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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: "Indians are like that everywhere …" 33 comments · Page 1 of 2
0:12 Nepal just forced a change in government. So are they Indian or Nepali? But I do hope it's televised when they try this man and arrest him or we finally get to watch his …
0:12 Nepal just forced a change in government. So are they Indian or Nepali? But I do hope it's televised when they try this man and arrest him or we finally get to watch his get the ahh whooping he deserves. Bro does 3 videos on real journalism exposes real issues but runs back to his roots. RACISM 😂😂😂😂😂😂. I couldn't imagine flying around the world can't possibly be enjoying yourself cause he is too busy doing rat shit. And bothering people trying to assimilate into the country. But because a few are causing issues we have to make it look 👀👀 like it's bigger so the big guy can do some more of that negotiating he been doing. Everywhere he goes bullshit follows 😡😡😡
Identity Attack0.50515443
Insult0.5130944
Profanity0.46460027
Threat0.3203622
Severe Toxicity0.35368225
Moderate 0.6744087 Moderate Con 0.438 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler, They have had saber fights in the parking lot (iirc Sheridan College Davis campus). There's conflicts between hindus and sikhs every fucking diwali due to the khalistan bullshit. These indians love shooting fireworks up …
Tyler, They have had saber fights in the parking lot (iirc Sheridan College Davis campus). There's conflicts between hindus and sikhs every fucking diwali due to the khalistan bullshit. These indians love shooting fireworks up until 3am, and disturb all the folks trying to sleep, and terrorize dogs kept outside. Diwali has gotten so bad one year, the city had to issue air pollution warnings due to the amount of fireworks. They've also found out some time ago that there was a basement where they had 30+ different individuals living there, packed like a can of sardines. The sikhs are absolute ass at driving, and they run the trucking industry. Accidents everywhere. Brampton has developed a real bad name over the years. Absolute shit city.
Identity Attack0.55044734
Insult0.5130944
Profanity0.55356324
Threat0.28031203
Severe Toxicity0.34938923
Moderate 0.5885171 Constructive 0.595 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I went through a drive thru in Weyburn Saskatchewan and almost shit my pants when I seen (1) white guy working there, 99% Indian in the smack dab middle of the country, and it’s like …
I went through a drive thru in Weyburn Saskatchewan and almost shit my pants when I seen (1) white guy working there, 99% Indian in the smack dab middle of the country, and it’s like this everywhere. Have heard half a dozen times from separate ppl that they were asked if they spoke Hindi or Punjabi to work at Tim Hortons because “all the staff spoke it” they take our jobs because they accept lower wages. I’m just fatigued, it just sucks because I know the vast majority of Indians before 2020 were actually nice and adaptable decently well. Now when you go out to eat or buy groceries you don’t even get a “have a nice day” which is a Canadian custom IMO. Most of the time besides the transaction details, they will not speak to you.
Identity Attack0.5135796
Insult0.47384647
Profanity0.541926
Threat0.06820184
Severe Toxicity0.2391185
Moderate 0.56269526 Constructive 0.724 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
3:59 I would want to know who paid for those statues. I bet it was the city from your money guys. Just a guess. Also I dont think that Indians are bad people, that we …
3:59 I would want to know who paid for those statues. I bet it was the city from your money guys. Just a guess. Also I dont think that Indians are bad people, that we cant live with each other I respect them. What I dont respect is mass African migration like un EU, that is crazy stuff. I would rather live in a acity with 100000 Indians than 10000 Africans because they are a fk ticking bomb, you never know if they stab someone or rap*. Indians are working, Africans cant do anything other than crimes IDK how some people still dont see this, just look at any country that took them, its same everywhere. I live in Czech Republic and we have like 10% of Vietnamese people and you dont even know they are here, all of them work, they are very polite and fit into our society very well...
Identity Attack0.5498214
Insult0.46173862
Profanity0.43669638
Threat0.3203622
Severe Toxicity0.23224458
Moderate 0.53579444 Constructive 0.713 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know …
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know what” thrash won’t acknowledge same low IQ Africans don’t have forged certificates, don’t get their degrees from diploma mills like these Indians and actually go to proper Universities. They’re also hardworking, respectful folks who are not in your face and haven’t tried to take over Canada. I was born in Nigeria. I don’t live in Canada not because of Indians, though I see far too many of them in Lagos (because believe it or not, they’re everywhere) but because of personal preferences. Notice how the bikey cr@ck$r was riding on a bike while those he insults are doctors, lawyers, pharmacists, professors, musicians, athletes etc. I know them because many are my friends and former university colleagues here in America. Africans, especially Nigerians are leading in academia, medicine, music, movies. Unlike Indians they also excel in sports the world over, not just pretentious degrees, most of which are cooked up. African is recognized or respected only when he’s white like Elon Musk and Peter Thiel. And yes, cr@ck$rs are mad everywhere bcos the world they thought belonged to them turns out doesn’t at all. They don’t want to work, want to sit in their mom’s basement smoking joint all day, then use their “you know what” privilege to get ahead just because of their skin color and place of birth lands that belonged to other groups which they forcibly stole and developed with unpaid labor & resources, which they also stole from Africa and Indian sub continent. Anyone of you praising bikey should show me your college degree and I’ll give you $100 real dollars. Remind me again when that smart Nigeria Prince wipes out your bank account in his/her internet scam, how stupid he is with low IQ under 70. LOSERS!
