Shows
Cannabis Data ScienceOoh La La - Concentrate Categories | Cannabis Data Science #168🥖 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 cod...
2024-07-191h 21
Cannabis Data ScienceExotics: Exploring Strain Longevity with Ruth Fisher | Cannabis Data Science #167🦵 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...
2024-07-131h 10
Cannabis Data ScienceLabel Claims Continued: Fat Pack Facts | Cannabis Data Science #166🎆 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...
2024-07-051h 35
Cannabis Data ScienceLabel Claims: Big Numbers, Small Packages | Cannabis Data Science #165🍎 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 sourc...
2024-06-291h 36
Cannabis Data SciencePest Analysis | Cannabis Data Science #164🦟 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
2024-06-221h 11
Cannabis Data ScienceLobbying: An Analysis of Influence on Rescheduling Cannabis | Cannabis Data Science #163🦓 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...
2024-06-151h 22
Cannabis Data ScienceDefining National Cannabis Testing Standards from 1000000+ Measurements | Cannabis Data Science #160👩🔬 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, eve...
2024-05-241h 01
Cannabis Data ScienceA look at positive & negative effects reported by cannabis users | Cannabis Data Science #158You 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...
2024-05-101h 15
Cannabis Data ScienceAroma Heresy - Testing Odor Thresholds in Cannabis | Cannabis Data Science #157👃 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 med...
2024-05-061h 18
Cannabis Data ScienceCommercial Cannabis Cultivation with Drew Greco | Cannabis Data Science 152Want 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
2024-03-291h 15
Cannabis Data ScienceAdvancing Cannabis Testing with Vadim Yerokhin | Cannabis Data Science #151📣 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 sourc...
2024-03-221h 35
Cannabis Data ScienceMeasuring Microbiota | Cannabis Data Science #150🦠 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 S...
2024-03-151h 36
Cannabis Data ScienceDipping Your Nose into Organic Chemistry | Cannabis Data Science #149💧 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
2024-03-151h 20
Cannabis Data ScienceHow Many Cookies are in the Cookies Co? Using "AI" to Identify Networks | Cannabis Data Science #148🍪 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
2024-03-021h 06
Cannabis Data ScienceRegulations + THC Inflation | Cannabis Data Science #147🎈 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-d...
2024-02-231h 35
Cannabis Data ScienceBiodiversity of the Jungle Boys | Cannabis Data Science #146🐒 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 analyt...
2024-02-171h 41
Cannabis Data ScienceTHCA in Tennessee | Cannabis Data Science #145🚣♂️ 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://cannly
2024-02-091h 07
Cannabis Data ScienceRating & Ranking at The Emerald Cup Plus a Primer on Colorimetry | Cannabis Data Science #143🧑🎨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 cod...
2024-01-211h 10
Cannabis Data ScienceHarvest Time and Plant Survival | Cannabis Data Science #143🌲 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 sourc...
2024-01-201h 26
Cannabis Data ScienceArtificial Selection - Popping seeds and picking particular phenotypes | Cannabis Data Science #84☀️ 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
2024-01-101h 15
Cannabis Data SciencePuff, puff, parse - Extracting detailed lab results from COAs | Cannabis Data Science #83🍲 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...
2024-01-011h 07
Cannabis Data ScienceEstimating Supply and Demand with Instruments | Cannabis Stats #6🏗️ 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...
2023-12-3057 min
Cannabis Data ScienceRetailers per Capita and Profitability | Cannabis Stats #5🪨 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 unders...
2023-12-2623 min
Cannabis Data ScienceTracking 2,000 Terpene Tests by TerpLife Labs | Cannabis Data Science #135🦎 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/can...
2023-11-181h 12
Cannabis Data ScienceLicense to Deal: Insights from Analyzing 21,000 Cannabis Licenses | Cannabis Data Science #134👩🏫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/cannlyti...
2023-11-161h 15
Cannabis Data ScienceExtracting Data from COAs with OCR - Optical Character Recognition | Cannabis Data Science #82🤖 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 cod...
2023-11-061h 25
Cannabis Data ScienceQuantifying Chemical Diversity in Cannabis | Cannabis Data Science #133♻️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...
2023-11-031h 13
Cannabis Data ScienceThe Strain Game: 80,000 Michigan Medical & Adult-Use Strain THC Tests | Cannabis Data Science #132🥊 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 th...
