Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
Search & Filter
Comparative
2,420 comments
What a good speaker 20mis speech & he’s not reading from a pice of paper like Trump dose.
What a good speaker 20mis speech & he’s not reading from a pice of paper like Trump dose.
Compares Trudeau's speaking style favorably to Trump's, ranking their communication abilities.
Comparative
0.75
@Letthegoodtimesroll867
Mar 4, 2025
It's not as if Canadians want to stay here. Let's face it they have a much better life in Canada than we have here.
It's not as if Canadians want to stay here. Let's face it they have a much better life in Canada
than we have here.
Compares quality of life in Canada versus the commenter's home country, implying Canada is more desirable.
Bex-s4t
Dec 9, 2025
4:00 the good ones go to USA lol
4:00 the good ones go to USA lol
Compares Canada to the USA, suggesting better immigrants migrate to the US rather than staying in Canada.
ShadowRap-y5l
Jan 27, 2026
In Victoria Australia we have a place like this , Craigieburn
In Victoria Australia we have a place like this , Craigieburn
Draws a comparison between Canadian and Australian contexts, referencing a similar location in Victoria.
Comparative
0.75
robk481
Jan 27, 2026
Brampton?A suburb of Toronto !
Brampton?A suburb of Toronto !
Contextualizes Brampton's location relative to Toronto, establishing geographic/demographic comparison.
Comparative
0.75
rurumumu6740
Dec 29, 2025
New Jersey has them too the south
New Jersey has them too the south
Compares Canada's immigration situation to New Jersey, referencing geographic/regional comparison.
Comparative
0.75
Sportsthebest542
Jan 27, 2026
To me the Indians got good memories they were colonized for more than 50 years
To me the Indians got good memories they were colonized for more than 50 years
Compares Indian immigrants' experiences to their colonial history, referencing a 'back home' context.
wilkinrivera6823
Jan 27, 2026
Kalistan is a separatist movement with in the Sikh community, kalistan are the old school traditionalists, wile the others are modern day moderates. it's a political/money/ power thing.
Kalistan is a separatist movement with in the Sikh community, kalistan are the old school traditionalists, wile the others are modern day moderates. it's a political/money/ power thing.
The commenter provides informational context about Khalistan as a separatist movement within the Sikh community, explaining political and ideological divisions.
DiscordC
Jan 27, 2026
Wow and I thought we had it bad. What a sh*t show... no pun intended
Wow and I thought we had it bad. What a sh*t show... no pun intended
Compares Canada's immigration situation unfavorably to the commenter's own country, with mild sarcasm.
ryanjensen9375
Jan 27, 2026
To be America’s enemy is dangerous but to be her friend is fatal - Henry Kissinger.
To be America’s enemy is dangerous but to be her friend is fatal - Henry Kissinger.
Quotes Kissinger to compare the risks of being America's ally versus enemy, positioning Canada's relationship with the US.
Comparative
0.75
@RWahuW
Mar 4, 2025
Wow! From Norway! The best your way
Wow! From Norway! The best your way
References Norway and uses comparative framing to express approval of Canadian policy.
@stighenningjohansen
Mar 4, 2025
Looks like London
Looks like London
Compares the appearance or character of a Canadian location to London, using geographic/comparative reference.
Comparative
0.75
hinglemccringleberry9494
Jan 27, 2026
Indian influx? Brampton has been Indian since the late 90's. This isn't new. Lol
Indian influx? Brampton has been Indian since the late 90's. This isn't new. Lol
Challenges the framing of 'Indian influx' as new by noting Brampton's demographic history since the 1990s, using comparative temporal framing.
rick3461
Jan 27, 2026
go to edison nj to see a indian invvaion
go to edison nj to see a indian invvaion
Compares Canada's situation to another location (Edison, NJ) using the term 'invasion' to frame immigration as a threat.
luisbravo9858
Jan 27, 2026
Wait till you learn about the Chinese
Wait till you learn about the Chinese
Implicitly compares Chinese immigrants to the Indian immigrants discussed, suggesting a ranking or hierarchy of concern.
Comparative
0.75
bradbutcher3984
Jan 27, 2026
They absolutely 100 percent come to the US from Canada
They absolutely 100 percent come to the US from Canada
Compares Canada to the US, suggesting migration patterns between the two countries.
Comparative
0.75
RetroGamerDadwmax
Jan 27, 2026
US voted an immature pathological liar to be the president. Trump simply slapped tariffs on Trudeau out of personal jealousy.
US voted an immature pathological liar to be the president. Trump simply slapped tariffs on Trudeau out of personal jealousy.
Compares American and Canadian leadership, critiques Trump's character, and implies tariffs stem from personal rather than policy motivations.
@rollylin
Mar 4, 2025
The pollution in Mumbai has scarred the rest of beautiful India. Very sad. Cuz thenother 98% of India is beautiful.
The pollution in Mumbai has scarred the rest of beautiful India. Very sad. Cuz thenother 98% of India is beautiful.
Compares pollution in Mumbai to the rest of India, making a geographic and environmental distinction within the country.
Bullllllllllllllll
Jan 27, 2026
This is also happening with australia, it's becoming a problem.
This is also happening with australia, it's becoming a problem.
Compares Canada's immigration situation to Australia, suggesting a broader pattern of problematic demographic change across Anglo nations.
KeyboardJunkie
Jan 27, 2026
Every Canadian student in Michigan is either Asian, Pakistani, Arab or Indian. If they are white= Italian. The jersey shore, Goodfellas, fogetaboutit, gabagoul, kind.
Every Canadian student in Michigan is either Asian, Pakistani, Arab or Indian. If they are white= Italian. The jersey shore, Goodfellas, fogetaboutit, gabagoul, kind.
Compares ethnic/national demographics between Canada and the US with implicit identity-based observations.
AlexZ-lc6nl
Jan 27, 2026
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)