Impressive work Bello. Great job trying to constrain the log data to the conventional range. Would just like to make a few comments.
Log Plots: ["RDEP", "RSHA", "RMED] are resistivity logs and as such should be plotted on a logarithmic scale rather than linear. Use ax.semilogx() instead of ax.plot().
Depth unit: A part of the data analysis workflow is to QC the data. The original LASfile indicated the DEPT log was recorded in meters but on your plot, you indicated feets. So you should correct this.
Suggestions
You might want to know the point distribution of the log curves by means of histograms, bar charts, joint, or scatter plots. This will help to know the distribution of the data points. Very helpful in decision-making during ML modeling. Cheers
General Comments
Impressive work Bello. Great job trying to constrain the log data to the conventional range. Would just like to make a few comments.
ax.semilogx()
instead ofax.plot()
.DEPT
log was recorded inmeters
but on your plot, you indicatedfeets
. So you should correct this.Suggestions
You might want to know the point distribution of the log curves by means of histograms, bar charts, joint, or scatter plots. This will help to know the distribution of the data points. Very helpful in decision-making during ML modeling. Cheers