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<ul>
<li>We can hypothesize that the neural network (blue line) is treating 0 capital gains as a special value with no information in it, whereas very low (but non-0) or very high capital gains are treated as very indicative of low or high revenue. The logistic regression model doesn't have the power to make such a distinction. Whether such behaviors are desired or on the contrary need to be mitigated is case-specific and is a question for the people building and deploying the model.</li>
</ul>