Identity Attack0.5498214
Insult0.5130944
Profanity0.22612886
Threat0.020609349
Severe Toxicity0.042180564
Moderate 0.5024724 Constructive 0.565 Identity Attack Insult Policy_Critique
Feb 9, 2026 Inside Canada's Indian Invasion...
WATCH OUT CANADA!!!!! Just think of this once beautiful country going to the dogs…just like what most Indians escaped from… a 3rd world country and all that European’s (whites) built is falling apart, government controlled …
WATCH OUT CANADA!!!!! Just think of this once beautiful country going to the dogs…just like what most Indians escaped from… a 3rd world country and all that European’s (whites) built is falling apart, government controlled by Indians, businesses controlled by Indians, housing run by Indians, garbage in the streets, poop on the beaches, Indian music (not music to my ears) blasting everywhere, especially in the parks, unclean public toilets, unclean motels etc etc.. YEP…just what a once beautiful country deserves!
Identity Attack0.5075293
Insult0.46327567
Profanity0.16682947
Threat0.013528148
Severe Toxicity0.043077253
Moderate 0.47886392 Moderate Con 0.362 Identity Attack Fear_Threat
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians are exagerrating, they are everywhere like flies. And love excessive lifestyle driving in cpensive card while the people from that country are humble and cut their coat according to their size. Indians will destroy …
Indians are exagerrating, they are everywhere like flies. And love excessive lifestyle driving in cpensive card while the people from that country are humble and cut their coat according to their size. Indians will destroy immigration for everybody. Always wants to be heard when itnis not your country. Proud in nothing bragging about your country in someone else country is crazy to me.
Identity Attack0.5135796
Insult0.44802538
Profanity0.21348765
Threat0.03718498
Severe Toxicity0.02604016
Moderate 0.47473195 Moderate Con 0.413 Identity Attack
Sep 10, 2025 Why Canadians Are Turning Against …
2:30 dude what are you trying to even show there? That all the Punjab is dirty and trash been thrown everywhere just like your downtown New York? I don't know why this hate is so …
2:30 dude what are you trying to even show there? That all the Punjab is dirty and trash been thrown everywhere just like your downtown New York? I don't know why this hate is so forced against Indian? I feel all countries have their problems and dirty places so just to show that part would be so illogical and hatred to them. Edit:- You are telling me to believe a guy who's promoting gambling and selling his audience trust for some bucks is insane dude.
Identity Attack0.36702603
Insult0.4747285
Profanity0.22429734
Threat0.012026439
Severe Toxicity0.023076924
Moderate 0.47473195 Constructive 0.592 Moral_Argument
Feb 7, 2026 Inside Canada's Indian Invasion...
That's why you are a hate mongering guy humongering hate against the community that you cannot compete into it why this community has money because they work too hard man they work too hard and …
That's why you are a hate mongering guy humongering hate against the community that you cannot compete into it why this community has money because they work too hard man they work too hard and you don't have money maybe stop being a jealous and work more harder and you will achieve because those people did not came there free they have to show more than half a million to $700,000 in their bank account to get a visa for Canada or America nothing free so stop being a mongering hate peaceful community like Indian and why don't you work for yourself more hours more hours more than 18 to 19 hours to complete with them instead of blaming everywhere and a word and everything it's not the end of world man
Identity Attack0.07508347
Insult0.47384647
Profanity0.08613731
Threat0.010395273
Severe Toxicity0.021031776
Moderate 0.4402136 Constructive 0.534
Aug 26, 2025 Why Canadians Are Turning Against …
We do not have the upper class Indians here. There is no such thing. They ruined Canada, just like they ruin everywhere they go.
We do not have the upper class Indians here. There is no such thing. They ruined Canada, just like they ruin everywhere they go.
