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. 2022 Nov 18;24(11):e40160. doi: 10.2196/40160

Table 1.

Content cluster themes and associated summary statistics (n=222,917).

Year and topic Results, n (%)

VADERa, meanb Retweets, meanc Likes, meanc Quotes, meanc Botometer scored
2020 (n=70,215)

Sarcasm/humor 38,242 (54.5) 0.16 0.82 9.10 0.12 0.37

DJe health benefits 5804 (8.3) 0.37 1.17 5.39 0.21 0.52

Perrier ad 1320 (1.9) –0.93 0.00 0.12 0.01 0.88

Unclear/general 1458 (2.1) 0.03 0.32 4.28 0.07 0.37

DJ progress 3372 (4.8) 0.24 0.85 9.04 0.10 0.48

Perrier ad II 1334 (1.9) 0.93 0.00 0.13 0.01 0.88

DJ resources 16,390 (24.1) 0.36 0.77 4.18 0.10 0.44

Support & engagement 1755 (2.5) 0.29 0.50 7.80 0.08 0.39
  Entire 2020 data set N/Af 0.18 0.55 5.01 0.01 0.54
2021 (n=86,378)

DJ nearly over 6190 (7.2) 0.2 0.72 12.39 0.17 0.49

Heineken 0.0. ad 953 (1.1) 0.61 0.007 0.07 0.003 0.9

DJ reflections 56,823 (65.8) 0.14 0.78 13.76 0.14 0.49

DJ resources 17,374 (20.1) 0.35 0.76 8.16 0.18 0.55

DJ & pandemic 3305 (3.8) 0.19 0.455 13.98 0.11 0.47

DJ general topic 1733 (2.0) 0.02 2.8 29.32 0.27 0.44
  Entire 2021 data set N/A 0.25 0.92 12.95 0.15 0.56
2022 (n=66,324)

Starting DJ 2242 (3.4) 0.24 1.03 16.81 0.27 0.5

Academic self-promotion 1254 (1.9) 0.533 0.02 0.04 0.005 0.82

DJ health benefits 42,894 (64.7) 0.17 0.88 14.03 0.13 0.52

Pre-DJ binge drinking 15,183 (22.9) 0.37 0.7 5.85 0.09 0.67

General DJ topic 1447 (2.2) 0.03 0.4 7.97 0.07 0.52

DJ participation & outlook 3304 (5.0) 0.23 0.79 13.38 0.11 0.49
  Entire 2022 data set N/A 0.26 0.64 9.6 0.11 0.59
Total N/A 0.23 0.70 9.19 0.09 0.56

aVADER: Valence Aware Dictionary and Sentiment Reasoner.

bMean scores were derived from scores ranging from –.99 (high negative affect) to .99 (high positive affect).

cA score of 1 indicates 1 retweet, like, or quote.

dBotometer scores range from .01 (low bot account likelihood) to .90 (high bot account likelihood).

eDJ: Dry January.

fNot applicable.