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
Search & Filter
Fear / Threat
3,873 comments
Once an Indian gets to the top they will only hire other Indians to top positions.
Once an Indian gets to the top they will only hire other Indians to top positions.
Unfounded claim about ethnic hiring practices that expresses demographic anxiety and threat perception.
Biddahsweet
Jan 27, 2026
Let me tell you the honest truth it’s not getting better. It’s not ever gonna get better. It’s only getting worse from here on.
Let me tell you the honest truth it’s not getting better. It’s not ever gonna get better. It’s only getting worse from here on.
Expresses pessimistic outlook framed as inevitable deterioration, conveying anxiety about future conditions without specific policy critique.
Fear / Threat
0.79
Lakeboii70
Aug 25, 2025
Russia and China laughing at this. They've achieved their goals without firing single bullet to American
Russia and China laughing at this. They've achieved their goals without firing single bullet to American
Expresses geopolitical anxiety that Russia and China are exploiting US internal conflict, framing it as a security threat without evidence.
@ytn00b3
Mar 4, 2025
we should take canada yall are so incredibly worthless
we should take canada yall are so incredibly worthless
Expresses threat/conquest fantasy toward Canada, combining territorial aggression with dehumanizing language about Canadian worth.
@brutalistconcrete25
Mar 4, 2025
America is seriously risking becoming a backwater autocracy with this crap.
America is seriously risking becoming a backwater autocracy with this crap.
Expresses alarm about democratic decline and autocratic risk, comparing America's trajectory negatively.
@ethancoster1324
Mar 4, 2025
Trump and his foolish cabinet are blackmailing Canada, Mexico, Ukraine and whole Europe !
Trump and his foolish cabinet are blackmailing Canada, Mexico, Ukraine and whole Europe !
Characterizes Trump's actions as coercive threats ('blackmailing') against multiple nations, expressing alarm about power dynamics and potential harm.
@felixsinniger280
Mar 4, 2025
Now ask them about the kalistani terrorists that blew up a Canadian airplane.
Now ask them about the kalistani terrorists that blew up a Canadian airplane.
References the 1985 Air India bombing to associate Khalistan separatists with terrorism, expressing security concerns about a specific immigrant group.
jam79car
Jan 27, 2026
destroying another country, they ain't happy enough destroying their own country
destroying another country, they ain't happy enough destroying their own country
Expresses concern about Canada being 'destroyed' through immigration, framing it as a threat to national stability and character.
TheJacobusMedici
Feb 15, 2026
so beautiful to see. i hope more of this happens to america also. i love watching the downfall of the west
so beautiful to see. i hope more of this happens to america also. i love watching the downfall of the west
Expresses satisfaction with perceived decline of Western nations, framed as demographic/cultural threat.
emikomina
Feb 16, 2026
They destroyed their environment now they're destroying ours.
They destroyed their environment now they're destroying ours.
Expresses environmental and social threat from immigration without specific evidence, using alarmist framing.
cragarmcthink2025
Sep 23, 2025
America sure doesn’t want this. The only person that wants this is Vlad Putin. 2:01
America sure doesn’t want this. The only person that wants this is Vlad Putin. 2:01
Expresses concern that US policy benefits Putin, framing it as a threat to American interests without evidence.
@user-jt8pm2os4b
Mar 4, 2025
HOW TF IS HE STILL IN OFFICE??? FEEL SO BAD FOR CANADIANS
HOW TF IS HE STILL IN OFFICE??? FEEL SO BAD FOR CANADIANS
Expresses shock and concern about Trump remaining in office while expressing empathy for Canadians affected by the situation.
@smgjr89
Mar 4, 2025
You can’t win this battle against the United States. That’s a fact. And your economy is weaker because the migrants you allowed entry are not getting misplaced — isn’t it many of them had left …
You can’t win this battle against the United States. That’s a fact. And your economy is weaker because the migrants you allowed entry are not getting misplaced — isn’t it many of them had left Canada too?
Asserts Canada cannot win against the US (power imbalance threat) and blames immigration for economic weakness, combining threat perception with economic critique.
@frankalbertyap9132
Mar 4, 2025
Canada is NOT cheap..and Canada is changing overnight! crime keeps going up, not saying it's them, but something happened over the last couple years!
Canada is NOT cheap..and Canada is changing overnight! crime keeps going up, not saying it's them, but something happened over the last couple years!
Expresses anxiety about rapid social change and rising crime while cautiously avoiding explicit blame on immigrants.
MajestikTwelve
Jan 27, 2026
She just wants to completely open up our boarder and have canada over run by these scum ,its time to take back canada ,by force or has this country have no real men left in …
She just wants to completely open up our boarder and have canada over run by these scum ,its time to take back canada ,by force or has this country have no real men left in it ,because when i see our military guys wearing rainbow in there beards and hair 10 years ago i knew we have gone for shit.
Expresses demographic anxiety ('overrun by scum'), calls for forceful action, and frames immigration as existential threat while attacking cultural diversity.
JohnB-q8g
Feb 27, 2026
And with housing shortage it's not just the immigrants to account for - it's also the Canadian youth who want to move out of their parents' basements and get their own homes. Everything Liberal Party …
And with housing shortage it's not just the immigrants to account for - it's also the Canadian youth who want to move out of their parents' basements and get their own homes. Everything Liberal Party of the 2000's is corrupt and fosters outside party corruption. Sick and tired of their and the immigrant's abuse of us and the abuse of them under crime bosses. And why should they go home when they are allowed to scam and rob Canadian taxpayers. Sask has no more recourse but to leave Canada with Alberta.
Commenter expresses anxiety about housing scarcity, crime, and exploitation, framing immigrants and the Liberal government as threats to Canadian welfare and national cohesion.
bellaspatiogarden3493
Feb 17, 2026
As a Canadian I'm so sad what our country has become, its heartbreaking 💔. Unfortunately we let everyone and their family in and our country has never been worse. No one can drive, Healthcare, our …
As a Canadian I'm so sad what our country has become, its heartbreaking 💔. Unfortunately we let everyone and their family in and our country has never been worse. No one can drive, Healthcare, our environment is being destroyed from them all. If you move here then change how you are as a person, learn the traditions of the country and respect it. Please pray for us
Comment expresses anxiety about national decline and cultural erosion due to immigration, framing it as a threat to Canadian identity and quality of life.
OURWORLD4EVER
Jan 29, 2026
He says he love America and that he's going to make it great again but he secretly is destroying America and causing chaos make it make sense
He says he love America and that he's going to make it great again but he secretly is destroying America and causing chaos make it make sense
Expresses alarm about a leader's hidden destructive intentions and chaos-causing behavior, framing it as a threat to national wellbeing.
@sheilabrown3887
Mar 4, 2025
Canada has been lost
Canada has been lost
Brief statement expressing existential threat/loss of national identity without elaboration.
kenoaka
Aug 28, 2025
Trump is trying to isolate us from our allies and ultimately we will get hurt in our wallet , thanks Donald trump !!
Trump is trying to isolate us from our allies and ultimately we will get hurt in our wallet , thanks Donald trump !!
Expresses concern about economic harm from Trump's isolationist policies, framing it as a threat to Canadian prosperity.
@sebastianramos2744
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)