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Sensor data quality study with summary report

Report & data1 delivery11 min 28 s in total$0.28 in total

The request

Sensor data quality study with summary report

Read the full request

Produce a small reproducible data-quality study, not an application. The deliverables are a Markdown analysis report and machine-readable CSV results. Work offline using only the supplied observations; no website, UI or server. Observations (day,A,B): 1,10,20 2,11,20 3,12,21 4,13,19 5,14,20 6,NA,NA 7,100,20 These are fictional sensor readings. NA is missing, not zero. A reading is valid exactly when it is numeric and in the inclusive range [0,40]. Flag values outside that range without deleting the raw observations. For each sensor, report total rows, missing count, out-of-range count, valid count, mean and median over valid values only. Keep missing and out-of-range mutually exclusive; never impute. Write the original table to observations.csv, the per-sensor results to summary.csv, and a concise report.md explaining the cleaning rule, calculations, findings and limitations. Independently verify the results with a small reproducible calculation, and state the verification command and outcome. Any helper script is supporting analysis, not the product. Keep the output small and clear.

The journey

  1. Read the requestTurned it into a list of things it would have to prove before calling the work done.
  2. Did the workPlanned the pieces, built them and checked the result as it went.
  3. Sent back by the final reviewThe last check did not accept the first result, and said what was missing.
  4. CorrectedThe missing parts were fixed and the work was checked again.
  5. Delivered4 files handed over.

The result

  • observations.csv65 B
  • report.md1.4 KB
  • summary.csv107 B
  • verify_quality.py2.1 KB
Time11 min 28 s
Cost$0.28
Finished2026-10-02

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