Estimating cannabinoids sold from marijuana sales data in Washington state
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1 Estimating cannabinoids sold from marijuana sales data in Washington state Watch me pull a number out of my hat Jason Williams 1 with assistance from Caleb Banta-Green 1 & Dan Burgard 2 1 Alcohol & Drug Abuse Institute University of Washington 2 Chemistry Department University of Puget Sound 20 March 2018 / ADAI Brown Bag Jason Williams (ADAI) Measuring THC 1 / 42
2 Acknowledgments Thanks to: The Washington State Dedicated Marijuana Fund for research at the University of Washington for funding support Looking Glass Analytics for flattening the database Jason Williams (ADAI) Measuring THC 2 / 42
3 Today s outline 1 Problems Why would we want to know how much THC or other cannabinoids are being sold? How it should work So what s the problem? 2 Solutions What do we need? Our approach 3 Results! King County, June 2016 Pierce County, June 2016 Jason Williams (ADAI) Measuring THC 3 / 42
4 Outline 1 Problems Why would we want to know how much THC or other cannabinoids are being sold? How it should work So what s the problem? 2 Solutions What do we need? Our approach 3 Results! King County, June 2016 Pierce County, June 2016 Jason Williams (ADAI) Measuring THC 4 / 42
5 Why measure cannabinoids? Important questions Policy analysis To what extent does the THC sold via licensed stores account for the THC metabolite found in wastewater, implying displacement of the illegal market? Marketing studies To what extent is the market in Washington moving to higher potency products? Microeconomics What is the price elasticity of THC potency? Public health How much THC is out there, and where? Jason Williams (ADAI) Measuring THC 5 / 42
6 This should be easy We have the data... Washington state Liquor and Cannabis Board (LCB) mandates use of a seed-to-sale database to Track every plant Follow each plant as it is refined and turned into products Track testing results for every product All to demonstrate products are not being diverted. Also, to facilitate excise tax collection, etc. Jason Williams (ADAI) Measuring THC 6 / 42
7 This should be easy We have the data... Washington state Liquor and Cannabis Board (LCB) mandates use of a seed-to-sale database to Track every plant Follow each plant as it is refined and turned into products Track testing results for every product All to demonstrate products are not being diverted. Also, to facilitate excise tax collection, etc. Jason Williams (ADAI) Measuring THC 6 / 42
8 Outline 1 Problems Why would we want to know how much THC or other cannabinoids are being sold? How it should work So what s the problem? 2 Solutions What do we need? Our approach 3 Results! King County, June 2016 Pierce County, June 2016 Jason Williams (ADAI) Measuring THC 7 / 42
9 How it should work Alcohol example Item Packages Sold Package Count ABV% Volume Per Count (L) Alcohol (L) Goodstuff Vodka Sawbuck Red Lily White Crusher Lager Jason Williams (ADAI) Measuring THC 8 / 42
10 How it should work Alcohol example Total liters of pure alcohol sold = L of Alcohol L of Product = For each product i, L of Product n i=1 Packages Sold i Package Count i Volume Per Count i ABV i 100 Jason Williams (ADAI) Measuring THC 9 / 42
11 How it should work THC example With marijuana, you have to: Account for different measures of size: Grams Servings per container, or package count Volume Match potency unit of measure to product measure Percent by weight mg per serving Percent by volume Jason Williams (ADAI) Measuring THC 10 / 42
