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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: "All white people at the …" 722 comments · Page 23 of 29
It wasn’t just “ *white people* ” who express concern What are you Americans? Oh wait..
It wasn’t just “ *white people* ” who express concern What are you Americans? Oh wait..
Identity Attack0.3817989
Insult0.10148193
Profanity0.06646215
Threat0.008375733
Severe Toxicity0.010681152
Moderate 0.3266089 Low Con 0.221 Identity_Assertion
Dec 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
This video is well done and truthful. I just seen a video headline that read Punjabi rapper video “beating up white people” in Canada. Now that hurts. Thank you for sharing.
This video is well done and truthful. I just seen a video headline that read Punjabi rapper video “beating up white people” in Canada. Now that hurts. Thank you for sharing.
Identity Attack0.3817989
Insult0.0817555
Profanity0.044668075
Threat0.2836219
Severe Toxicity0.017416617
Moderate 0.3260917 Constructive 0.702
Aug 26, 2025 Why Canadians Are Turning Against …
The white guy making blanket statements about a race is out right racism because he is categorizing a certain group of people thinking everyone does the same thing !
The white guy making blanket statements about a race is out right racism because he is categorizing a certain group of people thinking everyone does the same thing !
Identity Attack0.36803186
Insult0.14512913
Profanity0.054938845
Threat0.009281937
Severe Toxicity0.01083374
Moderate 0.32557452 Moderate Con 0.306 Moral_Argument
Jan 27, 2026 6 likes Inside Canada's Indian Invasion...
Lol , this dude travelled to spread some hatred and all he got in return is loads of food and nice treatment and left him wondering why his own people don't look after each other …
Lol , this dude travelled to spread some hatred and all he got in return is loads of food and nice treatment and left him wondering why his own people don't look after each other and Indians do! The white europeans went there and built all those churches and spread their culture, now can't stand watching someone else do that.
Identity Attack0.33352965
Insult0.15414265
Profanity0.089693464
Threat0.009903334
Severe Toxicity0.011749268
Moderate 0.3245134 Moderate Con 0.402 Moral_Argument
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Well white people don't belong in Canada anyway. You belong in Europe so why target only Indians for coming to Canada?
Well white people don't belong in Canada anyway. You belong in Europe so why target only Indians for coming to Canada?
Identity Attack0.39207554
Insult0.08484049
Profanity0.02836696
Threat0.0078449575
Severe Toxicity0.00957489
Moderate 0.3245134 Low Con 0.26 Identity_Assertion
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
I drove through Toronto and I barely saw any white people just Indians.
I drove through Toronto and I barely saw any white people just Indians.
Identity Attack0.40883094
Insult0.082372494
Profanity0.058946952
Threat0.009644418
Severe Toxicity0.011367798
Moderate 0.3234372 Moderate Con 0.371 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The white can colonize other places, of course, other people can also move to western countries.
The white can colonize other places, of course, other people can also move to western countries.
Identity Attack0.3802808
Insult0.0838533
Profanity0.073529124
Threat0.012026439
Severe Toxicity0.01393057
Moderate 0.32289913 Low Con 0.157 Moral_Argument
Oct 11, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Pay no taxes???? Abuse the system? I don't know one Indian person on welfare but I know a ton of white people.
Pay no taxes???? Abuse the system? I don't know one Indian person on welfare but I know a ton of white people.
Identity Attack0.37879246
Insult0.08434689
Profanity0.027410502
Threat0.009256045
Severe Toxicity0.008392334
Moderate 0.32289913 Moderate Con 0.49
Nov 17, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Considering that the indigenous Canadians aren't white, and Canadians of European ancestry decided to move from Europe to Canada, why are white Canadians complaining about other immigrants? If you prefer to be among white people, …
Considering that the indigenous Canadians aren't white, and Canadians of European ancestry decided to move from Europe to Canada, why are white Canadians complaining about other immigrants? If you prefer to be among white people, wouldn't you move to Europe?
Identity Attack0.40158966
Insult0.08434689
Profanity0.02522431
Threat0.007327127
Severe Toxicity0.008392334
Moderate 0.32236105 Moderate Con 0.428 Moral_Argument
Oct 2, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
It seems the descendants of the Colonizers still have the mentality of a simulation to their ways just like they force, the indigenous people. Now expect everyone else to be the same way. Meanwhile the …
It seems the descendants of the Colonizers still have the mentality of a simulation to their ways just like they force, the indigenous people. Now expect everyone else to be the same way. Meanwhile the white washed system says the Canada is the most multicultural society 🤔 a load of bs. What happened to excepting everyone for the way they are??