2023-10-261h 09
Cannabis Data ScienceNow is Better than Never: Massachusetts Makes 80,000 Lab Tests Public | Cannabis Data Science #131🍀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-compan...
2023-10-211h 12
Cannabis Data ScienceConsumer Recommendation Engines: Merging Science with Folklore | Cannabis Data Science #78🎨 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 con...
2023-10-051h 30
Cannabis Data ScienceHeavy metal testing: A silver lining to mercurial regulations | Cannabis Data Science #129💎 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-compan...
2023-10-0557 min
Cannabis Data ScienceTerpene Profile Matching Models for Consumer Recommendations | Cannabis Data Science #77🎯 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.co...
2023-09-271h 31
Cannabis Data ScienceThe COA Chronicles: NLP Meets THC | Cannabis Data Science #76🚯 Today we underscore the usefulness of archiving cannabis lab results. Following the principle of "never throw away data", we archive 5,500 lab results performed by SC Labs that have since vanished from the internet.🛣️ As straightforward as the task may seem, nuances of human language are critical in parsing lab results. We realize that we need to use natural language processing (NLP) in our COA data extraction efforts, months before ChatGPT hit the scene. This is a phenomenal blast from the past and hopefully you find a nugget or two of wisdom.🤝 Join the fun, data wrangling, and analytics in the Cannabis Da...
2023-09-2657 min
Cannabis Data ScienceHops Latent Viroid Detection and its Mysterious Origins | Cannabis Data Science #123🦠Want to know more about Hops Latent Viroid? Today, the CEO, Angel Fernandez, PhD., and VP of R&D, Ajith Anand at 🧬MyFloraDNA, a biotech lab in California, join us to share what they have learned from their 275,000+ tests for Hops Latent Viroid.👨🔬You can see their latest research here: https://www.mdpi.com/1999-4915/15/7/1487🤝 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://c
2023-08-171h 03
Cannabis Data ScienceShining Light on Cannabis Sales with Statistics | Cannabis Data Science #122☀️ This week we talk about the need for open data in the cannabis space because summary statistics can't be trusted and consumers benefit from actually being able to see the data for themselves. Why? Because homegrow is often prohibited and bad actors plus shady businesses cut corners and use bad business practices because cannabis is in a legal gray area. There are a few good actors who deliver top-notch organic cannabis, but open data is needed to both identify clean, green cannabis as well as identify bad actors who are taking advantage of the legal gray area to profit off of u...
2023-08-151h 07
Cannabis Data ScienceHow Homegrow Helps Health-conscious Consumers | Cannabis Data Science #121🧑🌾 Join the meetup where backyard botanists share tales of tall plants. See how homegrowers, in the face of adversity and defying all odds, can grow a plant pesticide-free when multi-million dollar companies can't.🐌 This isn't your grandma's garden club; it's a peek into a subculture where the legacy of the 60s and 70s meets the high-tech of the 21st century. Contemplate the corporate tentacles trying to monopolize Ms. Mary versus the undying spirit of homegrowers where it all began.🏭 Will we let big canna win? Hell no. This is where the spirit of DIY thrives. If you've ever...
2023-08-101h 10
Cannabis Data ScienceData Unchained: Cracking the Code for Consumers to Access Cannabis Data | Cannabis Data Science #75🌎 In a world where information is just a click away, imagine having a treasure trove of cannabis data so tantalizingly close, yet frustratingly out of reach! This episode sets out to address just that - the tragic case of abundant cannabis certificates of analysis (COAs) that are often locked away from consumers.🤝 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.c
2023-07-251h 01
Cannabis Data ScienceAn Analysis of Disadvantaged Cannabis Enterprises in Massachusetts | Cannabis Statistics #4🕵️♀️ In the spirit of discovery, we're donning our statistical hats, plunging into the Massachusetts cannabis industry. Using statistics as our torch, we meticulously inspect cannabis licensee data, with a focus tighter than a well-rolled joint. We traverse through cultivation sizes, scrutinize performance data, and contrast the performance of disadvantaged business enterprises (DBEs) and non-DBEs. It's a cannabis-centric, statistical soiree where cannabis stats meets real cannabis data. Join us as we spark up some insights.🤝 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...
