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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

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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: "There are a lot of …" 580 comments · Page 7 of 24
How funny is that Indians go to other country and there they dont like to see a lot of other Indians around !! Its like Indians dont like themselves 🤣🤣
How funny is that Indians go to other country and there they dont like to see a lot of other Indians around !! Its like Indians dont like themselves 🤣🤣
Identity Attack0.46028158
Insult0.18852992
Profanity0.12551236
Threat0.011327368
Severe Toxicity0.023076924
Moderate 0.39021665 Low Con 0.275 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
As someone from Ottawa Canada who goes to Toronto often, yes there are a lot of Indians in our country and my gripe comes down to how they overrun traditional fast food places we grew …
As someone from Ottawa Canada who goes to Toronto often, yes there are a lot of Indians in our country and my gripe comes down to how they overrun traditional fast food places we grew up on, but since they have no attachment to it they half ass and don’t make things up to par and make it seem like they’re doing you a favor when you’re paying. So many places are ruined because of this, not just Tim Hortons. However, Tyler postured this as if this is a recent epidemic when Brampton has BEEN known for a lot of Indian immigrants starting in the late 80s and 90s- maybe he mentions this and I missed it or I haven’t got to it yet as I’m midway through the video… Toronto and its areas are very diverse and have been for a long time. Nearby from Brampton in Markham that’s where a lot of Chinese are and you can see it by the business types and you see Chinese lettering under English writing in some places. So why is Tyler acting like this is a rapid epidemic that just started? To ramp you guys up. Again, not denying the fact we have a ton of Indians and have taken in more than ever in the recent years, but these weren’t calm white places that have been overrun like in some of your other videos in Europe, etc.
Identity Attack0.316
Insult0.36798462
Profanity0.33453682
Threat0.011405042
Severe Toxicity0.023076924
Moderate 0.38601747 Constructive 0.802 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
I grew up with lots of ukrainian and other immigrants, and on the whole, they are okay. Current ukrainian refugees are, I have noticed, a bit confused owing I think to the unfortunate circumstances which …
I grew up with lots of ukrainian and other immigrants, and on the whole, they are okay. Current ukrainian refugees are, I have noticed, a bit confused owing I think to the unfortunate circumstances which caused them to relocate. I suspect a lot will repatriate themselves when the war ends. I've encoutered many immigrants over the years and I have noticed, that in the last 20 years or so that a disturbing number of refugees are bogus exploitative jerks who wound up here because they weren't welcome where they came from because of their own character flws.
Identity Attack0.36702603
Insult0.41530323
Profanity0.33453682
Threat0.02440793
Severe Toxicity0.023076924
Moderate 0.38434127 Constructive 0.763 Personal_Narrative
Oct 8, 2025 How Canada broke its immigration …
a lot of scammers
a lot of scammers
Identity Attack0.020982565
Insult0.40243408
Profanity0.19524631
Threat0.008919456
Severe Toxicity0.010604858
Moderate 0.3827457 Moderate Con 0.362 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
BS. The system was broken for a long time now. I remember living in Etobicoke ( a NW part of Toronto) on Dixon and Islington and seeing ‘black garbed madonnas ( in burkas) walking around …
BS. The system was broken for a long time now. I remember living in Etobicoke ( a NW part of Toronto) on Dixon and Islington and seeing ‘black garbed madonnas ( in burkas) walking around with their husbands and a crowd of kids in the middle of the day. Lots and lots of them. Living off welfare and child support. Not looking for a job. Not at all. That was 1987. As I said - a long time. Just a little reminder: PM of Canada in 1987 was PC’s Brian Mulroney.
Identity Attack0.38223284
Insult0.37166002
Profanity0.17803068
Threat0.008945347
Severe Toxicity0.021548226
Moderate 0.3827457 Constructive 0.631 Personal_Narrative
Feb 22, 2026 3 likes LILLEY UNLEASHED: The fall of …
Ok now come to Texas to Frisco, Plano and see the indian takeover here. Go hit up Ikea youll forget where you are!!! My husband is a contract worker that puts him in the Chase …
Ok now come to Texas to Frisco, Plano and see the indian takeover here. Go hit up Ikea youll forget where you are!!! My husband is a contract worker that puts him in the Chase Bank main headquarters quite a bit out there and he said its RUN OVER with indians. Chase brings them all here, gets them these work visas youll see every car in the parking lot says student driver on the bumper stickers. They cannot drive. My husband also says the floors they have them all working on stink so bad people gag having to walk in there straight off the elevator. They will just piss on the floor IN THE BATHROOMS they just go wherever they want. These people are their supposed tech smart people and they are stinking and pissing on the floor so imagine the lower IQ ones! They wipe with their barw hand!!!;One hand for wiping no toilet paper and one hand for eating. Thats why they only shake hands with their eating hand. They are disgusting!!!!
