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
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
Yeah it’s not cool! Trump da Bully , he’ll be dealt with I’m sure! Imagine he gets JFK’d????? ???
Yeah it’s not cool! Trump da Bully , he’ll be dealt with I’m sure! Imagine he gets JFK’d????? ???
Expresses threat/danger concerns about Trump while using dark humor and cryptic references.
@frankking1466
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
its not bramton anymore, its everywhere. even far north.
its not bramton anymore, its everywhere. even far north.
Expresses concern about geographic spread of a demographic group, implying widespread demographic change as a threat.
Fear / Threat
0.75
killdeerperiland3303
Sep 19, 2025
Cancer spreading
Cancer spreading
Metaphorical expression of immigration as a spreading disease, conveying existential threat and danger.
Fear / Threat
0.75
Masternaldo
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
Canada is fcuked.
Canada is fcuked.
Expresses catastrophic framing of Canada's future due to immigration, implying systemic decline.
stevenlai1199
Sep 19, 2025
And Putin can't believe his luck
And Putin can't believe his luck
Implies geopolitical threat or advantage for Putin, expressing security concern.
Fear / Threat
0.75
@helenskene2849
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
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
Get ready for US boots on the ground in Canada. Just sayin'.
Get ready for US boots on the ground in Canada. Just sayin'.
Expresses alarm about potential military invasion of Canada without substantiation, framing it as an imminent threat.
@NorceCodine
Mar 4, 2025
I went to a shopper drug store in Brampton at Queen and Kenny over the summer. It was extremely dirty. It looked like a garbage truck dumped it load all over theparkinglot. Locals walked through …
I went to a shopper drug store in Brampton at Queen and Kenny over the summer. It was extremely dirty. It looked like a garbage truck dumped it load all over theparkinglot. Locals walked through it like it was a normal thing.
I just hope they don't take over Georgetown and ruin it too. 😢
Anecdotal account of neighborhood deterioration linked to immigrant presence, expressing concern about 'takeover' and cultural displacement.
madmike9530
Sep 20, 2025
How can anyone in the world trust the United States government. Your Golden Age will certainly turn into the Dark Ages with your tactics ??
How can anyone in the world trust the United States government. Your Golden Age will certainly turn into the Dark Ages with your tactics ??
Expresses distrust and warns of decline ('Dark Ages') in response to government tactics, framing the US as a threat.
@brettstephenson6928
Mar 4, 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
Canada's gonna mess around and own some of the US if Donald doesn't truly look out for all americans!
Canada's gonna mess around and own some of the US if Donald doesn't truly look out for all americans!
Expresses concern about potential military/territorial conflict between nations, framed as a warning about consequences of poor leadership.
@michaelericross4502
Mar 4, 2025
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
when we become American ice will get rid of the ones that should not be here probably half
when we become American ice will get rid of the ones that should not be here probably half
Expresses anxiety about future American governance removing immigrants, framed as demographic threat and demographic replacement concern.
glenblack779
Sep 27, 2025
Its way to late to stop any of this the time to stop it was when or kids couldn't celebrate Christmas cause it was offensive to other culturesthat was 10 15 years ago
Its way to late to stop any of this the time to stop it was when or kids couldn't celebrate Christmas cause it was offensive to other culturesthat was 10 15 years ago
Expresses alarm about cultural displacement and demographic change, framing it as an irreversible threat.
SAINT_ENTERTAINMENT
Aug 27, 2025
There will be much pain, then maybe it gets better
There will be much pain, then maybe it gets better
Expresses anxiety about future suffering and hardship related to immigration, suggesting dire consequences ahead.
Fear / Threat
0.75
kimberlybuquo
Aug 26, 2025
Indian fatigue is real
Indian fatigue is real
Expresses demographic anxiety about Indian immigration using the phrase 'Indian fatigue,' suggesting concern about the scale or impact of Indian immigration.
jonpaul3868
Sep 24, 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)