Cannabis Data Science

💧 Holding everything constant, is their any relationship between THC and terpenes? Join the discussion of the latest, hottest, oldest yet newest, dirtiest, and dustiest cannabis data. Thanks to major contributions from Sytze Elzinga and Kyla Norton and all the other phenomenal cannabis data enthusiasts! Join us soon! 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Thursday at 3:30pm PT / 6:30pm ET. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🪩 At least the data that happens in Vegas doesn't stay in Vegas! Get a glimpse of another one of the hottest adult-use cannabis states: Nevada. We're lucky to have Sytze Elzinga of The Werc Shop here to present a novel analysis of Nevada cannabis lab results. 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Thursday at 3:30pm PT / 6:30pm ET. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🌵 A sticky, icky corpus of 40,000 COAs was just uncovered. Come get it while it's hot! We've already parsed a third of the COAs to begin to learn more about our favorite plant. We can begin to cover everything from THC, to terpenes, to chemical diversity. 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Thursday at 3:30pm PT / 6:30pm ET. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🎃 Happy Halloween cannabis data nerds! Have fun exploring never-before-seen cannabis data every way we can imagine! This will be a fun, ad-hoc, fly-by-the-seat-of-our-pants meetup where we can see what we can learn from our first look at one of the hottest states with recreational cannabis ❤️‍🔥 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Thursday at 3:30pm PT / 6:30pm ET. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🐻 Ready for high-THC cannabis from high latitudes? Explore the frontier of testing with us as we have just discovered 85,000 products tested in Alaska! This paints a ever-more-complete picture of the beloved cannabis plant as we can now look at more than 400,000 lab results. Join us and explore the frontier of cannabis + data + science! 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Thursday at 3:30pm PT / 6:30pm ET. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🔎 Join us as we put 68,000 new lab results and two new medical states on the map! This is a huge addition and helps us find at least two novel insights on two emerging markets, where there are high stakes! Join us soon and see the deets. 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Thursday at 3:30pm PT / 6:30pm ET. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🏞️ Let's harvest cannabis data from a couple of the most unsuspected of places. Surprisingly, a brilliant view into one of the hottest happenings in the past year, plus a blast from the past to give us a really complete picture of how the cannabis industry has developed to date. 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Thursday at 3:30pm PT / 6:30pm ET. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🍁 Do you know about Beasters? We're about to find out more than most! We've gone international! Big time. This is going to be one of the most exciting meetups to date! Bring your best thoughts, ideas, comments, and questions and let's see how much the Canucks love their cannabis! 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Thursday at 3:30pm PT / 6:30pm ET. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

☕ Join the 180th Cannabis Data Science Meetup and discover the future of UK Medical Cannabis with Cannamonitor’s Arnau Valdovinos! This is a lucky opportunity for a comprehensive review of over 180,000 prescriptions, revealing the rise of high-THC flower in the UK, shifting supply chains, and emerging market trends. Tune in to learn about this rapidly evolving market directly from Arnau himself. 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Thursday at 3:30pm PT / 6:30pm ET. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🤝 Want a rare glimpse into the inner workings of a billion dollar cannabis market? Take a detour and explore the entire population of cannabis flower lab results from the great state of Missouri! We can calculate the tried-and-true statistics we know and help advance cannabis science, as always, by no less than a molecule! A very interesting molecule. Join us and let's indulge in the latest and greatest cannabis data! 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Thursday at 3:30pm PT / 6:30pm ET. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🌱 Let's put the theory of evolution to the test by beginning to build and use the largest cannabis plant pedigree databases the world has ever seen! We'll explore 10,000+ cannabis strain lab results, find common crosses, and study the pedigrees and the inheritance of traits of the world's most popular cannabis strains. Bring the fuel, because we've got fire 🔥 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Thursday at 3:30pm PT / 6:30pm ET. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🍅 We may have just solved the problem of lab fraud for $0 while having fun analyzing cannabis data. See for yourself! For a bonus, you'll get 50,000+ brand-spanking new lab results from New Jersey. Each result has cannabinoids, terpenes, and much, much more! Come enjoy the flowers from the beautiful Garden State! 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Thursday at 3:30pm PT / 6:30pm ET. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🔬 Attention all data science enthusiasts, cannabis researchers, and curious minds! Learn from Graham Antoszewski and Dr. Heather Carrasco about anomalies that caught their eyes in the thousands of cannabis lab results we're lucky to have from Rhode Island. 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Thursday at 3:30pm PT / 6:30pm ET. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🤞 Wanna get lucky? Today you'll get 1,200 luckily discovered lab result from the Midwest. That's right, Missouri is now on the map. And in a major way. We now have results spanning coast-to-coast and may just be over the brink of one million lab results observed. And these are quite the observations. Just wait until you see what we can discover! 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Thursday at 3:30pm PT / 6:30pm ET. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🧪 990,000 lab results on the web, 990,000 results. Take one down, parse it around, 989,999 results on the web! Thanks to generous contributions from meetup members, we are on the brink of publishing 1,000,000 public cannabis lab results. There are tens of millions of data points ripe for ambitious data scientists to analyze. Join the fun, bring your best thoughts, comments, and questions, and most importantly, come get this data! 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Thursday at 3:30pm PT / 6:30pm ET. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🔓 We've done it folks! The code has been cracked. It is now possible to trace your products directly to your lab results! Go straight to the source, get every data point there is to get for your products, then it's time to calculate stats to our hearts' galore! 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 3:30pm PT / 6:30pm ET. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

