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
Needed to be said.
Needed to be said.
Brief affirmation of agreement with the video's message, expressing support for the position being presented.
Solidarity
0.65
@wtf2203
Mar 4, 2025
Good for Quebec Just about time
Good for Quebec
Just about time
Brief approval of Quebec's immigration policy stance, expressing support for regional action.
Solidarity
0.65
alejandroavendano7988
Nov 20, 2025
I was always remember the trade between united states and Canada \n So brave
I was always remember the trade between united states and Canada \n So brave
Expresses appreciation for Canada-US trade relationship and admiration for Trudeau's bravery, combining solidarity with comparative framing of bilateral relations.
@robertnussberger6449
Mar 4, 2025
??????❤️❤️❤️??????
??????❤️❤️❤️??????
The comment uses hearts and question marks, likely expressing emotional support or agreement.
Solidarity
0.65
@sustainablehomemakingskills
Mar 4, 2025
100% right as always !
100% right as always !
Brief affirmation of agreement with video content, expressing support though context is ambiguous.
Solidarity
0.65
AndrewStaniszewski-zl8lw
Feb 21, 2026
I’m a pet and stands with Canada also.
I’m a pet and stands with Canada also.
Brief statement of support for Canada, though the self-identification as 'a pet' is unclear or possibly humorous.
Solidarity
0.65
@rnou5388
Mar 4, 2025
SPEAK TRUDEAU! SON OF JETHRO, PRIEST OF MEDIAN, FATHER-IN-LAW OF MOSES, SON OF JOSEPH OF ARAMETHIA & MARY MAGDALENE, SON OF CONSTANTINE, WE ARE WRONG! MAY YOU CONTINUE TO STAND FOR RIGHT! BLESSINGS! Y-E-A-H! PREVAIL! …
SPEAK TRUDEAU! SON OF JETHRO, PRIEST OF MEDIAN, FATHER-IN-LAW OF MOSES, SON OF JOSEPH OF ARAMETHIA & MARY MAGDALENE, SON OF CONSTANTINE, WE ARE WRONG! MAY YOU CONTINUE TO STAND FOR RIGHT! BLESSINGS! Y-E-A-H! PREVAIL! PREVAIL! PREVAIL!! PREVAIL!!!
Enthusiastic support for Trudeau with religious/mystical language and repeated affirmations of standing for 'right,' expressing solidarity despite unconventional tone.
@SamuelPierce-f5f
Mar 4, 2025
?????...❤ from Italy
?????...❤ from Italy
Brief expression of support or empathy from an international perspective, indicated by heart emoji and greeting.
Solidarity
0.65
@paolotrivinibellini6400
Mar 4, 2025
Elbows up my fellow Canadians
Elbows up my fellow Canadians
A rallying cry of support and camaraderie directed at fellow Canadians, expressing collective identity and solidarity.
@alive4metal731
Mar 4, 2025
That's good because they enjoyed living over there, we also are all the same people's who lived in this cruel world, so let's just enjoy it even if it's not right anymore, but at least …
That's good because they enjoyed living over there, we also are all the same people's who lived in this cruel world, so let's just enjoy it even if it's not right anymore, but at least we are still good people's.
Expresses acceptance and shared humanity across groups, though the comment is somewhat incoherent in structure.
Cyrus_Vlog-s7w
Jan 27, 2026
thank god canada is getting some love. we are hurting here
thank god canada is getting some love. we are hurting here
Expresses support and appreciation for Canada receiving attention, framed as positive affirmation though context suggests support for anti-immigration sentiment.
Solidarity
0.65
chadcrow7611
Jan 29, 2026
??????????????????????????????????????????????????????????????????????????????????????God Almighty always stand up with Canada ?? ? ? ❤️
??????????????????????????????????????????????????????????????????????????????????????God Almighty always stand up with Canada ?? ? ? ❤️
Expresses support and encouragement for Canada with religious/emotional language despite unclear phrasing.
@daliamartinezclervil3889
Mar 4, 2025
❤❤❤❤i lv canda also. Hes a. Bitc#?????
❤❤❤❤i lv canda also. Hes a. Bitc#?????
Expresses love for Canada with garbled text; primarily a positive sentiment toward Canada, though the comment is unclear and somewhat meta in nature.
@johnziruolo9674
Mar 4, 2025
We know what we doing. We are working together. All ways
We know what we doing. We are working together. All ways
Vague expression of unity and collective action, though minimal context makes classification uncertain; appears supportive in tone.
Solidarity
0.65
@MohamedAbshir-y2f
Mar 5, 2025
I believe you.
I believe you.
Brief expression of agreement and support for the video creator's position or statement.
Solidarity
0.65
@violacankosyan6898
Mar 4, 2025
Good decision!
Good decision!
Brief affirmation of a decision, likely supporting immigration restrictions, though minimal context.
Solidarity
0.65
waynejohnson2500
Nov 21, 2025
Bring it on
Bring it on
Minimal expression of support or encouragement for Canada's position.
Solidarity
0.65
@indianaprice8690
Mar 4, 2025
Speaker of the free world
Speaker of the free world
Brief affirmation of Trudeau as a leader of the free world, expressing support and admiration.
Solidarity
0.65
@Sgt.Riggs.81
Mar 4, 2025
God bless based ebike guy
God bless based ebike guy
Supportive blessing of someone ('ebike guy') with ironic/slang framing ('based'), expressing approval.
Warren_Williams
Jan 27, 2026
India..., such a beautiful culture..., living in troubled times, is the lot of us all.
India..., such a beautiful culture..., living in troubled times, is the lot of us all.
Expresses appreciation for Indian culture and empathy for shared human struggles, showing welcoming sentiment.
jeromethibodeau4378
Sep 19, 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)