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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 #}

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Active: "This is what an honest …" 300 comments · Page 5 of 12
Caste politics are alive and well in Canada, scammers, fake truckers, extremism, etc... and the community still has the audacity to pretend that the issue is merely backcountry euros that are showing their rcst saltine …
Caste politics are alive and well in Canada, scammers, fake truckers, extremism, etc... and the community still has the audacity to pretend that the issue is merely backcountry euros that are showing their rcst saltine attitude and judging them. The amount of adharm bleeding out of India, and yet y'all throw a Kurta on and pretend otherwise... Its honestly wild.
Identity Attack0.25309357
Insult0.3470427
Profanity0.05393682
Threat0.010757755
Severe Toxicity0.011138916
Moderate 0.34757367 Moderate Con 0.419 Identity_Assertion
Mar 1, 2026 1 likes Inside Canada's Indian Invasion...
I by no means am racist, I'm First Nations & I've pretty much had it. India is not our #1 culture here in Canada, I hate calling a store & the person on the other …
I by no means am racist, I'm First Nations & I've pretty much had it. India is not our #1 culture here in Canada, I hate calling a store & the person on the other end can not speak english, it's the most frustrating thing. My g/f daughter applied @ a tim Horton's & get this one, do you speak Punjabi-honest to god - enough. Subway, 7-11's, gas stations, Value Village etc. everywhere you turn. They can be rude no not all but again if I have to ask you 3 times the same question because I do not understand your answer - we have a problem. Y'all we have a problem & then they want to barter about prices if they are buying - they want the cheapest price. Like I say mine is the language barrier & being rude because I don't understand you
Identity Attack0.36702603
Insult0.24928534
Profanity0.13168186
Threat0.013010317
Severe Toxicity0.020386212
Moderate 0.34328604 Constructive 0.813
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
I dont have a problem with brown people coming and honestly a lot of the men in this video are pretty wise and accepting of everyone its just that they are taking all the jobs …
I dont have a problem with brown people coming and honestly a lot of the men in this video are pretty wise and accepting of everyone its just that they are taking all the jobs and when they become managers and so on they only hire other brown workers its to the point every store in my home town of Scarborough even greek food places are run by brown ppl.
Identity Attack0.40447855
Insult0.14512913
Profanity0.12096943
Threat0.011094344
Severe Toxicity0.016641939
Moderate 0.3389984 Constructive 0.711 Economic_Argument
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
4:00 This man is brutally and savagely honest. He calls it like he sees it. 😄
4:00 This man is brutally and savagely honest. He calls it like he sees it. 😄
Identity Attack0.02721288
Insult0.21602537
Profanity0.12991914
Threat0.033386398
Severe Toxicity0.014447021
Moderate 0.3389984 Moderate Con 0.373 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I think very less people have problems with other people who come legally and work legally. The problem mainly lies with the illegal and zero accountability towards that. Illegal immigration destroys culture and the country …
I think very less people have problems with other people who come legally and work legally. The problem mainly lies with the illegal and zero accountability towards that. Illegal immigration destroys culture and the country itself. I myself came to USA thinking I will be learning about american culture and maybe start adopting as well but all I saw was brown people because I was in tech which is widely dominated by brown people and it was very sad honestly.
Identity Attack0.41975367
Insult0.15769513
Profanity0.09260304
Threat0.011508608
Severe Toxicity0.014447021
Moderate 0.3389984 Constructive 0.759
Nov 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Dude this was so risky meetint up with that guy bro im honestly thanking god you didnt get mugged by some down bad punjabi dude
Dude this was so risky meetint up with that guy bro im honestly thanking god you didnt get mugged by some down bad punjabi dude
Identity Attack0.23998553
Insult0.18977246
Profanity0.20916378
Threat0.056563694
Severe Toxicity0.020515325
Moderate 0.33836752 Moderate Con 0.426 Fear_Threat
Feb 14, 2026 Inside Canada's Indian Invasion...
