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
Trump will destroy us all.
Trump will destroy us all.
Expresses existential alarm about Trump's potential destructive impact on multiple nations.
Fear / Threat
0.90
@romellejacinto251
Mar 4, 2025
Canada is doomed.. See how these snakes destroy them inside out..
Canada is doomed.. See how these snakes destroy them inside out..
Expresses catastrophic anxiety about immigrants as a destructive force undermining Canada's future.
yourmummy1985
Nov 3, 2025
it's too late they are everywhere, start learning hindus
it's too late they are everywhere, start learning hindus
Expresses demographic anxiety and cultural threat, claiming immigrants are ubiquitous and displacing the dominant culture.
FatCatking-l6w
Nov 3, 2025
LADIES AND GENTLEMEN OUR NATION IS UNDER ATTACK. TRUMP AND HIS CULT OF RIGHT WING REPUBLICAN EXTREMISTS ARE DISMANTLING OUR CONSTITUTION THE ONE THAT WAS ENACTED BY OUR FOUNDING FATHERS. THEY ARE ERASING OUR HUMAN …
LADIES AND GENTLEMEN OUR NATION IS UNDER ATTACK. TRUMP AND HIS CULT OF RIGHT WING REPUBLICAN EXTREMISTS ARE DISMANTLING OUR CONSTITUTION THE ONE THAT WAS ENACTED BY OUR FOUNDING FATHERS. THEY ARE ERASING OUR HUMAN RIGHTS AND OUR FREEDOMS AS WE SPEAK. JUST YESTERDAY THE GREENPEACE ORGANIZATION WAS SUED FOR 300 MILLION DOLLARS FOR DEFENDING OUR CONSTITUTIONAL RIGHT TO A PEACEFUL PROTEST. THE STOCK MARKET HAS BEEN PLUMMETING, PLUMMETTING, IN RESPONSE TO THE NEW TARIFFS ON OUR CLOSEST TRADING PARTNERS. SOON THERE WILL BE MILLIONS OF AMERICANS LEFT WITHOUT HEALTHCARE COVERAGE, MILLIONS!!!!! MILLIONS OF CHILDREN AND MILLIONS OF SENIORS LEFT TO DIE!!!!!! DONALD TRUMP HAS FORMED A PACT WITH THE COMMUNIST RUSSIAN DICTATOR VLADIMIR PUTIN AND HIS MISSION IS TO OVERSEE THE DESTRUCTION OF THE UNITED STATES OF AMERICA. WE MUST MOVE QUICKLY TO IMPEACH AND REMOVE THE SATANIC THE FATHER OF ALL LIES FROM THE WHITE HOUSE BEFORE IT IS TOO LATE.
Expresses extreme alarm about constitutional erosion, healthcare collapse, and authoritarian threats, with urgent call to impeach.
@JaydenTrujillo-s6s
Mar 5, 2025
it is so impossible to live in Canada now! We need the country back! I don't even know why there are so many of them! spreading population in Canada
it is so impossible to live in Canada now! We need the country back! I don't even know why there are so many of them! spreading population in Canada
Expresses demographic anxiety and alarm about immigration levels, framing it as a threat to national ownership and livability.
nancyuy248
Nov 3, 2025
Indians couldn't make India, the Akhand Bharat so they decided to conquer Canada instead and make it Akhand Bharat. I flew out of Pearson Airport in 1997 and every other person was Indian and now …
Indians couldn't make India, the Akhand Bharat so they decided to conquer Canada instead and make it Akhand Bharat. I flew out of Pearson Airport in 1997 and every other person was Indian and now almost the entire population of the Toronto seems to be Indian.
Expresses demographic anxiety about Indian population growth in Canada using alarmist language about cultural conquest and demographic replacement.
FrankBaluch
Jan 27, 2026
there should be a CAP per country! We are filling Canada with Indians and Arabs. Cultures so far removed western life. It should be only 20K limit a year PER country and I still think …
there should be a CAP per country! We are filling Canada with Indians and Arabs. Cultures so far removed western life. It should be only 20K limit a year PER country and I still think that's insanely high.
Expression of demographic anxiety and cultural threat perception, advocating restrictive immigration caps based on cultural incompatibility claims.
jessicawinslet684
Feb 17, 2026
We dont want them here WHY???? THEY TOOK OVER EVERYTHING
We dont want them here WHY???? THEY TOOK OVER EVERYTHING
Expresses anxiety about immigrant presence with vague alarmist language ('TOOK OVER EVERYTHING') and demographic concern.
kljl2
Jan 28, 2026
Watch out Canada, I wouldnt be surprised if the US invades you literally.