12 How it should work THC example Determined by: Item Package Count (L for liquids) Manufacturer Lab LCB Store THC Potency Potency UOM Packages/ Grams Sold THC (mg) HazyNut Brownies mg/unit HazyNut Brownies mg/unit VapoRide Concentrate mg/l Hop No Hop Infusion mg/l Jumbo Java K-Cups mg/unit Slow Dive Sativa % by weight Emotion Lotion 5oz tube mg/l UOM: unit of measure Jason Williams (ADAI) Measuring THC 11 / 42
13 Outline 1 Problems Why would we want to know how much THC or other cannabinoids are being sold? How it should work So what s the problem? 2 Solutions What do we need? Our approach 3 Results! King County, June 2016 Pierce County, June 2016 Jason Williams (ADAI) Measuring THC 12 / 42
14 So what s the problem? Solid edibles PackagesSold TotalTHC THC CBD THCA RetailProductName WholesaleProductName Oakor 1:1 Slips 1:1 Slips Jason Williams (ADAI) Measuring THC 13 / 42
15 So what s the problem? Solid edibles PackagesSold TotalTHC THC CBD THCA RetailProductName WholesaleProductName Oakor 1:1 Slips 1:1 Slips Assuming this is 4.58mg of THC per slip, did this sale amount to 22.9mg, or 458? Jason Williams (ADAI) Measuring THC 14 / 42
16 So what s the problem? Solid edibles PackagesSold TotalTHC THC CBD THCA RetailProductName WholesaleProductName Catapult Decaf Individual Catapult Decaf Individual Catapult Decaf Individual Catapult Decaf Individual RCC010D Dark Choc CBD 3- Pack RCC010D Dark Choc CBD 3- Pack EH 4.20 Bar 3pk CBD Dark Choc. 30mg RCC010D Dark Choc CBD 3- Pack RCZ010 Dark Choc Hazelnut RCZ010 Dark Choc Hazelnut Peanut Butter Cup Peanut Butter Cup Jason Williams (ADAI) Measuring THC 15 / 42
17 SAMPLE ID NO. NA So what s the problem? EXPIRATION DATE 3/29/2017 LOT NO. NA TEST METHODS HPLC-002 MOISTURE CONTENT 9.5 % WATER ACTIVITY CANNABINOID Delta 9 Tetrahydrocannabinol Delta 9 Tetrahydrocannabinol A Cannabidiol Cannabidiol Acid Cannabinol Cannabigerol Cannabichromene Delta 8 Tetrahydrocannabinol Cannabigerol Acid Tetrahydrocannabivarin CONCENTRATION (mg/g) <MDL <MDL <MDL <MDL 0.38 <MDL 5.48 <MDL D9 THC D9 THCA CBD CBDA CBN CBG CBC D8 THC CBGA THCV PERCENT by MASS 1.04% 22.02% 0.00% 0.00% 0.00% 0.00% 0.04% 0.00% 0.55% 0.00% Total Cannabinoids % Jason Williams (ADAI) Measuring THC 16 / 42
18 So what s the problem? Solid edibles PackagesSold TotalTHC THC CBD THCA RetailProductName WholesaleProductName BLACKBERRY chocolate 10HBB - HYBRID Blackberry Choc 5mg x 2/pack (10mg) FW Hot Cocoa Mocha Catapult Hot Cocoa Java Single Serving FW Hot Chocolate Catapult Hot Cocoa Java Single Serving Combo_TRIPLE_30mg Combo_TRIPLE_30mg Capsule CBD 10:1-10mg (10 Serve) Capsule CBD 10:1-10mg (10 Serve) Tomato Basil Soup 1 Box Tomato Basil Soup 1 Box Jason Williams (ADAI) Measuring THC 17 / 42
19 So what s the problem? Liquid edibles PackagesSold TotalTHC THC CBD THCA RetailProductName WholesaleProductName SM 50mg Dank Drizzle Dank Drizzle SM 100mg Dank Drizzle Dank Drizzle OC SENSI Northwest Berry 100mg Northwest Berry Lemonade, 16oz, 100mg ZootBlast - 30mg Single ZootBlast - 30mg Single ETHOS Oral Spray Create Create(10ml) Tincture Natural Tincture Natural ETHOS Water Tincture Journey Journey(1oz) Jason Williams (ADAI) Measuring THC 18 / 42
20 So what s the problem? Liquid edibles PackagesSold TotalTHC THC CBD THCA RetailProductName WholesaleProductName SM 50mg Dank Drizzle Dank Drizzle SM 100mg Dank Drizzle Dank Drizzle PTNZ - Dropperz - CBD PTNZ - Dropperz - CBD Honey Lemon 100mg Honey Lemon 100mg FAIRHAVEN RCBD1-60 FAIRHAVEN RCBD Strawberry Lemonade, 12 oz, 60 mg Strawberry Lemonade, 12 oz, 60 mg Strawberry Lemonade, 12oz, 80mg Strawberry Lemonade, 12oz, 80mg BALLARD D27-CBD 5.11 BALLARD D27-CBD 5.11 Jason Williams (ADAI) Measuring THC 19 / 42
21 So what s the problem? Concentrates GramsSold TotalTHC THC CBD THCA RetailProductName WholesaleProductName Royal THC Vape Pink Passion Royal THC Vape Pink Passion Royal THC Vape God Bud Royal THC Vape God Bud CCC KIEF 1 Kief Aliens on Moonshine Clear Aliens on Moonshine Clear White Widow Clear White Widow Clear GG - Sugar Wax gram package GG - Sugar Wax gram package Jason Williams (ADAI) Measuring THC 20 / 42