⚛️ Do you dare calculate statistics that can disrupt billions of dollars currently being made from dirty cannabis? Go where your average analyst is too scared to tread. We'll calculate dozens upon dozens of statistics that will make you wonder why regulators currently have jobs. Want to help explore the data of what appears to be one of the largest crime scenes in human history? 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 3:30pm PT / 6:30pm. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

📜 Don't belittle it! It's time to reschedule it! See what 18,000 genuine people think about the proposal to reschedule cannabis. Is there evidence of medicinal effects of cannabis? Or abuse or dependence? As usual you'll get a healthy dose of data, statistics, and AI-derived insights. 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 3:30pm PST | 6:30pm EST. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🥖 Ooh La La! Join the Cannabis Data Science Meetup and pick up where Frenchy left off, categorizing concentrates, the terpenes that may be found, and the means and the methods to make the greatest hash in the world! We have 12,000 lab results of cannabis concentrates from the great states of California and Florida, rich with cannabinoid, terpene, and residual solvent data. Join us, get the data, and help advance cannabis science! 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 3:30pm PST | 6:30pm EST. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🦵 What give a strain legs? Join us at the Cannabis Data Science Meetup and talk with Ruth Fisher, PHD and the team about the longevity of strains. Ruth unpacks the first big nugget in the cannabis results repository. From 83,000+ results spanning 6 years, we can look at popularity, THC, and the rise and fall of strains! Bring your best thoughts, comments, questions, and narratives and let's see if we can finally make more sense of cannabis strains now that we have perhaps the largest database of strain results ever compiled. We'll make sure you at least walk away with 1,000,000 results to continue the hunt! 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 3:30pm PT / 6:30pm ET. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🎆 Happy Independence Day! Join the Cannabis Data Science Meetup and celebrate our freedom to enjoy the greatest plant on earth with the best cannabis data we can find in the whole wide world! Thanks to you, we have unearthed two new sources of cannabis data! Join the fun, get your hands dirty, spark an insight with your brilliant thoughts, comments, and questions and have some good, clean fun with some good, cleaned cannabis data. 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 3:30pm PT / 6:30pm ET. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🍎 Join us as we use our favorite COA cherry-picker to take a bite out of the hard-to-reach Big Apple. That's right. We just digested 333 New York COAs. Lab results so fresh there's only one way to get them: directly off the freshly minted COAs! And we show you yet again how important it is to get your paws on actual COAs. And of course we'll expose another shady secret, because why not! 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 3:30pm PST | 6:30pm EST. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🦟 Get heavy-hitting stats to go with the heady news of the week. Join the Cannabis Data Science Meetup at 3:30pm PT / 6:30pm ET and get data to elevate the conversation. Today we can put a microscope to pesticides detected in 5 states from 100,000+ public lab results. Now is the time to add your thoughts, voice, comments, questions, and ideas to help advance cannabis science! 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🦓 Who's who in the cannazoo? Find out today who swings the most weight as we analyze the top influencers in the cannabis industry. Join the Cannabis Data Science Meetup at 3:30pm PT / 6:30pm ET. This will be a super interesting meetup with an even more interesting analysis, especially because we can inspect the sentiment around the DEA's proposed rule rescheduling cannabis. As with all cannabis data, it's almost impossible to not find super interesting tidbits and of course the shadiest of the shady. 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 3:30pm PST | 6:30pm EST. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

