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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Unverified Claim
3,221 comments
It's all about money and career advancement. Not one of them cares about education or Canada
It's all about money and career advancement. Not one of them cares about education or Canada
Makes a sweeping unsubstantiated generalization about immigrant students' motivations and lack of care for Canada.
JDPeterson-s7v
Sep 28, 2025
The whole immigration scam relies on no one tracking and enforcing the laws
The whole immigration scam relies on no one tracking and enforcing the laws
Asserts a specific factual claim about immigration system dysfunction ('scam') and lack of enforcement without evidence.
tinab1317
Sep 29, 2025
#StopCoveringUp! Western and Muslim ecosystems, there are #consequences waiting for you guys.
#StopCoveringUp! Western and Muslim ecosystems, there are #consequences waiting for you guys.
Makes vague unsubstantiated claims about consequences and divides groups by religious/cultural identity.
hemantpanchpor
Sep 28, 2025
I was told they are taking Taxis to cross the border...
I was told they are taking Taxis to cross the border...
Presents a specific factual claim about border crossing methods without evidence.
Unverified Claim
0.75
SINGULARSEEKER
Nov 13, 2025
Follow the money! The world knows that trump is putins puppet.
Follow the money! The world knows that trump is putins puppet.
Makes an unsubstantiated factual claim about Trump being Putin's puppet without evidence, framed as conspiratorial.
@insanedw4947
Mar 4, 2025
People are being scammed systematically to bring them here. It's frustrating for all, lose-lose
People are being scammed systematically to bring them here. It's frustrating for all, lose-lose
Makes a specific factual claim about systematic scamming without evidence, framed as policy criticism.
deepakverg9494
Sep 29, 2025
Even their parents got visa very easily , who is issuing visa for them?
Even their parents got visa very easily , who is issuing visa for them?
Makes an unsubstantiated claim that visa issuance is improperly lenient without providing evidence.
Unverified Claim
0.75
saraq4277
Sep 29, 2025
They're not missing. They are working for their relatives illegally in businesses. Many of them have taken up in criminal organizations. They only "applied" to a school for the paperwork to support living in Canada.
They're not missing. They are working for their relatives illegally in businesses. Many of them have taken up in criminal organizations. They only "applied" to a school for the paperwork to support living in Canada.
Makes specific factual assertions about student visa fraud, illegal employment, and criminal organization involvement without evidence.
Unverified Claim
0.75
keikairin2038
Sep 29, 2025
They are in Brampton
They are in Brampton
Makes a specific locational assertion about a demographic group in Brampton without supporting evidence or context.
Unverified Claim
0.75
louiskwaku8879
Sep 27, 2025
New Zealand turning into India it's because the country India is becoming an economic power house and countries and doing deals with India and part of the deal is mass indian immigration into that country
New Zealand turning into India it's because the country India is becoming an economic power house and countries and doing deals with India and part of the deal is mass indian immigration into that country
Makes an unsubstantiated claim that immigration deals are tied to India's economic power without evidence.
RayMurphy-i1o
Jan 27, 2026
As far I am.comcern through generations Indian anywhere will.never progress one !
As far I am.comcern through generations Indian anywhere will.never progress one !
Makes a sweeping, unsubstantiated factual claim that Indians will never progress across generations, presented without evidence.
noorulamin9503
Sep 23, 2025
A place called Nations has been hiring people (mostly asian) with visitor visa. They need to be investigated. Trust me
A place called Nations has been hiring people (mostly asian) with visitor visa. They need to be investigated. Trust me
Alleges a specific company illegally hires Asian workers on visitor visas without evidence, urging investigation.
VT-fw9hr
Sep 29, 2025
Criminals....share this
Criminals....share this
Makes unsubstantiated accusation of criminality and urges viral sharing without evidence.
alohallo2879
Sep 28, 2025
*Not a single day for cash* Dude striaght bs, 7 years ago , people with student visa cant work legally. So how is he getting paid ?? Remity rupee back to india? Lol Also, you …
*Not a single day for cash*
Dude striaght bs, 7 years ago , people with student visa cant work legally. So how is he getting paid ?? Remity rupee back to india? Lol
Also, you came as a international student and knowingly u cant afford the tuition.
Its clearly u didnt care about going to school and used it as a gate way to canada.
You dont go aboard studying for a better life in that country.
U study abroad to either bring back new knowledge to your country or to full fill a requirements for a job back home..
The most common one is the opportunity to have a degree from a well known school for family braging rights and take over family bussiness.
Which bring us back to, studying aboard is strictly for wealthy families no matter where u live .
Imagine a candian going to london or europe
we would pay just as much plus conversion rate.
So for indians like him self, studying aboard paying 8 k cad per course shojdl be impossible. Only a super wealthy family can afford that in india or canada .
Makes specific factual claims about student visa work restrictions and payment methods without evidence, while critiquing student motivations and affordability.
ubae-nage
Sep 27, 2025
3:15 pay no taxes? Wow! That's what happens when you get interview a homeless person who has no idea what the hell he's talkin about. Live among themselves? You don't live among your kind?
3:15 pay no taxes? Wow! That's what happens when you get interview a homeless person who has no idea what the hell he's talkin about. Live among themselves? You don't live among your kind?
Asserts unverified claim that interviewed person 'pay no taxes' while also critiquing the interview quality and making identity-based assumptions.
hurmanbansal
Sep 21, 2025
There’s no Canadian born officers
There’s no Canadian born officers
Makes a specific factual assertion that there are no Canadian-born immigration officers without providing evidence.
christyrajendram6500
Sep 28, 2025
8.5% of Canada is South Asian 5.9% is Indian This only counts people with citizenship
8.5% of Canada is South Asian
5.9% is Indian
This only counts people with citizenship
Presents specific demographic statistics without source attribution or context, potentially selective data presentation to support an unstated argument.
Unverified Claim
0.75
d.3521
Sep 24, 2025
99% of people are from Punjab, not from whole India.
99% of people are from Punjab, not from whole India.
Makes a sweeping demographic claim (99% from Punjab) that is factually incorrect and presented without evidence.
Viaan-33MV
Jan 27, 2026
I heard many jobs is taking by Indians, they have take their family to Canada and give job
I heard many jobs is taking by Indians, they have take their family to Canada and give job
Makes a specific factual claim about Indians taking jobs and hiring family members without evidence, presented as hearsay.
arayechannel
Sep 22, 2025
Yes they wowk for caha and like that gentleman said there will be at least 10 of them living in the same place minimum
Yes they wowk for caha and like that gentleman said there will be at least 10 of them living in the same place minimum
Makes an unsubstantiated claim about minimum household occupancy ('at least 10 of them living in the same place') presented as fact.
ancacox8886
Sep 22, 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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