Skip to content
Open
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
1,699 changes: 1,699 additions & 0 deletions assessments/11_embed_metadata_add_license_fix_html.json

Large diffs are not rendered by default.

396 changes: 396 additions & 0 deletions dataset/LICENSE

Large diffs are not rendered by default.

71 changes: 71 additions & 0 deletions dataset/README.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,71 @@
# TIHM dataset

This hosted copy contains the same tabular records as the reference `TIHM_Dataset`
package, exposed here with explicit `.csv` filenames and dataset-level
documentation so the files are easier to identify and reuse.

## Provenance

- Original dataset title: *TIHM: An open dataset for remote healthcare monitoring in dementia*
- Original DOI: <https://doi.org/10.5281/zenodo.7622128>
- Coverage: 2019-04-01 to 2019-06-30
- Resource type: tabular time-series dataset

## Files

| File | Rows | Columns | Description |
| --- | ---: | --- | --- |
| `data/Activity.csv` | 1,030,559 | `patient_id`, `location_name`, `date` | Room-level activity events per patient. |
| `data/Demographics.csv` | 56 | `patient_id`, `age`, `sex` | Patient sex and age band. |
| `data/Labels.csv` | 608 | `patient_id`, `date`, `type` | Clinical labels such as agitation and blood pressure. |
| `data/Physiology.csv` | 17,679 | `patient_id`, `date`, `device_type`, `value`, `unit` | Physiology measurements including blood pressure, heart rate, and temperature. |
| `data/Sleep.csv` | 461,423 | `patient_id`, `date`, `state`, `heart_rate`, `respiratory_rate`, `snoring` | Sleep stage observations with associated vital signs. |

## Column dictionary

### Activity

| Column | Type | Description |
| --- | --- | --- |
| `patient_id` | categorical | Participant hash code. |
| `location_name` | categorical | Room or sensor location, for example `Hallway`, `Lounge`, `Fridge Door`, `Bedroom`, or `Kitchen`. |
| `date` | datetime | Event timestamp from 2019-04-01 to 2019-06-30. |

### Labels

| Column | Type | Description |
| --- | --- | --- |
| `patient_id` | categorical | Participant hash code. |
| `date` | datetime | Label timestamp from 2019-04-04 to 2019-06-30. |
| `type` | categorical | Clinical label type, including `Agitation`, `Blood pressure`, and related observations. |

### Physiology

| Column | Type | Description |
| --- | --- | --- |
| `patient_id` | categorical | Participant hash code. |
| `date` | datetime | Measurement timestamp from 2019-04-01 to 2019-06-30. |
| `device_type` | categorical | Measurement source or modality, for example `Body Temperature`, `Heart rate`, or blood pressure devices. |
| `value` | float | Numeric measurement value. |
| `unit` | categorical | Measurement unit, for example `Cel`, `beats/min`, `%`, `kg`, or `mm[Hg]`. |

### Sleep

| Column | Type | Description |
| --- | --- | --- |
| `patient_id` | categorical | Participant hash code. |
| `date` | datetime | Sleep observation timestamp from 2019-04-01 to 2019-06-30. |
| `state` | categorical | Sleep state: `LIGHT`, `AWAKE`, `DEEP`, or `REM`. |
| `heart_rate` | float | Heart rate during the sleep observation. |
| `respiratory_rate` | float | Respiratory rate during the sleep observation. |
| `snoring` | boolean | Whether snoring was detected. |

### Demographics

| Column | Type | Description |
| --- | --- | --- |
| `patient_id` | categorical | Participant hash code. |
| `sex` | categorical | `Male` or `Female`. |
| `age` | categorical | Age band: `(70, 80]`, `(80, 90]`, or `(90, 110]`. |