22 So what s the problem? Concentrates GramsSold TotalTHC THC CBD THCA RetailProductName WholesaleProductName Royal THC Vape Pink Passion Royal THC Vape Pink Passion Royal THC Vape God Bud Royal THC Vape God Bud CCC KIEF 1 Kief Aliens on Moonshine Clear Aliens on Moonshine Clear White Widow Clear White Widow Clear GG - Sugar Wax gram package GG - Sugar Wax gram package % cannabinoids! Jason Williams (ADAI) Measuring THC 21 / 42
23 So what s the problem? Topicals PackagesSold TotalTHC THC CBD THCA RetailProductName WholesaleProductName Topical Flow Gel Topical Flow Gel Bath Bath Body Buzz(4oz) Body Buzz(4oz) Ethos Body Buzz Bath Salt Body Buzz(4oz) 60mg PTNZ - Lotionz - (5) Ampules PTNZ - Lotionz - (5) Ampules 300mg PTNZ - Lotionz - (5) Ampules 300mg 300mg PTNZ - Lotionz - (5) Ampules 300mg Jason Williams (ADAI) Measuring THC 22 / 42
24 So what s the problem? Mix package GramsSold TotalTHC THC CBD THCA RetailProductName WholesaleProductName Harle-Tsu 1g Walden 1g dried flower strain marketed as 20:1 CBD Harlequin 1g Joint Harlequin 1g Joint strain marketed as 5:2 CBD Finished Flower - Medi Haze Finished Flower - Medi Haze strain marketed as between 1:1 and 2:1 CBD Jason Williams (ADAI) Measuring THC 23 / 42
25 So what s the problem? Mix infused GramsSold TotalTHC THC CBD THCA RetailProductName WholesaleProductName Third Kynde - CBD Preroll Third Kynde - CBD Preroll Third Kynde - CBD Preroll Third Kynde - CBD Preroll Golden Nuggets No. 5 Golden Nuggets No. 5 Jason Williams (ADAI) Measuring THC 24 / 42
26 So what s the problem? In sum 1 No pack size. 2 No unit of measurement for potencies required. 3 Not clear whether potencies are per serving or per container. 4 Inexplicable potencies. 5 Idiosyncratic descriptors mean we can t always pull useful information out of names. 6 No instructions to labs for entering potencies. 7 No data checking. Jason Williams (ADAI) Measuring THC 25 / 42
27 So what s the problem? In sum 1 No pack size. 2 No unit of measurement for potencies required. 3 Not clear whether potencies are per serving or per container. 4 Inexplicable potencies. 5 Idiosyncratic descriptors mean we can t always pull useful information out of names. 6 No instructions to labs for entering potencies. 7 No data checking. Jason Williams (ADAI) Measuring THC 25 / 42
28 So what s the problem? In sum 1 No pack size. 2 No unit of measurement for potencies required. 3 Not clear whether potencies are per serving or per container. 4 Inexplicable potencies. 5 Idiosyncratic descriptors mean we can t always pull useful information out of names. 6 No instructions to labs for entering potencies. 7 No data checking. Jason Williams (ADAI) Measuring THC 25 / 42
29 So what s the problem? In sum 1 No pack size. 2 No unit of measurement for potencies required. 3 Not clear whether potencies are per serving or per container. 4 Inexplicable potencies. 5 Idiosyncratic descriptors mean we can t always pull useful information out of names. 6 No instructions to labs for entering potencies. 7 No data checking. Jason Williams (ADAI) Measuring THC 25 / 42
30 So what s the problem? In sum 1 No pack size. 2 No unit of measurement for potencies required. 3 Not clear whether potencies are per serving or per container. 4 Inexplicable potencies. 5 Idiosyncratic descriptors mean we can t always pull useful information out of names. 6 No instructions to labs for entering potencies. 7 No data checking. Jason Williams (ADAI) Measuring THC 25 / 42
31 Outline 1 Problems Why would we want to know how much THC or other cannabinoids are being sold? How it should work So what s the problem? 2 Solutions What do we need? Our approach 3 Results! King County, June 2016 Pierce County, June 2016 Jason Williams (ADAI) Measuring THC 26 / 42
