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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Policy Critique
5,980 comments
Fake students fake colleges mostly from one or two countries more like human trafficking for cheap wages the education sector should not be used as a business model for foreign students it’s a scam
Fake students fake colleges mostly from one or two countries more like human trafficking for cheap wages the education sector should not be used as a business model for foreign students it’s a scam
The comment critiques the education sector as a business model while making unverified claims about fake students and human trafficking.
warwick4763
Sep 29, 2025
How hard to get the data…you obtain the report from college and universities and compare it with CBSA report. A high school student can perform this task.
How hard to get the data…you obtain the report from college and universities and compare it with CBSA report. A high school student can perform this task.
Critiques government/institutional data collection practices while implying incompetence, framed as a rhetorical question.
emilyt4323
Sep 28, 2025
What a lot. "We don't have actual numbers on how ineffective and broken we are but we would like to emphasize that we try very hard to avoid certain accountability."
What a lot. "We don't have actual numbers on how ineffective and broken we are but we would like to emphasize that we try very hard to avoid certain accountability."
Criticizes government accountability and transparency in immigration policy implementation.
Policy Critique
0.80
aj-2savage896
Sep 29, 2025
Aiesha Zafar, if you dedicated half the amount of time to researching the data necessary for this hearing as you have spent observing yourself in a mirror, you could enhance your credibility. You are a …
Aiesha Zafar, if you dedicated half the amount of time to researching the data necessary for this hearing as you have spent observing yourself in a mirror, you could enhance your credibility. You are a disgrace to the position, even if you possess a Bachelor of Commerce (Honours) degree in Finance from the University of Manitoba and a Master of Arts degree in War Studies from the Royal Military College. I didn't complete high school nor attend a university, but I do know one thing: Pretending to be something one is not inevitably catches up with them.
You have accepted the responsibilities associated with this role and assert to possess over 20 years of experience that extends into this particular field. Cease squandering both time and financial resources (taxpayers). Either take control of your responsibilities or resign, thereby permitting yourself to spend additional time frolicking in the dance studio, akin to a child.
Critiques a government official's competence and calls for accountability, with personal background assertion for credibility.
muddysidedown
Sep 29, 2025
Immigrants are not aliens, they are legal immigrants. On the other side, original Canadians are to be blame for their low birth rate, due to which government hasn't any choice but to have foreigners to …
Immigrants are not aliens, they are legal immigrants. On the other side, original Canadians are to be blame for their low birth rate, due to which government hasn't any choice but to have foreigners to run the businesses and dialy life course. The low birth rate is real issue. If the people of Canada didn't focus on this, sooner or later foreigners will overtake Canada. And of course when immigrants comes, surely they will bring their culture and living style too. Asking them to adopt Candian culture from the first day is senseless. There is no point of blaming immigrants for overtaking Canada.
Critiques government immigration policy as a response to low birth rates while expressing demographic replacement anxiety.
hani60pk
Sep 27, 2025
We all herw blaming them....but entire blame ve put on ircc and the govt. Why ircc...i would say no proper scrutiny from ircc. contact interview should be allowed. Indians in US speaks english much better …
We all herw blaming them....but entire blame ve put on ircc and the govt.
Why ircc...i would say no proper scrutiny from ircc. contact interview should be allowed. Indians in US speaks english much better than indians in Canada. If you see them at Walmart l, dont even bother to ask for directions, you will confused more than before.
2. Ircc claim they prioritize experience approving people at the age of 50 years to 8 month program with all benefit of MS/PhD, tell me someone at the age of 40+, what contribution would that add to the economy than to populate the country compare to someone in their 20s. You all need to compare demographic of international student in US and Canada.
Why govt, 1. Allowing private institutions to grant degree confering to SOWP/PGWP/Dependent/parent sponsorship
Critiques IRCC's screening processes, institutional policies, and demographic selection criteria for international students.
WhatsMyName-t6g
Sep 29, 2025
LIBERAL REPORT CARD (And this is only what we know so far...) - $60 Million ArriveScam - Hard Drugs called Safe drugs supplied in vending machines - $258 Million in projects to GC Strategies; - …
LIBERAL REPORT CARD
(And this is only what we know so far...)
