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Canadian Immigration Dashboard [ CID ]
Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

Comment Explorer

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Active: "honestly the guy on the …" 57 comments · Page 2 of 3
As a white Canadian in a skilled trade who has lost 100's of thousands in work to lower bids from East Indians it honestly makes me wanna apply for M.A.I.D I worked for four years …
As a white Canadian in a skilled trade who has lost 100's of thousands in work to lower bids from East Indians it honestly makes me wanna apply for M.A.I.D I worked for four years In a apprenticeship to get my redseal these guys come work for three months at the union's an they leave start their own company it's only 150$ for a business license in Canada and than they cut my throat a job worth 80 a sheet for hang tape an paint they come an bid at 15$ a sheet! HOW CAN WE COMPETE? Anyways I just wanted to comment because I may legit just give up an self delete here rather soon :( I'm 26 btw been in the trades since 15
Identity Attack0.27759558
Insult0.15627414
Profanity0.084844165
Threat0.01254427
Severe Toxicity0.01393057
Low Tox 0.2854699 Constructive 0.71 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Beautiful thing about we Hindus or Sikhs is that we don't enforce our culture to anyone. If it was Islam, Brampton would have become a no go zone or a mini Islamic country. You might …
Beautiful thing about we Hindus or Sikhs is that we don't enforce our culture to anyone. If it was Islam, Brampton would have become a no go zone or a mini Islamic country. You might ask me, why don't they assimilate with locals? Well, we are culturally different and our skin colours are different. Assimilation at large scale requires common ground. In work places, people assimilate but Race Mixing at large scale is also not good for the society. It's very sad to see white people being homeless, Build a community of your own, look after one another. To be honest, you guys have destroyed your family structure in the name of individualism, feminism etc...
Identity Attack0.36273825
Insult0.08459369
Profanity0.07223598
Threat0.011586283
Severe Toxicity0.010986328
Low Tox 0.2820025 Constructive 0.753 Identity_Assertion
Dec 24, 2025 Inside Canada's Indian Metropolis (Brampton)
There is a very dangerous and disturbing trend happening where openly racist people are being praised as "honest"! It's one thing closing your borders to immigrants but it's a whole other thing trying to institutionalise …
There is a very dangerous and disturbing trend happening where openly racist people are being praised as "honest"! It's one thing closing your borders to immigrants but it's a whole other thing trying to institutionalise racism! Seeing people praising the bike guy as "honest" is quite frankly very disturbing and sad!
Identity Attack0.17769934
Insult0.18604483
Profanity0.020783609
Threat0.0076119336
Severe Toxicity0.00541687
Low Tox 0.2786282 Constructive 0.665 Moral_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I honestly feel bad for Canadians. What the Indians are doing to Canada is basically what the British did to India decades, maybe even centuries ago. I hope you guys get through this. I know …
I honestly feel bad for Canadians. What the Indians are doing to Canada is basically what the British did to India decades, maybe even centuries ago. I hope you guys get through this. I know you didn't ask for it.
Identity Attack0.316
Insult0.07523532
Profanity0.023994578
Threat0.010628296
Severe Toxicity0.0075912476
Low Tox 0.26293078 Constructive 0.598 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
😂 man, the honesty of the white guy in the bike is refreshing, it'll be soo nice if we all can give a honest opinion without anybody getting offended
😂 man, the honesty of the white guy in the bike is refreshing, it'll be soo nice if we all can give a honest opinion without anybody getting offended
Identity Attack0.2774022
Insult0.06858205
Profanity0.07708528
Threat0.012285355
Severe Toxicity0.009422302
Low Tox 0.2553839 Constructive 0.521 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
When you white people came here from europe back in time did native peoples ask you the same question or you guys answered them honestly?
When you white people came here from europe back in time did native peoples ask you the same question or you guys answered them honestly?
Identity Attack0.27875587
Insult0.056719027
Profanity0.073529124
Threat0.008323951
Severe Toxicity0.007820129
Low Tox 0.2396185 Low Con 0.216 Moral_Argument
Feb 5, 2026 8 likes Inside Canada's Indian Invasion...
Lol. Me sitting here as an African thinking that I can’t even keep a job at McDonalds due to my low intelligence 😂😂😂. I like the guy in the bike. I feel like it’s good …
Lol. Me sitting here as an African thinking that I can’t even keep a job at McDonalds due to my low intelligence 😂😂😂. I like the guy in the bike. I feel like it’s good when someone is open and honest about their biases towards a certain group of people. You just learn to avoid them and keep it moving. Instead of people pretending not to be racist. He reminds me of the guy who shaved Aladeens beard in the movie “The Dictator”
Identity Attack0.17459276
Insult0.086852804
Profanity0.06596114
Threat0.008841781
Severe Toxicity0.007171631
Low Tox 0.23812068 Constructive 0.56 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Bike guy is hilariously honest. But Africa is too diverse for his generalization though. Even within one country. But man..70? I think I should get an IQ test.😂
Bike guy is hilariously honest. But Africa is too diverse for his generalization though. Even within one country. But man..70? I think I should get an IQ test.😂
Identity Attack0.17614605
Insult0.08533409
Profanity0.06295506
Threat0.0077802283
Severe Toxicity0.0062179565
Low Tox 0.22579013 Constructive 0.538 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
You should’ve blurred some of these guys’s face lol they’re right about a lot but they might lose it all for being honest.
