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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: "At this point, I don't …" 370 comments · Page 6 of 15
Excellent video!! One thing I would like to point out is that Canadians did not VOTE the Liberals in, the election was STOLEN! Yes there were many who are not awake and fell for Carney’s …
Excellent video!! One thing I would like to point out is that Canadians did not VOTE the Liberals in, the election was STOLEN! Yes there were many who are not awake and fell for Carney’s BS but he did not win! Ask yourself why he doesn’t have a Constituency office? Why is there no budget? Red flags!!! Wake up Canada, your beautiful Country is being destroyed before your very eyes!!
Identity Attack0.10409598
Insult0.19500497
Profanity0.047674157
Threat0.013631714
Severe Toxicity0.0104522705
Low Tox 0.295883 Constructive 0.562
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
the man at 5:49 had a point till he started getting personal with the racism i won't lie
the man at 5:49 had a point till he started getting personal with the racism i won't lie
Identity Attack0.11744241
Insult0.08212569
Profanity0.07740857
Threat0.011612174
Severe Toxicity0.01121521
Low Tox 0.29405528 Moderate Con 0.47 Meta_Commentary
Mar 3, 2026 Inside Canada's Indian Invasion...
Bruh the comment section is filled with racist people not minding india's population and seeing the not so big size of the country and still criticizing it for its poor infrastructure or people. The people …
Bruh the comment section is filled with racist people not minding india's population and seeing the not so big size of the country and still criticizing it for its poor infrastructure or people. The people also forgot how rich India was before united kingdoms invasion and how the British empire stole all the valuable resources from India like gold and used it for the development of London. So pls I am respectful don't be racist towards other countries. All are equal made by god just separated by borders of countries but live in the same soil which is our earth. It's also a fact that the people who have enough money or are rich in India live a good life where the infrastructure is good the people are good like the system in upper castes. Whereas the poor people are the ones which have to suffer as generally they are low castes and don't get jobs offered in India as they face caste discrimination and so they get involved in illegal activities like scam call centres and robbery to get some money. The foreigners only see the bad side of India and the bad people who are poor and have to earn something for their family to survive. So pls I know that the things these are doing are illegal or bad but still don't blame whole India for it as those people are very poor have nothing to eat and so they get lured by strangers into doing these things. I can easily say tyler is racist because it's just bad things about India that he shows like the photo of punjab he shows like a random street in punjab a person is driving in motorcycle and there is garbage all around and not showing the golden temple or beautiful places there. I know the people should point out the mistakes of a country like dirty places there but like all the images shown of the country are dirty and not a single picture is good about it even though there are many. That clearly racist and the motive is clearly here to disrespect the countrys image
Identity Attack0.25478655
Insult0.18604483
Profanity0.056441884
Threat0.00933372
Severe Toxicity0.010223389
Low Tox 0.2922276 Constructive 0.76 Moral_Argument
Feb 3, 2026 4 likes Inside Canada's Indian Invasion...
As an Indian I am completely ashamed of the way Indians are representing our country outside and honestly I understand the point of view from the Canadians ,when u migrate to another country you are …
As an Indian I am completely ashamed of the way Indians are representing our country outside and honestly I understand the point of view from the Canadians ,when u migrate to another country you are supposed to adjust to their culture and their principles but unfortunately these people have turned it into a mini india there which simantaneously affects a lot of Indians who live outside as well because they have to deal with stereotypical and racial comments.I am completely against the way they celebrate our festivals outside its a nuisance to both the countries.
Identity Attack0.36702603
Insult0.16802633
Profanity0.058946952
Threat0.0091524795
Severe Toxicity0.01159668
Low Tox 0.28674445 Constructive 0.784 Identity_Assertion
Dec 21, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Vassey , your liberal taking points show how poor of a reporter or paid by the liberals which is it
Vassey , your liberal taking points show how poor of a reporter or paid by the liberals which is it
Identity Attack0.038425524
Insult0.26957804
Profanity0.019622196
Threat0.006530962
Severe Toxicity0.0036811829
Low Tox 0.2854971 Low Con 0.145 Policy_Critique
Feb 24, 2026 'We do know that there's …
I will point out that compared to the Jews or Somalis from previous videos, at least some of the Indians in the video are willing to criticize their own community's lack of assimilation.
I will point out that compared to the Jews or Somalis from previous videos, at least some of the Indians in the video are willing to criticize their own community's lack of assimilation.
Identity Attack0.37152436
Insult0.08508729
Profanity0.09292633
Threat0.011482717
Severe Toxicity0.01159668
Low Tox 0.2854937 Constructive 0.577
Jan 27, 2026 Inside Canada's Indian Invasion...