File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
127 changes: 121 additions & 6 deletions dataset/index.html
Original file line number Diff line number Diff line change
Expand Up @@ -2,7 +2,117 @@
<html>
<head>
<meta charset="utf-8">
<title>TIHM</title>
<title>TIHM: An open dataset for remote healthcare monitoring in dementia</title>
<meta name="description" content="Hosted copy of the TIHM dataset with activity, sleep, physiology, demographics, and label tables in CSV format.">
<meta name="DC.title" content="TIHM: An open dataset for remote healthcare monitoring in dementia">
<meta name="DC.creator" content="Francesca Palermo; Yu Chen; Alexander Capstick; Nan Fletcher-Loyd; Chloe Walsh; Samaneh Kouchaki; Jessica True; Olga Balazikova; Eyal Soreq; Gregory Scott; Helen Rostill; Ramin Nilforooshan; Payam Barnaghi">
<meta name="DC.identifier" content="https://w3id.org/fair-hackathon/tihm/v1">
<meta name="DC.publisher" content="UK DRI Care Research &amp; Technology Centre, Imperial College London">
<meta name="DC.date" content="2023-02-10">
<meta name="DC.language" content="en">
<meta name="DC.type" content="Dataset">
<meta name="DC.description" content="TIHM is an open in-home remote-monitoring dataset for People Living with Dementia (PLWD), comprising per-patient time-series of activity, sleep, physiology, demographics and clinical labels collected between 2019-04-01 and 2019-06-30 by the UK DRI Care Research &amp; Technology Centre at Imperial College London.">
<meta name="DC.subject" content="Time-Series">
<meta name="DC.subject" content="Machine Learning">
<meta name="DC.subject" content="Remote Healthcare">
<meta name="DC.subject" content="Monitoring">
<meta name="DC.subject" content="Dementia">
<meta name="DC.rights" content="CC BY 4.0">
<meta name="citation_title" content="TIHM: An open dataset for remote healthcare monitoring in dementia">
<meta name="citation_author" content="Francesca Palermo">
<meta name="citation_author" content="Yu Chen">
<meta name="citation_author" content="Alexander Capstick">
<meta name="citation_author" content="Nan Fletcher-Loyd">
<meta name="citation_author" content="Chloe Walsh">
<meta name="citation_author" content="Samaneh Kouchaki">
<meta name="citation_author" content="Jessica True">
<meta name="citation_author" content="Olga Balazikova">
<meta name="citation_author" content="Eyal Soreq">
<meta name="citation_author" content="Gregory Scott">
<meta name="citation_author" content="Helen Rostill">
<meta name="citation_author" content="Ramin Nilforooshan">
<meta name="citation_author" content="Payam Barnaghi">
<meta name="citation_publication_date" content="2023-02-10">
<meta name="citation_doi" content="10.5281/zenodo.7622128">
<meta name="citation_keywords" content="Time-Series">
<meta name="citation_keywords" content="Machine Learning">
<meta name="citation_keywords" content="Remote Healthcare">
<meta name="citation_keywords" content="Monitoring">
<meta name="citation_keywords" content="Dementia">
<link rel="license" href="LICENSE">
<link rel="type" href="http://purl.org/dc/dcmitype/Dataset">
<link rel="describedby" href="metadata.jsonld" type="application/ld+json" title="JSON-LD metadata">
<link rel="describedby" href="metadata.xml" type="application/rdf+xml" title="RDF/XML metadata">
<link rel="item" href="data/Activity.csv" type="text/csv" title="Activity.csv">
<link rel="item" href="data/Demographics.csv" type="text/csv" title="Demographics.csv">
<link rel="item" href="data/Labels.csv" type="text/csv" title="Labels.csv">
<link rel="item" href="data/Physiology.csv" type="text/csv" title="Physiology.csv">
<link rel="item" href="data/Sleep.csv" type="text/csv" title="Sleep.csv">
<link rel="cite-as" href="https://doi.org/10.5281/zenodo.7622128">
<script type="application/ld+json">
{
"@context": {
"schema": "https://schema.org/",