2023-07-221h 10
Cannabis Data SciencePBZ, It's easy as 1, 2, 3 - Why access to data matters | Cannabis Data Science #120🧑🌾 Join the meetup as we uncover traces of a banned pesticide, PBZ, proliferating in the markets in Washington State. We advocate for open data, reasoning that access to knowledge may be the best way to ensure public safety and encourage responsible cultivation practices. We aim to put the incentive in the right place, deter malpractice, enhance market competition, and promote honesty between labs simply by asking one question: "Can I see my lab results?" 🤝 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-da...
2023-07-201h 56
Cannabis Data ScienceParsing COAs to get YOUR lab results | Cannabis Data Science #74🥸 Unleash the power of your COAs. Behold the Cannabis Data Science Team demonstrate the art and science of parsing COAs. Meet CoADoc, an open-source AI-powered COA parsing wizard. Given COAs in any format, you can get YOUR data.🦾 Curious about integrating rich lab data into your app? We zoom in on the CoADoc API, a tool that you can use today to finally access cannabis lab results as easy as the click of a button.📜 Welcome aboard our quest to unlock the potential of cannabis data and contribute to a global knowledge base. Watch now for an exciting voyage into the futur...
2023-07-041h 04
Cannabis Data SciencePeeling Back the Layers of Lab Results | Cannabis Data Science #115🧄 Fearing public scrutiny, labs often cringe at the thought of their data under the lens of scientists from around the world. But what if the microscope is only as powerful as its user? Dive into the potent world of lab results as we search for "garlic" aromas in 1,200 Florida lab results, sifting through the intensity of each complex scent to identify distinctive garlic strains. It's a fascinating dance between chemistry and botany, the intricate ballet of nature's own ingredients. Join us, as we pull back the curtain on this thrilling game of "garlic" aromas in cannabis. 🤝 Join the fun, data wrangl...
2023-06-091h 08
Cannabis Data ScienceParsing 15,000 COAs for Phenohunting | Cannabis Data Science #113🐍 In our latest escapade, we gather the sources, methods, and data needed to parse 15,000+ COAs from Florida's top cannabis companies. 👨💻 You know, when your friendly neighborhood dispensary acts like their printer is "offline" or they've suddenly developed amnesia when you ask for COAs for your strains? Yeah, we've all been there. 🍃 Worry no more, we're here to empower you with AI-powered CoADoc. With OpenAI's GPT-4 model in our toolbelt, we'll get you your COA data. Get your data at https://data.cannlytics.com - a potential answer to the universal COA search site dream! 🔮 Learn prompt engineering, data extraction, and even how to visua...
2023-05-261h 23
Cannabis Data ScienceSnapping Up 50,000 Lab Results with Selenium | Cannabis Data Science #73🐢 Ever see a Python-powered data-snapping turtle? We're diving into the lake of PSI Labs' test results, snapping up cannabis lab data with turtle-like tenacity. By the end, we have a treasure trove of test results tucked safely away in our shell. Slow and steady might win the race, but in Cannabis Data Science, a quick snap seals the deal!🤝 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://opencolle...
2023-05-2247 min
Cannabis Data ScienceSearching for Landrace Strains with Statistics | Cannabis Data Science #112💰 Today we bag 125,000+ lab results from across the US, analyzing CA, CT, MA, MI, and WA state's most precious botanical data. And oh did we find treasures! Our quest? Seeking international cannabis varieties, in particular, landraces - the purest, oldest, and most genetically unaltered strains of our favorite plant.🌎 In this exciting expedition, we look into a variety of strains from Thai to Colombian to Durban Poison. Utilizing Python and Pandas, we navigate through seas of data, standardize THC, CBD, and terpene results, and shed light in the complex realm of plant chemistry.🌿 Enjoy! And remember, it's a beautiful world out there...
2023-05-191h 22
Cannabis Data ScienceInternational Cannabis Trade | Cannabis Data Science #111🌿🌍We explore cannabis cultivation around the world. We discover cultivators in South Africa and count the number of licenses by province. As we paint a picture of the burgeoning cannabis industry in the Rainbow Nation, we discover pure gold!📊 Get ready for some difficult data collection, eye-catching visualizations, and a lively conversation about the global cannabis landscape.🤝 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🔥...