Identity Attack0.3802808
Insult0.34548226
Profanity0.20592089
Threat0.05559385
Severe Toxicity0.023076924
Moderate 0.3811502 Constructive 0.594 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
It's the liberals letting as many in as possible to buy votes. Here on the west coast 1/10 of them has the intelligence and work ethic not to be a total waste of space. The …
It's the liberals letting as many in as possible to buy votes. Here on the west coast 1/10 of them has the intelligence and work ethic not to be a total waste of space. The rest are absolutely restarted and useless. We have a housing crisis and we are letting over 2x more immigrants in than new houses built. I have asked many Indian coworkers and most of them get payments to help with rent. Or just reduced rent prices altogether. It takes a lot to make Canadians hate a certain race and culture ... But you done did it indians ...
Identity Attack0.293411
Insult0.40420914
Profanity0.07223598
Threat0.010369381
Severe Toxicity0.014059683
Moderate 0.3811502 Constructive 0.514 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
I knew an Indian guy named Kumar from back when i lived in Southern Denmark.. he was awesome, he had a Kiosk, where he sold EVERYTHING .. bongs, blunt papir, glass bottle cokes, candy of …
I knew an Indian guy named Kumar from back when i lived in Southern Denmark.. he was awesome, he had a Kiosk, where he sold EVERYTHING .. bongs, blunt papir, glass bottle cokes, candy of all sorts, and porn.. lots of porn.. Kumar was my boy!
Identity Attack0.2028587
Insult0.09124154
Profanity0.3597395
Threat0.03787563
Severe Toxicity0.024819711
Moderate 0.37955463 Constructive 0.55 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I would rather live in Indian majority city than in Muslim majority city. At least Indians are A LOT better than integrating into the societies they are moving to. Have you heard of any Hindu …
I would rather live in Indian majority city than in Muslim majority city. At least Indians are A LOT better than integrating into the societies they are moving to. Have you heard of any Hindu terrorist attacks in Europe, USA or Canada?
Identity Attack0.4887047
Insult0.16861114
Profanity0.03915693
Threat0.025616571
Severe Toxicity0.018578632
Moderate 0.37795907 Constructive 0.54 Comparative_Framing
Oct 7, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
The larger issue you don’t seem to understand or convey in your video is the fact that this racist and ignorance-fuelled behaviour becoming so normalized without thinking about the deeper issues at hand trickles into …
The larger issue you don’t seem to understand or convey in your video is the fact that this racist and ignorance-fuelled behaviour becoming so normalized without thinking about the deeper issues at hand trickles into society at large is it eventually seeps into racism in general towards other cultures (although it’s not right towards any culture or ethnicity). Basically if you’re not white or white passing people become less inclusive or accepting, or write you off thinking you’re a foreigner (have seen this being experienced by a lot of Canadian born friends). This is all in all a reflection of the failing critical thinking skills in our society and dumbing down of our culture. If you think you’re gonna sit cushy and you’re safe because you’re not one of the indians, well you just might be next! People have lost empathy and decency. A lot of the videos posted online are exaggerated posts to garner views and engagement, but it’s not necessarily the truth.
Identity Attack0.34324843
Insult0.35677677
Profanity0.12727508
Threat0.010783645
Severe Toxicity0.01935331
Moderate 0.37751234 Constructive 0.708 Moral_Argument
Feb 8, 2026 1 likes Inside Canada's Indian Invasion...
