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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: "So we have a bunch …" 99 comments · Page 3 of 4
The truth about why the driving sucks. The government has hired a bunch on Indian immigrants to run our version of the “dmv” and they issue other Indians full licenses without ever doing the written …
The truth about why the driving sucks. The government has hired a bunch on Indian immigrants to run our version of the “dmv” and they issue other Indians full licenses without ever doing the written driving test or practical driving test. So they get real licenses without ever being tested or having to practice with a full licensed driver for 9 month to a year before getting their G2 which is the middle license after a G2 and 5 years you then do another driving test and get you G license (specific to Ontario). They just walk in pay and leave with a G license. The other corrupt part of this is the licenses issuers have a quota of fails to hit every day and because they pass all the Indians they fail the white kids and adults to meet their quota. We actively avoid getting our licenses at heavily Indian populated areas to avoid being failed solely because we are white and they need to meet their quota. This is becoming increasingly more difficult as the government continues to bring in an unsustainable number of Indian immigrants
Identity Attack0.40713623
Insult0.45135358
Profanity0.36230123
Threat0.011638066
Severe Toxicity0.023880709
Moderate 0.46716887 Constructive 0.521
Jan 27, 2026 Inside Canada's Indian Invasion...
Same as the US government, a bunch of people who answer zero questions. I'm so tired of these anti-Canadians. "we don't have the data, but we collect a lot of data" "we don't know where …
Same as the US government, a bunch of people who answer zero questions. I'm so tired of these anti-Canadians. "we don't have the data, but we collect a lot of data" "we don't know where they are but we do". These women are a disgrace not only to Canadians, but to women, and they should not be allowed to hold any office of this importance.
Identity Attack0.44690517
Insult0.47787863
Profanity0.047173142
Threat0.013269233
Severe Toxicity0.019482423
Moderate 0.45090583 Moderate Con 0.432
Oct 2, 2025 IRCC Names India in Study …
I remember when I was in high school living in Toronto a bunch of Indians tried bullying us white kids lmao called themselves browntown
I remember when I was in high school living in Toronto a bunch of Indians tried bullying us white kids lmao called themselves browntown
Identity Attack0.5135796
Insult0.34203702
Profanity0.27005023
Threat0.044278983
Severe Toxicity0.023880709
Moderate 0.44933176 Moderate Con 0.41 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Who on earth wants to import a bunch of people that crap in rivers and on streets, chew up the housing supply, drive up the cost of living and have absolutely positively Zero civic sense? …
Who on earth wants to import a bunch of people that crap in rivers and on streets, chew up the housing supply, drive up the cost of living and have absolutely positively Zero civic sense? I don't. Most don't. Import the third world become the third world.
Identity Attack0.24462871
Insult0.4196762
Profanity0.36602396
Threat0.010291707
Severe Toxicity0.023076924
Moderate 0.44393396 Moderate Con 0.39
Nov 28, 2025 Why Canadians Are Turning Against …
as a child of immigrants from south east asia that was born and raised in brampton i have to say these indians have ruined this city, and i do feel bad for the good ones …
as a child of immigrants from south east asia that was born and raised in brampton i have to say these indians have ruined this city, and i do feel bad for the good ones that came here because they were scammed by thier own kind and promised a bunch of lies, n then getting scammed once again when they r here by thier kind. really shows u what kind of people they are.
Identity Attack0.5135796
Insult0.41530323
Profanity0.17706433
Threat0.023371955
Severe Toxicity0.023106033
Moderate 0.4421347 Constructive 0.528 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The Toronto Sun is owned by extreme right wing MAGA dupes, I think PP is everyone savior, but all he use as a Trump loving gift to the liberals gift to the liberals. So Toronto …
The Toronto Sun is owned by extreme right wing MAGA dupes, I think PP is everyone savior, but all he use as a Trump loving gift to the liberals gift to the liberals. So Toronto Sun, if all you wanna do is bash the liberals all day you can keep on doing that to your heart consent, but you sound like a bunch of whiners. What are your solutions? We don’t need whiners we need solutions….
