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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Personal Narrative
1,771 comments
As a brit, Calgary is my dream location I hope they dont ruin it too
As a brit, Calgary is my dream location I hope they dont ruin it too
Personal statement of immigration aspiration paired with anxiety about demographic or cultural change in the destination city.
mrk2938
Jan 27, 2026
Hopefully i can leave canada before it gets more worse F**k the new rules its much more stupid and worse
Hopefully i can leave canada before it gets more worse F**k the new rules its much more stupid and worse
First-person expression of intent to leave Canada due to dissatisfaction with new immigration rules.
user-ne7rg
Jan 23, 2026
Man should have interviewed me I lived in Brampton and moved out born and raised. I would have given you all the corruptions that’s happening
Man should have interviewed me I lived in Brampton and moved out born and raised. I would have given you all the corruptions that’s happening
First-person account of lived experience in Brampton with implicit offer to share information about local issues.
madbov6106
Jan 27, 2026
I live in Canada, that's so true... It ruined Canada
I live in Canada, that's so true... It ruined Canada
First-person account of living in Canada combined with claim that immigration has ruined the country.
Anonymouse-lf2jn
Jan 27, 2026
Yooo that’s my hometown! Crazy Tyler is covering here and yea it’s only gets crazier each year, grew up there for 12 years and I’m 17 now, when I go there to visit family even …
Yooo that’s my hometown! Crazy Tyler is covering here and yea it’s only gets crazier each year, grew up there for 12 years and I’m 17 now, when I go there to visit family even now I can always tell it only worsens
First-person account of growing up in the location and observing deterioration over time.
prevailcawley-downey9414
Jan 27, 2026
I’m in Vancouver it’s not inherently bad but it’s to much they are bringing everything I love everyone tho
I’m in Vancouver it’s not inherently bad but it’s to much they are bringing everything I love everyone tho
First-person account of living in Vancouver expressing ambivalence about immigration levels while claiming to maintain goodwill toward immigrants.
Countsukula69
Jan 27, 2026
As a truck driver these people are the very worst drivers and they stink up the truck stops
As a truck driver these people are the very worst drivers and they stink up the truck stops
First-person account from a truck driver sharing negative personal experiences with immigrant drivers, combining lived experience with ethnic stereotyping.
fredericklawton548
Jan 27, 2026
This is what gets me, I’m an immigrant. I came from a place where we speak a broken dialect of English. As part of my processing, I had to demonstrate my ability to speak the …
This is what gets me, I’m an immigrant. I came from a place where we speak a broken dialect of English. As part of my processing, I had to demonstrate my ability to speak the queen’s english. To work, the expectation is you’re able to communicate effectively with whoever you’re interfacing.
These folks come here, make zero attempt to improve or learn English or French - the national languages. They go home after the day is done, revert to their native tongue. How would you ever perfect something like a language without some degree practice and immersion?
And they do this with their generations. The 1st and sometimes 2nd generation kids will speak their native tongue first, before learning English or French. It’s like the language they should speak to effectively work and live in Canada is an accessory.
The govt at all levels encourage this by having driving tests and forms in other languages.
And don’t get me started on the pockets - Brampton for example. The politicians kowtow to the voters and give in to them having huge temples, and nonstandard shopping complexes.
It’s a running joke how many Indians will be living in the same house, renting from other Indians collecting money under the table in completely unsanctioned and illegal rental scenarios.
Companies set up by Indians, to service Indians. So they don’t even care to present as Canadian business with English / French.
I’m in the midst of charting my family’s exit from Canada. It’s become something entirely unrecognizable. Where those who know how to game the system get ahead, those of us who play the rules - stay behind.
I’ve worked my way up to being upper middle class. I’m about done paying for Indian “students” who later claim to be refugees. Who are now claiming to be in gay relationships, to support their refugee cases. It’s all a joke.
Extended first-person account of immigrant experience combined with criticism of language policy, ethnic enclaves, and government accommodation, concluding with personal exit decision.
racegod69
Jan 27, 2026
My buddy from bagladesh (upper class) was telling how much he hates the immigrants here because they are all low class and low morals. Kinda funny hearing it from their countryman
My buddy from bagladesh (upper class) was telling how much he hates the immigrants here because they are all low class and low morals. Kinda funny hearing it from their countryman
Shares a first-hand anecdote about a Bangladeshi friend's views on immigrants, comparing class and moral judgments across immigrant groups.
marckybase
Jan 27, 2026
I’ve been to Brampton and stayed at a bnb it was nice
I’ve been to Brampton and stayed at a bnb it was nice
First-person account of visiting Brampton and having a positive experience, expressing personal lived experience.
ushiookazaki3728
Jan 27, 2026
we miss the Canada we grew up in. Its gone.. The liberal government has ruined us.
we miss the Canada we grew up in. Its gone.. The liberal government has ruined us.
