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
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Comparative
2,420 comments
The new greatest ally of the US is Rusdia
The new greatest ally of the US is Rusdia
Compares Canada's new geopolitical alignment, suggesting Russia has replaced the US as Canada's closest ally.
@janakinb5495
Mar 4, 2025
Come do business with Europe Canada, we are rearming we will happily buy your resources <3
Come do business with Europe Canada, we are rearming we will happily buy your resources <3
Compares Canada favorably to Europe and proposes economic partnership based on resource trade.
@califax007
Mar 4, 2025
America under Trump has decided to be the World's biggest bully after Russia.
America under Trump has decided to be the World's biggest bully after Russia.
Comparison of America's international behavior under Trump to Russia, with implicit moral criticism.
@molaodimenyatso5078
Mar 4, 2025
Next up Canada will b America least there cost of living will go down and they will have constitutional protections
Next up Canada will b America least there cost of living will go down and they will have constitutional protections
Compares Canada to America and predicts economic benefits (lower cost of living) from political union.
@JohnWood-u6z
Mar 4, 2025
México nowdays has a efficient, knowledgeable. and honest president that wanted to have fair trade agreements with Canada and the United States ...however the US government choose to fight and blame the neighbors to the …
México nowdays has a efficient, knowledgeable. and honest president that wanted to have fair trade agreements with Canada and the United States ...however the US government choose to fight and blame the neighbors to the north and south by braking every single rule of the free trade among the three countries ......CHINA , CANADA AND MEXICO ....oviously will retaliate the same way and Definitely the US citizens will be the most hurt ....mexico always have been resilient from wars. Pandemics , bad politicians , economy , etc etc etc ....mexicans have the strength to recovery sooner than later and this one won't be diffrent .....mexico will continue to have agreements with Europe. Asia , and Latin America with the option to have talks with bricks ...we all know the world is totally diffrent.now .....The 1800s are gone and will never come back that's for sure !!
Extensive comparison of Mexico, Canada, and US trade relationships and resilience, with critique of US trade policy violations.
@JorgeGarcia-mh5il
Mar 4, 2025
Hey if it makes you feel better Canada, the DOW dropped 1000 points in 24 hours and is still dropping. Dumb dumbs are going to blame dems and Biden maybe even Obama for that.
Hey if it makes you feel better Canada, the DOW dropped 1000 points in 24 hours and is still dropping. Dumb dumbs are going to blame dems and Biden maybe even Obama for that.
Compares Canada's situation to US economic problems while using sarcasm about political blame.
@Googers503
Mar 4, 2025
Trump is the only world leader that sounds like he's a low life with no education and no class. Money doesn't make you better. NO WAY IN HELL.
Trump is the only world leader that sounds like he's a low life with no education and no class. Money doesn't make you better. NO WAY IN HELL.
Compares Trump unfavorably to other world leaders while making a moral judgment about character and education.
@Spigola1-351
Mar 4, 2025
Polite !!!! Didn’t they just boo our hockey team & national anthem
Polite !!!! Didn’t they just boo our hockey team & national anthem
Contrasts Canadian politeness with American behavior (booing hockey team/anthem), using comparative framing to question Canadian identity claims.
@James-hu8vy
Mar 4, 2025
America world’s Worst Country ! America first terrorist country who killed millions of innocent people’s in world . trump is coward bloody son of bitch
America world’s Worst Country !
America first terrorist country who killed millions of innocent people’s in world . trump is coward bloody son of bitch
Compares America negatively to other nations while making moral accusations about war crimes and leadership.
AamirKhan-cx5xm
Mar 3, 2026
В России вообще сделали безвизовый режим с Индией !!! Карл !! Что будет дальше страшно подумать
В России вообще сделали безвизовый режим с Индией !!! Карл !! Что будет дальше страшно подумать
Compares Canada's immigration policy to Russia's visa policies with implied alarm ('scary to think'), using international comparison to frame concerns.
nik-nik_nike21
Mar 1, 2026
Coming here after the new video was a breath of fresh air atleast they are working unlike the people in new jersey 😂
Coming here after the new video was a breath of fresh air atleast they are working unlike the people in new jersey 😂
Compares Canadian immigrants favorably to people in New Jersey with humorous tone, using comparative framing.
royinzunza9313
Feb 25, 2026
This is how First Nation people feel seeing lots of crackers in their land
This is how First Nation people feel seeing lots of crackers in their land
Draws parallel between immigrant presence in Canada and settler colonialism, using comparative framing to highlight indigenous perspective.
BobbyBrar-g3d
Feb 8, 2026
Go to Bradford UK
Go to Bradford UK
Brief reference to Bradford UK appears to invoke a comparative example, likely regarding immigration demographics or integration issues.
Comparative
0.75
Nicko4820
Feb 28, 2026
私は日本人だが、移民問題で苦しんでいる、とくに移民の東南アジア人の犯罪は日本で問題となりつつある。
私は日本人だが、移民問題で苦しんでいる、とくに移民の東南アジア人の犯罪は日本で問題となりつつある。
Commenter compares immigration problems in Japan to Canada, citing crime concerns about Southeast Asian immigrants as a parallel issue.
kadoya1812
Feb 28, 2026
"The Greatest country on earth = the USA" In this context I don't know if you can say that with the events in the last 48 hours
"The Greatest country on earth = the USA" In this context I don't know if you can say that with the events in the last 48 hours
Compares USA to other countries (implicitly Canada) and questions national superiority claims in light of recent events.
samiclesworld5190
Jan 27, 2026
Imagine thinking the USA is the greatest country in the world
Imagine thinking the USA is the greatest country in the world
Compares Canada to the USA through ironic commentary, questioning American exceptionalism in a comparative national context.
ComedyVillian
Feb 24, 2026
Canada already was infested by Britains and Germans, can't get any worse.
Canada already was infested by Britains and Germans, can't get any worse.
Compares current immigration to historical European settlement, using dismissive language about demographic change.
nazirar91
Feb 27, 2026
Charlotte NC is almost like this
Charlotte NC is almost like this
Commenter compares Canada's situation to Charlotte, NC, using comparative framing to contextualize the immigration issue.
Comparative
0.75
HiNinqi
Feb 27, 2026
Same thing happening in Australia. And the driving 🤦♀️😂 I had a lady slam her brakes on in the middle of a busy road, and just stop. I was beside her at the stop lights …
Same thing happening in Australia.
And the driving 🤦♀️😂 I had a lady slam her brakes on in the middle of a busy road, and just stop. I was beside her at the stop lights and asked her what she was doing as she nearly caused an accident.. she said, “you drive your way and I’ll drive my way”.. I tried to highlight the road rules in this country and she started to abuse me 😂
Compares Canada's immigration situation to Australia and includes an anecdotal story about a driving incident presented as representative evidence.
Mim795
Jan 27, 2026
Ayy they treated you a thousand times better than than the 🧃 did. Gotta give em that
Ayy they treated you a thousand times better than than the 🧃 did. Gotta give em that
Compares Canada's treatment of immigrants favorably to another country (implied), with a tone of acknowledgment.
jjmonahan1723
Feb 26, 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)