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
Make that make sense indeed. What a shitshow unreal.
Make that make sense indeed. What a shitshow unreal.
Uses sarcasm ('make that make sense') and crude language to mock the situation described in the video as absurd.
@rory6315
Mar 4, 2025
India is superpower Saaaaarrr 🇮🇳 💩 💩
India is superpower Saaaaarrr 🇮🇳 💩 💩
Sarcastic mockery using exaggeration and emoji to ridicule national pride claims.
cyrid1038
Jan 27, 2026
Golden age for US… in pee and shit of silly Trump!
Golden age for US… in pee and shit of silly Trump!
Uses crude sarcasm and vulgar wordplay to mock Trump's presidency as a 'golden age.'
Humor / Satire
0.82
@Ninja_Revenge
Mar 4, 2025
Why care about new rules? I'm never going back 😂
Why care about new rules? I'm never going back 😂
Uses humor and emoji to dismiss USA travel concerns while implicitly preferring Canada.
selenawolf2466
Dec 9, 2025
Didn’t you know? To combat a housing shortage and a high unemployment rate you simply add more people! Are you stupid?
Didn’t you know? To combat a housing shortage and a high unemployment rate you simply add more people! Are you stupid?
Uses sarcastic rhetorical question ('Are you stupid?') to mock the logic of immigration policy during housing/employment crisis.
bobmatt1966
Jun 18, 2025
It’s Canada we’ll give them a check an say thank you for coming to Canada sorry for the life you have
It’s Canada we’ll give them a check an say thank you for coming to Canada sorry for the life you have
Uses ironic, stereotypical characterization of Canadian generosity and politeness toward immigrants as satirical commentary.
andrewfrazz5988
Feb 18, 2026
Canadians are going to leave and set up in another country, prosper, then their grandchildren can come back and invest in Canada, which will be a third world resource rich country with cheap labor😂
Canadians are going to leave and set up in another country, prosper, then their grandchildren can come back and invest in Canada, which will be a third world resource rich country with cheap labor😂
Uses ironic, darkly comedic tone with emoji to satirize Canada's future decline through immigration, blending satire with underlying anxiety.
m.katherinelamont1873
Aug 26, 2025
Trump declared bankruptcy 7 times. USA will be his last 8 time.
Trump declared bankruptcy 7 times. USA will be his last 8 time.
Uses sarcastic/ironic comparison of Trump's bankruptcy history to predict USA's economic fate.
@Dominatorforex
Mar 4, 2025
You call people with passports and visas “invaders”. Did the nurse drop u when u were a baby?
You call people with passports and visas “invaders”. Did the nurse drop u when u were a baby?
Uses sarcastic insult to mock another commenter's characterization of legal immigrants as 'invaders,' employing humor to critique their argument.
dabull1381
Feb 25, 2026
Justin, you are too nice, Donald is in no way smart.....not intellectually, not street smart, I mean the dude chose to look like that, that isn't smart...
Justin, you are too nice, Donald is in no way smart.....not intellectually, not street smart, I mean the dude chose to look like that, that isn't smart...
Sarcastic, mocking commentary about Trump's intelligence and appearance, using humor to critique.
@michelesmith7396
Mar 4, 2025
You should do some more videos in Canada dude! Lots to choose from. You’re intense for getting smuggled 😂
You should do some more videos in Canada dude! Lots to choose from. You’re intense for getting smuggled 😂
Joking tone with emoji and playful reference to 'smuggled,' combined with a light suggestion for more content.
Nerftheworld
Jan 27, 2026
Maybe Trump loves inflation, if he has fixed rate debt on all his real estate
Maybe Trump loves inflation, if he has fixed rate debt on all his real estate
Sarcastic speculation about Trump's personal financial interests, using irony to critique economic policy.
@zadokp
Mar 4, 2025
Canada loves Indian food so the rest is history
Canada loves Indian food so the rest is history
Uses lighthearted, tongue-in-cheek reasoning to explain Canada's acceptance of Indian immigrants.
Humor / Satire
0.82
Bigbirdwin1991
Feb 28, 2026
As a Canadian, I am tired from liking all the comments... lol
As a Canadian, I am tired from liking all the comments... lol
Self-deprecating joke about liking many supportive comments, using humor to express Canadian solidarity.
@Ogami0Itto
Mar 4, 2025
Look Donny, no teleprompter
Look Donny, no teleprompter
Sarcastic jab at Trump's speaking style, using irony to mock rather than substantively engage.
@rich3318
Mar 4, 2025
The guy with the bike is the highlight😂me 100%
The guy with the bike is the highlight😂me 100%
Expresses amusement at a video participant's appearance or behavior, identifying with them humorously.
jwily878
Mar 3, 2026
I as a Sikh living in India can ensure you that even of Khalistan is made, none of them are returning to live in 40°C. 🤣
I as a Sikh living in India can ensure you that even of Khalistan is made, none of them are returning to live in 40°C. 🤣
Uses humorous personal perspective to satirize claims about Khalistan separatism through practical climate-based reasoning.
harshdeepsingh2372
Jan 27, 2026
People looking at me like I’m a migrant and I’m First Nations frigging euro migrants complaining about migrants lol
People looking at me like I’m a migrant and I’m First Nations frigging euro migrants complaining about migrants lol
Uses ironic commentary pointing out the hypocrisy of European-descended Canadians (themselves migrants) complaining about migrants, with sarcastic tone ('frigging').
Moviebuff71
Aug 25, 2025
Brother you should've messaged me I would've bought you a coffee from Singh Hortons.
Brother you should've messaged me I would've bought you a coffee from Singh Hortons.
Joking offer of hospitality using a pun ('Singh Hortons'), combining humor with welcoming sentiment.
chrisgrieve9533
Jan 27, 2026
They even built a monkey statue 😂
They even built a monkey statue 😂
Uses joking tone with emoji to make a satirical comment about cultural representation.
realcandycrab
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)