"dcat": "http://www.w3.org/ns/dcat#",
"dcterms": "http://purl.org/dc/terms/",
"prov": "http://www.w3.org/ns/prov#",
"foaf": "http://xmlns.com/foaf/0.1/"
},
"@id": "https://w3id.org/fair-hackathon/tihm/v1",
"@type": ["dcat:Dataset", "schema:Dataset"],
"dcterms:identifier": "https://w3id.org/fair-hackathon/tihm/v1",
"schema:identifier": [
"https://w3id.org/fair-hackathon/tihm/v1",
"https://doi.org/10.5281/zenodo.7622128"
],
"dcterms:title": "TIHM: An open dataset for remote healthcare monitoring in dementia",
"schema:name": "TIHM: An open dataset for remote healthcare monitoring in dementia",
"dcterms:description": "TIHM is an open in-home remote-monitoring dataset for People Living with Dementia (PLWD), comprising per-patient time-series of activity, sleep, physiology, demographics and clinical labels collected between 2019-04-01 and 2019-06-30 by the UK DRI Care Research & Technology Centre.",
"schema:description": "TIHM is an open in-home remote-monitoring dataset for People Living with Dementia (PLWD), comprising per-patient time-series of activity, sleep, physiology, demographics and clinical labels collected between 2019-04-01 and 2019-06-30 by the UK DRI Care Research & Technology Centre.",
"dcterms:issued": "2023-02-10",
"dcterms:modified": "2026-05-21",
"dcterms:language": "en",
"dcterms:publisher": {
"@type": "foaf:Organization",
"foaf:name": "UK DRI Care Research & Technology Centre, Imperial College London",
"foaf:homepage": "https://ukdri.ac.uk/centres/care-research-technology"
},
"dcterms:creator": [
{"@type": "foaf:Person", "foaf:name": "Francesca Palermo"},
{"@type": "foaf:Person", "foaf:name": "Yu Chen"},
{"@type": "foaf:Person", "foaf:name": "Alexander Capstick"},
{"@type": "foaf:Person", "foaf:name": "Nan Fletcher-Loyd"},
{"@type": "foaf:Person", "foaf:name": "Chloe Walsh"},
{"@type": "foaf:Person", "foaf:name": "Samaneh Kouchaki"},
{"@type": "foaf:Person", "foaf:name": "Jessica True"},
{"@type": "foaf:Person", "foaf:name": "Olga Balazikova"},
{"@type": "foaf:Person", "foaf:name": "Eyal Soreq"},
{"@type": "foaf:Person", "foaf:name": "Gregory Scott"},
{"@type": "foaf:Person", "foaf:name": "Helen Rostill"},
{"@type": "foaf:Person", "foaf:name": "Ramin Nilforooshan"},
{"@type": "foaf:Person", "foaf:name": "Payam Barnaghi"}
],
"dcat:keyword": ["Time-Series", "Machine Learning", "Remote Healthcare", "Monitoring", "Dementia"],
"dcat:theme": ["http://eurovoc.europa.eu/4636", "http://eurovoc.europa.eu/2476"],
"dcterms:rights": "https://creativecommons.org/licenses/by/4.0/",
"dcterms:license": "https://creativecommons.org/licenses/by/4.0/",
"dcterms:accessRights": "http://publications.europa.eu/resource/authority/access-right/PUBLIC",
"dcterms:conformsTo": "https://www.w3.org/TR/vocab-dcat-2/",
"prov:wasDerivedFrom": "https://doi.org/10.5281/zenodo.7622128",
"dcterms:source": "https://doi.org/10.5281/zenodo.7622128",
"dcat:distribution": [
{"@type": "dcat:Distribution", "dcat:accessURL": "data/Activity.csv", "dcat:mediaType": "text/csv", "dcterms:title": "Activity.csv"},
{"@type": "dcat:Distribution", "dcat:accessURL": "data/Demographics.csv", "dcat:mediaType": "text/csv", "dcterms:title": "Demographics.csv"},
{"@type": "dcat:Distribution", "dcat:accessURL": "data/Labels.csv", "dcat:mediaType": "text/csv", "dcterms:title": "Labels.csv"},
{"@type": "dcat:Distribution", "dcat:accessURL": "data/Physiology.csv", "dcat:mediaType": "text/csv", "dcterms:title": "Physiology.csv"},
{"@type": "dcat:Distribution", "dcat:accessURL": "data/Sleep.csv", "dcat:mediaType": "text/csv", "dcterms:title": "Sleep.csv"}
],
"dcterms:temporal": {
"dcterms:start": "2019-04-01",
"dcterms:end": "2019-06-30"
}
}
</script>
</head>
<body>
<h1>TIHM: An open dataset for remote healthcare monitoring in dementia</h1>
Expand All @@ -15,14 +125,19 @@ <h1>TIHM: An open dataset for remote healthcare monitoring in dementia</h1>

