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
Humor / Satire
4,434 comments
Trumpsky has lost the plot ???
Trumpsky has lost the plot ???
Dismissive rhetorical question with sarcastic tone ('Trumpsky') rather than substantive critique.
Humor / Satire
0.70
@martynetheridge5772
Mar 4, 2025
This is hilarious, they have the same issues as the US of A when Democrats run the country. They have no clue where immigrants are, or how much they spend on immigrants (know it is …
This is hilarious, they have the same issues as the US of A when Democrats run the country. They have no clue where immigrants are, or how much they spend on immigrants (know it is higher than a citizen)
Uses sarcasm and comparison to US politics while making unsubstantiated claims about government spending on immigrants.
Inokea560
Jan 11, 2026
@8:55... they walk naked inside the home and you walk naked on the street. First you change you old hypocrite....
@8:55... they walk naked inside the home and you walk naked on the street. First you change you old hypocrite....
Sarcastic jab at cultural hypocrisy using crude humor to critique someone's position.
adiporsh
Sep 19, 2025
Skippy the closet boy and Roxham Rd.😅😅😅
Skippy the closet boy and Roxham Rd.😅😅😅
Uses sarcasm and emojis to mock political figures and immigration policy in a satirical manner.
jeffreybaker9165
Feb 17, 2026
America being big meanies ???
America being big meanies ???
Uses sarcastic, dismissive language ('big meanies') to mock the characterization of America's actions in a humorous tone.
Humor / Satire
0.70
@Marcus-rg7bg
Mar 4, 2025
WHEN YOU HV NO INTENTION 😮TO WORK ITS ALWAYS (HARD) TO FIND WORK😂😂😂
WHEN YOU HV NO INTENTION 😮TO WORK ITS ALWAYS (HARD) TO FIND WORK😂😂😂
Makes a sarcastic claim about immigrants' work ethic using humor and emojis, though the underlying assertion lacks evidence.
khananwar5014
Sep 15, 2025
East Indians are famous for their honesty. They should be allowed to come to Canada in an unlimited number. Invite more Punjabis to Surrey BC, https://www.youtube.com/watch?v=uWvuNnRwDZ0
East Indians are famous for their honesty. They should be allowed to come to Canada in an unlimited number. Invite more Punjabis to Surrey BC, https://www.youtube.com/watch?v=uWvuNnRwDZ0
Appears to be sarcastic praise for East Indians paired with a YouTube link, mixing ironic commentary with promotional content.
rufinogalagan1449
Oct 10, 2025
Based helmet guy
Based helmet guy
Brief, cryptic reference using internet slang ('based') that appears to be ironic commentary on a figure in the video.
natsudragneel95240
Jan 27, 2026
FOTUS $trikes again. Gawd BLE$$ amerika ?
FOTUS $trikes again. Gawd BLE$$ amerika ?
Sarcastic commentary with dollar signs replacing letters ('$trikes', 'BLE$$') mocking US politics and expressing ironic patriotism.
@walterkocher
Mar 4, 2025
INDIA, CANADA lol
INDIA, CANADA lol
Brief, cryptic comment with 'lol' suggesting sarcastic or joking commentary about India-Canada connection.
Humor / Satire
0.70
hiddenrainn
Jan 27, 2026
Wait did he say dictator with who his dad is ? enjoy the weather Canada
Wait did he say dictator with who his dad is ? enjoy the weather Canada
Uses sarcasm about family background and ironic well-wishes, comparing Canada favorably to the US.
@fenrircook3748
Mar 4, 2025
Way to go Mr … AND LISTEN YOU ELON MUSK PRESIDENT OF USA ?? BECAUSE THE OTHER ONE IS A ? … Well they are both the same really
Way to go Mr … AND LISTEN YOU ELON MUSK PRESIDENT OF USA ?? BECAUSE THE OTHER ONE IS A ? … Well they are both the same really
Sarcastic commentary conflating Elon Musk with US presidency, using irony to critique leadership.
@yayazarellan2086
Mar 4, 2025
Graduation American Russian , you just make ur daddy happy (putin)...
Graduation American Russian , you just make ur daddy happy (putin)...
Uses sarcastic/mocking tone with a jab at the US president's alleged loyalty to Putin, employing ironic commentary.
@kennyvuu1487
Mar 4, 2025
JD is the New Candy man ?
JD is the New Candy man ?
Uses cryptic wordplay ('New Candy man') that appears to be sarcastic or joking commentary on a political figure.
Humor / Satire
0.70
@majeedahgriffin9443
Mar 4, 2025
O now you care ,,,,, ur a goof Trudeau ,,,,,,, we will overcome anything that comes our way .
O now you care ,,,,, ur a goof Trudeau ,,,,,,, we will overcome anything that comes our way .
Uses sarcasm and mockery toward Trudeau while expressing resilience, with casual tone suggesting ironic commentary.
@southpawsudz3552
Mar 4, 2025
hilarious seeing this from this traitor of a PM trudeau
hilarious seeing this from this traitor of a PM trudeau
Uses sarcasm and mockery ('hilarious,' 'traitor') to criticize Trudeau, blending satirical tone with identity-based condemnation.
@yacht778
Mar 4, 2025
Indians nhi khalistani be in your dreams like an ostrich
Indians nhi khalistani be in your dreams like an ostrich
Cryptic, sarcastic comment using wordplay and cultural references in what appears to be a joking or dismissive tone.
mohitmittal6695
Jan 27, 2026
Donald, watch and learn
Donald, watch and learn
Brief sarcastic or ironic jab at Trump using imperative tone, likely mocking rather than literal instruction.
Humor / Satire
0.70
@andrehnguyen
Mar 4, 2025
Kamala somewhere like “told y’all”???
Kamala somewhere like “told y’all”???
Sarcastic reference to Kamala Harris with mocking tone, using humor to comment on political situation.
Humor / Satire
0.70
@MorningWood9inch
Mar 4, 2025
Stupid is as stupid does
Stupid is as stupid does
Uses a well-known idiom/catchphrase in a dismissive way, likely intended as sarcastic commentary rather than substantive critique.
Humor / Satire
0.70
@tgreen9110
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)