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
Becareful of the rise of Indian caste system
Becareful of the rise of Indian caste system
Expresses concern about cultural/social system importation from immigrant communities, framing as demographic threat.
ctx8314
Feb 26, 2026
Canada… how could you let this happen to the once beautiful land?
Canada… how could you let this happen to the once beautiful land?
Expresses alarm about Canada's deterioration and loss of its former character due to immigration.
RTF815
Sep 20, 2025
What a fkn shit dump place
What a fkn shit dump place
Expresses strong negative sentiment about a location, implying it has deteriorated, likely due to demographic changes.
Fear / Threat
0.75
chrisbentley321
Sep 20, 2025
Dump is trying to isolate us.That's how an abuser operates.Make no mistake,he wants to gab all of our private parts.That may sound funny but it's happening.
Dump is trying to isolate us.That's how an abuser operates.Make no mistake,he wants to gab all of our private parts.That may sound funny but it's happening.
Expresses alarm about Trump's intentions to isolate and exploit Canada, using abuser metaphor to convey threat perception.
@boathousejoed1126
Mar 4, 2025
Like JD Vance said “ the threat is not coming from china or Russia but from from within. Now we see that clearly.
Like JD Vance said “ the threat is not coming from china or Russia but from from within. Now we see that clearly.
Invokes an internal threat narrative without specific evidence, expressing anxiety about domestic dangers.
@vitou3251
Mar 4, 2025
Its too late now
Its too late now
Expresses fatalistic concern ('too late now') suggesting irreversible demographic or policy change, conveying anxiety about the situation.
Fear / Threat
0.75
ShadowRap-y5l
Sep 19, 2025
Canada is fcuked.
Canada is fcuked.
Expresses catastrophic framing of Canada's future due to immigration, implying systemic decline.
stevenlai1199
Sep 19, 2025
This is our version of a no go zone, but it's by choice.
This is our version of a no go zone, but it's by choice.
References 'no go zones' implying self-segregation and danger, expressing demographic anxiety.
blakeground4512
Sep 19, 2025
Establish peace \nPlaying with fire, not a good sign
Establish peace \nPlaying with fire, not a good sign
Expresses concern about dangerous escalation and risk, using metaphor of 'playing with fire.'
Fear / Threat
0.75
@imranchowdhury666
Mar 4, 2025
We need to stop these human rights activist to get back into the territory, applying resources to liberal judges to allow the abuse to continue
We need to stop these human rights activist to get back into the territory, applying resources to liberal judges to allow the abuse to continue
Expresses alarm about human rights activists and judicial decisions enabling perceived abuse and security threats.
Tree74-b3s
Feb 24, 2026
Well done Canada , Trump is after your minerals
Well done Canada , Trump is after your minerals
Expresses concern about Trump's interest in Canadian resources, framing it as a threat while comparing Canada's position to US actions.
@Nomad-wv4oe
Mar 4, 2025
Pakistan is spreading filth in Canada against its own country India by radicalizing even the very nice and good Sikh community, but we all have faith that Hindu and Sikh people will work only for …
Pakistan is spreading filth in Canada against its own country India by radicalizing even the very nice and good Sikh community, but we all have faith that Hindu and Sikh people will work only for the good of Canada.
Expresses security concerns about Pakistan radicalizing communities and threatening Canada, with unsubstantiated claims about demographic and ideological threats.
Nationalist_31
Sep 19, 2025
Trump is a disaster. May everyone survive this with as little pain as possible. ?
Trump is a disaster. May everyone survive this with as little pain as possible. ?
Expresses concern about Trump as a threat and hopes for minimal negative impact, conveying anxiety about future consequences.
@fionazerbst5771
Mar 4, 2025
You think your a Tough Guy now that your leaving…. Bring it on idiot… we know our prices will rise in the short term, but we will prevail in this……
You think your a Tough Guy now that your leaving…. Bring it on idiot… we know our prices will rise in the short term, but we will prevail in this……
Expresses confrontational language and concern about price increases while asserting resilience against perceived threat.
@user-wx2ey3iq3e
Mar 4, 2025
We are just letting it happen
We are just letting it happen
Expresses concern about passive government inaction on immigration, combining anxiety about loss of control with implicit criticism of policy.
dklost1
Sep 14, 2025
Bad extremely bad. This isn't going to end well at all. ??
Bad extremely bad. This isn't going to end well at all. ??
Expresses vague alarm and negative prediction about unspecified consequences without elaboration.
Fear / Threat
0.75
@MyronRiley-u5l
Mar 4, 2025
Everything is a mess everywhere omg
Everything is a mess everywhere omg
Vague expression of anxiety and disorder without specific claims, suggesting general alarm about conditions.
Fear / Threat
0.75
laurainfinity1390
Jan 27, 2026
La vie invivable avec eux😢
La vie invivable avec eux😢
French-language expression of distress/unlivability attributed to immigrants, expressing anxiety about their presence.
Fear / Threat
0.75
algerois4674
Feb 25, 2026
i worry that this immigrant backlash is on purpose. this is happening in all western judeo-christian nations.
i worry that this immigrant backlash is on purpose. this is happening in all western judeo-christian nations.
Expresses anxiety about coordinated anti-immigrant backlash across Western nations, suggesting conspiracy without evidence.
david_fl507
Sep 8, 2025
Excellent video Just saying on here this its scary cus its exactly like this n one is thought to be as RAC!ST
Excellent video
Just saying on here this its scary cus its exactly like this n one is thought to be as RAC!ST
Expresses fear about immigration being 'scary' and compares it to racism, framing it as a threatening phenomenon.
CAROLZ101101
Aug 29, 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)