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
Well once you get this all figured out let us know, that way we can start using the local drive thru's, might finally be able to understand the person on the other side of the …
Well once you get this all figured out let us know, that way we can start using the local drive thru's, might finally be able to understand the person on the other side of the speaker!!!!
Uses sarcasm and a joke about language barriers to critique immigration, with xenophobic undertones.
borncanadian1688
Dec 24, 2025
lol 1:01 dude in tanktop and black hat is homeless ? at least the shelter feeds him well..
lol 1:01 dude in tanktop and black hat is homeless ?
at least the shelter feeds him well..
The commenter makes a sarcastic joke about a person visible in the video, using ironic commentary about their appearance and circumstances.
TL....
Dec 21, 2025
Fantastic, more more more is needed.😂
Fantastic, more more more is needed.😂
Uses sarcastic tone ('more more more is needed' with laughing emoji) to express support for immigration in a humorous way.
SteveConrad-l9j
Dec 24, 2025
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
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
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
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
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
But we really need to import 15 million more doctors and engineers
But we really need to import 15 million more doctors and engineers
Sarcastic comment mocking immigration policy by exaggerating the number of imported professionals.
@Zastowny6660
Feb 20, 2026
duniapun tau klo orang2 india suka makan tahiiiii 😂
duniapun tau klo orang2 india suka makan tahiiiii 😂
Uses crude humor and stereotyping about Indian dietary practices with laughing emoji, appearing satirical but potentially offensive.
caroline-o5n
Feb 19, 2026
Someone must have given wrong information to the bicycle uncle, he does not know that only upper caste people eat cow dung.
Someone must have given wrong information to the bicycle uncle, he does not know that only upper caste people eat cow dung.
Uses sarcasm and false claims about caste practices to mock or critique misinformation, employing ironic commentary.
Mr.Lord.77
Jan 29, 2026
operation human human trafficking in 13 minutes now thats a speedrun
operation human human trafficking in 13 minutes now thats a speedrun
Uses sarcastic hyperbole ('speedrun') to mock the video's framing of immigration as human trafficking.
Bizza12345
Jan 28, 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)