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.

Resources

Name Format Description Link
53 A spreadsheet containing the raw data entered into the survey form. https://data.nist.gov/od/ds/mds2-3247/NIST_Data_Entry_Final.xlsx
23 JSON file containing the prepared data. https://data.nist.gov/od/ds/mds2-3247/all_tools_prepared.json
23 A Pandera data schema of the prepared data in JSON format https://data.nist.gov/od/ds/mds2-3247/schema_prepared.json
28 README.md https://data.nist.gov/od/ds/mds2-3247/README.md
10 README.docx https://data.nist.gov/od/ds/mds2-3247/README.docx

Tags

  • technical-language-processing
  • process-measurement-and-control
  • manufacturing
  • language-processing
  • text
  • image-and-signal-processing
  • machining

Topics

Categories