            if pred and obj and obj not in (OWL.Class, EMMO.Datum, EMMO.Array):
+                mappings.append((f"{uri}#{label}", pred, obj))
+
+        dlitetype = emmo2dlitetype(emmotype, size)
+        properties.append(dlite.Property(
+            name=label, type=dlitetype, shape=shape, unit=unit, description=descr))
+
+    meta = dlite.Metadata(uri, dimensions, properties, description)
+
+    return meta, mappings
+
+
+def add_data(
+    ts: Triplestore,
+    inst: dlite.Instance,
+    iri: "Optional[str]" = None,
+    mappings: "Sequence[Triple]" = (),
+) -> str:
+    """Save DLite instance as an EMMO dataset to a triplestore.
+
+    Data instances are represented as individuals of the corresponding
+    EMMO DataSet. The corresponding metadata is also stored if it not
+    already exists in the triplestore.
+
+    Arguments:
+        ts: Triplestore to save to.
+        inst: DLite instance to save.
+        iri: IRI of the dataset in the triplestore. The default is the
+            metadata IRI prepended with a slash and the UUID.
+        mappings: Sequence of mappings of properties to ontological concepts.
+
+    Returns:
+        IRI of the saved dataset.
+    """
+    if inst.is_meta:
+        return add_dataset(ts, inst, iri, mappings)
+
+    metairi = ts.value(
+        predicate=OTEIO.hasURI,
+        object=Literal(inst.meta.uri, datatype=XSD.anyURI),
+    )
+    if not metairi:
+        metairi = add_dataset(ts, inst.meta)
+
+    if not iri:
+        iri = f"{metairi}/{inst.uri or inst.uuid}"
+
+    triples = []
+    triples.extend([
+        (iri, RDF.type, metairi),
+        (iri, OTEIO.hasUUID, inst.uuid),
+        (iri, RDF.value, Literal(inst.asjson(), datatype=RDF.JSON)),
+    ])
+    if inst.uri:
+        triples.append((iri, OTEIO.hasURI, inst.uri))
+
+    ts.add_triples(triples)
+
+    used_namespaces = {"oteio": OTEIO}
+    for prefix, ns in used_namespaces.items():
+        if prefix not in ts.namespaces:
+            ts.bind(prefix, ns)
+
+    return iri
+
+
+def get_data(
+    ts: Triplestore,
+    iri: str,
+) -> "Tuple[dlite.Metadata, List[Triple]]":
+    """Load dataset from triplestore.
+
+    Arguments:
+        ts: Triplestore to load from.
+        iri: IRI of the dataset to load.
+
+    Returns:
+        A `(meta, mappings)` tuple, where `meta` is a DLite metadata and
+        `mappings` is a list of triples.
+    """
+    mappings = []
+
+    # Bypass the triplestore if the instance is already in cache
+    try:
+        return dlite.get_instance(iri, check_storages=False), mappings
+    except dlite.DLiteMissingInstanceError:
+        pass
+
+    metairi = ts.value(iri, RDF.type, default=None)
+
+    if not metairi:
+        # `iri` does not correspond to a data instance, check for metadata
+        if ts.has(iri, RDFS.subClassOf, EMMO.DataSet):
+            return get_dataset(ts, iri), mappings
+        raise KBError(
+            f"Cannot find neither a data instance nor metadata with IRI: {iri}"
+        )
+
+    if not dlite.has_instance(metairi, check_storages=False):
+        meta, maps = get_dataset(ts, metairi)
+        mappings.extend(maps)
+    else:
+        meta = dlite.get_instance(metairi, check_storages=False)
+
+    json = ts.value(iri, RDF.value)
+    if not json:
+        raise KBError(f"cannot find JSON value for IRI: {iri}")
+
+    inst = dlite.Instance.from_json(str(json))
+
+    return inst, mappings
diff --git a/bindings/python/dlite-type.i b/bindings/python/dlite-type.i
index 794740034..15327557b 100644
--- a/bindings/python/dlite-type.i
+++ b/bindings/python/dlite-type.i
@@ -11,9 +11,11 @@
 
   char *to_typename(int type, int size) {
     char *s;
-    if (size < 0) return dlite_err(1, "size must be non-negative"), NULL;
     if (!(s = malloc(16))) return NULL;
-    if (dlite_type_set_typename(type, size, s, 16)) {
+    if (size < 0) {
+      //s = strdup(dlite_type_get_enum_name(type));
+      s = strdup(dlite_type_get_dtypename(type));
+    } else if (dlite_type_set_typename(type, size, s, 16)) {
       free(s);
       return NULL;
     }
@@ -43,10 +45,27 @@ enum _DLiteType {
 
 
 %apply int *OUTPUT { int *type, int *size };
+%feature(
+  "docstring",
+  "Returns type number and size from given type name."
