Research Article
Machine Learning Method for TOC Prediction: Taking Wufeng and Longmaxi Shales in the Sichuan Basin, Southwest China as an Example
Table 2
Statistical information of the input data for verifying the universality of the model.
| Statistical information | RT (Ω·m) | GR (API) | AC (μs/ft) | CAL (inch) | CNL (%) | DEN (g/cm3) | SP (mV) | TOC (%) |
| Maximum value | 351.04 | 253.64 | 89.72 | 12.20 | 23.87 | 2.74 | 96.68 | 5.43 | Minimum value | 6.33 | 110.41 | 62.57 | 8.63 | 9.87 | 2.43 | 18.51 | 0.26 | Average value | 74.44 | 169.31 | 72.40 | 8.89 | 16.27 | 2.65 | 47.36 | 2.11 | Standard deviation | 54.00 | 18.66 | 6.27 | 0.46 | 3.13 | 0.07 | 21.92 | 1.12 |
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