2023-05-121h 09
Cannabis Data ScienceWelcome to the Jungle Boys - Cannabis Brand Sentiment with AI | Cannabis Data Science #72🌴 Welcome to the dark understory of the cannabis industry. Join as we explore intensity and polarity by user, strain, and brand, searching for valuable insights that may help us understand cannabis user preferences and behavior.📊 Leveraging strain reviews, this intriguing analysis employs SIA (the Sentiment Intensity Analyzer) to rank review intensity and classify polarity. By providing a comprehensive view of user sentiments towards strains and brands, this example offers valuable insights into how you can study user preferences and brand reputation. The methodology guides you through a step-by-step setup process and data preparation for natural language processing (NLP). Ultimately, this explor...
2023-05-051h 11
Cannabis Data ScienceModelling Predilections to Cannabis Chemotypes | Cannabis Data Science #71🌟 Join the intriguing discussion of personality and cannabis preferences! Discover if your personality may affect the chemotype of cannabis you may like to consume. We delve into Revealed Preferences theory and The Big 5 Personality Traits (Openness, Conscientiousness, Extraversion, Agreeableness, and Neuroticism) to uncover potential connections. 🧠🌿 Join us as we build a model between personality type and preferred chemotype, using consumer review data, lab results, and natural language processing (NLP) to detect personality traits. 🎭🤝 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/cann...
2023-05-011h 08
Cannabis Data ScienceHypothesis Testing with Cannabis Data | Cannabis Statistics #3🎢Welcome to the thrilling world of cannabis statistics! In this action-packed exclusive episode, our intrepid team dives headfirst into an analysis of variance (ANOVA) adventure, exploring various intriguing data points from the Massachusetts Cannabis Control Commission.With the right tools in hand and the API primed, our data science heroes embark on a journey to gather vital intel on cannabis production, licensees, and average prices. But wait, there's more! The excitement continues as we compile novel data sets and create visually stunning histograms to illustrate our findings. Just when you thought it couldn't get any better, we uncover some fascinating dis...
2023-04-301h 20
Cannabis Data ScienceEstimating Utility from Cannabis with Sentiment Analysis | Cannabis Data Science #70😊 In this long-awaited episode, we use natural language processing (NLP) to rank strain reviews by consumer and examine whether certain compounds are related to the review rankings. We build a model that you can use to determine if any specific compounds have a positive or negative relationship with the sentiment of consumer reviews. Follow along as we:1. Prepare and visualize strain and lab result data in Python.2. Perform sentiment analysis using the Natural Language Toolkit (nltk).3. Create utility functions with THC, CBD, and terpenes as preferences.🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup, every Wednes...
2023-04-281h 17
Cannabis Data ScienceStructural Breaks in Cannabis Markets | Cannabis Statistics #2💸 In an exclusive session, we explore data from the Massachusetts Cannabis Control Commission and the Federal Reserve Economic Data (FRED) to test if there have been structural breaks in consumer preferences and the aggregate cannabis production function (in MA). We use the Chow Test to deal with heterogeneity. We aggregate daily production data into monthly and quarterly averages, calculate sales differences, and get supplemental data from FRED. Then, we plot weekly and monthly data and test for structural breaks. This is another step in the classical work on cannabis statistics that you won't want to miss.🤝 Join the fun, data wrangl...
2023-03-2059 min
Cannabis Data ScienceApplying Phylogenetics to Identify the Genesis of Cannabis Strains | Cannabis Data Science #96💡In curiosity, we start applying phylogenetics to study the genesis of some of the most popular cannabis strains, including Runtz, Jack Herer, and Haze varieties. We are able to identify all Runtz varieties grown in Washington State in 2022, when each variety was first tested, and who grew the variety. The groundwork is then laid to untangle the web of strains with data of propagation techniques and plant transfers. The work of creating a timeline for the emergence of each and every cannabis strain has begun.🤝 Join the fun, data wrangling, and analytics in the Cannabis Data Science meetup...
2023-02-1248 min
Cannabis Data SciencePBO Did a Job on Me! Pesticide Detection in Cannabis | Cannabis Data Science #95🐛 Join us as we uncover facts about pesticide use in the cannabis industry. Using public lab results, we identify various pesticides used and count the number of contaminated samples in Washington State. We also build a statistical model to predict the likelihood of detecting pesticides, such as Piperonyl butoxide (PBO), in cannabis flower and hydrocarbon concentrates.🤝 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 th...