+) from_typename;
 status_t from_typename(const char *typename, int *type, int *size);
 
 %newobject to_typename;
-char *to_typename(int type, int size);
+%feature(
+  "docstring",
+  "Returns type name for given type number and size. "
+  "If `size` is negative, only the name of `type` is returned."
+) to_typename;
+char *to_typename(int type, int size=-1);
+
+%feature(
+  "docstring",
+  "Returns DLite type number corresponding to `dtypename`."
+) dlite_type_get_dtype;
+%rename(to_typenumber) dlite_type_get_dtype;
+int dlite_type_get_dtype(const char *dtypename);
+
 
 %rename(get_alignment) dlite_type_get_alignment;
 size_t dlite_type_get_alignment(int type, size_t size);
diff --git a/bindings/python/tests/CMakeLists.txt b/bindings/python/tests/CMakeLists.txt
index a9746189f..cbeaeb69a 100644
--- a/bindings/python/tests/CMakeLists.txt
+++ b/bindings/python/tests/CMakeLists.txt
@@ -25,6 +25,8 @@ set(tests
   test_pydantic
   test_relation
   test_iri
+  test_dataset1_save
+  test_dataset2_load
 )
 
 foreach(test ${tests})
diff --git a/bindings/python/tests/entities/FluidData.json b/bindings/python/tests/entities/FluidData.json
new file mode 100644
index 000000000..fcbb29841
--- /dev/null
+++ b/bindings/python/tests/entities/FluidData.json
@@ -0,0 +1,20 @@
+{
+  "uri": "http://onto-ns.org/meta/dlite/0.1/FluidData",
+  "description": "A dataset describing a fluid.",
+  "dimensions": {
+    "ntimes": "The number of times the measurements are performed.",
+    "npositions": "The number of positions the measurements are performed.",
+  },
+  "properties": {
+    "LJPotential": {
+      "type": "string",
+      "description": "Reference to Lennart-Jones potential."
+    },
+    "TemperatureField": {
+      "type": "float64",
+      "shape": ["ntimes", "npositions"],
+      "unit": "°C",
+      "description": "Array of measured temperatures."
+    }
+  }
+}
diff --git a/bindings/python/tests/test_dataset1_save.py b/bindings/python/tests/test_dataset1_save.py
new file mode 100644
index 000000000..6862cd698
--- /dev/null
+++ b/bindings/python/tests/test_dataset1_save.py
@@ -0,0 +1,109 @@
+from pathlib import Path
+
+try:
+    from tripper import DCTERMS, MAP, OWL, RDF, RDFS, XSD, Triplestore
+    from tripper.utils import en
+except ModuleNotFoundError:
+    import sys
+    sys.exit(44)
+
+import dlite
+from dlite.dataset import add_dataset, add_data
+from dlite.dataset import EMMO, EMMO_VERSIONIRI
+from dlite.testutils import raises
+
+
+thisdir = Path(__file__).absolute().parent
+outdir = thisdir / "output"
+indir = thisdir / "input"
+entitydir = thisdir / "entities"
+dlite.storage_path.append(entitydir / "*.json")
+dlite.storage_path.append(indir / "*.json")
+
+
+# Test help functions
+# ===================
+from dlite.dataset import MissingUnitError, get_unit_iri
+
+assert get_unit_iri("Kelvin") == "https://w3id.org/emmo#Kelvin"
+assert get_unit_iri("K") == "https://w3id.org/emmo#Kelvin"
+assert get_unit_iri("°C") == "https://w3id.org/emmo#DegreeCelsius"
+assert get_unit_iri("m/s") == "https://w3id.org/emmo#MetrePerSecond"
+
+with raises(MissingUnitError):
+    get_unit_iri("Atom")
+
+with raises(MissingUnitError):
+    # Because prefixed units are not in EMMO by default
+    # They can be including by importing https://w3id.org/emmo/1.0.0-rc1/disciplines/units/prefixedunits
+    get_unit_iri("cm")
+
+