Identity Attack0.038683333
Insult0.5130944
Profanity0.0715894
Threat0.010395273
Severe Toxicity0.011062622
Moderate 0.44039994 Low Con 0.267 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I can understand both perspectives but you’re interviewing homeless and low class white Canadians… essentially the losers of society… the multi generational Canadians who have nothing to show for being in this country for over …
I can understand both perspectives but you’re interviewing homeless and low class white Canadians… essentially the losers of society… the multi generational Canadians who have nothing to show for being in this country for over 100 years 😂 Some points are fair but other just seem like they’re sad that they’re behind when they’ve been here for so long. If you are a white multi generational Canadian and you are poor, you have no one to blame but yourself and your family that came before you. If you did not capitalize on purely just the time that you’ve been here and all the appreciation that comes with it, it has nothing to do with Indians. Most wealth is inherited and if you didn’t inherit anything that sucks. Bunch of crackheads mad about Indians being in their country like that’s the reason they’re poor and on the streets. I don’t like how annoying the Indians can be in Canada either but that’s not the reason these people you’re showing are poor.
Identity Attack0.46028158
Insult0.42167732
Profanity0.06746418
Threat0.008440462
Severe Toxicity0.019611536
Moderate 0.4269174 Constructive 0.589
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
This is the fault of Canadians. The whole concept of Multiculturalism is a façade. What the hell did you all think would happen when you bring a bunch of people to the country but tell …
This is the fault of Canadians. The whole concept of Multiculturalism is a façade. What the hell did you all think would happen when you bring a bunch of people to the country but tell them they can hold on to their own beliefs and cultures? I'm sure the reason why the concept seemed like a good idea because you thought it was a way to keep immigrants out of White Canadian spaces. Fast-forward a few decades and now look at the mess it has created.
Identity Attack0.44690517
Insult0.33896056
Profanity0.35094926
Threat0.010291707
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.466
Oct 12, 2025 Inside Canada's Indian Metropolis (Brampton)
A bunch of pjeet bots ♂️👳🏿‍♂️ coping with fake usernames and profiles pretending to be a developed country person 😂
A bunch of pjeet bots ♂️👳🏿‍♂️ coping with fake usernames and profiles pretending to be a developed country person 😂
Identity Attack0.120924085
Insult0.38852
Profanity0.2253223
Threat0.011715741
Severe Toxicity0.023076924
Moderate 0.41910073 Low Con 0.167 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Exactly how native americans felt when bunch of theives and looters invaded north america from britain
Exactly how native americans felt when bunch of theives and looters invaded north america from britain
Identity Attack0.33352965
Insult0.43158367
Profanity0.096805766
Threat0.011327368
Severe Toxicity0.016641939
Moderate 0.40614098 Low Con 0.187 Comparative_Framing
Feb 14, 2026 3 likes Inside Canada's Indian Invasion...
All the recent Indian immigrants interviewed seem to be very kind, hardworking people who are just trying to create a better life for their families. Then I read the comment section and it's just a …
All the recent Indian immigrants interviewed seem to be very kind, hardworking people who are just trying to create a better life for their families. Then I read the comment section and it's just a bunch of people spewing vitriol towards Indian immigrants. "Canada isn't supposed to look like India". What the hell is Canada supposed to look like, to me it just looks like America, what "Canadian national identity" do you really have?
Identity Attack0.38230872
Insult0.26957804
Profanity0.36230123
Threat0.008272167
Severe Toxicity0.023076924
Moderate 0.39915034 Constructive 0.656
Oct 9, 2025 25 likes Inside Canada's Indian Metropolis (Brampton)
As an immigrant in Canada 🇨🇦, this country has been good to me, my kids were born on this land. Had I been raised in my birth country. I could not have brought any kids …
As an immigrant in Canada 🇨🇦, this country has been good to me, my kids were born on this land. Had I been raised in my birth country. I could not have brought any kids in this life. THANK YOU Canada. Now, it is appalling to see a whole bunch of immigrants using Cdns soft side to play with the system. They are all refugees. C’mon just on my freaking street every other building is rented by 2-3 immigrants. Which means no flat is left for people whom lwere either burned in Canada or legally immigrated here This massive immigration must stop.
