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 wish. Half of population of india move to. Canada and US. 😅
I wish. Half of population of india move to. Canada and US. 😅
Expresses demographic anxiety about large-scale immigration from India using hyperbolic language ('half of population') with nervous emoji tone.
alfaroman7948
Jan 28, 2026
One thing I noticed is the only thing people ever say positive about foreigners coming to their area is that the food is good. Like just pay attention now and you’ll see, it’s always “ …
One thing I noticed is the only thing people ever say positive about foreigners coming to their area is that the food is good. Like just pay attention now and you’ll see, it’s always “ the food is better now that we have diversity” lol it’s like wtf
Sarcastically dismisses the only positive aspect of immigration (food diversity) while expressing skepticism about broader benefits.
JohnCasteel07
Jan 28, 2026
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
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
They are all coming to Frisco Tx
They are all coming to Frisco Tx
Expresses demographic anxiety about immigration concentration in a specific U.S. city, framed as an influx or invasion concern.
Fear / Threat
0.75
joshuaquintero2198
Jan 28, 2026
Very depressing to watch in real time.
Very depressing to watch in real time.
Expresses emotional distress and anxiety about what is being depicted, suggesting concern or alarm about the situation.
Fear / Threat
0.75
willyp2397
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
Why is it all across the west the same 👃 people keep pushing and funding mass migration
Why is it all across the west the same 👃 people keep pushing and funding mass migration
Conspiracy-adjacent concern about coordinated mass migration across Western countries without evidence, expressing demographic anxiety.
jimmy6283
Jan 27, 2026
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
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
Not only Brampton. Every other city too. Look around
Not only Brampton.
Every other city too.
Look around
Vague warning about demographic changes across multiple Canadian cities, expressing demographic anxiety.
sandroandoes4787
Jan 29, 2026
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
3:54 non hoe ever in my small town they have started to take over
3:54 non hoe ever in my small town they have started to take over
Expresses demographic anxiety about a specific group 'taking over' a small town without evidence, combining threat perception with unsubstantiated claim.
kendalarley2277
Jan 27, 2026
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
O my they are good pepole but is too many of them
O my they are good pepole but is too many of them
Expresses concern about immigration volume while acknowledging immigrants' character, framing demographic change as a threat.
elizabethpaszczynski9404
Jan 29, 2026
They’re gonna start shitting on the beach 🎉
They’re gonna start shitting on the beach 🎉
Uses crude stereotyping and xenophobic humor to express cultural anxiety and disgust toward immigrants.
oskarwow
Jan 29, 2026
Well... have a taste of your own medicine!
Well... have a taste of your own medicine!
Cryptic reference to retribution or reciprocal harm, framing immigration as a form of comeuppance or threat.
tejashwarrana9834
Jan 29, 2026
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
11:00 mental asylum
11:00 mental asylum
Vague alarmist statement equating immigration with mental illness, expressing threat/danger without substantiation.
factssonlyyy
Sep 18, 2025
This guy is another actor. A devil in angels clothing . Don’t be deceived
This guy is another actor. A devil in angels clothing . Don’t be deceived
Expresses distrust and warns others against being 'deceived' by a political figure, framing them as deceptive/dangerous.
@ShirinBonab-n1r
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)