You should’ve blurred some of these guys’s face lol they’re right about a lot but they might lose it all for being honest.
Identity Attack0.011247349
Insult0.06512285
Profanity0.06946823
Threat0.06939816
Severe Toxicity0.0073623657
Low Tox 0.20705862 Moderate Con 0.338
Jan 27, 2026 5 likes Inside Canada's Indian Invasion...
As someone who comes from latin-america and has been travelling and touristing in Canada for the last 10 + years, and finally decided to take the step to immigrate to Canada through the front door, …
As someone who comes from latin-america and has been travelling and touristing in Canada for the last 10 + years, and finally decided to take the step to immigrate to Canada through the front door, I can safely say you guys are losing your amazing country. My permit was not approved and you know what, I am not even mad. I see a lot of these people leeching off your government and for some reason they get preferential treatment over people like me who come to do things honestly, work, study, and adding to the country instead leeching from it. Like I said, I first came to Canada a little over 10 years ago, and I am telling you this country is changing for the worse. One thing I also noticed is how back then I always used to hear the memes of Canadians being nice and always saying "sorry". Those memes no longer exist. I know it doesn't say much, but what I am trying to say here is: The quality of the Canadian citizen is 100% decreasing.
Identity Attack0.08004672
Insult0.081508696
Profanity0.054437835
Threat0.007909686
Severe Toxicity0.0048446655
Low Tox 0.1798404 Constructive 0.756
Sep 29, 2025 10 likes IRCC Names India in Study …
That guy in the orange on the bike was wildly honest with his views on things lol
That guy in the orange on the bike was wildly honest with his views on things lol
Identity Attack0.011987305
Insult0.06494803
Profanity0.06145202
Threat0.008323951
Severe Toxicity0.0048065186
Low Tox 0.16043124 Moderate Con 0.411 Meta_Commentary
Jan 27, 2026 764 likes Inside Canada's Indian Invasion...
Im a Canadian and honestly I've NEVER had a problem finding a job, I don't even have my highschool... I think it has to do with *which* jobs they are applying for. I get that …
Im a Canadian and honestly I've NEVER had a problem finding a job, I don't even have my highschool... I think it has to do with *which* jobs they are applying for. I get that theres an "immigration" problem, the refusal to adapt and assimilate feels like a slap in the face especially when the same few will talk I'll of the same system they benefit from. HOWEVER I don't think it's good to lump all of these problems together and dump collective blame on immigrants. For 1, all this immigration and policies have happened under a liberal government and y'all voted then in, AGAIN. - clearly you're not THAT desperate for change. 2nd. Are the ones saying they can't find work willing to work in trades? General laborers making $25-$30+++ No experience required. Tradespeople are glad to teach people willing to work hard and learn.. What about warehouse work? Apply to your 5 closest warehouses, I guarantee youll get in 1.. ALSO the government IS willing to help Canadians get little certifications like forklift, smartserve, CPR.. Career colleges can help with training (e.g - computer) as well as soft skills. So yeah, I wonder if it's people being just as picky as they were when Canada wasn't in the economical shitter it is in rn? Maybe Im far luckier or fortunate than most? Maybe expectations are too high? Maybe some stubbornly refuse assistance they are entitled to? Im not sure, but I do sympathize/empathize with you guys, I hope you all can "get through". I pray we can find solutions to this insane cost of living / broken housing market / price gouging / tiny group of business owners having a complete market control and a monopoly on everything thing we need to survive - without competition, limitations or government regulation🫩. Stay strong Canada! 💙Don't let the hate consume you!❤️ 🇨🇦We will overcome🇨🇦
Identity Attack0.09410924
Insult0.04383647
Profanity0.04867618
Threat0.009799767
Severe Toxicity0.004501343
Low Tox 0.11429678 Constructive 0.869 Personal_Narrative
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
This guy is biased. You can’t assume everyone is coming in fairly with honest intentions. It’s far from that.
This guy is biased. You can’t assume everyone is coming in fairly with honest intentions. It’s far from that.
Identity Attack0.0040327664
Insult0.061101943
Profanity0.013712646
Threat0.0063432488
Severe Toxicity0.0012969971
Low Tox 0.11067997 Low Con 0.275 Policy_Critique
Jan 19, 2026 14 likes Why Canada’s immigration system has …
+1 honest bike guy +2 Canadian Indian Old Guy.
+1 honest bike guy +2 Canadian Indian Old Guy.