Identity Attack0.36702603
Insult0.36021477
Profanity0.39207047
Threat0.01254427
Severe Toxicity0.023176458
Moderate 0.3972142 Constructive 0.686 Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
it's because they are the perfect cattle people. they will live in filth, they will eat filth, they will work in filth without a second thought because the whole country is below 70iq. Why would …
it's because they are the perfect cattle people. they will live in filth, they will eat filth, they will work in filth without a second thought because the whole country is below 70iq. Why would they pay you a fair salary? Why would you have a standard of living? If they can import a bunch of them? I am not even upset with them anymore, I am more upset with my own people that are letting this happen.
Identity Attack0.12735364
Insult0.38406035
Profanity0.16171204
Threat0.010188141
Severe Toxicity0.017481172
Moderate 0.38811707 Moderate Con 0.437 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Punjabi's don't eat cow, poop or worship animals. These arent the call center type of browns. There's a bed bunch in every race or nationality. + Props to Tyler exposing this
Punjabi's don't eat cow, poop or worship animals. These arent the call center type of browns. There's a bed bunch in every race or nationality. + Props to Tyler exposing this
Identity Attack0.35948995
Insult0.24767025
Profanity0.29209393
Threat0.02440793
Severe Toxicity0.023645958
Moderate 0.38601747 Constructive 0.575 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
tell me why neglect of care we have enough colleges that need credits all a bunch of bull
tell me why neglect of care we have enough colleges that need credits all a bunch of bull
Identity Attack0.022188433
Insult0.40243408
Profanity0.2395431
Threat0.008440462
Severe Toxicity0.01502803
Moderate 0.38434127 Low Con 0.224 Policy_Critique
Feb 19, 2026 1 likes LILLEY UNLEASHED: The fall of …
Ngl indians mostly follow the rules, if someone’s law have too many loopholes to ‘migrate’ thats kinda their problem Imo they are one of the most clever and hardworking race on earth, except their numbers …
Ngl indians mostly follow the rules, if someone’s law have too many loopholes to ‘migrate’ thats kinda their problem Imo they are one of the most clever and hardworking race on earth, except their numbers are too high so u r bound to get a few rotten ones in the bunch
Identity Attack0.39773783
Insult0.27146968
Profanity0.25275812
Threat0.037530303
Severe Toxicity0.023076924
Moderate 0.37576625 Moderate Con 0.454 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
You report them the moment they are not attending your school you report them to the government that they have left the campus These people are a waste of the taxpayers dollars Lip service oh …
You report them the moment they are not attending your school you report them to the government that they have left the campus These people are a waste of the taxpayers dollars Lip service oh my God they must be a bunch of liberals
Identity Attack0.072601855
Insult0.40189892
Profanity0.04291453
Threat0.009799767
Severe Toxicity0.007820129
Moderate 0.3625127 Low Con 0.24 Call_To_Action
Sep 29, 2025 IRCC Names India in Study …
How is this news? It’s just person after person expressing their opinion and perspective. Interesting? Yes. But low effort and takes no steps to study the reality of the demographic shift. If you take the …
How is this news? It’s just person after person expressing their opinion and perspective. Interesting? Yes. But low effort and takes no steps to study the reality of the demographic shift. If you take the first half of the video as fact and not a bunch of random, self proclaimed rednecks, opinions, you’d walk away thinking that the town is in shambles. Which it is clearly not. This just smells like rage bait for racists looking for ammunition to hate foreigners
Identity Attack0.36702603
Insult0.3388922
Profanity0.045670103
Threat0.0089712385
Severe Toxicity0.010223389
Moderate 0.3625127 Moderate Con 0.338 Meta_Commentary
Dec 3, 2025 Inside Canada's Indian Metropolis (Brampton)
What a funking irony - this Rempel garner women was in India’s lap in conservative leadership race. She was with Patrick Brown and Indians told to her to quit. She ‘left’ politics to focus on …
What a funking irony - this Rempel garner women was in India’s lap in conservative leadership race. She was with Patrick Brown and Indians told to her to quit. She ‘left’ politics to focus on her personal life and came back as soon as Indians succeeded to put Piere as a leader instead of Patrick. Later bunch of material, testimonies came out about she being on a zoom call and Indians saying they don’t like she is running Patrick brown’s campaign. Foreign interference report exposed her pretty good but I guess canadians really are blind to the fact that while they are taking out their anger on immigrants their country is compromised and sold put by their own trusted politicians and that too, to a third world country like India!
