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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Fear / Threat
3,873 comments
Yeah, when the Yellowstone supervolcano wakes up and causes massive damage in the US don't ask for help to your (gone) allies...
Yeah, when the Yellowstone supervolcano wakes up and causes massive damage in the US don't ask for help to your (gone) allies...
Expresses catastrophic threat scenario (supervolcano) and warns of consequences for allies, combining disaster anxiety with comparative framing.
@danielnavarro8569
Mar 4, 2025
It all looks like a coup d'état has succeeded in America, and Trump acts like a seasoned Russian stooge. If an enemy were to infiltrate the American establishment, they would behave exactly as Trump and …
It all looks like a coup d'état has succeeded in America, and Trump acts like a seasoned Russian stooge. If an enemy were to infiltrate the American establishment, they would behave exactly as Trump and his gang do now—under the guise of patriotism
Expresses alarm about political infiltration and authoritarian threat, framing Trump as a foreign agent without substantiation.
@rovshanbagirov4653
Mar 4, 2025
The American people don't want this. Only DT does. He will not stop until our country is destroyed.
The American people don't want this. Only DT does. He will not stop until our country is destroyed.
Expresses alarm about national destruction and criticizes Trump's policies as harmful to the country.
@amandaperri9481
Mar 4, 2025
Trump and Musk are going to cash out...and WE are all going to pay for it!!!
Trump and Musk are going to cash out...and WE are all going to pay for it!!!
Expresses alarm that Trump and Musk will profit while ordinary people bear financial costs, combining economic concern with threat perception.
@Monkiesuncle
Mar 4, 2025
You all south of the 49th parallel are gonna find out real quick what consequences are all about.
You all south of the 49th parallel are gonna find out real quick what consequences are all about.
Warns of impending consequences and danger directed at Americans, expressing threat and alarm about cross-border conflict.
@searchpei470
Mar 4, 2025
Unless Russia comes down through the arctic and America invade from the south
Unless Russia comes down through the arctic and America invade from the south
Expresses security concerns about potential military threats from multiple directions, framing geopolitical vulnerability.
@susanyeadon6657
Mar 4, 2025
Everything has gone down the drain. Firstly, millions got in 2023 and now with their permits expiring. Not all would leave voluntarily.
Everything has gone down the drain. Firstly, millions got in 2023 and now with their permits expiring. Not all would leave voluntarily.
Expresses alarm about mass immigration in 2023 and concerns about non-voluntary departures when permits expire.
varunchanana8890
Jan 19, 2026
American is next, they are taking over. City like Chicago
American is next, they are taking over. City like Chicago
Expresses alarm about immigrants 'taking over' America and cites Chicago as evidence, combining threat language with comparative framing.
anitahall3340
Oct 27, 2025
Now you understand why criminal activities have been increased!!! Find those criminals and deport them. Make Canada great again!
Now you understand why criminal activities have been increased!!! Find those criminals and deport them. Make Canada great again!
Expresses security concerns about criminal activity linked to immigration and calls for deportation action.
taherehzanjani2776
Oct 20, 2025
This is insane were at war with Canada thanks to ALL The STUPID MAGA People Who Were Hell Bend Over in Hatred of Other Persons that have a Different color than you. Instead using common …
This is insane were at war with Canada thanks to ALL The STUPID MAGA People Who Were Hell Bend Over in Hatred of Other Persons that have a Different color than you. Instead using common sense and do some actual research on these Clowns in the white house and checked out other media outlets that doesn't cater to your false egos and pride and false information from these habitual liars and fact xheck who is the truth teller and who is the liars and it all comes to Trump and his Criminal Clowns he has placed in Office
Expresses alarm about conflict with Canada and attributes it to hatred and misinformation from Trump supporters and administration.
@rajeenebryant3312
Mar 4, 2025
Tyler, come to Surrey, BC on the west coast of Canada where we are having Indian extortion shootings almost every day! They are shootings at other Indian homes and Businesses.
Tyler, come to Surrey, BC on the west coast of Canada where we are having Indian extortion shootings almost every day! They are shootings at other Indian homes and Businesses.
Expresses security concerns and demographic anxiety by citing violent crime statistics tied to a specific ethnic group.
allywoodgate6916
Jan 27, 2026
Go to the middle of nowhere northwest Ontario and they are there too
Go to the middle of nowhere northwest Ontario and they are there too
Expresses alarm about immigrant presence spreading to remote areas, framing geographic dispersal as a concerning demographic trend.
FootUnderground
Jan 27, 2026
WOW ! Canada is screwed. Unbelievable 😢. Keep em in Canada. The United States don't want them.
WOW ! Canada is screwed. Unbelievable 😢. Keep em in Canada. The United States don't want them.
Expresses alarm about Canada's future and demographic change, with exclusionary framing toward immigrants.
peace2256
Oct 26, 2025
I feel so bad for the Canadian living in that city.. it's like they're colonizing the city... that's scary!
I feel so bad for the Canadian living in that city.. it's like they're colonizing the city... that's scary!
Expresses anxiety about immigrant presence as colonization threat, framing demographic change as scary and harmful to existing residents.
MsKRRey
Oct 26, 2025
Fuck this place! Canada not Candia! Deodorant or deport!
Fuck this place! Canada not Candia! Deodorant or deport!
Expresses frustration with cultural change and implicitly calls for deportation, combining xenophobic sentiment with a demand for action.
gregszepietowski9534
Oct 9, 2025
BRAMPTON IS THE MOST RACIST TOWN IN CANADA!!!
BRAMPTON IS THE MOST RACIST TOWN IN CANADA!!!
Asserts that a specific town is racist, expressing concern about racial/ethnic tensions and community conflict.
andrewhenneberry12
Oct 7, 2025
If your American and own a farm, SELL IT FAST! Farms will be lost in the first rounds of this trade war with the civilized world.
If your American and own a farm, SELL IT FAST! Farms will be lost in the first rounds of this trade war with the civilized world.
Warns of economic danger (farm loss) from trade war, expressing alarm about consequences.
Mar 4, 2025
that fucking smell......i got indian fatigue already by watching this video
that fucking smell......i got indian fatigue already by watching this video
Expresses xenophobic sentiment using dehumanizing language and claims fatigue from exposure to a specific ethnic group, indicating demographic anxiety.
lizzardlivesmatters
Oct 14, 2025
Well they sure are 🤢🤮
Well they sure are 🤢🤮
Expresses disgust through emojis toward an unspecified group, conveying demographic anxiety and negative sentiment.
Oatsy360_Pubg
Jan 27, 2026
thanks to them , do it as best as possible to destroy this country
thanks to them , do it as best as possible to destroy this country
Frames immigrants as destructive threat to the country with implied call for action against them.
mostafasamiepour
Oct 12, 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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