Identity Attack0.50515765
Insult0.3486032
Profanity0.066963166
Threat0.040638234
Severe Toxicity0.023076924
Moderate 0.42985553 Low Con 0.232 Identity Attack Fear_Threat
Feb 16, 2026 3 likes Inside Canada's Indian Invasion...
They're breeding like flies!! In india the population is 1.5 billion indians and the wild tiger population is near extinct. The smell of B.O. is everywhere here now becsuse of them!
They're breeding like flies!! In india the population is 1.5 billion indians and the wild tiger population is near extinct. The smell of B.O. is everywhere here now becsuse of them!
Identity Attack0.40158966
Insult0.40243408
Profanity0.13344458
Threat0.012699619
Severe Toxicity0.023076924
Moderate 0.41445592 Constructive 0.503 Unverified_Claim
Oct 28, 2025 Inside Canada's Indian Metropolis (Brampton)
I went to Niagara Falls 3 years ago. It was like a 1 white to 10 indians ratio. It’s insane, also it smelled really bad everywhere
I went to Niagara Falls 3 years ago. It was like a 1 white to 10 indians ratio. It’s insane, also it smelled really bad everywhere
Identity Attack0.44690517
Insult0.28586254
Profanity0.26621178
Threat0.018882722
Severe Toxicity0.023076924
Moderate 0.39915034 Moderate Con 0.421 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
When I went to Niagara college it was 90% Indian exchange students. I saw punjabis pimping out girls in the school bar and constantly selling hard drugs in the open. I saw Indians drag women …
When I went to Niagara college it was 90% Indian exchange students. I saw punjabis pimping out girls in the school bar and constantly selling hard drugs in the open. I saw Indians drag women bye their hair through the hallways and force themselves onto them in private study rooms, while their friends guarded the exit to the room. Multiple times i had to stand up for women and almost get physical with them. One pulled a knife out on my in the hallway when I told him to get off a girl that obviously didn't want it. Me and my friend rented a house beside the college and we would have occasional partys. They would show up the party and push hard drugs onto my friends. One was flashing around a hand gun and acting like a wanna be gangster. They would steal things and leave their trash everywhere. I finally had enough and said no more Indians at my house.
Identity Attack0.46028158
Insult0.33998606
Profanity0.2661772
Threat0.2836219
Severe Toxicity0.035007052
Moderate 0.39842087 Constructive 0.648
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
east indians are everywhere dude in canada like 4 years ago going back decades tims was all old ladies like normal canadian ladies not east indian men and now its wild bad
east indians are everywhere dude in canada like 4 years ago going back decades tims was all old ladies like normal canadian ladies not east indian men and now its wild bad
Identity Attack0.46028158
Insult0.2735258
Profanity0.075792134
Threat0.008582866
Severe Toxicity0.01935331
Moderate 0.37955463 Low Con 0.299 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
This is How the jews should have answered in the last video!!!! 📹 and how they should have been legitimately been working everywhere like the Indians
This is How the jews should have answered in the last video!!!! 📹 and how they should have been legitimately been working everywhere like the Indians
Identity Attack0.4482637
Insult0.15698463
Profanity0.15812257
Threat0.029415153
Severe Toxicity0.023076924
Moderate 0.37955463 Low Con 0.226
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
If Indians want to feel like they're in India so bad they can go back to India. Everywhere you go even in BC you see less and less Canadian people anywhere, let alone Filipino, Mexican …
If Indians want to feel like they're in India so bad they can go back to India. Everywhere you go even in BC you see less and less Canadian people anywhere, let alone Filipino, Mexican or even Chinese.
Identity Attack0.48915586
Insult0.21602537
Profanity0.040409464
Threat0.01101667
Severe Toxicity0.01683561
Moderate 0.37795907 Moderate Con 0.415 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
east indians are everywhere dude in canada like 4 years ago going back decades tims was all old ladies like normal canadian ladies not east indian men and now its wild bad
east indians are everywhere dude in canada like 4 years ago going back decades tims was all old ladies like normal canadian ladies not east indian men and now its wild bad
Identity Attack0.458714
Insult0.27146968
Profanity0.07482228
Threat0.008492245
Severe Toxicity0.01896597
Moderate 0.37795907 Low Con 0.299 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
These india indians are everywhere now Canada Singapore UK Australia... Seems like they want world war 3.
These india indians are everywhere now Canada Singapore UK Australia... Seems like they want world war 3.