Identity Attack0.27171627
Insult0.31740165
Profanity0.33453682
Threat0.013010317
Severe Toxicity0.021548226
Moderate 0.36095104 Moderate Con 0.499
Sep 30, 2025 IRCC Names India in Study …
This channel just interviews a bunch of conservative types/racists to get their "unbiased" view.
This channel just interviews a bunch of conservative types/racists to get their "unbiased" view.
Identity Attack0.27875587
Insult0.32682732
Profanity0.09518933
Threat0.008582866
Severe Toxicity0.012054443
Moderate 0.36095104 Low Con 0.188
Nov 10, 2025 Inside Canada's Indian Metropolis (Brampton)
it´s funny to see a bunch of white guys complaining about how they are losing their country and demographic replacement when Canada and USA are native american land and you did a demographic replacement to …
it´s funny to see a bunch of white guys complaining about how they are losing their country and demographic replacement when Canada and USA are native american land and you did a demographic replacement to the natives
Identity Attack0.39773783
Insult0.1505596
Profanity0.043415543
Threat0.009100696
Severe Toxicity0.011062622
Moderate 0.3389984 Low Con 0.296 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
I live in canada and in my apartment building a bunch of Indians live there and what they do is literally throw their own trash out of the balcony ruining the grass, everywhere you look …
I live in canada and in my apartment building a bunch of Indians live there and what they do is literally throw their own trash out of the balcony ruining the grass, everywhere you look there will be trash, it gotten so bad the owner of the building put a note on all floors saying if you litter or don’t throw out your trash your being recorded and will get fined.
Identity Attack0.36702603
Insult0.26395
Profanity0.057944927
Threat0.010084574
Severe Toxicity0.012435913
Moderate 0.3389984 Constructive 0.575
Jan 27, 2026 Inside Canada's Indian Invasion...
GTA is just a bunch of ethnic enclaves. Driving stereotypes are 100% real.
GTA is just a bunch of ethnic enclaves. Driving stereotypes are 100% real.
Identity Attack0.27798235
Insult0.26957804
Profanity0.06345607
Threat0.009256045
Severe Toxicity0.012962224
Moderate 0.33587718 Low Con 0.285 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Bruh that panel says it all bunch of Indians !!!!
Bruh that panel says it all bunch of Indians !!!!
Identity Attack0.37292135
Insult0.15627414
Profanity0.10116278
Threat0.010835429
Severe Toxicity0.017933069
Moderate 0.33421695 Low Con 0.188 Identity_Assertion
Nov 9, 2025 IRCC Names India in Study …
You mean a bunch of sukhjinders were commiting fraud? No way!!
You mean a bunch of sukhjinders were commiting fraud? No way!!
Identity Attack0.18391247
Insult0.34626248
Profanity0.09260304
Threat0.010757755
Severe Toxicity0.011978149
Moderate 0.33255672 Low Con 0.194 Humor_Satire
Oct 7, 2025 IRCC Names India in Study …

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.