Abraham Wyner, a professor of statistics and data science, suggests – quelle surprise – that the Hamas-supplied casualty figures for Gaza may not be entirely accurate:

The number of civilian casualties in Gaza has been at the center of international attention since the start of the war. The main source for the data has been the Hamas-controlled Gaza Health Ministry, which now claims more than 30,000 dead, the majority of which it says are children and women. Recently, the Biden administration lent legitimacy to Hamas’ figure. When asked at a House Armed Services Committee hearing last week how many Palestinian women and children have been killed since Oct. 7, Secretary of Defense Lloyd Austin said the number was “over 25,000.” The Pentagon quickly clarified that the secretary “was citing an estimate from the Hamas-controlled Health Ministry.” President Biden himself had earlier cited this figure, asserting that “too many, too many of the over 27,000 Palestinians killed in this conflict have been innocent civilians and children, including thousands of children.” The White House also explained that the president “was referring to publicly available data about the total number of casualties.”

Here’s the problem with this data: The numbers are not real. That much is obvious to anyone who understands how naturally occurring numbers work. The casualties are not overwhelmingly women and children, and the majority may be Hamas fighters.

If Hamas’ numbers are faked or fraudulent in some way, there may be evidence in the numbers themselves that can demonstrate it. While there is not much data available, there is a little, and it is enough: From Oct. 26 until Nov. 10, 2023, the Gaza Health Ministry released daily casualty figures that include both a total number and a specific number of women and children.

Basically, the reported daily numbers are remarkably consistent from day to day: in the real world you'd expect considerable variation. Also, you'd expect the women and the children casualties to correlate, depending on the amount of destruction of residential buildings on a particular day – but they don't. And there's an inexplicable negative correlation between the number of men killed and the number of women killed.

While the evidence is not dispositive, it is highly suggestive that a process unconnected or loosely connected to reality was used to report the numbers. Most likely, the Hamas ministry settled on a daily total arbitrarily. We know this because the daily totals increase too consistently to be real. Then they assigned about 70% of the total to be women and children, splitting that amount randomly from day to day. Then they in-filled the number of men as set by the predetermined total. This explains all the data observed….

The truth can’t yet be known and probably never will be. The total civilian casualty count is likely to be extremely overstated. Israel estimates that at least 12,000 fighters have been killed. If that number proves to be even reasonably accurate, then the ratio of noncombatant casualties to combatants is remarkably low: at most 1.4 to 1 and perhaps as low as 1 to 1. By historical standards of urban warfare, where combatants are embedded above and below into civilian population centers, this is a remarkable and successful effort to prevent unnecessary loss of life while fighting an implacable enemy that protects itself with civilians.

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