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
I moved to this country with a study permit. Now I'm an Architect serving the country, proudly… It is terrible that some students come to this country and abuse the system! They have damaged the …
I moved to this country with a study permit. Now I'm an Architect serving the country, proudly…
It is terrible that some students come to this country and abuse the system!
They have damaged the reputation of the immigrants!
Shares first-person immigrant success story while condemning system abuse, balancing personal achievement with ethical concern.
saroram-f9o
Oct 5, 2025
As a indian not the whole indian only mfs panjabi go to Canada in india punjab is famous for this kind of stereotypes. lot of people only choose to go in Canada If you ask …
As a indian not the whole indian only mfs panjabi go to Canada in india punjab is famous for this kind of stereotypes. lot of people only choose to go in Canada
If you ask a punjabi where are you from he doesn't said india they say punjab who the fuck knows punjab .hate that lassies 😅
First-person account of Indian/Punjabi immigration patterns and cultural identity dynamics in Canada.
LuckySingh-y5i9q
Feb 26, 2026
I'm ashamed of my country.Trump does not care about the.U.S.We are behind Canada and apologize for what he is doing
I'm ashamed of my country.Trump does not care about the.U.S.We are behind Canada and apologize for what he is doing
First-person expression of shame about Trump's actions, combined with solidarity with Canada and moral disapproval.
@angelaneihoff8303
Mar 4, 2025
When i was in Vancouver 1993, seem like the majority was asians ( chinese, Japanese and so on). I didnt see indians.
When i was in Vancouver 1993, seem like the majority was asians ( chinese, Japanese and so on). I didnt see indians.
First-person account of demographic observations in Vancouver in 1993, comparing ethnic composition across time.
motokev2727
Jan 27, 2026
So sad 😢 I remember going there like 25 years or so ago. It was such a great place. So clean & the people were so cool.
So sad 😢
I remember going there like 25 years or so ago. It was such a great place. So clean & the people were so cool.
First-person memory of visiting Canada in the past, expressing nostalgia and implicit concern about decline in quality of life.
paulettenoel4391
Oct 7, 2025
Please don't say indian I feel ashamed, the so called invaders are from punjab which is the north part of india who speaks Hindi. We are from south most tip of india :kerala we don't …
Please don't say indian I feel ashamed, the so called invaders are from punjab which is the north part of india who speaks Hindi. We are from south most tip of india :kerala we don't invade any country we blend with other country's culture. And we speak "malayalam" as our language. India does consist of 28 completely different states and 22 plus different languages. Everyone is different in their culture and language spoken and the food itself. And I am also sad I came to canada from kerala to get a foreign exposure but sadly I saw more punjabis, gujaratis and many hindi language speaking north indians more than canadians😢. We keralites get the racism not from canadians but from these so called Punjabis and gujaratis the hindi speaking people. Its awful
First-person account of immigrant experience expressing frustration about regional/cultural stereotyping and inter-community discrimination in Canada.
elizjemil1290
Feb 24, 2026
Lmao i lived in brampton for a year almost a decade ago now and immidiately knew where talking about
Lmao i lived in brampton for a year almost a decade ago now and immidiately knew where talking about
First-person lived experience in Brampton with implicit agreement/humor about the previous comment's criticism.
Jeff-Von-Landshark
Oct 2, 2025
Lived in Brampton for 22 years and I seen it go from bad to worst (for obvious reasons) glad me and my family got the hell out of there cuz it’s a sinking ship, I’ll …
Lived in Brampton for 22 years and I seen it go from bad to worst (for obvious reasons) glad me and my family got the hell out of there cuz it’s a sinking ship, I’ll only visit to see friends and relatives but I’ll never move back, I now live in a small town near London, way better over here
First-person account of living in Brampton and relocating, with implicit demographic concerns about neighborhood decline.
dj9one212
Feb 24, 2026
I recalled I went to Rome, Italy in May this year. Two of the Chinese restaurants I ate there, to my surprise, the waiters were Indians.
I recalled I went to Rome, Italy in May this year. Two of the Chinese restaurants I ate there, to my surprise, the waiters were Indians.
Anecdotal observation about encountering Indian workers in Italy, suggesting global migration patterns.
homandbackyard008
Oct 4, 2025
I cannot do business with them…i tried, but my price is never low enough, constantly trying for freebies while doing a job for them and the renegotiation process when the work is complete is not …
I cannot do business with them…i tried, but my price is never low enough, constantly trying for freebies while doing a job for them and the renegotiation process when the work is complete is not enjoyable…my answer…sorry, too busy. I’d rather have a day off.