Capitalism is the only system that will save all of us. It will root out the complainers and people who blame others. Honestly it is the greatest thing white people have given to the world
Capitalism is the only system that will save all of us. It will root out the complainers and people who blame others. Honestly it is the greatest thing white people have given to the world
Identity Attack0.38208112
Insult0.1087965
Profanity0.10116278
Threat0.025789235
Severe Toxicity0.016319158
Moderate 0.33587718 Moderate Con 0.403 Identity_Assertion
Nov 21, 2025 1 likes Quebec Ends Economic Immigration Program …
It’s funny how so many Indians in that town are tired of seeing other Indians 😂. It’s a good sign honestly. Shows that many of them come to live with white people as opposed to …
It’s funny how so many Indians in that town are tired of seeing other Indians 😂. It’s a good sign honestly. Shows that many of them come to live with white people as opposed to making it like their home country
Identity Attack0.3908055
Insult0.1342682
Profanity0.11663672
Threat0.011172019
Severe Toxicity0.016577384
Moderate 0.33421695 Moderate Con 0.472 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
3:48 lets be honest. What white person wants to work at a Tim Hortons
3:48 lets be honest. What white person wants to work at a Tim Hortons
Identity Attack0.37292135
Insult0.08410009
Profanity0.089370176
Threat0.011922873
Severe Toxicity0.014511578
Moderate 0.33421695 Low Con 0.298 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
BLAME THE LIBERALS! Honestly, all they have done is hurt Canada
BLAME THE LIBERALS! Honestly, all they have done is hurt Canada
Identity Attack0.28034934
Insult0.16802633
Profanity0.03339528
Threat0.114629425
Severe Toxicity0.010681152
Moderate 0.33255672 Low Con 0.28
Sep 11, 2025 4 likes Why Canadians Are Turning Against …
I hate how hard I work trying to save up for a house and yet immigrants who come over just automatically get one. I'm tired when I'm on a call with someone it always ends …
I hate how hard I work trying to save up for a house and yet immigrants who come over just automatically get one. I'm tired when I'm on a call with someone it always ends up being someone with an extremely thick accent to the point where I have to decipher what they're saying. I've kept most of this frustration to myself cause I don't want to be racist, but it's getting over to that boil over point. It honestly feels like we're slowly being taken over. I'm never having kids simply because it's too expensive. Why would I bring a kid into this world, if they're probably gonna have it way worse than I.
Identity Attack0.36273825
Insult0.18480228
Profanity0.20592089
Threat0.012596053
Severe Toxicity0.018707745
Moderate 0.3317266 Constructive 0.698
Aug 26, 2025 Why Canadians Are Turning Against …
Honestly, all of this has turned me racist. I gave no patience for these people anymore.
Honestly, all of this has turned me racist. I gave no patience for these people anymore.
Identity Attack0.27914262
Insult0.16480011
Profanity0.1110661
Threat0.012492486
Severe Toxicity0.0125103295
Moderate 0.3317266 Moderate Con 0.364
Jan 27, 2026 Inside Canada's Indian Invasion...
bro to be honest with u as an Indian most of them even don't know what is civic sense , if u go to Delhi u see more horrible roads and worst bad driving peoples …
bro to be honest with u as an Indian most of them even don't know what is civic sense , if u go to Delhi u see more horrible roads and worst bad driving peoples and also they export that culture across the globe.
Identity Attack0.36733335
Insult0.2679134
Profanity0.10735235
Threat0.023371955
Severe Toxicity0.019095084
Moderate 0.3281604 Constructive 0.504 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
To be honest bad drivers are everywhere and will never change lmao
To be honest bad drivers are everywhere and will never change lmao
Identity Attack0.025404079
Insult0.23237456
Profanity0.10920923
Threat0.00899713
Severe Toxicity0.009918213
Moderate 0.3266089 Low Con 0.297 Humor_Satire
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
say what you want about indians, -at least they work, -don't take government money to live on welfare for their 10+ kids, -buy out all the houses and sell it for cheap to a specific …
say what you want about indians, -at least they work, -don't take government money to live on welfare for their 10+ kids, -buy out all the houses and sell it for cheap to a specific group of people, and in the intro alone had actual honest opinions from indian people about what's going on then in the 2 jew videos combined
Identity Attack0.37222284
Insult0.10148193
Profanity0.10611444
Threat0.014911477
Severe Toxicity0.017739398
Moderate 0.3234372 Moderate Con 0.385 Identity_Assertion
Feb 24, 2026 2 likes Inside Canada's Indian Invasion...
