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
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
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
deportation will be going around the world guys I am telling you.. once UK starts their thing then USA and other countries will also do that.
deportation will be going around the world guys I am telling you.. once UK starts their thing then USA and other countries will also do that.
Expresses alarmist prediction that deportation policies will spread globally, framing immigration enforcement as an inevitable threat.
charlesdean03
Feb 25, 2026
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
Come near my parents business and I’ll be forced to get down
Come near my parents business and I’ll be forced to get down
Expresses willingness to use force to protect family business, indicating security concerns and implicit threat.
@Leafsfan709
Feb 19, 2026
OMG ty for covering this as the country I was born in is lost.
OMG ty for covering this as the country I was born in is lost.
Speaker expresses despair about their birth country being 'lost,' combining personal connection with existential anxiety about national decline.
TiimBow
Jan 28, 2026
Trump is isolating the US. We are all going to be held hostage while Russia invades through California
Trump is isolating the US. We are all going to be held hostage while Russia invades through California
Expression of security anxiety about Trump's policies leading to Russian invasion, presenting an alarmist scenario.
@OneDrunkWizard
Mar 4, 2025
Canada is being ruined and attacked from all sides. Good exposé. Indian food ain't worth the cost. Nor this invasion. Retarded indeed.
Canada is being ruined and attacked from all sides. Good exposé. Indian food ain't worth the cost. Nor this invasion. Retarded indeed.
Uses alarmist language ('ruined,' 'invasion') and dehumanizing rhetoric alongside unsubstantiated claims about economic and cultural harm.
DaltonMacBean
Mar 1, 2026
Trump is trying to destroy the western world. RIP.
Trump is trying to destroy the western world. RIP.
Expresses existential alarm about Trump's actions threatening Western civilization.
@Jimmy5934-e1y
Mar 4, 2025
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
The man in the bike is totally right: Indias ate not an asset, they are a liability
The man in the bike is totally right: Indias ate not an asset, they are a liability
Makes a sweeping negative generalization about Indians as a liability, expressing xenophobic sentiment without evidence.
untipopromedio8630
Feb 23, 2026
The fatigue is real
The fatigue is real
Vague expression of exhaustion or anxiety related to immigration-related changes.
Fear / Threat
0.79
mikeybstunts
Jan 27, 2026
DT is Putin's Troian horse. This is not gonna ending well.\nThink U.S going down and crash badly.?
DT is Putin's Troian horse. This is not gonna ending well.\nThink U.S going down and crash badly.?
Expresses alarmist concern about Trump as a foreign agent and predicts national collapse without substantiating evidence.
@turjis8838
Mar 4, 2025
Look into the ideology being spread and festered in concordia College against patriotic Canadians and the antisemitism coming out of our educational systems
Look into the ideology being spread and festered in concordia College against patriotic Canadians and the antisemitism coming out of our educational systems
Expresses concern about ideology and antisemitism in educational systems without specific evidence, framing as a threat to patriotic Canadians.
Tree74-b3s
Sep 28, 2025
These are the first steps to ww3. US will invade Canada because of the trade war. Then invade México with the excuse of going after the Cartels. But make no mistake the whole world will …
These are the first steps to ww3. US will invade Canada because of the trade war. Then invade México with the excuse of going after the Cartels. But make no mistake the whole world will not just stand to watch the carnage.
Presents escalating threat scenario (trade war leading to invasion and WW3) without evidence, expressing alarmism about geopolitical consequences.
@felipesuarez1372
Mar 5, 2025
There’s also a lot of gun violence in Brampton and home invasions. That place is the biggest joke in Ontario. Sad to see this happen
There’s also a lot of gun violence in Brampton and home invasions. That place is the biggest joke in Ontario. Sad to see this happen
Expresses concern about gun violence and home invasions in a specific location, characterizing it as a negative outcome.
theBigDirty9319
Jan 27, 2026
enviable? really? then why does Global have to send a Chinese girl downtown to interview immigrants that have been here for 50 yrs, yet still can't speak basic English, not just them, I've seen people …
enviable? really? then why does Global have to send a Chinese girl downtown to interview immigrants that have been here for 50 yrs, yet still can't speak basic English, not just them, I've seen people that claim they've been here for 25, same thing, who also aren't Drs, professionals, you know all the delusions that you are talking about, cause that's the bullshit lie that we needed all these immigrants for skilled jobs, like the lie that all cabbies are really Drs, engineers, ect.... it's a lie, from the start, cause we needed to keep the boomers in the lifestyle they didn't pay for, ie all the debt/deficits since 68 when they started voting
Commenter expresses demographic and integration anxiety through anecdotal claims about immigrants' language skills and qualifications, framing immigration as a threat.
rona3393
Feb 17, 2026
A Trade war is a wake up call . Historical Friendship in tatters .. USA becoming inwards looking to Clean House ??
A Trade war is a wake up call . Historical Friendship in tatters .. USA becoming inwards looking to Clean House ??
Expresses concern about trade war consequences and deteriorating historical alliances, framing it as a threat to international stability.
@kafookafoo1
Mar 5, 2025
And next month it'll be 50% tariffs to Canada. Have fun.
And next month it'll be 50% tariffs to Canada. Have fun.
Expresses anxiety about future tariffs and economic threat to Canada, presented as a prediction without evidence.
@MassBoost
Mar 4, 2025
The Fall of Western civilization started decades ago 😢.
The Fall of Western civilization started decades ago 😢.
Expresses existential anxiety about Western civilization decline, framed as a threat narrative.
fgmeja8mso
Sep 30, 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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