<p>TIHM is an open in-home remote-monitoring dataset for People Living with Dementia (PLWD), comprising per-patient time-series of activity, sleep, physiology, demographics and clinical labels collected between 2019-04-01 and 2019-06-30 by the UK DRI Care Research &amp; Technology Centre at Imperial College London. This re-hosted copy is provided as a FAIR-by-design teaching dataset.</p>

<p>The hosted CSV files below preserve the same tabular content as the reference TIHM dataset while restoring meaningful filenames and dataset-level documentation for easier discovery and reuse.</p>

<h2>Files</h2>
<ul>
<li><a href="data/Activity.dat">Activity.dat</a> &mdash; room-level activity per patient</li>
<li><a href="data/Demographics.dat">Demographics.dat</a> &mdash; sex, age band</li>
<li><a href="data/Labels.dat">Labels.dat</a> &mdash; clinical labels (agitation, weight, &hellip;)</li>
<li><a href="data/Physiology.dat">Physiology.dat</a> &mdash; HR, BP, temperature, &hellip;</li>
<li><a href="data/Sleep.dat">Sleep.dat</a> &mdash; sleep stages with HR/respiration</li>
<li><a href="data/Activity.csv">Activity.csv</a> &mdash; room-level activity per patient</li>
<li><a href="data/Demographics.csv">Demographics.csv</a> &mdash; sex, age band</li>
<li><a href="data/Labels.csv">Labels.csv</a> &mdash; clinical labels (agitation, weight, &hellip;)</li>
<li><a href="data/Physiology.csv">Physiology.csv</a> &mdash; HR, BP, temperature, &hellip;</li>
<li><a href="data/Sleep.csv">Sleep.csv</a> &mdash; sleep stages with HR/respiration</li>
<li><a href="README.md">README.md</a> &mdash; column dictionary</li>
<li><a href="LICENSE">LICENSE</a> &mdash; Creative Commons Attribution 4.0</li>
<li><a href="metadata.jsonld">metadata.jsonld</a> &mdash; machine-readable JSON-LD metadata</li>
<li><a href="metadata.xml">metadata.xml</a> &mdash; RDF/XML metadata</li>
</ul>

