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
My husband is a half-Indian native of Toronto and he says the most racist stuff against Indians I have ever heard.
My husband is a half-Indian native of Toronto and he says the most racist stuff against Indians I have ever heard.
Anecdotal account of a family member's racist attitudes, illustrating complexity within immigrant communities.
Personal Narrative
0.85
meglukes
Jan 29, 2026
As someone who voted for trump …..WTF did I do????
As someone who voted for trump …..WTF did I do????
Commenter shares their voting history and expresses regret, combining personal disclosure with political identity.
@Cmcj2828
Mar 4, 2025
I really want to move to Canada
I really want to move to Canada
First-person expression of desire to immigrate to Canada, a biographical aspiration.
Personal Narrative
0.85
@williamherbert3684
Mar 4, 2025
I used to loved USA\nNow i hate this country with full of my heart.
I used to loved USA\nNow i hate this country with full of my heart.
First-person account of changing feelings toward the country, expressing emotional shift from love to hatred.
@Ronaldreagent8918
Mar 4, 2025
I´m from Mexico but lived in Montreal because I love Canada: let´s keep MEX-CAN relationship anyway without the Donald!!!
I´m from Mexico but lived in Montreal because I love Canada: let´s keep MEX-CAN relationship anyway without the Donald!!!
First-person account of living in Canada and expressing affection for it, combined with hope for maintaining Mexico-Canada relations.
@pereztronic
Mar 4, 2025
To all Canadian's, I did not vote for him and tried to convince others of how bad his was, but here we are. I love Canada. I have been to Canada several times and the …
To all Canadian's, I did not vote for him and tried to convince others of how bad his was, but here we are. I love Canada. I have been to Canada several times and the people have been so warm and welcoming. It is beyond sad to see this happening. He's a traitor and I don't understand why someone can't arrest him and his gang of thugs. Trust me there are a lot of people here who do not want this. I'm a 71 yr. old with lots of medical issues. I wish I could have done more to stop this. I've always wanted to see Banff. Hopefully, one day I will be welcomed back.
First-person account from an American expressing regret about Trudeau's leadership while affirming love for Canada and welcoming attitude toward Canadians.
@paulacasey6111
Mar 4, 2025
I'm moving to Canada. Trump truly scares me!
I'm moving to Canada. Trump truly scares me!
First-person account of considering relocation to Canada due to fear of Trump.
@spk3163
Mar 4, 2025
As a Canadian, I work in healthcare in the disability sector, and I am extremely frustrated with what I am seeing the Indian population taking over the sector. There are ongoing issues with Indians who …
As a Canadian, I work in healthcare in the disability sector, and I am extremely frustrated with what I am seeing the Indian population taking over the sector.
There are ongoing issues with Indians who cannot communicate clearly in English with clients. This has resulted in serious confusion and, on several occasions, situations escalating into violence. Clear communication is essential in healthcare, and this failure puts vulnerable clients at risk.
Clients are not being provided with proper meals that meet their dietary needs. Instead, food is often prepared without consideration for the client’s usual diet, which has caused clients to become physically ill. On top of that, basic food safety practices are not being followed at all. To make matters worse, the company does not provide proper foodsafe training, despite it being a legal requirement.
There are also major professionalism issues. Some Indians arrive late to work—sometimes by hours—and give excuses with no consequences. I have documented these incidents and reported them to upper management, yet nothing is done. During shifts, 90 percent of Indian staff sit in the office for long periods, leaving clients unattended except for basic cooking. This can go on for days until white staff are scheduled.
One incident that really stood out involved a client returning from a doctor’s appointment. When I asked how it went, I was told the client “had something on his head” and needed to use a cream. When I asked what the condition was or whether it was contagious, the Indian staff member did not know what the word contagious meant let me remind you I work in health care. I later learned from the client’s mother that it was a fungal infection information that should have been clearly communicated immediately for everyone’s safety.
I am exhausted by the lack of standards, accountability, and training in this workplace. If you are going to work in healthcare in Canada, you must be able to communicate effectively, follow food safety laws, show up on time, and provide proper care. Lowering standards for the Indian population puts vulnerable people at risk, and management allowing this is unacceptable.
If your coming to Canada follow are values and beliefs are stay in India.
Extended first-person account of workplace experiences used to support claims about ethnic group performance and workplace issues.
grantwatson8302
Jan 29, 2026
I’m grew up in Brampton, born here to immigrant parents who came in the 90s. The new generation of immigrants have really created a bad image for Indians here, I will encounter all kinds of …
I’m grew up in Brampton, born here to immigrant parents who came in the 90s. The new generation of immigrants have really created a bad image for Indians here, I will encounter all kinds of racism online or in real life, and the hatred is real. I wish it wasn’t so, but Brampton and for that matter the GTA is not equipped to handle these many people. Then you get the sheer number of illegal rooming houses, fraud, general disrespect for the norms and traditions of Canada from the newer generations of immigrants it just really paints a bad picture of Indian people. I hope things can change and both Indians and Canadians can live together and foster mutual respect for each other, but we are a long ways away
Extended first-person account of lived experience as second-generation immigrant, discussing community tensions and infrastructure concerns.