+# To be fixed in issue https://github.com/SINTEF/dlite/issues/878
+#from dlite.dataset import TS_EMMO
+#TS_EMMO.parse("https://w3id.org/emmo/1.0.0-rc1/disciplines/units/prefixedunits", format="turtle")
+#assert get_unit_iri("mm") == "https://w3id.org/emmo#MilliMetre"
+
+
+
+# Test serialising Metadata as an EMMO dataset
+# ============================================
+Fluid = dlite.get_instance("http://onto-ns.org/meta/dlite/0.1/FluidData")
+
+assert Fluid.get_hash() == (
+    '4739a3820ced457d07447c8916112021a0fbda9cbc97758e40b67369e34c00b4'
+)
+
+ts = Triplestore(backend="rdflib")
+EX = ts.bind("ex", "https://w3id.org/emmo/application/ex/0.2/")
+FLUID = ts.bind("fluid", "http://onto-ns.org/meta/dlite/0.1/FluidData#")
+
+mappings = [
+    (FLUID,                  EMMO.isDescriptionFor, EMMO.Fluid),
+    (FLUID.LJPotential,      MAP.mapsTo, EMMO.String),
+    (FLUID.LJPotential,      EMMO.isDescriptionFor, EMMO.MolecularEntity),
+    (FLUID.TemperatureField, MAP.mapsTo, EMMO.ThermodynamicTemperature),
+    (FLUID.ntimes,           MAP.mapsTo, EMMO.Time),
+    (FLUID.npositions,       MAP.mapsTo, EMMO.Position),
+]
+#add_dataset(ts, chem.meta, base_iri=base_iri)
+add_dataset(ts, Fluid, iri=EX.FluidData, mappings=mappings)
+
+
+# Test serialising data instances to KB
+# =====================================
+
+# Create instances
+fluid1 = Fluid(dimensions={"ntimes":2, "npositions": 3}, id="fluid1")
+fluid1.LJPotential = "WaterPot"
+fluid1.TemperatureField = [[20., 24., 28.], [22, 26, 29]]
+
+uuid2 = dlite.get_uuid("fluid2")  # just to ensure persistent uuid...
+fluid2 = Fluid(dimensions={"ntimes":2, "npositions": 4}, id=uuid2)
+fluid2.LJPotential = "AcetonePot"
+fluid2.TemperatureField = [[20., 24., 28., 32.], [22, 26, 30, 34]]
+
+assert fluid1.get_hash() == (
+    "412b7387f8c13c9d1aaa65ca21d59957be5635b41c7c3851b268de508817f7f8"
+)
+assert fluid2.get_hash() == (
+    "c4289ff03f880526fc0f87038302673e44101c2b648be2c57a4db84fe6779f67"
+)
+
+add_data(ts, fluid1)
+add_data(ts, fluid2)
+
+
+
+# Add ontology and save to file
+# =============================
+
+# Make our ex: namespace an EMMO application ontology in the triplestore
+iri = str(EX).rstrip("/#")
+ts.add_triples([
+    (iri, RDF.type, OWL.Ontology),
+    (iri, DCTERMS.title, en("Test application ontology with a dataset.")),
+    (iri, OWL.imports, EMMO_VERSIONIRI),
+])
+
+ts.serialize(outdir / "dataset.ttl")
diff --git a/bindings/python/tests/test_dataset2_load.py b/bindings/python/tests/test_dataset2_load.py
new file mode 100644
index 000000000..7ff879944
--- /dev/null
+++ b/bindings/python/tests/test_dataset2_load.py
@@ -0,0 +1,74 @@
+from pathlib import Path
+
+try:
+    from tripper import MAP, Triplestore
+except ModuleNotFoundError:
+    import sys
+    sys.exit(44)
+
+import dlite
+from dlite.dataset import EMMO, get_dataset, get_data
+from dlite.testutils import raises
+
+
+thisdir = Path(__file__).absolute().parent
+outdir = thisdir / "output"
+indir = thisdir / "input"
+entitydir = thisdir / "entities"
+
+
+# Test load Metadata from triplestore
+# ===================================
+
+ts = Triplestore(backend="rdflib")
+ts.parse(outdir / "dataset.ttl")
+EX = ts.namespaces["ex"]
+FLUID = ts.bind("fluid", "http://onto-ns.org/meta/dlite/0.1/FluidData#")
+
+Fluid, mappings = get_dataset(ts, iri=EX.FluidData)
+
+# Check that the loaded datamodel looks as expected
+assert Fluid.uri == str(FLUID).rstrip("#")