It took me 5 years to get into Canada legally, I assimilated , Integrated and it's high time everyone do the same no more temporary nonsense. These levels of immigration are unsustainable everyone is doing …
It took me 5 years to get into Canada legally, I assimilated , Integrated and it's high time everyone do the same no more temporary nonsense. These levels of immigration are unsustainable everyone is doing it for the cheap subsidized labor that was the whole point of this mass immigrant scam to bring down the price of wages.
Identity Attack0.15303208
Insult0.24928534
Profanity0.037403382
Threat0.007094103
Severe Toxicity0.005569458
Low Tox 0.2854937 Constructive 0.661 Policy_Critique
Feb 15, 2026 Canada's tighter immigration policy divides …
Canadians could never afford more than two children since the 60’s unless both parents go out to work! Now since the poison Covid vaxs spike proteins attack the testies and the ovaries, the rate of …
Canadians could never afford more than two children since the 60’s unless both parents go out to work! Now since the poison Covid vaxs spike proteins attack the testies and the ovaries, the rate of still births or spontaneous abortions are up 1000 %! Like Carney said, Muslim values are Canadian values so it’s all done by design and it’s obvious at this point!
Identity Attack0.2846865
Insult0.11978693
Profanity0.029460056
Threat0.010835429
Severe Toxicity0.01159668
Low Tox 0.28548008 Moderate Con 0.472 Unverified_Claim
Aug 28, 2025 Why Canadians Are Turning Against …
The guy on the bike with the perfectly regurgitated IQ talking points on Africans🤦🏾‍♀️ Notice that he didnt have any actual reasons why the people are afraid. Just BS things he's heard about the people, …
The guy on the bike with the perfectly regurgitated IQ talking points on Africans🤦🏾‍♀️ Notice that he didnt have any actual reasons why the people are afraid. Just BS things he's heard about the people, not actual incidents. Smh...
Identity Attack0.2700233
Insult0.16853803
Profanity0.16264248
Threat0.008582866
Severe Toxicity0.010986328
Low Tox 0.28548008 Moderate Con 0.342 Policy_Critique
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Very well done video & Thank YOU for showcasing the point of view from "real Canadians". As an immigrant who came to this country & fell in love with its culture 40 years ago, it's …
Very well done video & Thank YOU for showcasing the point of view from "real Canadians". As an immigrant who came to this country & fell in love with its culture 40 years ago, it's appalling to see how our beautiful first world country is quickly becoming a gutter. The newcomers these days are the privileged ones. All of us need to speak up, especially those of us immigrants who retain our original accents &/ non-white because our white fellow Canadians are accused of being racist whenever they do (though many could learn to be more eloquent. ie. go back to your country does NOT help)! I see it as my Canadian duty to remind "misbehaving" newcomers the reason they left their country in the first place. ie. You chose Canada for a better life, so why try to change it into the one you left? ie. Help me understand your logic? Why not leave your hate & war at the border; just like normal folks won't bring stinky garbage into their new homes. Life is challenging enough when you uprooted to a new country (especially our unforgiving cold Winter). So, just focus on the positive things in your new country & leave all your miseries behind... ie. Learn to adapt & enjoy your new country. Canada is a great country because of the love & effort of those before you, so now you are the beneficiary. Join the legacy by enhancing this beautiful country & its culture, so you can pass on this century old legacy for later newcomers to enjoy, like you do now. What dignity do you have & what kind of life lessons to your children by bullying your culture & religion into Canada at the expense of other Canadians? This will fracture Canada if everyone does that. Do you want this country to become so fractured & terrible that your descendants have to leave for a better country, like you did? Is that what your religion teaches you? Does it state it's perfectly fine to satisfy all your whims & wishes at the expense of others? Are you striving for Canadians to think badly of your race/culture? Are you being a good ambassador to your race/community/culture/religion? Canadians are so friendly & helpful, if you need help, just ask, please don't demand. Learn the language & it's ok to speak broken/pigeon English with gestures to communicate. No one expects you to be an English scholar; you gain respect for trying. Apply some basic Canadians manners, which goes a long way... Please & Thank You, Smile doesn't cost you anything, besides it's good exercise for your facial muscles. I worked my entire career with the public, I very seldom encounter negative feedback when I do the above. If they get nasty, I tell them that's definitely not the Canadian way to make friends & wish them Good Luck! I also make a point in telling the wealthy ones "Tax Avoidance is legal (I'm more than happy to show them), but Tax Evasion is not! Then reminding them....Canada will be bankrupt eventually if everyone don't pay their fair share of taxes. ie. You may not suffer, but your children/grandchildren will. Worst Case scenario, you didn't get the necessary medical care when you most needed it!!! We should lobby for a mandatory course that all newcomers have to take & PASS a test about Canadian culture & expectations. If they fail, no citizenship for sure! But that would be another hornets nest because our parliament will debate over definition of "Canadian Culture" for decades. Welcome to Canada!😂
