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 wrote my citizenship test 20/20 today. While the questions in the actual test were not the same as this video, this video helped me to review and prepare with confidence. I read the discover …
I wrote my citizenship test 20/20 today. While the questions in the actual test were not the same as this video, this video helped me to review and prepare with confidence. I read the discover Canada guide cover to cover thrice and went over this quiz twice. What really helped is that this quiz refers you to the exact line and the page of the handbook which helped a lot in preparation. Good luck everyone!
First-person account of passing citizenship test, sharing study methods and gratitude for the video's educational value.
Personal Narrative
0.95
riseabovethesilence5315
Mar 1, 2026
I used to live in brampton
I used to live in brampton
Brief first-person statement about past residence in Brampton.
Personal Narrative
0.95
epicman5324
Jan 27, 2026
Just took the test, got 19/20 (July 2025). This video was of great help. Read the study once and watched this once video from start till end, and I was all set. Thanks for sharing …
Just took the test, got 19/20 (July 2025). This video was of great help. Read the study once and watched this once video from start till end, and I was all set.
Thanks for sharing this video.
Also, thanks to everyone for the comments because your testimonies help give credibility.
First-person account of taking a test, sharing personal success and gratitude for the video resource.
Personal Narrative
0.95
spadez2012
Jul 16, 2025
I had to leave Vancouver because it was too much, too fast!
I had to leave Vancouver because it was too much, too fast!
First-person account of leaving Vancouver due to rapid demographic/social change.
Personal Narrative
0.95
ShelbiMc
Jan 28, 2026
I just took the test. 19/20 This video was a great help! I watched it twice and read the guide four times. Plus taking lots of mock tests online. Honestly, I was over prepared! The …
I just took the test. 19/20
This video was a great help!
I watched it twice and read the guide four times. Plus taking lots of mock tests online.
Honestly, I was over prepared! The questions in the actual test were quite easy!
First-person account of test preparation and results, expressing gratitude for the video's help with personal experience.
Personal Narrative
0.95
Fenster74
Jul 5, 2025
Just took my test July 5th and passed 20/20!!!!!!! …thank you so much !!💕🥳🥳
Just took my test July 5th and passed 20/20!!!!!!! …thank you so much !!💕🥳🥳
First-person account of passing a test with gratitude, clearly a personal success story unrelated to immigration discourse.
Personal Narrative
0.95
TourMusa
Jul 5, 2025
I am moving there now
I am moving there now
Direct first-person statement about the commenter's own immigration decision and action.
Personal Narrative
0.95
@CoastJRA
Mar 4, 2025
I immigrated to Canada in 2020 during peak COVID. I lost my job working in the Middle East and I had my PR so it made sense moving to Canada for good. I’m a chemical …
I immigrated to Canada in 2020 during peak COVID. I lost my job working in the Middle East and I had my PR so it made sense moving to Canada for good. I’m a chemical engineer who worked in oil and gas for about 10 years in the Middle East. Once I landed in Canada, I went to work in Amazon Fullfillment Centre the week after I completed my quarantine. It was hard labor working for $16 per hour in Toronto. I worked for 10 months while working on my qualifications and engineering license. After that I was hired by an oil and gas contracting company and worked as a Trainee engineer after which I was promoted to Senior engineer in a year after I received my engineering license. I moved 4 cities in 4 years for my job. Now I am settled, own a home, got married to my long time girl friend and work at an Oil and Gas company which pays well. What I learnt through my experience is that Canada is a land of opportunities and people respect you for the work you do whatever it may be and do not judge you, all that we will have to do is work hard and improve on your skills. Integrate with the society, donate and volunteer. That’s how new immigrants can integrate. If you aren’t open minded and want to stay as you stayed in your country then you will not develop and it will hinder yours and the country’s progress.
Extended first-person account of immigration journey with emphasis on hard work, integration, and success, concluding with advice that implicitly endorses immigration.
linkinvg
Sep 10, 2025
Thankyou so much i have passed my exam today 16/20 because i watch this video ❤
Thankyou so much i have passed my exam today 16/20 because i watch this video ❤
Commenter shares gratitude and personal success story of passing an exam after watching the video.
