Automotive & data work10
Check the time axis and units of a test CSV first
Check units, missing values, finite numbers, and duplicate or reversed timestamps in synthetic demonstration data, then save the check results and a chart.
Tutorials by topic
Automotive & data work
Explore time axes, units, and comparison conditions with synthetic demonstration data.
Articles on this topic 6
Step by step, with examples
Automotive & data work11
Compare multiple test conditions on the same time axis
Validate three synthetic demonstration CSV files, then overlay curves that share the same time samples and acceleration units on one chart.
Automotive & data work12
Conditions to record before comparing simulation peak values
If you only put peak stress numbers side by side, differences in mesh, output interval, and evaluation location can look like design changes. Build a comparison condition table from synthetic cases and record the numerical difference together with the range you can actually judge.
Automotive & data work31
Smooth synthetic sensor data with a moving average and check the delay
Apply a three-sample trailing moving average to synthetic acceleration data, verify every filtered value by hand, and make the filter's one-sample alignment delay explicit. The original CSV remains unchanged and the processed data is written to a new folder.
Automotive & data work32
Convert automotive test data between km/h, m/s, g, and m/s²
Convert synthetic vehicle speed and acceleration data into consistent SI units, then convert the results back to check the arithmetic. The script preserves the original CSV and writes the converted values to a new output folder.
Automotive & data work33
Find the dominant frequency of synthetic vibration data with FFT
Use NumPy FFT on a synthetic vibration signal with a known 2 Hz component, inspect the frequency bins, and verify that the detected dominant frequency matches the input. The original CSV remains unchanged and the spectrum is written to a new output folder.
No matching tutorials
Try a short search term such as CSV or AI.
Read → Run → Check
All examples are for practice. Automotive data is synthetic and used for illustration.