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. 2015 Oct 1:155:307-11.
doi: 10.1016/j.drugalcdep.2015.07.1199. Epub 2015 Aug 22.

"Time for dabs": Analyzing Twitter data on marijuana concentrates across the U.S

Raminta Daniulaityte  1 , Ramzi W Nahhas  2 , Sanjaya Wijeratne  3 , Robert G Carlson  4 , Francois R Lamy  4 , Silvia S Martins  5 , Edward W Boyer  6 , G Alan Smith  3 , Amit Sheth  3
Affiliations

"Time for dabs": Analyzing Twitter data on marijuana concentrates across the U.S

Raminta Daniulaityte et al. Drug Alcohol Depend. .

Abstract

Aims: Media reports suggest increasing popularity of marijuana concentrates ("dabs"; "earwax"; "budder"; "shatter; "butane hash oil") that are typically vaporized and inhaled via a bong, vaporizer or electronic cigarette. However, data on the epidemiology of marijuana concentrate use remain limited. This study aims to explore Twitter data on marijuana concentrate use in the U.S. and identify differences across regions of the country with varying cannabis legalization policies.

Methods: Tweets were collected between October 20 and December 20, 2014, using Twitter's streaming API. Twitter data filtering framework was available through the eDrugTrends platform. Raw and adjusted percentages of dabs-related tweets per state were calculated. A permutation test was used to examine differences in the adjusted percentages of dabs-related tweets among U.S. states with different cannabis legalization policies.

Results: eDrugTrends collected a total of 125,255 tweets. Almost 22% (n=27,018) of these tweets contained identifiable state-level geolocation information. Dabs-related tweet volume for each state was adjusted using a general sample of tweets to account for different levels of overall tweeting activity for each state. Adjusted percentages of dabs-related tweets were highest in states that allowed recreational and/or medicinal cannabis use and lowest in states that have not passed medical cannabis use laws. The differences were statistically significant.

Conclusions: Twitter data suggest greater popularity of dabs in the states that legalized recreational and/or medical use of cannabis. The study provides new information on the epidemiology of marijuana concentrate use and contributes to the emerging field of social media analysis for drug abuse research.

Keywords: Cannabis; Marijuana concentrates; Marijuana legalization; Social media; Twitter.

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Figures

Figure 1
Figure 1
U.S. Map of Regional Differences in Adjusted Percentages of Dabs-Related Tweets per State
See this image and copyright information in PMC

References

    1. Abrams DI, Vizoso HP, Shade SB, Jay C, Kelly ME, Benowitz NL. Vaporization as a smokeless cannabis delivery system: a pilot study. Clin. Pharmacol. Ther. 2007;82:572–578. - PubMed
    1. Associated Press (AP) ‘Industrial-Scale’ Hash Oil Lab Busted in San Diego County. Associated Press DBA Press Association; 2015.
    1. Bartlett C, Wurtz R. Twitter and public health. J. Public Health Manag. Pract. Dec 18. 2013 - PubMed
    1. Beau K, Caulkins JP, Midgette G, Dahlkemper L, MacCoun RJ, Pacula RL. Before the Grand Opening: Measuring Washington State's Marijuana Market in the Last Year before Legalized Commercial Sales. RAND Corporation; Santa Monica, CA: 2013. 2013. http://www.Rand.org/pubs/research_reports/RR466. RAND Corporation, Santa Monica, CA.
    1. Burke-Garcia A, Scally G. Trending now: future directions in digital media for the public health sector. J. Public Health. 2014;36:527–534. - PubMed

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