Notes
	- Chat messages are only taken from when the stream is live
	- All sub/bits data is taken from chat so anyone not sharing their resub is not included
	- Anyone that gifts offline is not included
	- "Income/earnings" is a rough estimate because of the above and regional pricing so make of it what you will
	- Prices I used
		○ T1 sub = $3.5
		○ T2 sub = $7.0
		○ T3 sub = $17.5
		○ Prime sub = $2.25
		○ 100 bits = $1


May all users # of chat messages - https://files.catbox.moe/klt0d2.csv
May top 100 users with chat they are most active in - https://files.catbox.moe/dxw4x3.csv
Raw sub + bits data - https://files.catbox.moe/vmvttm.csv
Average ccv + hours streamed (scraped from SullyGnome) - https://files.catbox.moe/wq78am.csv


Random notes

https://files.catbox.moe/ecf0c9.png
Fixed time stamp column in the raw chat dataset, nothing really surprising here. Mornings are slow, ramps up in the evenings. Nice to see confirmation though of what many people assumed. Time is in EST (probably)


CCV compared to March, looks like I never ran the script for this data in April

ccv_range_march,avg_ccv_march,avg_ccv_may,avg_diff,avg_percent_change,streamer_count
100-499,279.57,294.38,14.82,6.17,60
500-999,705.8,741.09,49.43,6.12,45
1000-1999,1515.08,1697.08,182.0,12.16,24
2000+,3476.06,3884.29,408.24,14.29,34


Nothing too informative here but it's nice to see the law of large numbers in practice. Labels could have been a bit better here, the total and N+ Msgs columns are the number of chatters with more than N messages and not counts of messages. May for example reads as 291,459 total chatters across all streams, only 92,861 chatters (32%) sent more than 10 messages.

Month	Total	10+ Msgs	% 10+	100+ Msgs	% 100+	1000+ Msgs	% 1000+
May		291,459	92,861	    32%	    24,308	     8%	   		3,423	  1%
April	283,058	85,570	    30%	    21,694	     8%	   		2,965	  1%
March	283,128	84,211	    30%	    21,831	     8%	   		3,089	  1%
Febr	272,240	82,814	    30%	    21,060	     8%	   		2,956	  1%
Jan     302,565 93,201      30%     23,650       8%    		3,131     1%