In depth experimental studies have led researchers like Huang et al. (2023) to approximate the connection between shale toughness parameters and humidity information employing a linear design. Meanwhile, the relationship between elastic modulus and moisture content material follows an exponential sample. On top of that, scientists like Ma (2015) https://drilling-fluid-technology33207.wikiannouncement.com/10964150/an_unbiased_view_of_shale_wellbore_stability