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title
Visualizing citizen science | ajustin' focus
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Data-vis: a sixth senseGiven a rich data set, it is exciting to imagine what kinds of questions to ask. Statistics and data visualizations are the bicycle for this! Snakes everywhere!Southeast Asia is home to many snake species. How many? While Google Gemini (early 2025 edition) has served me quite well for coding ideas, it whiffed badly on this question, evasively settling on “over 300 species.” On iNaturalist.org, there are 726 species represented as of 2025-Mar-6, an impressive number for a largely citizen science effort. This is encompassed by 89,598 observations by 13,790 observers. Impressive! Singapore, a city of nearly six million people on a land area of just 710 km2 (8387 pp km-1), hosts 63 of these snake species flourishing in its array of gutters, sungei, and nature parks. When is a good time to happen upon a snake in Singapore? This a great question to ask, given the iNaturalist data set. Using specific fields of data queried via Python from the iNaturalist.org API, I dust...
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Justin
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1767681360
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