2023-01-3054 min
Cannabis Data ScienceHeritability of Cannabis THC and CBD Content | Cannabis Data Science #94🧬 Join us as we dive into the question of how much THC and CBD in cannabis is influenced by genetics versus the environment. We uncover research published 35 years ago that gives us a starting point to untangle the variation observed in THC and CBD levels. Don't miss this opportunity to learn more about cannabis and its genetics! 🤝 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💸...
2023-01-291h 05
Cannabis Data ScienceThe Cannlytics 2022 420 Awards | Cannabis Data Science #93Get ready to dive into the world of cannabis sales in Washington for 2022! We crunch gigabytes to uncover the top performers in the industry. We calculate sales by licensee on a daily and monthly basis, compile statistics, and use iteration to make sure that we've got all the data we need. And the best part? We tell you exactly who sold the most on the most important day of the year, 4/20, as well as who had the highest sales for the entire year, and who had the biggest single day sales of all. Join us and discover who are...
2023-01-291h 24
Cannabis Data ScienceContamination and Anomaly Detection with Benford's Law | Cannabis Data Science #92🕵️ Molds and diseases and pests, oh my! We confront some of the many cannabis contaminants and discuss how they affect producers and consumers alike. We also discuss the laboratories screening for contaminants and how any anomalies could be detected with an application of Benford's Law.🤝 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📖 Get a co...
2022-12-2444 min
Cannabis Data ScienceSolutions for Cannabis QC Testing Lab Shopping | Cannabis Data Science #91🔬 We tackle the sticky issue of lab shopping for cannabis quality control tests: the phenomena of cannabis cultivators patronizing labs that flout quality control testing regulations.🤝 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
2022-12-2046 min
Cannabis Data ScienceForecasting the Future Size of a Cannabis Market | Cannabis Statistics #1 Q&A🚀 We forecast cannabis sales (and plants) in Massachusetts for the remainder of 2021 and for 2022 using Box-Jenkins methodology (ARIMA modelling). We visualize and save the forecasts so that we can compare the forecasts with actual data in the future. 🤝 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 📖 You can get a copy of Economic and Business Forecasting here: https://www.amazon.com/Economic-Business-Forecasting-Interpreting-Econometric/dp/1118497090
2022-12-1622 min
Cannabis Data ScienceForecasting the Future Size of a Cannabis Market | Cannabis Statistics #1🚀 We forecast cannabis sales (and plants) in Massachusetts for the remainder of 2021 and for 2022 using Box-Jenkins methodology (ARIMA modelling). We visualize and save the forecasts so that we can compare the forecasts with actual data in the future.🤝 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📖 You can get a copy of Economic and...
2022-12-1329 min
Cannabis Data ScienceData Augmentation and Visualization | Cannabis Data Science #50It is imperative to have the right tools (and data) for the task at hand. The idea is to merge objects by common factors, retaining the data points that you need in your analysis. Once you have augmented data, then you have created value by facilitating analyses that could not otherwise be performed or visualizations that can only be created with the augmented data.Get cannabis data: https://cannlytics.com/dataGet cannabis statistics: https://cannlytics.com/statsSupport the group: https://opencollective.com/cannlytics-companyFind the data and source code...