Years ago, my great great grandfather came over here with $5. And he did fine. The liberals bring over all these monkeys over to dedicate into the streets, poach our fish, groping our women and …
Years ago, my great great grandfather came over here with $5. And he did fine. The liberals bring over all these monkeys over to dedicate into the streets, poach our fish, groping our women and young girls. Panhandling when they have a Rolls-Royce and a brand new home. Disrespecting Canada altogether and a lot of them say that they hate Canada if they hate Canada so much pack your stuff up and go back and be brave and clean up your own country instead of making Canada into outhouse
Identity Attack0.2808415
Insult0.40975618
Profanity0.094542764
Threat0.0116639575
Severe Toxicity0.014963473
Moderate 0.37751234 Moderate Con 0.402
Jul 20, 2025 How much do refugees and …
Im from brampton born from Indian parents its awful what brampton has become. My father is also a heroin addict and he invites a lot of other indian students that are also hooked on heroin …
Im from brampton born from Indian parents its awful what brampton has become. My father is also a heroin addict and he invites a lot of other indian students that are also hooked on heroin to my moms house. My mom cant leave my father behind so i left and found my own place because i can't deal with there drama anymore.
Identity Attack0.36702603
Insult0.28791866
Profanity0.29053202
Threat0.016465442
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.651 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Lots of tds out there Trudeau derangement syndrome.
Lots of tds out there Trudeau derangement syndrome.
Identity Attack0.08087392
Insult0.40420914
Profanity0.049177196
Threat0.008065036
Severe Toxicity0.014576134
Moderate 0.37751234 Low Con 0.105
Jun 19, 2025 1 likes How Canada broke its immigration …
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly …
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly racist. But on the other hand, so many woke types don’t even want to admit the problem. They also don’t want to talk about how the government is complicit. Every nation has a right to define itself, and how much immigration it wants, and how that immigration happens. It is beyond ridiculous to not speak the primary language of the country you emigrate to. But why say weird shit like indians eat shit?? Or that 1.5 billion people are all the same? The rationale behind early immigration was to be very tough and selective about who enters and lives here. They welcomed students because it brought in a lot of revenue so that’s a win-win, but to LIVE they had to prove they were an asset to the community. Now the whole thing is manipulated. You don’t have proper vetting for the students because of fake colleges that just want to make money. You don’t have proper limits on immigration and criteria for jobs/skills because companies want to make money. Politicians just do whatever strategy gets votes. But for some reason people either only get woke about the positives of Indian immigrants or only negative, sometimes racist about them. It’s fair to acknowledge that rampant, unchecked immigration ruins the culture. Like Indian driving culture is fucking terrible. You don’t want to bring that shit over. You can also acknowledge that early immigrants and their kids are often completely American/Canadian, from their native language, accents, education, references etc. And that Indians are generally a low-crime, high-employment, high-tax-paying immigrant group. And we ALSO acknowledge that that’s changing because of the type/number of people coming in, and the financial and political incentives which support it. It causes valid resentment. These fucking human smuggling rings are real af. Wokies don’t ever talk about it. But I wish we could have this conversation without the racism.
Identity Attack0.10221587
Insult0.40243408
Profanity0.10240069
Threat0.008764107
Severe Toxicity0.010681152
Moderate 0.37751234 Constructive 0.746 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
We have a lot of strong and independent women though. Who along with their feminist State husband have collapsed the birth rate to 1.3 children per woman. Nut job stuff. So now here comes the …
We have a lot of strong and independent women though. Who along with their feminist State husband have collapsed the birth rate to 1.3 children per woman. Nut job stuff. So now here comes the third world dragging their impoverished socialist mentality with them.
Identity Attack0.38223284
Insult0.36709076
Profanity0.08355101
Threat0.009178371
Severe Toxicity0.014382465
Moderate 0.37751234 Moderate Con 0.353 Fear_Threat
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Awe let’s try ….100,000 referees … Canadians are starving, no housing , apartment builds in Halifax , just finished @ $5000. Per Mon ..who the hell can afford … In my opinion..there will be a …
Awe let’s try ….100,000 referees … Canadians are starving, no housing , apartment builds in Halifax , just finished @ $5000. Per Mon ..who the hell can afford … In my opinion..there will be a one hell of empty apartments builds .. or lots of millionaires …OR MORE CANADIANS LIVING ON THE STREETS ..
