Week 45 · 2–8 Nov 2026

Wes McKinney

X · 59kVerified on X Education & Science

#133Education & Science91 this week

#2016All categoriesof 5,066 indexed

Named by 5 of 5GPTGEMCLDGRKPPX

Indexed · Education & Science

15/100

1.0%Mention rate

15.8%First when named

15.8%Citation rate

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Score by list

100 = strongest leader

Education & Science#133 Category · outside the published Top 25Score 15 · Named 19 Top 100 · All categories#2016 Across every categoryScore 21 · Named 19

Each list scores its creators on its own topics; a list's No. 1 can score below 100.

Engine breakdown

Share of each engine's Education & Science answers this week

EngineNamedFirstCited

ChatGPT 0.9% 20.0% 20.0%

Gemini 0.7% 0.0% 25.0%

Claude 0.3% 100.0% 0.0%

Grok 2.0% 0.0% 14.3%

Perplexity 1.1% 50.0% 0.0%

Named = share of the engine's Education & Science answers that name Wes McKinney; First and Cited are shares of those answers. An engine with no Education & Science answer this week is not measured, which is not the same as not naming Wes McKinney.

Weekly score

Top 100 score

21 4 this week

Peak 21 in week 45Rank #2016 of 5,066 indexed

What AI cites

when it names Wes McKinney

@wesmckinn · Xby handle 2× opensource.posit.co/resources/books/python-for-data-analysis 1×

How AI describes Wes McKinney

19 answers

Named in 19 of the 1,969 Education & Science answers this week (1.0%), first in 15.8% of them, by 5 of the 5 engines that covered Education & Science; most often for data science with python, statistics for beginners and python for beginners.

data science with python16statistics for beginners2python for beginners1

Computed from the 19 Education & Science answers naming Wes McKinney this week

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<a href="https://firstmention.com/creator/22924-wes-mckinney"><img src="https://firstmention.com/badge/22924.svg" alt="Wes McKinney · FirstMention" width="320" height="56"></a>

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