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
Somebody in russia was smiling.
Somebody in russia was smiling.
Implies Russia benefits from the situation discussed, comparing geopolitical positions and suggesting threat implications.
@bimbog7731
Mar 4, 2025
Please make our county your 11th province.
Please make our county your 11th province.
Comment humorously suggests the US become Canada's 11th province, framing a comparative relationship between nations with satirical intent.
@StevenFuller55
Mar 4, 2025
The world respects Canada and this Scot is disgusted with Mr Trump's antics.
The world respects Canada and this Scot is disgusted with Mr Trump's antics.
Compares Canada's international reputation favorably to Trump's America, positioning a Scottish perspective as external validation.
@Dunbardoddy
Mar 4, 2025
Try immigrate too Rusia or North Korea...😇😁
Try immigrate too Rusia or North Korea...😇😁
Compares Canada to Russia and North Korea with sarcastic emojis, implying Canada is better by contrast.
rland1521
Feb 21, 2026
its the same over in the UK they have all this info and yet it just keep happening. its funny how easy it is to get hold of these trafficker's
its the same over in the UK they have all this info and yet it just keep happening. its funny how easy it is to get hold of these trafficker's
Compares Canada's immigration issues to the UK, suggesting systemic failure across countries.
aaronpike6902
Jan 28, 2026
Come to Frisco tx next 🤢
Come to Frisco tx next 🤢
Compares Canada to another location (Frisco, TX) with negative sentiment, suggesting Canada is preferable.
Comparative
0.75
Adrian-kw1ks
Jan 28, 2026
i strongly believe that the Punjab state in India will not be able to accommodate if all the Punjabis around the world return to live there in Punjab, India
i strongly believe that the Punjab state in India will not be able to accommodate if all the Punjabis around the world return to live there in Punjab, India
Compares capacity of Punjab to accommodate returning diaspora, implying criticism of Indian emigration patterns.
jacksondebbarma7644
Jan 28, 2026
MTL just as bad
MTL just as bad
Compares Montreal to another location, suggesting similar immigration-related problems exist elsewhere in Canada.
Comparative
0.75
mgwookie
Jan 28, 2026
You must have never heard of Cary , Nc 😂😂I kid you not!!!!
You must have never heard of Cary , Nc 😂😂I kid you not!!!!
Compares Canada's diversity to Cary, North Carolina, using humor to make a point about demographic change elsewhere.
tonyalston2252
Jan 28, 2026
From the UK This is the way to make America great again ....Maybe? Please enlighten me
From the UK This is the way to make America great again ....Maybe? Please enlighten me
Commenter from UK compares Canada/US policy to their own context and seeks clarification on the approach.
@MG-qo5ge
Mar 4, 2025
I don't belive what am I watching these days. how Americans can like that i dont know either
I don't belive what am I watching these days. how Americans can like that i dont know either
Expresses disbelief at American political preferences, implicitly contrasting American and Canadian values.
@davidkhergiani6621
Mar 4, 2025
Despite all that trump did not banned Indian
Despite all that trump did not banned Indian
References Trump's immigration policies in comparison to Canada's approach toward Indian immigration.
Comparative
0.75
nusratahmed1163
Jan 28, 2026
Sims to America, Amerca, we are losing the World power, World leadership, mostly our many many years of great friends from Europe, Asia, and all round the world. Even our neighbor Canada and Mexico. World …
Sims to America, Amerca, we are losing the World power, World leadership, mostly our many many years of great friends from Europe, Asia, and all round the world. Even our neighbor Canada and Mexico. World need Peace, World need harmony. Peace and Love!
Comparison of America's position relative to other nations and allies, with appeal to peace and harmony.
@tentersey6363
Mar 4, 2025
soon in the EU with the new "trade deal". I'm curious who voted for this...
soon in the EU with the new "trade deal". I'm curious who voted for this...
Compares Canada's situation to the EU and raises questions about political accountability in a comparative context.
alsdlsaeofs
Jan 28, 2026
TRUMP HAS NO BRAINS. SO CANADA CANNOT BE FOOLED BY HIS POLICIES. SADLY VERY SOON US WILL BECOME 3 RD WORLD COUNTRY. IF THE CHINESE PULL THE SOVEREIGN BONDS OUT. WHAT WILL HAPPEN TO US. …
TRUMP HAS NO BRAINS. SO CANADA CANNOT BE FOOLED BY HIS POLICIES. SADLY VERY SOON US WILL BECOME 3 RD WORLD COUNTRY. IF THE CHINESE PULL THE SOVEREIGN BONDS OUT. WHAT WILL HAPPEN TO US. CANADA WE CAN STAND ON OUR OWN WITH ALL GOD GIVEN RESOURCES AMEN.
Compares Canada favorably to the US while expressing anxiety about US economic collapse and asserting Canadian self-sufficiency and identity.
@srilankadancechannel8309
Mar 4, 2025
why couldn't america get this guy? he's leaving office soon, maybe American could get him...just a thought guys.
why couldn't america get this guy? he's leaving office soon, maybe American could get him...just a thought guys.
Compares Canadian and American leadership, humorously suggesting Americans should recruit Trudeau as their leader.
@chrisbrowne3174
Mar 4, 2025
Trump laughed at Biden but he is the same not OK old man now. He wanted to make America great again but raised inflation, lost neighbours, allies, buyers of military equipment and his own political …
Trump laughed at Biden but he is the same not OK old man now. He wanted to make America great again but raised inflation, lost neighbours, allies, buyers of military equipment and his own political profit. In one day America has become not the first country in the world but it has become known that EU helped Ukraine more and that all countries can live without US. ?
Compares Trump and Biden's leadership while ranking countries' global standing and influence, with implicit critique of US policy outcomes.
@Marianna_vilkova
Mar 4, 2025
I was told in the past that “ Canadian are well educated” but the guy with the bike is unfortunate. He said it himself “ Only poor white trash like us left over”
I was told in the past that “ Canadian are well educated” but the guy with the bike is unfortunate. He said it himself “ Only poor white trash like us left over”
Compares education levels between Canadian groups and uses class-based identity framing to critique native-born Canadians.
Iankeu
Jan 28, 2026
Say Same thing with Europe 🇪🇺 Now, how disgusting and disgusting it is that when you have to show drugs and dick, you mention the country's flag, but when you have to show a bad …
Say Same thing with Europe 🇪🇺
Now, how disgusting and disgusting it is that when you have to show drugs and dick, you mention the country's flag, but when you have to show a bad image of Americans, you don't even mention the American flag. These are those Indians who are Canadian citizens and have been in Canada for more than 50 years, you will say the same thing for European White Christians who immigrate.
Compares Canada's treatment of different immigrant groups (Indians vs. Europeans/Americans) and invokes national/ethnic identity distinctions.
lazyBearSK
Jan 27, 2026
There is christ in india till the 19th century, now everywhere churchs , don't hate just accept
There is christ in india till the 19th century, now everywhere churchs , don't hate just accept
Compares religious/cultural presence in India historically versus now, implicitly comparing Canada's situation to India's, with a call for acceptance.
Trees03
Jan 28, 2026
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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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