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After removing two outliers (alpha factor and niguldipine, which each show linkage with lod >40 and are nearly perfectly predicted using both transcripts and markers), we correlated prediction accuracy with linkage (e.g., lod score) when the prediction algorithm utilizes either the 200 highest-ranked features (Figure 2) or the single highest-ranked feature (Figure S1).
If perfect prediction is detected, the perfectly predicting covariate and the perfectly predicted observations are dropped from the analysis.
A second alternative arises if the software detects perfect prediction before model fitting and drops the perfectly predicting covariate and the perfectly predicted observations from the analysis.
How frequently people in a state searched for "Obama jokes" almost perfectly predicted the vote share of Mr. Obama's 2008 opponent, John McCain.
NATE SILVER, the election guru whose mathematic projections at 538.com almost perfectly predicted the November 4th results (and won him a book deal), turns his attention to the make-up of the new Senate.
The LCS >15 nearly perfectly predicted hydration status in both pre and post dialysis states.
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While no animal can perfectly predict human infection, we have to rely on the closest surrogates to make judgments.
No computer will ever perfectly predict the outcome of a game played by humans, but that is not what we are after.
I did not include a variable for Harry S. Truman, since the model cannot have a set of factors that perfectly predict each other — and given that the presidential approval data start in 1948 and end in 2008, knowing that the president is not Eisenhower up through George W. Bush means that you can perfectly predict that it must be Truman.
A system's tolerance is its ability to cope with changes and unplanned variation; systems need to be tolerant because you can never perfectly predict what stresses and unexpected behaviors they will encounter.
Still, though polls will not perfectly predict the US election, state by state and down to the decimal point, they are likely to accurately guess who will win nationally, especially if Clinton has a large enough lead.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com