pokemonray123
Jan 29, 2026
Here is a aggressively neutral take as a Canadian elementary school teacher in an area with an extremely high Indian population (around half our school is ethnically Indian). It is also my own opinion, and …
Here is a aggressively neutral take as a Canadian elementary school teacher in an area with an extremely high Indian population (around half our school is ethnically Indian). It is also my own opinion, and some opinions on the internet suck:
The good: Cultural integration IS possible (the Indian families are more into hockey than the white families where I live), tons of cross-cultural friendships, beautiful blend of cultural celebrations, top achievers are almost always second-generation immigrants, kids are growing up to love their parents' culture while also loving Canada's, many fantastic families who engage their children well and raise them very respectfully, religious temples that will feed an amazing meal to ANYBODY who walks into them (as long as you cover your hair), low rates of family trauma (drugs, abuse, divorce, etc.), families that take care of their elders
The rough: Not all families are interested in being Canadian (some families just send their kids to Indian speaking private schools, live in Indian areas, and only seem to practice Indian ways of life - what's even the point?), many Indian families retreated into their home-lives during Covid which removed their children from integration opportunities, a very small percentage of the families are absolutely TERRIBLE at parenting and treat their sons and daughters with different levels of respect, multi-family households pay a single property tax which makes the contribution per taxpayer much smaller (while social benefits are equal to anybody else), some crime such as extortion and gang activity has been imported into the country, some individuals' disregard for rules and laws (setting fireworks on Diwali in the middle of a dry, grassy field is just plain stupid), some Indian communities seem to vote blindly for their own ilk during local elections without any regard for policy or experience, LMIA immigration program has been corrupted by the nepotism of bad actors and the greed of large corporations (wages can be federally subsidized which makes it cheaper to hire immigrants than the 16 year old down the street).
Many of these families were simply making good choices for their own family, so don't blame the people themselves for this - blame the government that allowed it to fester unsustainably. I'll continue to stick up for the majority of these beautiful families though - haters be darned! Watching these kids grow up gives me some hope for humanity!
Teacher shares detailed first-person observations of cultural integration in their school community, balancing positive and negative experiences with specific examples.
bbgoodnough
Jan 27, 2026
Bro, the tim hortons worker game works in every tim hortons. Go to bc pick a random tims. Zero. Nova scotia. Zero. It's a strange phenomenon
Bro, the tim hortons worker game works in every tim hortons. Go to bc pick a random tims. Zero. Nova scotia. Zero. It's a strange phenomenon
The commenter shares a personal observation about a pattern they've noticed across multiple Tim Hortons locations in Canada.
Personal Narrative
0.85
EternityGray
Jan 28, 2026
Michigander living in Louisiana (right now)—So embarrassed and ashamed of this country. Millions of us here in the US did NOT choose this administration—and we support Canada in its resistance, resilience, and continual rationality. I …
Michigander living in Louisiana (right now)—So embarrassed and ashamed of this country. Millions of us here in the US did NOT choose this administration—and we support Canada in its resistance, resilience, and continual rationality. I grew up very close to the Canadian border—should've moved up there when I had the chance. Open to Canadian marriage proposals! (Joking. (Sort of.))
First-person account of American living abroad expressing shame about US administration and support for Canada, with personal reflection on migration.
@samanthaschaefer9798
Mar 4, 2025
I grew up an hour from this place... Oh god
I grew up an hour from this place... Oh god
Speaker shares a personal connection to the location mentioned in the video, indicating a lived experience or biographical detail.
Personal Narrative
0.85
Linusmusic_110
Jan 28, 2026
as an indian i definitely like my culture but the opportunities are just way better outside of india and honestly transforming a foreign place into your culture is just so wrong i understand if someone …
as an indian i definitely like my culture but the opportunities are just way better outside of india and honestly transforming a foreign place into your culture is just so wrong i understand if someone feels alienated so small communities exist but making the quality of life go down on this level is just crazy
First-person account from an Indian immigrant acknowledging cultural differences and economic motivations while expressing concern about community integration and quality of life impacts.
thesleepylord
Jan 29, 2026
I wanna move to Canada
I wanna move to Canada
First-person expression of desire to immigrate to Canada, a personal aspiration statement.
Personal Narrative
0.85
@dejayte8130
Mar 4, 2025
I have never been so embarrassed to live in the United States. I never voted for the felon. He’s not my president.
I have never been so embarrassed to live in the United States. I never voted for the felon. He’s not my president.
First-person account of embarrassment and voting behavior, with identity assertion about not supporting Trump.
@SuzzzQ
Mar 4, 2025
I am a catholic from south India, These north Indians dont let us live peacefully in india and not in Canada.
I am a catholic from south India, These north Indians dont let us live peacefully in india and not in Canada.
Comment shares a first-person experience of discrimination based on religious/regional identity, both in India and Canada.
rusartrt
Jan 27, 2026
As an American, I agree with what Canada is going to have to do. I didn't vote for this Dictator. I voted for a strong woman who would have been a better president then Dump. …
As an American, I agree with what Canada is going to have to do. I didn't vote for this Dictator. I voted for a strong woman who would have been a better president then Dump. I will never be on his side!
Commenter identifies as American and shares their personal voting choice and political stance, establishing credibility through lived experience.
@DizneyTree
Mar 4, 2025
As an American, PLEASE PLEASE know that so many of us are beside ourselves with anger due to what we are seeing. Personally, I feel like I’m living in a bad dream.
As an American, PLEASE PLEASE know that so many of us are beside ourselves with anger due to what we are seeing. Personally, I feel like I’m living in a bad dream.
First-person expression of emotional distress and solidarity with those opposing Trump, sharing lived experience.
@kimberlythomas4373
Mar 4, 2025
As an American I can't tell you how embarrassed I feel
As an American I can't tell you how embarrassed I feel
Comment expresses personal embarrassment as an American, sharing a first-person emotional response.
@teresafuller3912
Mar 4, 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)