👩‍🔬 We may have just achieved what many scoffed was unachievable: 1,000,000 measurements, made in the lab, of the beloved, mysterious, peculiar cannabis plant. Join the Cannabis Data Science Meetup to hear from experts in their fields, Yasha Kahn at MCR Labs and Anna Schwabe, PhD at 420 Organics, add your voice to the conversation, and get your hands on one million measurements! Somehow we push the frontier of cannabis + data + science every week! And this week is no exception. Join us for perhaps the most revelatory meetups to date! 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 8:30am PST | 10:30am CDT | 11:30am EST. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

You have probably pondered the curiously predictable effects that cannabis clearly has on people. Is the science settled on what compounds contribute to what effects? Join the Cannabis Data Science Meetup and let's put these sought-after effects to the test. Thanks to a contribution by a meetup MVP, we were able to run another 8,000+ OpenAI prompts, extracting thousands of new data points, ripe for discoveries! 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 3:30pm PST | 6:30pm EST. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

👃 Want to test sacred assumption about aromas of terpenes commonly found in cannabis? We take it a sniff further and examine user sentiment of aromas, i.e. what aromas do people love. And then we can test if any of the chemicals found in the product may be contributing to the aroma. We have a growing dataset of actual cannabis users, with matching lab results for their products, and rich text data from which we are avidly extracting data with AI! Join us and join in the bounty of 3,500 OpenAI API calls, 9,000+ lab results, and 1,750+ posts about cannabis by medical cannabis users. Plus, we can talk about descheduling hearsay too! Bring your best thoughts, comments, questions, ideas, data, statistics, research, or anything at all and let's make it a meetup for the history books! See you soon! 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Thursday at 3:30pm PST | 6:30pm EST. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

Want to know how to make 💰💰💰 from ☀️🪴🪴🪴? Learn from Drew Greco, director of cultivation at Solaris Farms, one of the largest cannabis cultivations in the world! Bring your best cannabis cultivation questions and let's make this one for the history books!🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup: https://www.meetup.com/cannabis-data-science/🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science💸 Support the group: https://opencollective.com/cannlytics-company🔥 Check out Cannlytics: https://cannlytics.com

📣 Hear from Vadim Yerokhin, PhD how cannabis testing is being advanced at Abraxas Labs, one of the premier labs in Oklahoma dedicated to honest, transparent, and scientifically rigorous data. We talk THC, microbes, pests and pesticides, and the future of cannabis testing. Bring your best questions for someone who works everyday to bring you the best laboratory data scientific instruments can deliver!🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 8:30am PST | 10:30am CDT | 11:30am EST. https://www.meetup.com/cannabis-data-science/🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science💸 Support the group: https://opencollective.com/cannlytics-company🔥 Check out Cannlytics: https://cannlytics.com

🦠 What cannot be seen and may cause $75,000,000 of cannabis to be remediated or destroyed every year in one state alone? Join the Cannabis Data Science Meetup and let's talk microbes! Today we're moving up the nanoscale! At risk of being luddites, we should probably get a basic knowledge of the creepy-crawly microorganisms that states that permit cannabis staunchly prohibit. Bring your best thoughts, ideas, questions, data or anything you want to share in regards to cannabis + data + science and let's push cannabis science forward, if only by a nanometer! 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 8:30am PST | 10:30am CDT | 11:30am EST. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