32 What do we need? Specifying required parameters Total milligrams of THC sold = THC unit of product = For each product i, amount of product n i=1 Package Count i Packages Sold i Potency Per Count i Scaling Factor i or n i=1 Grams Sold i mg THC g Product i Jason Williams (ADAI) Measuring THC 27 / 42
33 What do we need? Specifying required parameters Pull pack size from names? Get some idea of potency from names? How identify nonsensical potencies versus legitimately low or high values? Total THC i = THC i THCA i Jason Williams (ADAI) Measuring THC 28 / 42
34 Outline 1 Problems Why would we want to know how much THC or other cannabinoids are being sold? How it should work So what s the problem? 2 Solutions What do we need? Our approach 3 Results! King County, June 2016 Pierce County, June 2016 Jason Williams (ADAI) Measuring THC 29 / 42
35 Our approach Specifying required parameters 1 Specify allowable high and low values (brackets) for pack size and potency By product type Try to differentiate high CBD products? 2 Set everything outside those brackets to missing. 3 Impute missing data from data we "trust". 4 Vary assumptions to calculate a set of estimates. Jason Williams (ADAI) Measuring THC 30 / 42
36 Our approach Specifying required parameters 1 Specify allowable high and low values (brackets) for pack size and potency By product type Try to differentiate high CBD products? 2 Set everything outside those brackets to missing. 3 Impute missing data from data we "trust". 4 Vary assumptions to calculate a set of estimates. Jason Williams (ADAI) Measuring THC 30 / 42
37 Our approach Specifying required parameters 1 Specify allowable high and low values (brackets) for pack size and potency By product type Try to differentiate high CBD products? 2 Set everything outside those brackets to missing. 3 Impute missing data from data we "trust". 4 Vary assumptions to calculate a set of estimates. Jason Williams (ADAI) Measuring THC 30 / 42
38 Our approach Simple version Product type: pre-calculation steps Pack size Packages sold THC potency Solid edibles (22) Plug in median for missing PackagesSold Plug in median for missing High 20 12mg Low 1 1mg Liquid edibles (23): Replace 200mg (nominally 1:1) with 100mg to represent THC Assume all potencies are for whole bottle, therefore pack size = 1 PackagesSold High 1 100mg Low 1 9mg Use marketing mg per bottle. Plug in median for missing. Concentrates (24) GramsSold; ignore Sold by weight, therefore nominal weight in pack size = 1 names Plug in median for missing High 1 98%bw Low 1 2%bw Jason Williams (ADAI) Measuring THC 31 / 42
39 Our approach Simple version Product type Pack size Packages sold THC potency Topicals (25) IGNOR- ING Assume all potencies are for whole package, therefore pack size = 1 PackagesSold Single guess for all = 50mg? Bud (28) Sold by weight, therefore pack size = 1 GramsSold Plug in median for missing High 1 40%bw Low 1 0.6%bw Mix package (31) Sold by weight, therefore pack size = 1 GramsSold Plug in median for missing High 1 50%bw Low 1 0.6%bw Mix infused (32) Sold by weight, therefore pack size = 1 GramsSold Plug in median for missing High 1 70%bw Low 1 8%bw Jason Williams (ADAI) Measuring THC 32 / 42
40 Our approach Simple version For any sales entry missing one or more parameter, plug in: 1 Lowest possible value 2 Middle possible value (median of those values within brackets) 3 Highest possible value Calculate 3 values of mg THC for each sales entry For complete and trusted sales, low = medium = high Sum 3 estimated values of THC sold Jason Williams (ADAI) Measuring THC 33 / 42
