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
So those Canadian Immigration Officers approving those millions of applications didn’t notice the scheme!!!!🧐 The corruption is through and through
So those Canadian Immigration Officers approving those millions of applications didn’t notice the scheme!!!!🧐 The corruption is through and through
Makes a specific factual claim about immigration officers missing a scheme without evidence, framed as systemic corruption.
DE_123
Jul 14, 2025
At last, some media outlets have found the courage to speak the truth; a truth that 90% of the country has been whispering behind closed doors, too afraid to say out loud for fear of …
At last, some media outlets have found the courage to speak the truth; a truth that 90% of the country has been whispering behind closed doors, too afraid to say out loud for fear of being branded racist. A large number of these individuals have arrived with fake diplomas, and nobody dares verify them. Why? Because even questioning their credentials risks backlash and accusations of discrimination. And when the diplomas are real, the educational standards often don't measure up, resulting in subpar performance and poor-quality service.
Many arrive under the pretense of being students, legally allowed to work only 20 hours a week. But they bypass this by exploiting loopholes in shift trading policies at major Canadian companies, racking up 40+ hours a week with ease. This isn’t disorganized opportunism, it's calculated and coordinated. Their communities are becoming increasingly unified and powerful, turning into breeding grounds for corruption, ethnic nepotism and tribalism. They use their community ties and visible minority status to fast-track into positions far beyond their skill or experience levels. Once inside, they bring in more of their own, creating insular hiring circles designed to shield and advance one another, regardless of merit!
Makes multiple specific factual claims without evidence: fake diplomas, work-hour violations, coordinated corruption, ethnic nepotism, and discriminatory hiring practices.
freedomfury
Jun 22, 2025
It's Trudeau's fault. He took 2 million per year instead of 200k. A lot have degrees from their country that's easy to obtain due to low standard & are here in government owned companies where …
It's Trudeau's fault. He took 2 million per year instead of 200k. A lot have degrees from their country that's easy to obtain due to low standard & are here in government owned companies where it's hard to fire d@mb workers because of Unions, getting high wages - so many have afforded expensive houses & luxury cars after living here in a year or two - this rarely happened in the past.
Makes specific factual claims about immigration numbers (2 million vs 200k), credential standards, and wage/housing outcomes without evidence.
Crey-yk5yy
Aug 24, 2025
Trump sending American troops and armaments to Russia to help Putin in his wars might soon to happen.\nTrump spearheading a Russian- American alliance is not an impossibility.\nWorld peace is in peril!
Trump sending American troops and armaments to Russia to help Putin in his wars might soon to happen.\nTrump spearheading a Russian- American alliance is not an impossibility.\nWorld peace is in peril!
Presents unsubstantiated claims about Trump sending troops to Russia and forming alliances, framed as existential threats to world peace.
@jacobtejada3913
Mar 4, 2025
We seem to have imported a lot of auto theft experts.
We seem to have imported a lot of auto theft experts.
Makes a specific factual claim about immigrants being 'auto theft experts' without evidence, framed as a threat.
grandmufftwerkin9037
Jun 16, 2025
I believe a lot of them are illegals that over stayed their visas
I believe a lot of them are illegals that over stayed their visas
Makes a specific factual assertion ('a lot of them are illegals that overstayed visas') without evidence or substantiation.
Unverified Claim
0.85
Charmander321wf
Jun 21, 2025
Indians ruined Canada by 💩 on beaches, ruining the trucking industry, obliterating Canadian culture and values
Indians ruined Canada by 💩 on beaches, ruining the trucking industry, obliterating Canadian culture and values
Makes specific factual claims about Indian immigrants' behavior (defecating on beaches, ruining trucking industry) presented without evidence, combined with identity-based framing.
RUSTYNAILS-m1c
Jun 21, 2025
4:57 Of course Indian migrants contribute way more than African or Muslim migrants this goes without saying. That explains how we are literally the most successful group in the west. Indians in the UK USA …
4:57 Of course Indian migrants contribute way more than African or Muslim migrants this goes without saying. That explains how we are literally the most successful group in the west. Indians in the UK USA Australia according to govt stats themselves have the highest income per capita, tax contribution per capita lowest crime rate and highest education levels (in the USA it is measured by standardized test scores like avg SAT scores and % of population with college degrees). This is a proven fact based on the figures no other community/demographic is as law abidding and successful as Indians in every single western country. Indians are CEOs of major tech firms like microsoft google adobe ibm etc yet you won't mention that cause it goes against your agenda. The most successful demographic in the west (US UK Canada) are Indians. Highest income per capita, highest education levels and lowest cmre rates. When Indians move into a neighborhood property prices rise. This isn't creating chaos as this kid claims as Indians assimilate pay taxes have extremely low crmre rates and also the highest tax and income contribution per capita. Instead of making videos constantly deriding Indians why don't you point out the fact street harrassers across western europe targeting women are almost all Muslims from Afghanistan, Pakistan etc. Most pdfile groomong gongs in the UK are comprised of pakistani abdools. They have been operating in every town and city since the 60s. This youtuber probably doesn't even know who Tommy Robinson is
Makes multiple specific factual claims about Indian immigrants' economic and crime statistics across countries without evidence, while making comparative assertions about other groups.
shaheedbhaghatsingh3974
Jan 27, 2026
So what is this really about? Makes sense that elon wants the metals and minerals for himself and not for competition in e-vehicles manufactured in the US. And of course the minerals deal with Ukraine …
So what is this really about? Makes sense that elon wants the metals and minerals for himself and not for competition in e-vehicles manufactured in the US. And of course the minerals deal with Ukraine is all for elon who will be able to build while his competitors pay huge tariffs for the same materials from Canada or tariffs on vehicles from their auto plants in Mexico. Wake up America. The two devils are stealing everything from ALL of us.