Identity Attack0.29798782
Insult0.1669316
Profanity0.028776871
Threat0.008039144
Severe Toxicity0.008392334
Low Tox 0.28547668 Constructive 0.831
Sep 12, 2025 Why Canadians Are Turning Against …
4:57 Of course Indian migrants contribute way more than African or Muslim migrants this goes without saying. That explains how we are literally the most successful group in the west. Indians in the UK USA …
4:57 Of course Indian migrants contribute way more than African or Muslim migrants this goes without saying. That explains how we are literally the most successful group in the west. Indians in the UK USA Australia according to govt stats themselves have the highest income per capita, tax contribution per capita lowest crime rate and highest education levels (in the USA it is measured by standardized test scores like avg SAT scores and % of population with college degrees). This is a proven fact based on the figures no other community/demographic is as law abidding and successful as Indians in every single western country. Indians are CEOs of major tech firms like microsoft google adobe ibm etc yet you won't mention that cause it goes against your agenda. The most successful demographic in the west (US UK Canada) are Indians. Highest income per capita, highest education levels and lowest cmre rates. When Indians move into a neighborhood property prices rise. This isn't creating chaos as this kid claims as Indians assimilate pay taxes have extremely low crmre rates and also the highest tax and income contribution per capita. Instead of making videos constantly deriding Indians why don't you point out the fact street harrassers across western europe targeting women are almost all Muslims from Afghanistan, Pakistan etc. Most pdfile groomong gongs in the UK are comprised of pakistani abdools. They have been operating in every town and city since the 60s. This youtuber probably doesn't even know who Tommy Robinson is
Identity Attack0.32476485
Insult0.0836065
Profanity0.10301965
Threat0.013702838
Severe Toxicity0.015221698
Low Tox 0.2854733 Constructive 0.744 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Ngl tyler u raise a few valid points but some of this is just flat out racist and your giving it a platform.
Ngl tyler u raise a few valid points but some of this is just flat out racist and your giving it a platform.
Identity Attack0.10221587
Insult0.16853803
Profanity0.07805514
Threat0.007689608
Severe Toxicity0.007896423
Low Tox 0.28312725 Moderate Con 0.411 Meta_Commentary
Feb 13, 2026 4 likes Inside Canada's Indian Invasion...
And absolutely nothing will change and it will only get worse. If you point out the negative impacts you are labeled as 'racist'. Joke of a country and joke of a society. They are ruining …
And absolutely nothing will change and it will only get worse. If you point out the negative impacts you are labeled as 'racist'. Joke of a country and joke of a society. They are ruining the country and pointing that out is 'racist'.
Identity Attack0.16993292
Insult0.16802633
Profanity0.03990845
Threat0.009463178
Severe Toxicity0.007858276
Low Tox 0.28087774 Moderate Con 0.361 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
If only we had a time machine and cameras. Oh what the world would have to say about the pale man. Ever since emerging from the caves the sunburn prone have been a menace every …
If only we had a time machine and cameras. Oh what the world would have to say about the pale man. Ever since emerging from the caves the sunburn prone have been a menace every minute. Then sit back and point fingers. The audacity is absurd.
Identity Attack0.011691323
Insult0.23704576
Profanity0.037904397
Threat0.045572113
Severe Toxicity0.0063323975
Low Tox 0.27975297 Low Con 0.269 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian, we are being overrun by Indian gangs who have shootouts with each other or they exhort thousands of dollars from people, and don't even get me started on the cartels and our …
As a Canadian, we are being overrun by Indian gangs who have shootouts with each other or they exhort thousands of dollars from people, and don't even get me started on the cartels and our ports. At this point, we can only pray that Trump sends the Apache negotiation team to the Hill.
Identity Attack0.2854555
Insult0.10440776
Profanity0.023584666
Threat0.075531214
Severe Toxicity0.009841919
Low Tox 0.27750343 Constructive 0.618 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
How yt people gentrify and colonize.. bro come on bro, you can focus on your people and have all the content you need. People never hold each other accountable and point fingers .
How yt people gentrify and colonize.. bro come on bro, you can focus on your people and have all the content you need. People never hold each other accountable and point fingers .