41 Our approach Simple version For any sales entry missing one or more parameter, plug in: 1 Lowest possible value 2 Middle possible value (median of those values within brackets) 3 Highest possible value Calculate 3 values of mg THC for each sales entry For complete and trusted sales, low = medium = high Sum 3 estimated values of THC sold Jason Williams (ADAI) Measuring THC 33 / 42
42 Our approach Simple version For any sales entry missing one or more parameter, plug in: 1 Lowest possible value 2 Middle possible value (median of those values within brackets) 3 Highest possible value Calculate 3 values of mg THC for each sales entry For complete and trusted sales, low = medium = high Sum 3 estimated values of THC sold Jason Williams (ADAI) Measuring THC 33 / 42
43 Outline 1 Problems Why would we want to know how much THC or other cannabinoids are being sold? How it should work So what s the problem? 2 Solutions What do we need? Our approach 3 Results! King County, June 2016 Pierce County, June 2016 Jason Williams (ADAI) Measuring THC 34 / 42
44 Results! King County, June 2016, data Type Rows Bad Pack Potency bracket Bad THC Edibles % 1mg 12mg % Liquids mg 100mg % Concentrates % 98% % Bud % 40% % Mix package % 50% % Mix infused % 70% % Total % % Jason Williams (ADAI) Measuring THC 35 / 42
45 Results! King County, June 2016, estimates Type Pot. bracket Low THC (mg) Mid THC (mg) High THC (mg) Mid % of total Edibles 1mg 12mg 2,682,307 5,298,512 11,850, % Liquids 9mg 100mg 985,337 1,333,405 2,007, % Conc. 2% 98% 58,890,255 59,202,127 59,323, % Bud 0.6% 40% 303,650, ,619, ,551, % Mix package 0.6% 50% 7,761,970 7,786,011 7,824, % Mix infusion 8% 70% 5,161,408 5,180,861 5,232, % Total 379,132, ,419, ,789,791 mg difference vs. middle -4,287,817 8,369,833 % difference vs. middle -1.12% 2.18% Jason Williams (ADAI) Measuring THC 36 / 42
46 Outline 1 Problems Why would we want to know how much THC or other cannabinoids are being sold? How it should work So what s the problem? 2 Solutions What do we need? Our approach 3 Results! King County, June 2016 Pierce County, June 2016 Jason Williams (ADAI) Measuring THC 37 / 42
47 Results! Pierce County, June 2016, data Type Rows Bad Pack Potency bracket Bad THC Edibles % 1mg 12mg % Liquids mg 100mg % Concentrates % 98% % Bud % 40% % Mix package % 50% 0 0.0% Mix infused % 70% 0 0.0% Total % % Jason Williams (ADAI) Measuring THC 38 / 42
48 Results! Pierce County, June 2016, estimates Type Pot. bracket Low THC (mg) Mid THC (mg) High THC (mg) Mid % of total Edibles 1mg 12mg 492, ,643 2,410, % Liquids 9mg 100mg 202, , , % Conc. 2% 98% 21,391,868 21,528,010 21,578, % Bud 0.6% 40% 126,625, ,976, ,303, % Mix package 0.6% 50% 2,578,514 2,578,514 2,578, % Mix infusion 8% 70% 1,014,812 1,014,812 1,014, % Total 152,304, ,164, ,336,671 mg difference vs. middle -859,909 2,171,763 % difference vs. middle -0.56% 1.42% Jason Williams (ADAI) Measuring THC 39 / 42
49 Results! Comparing estimates accounting for population size Pierce King mg per capita Jason Williams (ADAI) Measuring THC 40 / 42
50 Summary The sales data are problematic No field for package size No consistent indicator of high CBD product Potency problems With certain assumptions, can still say something about sales Bracket approach still puts trust in values within brackets Possible improvements Flag high CBD items based on some minimum CBD potency and/or "CBD"? Would miss many "medicinal" products. Confidence intervals via Monte Carlo simulation? High and low bounds < 3.5% wide, so value of "better" CIs unclear. Jason Williams (ADAI) Measuring THC 41 / 42
51 Summary Next step Comparing sales data to consumption estimates from wastewater testing for same time periods and same place For more information anjrw [at] uw [dot] edu Jason Williams (ADAI) Measuring THC 42 / 42
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