First-person account of negative business experiences with a group, implying ethnic or cultural stereotyping.
roykowalski4125
Oct 3, 2025
As an American citizen (sadly) i apologize for the baboon-fest in our whitehouse. the monkeys took over because of the mentally instable voters and vote-buying scammers who brought this on. MOST of us did not …
As an American citizen (sadly) i apologize for the baboon-fest in our whitehouse. the monkeys took over because of the mentally instable voters and vote-buying scammers who brought this on. MOST of us did not vote for this tragedy. but now we must attempt to survive this. not even God can help us!
First-person account from an American expressing shame and concern about domestic politics.
@ravendarkshadow9675
Mar 4, 2025
If the dont leave voluntarily, then we need ice like moves, i have been living in canada for 25 years, when we applied to come here, we had to wait years where my country was …
If the dont leave voluntarily, then we need ice like moves, i have been living in canada for 25 years, when we applied to come here, we had to wait years where my country was in civil war. These ppl that are here as a student and temporary residents,, must understand the law and that there is a legal way to come and live here. If they force themselves to stay, then we need worse than ice for them to face.. with crimes, healthcare and employment rate down, its the best option
Combines lived experience (25 years in Canada, waiting during civil war) with policy critique and moral argument about legal immigration processes.
jayafg
Jan 16, 2026
Like many Americans, I am embarrassed by King Trump.
Like many Americans, I am embarrassed by King Trump.
First-person statement of embarrassment as an American, combining personal feeling with moral judgment.
@LBlucher13
Mar 4, 2025
I'm an Indian and Punjab is the worst state where all the drugs, criminals, illegal border crossings, rape, human traffickers and terrorism, gangs, gang violence connecting with khalistan are raised and they just have plenty …
I'm an Indian and Punjab is the worst state where all the drugs, criminals, illegal border crossings, rape, human traffickers and terrorism, gangs, gang violence connecting with khalistan are raised and they just have plenty of land plus black money which gives them power. Sad some of the states have totally put the whole country name to such a shame and have never evolved from such a mindset. I just pray Indians to represent their country abroad as a better citizen and respect their laws and culture.
Indian commenter shares personal perspective on regional problems in Punjab while appealing to moral responsibility for representing one's country abroad.
Jforreal
Jan 27, 2026
I live in Brampton Ontario. It’s even worse all my neighbors are morons from India a lot of people I know who from India they go back for five months missing half the school year
I live in Brampton Ontario. It’s even worse all my neighbors are morons from India a lot of people I know who from India they go back for five months missing half the school year
Shares direct experience living in Brampton while criticizing the behavior of Indian immigrants regarding school attendance.
NatJoy-dt8cx
Jan 27, 2026
I live in this cockroach infested city for 25 year...and it stinks...there dirty people...this is the new third world Canada. Desgusting
I live in this cockroach infested city for 25 year...and it stinks...there dirty people...this is the new third world Canada. Desgusting
First-person account of 25-year residency combined with negative characterization of the city and its residents as degraded.
KILLSHOTTAS
Oct 2, 2025
I am Indian origin, many of those who have lost legal status in Canada are potential criminals. They want to make quick buck before leaving country. Also, Canada should introduce country cap.
I am Indian origin, many of those who have lost legal status in Canada are potential criminals. They want to make quick buck before leaving country. Also, Canada should introduce country cap.
First-person account from Indian-origin commenter identifying security concerns and proposing policy solutions (country caps).
ST-007
Feb 18, 2026
I fucking hate Brampton it's a shitshow (lol) there I'm not exaggerating when I say literally everyone I have ever talked to about Brampton has recommended NEVER living there
I fucking hate Brampton it's a shitshow (lol) there
I'm not exaggerating when I say literally everyone I have ever talked to about Brampton has recommended NEVER living there
Shares lived experience and anecdotal evidence about Brampton's livability, with implicit economic/quality-of-life concerns.
helixtk
Jan 27, 2026
I was born and raised in Brampton in the 90s. By early 00s it was time to go
I was born and raised in Brampton in the 90s. By early 00s it was time to go
First-person account of leaving Brampton due to demographic changes, implying displacement concerns.
berlouncee-ky6tb
Oct 2, 2025
A Indian hit my parked car and the government blamed me and protected him f canada it is india now
A Indian hit my parked car and the government blamed me and protected him f canada it is india now
Commenter shares a personal grievance about an incident involving an Indian driver, expressing frustration with government and framing Canada as transformed by immigration.
stonerfox9766
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)