Watch out Canada, I wouldnt be surprised if the US invades you literally.
Expresses alarm about potential military invasion of Canada, articulating a security concern and existential threat.
Fear / Threat
0.90
@JungHoon-Q
Mar 5, 2025
Almost as dirty as the Mexicans that we have invading Oklahoma right now.
Almost as dirty as the Mexicans that we have invading Oklahoma right now.
Uses dehumanizing language ('invading') to describe Mexican immigrants as a threat to Oklahoma, expressing demographic anxiety.
HANDBANANNA
Jan 27, 2026
Smelly filthy Indians
Smelly filthy Indians
Dehumanizing slur expressing xenophobic sentiment and ethnic prejudice against Indian immigrants.
MarkKeane-p8r
Jan 27, 2026
I have had with these motherf-cking turbans in this motherf-cking city.
I have had with these motherf-cking turbans in this motherf-cking city.
Expression of demographic anxiety and resentment toward a visible religious/cultural group using hostile language.
Wolf-xu1fj
Sep 19, 2025
Time to purify Canada from pest of street shitters
Time to purify Canada from pest of street shitters
Uses dehumanizing language and xenophobic framing to express demographic anxiety and threat perception toward immigrants.
PajeetONHWY401
Jan 20, 2026
Fucking disgusting, get them out of the country.
Fucking disgusting, get them out of the country.
Expresses strong hostility and demands removal of immigrants, framing them as a threat to the nation.
Fear / Threat
0.90
kGator1511
Jan 28, 2026
The Indian population is so huge, they are taking over the world and taking their horrible cultures with them Most are uncivilised !
The Indian population is so huge, they are taking over the world and taking their horrible cultures with them
Most are uncivilised !
Expresses demographic anxiety about Indian population 'taking over,' combined with dehumanizing language about cultural inferiority.
rosekk9101
Feb 22, 2026
Get these immigrants out, job shortage for Canadians because the government gave our jobs to immigrants, opened free drug distribution to destroy Canadians, hatred comes to mind when the very word liberal comes up, they …
Get these immigrants out, job shortage for Canadians because the government gave our jobs to immigrants, opened free drug distribution to destroy Canadians, hatred comes to mind when the very word liberal comes up, they should all be in jail, murdering our people and the list goes on the liberal government did this. CLOSE THE BOARDERS NOW.
Expresses alarmist rhetoric about immigrants causing job loss, drug distribution, and violence, with calls for border closure.
cgordon1386
Apr 19, 2025
WE DONT WANT THEM HERE! 👳🏾♂️🤡♿️👳🏾♂️
WE DONT WANT THEM HERE! 👳🏾♂️🤡♿️👳🏾♂️
Emphatic rejection of immigrants with dehumanizing emojis expressing exclusionary sentiment and demographic anxiety.
NickolodeonStudios
Jan 29, 2026
🪳infestation 🤮..... Read the book "The Camp of the Saints" . It was a warning 💔🙏🏻✝
🪳infestation 🤮..... Read the book "The Camp of the Saints" . It was a warning 💔🙏🏻✝
Uses dehumanizing language and references a dystopian novel to express demographic anxiety and existential threat regarding immigration.
adamchase6868
Jan 27, 2026
They ruined this country for post nationalism there are books on this that proudly spout Canada is past the point of no return they did it on purpose replace white people gonna be 46% in …
They ruined this country for post nationalism there are books on this that proudly spout Canada is past the point of no return they did it on purpose replace white people gonna be 46% in 2041 down from 95% in 1990
https://www150.statcan.gc.ca/n1/daily-quotidien/220908/g-a005-eng.htm
were cooked all planned
Expresses demographic anxiety about racial replacement presented as intentional conspiracy, with selective citation of statistics.
joecobb7153
Jun 20, 2025
America will implode. Even Russia has said they are watching and laughing waiting for you all to get weak and for the rest of the world to turn their backs then I guarantee you China, …
America will implode. Even Russia has said they are watching and laughing waiting for you all to get weak and for the rest of the world to turn their backs then I guarantee you China, Russia and those terroristy countries will join forces against them. It's sad seeing Aneica go from the most powerful country to the arm pit of the world.
Expresses alarm about America's decline and geopolitical vulnerability, warning of potential coalition threats from rival powers.
@KenroyYoung
Mar 4, 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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Discourse Quality (Perspective API)