- $60 Million ArriveScam
- Hard Drugs called Safe drugs supplied in vending machines
- $258 Million in projects to GC Strategies;
- Winnipeg Labs
- SNC Scandal
- Aga Khan trip Scandal
- $84k Jamaican Vacation
- $6k/night for a single room for the Queen's Funeral
- $1.3 Million on 3 'Affordability Retreats'
- China Election Interference
- Chinese Police Stations in Canada
- Green Slush Fund Scandal
- Funding Islamic groups who are protesting in support of Hamas
- $1 Billion paid out for Hotels for Immigrants
- $40 Million to fire staff
- A Billion Dollars to CBC to collapse their credibility
- Blocking Veterans Affairs Committee investigation
- $29 Billion in cost overruns on TMX
- Expanding MAiD into those with Mental Illness
- $2 Billion to invest in companies that don't exist
- $500 Million to fund abortions in other countries
- WE Scandal
- CPP increase and CPP2
- Highest inflation in 30 years
- Highest interest rates in 30 years
- Unsustainable immigration
- Forcing Untested Vaccinations
- Ignoring Vaccine Injured
- 11 Million Canadians requiring Food Banks
- Tent Cities in every major city
- Housing and Rent prices skyrocketing
- Healthcare Collapsing
- Out of-control spending by the Governor General
- Overpayment of CERB payments to prisoners, people who don't qualify, people who don't live in Canada
- 10k Ventilators, purchased from a Liberal Friend, that never got used because they were never needed
- $300 Million for storage of Mobile Hospitals that were never used
- $400 Million for Quarantine Hospitals
- Illegally using the Emergencies Act against Canadians
- Firing Federal workers and not paying them El based on Vaccination Status
- $30 Billion in making batteries for cars, while EV Manufacturers are divesting from EV Technology
- $9 Million in Cricket factory for Human consumption
- Accusing India of killing citizens on Canadian Soil
- Soiling relations with China
- Telling Germany, Japan and Greece that we don't want their business on LNG
- Violent protesters allowed to escalate without recourse
- Violated Canadian Charter of Rights
- 2018 India Vacation Mr. Dressup
- Elbow gate in HoC
- 25% living in poverty
- Housing is unaffordable.
- Canadian forces made ineffective
- Rising crime rate
- Failed gun bans on lawful owner
- An opioid epidemic
- No progress on missing Aboriginal women
- A divided country
- Reduction of Canadian forestry management causing more forest fires
- 6 billion to the Philippines for gender equality and fight climate change
- 5 million ice rink on Parliament Hill
- 8.6 million reno on the Herington Lake cottage
- 2.5 million for the additional cottage at Herington lake for Sophie and kids
- Safe injection sites, not so safe around children
- Failed safe supply being sold for hard drugs
- Legalization of hard drugs
- Speaker Greg Fergus after partisan language appeared in an ad for an upcoming event in his riding
- Fergus was found to have violated the act
- Freeland by-election at by-election
- Anthony Rota is thrown under the bus for the HoC Hunka clap-in. PMO’s office knew who he was before.
- Mary Ng $17,000 ethical contract
- Mary Ng named as one of the 11 MP's who allegedly conspired with foreign actors
- Failed UN Security seat campaign of over 8.6 million
- 300 million on redesigning the Canadian passport (what was wrong with the old design, not WOKE enough?)
- 220k on in-flight catering Indo-Pacific trip, total for the trip over 2 million
- Justin Trudeau bought his buddy Tom a $9 million condo in NYC
- $28,000 to Randy Boissonnault’s former company
- Randy Boissonnault faking indigenous to get grants/money
- Randy Boissonnault steps away from HoC to be protected from his crimes
- 25% of Canadians are living below the poverty line
- Steven Guilbeault $30 Billion coverup
- MP Joly’s husband top recipient of future entrepreneurs program
- Immigration minister Marc Miller importing terrorists
- $523K Joly Rush furniture order spending spree
THIS IS NOT EVEN SCRATCHING THE SURFACE SHARE SHARE
Comprehensive list of alleged government scandals and failures, mixing verified controversies with unverified claims and opinion, primarily critiquing Liberal governance.
roadwarrior1157
Sep 29, 2025
Liberal government fools Pierre for pm 😊
Liberal government fools Pierre for pm 😊
Criticism of the Liberal government with implicit call to vote for Pierre (Conservative leader).
clairenieves8743
Sep 28, 2025
Trudolf destroyed our beautiful country with immigration and now his successor, the carnival worker, is driving the nails into the coffin. Many of us would leave here if there was a better place to immigrate …
Trudolf destroyed our beautiful country with immigration and now his successor, the carnival worker, is driving the nails into the coffin. Many of us would leave here if there was a better place to immigrate to.
Blames political leadership for immigration policy destroying the country, with personal expression of desire to emigrate.
joeliethegrower4445
Sep 27, 2025
Intense Concentration of any one ethnic group in on area typically ends up becoming a problem. The birth rate in Canada is insufficient, immigration will always drive the country’s growth but it needs to be …
Intense Concentration of any one ethnic group in on area typically ends up becoming a problem. The birth rate in Canada is insufficient, immigration will always drive the country’s growth but it needs to be diluted with multiple ethnic groups. Nearly a million Indians in one small area will make the area just like India. Conestoga college has done the same thing to Kitchener.
Critiques immigration policy for concentrating ethnic groups and argues for better distribution, with underlying concern about ethnic homogenization.
