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
I am very scared ?
I am very scared ?
Direct expression of fear and anxiety without elaboration on specific concerns.
Fear / Threat
0.90
@SochilenLinny-d4z
Mar 4, 2025
Canada such a shit hole man
Canada such a shit hole man
Blanket negative characterization of Canada as a 'shit hole,' expressing despair or alarm about the country.
Fear / Threat
0.90
GajeMc3wan
Feb 10, 2026
Canada is doomed, going the way of the United Kingdom!
Canada is doomed, going the way of the United Kingdom!
Expresses demographic anxiety and doom about Canada's future, comparing it negatively to the United Kingdom.
Truthseeker-k2w
Nov 20, 2025
The silver lining is that one day the libtards will be the minority in their own countries and treated as third-class citizens, and they won't run shit and be looked down on as trash. At …
The silver lining is that one day the libtards will be the minority in their own countries and treated as third-class citizens, and they won't run shit and be looked down on as trash.
At least there's some comfort in knowing that the end for left-wingers and their children will be pure misery.
Expresses demographic anxiety and predicts future persecution of political opponents, framing immigration/demographic change as an existential threat.
Qhris-c1h
Jan 29, 2026
Canada is going to collapse, prepare yourselves accordingly.
Canada is going to collapse, prepare yourselves accordingly.
Apocalyptic prediction of national collapse expressing existential anxiety about Canada's future.
Fear / Threat
0.90
Refusenik6969
Feb 26, 2026
Another group going to ruin a Christian nation
Another group going to ruin a Christian nation
Expresses alarm that an immigrant group will 'ruin' the nation, framing immigration as an existential threat to Christian identity.
kellyharmon8897
Jan 27, 2026
Canadian Government should do something about these Turban apes
Canadian Government should do something about these Turban apes
Dehumanizing slur targeting Sikh immigrants, expressing xenophobic fear and calling for government action against a specific group.
rishabhgupta8594
Oct 13, 2025
Whites wont exist in 100 years.
Whites wont exist in 100 years.
Expresses demographic anxiety and existential threat regarding racial/ethnic identity, combining fear with identity concerns.
doughnutsandcoffee8622
Jan 27, 2026
“They just have low intelligence.” Honestly, ONE OF US CANADIANS HAS TO FUCKING SAY IT. These liabilities literally leeching through every fibre of Ontario. It’s disgusting. I was also hit by a drunk driver, who …
“They just have low intelligence.” Honestly, ONE OF US CANADIANS HAS TO FUCKING SAY IT. These liabilities literally leeching through every fibre of Ontario. It’s disgusting. I was also hit by a drunk driver, who was an immigrant. They’re great drivers… 🫠🫠 Well enough to ruin my life.
Expresses demographic anxiety and dehumanizing language ('liabilities leeching') while using a personal anecdote to generalize about immigrant competence.
GourmetCarpet
Jan 27, 2026
If you didn't ____ _____ _________ __ ___ _____ you aren't actually helping. We all know we are being replaced. The time for talking was 50 years ago. You either do something or you won't …
If you didn't ____ _____ _________ __ ___ _____ you aren't actually helping. We all know we are being replaced. The time for talking was 50 years ago. You either do something or you won't exist at all in another 50.
Expresses demographic replacement anxiety and existential threat framing with urgency.
bt636
Jan 27, 2026
West is under invasion by three sides Muslims, Indians and Blacks 😢
West is under invasion by three sides Muslims, Indians and Blacks 😢
Uses invasion rhetoric and racial categorization to express demographic anxiety and existential threat perception.
KaranKumar-j7x3b
Jan 27, 2026
Chase those dirty stinky indians from Canada
Chase those dirty stinky indians from Canada
Explicitly calls for removal of a specific ethnic group using dehumanizing slurs and hostile language.
parthoprotimgam4557
Jan 28, 2026
What is wrong with you people [maga]. You really think this will end well and then just be all hunky Dory? You need to wake tf up and realize this is going to destroy us. …
What is wrong with you people [maga]. You really think this will end well and then just be all hunky Dory? You need to wake tf up and realize this is going to destroy us. There will be nothing left to make great. The amount of bankruptcies and people starving is gonna go through the roof. But you think it’s just gonna be a tuff couple months. Wake up!!!!!!!!!
Expresses alarm about catastrophic economic consequences (bankruptcies, starvation) and urges MAGA supporters to recognize the danger.
@byronwins1034
Mar 4, 2025
They are everywhere like flies to shit
They are everywhere like flies to shit
Dehumanizing comparison expressing demographic anxiety and perceived threat from immigrant presence.
chezzachezza7325
Feb 6, 2026
Their only job will be to fight the future civil war, which quicky will run along ethnic lines. It is simply cheaper than a conventional war. Also, the outcome is more predictable. Unfortunately, Canadians have …
Their only job will be to fight the future civil war, which quicky will run along ethnic lines. It is simply cheaper than a conventional war. Also, the outcome is more predictable. Unfortunately, Canadians have no sense of self-preservation.
Predicts ethnic civil conflict as a deliberate outcome of immigration policy, expressing existential threat and demographic anxiety.
radioastronomy2001
Jun 17, 2025
This is ALL over Canada. Not just "Bramladesh" Brampton. In the past decade, the liberal government has let FLOODS of these third-world people in, with zero English proficiency, zero education, and zero interest in learning …
This is ALL over Canada. Not just "Bramladesh" Brampton. In the past decade, the liberal government has let FLOODS of these third-world people in, with zero English proficiency, zero education, and zero interest in learning about Canadian culture. May they all find JESUS and return to their home country to work hard and make it a better place for their children.
Expresses demographic anxiety and threat perception using dehumanizing language ('floods,' 'third-world people') and makes unsubstantiated claims about immigrants' education and cultural engagement.
TrueCoastAdventures
Jan 28, 2026
so many of the same type are flooding in. Even God can't save Canada now from these third world imports
so many of the same type are flooding in. Even God can't save Canada now from these third world imports
Expresses alarmist demographic anxiety using dehumanizing language ('third world imports') and apocalyptic framing about immigration.
kingsg2358
Jan 27, 2026
They are slowly taking over all white countries and being paid to do it is my belief
They are slowly taking over all white countries and being paid to do it is my belief
Expresses demographic anxiety and conspiracy theory about coordinated takeover of white countries through immigration.
chewy6942
Jan 27, 2026
CANADA has fallen we will never recover from this goverment
CANADA has fallen we will never recover from this goverment
Expresses existential alarm about national decline and irreversible damage attributed to government policy.
micheljoannette-j9j
Feb 26, 2026
I'm so fucking sick of them and I don't give a single fuck what anyone has to say, they're inherently and objectively ruining this country.
I'm so fucking sick of them and I don't give a single fuck what anyone has to say, they're inherently and objectively ruining this country.
Expresses strong emotional distress and claims immigrants are 'ruining this country,' articulating demographic and social anxiety.
CB1K_Shinobi
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)