Identity Attack0.04538634
Insult0.07808672
Profanity0.08775374
Threat0.012751401
Severe Toxicity0.008773804
Low Tox 0.27750343 Moderate Con 0.368 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I dont know about anywhere else in canada but ive noticed that a growing number of men lurking around playgrouds trying to lure children are east indian males in their 20's-30s. These cultures in their …
I dont know about anywhere else in canada but ive noticed that a growing number of men lurking around playgrouds trying to lure children are east indian males in their 20's-30s. These cultures in their own countries had arranged marriages where they married children and is something they are bringing to our country except we dont allow that here so we are taking in these preditors who clearly want a young child and shielding them because if we point this out were racist. And to be clear i know theres other races that are preditors canadians included . But its a scary number of them that are young imigrant males who marry children in their own country
Identity Attack0.28034934
Insult0.16795322
Profanity0.03239325
Threat0.01086132
Severe Toxicity0.010299683
Low Tox 0.27412915 Constructive 0.672 Unverified_Claim
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
The point of no return is coming, self deport or bite the dust.
The point of no return is coming, self deport or bite the dust.
Identity Attack0.04951127
Insult0.0813853
Profanity0.041160982
Threat0.13717735
Severe Toxicity0.009765625
Low Tox 0.27412915 Low Con 0.142 Fear_Threat
Aug 26, 2025 Why Canadians Are Turning Against …
Good journalism, both sides being presented here, the reasons why it happened, the stereotypes. While I don't really have a strong opinion about Brampton being mostly Indians, I do have an opinion that Canadians should …
Good journalism, both sides being presented here, the reasons why it happened, the stereotypes. While I don't really have a strong opinion about Brampton being mostly Indians, I do have an opinion that Canadians should condemn other areas as well that are majority of immigrants. Vaughn area is filled with Chinese people no one makes a fuss about it. They ain't speaking english, they aint serving American junk food everywhere, yet Indians are a problem. The community has vices, but justifying xenophobia with that is awful. European descendant people came here and took over native Canadians. Can't think how it must've felt for them. That was unarguably way worse than the current immigration system. My point being its a problem against a specific community is not really being uncomfortable for the sake of the country but purely out of spite and racism. I can see the concerns but not when they stereotype every Indian.
Identity Attack0.28622448
Insult0.16868424
Profanity0.054938845
Threat0.007870848
Severe Toxicity0.007896423
Low Tox 0.26859093 Constructive 0.862
Nov 29, 2025 Inside Canada's Indian Metropolis (Brampton)
I agree with over percent with what the white women said at th e beginning.. The part that she actually does have to hear and accept is the truth..Her ancestors were and are colonizers, those …
I agree with over percent with what the white women said at th e beginning.. The part that she actually does have to hear and accept is the truth..Her ancestors were and are colonizers, those are basic truths.. But the Government must turn the taps down on immigration right away, it is totally out of control.. Things are at the point where no one Zero more immigrants from India and Pakistan should be allowed to enter the country, for at least the next few years , until the government can get a true handle on things.. I really don't think the government officials have any idea of the pace at which Canada is rapidly changing.. It is mind boggling the rapid changes and that's from every single nook and cranny of this once beautiful country you will see new immigrants.. There are places i went to as a child with my folks, where you would never have seen nothing but white people, maybe a few native people, a couple of black and oriental folks and that was it.. Now there are car loads of east Indians running around some actually living in those communities.. I am not a racist person, but that's my own observation on the ground.. I think every single Canadian in this country would have the exact reaction..
Identity Attack0.2964622
Insult0.086852804
Profanity0.07643871
Threat0.019746035
Severe Toxicity0.012833111
Low Tox 0.2667042 Constructive 0.822
Aug 25, 2025 Why Canadians Are Turning Against …
You know what too...If Canadians was too go to India I wouldn't be able to bring my Canadian/Caribbean Culture there..I look at it like this his your moving to another Country I'm gonna adapt to …
You know what too...If Canadians was too go to India I wouldn't be able to bring my Canadian/Caribbean Culture there..I look at it like this his your moving to another Country I'm gonna adapt to The Culture and Lifestyle..Im not gonna bring my Old Ways that I wanted to leave to a New Country and Life...I feel like its not Canadians being Racist it's that they came here and The Government and Businesses are Catering to them From Adding Specific Food Items to cater to them most Jobs are by passing others to hire them...And on top of that Canadians are dealing with Food Cost being High still and Working a Job and still not making else to live a decent Life...Seems like most people are Working to Survive and Pay Bill and don't even have enough to atlest go out and have a peace of mind and have a Social Life...There brought in all these Immigrants to The Country while The Country was basically under a Recession...And this Problem is not getting Fixed now and it seems like it's getting worst..To the point I feel like a Civil War could even break out I this don't get Fixed somehow and someway... Purple Gorillaz Was Here. Peace.
