Data provided by National Institute of Standards and Technology
A heterogeneous dataset of human measurement data and human-generated text. This dataset was generated by TechSolve Inc. (techsolve.org) as a collaborative effort with NIST. Respondents were asked to observe and evaluate a machining process in which a rotary bit (the "tool") removed layers of a workpiece until the tool was worn to exhaustion. One trial and 19 official experiments were completed, one for each of 20 tools. Respondents were tasked with completing a survey in which they recorded their measurements of tool flank wear along all four tool chamfers, recorded their description of the cut in natural language, and rated the process and tool condition on a Likert scale, along with other measurements.
About this Dataset
Updated: 2025-04-06
Metadata Last Updated:
2024-04-23 00:00:00
Date Created:
N/A
Data Provided by:
Dataset Owner:
N/A
| Title | Human Observational Data in a Production Environment |
|---|---|
| Description | A heterogeneous dataset of human measurement data and human-generated text. This dataset was generated by TechSolve Inc. (techsolve.org) as a collaborative effort with NIST. Respondents were asked to observe and evaluate a machining process in which a rotary bit (the "tool") removed layers of a workpiece until the tool was worn to exhaustion. One trial and 19 official experiments were completed, one for each of 20 tools. Respondents were tasked with completing a survey in which they recorded their measurements of tool flank wear along all four tool chamfers, recorded their description of the cut in natural language, and rated the process and tool condition on a Likert scale, along with other measurements. |
| Modified | 2024-04-23 00:00:00 |
| Publisher Name | National Institute of Standards and Technology |
| Contact | mailto:[email protected] |
| Keywords | language processing , technical language processing , text , manufacturing , machining , process measurement and control , image and signal processing |
{
"identifier": "ark:\/88434\/mds2-3247",
"accessLevel": "public",
"contactPoint": {
"hasEmail": "mailto:[email protected]",
"fn": "Michael Dawson Jr."
},
"programCode": [
"006:045"
],
"landingPage": "https:\/\/data.nist.gov\/od\/id\/mds2-3247",
"title": "Human Observational Data in a Production Environment",
"description": "A heterogeneous dataset of human measurement data and human-generated text. This dataset was generated by TechSolve Inc. (techsolve.org) as a collaborative effort with NIST. Respondents were asked to observe and evaluate a machining process in which a rotary bit (the \"tool\") removed layers of a workpiece until the tool was worn to exhaustion. One trial and 19 official experiments were completed, one for each of 20 tools. Respondents were tasked with completing a survey in which they recorded their measurements of tool flank wear along all four tool chamfers, recorded their description of the cut in natural language, and rated the process and tool condition on a Likert scale, along with other measurements.",
"language": [
"en"
],
"distribution": [
{
"downloadURL": "https:\/\/data.nist.gov\/od\/ds\/mds2-3247\/NIST_Data_Entry_Final.xlsx",
"format": ".xlsx",
"description": "A spreadsheet containing the raw data entered into the survey form.",
"mediaType": "application\/vnd.openxmlformats-officedocument.spreadsheetml.sheet",
"title": "Human Observation Spreadsheet"
},
{
"downloadURL": "https:\/\/data.nist.gov\/od\/ds\/mds2-3247\/all_tools_prepared.json",
"format": "JSON",
"description": "JSON file containing the prepared data.",
"mediaType": "application\/json",
"title": "Prepared Observation Data"
},
{
"downloadURL": "https:\/\/data.nist.gov\/od\/ds\/mds2-3247\/schema_prepared.json",
"format": "JSON",
"description": "A Pandera data schema of the prepared data in JSON format",
"mediaType": "application\/json",
"title": "Prepared Data Schema"
},
{
"downloadURL": "https:\/\/data.nist.gov\/od\/ds\/mds2-3247\/README.md",
"format": "markdown",
"mediaType": "text\/markdown",
"title": "The dataset README in markdown format."
},
{
"downloadURL": "https:\/\/data.nist.gov\/od\/ds\/mds2-3247\/README.docx",
"format": "Word Document",
"mediaType": "application\/vnd.openxmlformats-officedocument.wordprocessingml.document",
"title": "The dataset README in docx format."
}
],
"bureauCode": [
"006:55"
],
"modified": "2024-04-23 00:00:00",
"publisher": {
"@type": "org:Organization",
"name": "National Institute of Standards and Technology"
},
"theme": [
"Manufacturing:Factory operations planning and control",
"Mathematics and Statistics:Image and signal processing",
"Manufacturing:Process measurement and control"
],
"keyword": [
"language processing",
"technical language processing",
"text",
"manufacturing",
"machining",
"process measurement and control",
"image and signal processing"
]
}
