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JarettBakerDunn
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I just marked some typos.
| "id": "JbLPlzz2puKy" | ||
| }, | ||
| "source": [ | ||
| "The fitted b-value, 0.79, deviates fom the typical b-value of 1 for most tectonic regions. This is because the catalog is not complete for lower magnitudes, and the limited number of large-magnitude earthquakes in the time period considered. We remove these outliers and fit the G-R law again in the next exercise." |
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"deviates fom" -> "deviates from"
| "\n", | ||
| "- **Bias** is error from a model that is *too simple* to capture the true pattern. For example, a degree 1 polynomial (a straight line) in our case would not be able to capture the velocity-depth curve observed in the data, leading to high bias. A model with high bias underfits even with more data because the model is not flexible enough to capture the underlying relationship.\n", | ||
| "\n", | ||
| "- **Variance** is error from a model that is *too complex* and specific to the training data. For example, a degree-15 polynomial would not only fit the velocity-depth relationship, but also the the noise that may be specific only to the training dataset. Such a model would likely perform poorly on new, unseen data because it has learned the noise in the training set rather than the underlying relationship. A model with high variance overfits the training data and does not generalize well." |
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the the noise -> the noise
| "#### References\n", | ||
| "\n", | ||
| "- Wang, S. Y., & Wang, H. Y. (2016). Site-dependent shear-wave velocity equations versus depth in California and Japan. Soil Dynamics and Earthquake Engineering, [88, 8-14](https://www.sciencedirect.com/science/article/pii/S0267726116300367).\n", | ||
| "- Data availble by 2013 SEG Advanced Modeling Corporation, SEAM Open Data and downloaded from [SEG open data sets](https://wiki.seg.org/wiki/SEAM_Phase_I:_Interpretation_challenge_I_-_Depth)" |
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availble -> available
| "id": "ZExRIpWJorUj" | ||
| }, | ||
| "source": [ | ||
| "> From the figure above, you can see that the polynomial deviates the most at the sharp seismic discontinuities, as it is smooth representation of the data. To overcome this, we can use piecewise polynomial regression, which fits separate polynomials to different segments of the data. This allows for better modeling of abrupt changes in the relationship between depth and seismic velocity." |
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as it is smooth representation -> as it is a smooth representation ?
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I want to test how notebooks appear on github PR. This PR addresses the suggestions from our drive.