Identity Attack0.29035977
Insult0.24928534
Profanity0.10797132
Threat0.007922632
Severe Toxicity0.01302678
Moderate 0.32236105 Moderate Con 0.434
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Noticing this pattern too often now Indians will say their country is best. Proceed to move to usa uk etc Will say they have best culture Proceed to wear American western European clothing enjoy english …
Noticing this pattern too often now Indians will say their country is best. Proceed to move to usa uk etc Will say they have best culture Proceed to wear American western European clothing enjoy english and Christmas but frown upon their own culture customs as outdated Will claim they have the best people on the world. But still kiss the boots of a white man and frown upon their own brown little jeets Will say they have best this thya But depend on foreign tech forieng brands forieng accent etc.
Identity Attack0.3817989
Insult0.23237456
Profanity0.18663849
Threat0.049774777
Severe Toxicity0.023076924
Moderate 0.32182294 Moderate Con 0.335
Jan 27, 2026 Inside Canada's Indian Invasion...
i grew up in brampton. my brother would play a game "how many white people are at the bus stop"
i grew up in brampton. my brother would play a game "how many white people are at the bus stop"
Identity Attack0.3817989
Insult0.07872037
Profanity0.084844165
Threat0.031314444
Severe Toxicity0.014382465
Moderate 0.32128486 Moderate Con 0.468 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
You guys know we the white people are being replaced right? It’s happening in every G7 country.
You guys know we the white people are being replaced right? It’s happening in every G7 country.
Identity Attack0.37507164
Insult0.076502606
Profanity0.08128801
Threat0.036149003
Severe Toxicity0.016190045
Moderate 0.32128486 Moderate Con 0.348
Jan 27, 2026 Inside Canada's Indian Invasion...
And we White people were told to not be racist and work with the other races. Then they stay to their own. This is why I'm a White nationalist because it just makes sense. We …
And we White people were told to not be racist and work with the other races. Then they stay to their own. This is why I'm a White nationalist because it just makes sense. We are wasting our time with diversity. It's not helping us.
Identity Attack0.3817989
Insult0.08459369
Profanity0.07967158
Threat0.011223801
Severe Toxicity0.013155893
Moderate 0.32128486 Constructive 0.566
Nov 18, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I’m sorry. He’s angry that none of the homeless people are Indian? Why doesn’t he help his fellow white people get out of that situation instead of trying to drag everyone else down there.
I’m sorry. He’s angry that none of the homeless people are Indian? Why doesn’t he help his fellow white people get out of that situation instead of trying to drag everyone else down there.
Identity Attack0.36733335
Insult0.1469393
Profanity0.051431753
Threat0.015947454
Severe Toxicity0.009727478
Moderate 0.32020867 Constructive 0.565
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
One thing people should take note of is how only India or Pakistan work in a place . White people are worried about racism when they are looking at it in those stores as those …
One thing people should take note of is how only India or Pakistan work in a place . White people are worried about racism when they are looking at it in those stores as those Indians are only hiring their own. Happens everywhere in the west
Identity Attack0.38185352
Insult0.100019015
Profanity0.09098661
Threat0.009437286
Severe Toxicity0.012435913
Moderate 0.31963667 Constructive 0.508 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
"Let's see how many white people work here" . Tyler..you Americans are a land made of immigrants. You guys been mixed from the very beginning, what does it matter to you that others want to …
"Let's see how many white people work here" . Tyler..you Americans are a land made of immigrants. You guys been mixed from the very beginning, what does it matter to you that others want to go to America too? Why does the colour of their skin matter to you? Do you really believe that all your ancestors who came to America from different countries didn’t bring their culture with them? And don’t you think that all these different cultures shaped America into what it is today? I am not American, and I would never leave my country for America. As an outsider, it feels strange to watch Americans portray other people—who want to immigrate to the country just like your own ancestors did—as inferior. In my eyes, you are exactly the same, no one is better than the other. It surprises me that a country like America shows hostility toward others who, just like them, are immigrants. And then you go to a other country with that very same mindset. No matter if Canada or America, remember that your not a native, so why judge people so hard, for trying to do the same thing like you did. You are not a native either.
Identity Attack0.36702603
Insult0.16195811
Profanity0.05243378
Threat0.008919456
Severe Toxicity0.012833111
Moderate 0.31963667 Constructive 0.763 Moral_Argument
Feb 8, 2026 Inside Canada's Indian Invasion...
