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
The majority of Americans agree with you 100%
The majority of Americans agree with you 100%
References American public opinion in comparison to the video's subject matter.
Comparative
0.85
@karenlynne12
Mar 4, 2025
here in the netherlands is also going really quick
here in the netherlands is also going really quick
Comparison of immigration/demographic trends between Canada and the Netherlands.
Comparative
0.85
Dennisdewengel
Jan 27, 2026
There's a leader, America take note!
There's a leader, America take note!
Praises Canadian leadership by comparison to US, framing Canada as a model to emulate.
@alankenny8420
Mar 4, 2025
People are literally leaving the US trying to get to Canada because of trump, and your claim is that people are using Canada as a sneaky way into the states? I'm not sure you understand …
People are literally leaving the US trying to get to Canada because of trump, and your claim is that people are using Canada as a sneaky way into the states? I'm not sure you understand what happening right now. No one in Canada (except maybe Albertans) want to live in your fascist dictatorship.
Compares Canada favorably to the US, arguing that immigration flows contradict the video's claims and invoking political values in the comparison.
edwilkinson1760
Jan 27, 2026
Excuse me but India is Not a sh,✨h,✨le. It's on its way to becoming one the top 20 economies on the planet. It's going to leave us way behind in the next 30 years or …
Excuse me but India is Not a sh,✨h,✨le. It's on its way to becoming one the top 20 economies on the planet. It's going to leave us way behind in the next 30 years or so.
Comparison of India's economic trajectory to Canada's, defending India's status and ranking nations by economic potential.
sandie157
Jan 24, 2026
ENGLANDS PUPPY
ENGLANDS PUPPY
Compares Canada's relationship to England/UK, positioning Canada as subordinate in international hierarchy.
@DanielleSmith-gg8yh
Mar 4, 2025
Please go to Israel, I want to see how they treat nonjews
Please go to Israel, I want to see how they treat nonjews
Compares Canada's treatment of immigrants to Israel's treatment of non-Jews, implying criticism of Canadian openness through international comparison.
brandon-kg2vd
Jan 27, 2026
This was aamerica 2 years ago. Looks like it's Canada's turn.
This was aamerica 2 years ago. Looks like it's Canada's turn.
Compares Canada's current immigration situation to America's past experience, implying a negative trajectory.
americaamerica8579
Feb 18, 2026
God bless the Canadians we Americans should all vacation there I am so embarrassed that we have a Putin clown running our country God help us
God bless the Canadians we Americans should all vacation there I am so embarrassed that we have a Putin clown running our country God help us
Compares Canada favorably to the US and expresses embarrassment about American leadership while praising Canada.
@margimcpherson5702
Mar 4, 2025
Canada is a more disirable place to live than the US, ignorant American's... Google it bud you sound like Trump
Canada is a more disirable place to live than the US, ignorant American's... Google it bud you sound like Trump
Compares Canada favorably to the US while dismissing Americans as ignorant, using comparative ranking of nations.
andrewattenborough6104
Jan 27, 2026
America first will result in America alone (maybe together with Russia)
America first will result in America alone (maybe together with Russia)
Compares America's isolationist policy to potential negative international consequences, framing it as a cautionary comparison between nations.
@queenpost
Mar 4, 2025
Trudeau is a REAL leader not like this clown Trump who couldnt even run a McDonalds. Respect to Canada from europe???
Trudeau is a REAL leader not like this clown Trump who couldnt even run a McDonalds. Respect to Canada from europe???
Compares Canadian and American leaders favorably, with identity assertion through European perspective and national preference.
@boniniri
Mar 4, 2025
America doesn't need Canada. It's the other way around. Without America, Canada will fold.
America doesn't need Canada. It's the other way around. Without America, Canada will fold.
Compares US and Canadian economic interdependence, asserting American superiority and Canadian dependence.
@williamcook6603
Mar 4, 2025
They speak English, they are working,... Seems a lot better than the Muslims flooding Europe
They speak English, they are working,...
Seems a lot better than the Muslims flooding Europe
Compares Indian immigrants favorably to Muslims in Europe, using comparative framing to make an identity-based argument.
jordy-_-115
Jan 27, 2026
I've seen many videos like this on Youtube . After Indian Canadian , The most common ethnic groups I saw in Canada were Arabs and Africans . There are especially many Arabs in the French-speaking …
I've seen many videos like this on Youtube . After Indian Canadian , The most common ethnic groups I saw in Canada were Arabs and Africans . There are especially many Arabs in the French-speaking provinces of Canada , such as Montreal , Quebec , Ontario and New Brunswick. And some of the Arabs there even speak Amazigh , a North African language , among themselves.
Observes and compares demographic patterns across ethnic groups and Canadian regions based on video content consumption.
Comparative
0.85
MelihAkgun-pg8hs
Jan 27, 2026
sihk church gives you food and shelter, american churchs call the police and say "this guy is tresspasing in the church idk he wants like charity or something wierd"
sihk church gives you food and shelter, american churchs call the police and say "this guy is tresspasing in the church idk he wants like charity or something wierd"
Compares charitable practices between Sikh and American churches, contrasting cultural approaches to community support.
zip2884
Jan 27, 2026
Same in Ireland
Same in Ireland
Compares the Canadian immigration situation to Ireland, suggesting similar demographic patterns across countries.
Comparative
0.85
2010oblivion1
Jan 27, 2026
Wish Trudeau was the US president
Wish Trudeau was the US president
Comparison of Trudeau to US president, ranking Canadian leadership favorably against American alternative.
Comparative
0.85
@mbvphotography
Mar 4, 2025
Time for new stronger alliances…. Canadians and Canadian goods and services are most welcome in Australia. And I’m sure the same goes the Europeans, Asians, China and India.
Time for new stronger alliances…. Canadians and Canadian goods and services are most welcome in Australia. And I’m sure the same goes the Europeans, Asians, China and India.
Proposes new international alliances by comparing Canada's appeal to multiple countries, using comparative framing to suggest geopolitical realignment.
@AKA001
Mar 4, 2025
I wonder if Trump has inadvertently managed to resuscitate Trudeau’s political career.
I wonder if Trump has inadvertently managed to resuscitate Trudeau’s political career.
Compares Trump's impact to Trudeau's political fortunes, using one figure to frame the other.
Comparative
0.85
@paulcanaday-elliott9834
Mar 4, 2025
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)