Makes specific factual claims about Elon Musk's mineral dealings and government corruption without evidence, presenting them as hidden conspiracies.
Unverified Claim
0.85
@puglibrarian6952
Mar 4, 2025
Now paki's come have 10 kids then the parents get divorced on paper but its fake. Then the man goes and works under the table and still lives with the family. Completely scamming the welfare …
Now paki's come have 10 kids then the parents get divorced on paper but its fake. Then the man goes and works under the table and still lives with the family. Completely scamming the welfare system.
Makes specific factual claims about welfare fraud patterns without evidence, combined with ethnic stereotyping.
JBOutboards
Jun 18, 2025
They do that everywhere same happens in Australia and Fiji all over Pacific nations like they are so rampant and abundant in crimes and using student visas to disappear into the country they enter under …
They do that everywhere same happens in Australia and Fiji all over Pacific nations like they are so rampant and abundant in crimes and using student visas to disappear into the country they enter under the pretence of studying
Makes unsubstantiated claims about immigrant crime rates and student visa fraud across multiple countries, presented as established fact without evidence.
sahil_patanwala
Oct 2, 2025
Putin is a lying dictator just like you who welcomes terrorists from all over the world to take shelter in Canada
Putin is a lying dictator just like you who welcomes terrorists from all over the world to take shelter in Canada
Makes a specific factual claim (Canada welcomes terrorists) without evidence, combining it with inflammatory rhetoric.
@john-fr5yd
Mar 4, 2025
um you are telling us what we already know and have known for months, as for the invasion of the diaper heads we have known THAT for years. They are coming here to wipe out …
um you are telling us what we already know and have known for months, as for the invasion of the diaper heads we have known THAT for years. They are coming here to wipe out the white people and make it another india. We aren't loosing our culture, we have LOST itl too late, son of castro and carnage carney were both placed in their position by the WEF to kill this country so that Claus Schwab can come in and buy it up it is ALL planned and going very well for them. 817,000 people coming into this country is an INVASION not immigration and the majority of them are cochroaches. IMPO
Makes multiple unsubstantiated claims about immigration as invasion, demographic replacement, and conspiracy involving WEF, combined with dehumanizing language.
grumpymedik
Sep 8, 2025
The government offer death by maid. They are a death cult. They do not care about humanity. This became apparent with the globalist lockdowns for a cold. The plan get as many needles with the …
The government offer death by maid. They are a death cult. They do not care about humanity. This became apparent with the globalist lockdowns for a cold. The plan get as many needles with the weapon they could. This weapon attacked fertility for those who took it. Also attacked health on an extremely high scale. How many are not breathing now because they got it?
Makes multiple unsubstantiated claims about government as 'death cult,' vaccines as weapons, and fertility attacks.
sherrywest4493
Aug 25, 2025
I just noticed something. WHY IS IT ONLY WHITEs and blacks THAT ARE HOMELESS. NONE OF THE IMMIGRANTS ARE HOMELESS !!!!!!
I just noticed something. WHY IS IT ONLY WHITEs and blacks THAT ARE HOMELESS. NONE OF THE IMMIGRANTS ARE HOMELESS !!!!!!
Makes a specific factual claim (only whites and blacks are homeless, no immigrants are homeless) presented without evidence, implying preferential treatment.
doobydude420
Aug 28, 2025
The worst thing is that most come here with fake degrees and fake colleges. When you see them working you realize that the education does not meet.
The worst thing is that most come here with fake degrees and fake colleges. When you see them working you realize that the education does not meet.
Makes specific factual claim about immigrants having fake degrees and credentials without evidence, presented as established fact.
MarieandDallas
Aug 27, 2025
Mass deportation now fixes everything in Canada!! In reality they are bringing in 5500 a day no back ground check.
Mass deportation now fixes everything in Canada!!
In reality they are bringing in 5500 a day no back ground check.
Calls for mass deportation while making specific unsubstantiated claims about daily intake numbers and lack of background checks.
vancouverviking4652
Jan 12, 2026
Your guest is asking…we don’t know where those students are going….everyone knows they are going to TRUCKING schools…everybody knows that! Don’t pretend you don’t please!
Your guest is asking…we don’t know where those students are going….everyone knows they are going to TRUCKING schools…everybody knows that! Don’t pretend you don’t please!
Makes unsubstantiated claim about international students attending trucking schools while criticizing the guest for not acknowledging this alleged fact.
OTRUSCAN
Jan 20, 2026
The liberal government is to blame for all this. It is being done by design. They want us poor and hungry so that we become scared and obedient citizens.
The liberal government is to blame for all this. It is being done by design. They want us poor and hungry so that we become scared and obedient citizens.
Makes unsubstantiated claim that government immigration policy is deliberately designed to impoverish and control citizens, presenting conspiracy theory without evidence.
LenTube25
Aug 28, 2025
The Canadian government just import millions of Indians into Canada to take away all the jobs from native Canadians.
The Canadian government just import millions of Indians into Canada to take away all the jobs from native Canadians.
Asserts without evidence that the government deliberately imports Indians to displace native workers, combining conspiracy framing with economic grievance.
sauronthegreat5799
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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Discourse Quality (Perspective API)