Life & fun · alternatives · 2026
24 alternatives to I visualised the co-occurrence of origin and variety in coffee beans
Arabica Coffee Beans - Origin and Variety
This project visualizes the relationship between coffee bean origins and varieties through data visualization. It helps coffee enthusiasts and industry professionals understand which varieties are grown in different… Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. I visualised the co-occurrence of origin and variety in coffee beans launched in 2020; newer entries below may have overtaken it.
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I built this website to host a data-driven model of my coffee sample roaster. I realized after 20 or so batches on the machine that while the controls are intuitive (heat, fan, and drum speeds), the physics can be unintuitive. I wanted to use my historical roast data to create and tune a model that I could use to do roast planning, control, and to help me build my own intuition for roasting. This website lets you interact with my roaster in a virtual, risk-free setting! The models are custom Machine Learning modules that honor roaster physics and bean physics (this is not…
2025 · autoroaster.com · its alternatives →
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It’s available on iOS now: https://itunes.apple.com/app/id6499280064 We got into specialty coffee during COVID and, like many others, fell deep down the rabbit hole. Along the way, we ran into the same frustrations: - A drawer full of empty coffee bags. - No simple way to track grind size, rest dates, notes—by bean. - My coffee history scattered across photos, screenshots, notebooks, and half-memories. - The unique traits, people, and stories behind each coffee disappearing from the internet once it sold out (since coffee is an agricultural good) - In our opinion, no…
2025 · beanbook.app · its alternatives →
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Hi HN! I've been deep in the specialty coffee rabbit hole for a few years and built this tool to help me dial in espresso and pourover more systematically. *What it does:* • Extraction Compass – click where your shot lands (sour/bitter × weak/strong), get diagnosis and adjustments. It factors in your bean's origin, processing method, roast level, and variety. • Pourover recipes from Hoffmann, Rao, Hedrick, Kasuya (4:6) with step-by-step timer. Water amounts auto-calculate based on your dose. • Interactive WCR Flavor Wheel based on the World Coffee Research Sensory Lexicon 2.0.…
Dec 2025 · brewgreat.coffee · its alternatives →
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The art and science behind the bean ☕️
2015 · amazon.com · its alternatives →
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Scan, log, explore coffee & recipes
2025 · apps.apple.com · its alternatives →
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2017 · lelandbatey.com · its alternatives →
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An Interactive History of the Git Distributed Version Control System
2021 · git-history.jpalmer.dev · its alternatives →
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I explored an alternative way to view codebases to the typical folder/file list, showing a bird's-eye-view of its structure. https://octo.github.com/projects/repo-visualization
2021 · octo.github.com · its alternatives →
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Rate and track your favorite specialty coffee, understand your taste profile and discover more coffee you'll love.
2021 · coffeeopia.com · its alternatives →
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2012 · exploringdata.github.com · its alternatives →
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Brewguide IO▲77Web app summarizing coffee brewing with submitted data.
2018 · brewguide.io · its alternatives →
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Hi HN! We built RoastDB (https://roastdb.com) – think Discogs for specialty coffee. A searchable index of beans from independent roasters around the world. *The problem* We got into specialty coffee gradually. Whenever we tried something we liked — a washed Colombian, a natural Ethiopian — we'd save the bag. At some point we had drawers of empty coffee bags we couldn't bring ourselves to throw away. Our flow was simple: go to a cafe we liked, drink coffee, buy a bag of whatever they were roasting or stocking. Over time we started noticing patterns — we kept reaching for naturals,…
Jan 2026 · roastdb.com · its alternatives →
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Hi HN! I've found this visualization tool immensely helpful over the years for getting an intuition for how an LLM "sees" some piece of text, and with a bit of elbow grease decided to move all compute to client side so I could make it publicly available. I've found it particularly useful for - Understanding exactly how repetition and patterns affect a small LM's ability to predict correctly - Understanding different tokenization patterns and how it affects model output - Getting a general sense of how "hard" different prediction tasks are for GPT-style models Known problems (that I probably…
2023 · perplexity.vercel.app · its alternatives →
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A handy tool for browsing cohort datasets
2014 · bslatkin.github.io · its alternatives →
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Last weekend, I tried creating an original visualization of something on many minds in my home country the Netherlands: land use. Much of our discussion revolves around land use—housing crisis, sustainable farming, solar energy—it's all about the land. To illustrate this, I created a map where each hexagon represents 0.06% (26,647 hectares) of land in the Netherlands. The color indicates the type of land use.
2024 · koenvangilst.nl · its alternatives →
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Ranked by how close each launch is in meaning, then by votes. Prices were read from each product’s own site when checked and can change. Refine with your own description →