Personal Narrative
0.93
joshuabaligod011
Jul 31, 2025
Watched this once and I passed!!! 17/20 😩 thank you Jesus!!!
Watched this once and I passed!!! 17/20 😩 thank you Jesus!!!
First-person account of passing a test with gratitude for the video resource.
Personal Narrative
0.93
_mushhx
Jul 11, 2025
I been here in East York for 44 years with Canadian's Citizenship since 1982.
I been here in East York for 44 years with Canadian's Citizenship since 1982.
First-person biographical account of long-term residence and citizenship status in Canada.
Personal Narrative
0.93
evicencio31863
Jan 16, 2026
I grew up with sikhs in Abbotsford bc, great people
I grew up with sikhs in Abbotsford bc, great people
Speaker shares a personal experience growing up with Sikhs and expresses positive sentiment toward them.
gordl2659
Oct 1, 2025
I just want to say a big thanks to whoever put this together. I read discover Canada once and watched this twice. Scored (19/20) today June 15, 2025.
I just want to say a big thanks to whoever put this together. I read discover Canada once and watched this twice. Scored (19/20) today June 15, 2025.
First-person account of test success with thanks to the video creator for helpful preparation.
amom9022
Jun 16, 2025
Moved to downtown Toronto, Canada on June 5th, 1970. There was no indian grocery stores until a few years later, where a Mr. Sharma opened one of the very first stores. Growing up in the …
Moved to downtown Toronto, Canada on June 5th, 1970. There was no indian grocery stores until a few years later, where a Mr. Sharma opened one of the very first stores. Growing up in the heart of downtown and going to school (Ossington and Old Orchard P.S.) wasn't easy. There was quite a bit of racism in those days so my sister and I had to assimilate quickly, in which we did. We happily lived within the Portuguese and Italian communities and the rest is history!!!!
First-person account of immigrating to Toronto in 1970, experiencing racism, and successfully integrating into Canadian communities.
sunnybono7578
Sep 19, 2025
I want to move to Canada
I want to move to Canada
Simple first-person statement of intent to relocate to Canada.
Personal Narrative
0.92
@darlenesojak7692
Mar 4, 2025
I am in talks with an immigration lawyer for help in getting in and eventually citizenship. This video is an amazing resource. Thank you for making it. I will have to comment again when I …
I am in talks with an immigration lawyer for help in getting in and eventually citizenship. This video is an amazing resource. Thank you for making it. I will have to comment again when I take the test. ❤
Commenter shares their personal immigration journey and expresses gratitude for the resource, combining lived experience with appreciation.
SpazzyPaz
Jun 12, 2025
Tears just listening to this. Grandma worked as a secretary on Parliament hill for years. Hanna Cornelia Paterson. She absolutely adored Justin as a child. I have clips from newspapers going way back. She always …
Tears just listening to this. Grandma worked as a secretary on Parliament hill for years. Hanna Cornelia Paterson. She absolutely adored Justin as a child. I have clips from newspapers going way back. She always cut Justin's photos out to send to us and we lived far away in the Caribbean. This is world leadership from generation to generation.
Commenter shares a family anecdote about their grandmother working on Parliament Hill and her connection to Justin Trudeau, expressing admiration and emotional support.
@laurapaterson9247
Mar 4, 2025
Brampton, my home and native land, has made me a millionaire
Brampton, my home and native land, has made me a millionaire
First-person statement about personal financial success in Brampton, suggesting positive immigration outcome.
Personal Narrative
0.92
mangoshake9435
Oct 3, 2025
My parents came from Germany in 1962 my father had to prove he had a job before he was allowed to come come to Canada and he had to wait a year before he could …
My parents came from Germany in 1962 my father had to prove he had a job before he was allowed to come come to Canada and he had to wait a year before he could send for us plus he was told he had to buy a house
First-person family immigration experience from 1962 Germany, implicitly comparing past immigration standards to present policies.
rolandkarwiese4973
Dec 20, 2025
Passed test 20/20 2025-09-20. Watched this video twice only. Huge thanks!❤
Passed test 20/20 2025-09-20. Watched this video twice only. Huge thanks!❤
First-person account of passing a test and watching the video, with gratitude expressed.
Personal Narrative
0.92
CanadaJapan-w5h
Sep 21, 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)