<h2>Provenance</h2>
Expand Down
59 changes: 59 additions & 0 deletions dataset/metadata.jsonld
Original file line number Diff line number Diff line change
@@ -0,0 +1,59 @@
{
"@context": {
"schema": "https://schema.org/",
"dcat": "http://www.w3.org/ns/dcat#",
"dcterms": "http://purl.org/dc/terms/",
"prov": "http://www.w3.org/ns/prov#",
"foaf": "http://xmlns.com/foaf/0.1/"
},
"@id": "https://w3id.org/fair-hackathon/tihm/v1",
"@type": ["dcat:Dataset", "schema:Dataset"],
"dcterms:identifier": "https://w3id.org/fair-hackathon/tihm/v1",
"schema:identifier": [
"https://w3id.org/fair-hackathon/tihm/v1",
"https://doi.org/10.5281/zenodo.7622128"
],
"dcterms:title": "TIHM: An open dataset for remote healthcare monitoring in dementia",
"schema:name": "TIHM: An open dataset for remote healthcare monitoring in dementia",
"dcterms:description": "TIHM is an open in-home remote-monitoring dataset for People Living with Dementia (PLWD), comprising per-patient time-series of activity, sleep, physiology, demographics and clinical labels collected between 2019-04-01 and 2019-06-30 by the UK DRI Care Research & Technology Centre.",
"schema:description": "TIHM is an open in-home remote-monitoring dataset for People Living with Dementia (PLWD), comprising per-patient time-series of activity, sleep, physiology, demographics and clinical labels collected between 2019-04-01 and 2019-06-30 by the UK DRI Care Research & Technology Centre.",
"dcterms:issued": "2023-02-10",
"dcterms:modified": "2026-05-21",
"dcterms:language": "en",
"dcterms:publisher": {
"@type": "foaf:Organization",
"foaf:name": "UK DRI Care Research & Technology Centre, Imperial College London",
"foaf:homepage": "https://ukdri.ac.uk/centres/care-research-technology"
},
"dcterms:creator": [
{"@type":"foaf:Person","foaf:name":"Francesca Palermo"},
{"@type":"foaf:Person","foaf:name":"Yu Chen"},
{"@type":"foaf:Person","foaf:name":"Alexander Capstick"},
{"@type":"foaf:Person","foaf:name":"Nan Fletcher-Loyd"},
{"@type":"foaf:Person","foaf:name":"Chloe Walsh"},
{"@type":"foaf:Person","foaf:name":"Samaneh Kouchaki"},
{"@type":"foaf:Person","foaf:name":"Jessica True"},
{"@type":"foaf:Person","foaf:name":"Olga Balazikova"},
{"@type":"foaf:Person","foaf:name":"Eyal Soreq"},
{"@type":"foaf:Person","foaf:name":"Gregory Scott"},
{"@type":"foaf:Person","foaf:name":"Helen Rostill"},
{"@type":"foaf:Person","foaf:name":"Ramin Nilforooshan"},
{"@type":"foaf:Person","foaf:name":"Payam Barnaghi"}
],
"dcat:keyword": ["Time-Series","Machine Learning","Remote Healthcare","Monitoring","Dementia"],
"dcat:theme": ["http://eurovoc.europa.eu/4636","http://eurovoc.europa.eu/2476"],
"dcterms:rights": "https://creativecommons.org/licenses/by/4.0/",
"dcterms:license": "https://creativecommons.org/licenses/by/4.0/",
"dcterms:accessRights": "http://publications.europa.eu/resource/authority/access-right/PUBLIC",
"dcterms:conformsTo": "https://www.w3.org/TR/vocab-dcat-2/",
"prov:wasDerivedFrom": "https://doi.org/10.5281/zenodo.7622128",
"dcterms:source": "https://doi.org/10.5281/zenodo.7622128",
"dcat:distribution": [
{"@type":"dcat:Distribution","dcat:accessURL":"data/Activity.csv", "dcat:mediaType":"text/csv","dcterms:title":"Activity.csv"},
{"@type":"dcat:Distribution","dcat:accessURL":"data/Demographics.csv", "dcat:mediaType":"text/csv","dcterms:title":"Demographics.csv"},
{"@type":"dcat:Distribution","dcat:accessURL":"data/Labels.csv", "dcat:mediaType":"text/csv","dcterms:title":"Labels.csv"},
{"@type":"dcat:Distribution","dcat:accessURL":"data/Physiology.csv", "dcat:mediaType":"text/csv","dcterms:title":"Physiology.csv"},
{"@type":"dcat:Distribution","dcat:accessURL":"data/Sleep.csv", "dcat:mediaType":"text/csv","dcterms:title":"Sleep.csv"}
],
"dcterms:temporal": {"dcterms:start":"2019-04-01","dcterms:end":"2019-06-30"}
}
Loading
Loading