Know if your drill bit departed from a pre-selected
Deviation from the pre-selected path can be a huge problem for oil drilling
operations, from higher cost to legal issues.
The causes of hole deviation is complex and depend on multiple factors.
To try to predict such deviation, we will be using well logs. They measure physical
properties at different depths and show how they affect the hole deviation.
The provided well log dataset contains the following parameters:
- Shale Volume
- Delta T
- Velocity of the drill bit
- Neutron porosity
- Density porosity
- Poisson's ratio
The classification parameter can be either 0 or 1. If Classification == 0, the bit
didn't deviate from its trajectory at this particular depth. The same way, if
Classification == 1, the bit did deviate.