Expresses nostalgia for a past version of Canada and blames the current government, grounded in personal loss and lived experience.
Christianne-m8v
Jan 27, 2026
But say wat u want i think the Africans assimilate better tho...here in the UK most are Christian..my white sister is married to one and he's a doctor takes good care of them all
But say wat u want i think the Africans assimilate better tho...here in the UK most are Christian..my white sister is married to one and he's a doctor takes good care of them all
Shares lived experience with African immigrants in the UK and personal family example to support a claim about assimilation patterns.
annthequeenie
Jan 27, 2026
bro pulled up to b town 😭 he not lying tho brampton has changed severely in the last 10-15 years alone
bro pulled up to b town 😭 he not lying tho brampton has changed severely in the last 10-15 years alone
First-person observation of demographic change in Brampton over time, acknowledging significant transformation while validating the video's claims.
AnimeNjoyerz
Jan 27, 2026
As someone who lives in Canada I can confirm at Tim Hortons there are hardly any white employees matter of fact I can even get a job.🤦♂️
As someone who lives in Canada I can confirm at Tim Hortons there are hardly any white employees matter of fact I can even get a job.🤦♂️
First-person account of employment difficulty at a specific workplace, framed as evidence of demographic change affecting job availability.
NO1RTATERTOT
Jan 27, 2026
As a montrealer i appreciate you doing this because most people would never believe this was happening otherwise. Ty and stay safe!
As a montrealer i appreciate you doing this because most people would never believe this was happening otherwise. Ty and stay safe!
Commenter shares their location and personal appreciation for the video's reporting, combining lived experience with support for the creator.
MNG514
Jan 27, 2026
All I have to say is that Ive only been to Canada once and it was on a trip to Niagra Falls. That being said, I was completely disgusted with how much garbage was all …
All I have to say is that Ive only been to Canada once and it was on a trip to Niagra Falls. That being said, I was completely disgusted with how much garbage was all over one of the most beautiful water falls Ive ever seen and the only people I actually saw throwing garbage on the ground while I was there were Indians. At least a dozen seperate times in the 3 days I was there, I saw only Indians throwing their trash on the ground. Im not sh1tting on Indian people because 99% of the ones Ive met in the US were way more polite and hard working than half the Americans Ive ever met, Im just pointing out my genuine observations🤷♂️
First-person account of observed behavior at Niagara Falls used to make generalizations about Indian immigrants' cultural practices.
thelonewrangler1008
Jan 27, 2026
Spent my first 21 years in Brampton and in that time it grew in population and decayed in culture. I will likely never move back. And if you are curious about why Btowns driving is …
Spent my first 21 years in Brampton and in that time it grew in population and decayed in culture. I will likely never move back. And if you are curious about why Btowns driving is so awful, go look at the local dmv... you might find something there.
First-person account of living in Brampton and observing demographic/cultural change, with implicit criticism of the transformation.
nasherowdey2618
Jan 27, 2026
1:16 Native, Native Canadian here. Wish I was interviewed. No holding back. Thanks for the journalism, and stay safe.
1:16 Native, Native Canadian here. Wish I was interviewed. No holding back. Thanks for the journalism, and stay safe.
First-person account of Indigenous identity and desire for representation in the video's journalism.
Duhastmage
Jan 27, 2026
Alexa spent the night at the border a few months ago and she seen as we all did what went on overnight at the border
Alexa spent the night at the border a few months ago and she seen as we all did what went on overnight at the border
References a personal anecdote about someone named Alexa witnessing border events overnight.
Personal Narrative
0.80
Tree74-b3s
Nov 20, 2025
I used to go to high school there 10 years ago. it used to be a very pretty place, as far as urban places go. Back then it was called an Indian ghetto too, (despite …
I used to go to high school there 10 years ago. it used to be a very pretty place, as far as urban places go. Back then it was called an Indian ghetto too, (despite the fact we still had a lot of whites and blacks in the area) but I dont dare imagine what it looks like now.
First-person account of neighborhood change over time, comparing past and present conditions.
MygfKitkallos
Jan 27, 2026
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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)