💧 Come partake in the Cannabis Data Science meetup and let's ponder the particular particles that the peculiar plant produces. Today we can poke and prod at the foundations of chemistry and see if we can find practical uses with the ever-growing corpus of chemical compounds that we have been compiling. 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 8:30am PST | 10:30am CDT | 11:30am EST. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🍪 Do you know how many Cookies are in the Cookies Co.? Tough question, but the wisdom of the crowds is spectacular. Come crowd around, cast your opinions, and crunch on freshly collected Cookies data. 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 8:30am PST | 10:30am CDT | 11:30am EST. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🎈 We have the data to begin to answer the question that's on everyone's minds: "What the hell is going to happen in California?" After the new testing regs that is. Every meetup you walk away with at least one novel insight, and this week will not be an exception. Get some brand new data, see never-before-seen statistics, and add your 2¢ to the discussion! 📊 Get the data: https://cannlytics.page.link/ca-results-flower-company-2024-02-21🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 8:30am PST | 10:30am CDT | 11:30am EST. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🐒 Ready to monkey around with the freshest COAs? The boys have done it again, The Jungle Boys that is! JBs have released a crispy, modern website, and of course they listed their COAs! As we chew on some of our grand ideas, we get more pies in the oven (Zack's Pie, Pie Crasher, and Strawberry Pie to be specific!). Join us, discuss the latest happenings in the cannabis space, and take a look at the latest and greatest COAs from the Jungle (Boys)! Get the data: https://cannlytics.page.link/fl-lab-results-jungleboys-2024-02-15 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 8:30am PST | 10:30am CDT | 11:30am EST. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🚣‍♂️ Come meet Flow Gardens and see how the Cannabis Data Science Team can put data science to good use in the cannabis space! We have a sample pack of web scraping, COA parsing, effects and aromas, and chemical analysis to share in return for juicy insights about growing THCA-rich flower in Tennessee. 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 8:30am PST | 10:30am CDT | 11:30am EST. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🧑‍🎨We have results for all the winners of the 2022 and 2023 Emerald Cups. Using statistics, we can easily dispute the winner of the most unique terpene profile, just wait and see! You're going to see a statistic that the world has never-before-seen, crafted specifically for the cannabis industry. This is a special treat, get your seat, bring your best questions, thoughts, ideas, and comments, and join the Cannabis Data Science meetup! 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 8:30am PST | 10:30am CDT | 11:30am EST. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🌲 What are factors that you can control to increase your chances that your plants live full, healthy lives until you reap the rewards of your harvest? Join us and we'll name a few! This is a fantastic application of data and statistics that you can put to use in your grows, from the smallest to the largest, figure out how to increase the chances that your plants survive and thrive! 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 8:30am PST | 10:30am CDT | 11:30am EST. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

☀️ Having shown light on more than 50,000 lab results, we begin exploring how much selective breeding may explain the variation of cannabinoids we see in cannabis. We uncover more than one deep insight about the chemical nature of cannabis that we see growing from sea to shining sea. 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup: https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🍲 It's time to stir the pot. With the advancement of technology in the past year, providing detailed lab results, buried deep in COAs, is now standard in the cannabis industry. With just a dash of open-source technology, any company can now use data that has been buried in PDFs, in dusty file drives, for years! It's about time we released the official how-to-parse COAs video. See first-hand how you can get your hands on data every savvy cannabis consumer wants to see, before and after they've enjoyed a nice puff 💨 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 8:30am PST | 10:30am CDT | 11:30am EST. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🏗️ Do you know how economists estimate supply and demand? See how instruments can be used in this glorious episode of Cannabis Stats. Join a group of top-notch mathematicians, economists, and data scientists as we apply industry-best statistics to estimate what everyone in the cannabis space ultimately depends on: the supply and demand of cannabis. 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 8:30am PST | 10:30am CDT | 11:30am EST. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🪨 We unearth a powerful PDF mining tool to mine retailer data. Once mined, we can easy calculate novel retail cannabis statistics. We start with Illinois. Massachusetts follows shortly after. We take a first look at trends in dispensaries per capita and sales per retailer. 🔎 Utilizing public data and advanced statistical methods, this research offers a detailed look into cannabis market dynamics, demonstrating the nuanced relationship between retailer density and revenue. The study not only sheds light on the economic aspects of cannabis retail but also provides visually compelling evidence of the market's behavior, making it a significant contribution to understanding the newly founded cannabis industry. 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup: https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🦎 Hard-to-reach fruit is always so sweet! We now have one of the largest datasets of terpene tests that exists in the public domain. This required quite the feat, but with the help of AI, think John Henry plus the steam engine, we were able to collect 2,000 terpene tests by TerpLife Labs. Watch, learn, listen, draw insights, ask questions, and help advance cannabis science! 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 8:30am PST | 10:30am CDT | 11:30am EST. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

👩‍🏫With data from 21,000 cannabis licenses, Dr. Ruth Fisher shows us how to calculate a handful of brilliant statistics that you can use to quantify cannabis market structures. How equitable is a cannabis market? How diverse are the licenses? These are questions that you can begin to approach with the latest cannabis license data, with Dr. Fisher showing us exactly how useful the data can be. 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 8:30am PST | 10:30am CDT | 11:30am EST. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

