Automated Yield Monitor Data Cleaning Tool

beta test version 29 January 2024 developed and maintained by Terry Griffin twgriffin@ksu.edu

Interactive dashboard intended to demonstrate capabilities of automated flow delay and other parameters, dashboard not the end-user product.

Consider refreshing the browser page before uploading next field; seems to help with processing efficiency.

In production, tools are accessible via web services API such that processing occurs as mutliple field data enters native system rather than one-at-a-time.

  • Upload yield data
  • Optimized yield data
  • Diagnostic maps
  • Diagnostic tables

Upload unprocessed yield monitor data

for this demonstration, data are required to be in the AgLeader Advanced Export file format (not AgLeader Basic file format), production version accpets GeoJSON

Once the default red text error message is replaced with tabular data, ensure data displayed on the right are as expected.

Click on 'Optimized yield data' to initial automated cleaning process

Unprocessed mass flow (lbs per second) and optimized, cleaned, & corrected yield data (lbs per acre) are mapped after about 5 minutes.

Optimal parameter settings and optimized yield data can be downloaded as *.csv files. Details at 'Diagnostic maps' and 'Diagnostic tables' tabs.


Download optimal settings Download optimized data

Intermediate processing diagnostics mapped as data visualizations

Data points in "grey" represent all data points from original data, "red" indicates beyond criteria and flagged for omission, "purple" are "high", "orange" are "low", and "green" are "delta (change)", "yellow" and "pink" were chosen for closer examination

Diagnostic informaion including sample size, number of observations flagged by test, and system time