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints …
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints a very bad perspective for all the genuinely hardworking citizens and residents of Indian origins, why not show that side of them too? There’s obviously actual students who come to study and provide for the community while also maintaining their own culture? What’s wrong with that? Besides, what is a Canadian culture if not a mix of immigrants from all around the world? Are white people also not just immigrants to this country or did they magically spawn in this place? They’ve committed ATROCITIES (not just in Canada), yet have the audacity to act like they’re the cleanest ones in the land. While I do agree some Indians do not improve the reputation, most are really kind, helpful and honest people. Perhaps treat everyone like humans for a change instead of using the bad ones as a benchmark. PS, cutting to the ugly streets when someone mentions Punjab is probably the cheapest attention grab, obviously there’s bad streets, ugly roads, gross people everywhere but so are beautiful ones, lovely countryside views, beautiful mountains and most of all, very hardworking and respectful people as well. Your view of Punjab is just NOT the same as the one of the people in the video who view their motherland as a beautiful place. You can portray every place in the world in that light with the wrong perspective, be it New York, Paris, Barcelona, Cairo, Sydney, Rio, London, etc, but it must be nice to get a few more looks at the expense of demeaning others.
Identity Attack0.13591312
Insult0.2817503
Profanity0.10178173
Threat0.009747985
Severe Toxicity0.009994507
Moderate 0.32020867 Constructive 0.821
Jan 27, 2026 Inside Canada's Indian Invasion...
I a, Pakistani let me tell why won’t assimilate it’s cuz you guys make fun of our accent and culture so we say is they can look down on us even if we assimilate why …
I a, Pakistani let me tell why won’t assimilate it’s cuz you guys make fun of our accent and culture so we say is they can look down on us even if we assimilate why assimilate at all honestly it feels so good no need to speak French or English I only speak English at school even that is interrupted by speaking desi languages like Punjabi Hindi Urdu and others like we can integrate but never assimilate and also not to mention stereotypes you guys do on us so we just say if they gonna treat us negatively why not just take jobs and business we aren’t gonna be treated any better so why not make most out of it and why you guys mad other people have their own communities culture and language you guys were also immigrants not even immigrants but colonizers who literally gcided the natives also why you mad like they are successful and made their own community and support eachother that’s why they aren’t homeless they support eachother and are willing to compromise
Identity Attack0.29951343
Insult0.14150882
Profanity0.17987521
Threat0.045895394
Severe Toxicity0.023076924
Moderate 0.31825066 Constructive 0.747 Personal_Narrative
Oct 11, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
It honestly doesn't seem that bad , all this hate just seems to stem from uncalled racism towards Indians. They seem pretty chill.
It honestly doesn't seem that bad , all this hate just seems to stem from uncalled racism towards Indians. They seem pretty chill.
Identity Attack0.37012735
Insult0.08582769
Profanity0.10116278
Threat0.014048163
Severe Toxicity0.014447021
Moderate 0.30993456 Moderate Con 0.492 Solidarity
Oct 9, 2025 23 likes Inside Canada's Indian Metropolis (Brampton)
Honestly, the only problem I see here…. is Tyler. The dude is constantly “investigating” people of color and exposing their “wrongdoings”. Why aren’t there videos of him exposing white people taking over Bali, Mexico City, …
Honestly, the only problem I see here…. is Tyler. The dude is constantly “investigating” people of color and exposing their “wrongdoings”. Why aren’t there videos of him exposing white people taking over Bali, Mexico City, Costa Rica and the issues it causes for the locals who cant afford their rent anymore? Why not investigate what really happened to our food prices when the tariffs were implemented? Or how corporate profits are at all time highs when the middle class is struggling. Or maybe expose the real data behind the ICE arrests and how 70%+ of those being captured/deported have never committed a crime in the US… His videos re-enforce a narrative that is incredibly toxic and dangerous for the United States and world as a whole. Let me set this straight, immigration isn’t inherently a bad thing, people of color aren’t the only ones that do wrong things, do your own independent research and stop watching this guys videos.