🤖 Can you imagine the world through AI's eyes? Now you can with optical character recognition! Use computer vision to get any data, any where you see it! Get lab result data from a pic of a COA! It's as easy as that these days. Come see the long road that's been travelled and how you can use OCR to unlock unfathomable amounts of data, sitting right before your eyes! 🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 8:30am PST | 10:30am CDT | 11:30am EST. https://www.meetup.com/cannabis-data-science/ 🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science 💸 Support the group: https://opencollective.com/cannlytics-company 🔥 Check out Cannlytics: https://cannlytics.com

♻️Today we don our ecologist caps and measure the diversity of cannabis products in the market. First we look at the abundance of strains in Washington, then we quantify the chemical diversity of products in Connecticut. Come join the fun and learn how to measure abundance, evenness, dominance, and richness of types.🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 8:30am PST | 10:30am CDT | 11:30am EST. https://www.meetup.com/cannabis-data-science/🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science💸 Support the group: https://opencollective.com/cannlytics-company🔥 Check out Cannlytics: https://cannlytics.com

🥊 Do you know the top 20 strains in Michigan? How about the average THC for the top 20 medical strains? Come find out! We have 80,000 THC tests for all cannabis strains grown, sold, and smoked in 2021 and 2022! Come get the data, statistics, and share your own brilliant ideas to help advance cannabis science, one molecule at a time!🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 8:30am PST | 10:30am CDT | 11:30am EST. https://www.meetup.com/cannabis-data-science/🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science💸 Support the group: https://opencollective.com/cannlytics-company🔥 Check out Cannlytics: https://cannlytics.com

🍀Massachusetts releases 80,000 cannabis lab tests for THC, THCA, and total yeast and mold in a historic act of transparency! It is not everyday that the government lets you look behind the curtain. Join us as we plunder the Massachusetts Cannabis Control Commission's trove of the most prized numbers in the cannabis space: the elusive THC numbers.🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 8:30am PST | 10:30am CDT | 11:30am EST. https://www.meetup.com/cannabis-data-science/🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science💸 Support the group: https://opencollective.com/cannlytics-company🔥 Check out Cannlytics: https://cannlytics.com

🎨 What is your favorite strain? This is the only question you need to begin finding the right product for the right person. Thanks to the work of Dr. John Abrams, we can merge science with folklore and you can use a simple 3-step algorithm to demystify the differences in cannabis strains, allowing you to hone in on the right choice for your palate.A glimpse into the algorithm:1. Calculate average product concentrations by consumer;2. Find k-nearest products given the average concentrations;3. Repeat when the consumer makes a purchase.The algorithm embodies the age-old wisdom: start somewhere, then iterate. Given a consumer's purchase history, you can easily predict the products with the most similar chemical profiles. As the consumer hones in on their preferred profile, your recommendations will become more and more useful. If a consumer becomes happier and happier with their purchases, then surely this is a good thing.🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 8:30am PST | 10:30am CDT | 11:30am EST. https://www.meetup.com/cannabis-data-science/🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science💸 Support the group: https://opencollective.com/cannlytics-company🔥 Check out Cannlytics: https://cannlytics.com

💎 Join us as we unearth insights buried deep in the 165,000 lab tests performed in Maryland and Washington for quality control. After wrangling cannabinoid and terpene data, we turn our eyes to the latest shiny object: heavy metals. Behold as we uncover what could be a deep dark secret of cannabis cultivators grasping for a silver bullet.🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 8:30am PST | 10:30am CDT | 11:30am EST. https://www.meetup.com/cannabis-data-science/🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science💸 Support the group: https://opencollective.com/cannlytics-company🔥 Check out Cannlytics: https://cannlytics.com

🎯 In lieu of THC, consumers need a signal of what is going to be a quality product. We show how terpene data can be used to match similar strains and products, providing an excellent recommendation mechanism. Get your nearest neighbor, get your favorite blend, and advance cannabis science molecule by molecule by lending your eyes, ears, and attention!🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednesday at 8:30am PST | 10:30am CDT | 11:30am EST. https://www.meetup.com/cannabis-data-science/🧑‍💻 Find the data and source code: https://github.com/cannlytics/cannabis-data-science💸 Support the group: https://opencollective.com/cannlytics-company🔥 Check out Cannlytics: https://cannlytics.com