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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Humor / Satire
4,434 comments
Its NOT about the Fentanyl or Border Crossings Justin. Its because his wife Melania has the hots for you. This is personal for him.
Its NOT about the Fentanyl or Border Crossings Justin. Its because his wife Melania has the hots for you. This is personal for him.
Uses absurdist humor and sarcasm to mock the political situation by making a ridiculous personal claim about Melania Trump.
@JB-re9hc
Mar 4, 2025
Real talk... !! Indans take over canada .. it calls now CANA-DIANS..😅😅😅😅
Real talk... !! Indans take over canada .. it calls now CANA-DIANS..😅😅😅😅
Uses sarcasm and wordplay ('CANA-DIANS') to mock demographic change, combining humor with identity-based framing.
Oxxo408
Oct 27, 2025
LMAO i love that white guy! he's based AF!!
LMAO i love that white guy! he's based AF!!
Uses casual slang and laughter to express approval of a video participant, with ironic/comedic tone.
ponuni
Jan 27, 2026
Just allow DUI and DWI offenders to enter Canada and you’ll be fine .
Just allow DUI and DWI offenders to enter Canada and you’ll be fine .
Sarcastic suggestion that Canada should lower immigration standards, using irony to critique policy.
Humor / Satire
0.85
@txujci6922
Mar 4, 2025
This is the promise land 😂😂
This is the promise land 😂😂
Uses sarcastic emoji and ironic tone to mock the characterization of Canada as a 'promised land.'
Humor / Satire
0.85
cleanworld4362
Jan 27, 2026
The irony of the obese guy on the bicycle talking about people's intelligence LOL.
The irony of the obese guy on the bicycle talking about people's intelligence LOL.
Uses sarcastic humor to mock the video creator's appearance while dismissing their argument about intelligence.
OfLaSoul
Jan 27, 2026
Didn’t know India had snow till now
Didn’t know India had snow till now
Makes a joking observation about climate/geography, using ironic surprise to comment on the video's content.
Humor / Satire
0.85
LargeMeats
Jan 27, 2026
Canada is my favorite region of India!
Canada is my favorite region of India!
Ironic/sarcastic statement inverting Canada's status as a nation by calling it a 'region of India,' mocking demographic concerns.
Great_White_Tiger
Jan 27, 2026
9:17 in punjabi temple if you cover your head , they will cover your belly (free food 😂)
9:17 in punjabi temple if you cover your head , they will cover your belly (free food 😂)
Lighthearted joke about Punjabi temple hospitality and free food, using humor to reference cultural practice.
charltonamith
Jan 27, 2026
Congratulations! Even more regulations. Canada just keeps making its self better.
Congratulations! Even more regulations. Canada just keeps making its self better.
Uses sarcasm to mock new regulations as unhelpful, with the ellipsis and tone suggesting ironic criticism.
Humor / Satire
0.85
raywhitehead730
Jan 4, 2026
Putin uncorks another bottle of champagne. ?
Putin uncorks another bottle of champagne. ?
Sarcastic jab using the image of Putin celebrating, implying approval of Canada's resistance to Trump.
Humor / Satire
0.85
@petermanale2932
Mar 4, 2025
This is the promise land 😂😂
This is the promise land 😂😂
Identical to previous comment, employing sarcasm with laughing emojis to critique the 'promised land' framing.
Humor / Satire
0.85
cleanworld4362
Jan 27, 2026
Even the Indians are like “too many Indians”
Even the Indians are like “too many Indians”
Uses ironic humor to suggest that even Indian immigrants find too many Indian immigrants problematic.
AW-rs1hp
Jan 27, 2026
I nominate bicycle guy for mayor.
I nominate bicycle guy for mayor.
Lighthearted, joking nomination of a person from the video, using humor rather than serious political engagement.
mrbiglicks8267
Jan 27, 2026
2:59 I think this is Indian English 😅
2:59 I think this is Indian English 😅
Makes a joking observation about language variation, using humor to comment on the video content at a specific timestamp.
MysxOne
Jan 27, 2026
Wow, imagine a supportive talk like that from the (t)dump
Wow, imagine a supportive talk like that from the (t)dump
Sarcastic comparison using wordplay ('(t)dump') to mock Trump's inability to deliver supportive rhetoric like Trudeau.
Humor / Satire
0.85
@user-ce8xg9oi1i
Mar 4, 2025
Good luck Castro! Hope you have airbags!
Good luck Castro! Hope you have airbags!
Commenter uses sarcasm and dark humor, calling Trudeau 'Castro' and making a joke about airbags as a threat.
Humor / Satire
0.85
@danclaunch4564
Mar 4, 2025
Finally Trudeau finds pair balls
Finally Trudeau finds pair balls
Sarcastic, colloquial expression of approval using crude humor about Trudeau's assertiveness.
Humor / Satire
0.85
@SusanRube
Mar 4, 2025
Mango Mussolini will never forgive Justin for that look Melania gave him
Mango Mussolini will never forgive Justin for that look Melania gave him
Uses sarcastic nickname ('Mango Mussolini') and references a personal anecdote as humorous political commentary.
@PacificSword
Mar 4, 2025
Lmaoooo you know its bad when the indian guy says its too much! 🤣🤣
Lmaoooo you know its bad when the indian guy says its too much! 🤣🤣
Uses ironic humor and laughing emojis to mock the severity of immigration concerns by noting even an Indian person acknowledges the problem.
Humor / Satire
0.85
TGBM0
Jan 27, 2026
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)