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
most of the commenters here deserve the Alex Pretti treatment from their fellow whites and next time Tyler comes to India, he is going back in pieces, mark it larper
most of the commenters here deserve the Alex Pretti treatment from their fellow whites and next time Tyler comes to India, he is going back in pieces, mark it larper
Contains explicit violent threat ('going back in pieces') and references to violent treatment, expressing danger and intimidation.
knowledgeisreligion108
Jan 29, 2026
How can any country in the world trust what the US regime will do next?\nI simply do not understand what has happened to USA. It's very sad and alarming.
How can any country in the world trust what the US regime will do next?\nI simply do not understand what has happened to USA. It's very sad and alarming.
Expresses alarm and concern about unpredictability and loss of trust in US governance, framing it as a threat to international stability.
@thesource5153
Mar 4, 2025
My mom went to Canada and she didn’t even recognize the country
My mom went to Canada and she didn’t even recognize the country
Anecdotal account expressing shock at cultural/demographic change in Canada, implying unrecognizable national transformation.
NoahMonteiro-x6y
Jan 27, 2026
I am proudly a Canadian. Watched my entire town I grew up in turn into india. They now have to shut down the lake due to fecal matter.
I am proudly a Canadian. Watched my entire town I grew up in turn into india. They now have to shut down the lake due to fecal matter.
Combines personal narrative about demographic change with alarmist framing about environmental/health concerns tied to immigration.
lilgustav5065
Jan 27, 2026
Hope this is not happening to AUS
Hope this is not happening to AUS
Expresses concern that similar trade/political conflicts may affect Australia, comparing Canada's situation to other nations.
@monynorin3315
Mar 4, 2025
come on guys....what's with the rhetorical nicety's....forget about the lowering of GDP, standards of living etc.....you didnt even mention how every hospital in Ontario is overwhelmed because of excessive un-scrutinized immigration....people on gurneys in ER …
come on guys....what's with the rhetorical nicety's....forget about the lowering of GDP, standards of living etc.....you didnt even mention how every hospital in Ontario is overwhelmed because of excessive un-scrutinized immigration....people on gurneys in ER aisle waiting to be seen...people need to say enough is enough
Expresses alarm about hospital overwhelm and system breakdown due to immigration, combining economic concerns with anxiety about societal collapse.
jerryniagara3501
Feb 17, 2026
It’s not Just Brampton, all of Canada looks like this now…
It’s not Just Brampton, all of Canada looks like this now…
Comment expresses demographic anxiety about visible changes in Canadian communities, implying loss of national character through immigration.
goku6288
Jan 27, 2026
And none of them will leave.. They will keep eating our lunch.. Canada needs ICE
And none of them will leave.. They will keep eating our lunch.. Canada needs ICE
Expresses anxiety about immigrants not leaving and 'eating our lunch,' then calls for ICE-style enforcement, framing immigration as a threat.
Hall0w33n_l0v3r
Jan 15, 2026
yk its bad when you see indians more then the Canadians in their own country
yk its bad when you see indians more then the Canadians in their own country
Expresses demographic anxiety about Indian immigrants outnumbering Canadians, framing immigration as a threat to national composition.
untechgaming1858
Feb 28, 2026
For God's sakes they worship an elephant lady....come on. Could you imagine if millions of Canadians went to India and started setting up our own churches, not following their laws, scamming and committing crimes ...could …
For God's sakes they worship an elephant lady....come on. Could you imagine if millions of Canadians went to India and started setting up our own churches, not following their laws, scamming and committing crimes ...could you imagine. Our government is pathetic.😡😡😡
Expresses cultural threat anxiety through religious mockery, hypothetical scenarios of cultural takeover, and unsubstantiated claims about crimes and non-integration.
Crimesonneffix
Sep 19, 2025
Breeding like flies 🪰🪰🪰💩
Breeding like flies 🪰🪰🪰💩
Uses dehumanizing language and emoji to express demographic anxiety about rapid population growth, with crude sarcastic tone.
Grandmasterkiller
Dec 17, 2025
Dude this was so risky meetint up with that guy bro im honestly thanking god you didnt get mugged by some down bad punjabi dude
Dude this was so risky meetint up with that guy bro im honestly thanking god you didnt get mugged by some down bad punjabi dude
Expresses security concerns and stereotypes a specific ethnic group as dangerous, conflating immigration with crime risk.
sr1304
Feb 14, 2026
We need to be honest about immigration. Its destroying this country.
We need to be honest about immigration. Its destroying this country.
Broad assertion that immigration is destructive to the country, expressing existential concern without specific policy details or evidence.
jimlahey8210
Jan 27, 2026
Taking over our country without a shot
Taking over our country without a shot
Expresses demographic anxiety and threat perception using militaristic language ('without a shot').
JoelHandy-m3q
Oct 6, 2025
Wait until Trump sends his troops into Canada. MAGA , musk, Bezos, Zuckerberg, Putin, and North Korea are right behind him. You used to be a democracy like America was. America was once known as …
Wait until Trump sends his troops into Canada. MAGA , musk, Bezos, Zuckerberg, Putin, and North Korea are right behind him. You used to be a democracy like America was. America was once known as the United States of America. MAGA has forced the world to call that former great country Shitland.
Expresses alarm about potential military invasion and geopolitical threats, comparing Canada's democratic status to America's perceived decline.
@georgeburns7251
Mar 4, 2025
Go to Austin Texas and literally and you’ll see how they take over apartment complexes and turn them into Indian villages. They’ll take over faster than any Muslims
Go to Austin Texas and literally and you’ll see how they take over apartment complexes and turn them into Indian villages. They’ll take over faster than any Muslims
Expresses demographic anxiety about Indian immigrants 'taking over' neighborhoods and compares them to Muslims in alarmist language.
logankealey9979
Jan 27, 2026
At this rate, we're only a couple decades away from 'hiring bilingual' meaning 'Hindi and English', not French.
At this rate, we're only a couple decades away from 'hiring bilingual' meaning 'Hindi and English', not French.
Expresses demographic anxiety about Hindi replacing French as a bilingual requirement in Canada, presented as an unsubstantiated projection.
daroniousmaximus
Oct 24, 2025
It's all fun and game until a Nationalist come in the power 🙋♂️
It's all fun and game until a Nationalist come in the power 🙋♂️
Expresses anxiety about nationalist political movements rising to power in response to immigration.
JonasAraujo-d9p
Jan 27, 2026
Too much people have came in a very little time that's the problem
Too much people have came in a very little time that's the problem
Expression of demographic anxiety about rapid immigration volume framed as a problem.
FunOnI
Sep 19, 2025
Unfortunately, they will find another way to stay even if it's unlawful.
Unfortunately, they will find another way to stay even if it's unlawful.
Expresses concern that deportation policy will fail and undocumented immigrants will find illegal ways to stay, framing it as a threat.
BDee3126
Jan 15, 2026
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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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