2022-07-0432 min
Cannabis Data ScienceProcessing Cannabinoids and Managing Inconsistencies | Cannabis Data Science #49The lesson of the week: variability matters. We go back in time to discuss the origins of cannabinoid processing, early cannabinoid research, and the development of cannabinoid extraction techniques.Support the group: https://opencollective.com/cannlytics-companyFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-07-0254 min
Cannabis Data SciencePredicting Laboratory Profitability | Cannabis Data Science #48You're not going to want to miss this meetup, especially if you're a lab owner. This week at the Cannabis Data Science meetup we calculate possibly the most important metric to your bottom line. Whether or not your lab is in business in 5 years from now depends on this metric.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-science",Check out Cannlytics: https://cannlytics.com
2022-07-011h 05
Cannabis Data ScienceForecasting Models | Cannabis Data Science #47Now 300 strong, the Cannabis Data Science meetup group delivers the first open source, open data forecast of cannabis sales in 2022.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-06-301h 09
Cannabis Data ScienceEast Coast vs. West Coast Cannabis | Cannabis Data Science #46We do a deep dive on cannabinoids measured in East Coast and West Coast cannabis and find a structural difference that may stem from differences in how the cannabis is tested.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-06-281h 10
Cannabis Data ScienceForecasting Sales in 2022 | Cannabis Data Science #45Join the best meetup to date as we forecast cannabis sales across the U.S. in 2022. It is hard to conceptualize the staggering amount of money spent on cannabis, however, we do just that and concretize the enormous potential social benefit.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-06-271h 04
Cannabis Data ScienceMeasuring Market Structure | Cannabis Data Science #44We see-through our analysis of cannabis markets by concretely measuring market structure. We can now confidently classify the competitiveness of cannabis markets!Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-06-191h 06
Cannabis Data ScienceEconomic Surplus | Cannabis Data Science #43The Cannabis Data Science meetup group come back strong with an impactful discussion of economic surplus in the cannabis market.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-06-161h 02
Cannabis Data ScienceComparative Analysis | Cannabis Data Science #42Today we begin to compare the structure and performance of cannabis dispensaries in various states with adult-use cannabis. We uncover an interesting pattern that warrants further investigation.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-06-111h 08
Cannabis Data SciencePredicting Market Performance Q & A | Cannabis Data Science #41 ExtraWe discuss the market implications of our analysis of Massachusetts and brainstorm ideas for comparative analysis with additional states. 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-06-0921 min
Cannabis Data SciencePredicting Market Performance Part Three | Cannabis Data Science #41We finally complete our market analysis of Massachusetts. We successfully quantify the market, predict its future performance, and discuss the market implications, both past and future. 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-06-041h 06
Cannabis Data SciencePredicting Market Performance Part Two | Cannabis Data Science #40Today we talk about the history of the structure-conduct-performance paradigm in the industrial organization field of economics and how economic models can be used to analyze regulatory policy, the potential for collusion, and market competition and concentration. 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-06-031h 06
Cannabis Data SciencePredicting Market Performance Part One | Cannabis Data Science #39Today we utilize a number of techniques that we have covered to perform a powerful market analysis of Massachusetts' cannabis market and begin to predict market performance in Massachusetts in the coming year, 2022. 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-06-021h 17
Cannabis Data ScienceForecasting Sales and Inflation | Cannabis Data Science #38Today we apply the 10 commandments of forecasting and utilize a nifty vector autoregressive (VAR) model to forecast cannabis sales in Massachusetts. 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-05-311h 13
Cannabis Data ScienceA Brief History of Cannabis QA | Cannabis Data Science #37Albeit impromptu, we manage to discuss the history of quality assurance in the cannabis industry and how it was curiously spurred by the hops latent viroid. 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-05-3122 min
Cannabis Data ScienceModel Estimation and Bias | Cannabis Data Science #36We attempt to fit economic models using Massachusetts cannabis data and explore model pitfalls and bias. 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-05-221h 05
Cannabis Data ScienceEquilibrium Analysis | Cannabis Data Science #35Today we conduct a partial equilibrium analysis of the cannabis industry in Massachusetts, estimating prices, wages, and rates of return. 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-05-211h 06
Cannabis Data ScienceMeasuring Cannabis GDP | Cannabis Data Science #34Today we break new ground by estimating GDP from permitted adult-use cannabis in Massachusetts. 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-05-201h 15
Cannabis Data ScienceTerpene Analysis Part Two | Cannabis Data Science #33An extraordinary day of cannabinoid and terpene data crunching followed by data exploration in Massachusetts. 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-05-191h 08
Cannabis Data ScienceTerpene Analysis Part One | Cannabis Data Science #32Terpene data galore! We discover a treasure trove of public cannabis terpene data published graciously by Connecticut Open Data and calculate the prevalence of various terpenes. 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-05-181h 05
