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
US citizens will soon experience soaring/high prices of goods and services... many will have great difficulties to attend to their basic needs/ and basic services...
US citizens will soon experience soaring/high prices of goods and services... many will have great difficulties to attend to their basic needs/ and basic services...
Expresses alarm about economic consequences (inflation, hardship) resulting from tariff policies, emphasizing threat and anxiety.
@emanvillacorta
Mar 4, 2025
Trump and the GOP are HELL BENT on destroying America and everyone in it
Trump and the GOP are HELL BENT on destroying America and everyone in it
Expresses alarm about Trump and GOP as existential threat to America and its people, using alarmist language.
@ClareChapuis
Mar 4, 2025
President Trump is the right man to deal with these illegal fraudulent students. They'll all be deported by now.
President Trump is the right man to deal with these illegal fraudulent students.
They'll all be deported by now.
Expresses threat perception by labeling students as 'illegal fraudulent' and endorsing deportation as a solution, invoking Trump as enforcer.
hyacinth883
Oct 4, 2025
If Muslims take over Canada.... Won't it become a shit hole country?! I think so. Whites have no culture? Too funny.
If Muslims take over Canada.... Won't it become a shit hole country?! I think so.
Whites have no culture? Too funny.
Expresses demographic anxiety about Muslim majority scenario leading to national decline, combined with identity-based claims about culture.
bradjohnhopwood5853
Aug 29, 2025
This country has turned into a bad joke. I am very sad to say this as a 5th gen but we are looking at leaving as this country is going the wrong direction
This country has turned into a bad joke. I am very sad to say this as a 5th gen but we are looking at leaving as this country is going the wrong direction
Expresses anxiety about national direction and considers emigration, framing Canada as declining.
phoenixnt1
Mar 2, 2026
To keep the left in power AND extreme humanist ideologists destroyed the system. This country is done!
To keep the left in power AND extreme humanist ideologists destroyed the system. This country is done!
Apocalyptic framing of political ideology destroying the nation, combining existential threat with ideological opposition.
CDavid-hv4cf
Jun 18, 2025
They will put their speakers on from their arse then cry loudly under mics and put firecrackers inside their brownhole whenever a festival arrives 🖕🏻👳🏿♂️🕳️🩸
They will put their speakers on from their arse then cry loudly under mics and put firecrackers inside their brownhole whenever a festival arrives 🖕🏻👳🏿♂️🕳️🩸
Uses crude stereotypical humor to express xenophobic fear and cultural antagonism toward immigrant communities.
MyReply_MyChannelBio_forPjeets
Jan 29, 2026
Hehe .. w every generation , population will x2 .. x 4 .. oops. Indira Gandhi tried .. oops. God knows she TRIED. China .. govt limits 1 child per family .. or it'll be …
Hehe .. w every generation , population will x2 .. x 4 .. oops. Indira Gandhi tried .. oops. God knows she TRIED.
China .. govt limits 1 child per family .. or it'll be the same story. Not enuf food to feed the masses. The land cannot contain them.
Scary ..
Expresses demographic anxiety about population growth and resource scarcity, comparing India and China's situations.
HelenN-v8o
Sep 19, 2025
Come to bc Surrey. So many extortion shootings going on from India. Throwing trash everywhere.
Come to bc Surrey. So many extortion shootings going on from India. Throwing trash everywhere.
Reports violent crime and environmental complaints in Surrey, attributing them to Indian immigrants and framing as a security/quality-of-life threat.
BrothaJeff
Jan 28, 2026
Trump is ruining our country !!!!!!!!\nPrices on anything coming into the US will rise dramatically !!!!!\nTHANK YOU TO ALL WHO VOTED IN DICTATOR TRUMP !!!!!!!!! WASN'T THE FIRST TIME BAD ENOUGH ?????????
Trump is ruining our country !!!!!!!!\nPrices on anything coming into the US will rise dramatically !!!!!\nTHANK YOU TO ALL WHO VOTED IN DICTATOR TRUMP !!!!!!!!! WASN'T THE FIRST TIME BAD ENOUGH ?????????
Expresses alarm about Trump's economic policies causing price increases and blames voters, combining anxiety about consequences with criticism.
@georgebryson4149
Mar 4, 2025
Prepare people this is just the beginning Trump betrayed the American people and the people he fooled into voting for him
Prepare people this is just the beginning Trump betrayed the American people and the people he fooled into voting for him
Warns of impending danger and frames Trump as a betrayer, expressing alarm about future consequences.
@bigboygalaxy
Mar 4, 2025
JT single handedly destroyed Canada.
JT single handedly destroyed Canada.
The comment frames Trudeau's immigration policies as having destroyed the nation, expressing existential threat and national decline.
victorbar-s5c
Feb 18, 2026
Now the liberals want to fastrack skilled immigrant pilots to fly our fighter jets ! That’s what happens when you do nothing with our military except tampons in the men’s bathrooms ! Can you wear …
Now the liberals want to fastrack skilled immigrant pilots to fly our fighter jets ! That’s what happens when you do nothing with our military except tampons in the men’s bathrooms ! Can you wear a turban under a fighter jet helmet ?
Expresses security concerns about immigrant pilots in military roles and uses religious/cultural markers (turbans) as a threat indicator.
Marvin-fn7ks
Feb 28, 2026
Trump just gave every country in the world that they need a nuclear program of their own and nuclear weapons of their own. You can not and will not and should not trust USA anymore
Trump just gave every country in the world that they need a nuclear program of their own and nuclear weapons of their own. You can not and will not and should not trust USA anymore
Expresses alarm that Trump's actions will destabilize global security and erode trust in the U.S., with comparative framing about international consequences.
@yufeination
Mar 4, 2025
There ain't a white employee in any Tim Horton's, brother
There ain't a white employee in any Tim Horton's, brother
Observational claim framed as demographic concern about absence of white employees, implying cultural displacement threat.
codnxt
Jan 29, 2026
In my country our most popular last name went from Smith/Brown for decades to Singh about 5 years ago. Can't go very many places where majority of staff are Indian especially if it comes to …
In my country our most popular last name went from Smith/Brown for decades to Singh about 5 years ago. Can't go very many places where majority of staff are Indian especially if it comes to driving jobs and the driving ability has declined ten fold!
Expresses demographic anxiety through anecdotal evidence of demographic change and associates Indian immigration with declining service quality, framing it as a threat.
kamikaze_22
Jan 29, 2026
Once they set their foots , they'll invite their peoples , and they breeds real fast
Once they set their foots , they'll invite their peoples , and they breeds real fast
Makes unsubstantiated claims about chain migration and demographic growth rates, expressing demographic anxiety.
azmanhamid4569
Sep 19, 2025
Better Indian than having radical islamist who spread terror
Better Indian than having radical islamist who spread terror
Expresses security threat concerns about 'radical islamist' terrorism while comparing immigrant groups.
truthwillsetyoufree44
Jan 29, 2026
We have way too many in winnipeg like seriously i see more indians in day to day than any other ethnic group
We have way too many in winnipeg like seriously i see more indians in day to day than any other ethnic group
Expresses demographic anxiety about the visible presence of Indian immigrants in Winnipeg.
elibonham4388
Jan 27, 2026
Indian came and American want to come in Canada or want whole canada 🇨🇦 🤔
Indian came and American want to come in Canada or want whole canada 🇨🇦 🤔
Expresses demographic anxiety about Indian and American immigration, implying a threat to Canadian sovereignty.
UsmanMughal-lm8pp
Jan 29, 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)