+assert Fluid.dimnames() == ["ntimes", "npositions"]
+assert len(Fluid.props) == 2
+assert Fluid.props["TemperatureField"].unit == "°C"
+
+# Check that we get the exact same hash as in test_dataset1_save.py
+assert Fluid.get_hash() == (
+    '4739a3820ced457d07447c8916112021a0fbda9cbc97758e40b67369e34c00b4'
+)
+
+# Check that we get the exact same mappings as provided
+assert set(mappings) == {
+    (Fluid.uri,              EMMO.isDescriptionFor, EMMO.Fluid),
+    (FLUID.LJPotential,      MAP.mapsTo,            EMMO.String),
+    (FLUID.LJPotential,      EMMO.isDescriptionFor, EMMO.MolecularEntity),
+    (FLUID.TemperatureField, MAP.mapsTo, EMMO.ThermodynamicTemperature),
+    (FLUID.ntimes,           MAP.mapsTo, EMMO.Time),
+    (FLUID.npositions,       MAP.mapsTo, EMMO.Position),
+}
+
+
+# Test load data instances from triplestore
+# =========================================
+
+uuid2 = dlite.get_uuid("fluid2")  # persistent uuid...
+fluid1, mappings1 = get_data(ts, iri=f"{EX.FluidData}/fluid1")
+fluid2, mappings2 = get_data(ts, iri=f"{EX.FluidData}/{uuid2}")
+
+print("---------")
+print(fluid1)
+
+assert fluid1.meta == Fluid
+assert fluid1.uri == "fluid1"
+assert fluid2.meta == Fluid
+assert fluid2.uri == None
+
+# Check that the instances have the exact same hash values as
+# when they were created
+assert fluid1.get_hash() == (
+    "412b7387f8c13c9d1aaa65ca21d59957be5635b41c7c3851b268de508817f7f8"
+)
+assert fluid2.get_hash() == (
+    "c4289ff03f880526fc0f87038302673e44101c2b648be2c57a4db84fe6779f67"
+)
diff --git a/doc/_static/dataset-v2.svg b/doc/_static/dataset-v2.svg
new file mode 100644
index 000000000..96ff13340
--- /dev/null
+++ b/doc/_static/dataset-v2.svg
@@ -0,0 +1,4 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<!-- Do not edit this file with editors other than diagrams.net -->
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name=&quot;DataSet v2&quot;&gt;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&lt;/diagram&gt;&lt;diagram id=&quot;hNq7zQxu3DVsKjzQZeZM&quot; 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\ No newline at end of file
diff --git a/doc/_static/dataset.svg b/doc/_static/dataset.svg
new file mode 100644
index 000000000..52017f4ef
--- /dev/null
+++ b/doc/_static/dataset.svg
@@ -0,0 +1,4 @@
+<?xml version="1.0" encoding="UTF-8"?>
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\ No newline at end of file
diff --git a/examples/TEM_data/requirements.txt b/examples/TEM_data/requirements.txt
index 2694c6710..caaef90ea 100644
--- a/examples/TEM_data/requirements.txt
+++ b/examples/TEM_data/requirements.txt
@@ -1,5 +1,6 @@
 dlite-python>=0.4.1,<1
-tripper>=0.2.7,<1
+#tripper>=0.2.16,<1
+tripper @ git+https://github.com/EMMC-ASBL/tripper.git@fix-for-rdflib-literals
 rdflib>=6,<8
 #oteapi-dlite>=0.1.5,<1
 -e git+https://github.com/EMMC-ASBL/oteapi-dlite.git@fa1b820383eb54a1c37f32f7b8ac9406b556dace#egg=oteapi_dlite
diff --git a/examples/dataset/README.md b/examples/dataset/README.md
new file mode 100644
index 000000000..29611ee82
--- /dev/null
+++ b/examples/dataset/README.md
@@ -0,0 +1,49 @@
+Representing DLite datamodels as EMMO Datasets
+==============================================
+The intention with this example is to show how to use the
+`dlite.dataset` module to serialise and deserialise DLite datamodels
+and instances to and from an EMMO-based RDF representation.