So to talk about people in-fluxing in, taking over cities, causing a boom in the population of their diaspora, not assimilating into the culture....isn't it what "White colonialism ' did? Canada was not white country …
So to talk about people in-fluxing in, taking over cities, causing a boom in the population of their diaspora, not assimilating into the culture....isn't it what "White colonialism ' did? Canada was not white country a couple of Hundred years ago, it was stolen, invaded and completely white washed. Unfortunately no immigrant see Canada for what it should have been under the native people of Canada...so why are you scapegoating it when you're getting a taste of your own medicine. Claiming victimhood doesn't solve anything I guess...
Identity Attack0.36702603
Insult0.1823172
Profanity0.035649836
Threat0.0116639575
Severe Toxicity0.012962224
Moderate 0.31963667 Constructive 0.627
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
As a indian my self i found saying "proud canadian " from a indian is really weird cringy they are not even inviting you and all of they just tryn hard to associate with them …
As a indian my self i found saying "proud canadian " from a indian is really weird cringy they are not even inviting you and all of they just tryn hard to associate with them either make india better or live here there is no need to move out HIndus are already started birthcontrols being aware is just all we need thats it i think whites or native people are right because no one likes sudden changes !! I am also capable of moving out but i will not i think i can do something better here i can make my community better . Indians also have this some kind of invisible competetion between there extended fam. or neighbourhood which is the one of the shittiest reason of indian leaving india they think washing dishes is better then a business or farmer here . I know we have multiple problems but leaving them would not give any solution to them ,we are actually growing it takes time to be like any europian country but im sure we should not have to like them we can be better in our own we are not in a race of living better all we have to do is making our living standards better Rule No 1 Never make more than 2 children Dont do something uncivilied thing in front of them We are really good in cleaning our houses but focus on streets too( ofc this is not for all many of us are actually doing this) Dont give shit about politics too much your control should be in your hands Practice religion very well , Dont cutt off from roots Dont beileve in pathetic rituals Rivers are water sources respecting them means keep them clean as possible thats all Work on esthetics of your streets try to make your house lil similar to all and dont think of job either you can make jobs THATS ALL. In this case like if we say we dont want to tolerate illegal bangladeshis same as they NO nation wants too much people from a particular country it obviously feels like invaded Anyhow To all white people reading this May be you can found us problematic in some way but most indian are really sweet and kind by heart .
Identity Attack0.36702603
Insult0.24493282
Profanity0.092279755
Threat0.010472948
Severe Toxicity0.014447021
Moderate 0.31963667 Constructive 0.707
Jan 3, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
My boy finally came to Canada near my city and I missed him 😭😭😭😭 thanks for covering this issue though ❤️❤️ appreciate it as a second-gen sri lankan who is also experiencing the indian hate …
My boy finally came to Canada near my city and I missed him 😭😭😭😭 thanks for covering this issue though ❤️❤️ appreciate it as a second-gen sri lankan who is also experiencing the indian hate (because we all look the same to white people 🙃🙃)
Identity Attack0.38208112
Insult0.0838533
Profanity0.06295506
Threat0.009178371
Severe Toxicity0.011138916
Moderate 0.31825066 Constructive 0.66 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
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!
Identity Attack0.2964622
Insult0.21368977
Profanity0.25915453
Threat0.008272167
Severe Toxicity0.01644827
Moderate 0.31825066 Constructive 0.786 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
These kind of videos are great for teaching white people what colonialism was like
These kind of videos are great for teaching white people what colonialism was like
Identity Attack0.36702603
Insult0.07333439
Profanity0.1067334
Threat0.018019408
Severe Toxicity0.015544481
Moderate 0.31825066 Moderate Con 0.411 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I think us White people need to go to Poland. That’s the only country where we will be safe
I think us White people need to go to Poland. That’s the only country where we will be safe
Identity Attack0.36702603
Insult0.06250052
Profanity0.08549073
Threat0.020782012
Severe Toxicity0.015867263
Moderate 0.31686464 Moderate Con 0.305 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
So white people there are basically saying we came here first so it should be a white country and not an Indian country, I'd say this looks much better than some cities in the UK …
So white people there are basically saying we came here first so it should be a white country and not an Indian country, I'd say this looks much better than some cities in the UK going bankrupt because of a certain group of people that doesn't contribute and live off of government freebies only
Identity Attack0.3758158
Insult0.10440776
Profanity0.09292633
Threat0.009799767
Severe Toxicity0.012359619
Moderate 0.31547862 Constructive 0.611
Oct 1, 2025 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.