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 live on a one way, and the amount of Indian delivery drivers driving down the wrong way every day is astounding. They are going to kill someone here soon.
I live on a one way, and the amount of Indian delivery drivers driving down the wrong way every day is astounding. They are going to kill someone here soon.
Uses anecdotal observation to generalize about a specific ethnic group and frame them as a safety threat without evidence.
jimmyjames6636
Mar 2, 2026
It’s cause Bramptons imported half of Punjab. The government is stupid for allowing it they’re exploiting Canada with immigration scams and other BS. That and they bring there religious problems over here. These idiots who …
It’s cause Bramptons imported half of Punjab. The government is stupid for allowing it they’re exploiting Canada with immigration scams and other BS. That and they bring there religious problems over here. These idiots who want Khalistan should go back and fight for it there.
Expresses alarm about demographic change, invokes conspiracy ('immigration scams'), and frames religious minorities as threats to national stability.
jimmysmith-i1w
Jan 27, 2026
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
Auckland, New Zealand. My home town. Totally attacked by the Indians. Some of the previously precious suburbans of Auckland are now called Little India. Rubbish everywhere, beyond reality. Aucklanders are moving away, losing money on …
Auckland, New Zealand. My home town. Totally attacked by the Indians. Some of the previously precious suburbans of Auckland are now called Little India. Rubbish everywhere, beyond reality. Aucklanders are moving away, losing money on their mortgages. It's shocking! Stop immigration !!!!
Compares New Zealand to Canada, expresses demographic anxiety about Indian immigration causing neighborhood decline and property loss, calls for immigration restrictions.
SebastianCoen
Jan 29, 2026
UNBELIEVABLE MESS CANADA IS IN , THIS IS ONLY GOING TO GET WORSE FAST
UNBELIEVABLE MESS CANADA IS IN , THIS IS ONLY GOING TO GET WORSE FAST
Expresses alarmism and catastrophic framing about Canada's future condition, characteristic of fear_threat discourse.
paulearl56
Oct 10, 2025
We needed a lot of condoms to prevent this.
We needed a lot of condoms to prevent this.
Dark humor expressing demographic anxiety through a crude reference to population control.
johnsmith02
Feb 26, 2026
Anyone that has money in stocks btr get it all out now bc it will get worse!
Anyone that has money in stocks btr get it all out now bc it will get worse!
Warns of economic collapse and market decline due to Trump's policies, expressing anxiety about financial consequences.
@SheriParkhurst-wd5cj
Mar 4, 2025
Filthy disgusting creatures with no manners no morals !
Filthy disgusting creatures with no manners no morals !
Dehumanizing language expressing disgust and moral condemnation toward an immigrant group.
Libtard1
Feb 9, 2026
If were just barely scratching the tip of the iceberg of fraud in Minnesota and now Maine, I gotta wonder how much worse it is in Canada where they are completely unchecked.
If were just barely scratching the tip of the iceberg of fraud in Minnesota and now Maine, I gotta wonder how much worse it is in Canada where they are completely unchecked.
Expresses concern about fraud and lack of oversight in Canada, framing it as a systemic threat.
dizzymcfizzy
Jan 28, 2026
So basically, hand over everything about your entire life and risk going to jail. I say don't go unless you absolutely have to for family or work.
So basically, hand over everything about your entire life and risk going to jail. I say don't go unless you absolutely have to for family or work.
Expresses concern about legal risks and discourages immigration based on perceived dangers and bureaucratic burden.
LucyABCDinCanada
Jan 2, 2026
Don't bring your culture of littering trash all over the fucking place. Keep that shit in india.
Don't bring your culture of littering trash all over the fucking place. Keep that shit in india.
Expresses concern about cultural practices and environmental behavior, framing immigrants as a threat to local standards.
TheProfessordank
Jan 27, 2026
From Europe : America is over ! You have vote for the beast to destruct your country ! No one trust you anymore and for many many many years, and this no matter who the …
From Europe : America is over ! You have vote for the beast to destruct your country ! No one trust you anymore and for many many many years, and this no matter who the next president will be in 4 years. we are fed up with you. \nYou can have all the wealth you want but you will have no friends anymore.
European commenter expresses alarm about US decline and loss of international trust, framing America as a threat to global relationships.
@kokojambo76
Mar 4, 2025
They're ALL clueless. They're ALL DEI hires. And the useful idiots will keep on voting them in. Canada is definitely doomed.
They're ALL clueless. They're ALL DEI hires. And the useful idiots will keep on voting them in. Canada is definitely doomed.
Uses alarmist language ('Canada is doomed') and makes sweeping negative claims about government competence and DEI hiring without evidence.
pauljackson8282
Feb 27, 2026
They’re truly OBNOXIOUS AF
They’re truly OBNOXIOUS AF
Uses inflammatory language to characterize a group as objectionable, expressing negative sentiment and implicit threat framing.
Pavel.l445-j7h
Feb 17, 2026
Trump wants US to become a true zombie land
Trump wants US to become a true zombie land
Expresses alarm about Trump's leadership creating societal decay and danger.
@rad1x10
Mar 4, 2025
There is no escape \n\nhttps://youtu.be/Vhdih6WXTEc?feature=shared\n\nwe are truly fucked
There is no escape \n\nhttps://youtu.be/Vhdih6WXTEc?feature=shared\n\nwe are truly fucked
Expresses existential dread and hopelessness about the situation, with apocalyptic language indicating fear and threat perception.
Fear / Threat
0.81
@khaled7472
Mar 5, 2025
Because they know it's way easier to go and infest canada over ANY country in the world thats not considered 3rd world.
Because they know it's way easier to go and infest canada over ANY country in the world thats not considered 3rd world.
Uses inflammatory language ('infest') to express concern about immigration targeting Canada, with comparative framing.
Cindymancini75
Feb 15, 2026
I couldn’t care less if you want to practice your religion and values in the sanctity of your own home. DONT TRY TO SHOVE IT DOWN OUR THROATS AND CHANGE SOMETHING THAT HAS BEEN IN …
I couldn’t care less if you want to practice your religion and values in the sanctity of your own home. DONT TRY TO SHOVE IT DOWN OUR THROATS AND CHANGE SOMETHING THAT HAS BEEN IN EFFECT FOR LONGER THAN YOU HAVE BEEN ALIVE!!!!
Expresses anxiety about cultural/religious change being imposed on Canadian society, framing immigration as a threat to established norms and values.
therealnacho69
Sep 12, 2025
Wow! How could this ever happen?! Maybe the introduction of One Touch where anyone can just walk right in our open borders! Give your head a shake! Elbows up
Wow! How could this ever happen?!
Maybe the introduction of One Touch where anyone can just walk right in our open borders!
Give your head a shake!
Elbows up
Expresses alarm about open borders and uncontrolled immigration, using rhetorical questions and dismissive language to convey security anxiety.
TaXrCana
Feb 18, 2026
I e lived in india 16 years these people are racist decieclving vipers smill in ur face put it up ur ass why not deport them they will destroy everything and copy everything's then take …
I e lived in india 16 years these people are racist decieclving vipers smill in ur face put it up ur ass why not deport them they will destroy everything and copy everything's then take the credit for it canada and amarica must act now. Before t's ro late modi has se return ties with Russia and xhina
Personal experience claim combined with alarmist rhetoric about cultural destruction, conspiracy-adjacent geopolitical claims, and calls for deportation.
CanUguessMyname
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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Discourse Quality (Perspective API)