Identity Attack0.28034934
Insult0.14150882
Profanity0.03339528
Threat0.0074306927
Severe Toxicity0.009689331
Low Tox 0.2648175 Constructive 0.74 Personal_Narrative
Aug 25, 2025 3 likes Why Canadians Are Turning Against …
The problem is not the immigrants. The problem is with Canadian leaders, and the Canadians who elected and reelected them to office. I lived in Nova Scotia for just over 2 decades. I attempted to …
The problem is not the immigrants. The problem is with Canadian leaders, and the Canadians who elected and reelected them to office. I lived in Nova Scotia for just over 2 decades. I attempted to have many discussions about these issues and was shocked by the generally vapid responses I'd get. Much more to say, but the main point is that Canadians have destroyed their own country's quality of life and from what I can see, Canada is not worthy of respect as a nation. I take ZERO pleasure in saying this. However, the country should have provided the United States with a up close example of what a well run social democratic nation looks like. Instead, Canada is a joke to the far right and in fact fuels the far right in the US. Now with the global south amassing on the US's northern border (visit Halifax, NS if you have any questions about this), I view Canada as a threat to the USA - which is a nation with more than enough problems. A note to immigrants reading this: I respect many of you individually, and I do not in the least mind having you in my community. You as an individual are not the problem per se. The problem is that policy makers are simply using migrants to increase Canada's population to 100M by end of century. Google "Canadian House of Commons Century Initiative" to see how Canadian lawmakers voted in support of this policy. Best, Patrick Moan goodhumanhabitat.org
Identity Attack0.28034934
Insult0.16053712
Profanity0.021808386
Threat0.010421164
Severe Toxicity0.008583069
Low Tox 0.26293078 Constructive 0.759 Policy_Critique
Dec 16, 2025 1 likes Why Canadians Are Turning Against …
I worked with an african in BC . He showed me his bank account it had 90k in it . He told me it was free money and he saved it up . He told …
I worked with an african in BC . He showed me his bank account it had 90k in it . He told me it was free money and he saved it up . He told me point blank that it was amazing that my own country hated me more than a stranger . I never forgot it
Identity Attack0.2869935
Insult0.077136256
Profanity0.09389619
Threat0.0091524795
Severe Toxicity0.009994507
Low Tox 0.26104406 Constructive 0.574 Personal_Narrative
Feb 17, 2026 5 likes LILLEY UNLEASHED: The fall of …
My grandparents immigrated here from Jamaica and certain groups have made the word immigration annoying and obnoxious now. It’s not even immigration at this point it’s just a full take over and a blatant disrespect …
My grandparents immigrated here from Jamaica and certain groups have made the word immigration annoying and obnoxious now. It’s not even immigration at this point it’s just a full take over and a blatant disrespect for our country. Don’t follow the rules, aren’t compliant , protesting that Canadians don’t respect them and that they should stay there even if the visa is up, demanding money, buying all businesses and blatantly not hiring Canadians because they aren’t of a certain race. It’s extremely disrespectful and we need to start sticking up for the people of this country and have tighter rules and regulations to get in. Disappointed in our country…we’ve failed. What happened to the old school immigrants that would come in work hard build wealth and have pride in moving to Canada. It’s really the younger generation of immigrants that are entitled and stupid. And this is coming from a young person. Some of the immigrants (if you know you know) aren’t even that good at their job, they careless do it half ass and expect tips and that certain details will go unnoticed because they didn’t earn the job they just showed up and were handed the job.
Identity Attack0.23618884
Insult0.16883044
Profanity0.03389629
Threat0.008815889
Severe Toxicity0.008087158
Low Tox 0.25915736 Constructive 0.692
Oct 4, 2025 IRCC Names India in Study …
Kenny should debate Keith Wilson on separation vs federalism. No federalist has a single good talking point. The country they attempt to defend is long gone squandered by propagandized dullard voter base primarily in Ontario/Quebec
Kenny should debate Keith Wilson on separation vs federalism. No federalist has a single good talking point. The country they attempt to defend is long gone squandered by propagandized dullard voter base primarily in Ontario/Quebec
Identity Attack0.025002124
Insult0.24928534
Profanity0.036401358
Threat0.0066798385
Severe Toxicity0.0032615662
Low Tox 0.25727063 Low Con 0.251 Call_To_Action
Feb 17, 2026 61 likes LILLEY UNLEASHED: The fall of …

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.