DireWolf28
Sep 26, 2025
How did this happen?? That's easy. Because of Justin Trudeau and the Liberals.. And why does it keep happening?? Because of Mark Carney and the Liberals.. Any more questions?
How did this happen?? That's easy. Because of Justin Trudeau and the Liberals.. And why does it keep happening?? Because of Mark Carney and the Liberals.. Any more questions?
Blames specific political figures and parties for immigration policy outcomes, implicitly calling for accountability or change.
mhmhmh7073
Sep 26, 2025
I think immigration is just one of the surfaces issues that we are facing, too many people get stuck in them instead of the real problem, which is government corruption and greed. If we don’t …
I think immigration is just one of the surfaces issues that we are facing, too many people get stuck in them instead of the real problem, which is government corruption and greed. If we don’t learn from history, we are doomed to repeat it
Critiques immigration focus as distraction from deeper systemic issues of government corruption and historical patterns.
benjaminl4524
Sep 21, 2025
the hindus don't denigrate anybody. ...except those untouchables over there. they're subhuman filth. i think most canadians aren't pissed off about the immigration, exactly, and are more annoyed by the shift in resources. it's a …
the hindus don't denigrate anybody.
...except those untouchables over there. they're subhuman filth.
i think most canadians aren't pissed off about the immigration, exactly, and are more annoyed by the shift in resources. it's a pretty big country with a lot of empty space. they set up in a small town and didn't bother anyone. that's roughly in line with canadian values. however, during that time, we've seen a lot of cuts to systems that were intended to help people born in canada and a shift in resources to help people born elsewhere coming into the country. white canadians are correct in noticing that the government has picked a side, and is shifting it's resources to helping this one group at the expense of the other, and it's had visible results that you're helpfully documenting. it's relatively clear that, whatever the merit of that initial shift in resources, it's had some unexpected effects, and that policy needs to be reevaluated. it's relatively clear who needs government resources in brampton in 2025, and the answer is not the same as it was in 1995.
Extended critique of government resource allocation priorities between native-born and immigrant populations, with identity-based framing of resource competition.
jessicasfakeaccount
Sep 22, 2025
The quality of immigrants have decreased but blaming just the indians isn't right. Check other regions like Scarborough, lots of asylum seekers came in, who are muslims from middle east and africa, they are the …
The quality of immigrants have decreased but blaming just the indians isn't right.
Check other regions like Scarborough, lots of asylum seekers came in, who are muslims from middle east and africa, they are the real problem getting free money and stay from the government and working on cash.
Legalizing Cannabis store promoted youngsters and adults alike to try drugs, why was the needed even ?
Problem is not indians or immigrants in general, problem is government policies.
Comment critiques government immigration and drug legalization policies while making unverified claims about asylum seekers and their benefits.
designpathy
Sep 23, 2025
Our own government allowed and aided and abetted this thing.
Our own government allowed and aided and abetted this thing.
Comment criticizes government responsibility for immigration policy decisions, attributing blame to state actors.
Policy Critique
0.80
mitchbarredo3990
Sep 23, 2025
This is what happens when you are “too nice” of a country ….people take advantage of you
This is what happens when you are “too nice” of a country ….people take advantage of you
Criticizes Canada's immigration policy as too permissive, suggesting it enables exploitation of national generosity.
mttmviral
Sep 20, 2025
Don't blame the people coming in, blame the system in place and the white liberals that are getting them in.
Don't blame the people coming in, blame the system in place and the white liberals that are getting them in.
Critiques immigration policy and blames 'white liberals' for facilitating immigration, deflecting blame from immigrants themselves.
happyliferoy3244
Sep 20, 2025
You're not much better, Trudeau .
You're not much better, Trudeau .
Dismissive criticism of Trudeau's leadership and policy performance.
Policy Critique
0.80
@autumnelizabeth8328
Mar 4, 2025
Stop mixing cultures through political gentle "wokeness"... "Immagrants" ..Stay home and make your own country better, before abandoning your family, friends and culture or some percieved economic gain.... Awful... Naive....
Stop mixing cultures through political gentle "wokeness"...
"Immagrants" ..Stay home and make your own country better, before abandoning your family, friends and culture or some percieved economic gain....
Awful... Naive....
Critiques cultural integration policies and government approach to immigration while framing it as cultural preservation concern.
watchmenstudios
Sep 21, 2025
IT IS ONLY 2 parties TO BLAME: LIBERALS AND NDP... MULTICULARIMS DOES NOT WORK... NO WHERE..
IT IS ONLY 2 parties TO BLAME: LIBERALS AND NDP... MULTICULARIMS DOES NOT WORK... NO WHERE..
Blames specific political parties for immigration policy failures and asserts multiculturalism doesn't work.
ericdiaz6568
Sep 21, 2025
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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
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