Identity Attack0.2700233
Insult0.24630153
Profanity0.27342406
Threat0.020091362
Severe Toxicity0.021031776
Moderate 0.37694603 Moderate Con 0.434 Economic_Argument
Jan 4, 2026 New rules, regulations take effect …
0:58 really rude what you said there about sikhs don’t get me wrong a lot of what you seen this video is pretty true but from my experience and so many others the only Indians …
0:58 really rude what you said there about sikhs don’t get me wrong a lot of what you seen this video is pretty true but from my experience and so many others the only Indians I really respect are sikhs there honestly some of the nicest and most charismatic people I know if there’s anyone who doesn’t deserves the hate it them
Identity Attack0.2964622
Insult0.16758773
Profanity0.14930901
Threat0.032695748
Severe Toxicity0.02116089
Moderate 0.37576625 Constructive 0.725 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Thanks to all the Indians living in Brampton...All are hardworking people. This Canadian economy is surviving because of high education fees charged to International students, money they bring from their home countries ,they work hard …
Thanks to all the Indians living in Brampton...All are hardworking people. This Canadian economy is surviving because of high education fees charged to International students, money they bring from their home countries ,they work hard in workplaces,hospitals,schools,retail,IT,manufacturing,government etc. ... Otherwise the so called mainstream bankrupt Cauca***n people dont even have money for retirement....Entitled lot dont want to work, they just want to make hateful videos and get attention. While they make such videos, Immigrants are focusing on working hard and getting ahead in life.
Identity Attack0.38176915
Insult0.3388922
Profanity0.22723788
Threat0.0100069
Severe Toxicity0.023076924
Moderate 0.37458646 Constructive 0.656
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
As a Canadian alot of us would gladly accept new immigrants as all of us at one point or another was a immigrant unless ur native but we have a social standard of living since …
As a Canadian alot of us would gladly accept new immigrants as all of us at one point or another was a immigrant unless ur native but we have a social standard of living since forever and for a while it seemed like immigrants were fine with that but this new generation of immigrants would really love to see our country turn into theirs despite a lot of them seeking asylum or a better life here its ridicules to think anyone who's white is racist when all they wish to see Canada as it used to be with immigrants that respected and valued the countries norms
Identity Attack0.3817989
Insult0.35016364
Profanity0.08678388
Threat0.008686432
Severe Toxicity0.012435913
Moderate 0.37340668 Constructive 0.74 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
as a refugee myself from Afghanistan, I know a lot of fellow refugees and immigrant who works for cash, abuses the system, don't pay taxes, if they are manager-they hire only immigrants and people they …
as a refugee myself from Afghanistan, I know a lot of fellow refugees and immigrant who works for cash, abuses the system, don't pay taxes, if they are manager-they hire only immigrants and people they know, they think this way they will have a better life in Canada, but in reality they are fucking the economy and not thinking about its consequences in the long term. I assume most of them will wait no minute to go back to their home country once the economy in Canada crumbles. I feel really bad about this kind of behaviours and I feel ashamed.
Identity Attack0.2803029
Insult0.26395
Profanity0.38203895
Threat0.012078222
Severe Toxicity0.023076924
Moderate 0.3722269 Constructive 0.696 Personal_Narrative
Sep 29, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I agree with a lot of what the non-Indians are saying except, I wouldn't mind living in a place where the majority of people are Indian or non-white, as long as I am not targeted …
I agree with a lot of what the non-Indians are saying except, I wouldn't mind living in a place where the majority of people are Indian or non-white, as long as I am not targeted just because I am white and the crime doesn't rise. I actually would like it and have expressly wanted to be in areas of the city without other white Canadians. That's boring.
Identity Attack0.46028158
Insult0.17486192
Profanity0.060951006
Threat0.010705971
Severe Toxicity0.012130737
Moderate 0.37073207 Constructive 0.771 Personal_Narrative
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
The older whites in Brampton seem to be blaming others because they failed in life. Anyone in Brampton knows a lot of the whites are on drugs in the downtown area. People started getting annoyed …
The older whites in Brampton seem to be blaming others because they failed in life. Anyone in Brampton knows a lot of the whites are on drugs in the downtown area. People started getting annoyed about Brampton when the international student boom happened. This is different from families settling or people starting families. Young students who are basically poor and desperate take up all the jobs and they pack so much into one house. Indian international students have ruined Indian reputation in Canada. Indians figured how to game the system and flood Canada better than other nationalities. And it’s true they do not integrate. They leave their land and come to a place where it’s just like home. Where they can live work, and go to school and not interact with any other race, ethnicity probably can go weeks without speaking English. Chinese have similar places like this but they’re not frowned upon.