Identity Attack0.06704199
Insult0.033901088
Profanity0.017914234
Threat0.007145886
Severe Toxicity0.0033569336
Low Tox 0.104361884 Moderate Con 0.388 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
GET THE GUY ON THE BIKE & VEST ON SOMEONES PODCAST.....NOW! FOR THE LOVE OF ALL THAT IS HONEST
GET THE GUY ON THE BIKE & VEST ON SOMEONES PODCAST.....NOW! FOR THE LOVE OF ALL THAT IS HONEST
Identity Attack0.0040142676
Insult0.026058068
Profanity0.02023706
Threat0.01187109
Severe Toxicity0.003490448
Low Tox 0.09958932 Low Con 0.219 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
8:17 that' guy was honest 😂
8:17 that' guy was honest 😂
Identity Attack0.010433395
Insult0.02425329
Profanity0.044167064
Threat0.010058682
Severe Toxicity0.004386902
Low Tox 0.09828771 Moderate Con 0.346 Meta_Commentary
Feb 14, 2026 Inside Canada's Indian Invasion...
A honest guy! What a rare sight, maby that dude should go into politics
A honest guy! What a rare sight, maby that dude should go into politics
Identity Attack0.0052906936
Insult0.03522326
Profanity0.01627459
Threat0.008841781
Severe Toxicity0.0015068054
Low Tox 0.09611836 Moderate Con 0.442 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
guy in the vest just being honest…
guy in the vest just being honest…
Identity Attack0.006363631
Insult0.03423163
Profanity0.020920247
Threat0.00704232
Severe Toxicity0.0019741058
Low Tox 0.09438288 Moderate Con 0.348
Jan 27, 2026 Inside Canada's Indian Invasion...
I love that guy on the bike he's honest 😭😭😭 😂😂😂
I love that guy on the bike he's honest 😭😭😭 😂😂😂
Identity Attack0.009619443
Insult0.018645585
Profanity0.04065997
Threat0.016638106
Severe Toxicity0.0062179565
Low Tox 0.09033044 Moderate Con 0.468 Meta_Commentary
Jan 27, 2026 7 likes Inside Canada's Indian Invasion...
To be honest this is something all political party’s from across the spectrum agree with in Canada at the moment, we literally have no housing . We the Canadian Tax payer have been footing rbe …
To be honest this is something all political party’s from across the spectrum agree with in Canada at the moment, we literally have no housing . We the Canadian Tax payer have been footing rbe bill to keeo these immigrants/ refugees in rather nice 3/4 Hotles for the last few years . I’m a farmer who lives in the county but the closest city to where I live is Windsor and for the last 4 ish year the Government was hosting them in Five Hotel's across the city . It got to the point where it was cheaper for the government to BUY the hotels then rent all the rooms , so that’s what they did … No I’m all for helping people but that is kinda pushing it don’t you think ? There are no jobs for them , no homes for them , etc . We have been in a trade war for the last 2 years with the two largest economies in the world and we need to focus our economic power on thous conflicts at the moment and if the world like it or not fighting that is out top priority and everything else comes second .Even with out that fact Our former government overloaded what our ability’s where capable of handling . We have a pretty advanced social care network but these new folks who have never payed a dime into it and are living off of it for years with the government having no real plan on how to deal with it is just to much , with our with out the economic conflict we are currently in . The facts are the facts and we live in reality, anyways you guys all have a good one , cheers .
Identity Attack0.031206898
Insult0.030926194
Profanity0.019348921
Threat0.006977591
Severe Toxicity0.0024318695
Low Tox 0.08479069 Constructive 0.816 Policy_Critique
Feb 11, 2026 5 likes Canada's tighter immigration policy divides …
5:48 this guy is honestly intelligent
5:48 this guy is honestly intelligent
Identity Attack0.013646871
Insult0.023608726
Profanity0.034397304
Threat0.010809537
Severe Toxicity0.0047302246
Low Tox 0.08004235 Low Con 0.283 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Bike guy should run for office. He'd be the most honest man ever running
Bike guy should run for office. He'd be the most honest man ever running
Identity Attack0.006363631
Insult0.02373764
Profanity0.0147374235
Threat0.0071717775
Severe Toxicity0.0012493134
Low Tox 0.049336795 Moderate Con 0.366 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
I love the guy in the bike. He is 💯 spot on and honest.
I love the guy in the bike. He is 💯 spot on and honest.
Identity Attack0.0073995716
Insult0.015568925
Profanity0.032894265
Threat0.009411395
Severe Toxicity0.0031089783
Low Tox 0.04216247 Constructive 0.516 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
@2:16 , the guy is honest 😂
@2:16 , the guy is honest 😂
Identity Attack0.00673361
Insult0.016936934
Profanity0.028913507
Threat0.008168601
Severe Toxicity0.0025367737
Low Tox 0.040925518 Moderate Con 0.319
Jan 13, 2026 Inside Canada's Indian Metropolis (Brampton)

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.