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
Invasion by the third world. Thanks Government of Canada. How to ruin a country.
Invasion by the third world. Thanks Government of Canada. How to ruin a country.
Uses inflammatory language ('invasion') to frame immigration as an existential threat while criticizing government policy.
PSP92262
Oct 6, 2025
Canada has been over run by muslims. Unemployment is high yet they keep bringing more in. Why do you think Alberta wants to leave???? After Carney’s “muslim value are Canadian values” claim its been a …
Canada has been over run by muslims. Unemployment is high yet they keep bringing more in. Why do you think Alberta wants to leave???? After Carney’s “muslim value are Canadian values” claim its been a f flood of them.
Expresses demographic anxiety and alarmism about Muslim immigration, makes unsubstantiated claims about unemployment and provincial separation.
St-e67
Feb 12, 2026
It’s an invasion of all of Canada.
It’s an invasion of all of Canada.
Uses militaristic 'invasion' language to frame immigration as an existential threat to the nation.
Trynordyn
Oct 4, 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
Go back to your poop festiabl instead of converting the usa city to your trash country
Go back to your poop festiabl instead of converting the usa city to your trash country
Uses dehumanizing language and expresses xenophobic fear about cultural contamination and displacement.
daisuke2795
Jan 27, 2026
Thank you for shining a light on this. Our country is being invaded by a hostile force and the government is allowing it to happen. The fake colleges which are riddled with fraud aren’t even …
Thank you for shining a light on this. Our country is being invaded by a hostile force and the government is allowing it to happen. The fake colleges which are riddled with fraud aren’t even being investigated and in fact, are bankrolling the invasion.
Uses alarmist language ('invasion,' 'hostile force') and conspiracy-adjacent framing about fraud and government complicity.
Seventizz
Jan 27, 2026
Have we been living in the fictional version of the world all this time while scamming, trafficking, killing and more is the real version? I fucking hope not. Would gladly gun down every single one …
Have we been living in the fictional version of the world all this time while scamming, trafficking, killing and more is the real version?
I fucking hope not. Would gladly gun down every single one of them if i had the man power and resoruces to do it
Expresses violent threat and extreme demographic anxiety framed as response to perceived societal corruption.
Fear / Threat
0.90
videosammy
Jan 27, 2026
Immigration make me sick!
Immigration make me sick!
Direct expression of visceral negative emotion toward immigration as a phenomenon, indicating anxiety or disgust.
Fear / Threat
0.90
ThisSimulationIsCooked
Jan 28, 2026
KAIR and other organizations afiliated to the muslim brotherhood should be labeled terrorist organizations and banned as they are in Saudi Arabia, UAE or Jordan. They are a huge threat to the West
KAIR and other organizations afiliated to the muslim brotherhood should be labeled terrorist organizations and banned as they are in Saudi Arabia, UAE or Jordan. They are a huge threat to the West
Frames specific organizations as security threats to the West, expressing fear and advocating for banning measures.
corinnaschmid-bindl707
Aug 26, 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
Canada has fallen 😢 by dirty country ppl 🤢. Throw them away from Canada. T
Canada has fallen 😢 by dirty country ppl 🤢. Throw them away from Canada. T
Commenter expresses alarm about national decline and uses dehumanizing language toward immigrants, framing them as a threat.
AnastasiaFairystesy
Feb 13, 2026
CANADA WILL COLLAPSE IN POVERTY AND CRIME AND DESPAIR
CANADA WILL COLLAPSE IN POVERTY AND CRIME AND DESPAIR
An alarmist prediction of national collapse due to poverty, crime, and despair, expressing catastrophic demographic and social anxiety.
Fear / Threat
0.90
JohnMackay-kn3rl
Feb 27, 2026
Im DONE with this. STOP IMMIGRATION NOW. ALL ITS DOING IS DESTROYING OUR COUNTRY.
Im DONE with this. STOP IMMIGRATION NOW.
ALL ITS DOING IS DESTROYING OUR COUNTRY.
Expresses alarm about immigration destroying the country and calls for immediate cessation of immigration policy.
Canadian_Ghost
Sep 10, 2025
Ah yes, we're already a dying minority globally, so why not just flood the last remaining barely majority white countries with millions of third world shitbreeders.
Ah yes, we're already a dying minority globally, so why not just flood the last remaining barely majority white countries with millions of third world shitbreeders.
Expresses demographic anxiety and existential threat narrative using dehumanizing language about immigration.
crippledcalibers7684
Jan 27, 2026
Looser white indian replace the white population
Looser white indian replace the white population
Expresses demographic anxiety about population replacement, framing immigration as a threat to a specific ethnic group.
samyy3559
Jan 28, 2026
If I were you, I would have torn down that Indian statue, because that's not Canadian and it's not Christian either They are different and they will continue to be different. If they live dirty …
If I were you, I would have torn down that Indian statue, because that's not Canadian and it's not Christian either They are different and they will continue to be different. If they live dirty there, then they will live dirty here too
Expresses xenophobic concerns about cultural incompatibility and behavioral differences, with implicit threat about immigrant integration.
LewisLuieÁbalson
Feb 11, 2026
So terrible and unfortunate that we have to deal with these shit eating people.
So terrible and unfortunate that we have to deal with these shit eating people.
Dehumanizing language expressing hostility and disgust toward immigrants, framing them as a threat to social cohesion.
blaqswhodefy86
Jan 28, 2026
THANK YOU!!! The invasion is just too much
THANK YOU!!! The invasion is just too much
Uses alarmist language ('invasion') to express demographic anxiety about immigration levels.
Fear / Threat
0.90
Velvetfishsauce
Jan 27, 2026
If not ww3 soon, we will probably snap out of this idiotic fantasy world where everyone is equal, and everyone got the same rights.. Migrants should earn the right to vote though 3 generations of …
If not ww3 soon, we will probably snap out of this idiotic fantasy world where everyone is equal, and everyone got the same rights..
Migrants should earn the right to vote though 3 generations of elimination.. so if anyone if the family fucks up, they all have to go, and only their grandchildren get to vote, this will ensure they had time to assimilate, it will also function as a softcore eugenics program.. that's my solution, if not that then the pyre is always an option.
I do not care for foreign interests, i do not care for our kind's suicidal empathic cult 😂
Expresses apocalyptic anxiety about societal collapse, proposes punitive multi-generational restrictions on migrants, and invokes violent imagery ('pyre').
goontheracoon
Jan 27, 2026
We’ve been infiltrated
We’ve been infiltrated
Uses militaristic language ('infiltrated') to frame immigration as an invasion or security threat to national identity.
ShawnGottii709
Jan 2, 2026
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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)