Identity Attack0.44690517
Insult0.16773392
Profanity0.06546012
Threat0.13211988
Severe Toxicity0.023076924
Moderate 0.3722269 Low Con 0.114 Fear_Threat
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians are like that everywhere they stay they don't want to assimilate with other people they just want to keep within themselves
Indians are like that everywhere they stay they don't want to assimilate with other people they just want to keep within themselves
Identity Attack0.4054415
Insult0.18604483
Profanity0.11539881
Threat0.010654188
Severe Toxicity0.023076924
Moderate 0.3625127 Moderate Con 0.393 Identity_Assertion
Oct 27, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Immigration dividing Canada? Yeah, too many immigrants and refugees results in absolute frustration! Everywhere you look, there's a new arrival. Majority of them are Indians. Predominantly from Punjab... The entire country of Canada smells like …
Immigration dividing Canada? Yeah, too many immigrants and refugees results in absolute frustration! Everywhere you look, there's a new arrival. Majority of them are Indians. Predominantly from Punjab... The entire country of Canada smells like curry. Nothing resembles like old Canada. Turbans and beards in every corner. Hijab is the new fashion. English is a thing of the past. This is done because liberal party of Canada needed voters and they opened the flood gates. Here's an example of how bad things are in Canada. Google town of "WAWA" in Ontario Canada. This is an old mining town and it is pretty much dead. Now, look up the Indian population in this one horse town. Now, see what kind of invasion has happened and imagine that situation in a major city. Canada is ruined and funeral services will follow.
Identity Attack0.4006267
Insult0.26957804
Profanity0.049427703
Threat0.009204263
Severe Toxicity0.017416617
Moderate 0.3625127 Constructive 0.562 Identity_Assertion
Feb 13, 2026 Canada's tighter immigration policy divides …
No on likes illegal immigrants. No on likes freeloaders. No one likes when what used to be majority population, their identity, their culture, their heritage is overtaken (or overshadowed) by immigrants. We see the same …
No on likes illegal immigrants. No on likes freeloaders. No one likes when what used to be majority population, their identity, their culture, their heritage is overtaken (or overshadowed) by immigrants. We see the same pattern repeating everywhere, which has something "better" to offer people compared to where they came from. OTOH, replace the Indians with white caucasians, and white caucasians with Inuits, isn't it just history repeating itself ?
Identity Attack0.44690517
Insult0.15627414
Profanity0.035148825
Threat0.0100069
Severe Toxicity0.016577384
Moderate 0.36095104 Constructive 0.608
Oct 17, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian Foreign minister Jaishankar himself told that the Canadian govt is not vetting the ppl being given the visas. All 5hitty ppl with crimial background are being handed over visas as if it free-for-all thing. …
Indian Foreign minister Jaishankar himself told that the Canadian govt is not vetting the ppl being given the visas. All 5hitty ppl with crimial background are being handed over visas as if it free-for-all thing. This has to change. There should be serious filtering done before giving visas. Anyone with even a simple criminal offence in India should be BANNED forever from entering. No excuses. The quality of ppl coming has gone down like crazy. Bad ppl are there everywhere, but seems like the LIberal a-h0les in Ottawa intentionally want to get criminals here in order to create chaos and break the soceity and turn ppl against each other. This is Intentionally done, so that its easy for the to rule and win in Elections.
Identity Attack0.23467018
Insult0.35677677
Profanity0.24341469
Threat0.013372798
Severe Toxicity0.01825585
Moderate 0.34757367 Moderate Con 0.434 Policy_Critique
Oct 27, 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...
This is what happens when you only interview old, white boomers. I was just in Brampton for my cousins wedding (they’re Indian). The wedding had tons of young white, Indian, Asian, etc. people. Everyone was …
This is what happens when you only interview old, white boomers. I was just in Brampton for my cousins wedding (they’re Indian). The wedding had tons of young white, Indian, Asian, etc. people. Everyone was having a good time and having fun. Old people don’t change, young people adapt and live. For what it’s worth, Brampton was bustling, growing, and there was construction everywhere. It felt safer and definately was cleaner than any size city like that in the US. All the Indians I know there (my extended family) are engineers, lawyers, finance types, and doctors. One of my uncles got the Order of Canada - he lives in downtown Toronto though, very wealthy cardiologist now.
Identity Attack0.36873037
Insult0.16773392
Profanity0.08064143
Threat0.00967031
Severe Toxicity0.0128976675
Moderate 0.30514878 Constructive 0.745
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Indians do this everywhere all over the world, they don't want to assimilate and they want to create their own neighborhoods so that they live like in India. I think they must stay in India, …
Indians do this everywhere all over the world, they don't want to assimilate and they want to create their own neighborhoods so that they live like in India. I think they must stay in India, the problem is they segregate
Identity Attack0.3817989
Insult0.08459369
Profanity0.07805514
Threat0.010628296
Severe Toxicity0.013736901
Moderate 0.30464804 Constructive 0.547 Identity_Assertion
Oct 27, 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.