+
+![EMMO-based representation of a datamodel.](https://raw.githubusercontent.com/SINTEF/dlite/652-serialise-data-models-to-tbox/doc/_static/dataset-v2.svg)
+
+The figure above shown how the following simple [`FluidData`]
+datamodel is represented with EMMO.
+
+```yaml
+uri: http://onto-ns.org/meta/dlite/0.1/FluidData
+meta: http://onto-ns.com/meta/0.3/EntitySchema
+description: A dataset describing a fluid.
+dimensions:
+  ntimes: The number of times the measurements are performed.
+  npositions: The number of positions the measurements are performed.
+properties:
+  LJPotential:
+    type: string
+    description: Reference to Lennart-Jones potential.
+  TemperatureField:
+    type: float64
+    shape: [ntimes, npositions]
+    unit: "°C"
+    description: Array of measured temperatures.
+```
+
+The datamodel is semantically enhanced using the following mappings
+  ```python
+  mappings = [
+    (FLUID,                  EMMO.isDescriptionFor, EMMO.Fluid),
+    (FLUID.LJPotential,      MAP.mapsTo,            EMMO.String),
+    (FLUID.LJPotential,      EMMO.isDescriptionFor, EMMO.MolecularEntity),
+    (FLUID.TemperatureField, MAP.mapsTo,            EMMO.ThermodynamicTemperature),
+    (FLUID.ntimes,           MAP.mapsTo,            EMMO.Time),
+    (FLUID.npositions,       MAP.mapsTo,            EMMO.Position),
+  ]
+  ```
+
+Some comments:
+- Note the use of `emmo:isDescriptionFor` relations in the mappings. They are stored as-is in the triplestore.
+
+- The `map:mapsTo` are translated to `rdfs:subClassOf` when serialised to the triplestore.
+
+
+
+[`FluidData`]: https://github.com/SINTEF/dlite/blob/652-serialise-data-models-to-tbox/examples/dataset/datamodels/FluidData.json
diff --git a/examples/dataset/data/.gitignore b/examples/dataset/data/.gitignore
new file mode 100644
index 000000000..e69de29bb
diff --git a/examples/dataset/datamodels/FluidData.json b/examples/dataset/datamodels/FluidData.json
new file mode 100644
index 000000000..fcbb29841
--- /dev/null
+++ b/examples/dataset/datamodels/FluidData.json
@@ -0,0 +1,20 @@
+{
+  "uri": "http://onto-ns.org/meta/dlite/0.1/FluidData",
+  "description": "A dataset describing a fluid.",
+  "dimensions": {
+    "ntimes": "The number of times the measurements are performed.",
+    "npositions": "The number of positions the measurements are performed.",
+  },
+  "properties": {
+    "LJPotential": {
+      "type": "string",
+      "description": "Reference to Lennart-Jones potential."
+    },
+    "TemperatureField": {
+      "type": "float64",
+      "shape": ["ntimes", "npositions"],
+      "unit": "°C",
+      "description": "Array of measured temperatures."
+    }
+  }
+}
diff --git a/requirements_full.txt b/requirements_full.txt
index 98cdb8504..c8a4e2fed 100644
--- a/requirements_full.txt
+++ b/requirements_full.txt
@@ -8,7 +8,9 @@ tables>=3.8,<5.0
 rdflib>=4.2.1,<8
 pint>=0.15,<1
 pymongo>=4.4.0,<5
-tripper>=0.2.16,<0.3.1
+
+#tripper>=0.2.16,<0.3.1
+tripper @ git+https://github.com/EMMC-ASBL/tripper.git@master
 
 requests>=2.10,<3
 jinja2>=3.0,<4
diff --git a/requirements_mappings.txt b/requirements_mappings.txt
index 8bae142f6..10c485a2b 100644
--- a/requirements_mappings.txt
+++ b/requirements_mappings.txt
@@ -1,5 +1,6 @@
 # Requirements for property mappings
-tripper>=0.2.16,<0.3.1
+#tripper>=0.2.16,<0.3.1
+tripper @ git+https://github.com/EMMC-ASBL/tripper.git@master
 pint>=0.15,<1