Cannabis Data ScienceBarriers to Entry and Market Competitiveness | Cannabis Data Science #31Discussions of market competitiveness and scale led us to a fruitful discussion of barriers to entry, including high capital costs, both financial and human. 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-05-141h 01
Cannabis Data ScienceMapping Licensees per Capita Part One | Cannabis Data Science #30This week we big looking at measure of market competitiveness, licensees per capita, along geographic lines in Oklahoma. 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-05-131h 11
Cannabis Data ScienceLooking at Cannabis Types from Las Vegas | Cannabis Data Science #29After a 'snafu' on Wednesday, we manage to analyze 4 types of cannabis in Washington State, from 'Paris' Las Vegas. 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-05-1253 min
Cannabis Data ScienceCannabis Sales Part Two | Cannabis Data Science #28We continue to analyze cannabis sales, expanding our analysis to all states with permitted recreational and/or medicinal 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-05-101h 00
Cannabis Data ScienceCannabis Sales Part One | Cannabis Data Science #27We begin cannabis sales analysis with groundbreaking research by Paul Kitko who identifies cannabis dispensary purchase patterns using economics and data 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-05-071h 02
Cannabis Data ScienceResidual Solvents | Cannabis Data Science #26This week we discuss residual solvent detections and thresholds using data that Washington State traceability system offers to the public. 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-05-061h 04
Cannabis Data ScienceCannabinoid Analysis Part Two | Cannabis Data Science #25This week we continue our analysis of the cannabinoid data that the Washington State traceability system offers to the public. 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-05-031h 10
Cannabis Data ScienceCannabinoid Analysis Part One | Cannabis Data Science #24This week we begin to analyze cannabinoid data that the Washington State traceability system offers to the public. 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-05-0253 min
Cannabis Data ScienceHemp Analysis Part Two | Cannabis Data Science #23This week we build a simple model to try to predict when hemp may test above the permitted concentration of THC using the Midwestern Hemp Database. 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-05-011h 02
Cannabis Data ScienceHemp Analysis Part One | Cannabis Data Science #22This week we begin to collect and analyze data from the Midwestern Hemp Database published by the University of Illinois. 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-04-301h 04
Cannabis Data ScienceTransportation Costs | Cannabis Data Science #21This week we discuss transportation costs and sales in Michigan using data that the CRA makes available to the public. 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-04-291h 07
Cannabis Data ScienceLaboratory Software | Cannabis Data Science #20This week we talk about software that labs use in their operations. 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-04-261h 21
Cannabis Data ScienceTesting and Analysis | Cannabis Data Science #19This week we discuss laboratory testing requirements in the cannabis industry, how lab tests are performed, and how labs operate. 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-04-251h 04
Cannabis Data ScienceBetter Data, More Forecasts | Cannabis Data Science #18This week we prepare more forecasts for 2021 using public cannabis 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-04-251h 02
Cannabis Data ScienceCrunching Numbers in Oklahoma | Cannabis Data Science #17This week we begin to analyze the data that the Oklahoma Medical Marijuana Authority (OMMA) makes available to the public. 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-04-231h 01
Cannabis Data ScienceBinary Data | Cannabis Data Science #16This week we begin to discuss how to use binary models to analyze cannabis 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-04-221h 00
Cannabis Data ScienceMarket Basket Analysis | Cannabis Data Science #15This week we begin to discuss the breakdown of consumer purchases using data that the Washington State traceability system offers to the public. 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-04-2259 min
Cannabis Data ScienceTrack and Trace | Cannabis Data Science #14This week we begin to wrangle the firehose of data that the Washington State traceability system offers to the public. 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-04-201h 12
Cannabis Data ScienceWaste Analytics | Cannabis Data Science #13This week we discuss and analyze the large amount of biomass waste that is generated by cannabis cultivation. 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-04-191h 00
Cannabis Data ScienceLab Results and Traceability | Cannabis Data Science #12This week we go over the lab testing process and the steps labs take to stay in compliance with traceability systems. 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-04-181h 06
Cannabis Data ScienceInflation Part Two | Cannabis Data Science #11Today we conclude our discussion of inflation and evaluate our model for inflation in Oregon. 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-04-171h 04
Cannabis Data ScienceInflation Part One | Cannabis Data Science #10This week we estimate inflation in the Oregon cannabis market in 2021, making forecasts for the future. 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.Support the group: https://cannlytics.page.link/donateFind the data and source code: https://github.com/cannlytics/cannabis-data-scienceCheck out Cannlytics: https://cannlytics.com
2022-04-171h 11