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
I’m not going to Magastan, so won’t be a problem
I’m not going to Magastan, so won’t be a problem
Uses sarcastic reference to 'Magastan' to mock Trump-related politics with ironic dismissal.
griggbaylee5808
Dec 10, 2025
Canada needs to build a wall. And make the USA pay for it.
Canada needs to build a wall.
And make the USA pay for it.
Uses ironic reversal of Trump's wall proposal applied to Canada, combining sarcasm with political commentary.
RitalinBoy
Dec 10, 2025
Not if you stay home.
Not if you stay home.
Brief sarcastic response suggesting staying home as a solution to border concerns.
Humor / Satire
0.80
bwyyy7306
Dec 10, 2025
😂😂😂 les canadien
😂😂😂 les canadien
Uses laughing emojis and French phrase 'les canadien' in a mocking or ironic tone, functioning as satirical commentary.
Humor / Satire
0.80
JeanBaptisteFrantzseau-n3s
Feb 24, 2026
Justin Trudeau. That's how. The most punchable face in Canada. Anyone have Ty Domi's #?
Justin Trudeau. That's how. The most punchable face in Canada. Anyone have Ty Domi's #?
Sarcastic attack on Justin Trudeau using crude humor and a veiled threat reference, mixing satire with political criticism.
General_Artorius
Jul 10, 2025
North America reverting to pre-Columbian "India" 🤣🤣🤣🤣🤣🤣
North America reverting to pre-Columbian "India" 🤣🤣🤣🤣🤣🤣
Uses sarcastic emoji and ironic framing to mock demographic change through a joking reference to pre-Columbian history.
toolbaggers
Dec 16, 2025
Many of em are the folks who shit on beaches and cover it up with sand 🤣🤣🤣
Many of em are the folks who shit on beaches and cover it up with sand 🤣🤣🤣
Uses crude humor and stereotypes about immigrant behavior, combining sarcasm with ethnic stereotyping.
JoeInTheElement
Dec 1, 2025
"I came from India" No shit bro
"I came from India" No shit bro
Sarcastic dismissal of a video subject's statement about their origin, using ironic tone to mock or belittle.
wabalaba-r8o
Nov 25, 2025
Who would have thought an ideological zealot with a flare for dramatics would have gone overboard?! (On everything)😖
Who would have thought an ideological zealot with a flare for dramatics would have gone overboard?! (On everything)😖
Sarcastic rhetorical question with ironic tone criticizing leadership character and policy overreach.
happydaze7386
Jun 16, 2025
No we don't have to prepare. Just don't cross the border. PERIOD. 😅
No we don't have to prepare. Just don't cross the border. PERIOD. 😅
Lighthearted, dismissive statement with emoji suggesting a simple solution through humor.
CeeLegalCanada
Dec 9, 2025
The good thing is knowing that Americans will clean toilets and do agriculture ????
The good thing is knowing that Americans will clean toilets and do agriculture ????
Sarcastic commentary using irony about Americans performing low-wage labor, marked by emoji indicating joking tone.
Humor / Satire
0.80
@PauloAraujo273
Mar 5, 2025
No problem. Won’t be heading down there anytime soon. Until the orange clown is gone.
No problem. Won’t be heading down there anytime soon. Until the orange clown is gone.
Uses sarcastic tone ('orange clown') to mock US politics while comparing Canada favorably.
roblipman7069
Dec 8, 2025
Thats right fellow canadians, keep going south. 🎉
Thats right fellow canadians, keep going south. 🎉
Uses ironic celebration emoji to sarcastically encourage Canadians to leave for the USA.
khau4eva
Dec 8, 2025
Missing??? call uber you will find them
Missing??? call uber you will find them
Sarcastic joke suggesting immigrants are easily found via Uber, using irony to mock the video's framing.
Humor / Satire
0.80
rafaelont1
Dec 6, 2025
Its easy, just don't go south or go deep south, mexico.
Its easy, just don't go south or go deep south, mexico.
Uses ironic/sarcastic suggestion about travel alternatives ('go deep south, mexico') as commentary on US policy.
Humor / Satire
0.80
deborhais
Dec 9, 2025
at least the place has some culture now lol
at least the place has some culture now lol
Ironic commentary using 'lol' to sarcastically frame immigration as cultural improvement, employing humor to critique or comment on the situation.
Humor / Satire
0.80
philiprobinson2388
Nov 27, 2025
The white guy saying Africans can’t be cashiers at McDonald’s meanwhile there is McDonald’s in Africa, this is why he’s riding and wearing a safety vest
The white guy saying Africans can’t be cashiers at McDonald’s meanwhile there is McDonald’s in Africa, this is why he’s riding and wearing a safety vest
Uses sarcasm and mockery to critique racist hiring discrimination, with a jab at the person's appearance.
ashleymercedesdiaz
Feb 24, 2026
Most Canadians with a brain refuse to go to USA anyways... Hard pass!😂
Most Canadians with a brain refuse to go to USA anyways...
Hard pass!😂
Uses dismissive humor and emoji to mock Americans and express superiority, combining satire with identity framing.
Grannybigback
Dec 8, 2025
What it means is Jorge here is gonna have to tighten his belt a bit now his income stream is reduced 😂
What it means is Jorge here is gonna have to tighten his belt a bit now his income stream is reduced 😂
Sarcastically jokes that reduced immigration will hurt employers' profits, using a stereotypical immigrant name for comedic effect.
superdupermax
Nov 24, 2025
"Tragedy"? Give us a break!
"Tragedy"? Give us a break!
Uses sarcastic dismissal ('Give us a break!') to mock the characterization of policy changes as tragic.
Humor / Satire
0.80
FrankCostanza-p8m
Nov 23, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)