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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Solidarity
4,947 comments
God bless Canada
God bless Canada
Brief expression of support and goodwill toward Canada.
Solidarity
0.90
@ThePianoTween11
Mar 4, 2025
American here. Please stay strong Canada! Don't ever bend the knee. Don't ever kiss the ring. Not all of us voted for the tyrant who is currently occupying the White House.
American here. Please stay strong Canada! Don't ever bend the knee. Don't ever kiss the ring. Not all of us voted for the tyrant who is currently occupying the White House.
American expressing support for Canada and distancing themselves from current US administration.
@LoriAmbrose-t4x
Mar 5, 2025
Well said, Justin. ?
Well said, Justin. ?
Simple expression of approval and support for Trudeau's statement.
Solidarity
0.90
@paulfromperth5713
Mar 5, 2025
Thank you very much
Thank you very much
Brief expression of gratitude and appreciation, indicating support or agreement with the video's message.
Solidarity
0.90
manuelduah7308
Mar 30, 2025
American. Good for you! We do t want this either. We people of America love Canada and its citizens
American. Good for you! We do t want this either. We people of America love Canada and its citizens
American commenter expresses shared values and affection for Canada, asserting common ground between peoples despite political tensions.
@Shamansoracle
Mar 4, 2025
Respect from Denmark ??❤️??
Respect from Denmark ??❤️??
International expression of respect and support for Canada's position.
Solidarity
0.90
@michaellarsen9548
Mar 4, 2025
As a Canadian who lives in an area with high immigration levels, this is not the sentiment of the majority. I work alongside many people who were trained abroad from a variety of cultures and …
As a Canadian who lives in an area with high immigration levels, this is not the sentiment of the majority. I work alongside many people who were trained abroad from a variety of cultures and my experience has been great. Immigration has brought a lot of positives to Canada. And at some point, majority of us or our families immigrated here. There’s a lot more to the story than these random conversational clips. I am not condoning smuggling, that should never happen. But in every people group you’ll find illegal activity, that doesn’t mean that’s how they all operate.
Defends immigrants, expresses positive personal experience, and appeals to fairness and nuance in immigration discourse.
courtneyd2085
Jan 29, 2026
Great speech ❤
Great speech ❤
Brief expression of approval and support for the speech/speaker with emotional affirmation.
Solidarity
0.90
@Sunny-hl2ch
Mar 4, 2025
Wish I lived in Canada ? What a great leader
Wish I lived in Canada ? What a great leader
Expresses admiration for Trudeau as a leader and desire to live in Canada, showing support.
Solidarity
0.90
@Thomastorr
Mar 4, 2025
Stunningly articulate and easy to understand speech. Almost saddened to hear he won't be prime minister anymore.
Stunningly articulate and easy to understand speech. Almost saddened to hear he won't be prime minister anymore.
Positive endorsement and empathetic expression of support for the speaker's leadership qualities.
Solidarity
0.90
@Biison911
Mar 4, 2025
Sikh’s and Punjabis are good people, I know many. Respectful, hardworking, friendly, and often speak excellent English. I would gladly welcome more into my community
Sikh’s and Punjabis are good people, I know many. Respectful, hardworking, friendly, and often speak excellent English. I would gladly welcome more into my community
Expresses welcoming sentiment toward Sikh and Punjabi immigrants based on positive personal experience, explicitly endorsing their integration.
WrinkledPugoda
Jan 29, 2026
Love you our Canadian brothers!!!!! Im so sorry!!!!! Fight fight fight❤❤❤❤❤ love you from America!!!! SemperFi!!!!!❤❤❤❤
Love you our Canadian brothers!!!!! Im so sorry!!!!! Fight fight fight❤❤❤❤❤ love you from America!!!! SemperFi!!!!!❤❤❤❤
Expresses strong emotional support and encouragement to Canadians from an American commenter, with repeated affirmations of love and solidarity.
Solidarity
0.90
@ikerrodriguez9088
Mar 4, 2025
La France est avec le Canada ?? ??
La France est avec le Canada ?? ??
Expresses support and solidarity with Canada from France using emojis and affirmative language.
Solidarity
0.90
@alexflc6063
Mar 4, 2025
Sorry Canada & the world
Sorry Canada & the world
Brief apology from a US commenter expressing solidarity and empathy with Canada and the world regarding US government actions.
Solidarity
0.90
@melissabasden4755
Mar 4, 2025
well done canada ?? from the uk ??
well done canada ?? from the uk ??
Brief expression of support and approval for Canada from a UK perspective.
Solidarity
0.90
@sam-xz5tc
Mar 5, 2025
Well done Canada.?.
Well done Canada.?.
Brief expression of support and approval for Canada's position.
Solidarity
0.90
@joserodriguez-dm4lr
Mar 5, 2025
Good for Canada! ?? #Statesman #Leadership
Good for Canada! ?? #Statesman #Leadership
Brief expression of approval and support for Canada's actions, using positive hashtags about leadership.
Solidarity
0.90
@DeeLew714
Mar 4, 2025
I am Australian and I send all my love and prayers. ???
I am Australian and I send all my love and prayers. ???
International expression of support, love, and prayers for Canada.
Solidarity
0.90
@Lightning-speed27
Mar 5, 2025
Much love to our Canadian friends from the people of Ukraine!\n❤️???❤️
Much love to our Canadian friends from the people of Ukraine!\n❤️???❤️
Expresses solidarity with Canada from Ukraine, positioning Canada positively in international context.
@IndigoFeather
Mar 4, 2025
Well done!!!
Well done!!!
Brief expression of approval and encouragement toward the subject of the video.
Solidarity
0.90
@ingridsuhr993
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)