Identity Attack0.32184324
Insult0.17486192
Profanity0.035148825
Threat0.009618527
Severe Toxicity0.008964539
Moderate 0.30854854 Constructive 0.681 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Thats my home town and most people move away. Its honestly abusive and sad, its happening in every city surrounding brampton. Within a decade growing up i was the only non indian or middle eastern …
Thats my home town and most people move away. Its honestly abusive and sad, its happening in every city surrounding brampton. Within a decade growing up i was the only non indian or middle eastern in my classes in school. To the point where u cant get a job cant rent a place because they cater to their own race. Allot are decent people but when your told u have to speak hindi to get a job. Its discriminatory and biased. They're racist towards anyone from a diffrent race period, i watched the city fall into an ethnoburb and i refuse to feel like a minority in my own home town.
Identity Attack0.33060804
Insult0.17486192
Profanity0.1184936
Threat0.01254427
Severe Toxicity0.014640691
Moderate 0.30716252 Constructive 0.702 Personal_Narrative
Mar 1, 2026 Inside Canada's Indian Invasion...
We need to be honest about immigration. Its destroying this country.
We need to be honest about immigration. Its destroying this country.
Identity Attack0.28034934
Insult0.0838533
Profanity0.031140719
Threat0.044278983
Severe Toxicity0.009765625
Moderate 0.30716252 Moderate Con 0.329 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
At least the whiteman is honest
At least the whiteman is honest
Identity Attack0.36702603
Insult0.09124154
Profanity0.06946823
Threat0.009204263
Severe Toxicity0.010910034
Moderate 0.30539915 Low Con 0.221 Identity_Assertion
Feb 25, 2026 Inside Canada's Indian Invasion...
Brother brother brother all was good till you got to us Panjabi's please read the history same people you were being chased by in Paris and Minnesota we crushed them in battles protected other religions …
Brother brother brother all was good till you got to us Panjabi's please read the history same people you were being chased by in Paris and Minnesota we crushed them in battles protected other religions and are serving the USA in all armed forces I hope you do your research and you will see not one single Punjabi anywhere in the world begging on a street corner our religion is based on 3 main things do hard work make a honest living and then share your earnings with the needy maybe you gotta see the world's biggest community kitchen to find out how generous my people and religion is 100k people eat free at Sri Darbar Sahib.
Identity Attack0.28034934
Insult0.14874944
Profanity0.110447146
Threat0.1338057
Severe Toxicity0.023076924
Moderate 0.3048984 Constructive 0.76 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Dang Bike dude kept it REAL mucho respect for his honest take rather than stepping around the subject. Also the favoritism Indians give to there people regardless of if there qualified is insane
Dang Bike dude kept it REAL mucho respect for his honest take rather than stepping around the subject. Also the favoritism Indians give to there people regardless of if there qualified is insane
Identity Attack0.25478655
Insult0.24928534
Profanity0.12991914
Threat0.009722093
Severe Toxicity0.009689331
Moderate 0.30319387 Constructive 0.593 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
To be honest, the border is wayy too easy to cross. I literally crossed it by accident while fishing in New Brunswick, had no frkg idea until some Americans came by and noticed my accent😭
To be honest, the border is wayy too easy to cross. I literally crossed it by accident while fishing in New Brunswick, had no frkg idea until some Americans came by and noticed my accent😭
Identity Attack0.12208464
Insult0.0838533
Profanity0.34682226
Threat0.009903334
Severe Toxicity0.014963473
Low Tox 0.29771072 Moderate Con 0.465 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...

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.