Identity Attack0.42615733
Insult0.26957804
Profanity0.11539881
Threat0.015947454
Severe Toxicity0.017997624
Moderate 0.36867723 Constructive 0.605 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not everyone is like that in my experience, I'm not from brampton but I'm sikh and I have sikh friends who are white and indigenous as well. One thing people don't realise is a lot of Canadians are actually really racist. You clearly saw that from the interview of the guy and his wife who was an RN, they passed the exam fair and square but I feel like his lack of understanding of the English language didn't get his point across right. The point he missed was the quality of life is higher in Canada, In India it's way easier, the cost of living is way cheaper, there's tons of cheap labour to hire maids for all your house work for example which is common in their culture, but as you've probably seen online, India isn't the cleanest or friendliest place to be, and if he was a nurse in India he would probably be broke without a good job, and having the opportunity to find good high paying jobs in something that Canadians also do when they travel to the US if a position in their field isn't available in whatever local city they grew up in. The main issue stems from international students from like after covid, regardless of country, India is in the spotlight because there's just more indians compared to other countries international students but its all the same stuff, you have kids from all over the world that might not have learned the same cultural practices, fresh 16-18 year olds living alone for the first time that have to do all their own chores and don't even know how to take care of themselves in some cases or do laundry or anything like that and it doesn't mean they were illegal immigrants or anything, just that they never put in the effort to learn because they were too entitled, its the same with entitled kids that go to Korea or Japan from north America as well that don't learn their culture and customs and misbehave because they are too entitled, and once you understand that you can see the bigger picture more clearly instead of just defaulting to racism. Also I'm not saying they can't be frustrated, its frustrating for everyone, even for me but racism isn't the answer.
Identity Attack0.38699543
Insult0.2817503
Profanity0.06646215
Threat0.015256803
Severe Toxicity0.016771052
Moderate 0.36867723 Constructive 0.855 Moral_Argument
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Interesting dichotomy - the people interviewed that are complaining about dirty Indians, are the ones who look run down, aren’t wearing clothes and filling the drug dens. I think everyone agrees there is way too …
Interesting dichotomy - the people interviewed that are complaining about dirty Indians, are the ones who look run down, aren’t wearing clothes and filling the drug dens. I think everyone agrees there is way too much immigration but let’s not get it twisted - a lot of the complaints are projection.
Identity Attack0.3895355
Insult0.34237885
Profanity0.104876526
Threat0.009100696
Severe Toxicity0.013801457
Moderate 0.3666224 Constructive 0.62 Moral_Argument
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Why did all the europeans colonized ,gave the language,enslaved them for over 1000 of years and took all the resources and still trying to enslave them by corrporations for their hegemony,I ask the same christian …
Why did all the europeans colonized ,gave the language,enslaved them for over 1000 of years and took all the resources and still trying to enslave them by corrporations for their hegemony,I ask the same christian indian who is preaching here ,and why did british,french,italian,roman loot everything from asia and africa,central asia , middleast and invdade them and stolen everything put their country as junk yard and now all the west is entirely debt ridden,Why cry now,Stop bombing them and should not have done all this in first place since 100 of years ago,Migration is human thing ,no one can stop,its god instilled in human and this is how civilization expanded around the world..I understand ,i get the disgustian behaviour pattern of indians in the west especially the sanghis hindu extremist who were being exposed right ,left and center all over the world in social media..Like Faith says people migrate for economic reason,even that is not working any more,Leave the east and africa at peace ,lot of people will remigrate back home,..I say this for a fact.Stop bombimg them working with zionist jews pedophiles isralies who are root of all the problem that exist on face of the earth.,the banks they own,corporations they own,healthcare industry they own,diamond mines they own,weapons industry they own,drug and porn industry jews own..
Identity Attack0.37953663
Insult0.2735258
Profanity0.1413768
Threat0.13785169
Severe Toxicity0.023076924
Moderate 0.36456755 Constructive 0.571 Moral_Argument
Aug 24, 2025 1 likes Why Canadians Are Turning Against …

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.