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
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
If you get offended easily don’t scroll You will get offended Don’t even get me started with Tim’s bro every one is jammed packed with them I tried to get me a job and they …
If you get offended easily don’t scroll
You will get offended
Don’t even get me started with Tim’s bro every one is jammed packed with them I tried to get me a job and they said that it was Indian only but I know for a fact that it is not
Combines a warning about offensive content with an anecdotal claim of employment discrimination, expressing anxiety about Indian workplace dominance.
McmMck
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
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
now that the COVID-19 BS is over...they need some other shit to stirr up... its going to be Indians Today!!!
now that the COVID-19 BS is over...they need some other shit to stirr up... its going to be Indians Today!!!
Expresses demographic anxiety and alarmism about targeting of a specific ethnic group (Indians) as a distraction tactic by government.
rickytang3281
Sep 7, 2025
Saskatchewan too. All of Canada it seems. Definitely bc too.
Saskatchewan too. All of Canada it seems. Definitely bc too.
Vague assertion that immigration is pervasive across Canadian provinces, implying demographic threat or concern.
VoiCeSbeHinDtheWaLL
Jan 27, 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
WITH SO MUCH GUN CRIME, WHY ALLOW THEM TO HAVE BIG DECALS OF GUNS ON THEIR CARS???
WITH SO MUCH GUN CRIME, WHY ALLOW THEM TO HAVE BIG DECALS OF GUNS ON THEIR CARS???
Expresses security concern about gun-related imagery in context of gun crime, framing immigrant presence as a threat.
OLAYNO
Aug 29, 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
I'm afraid it's not only Brampton 🥲
I'm afraid it's not only Brampton 🥲
Brief expression of concern that the demographic issue extends beyond the specific location mentioned, implying widespread threat.
Fear / Threat
0.75
luludontbotherme
Jan 27, 2026
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
i dont think canada has the upper class of indians there, you should come to australia its indiain infested
i dont think canada has the upper class of indians there, you should come to australia its indiain infested
Compares Canada unfavorably to Australia while using inflammatory language ('infested') about a demographic group.
CARLOS-b4s3v
Jan 27, 2026
Send the Army to Defend they are coming for your Tax Handouts$$$
Send the Army to Defend they are coming for your Tax Handouts$$$
Expresses security and economic threat ('coming for your tax handouts') while calling for military action.
davem9975
Jan 5, 2026
They still bring them in Canada Tim Horton, gas station McDanol, Burger King, A&W, they take over everything trucking industry they fuck it up they all engineering. That’s exactly President Trump is fighting for.
They still bring them in Canada Tim Horton, gas station McDanol, Burger King, A&W, they take over everything trucking industry they fuck it up they all engineering. That’s exactly President Trump is fighting for.
Expresses anxiety about immigrants taking over industries and jobs, with comparative reference to Trump's anti-immigration stance.
3308-h5r
Aug 26, 2025
This is happening all over the world it’s very disturbing. 😢
This is happening all over the world it’s very disturbing. 😢
Expresses concern about a global phenomenon while signaling distress about its prevalence worldwide.
Crystal-t6g
Aug 25, 2025
we’re still fucked
we’re still fucked
Expresses pessimism and sense of doom about Canada's situation despite policy announcements.
Fear / Threat
0.75
alfredino724
Jan 12, 2026
Sikhs are generally nice people but still... When is enough enough, or how long is a piece of string?
Sikhs are generally nice people but still... When is enough enough, or how long is a piece of string?
Expresses demographic anxiety about immigration saturation ('when is enough enough') while making qualified ethnic observation.
4RedDwarf3
Jan 27, 2026
Having the same issue in Central California as well they are everywhere
Having the same issue in Central California as well they are everywhere
Expresses concern about immigrant presence spreading to other regions, implying demographic anxiety.
justinpatino1774
Jan 27, 2026
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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