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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 (most of them) don’t …" 4,309 comments · Page 67 of 173
At least Indians won't commit terrorist attacks, unlike the migrants who come to Europe from the Middle East.
At least Indians won't commit terrorist attacks, unlike the migrants who come to Europe from the Middle East.
Identity Attack0.50515604
Insult0.24928534
Profanity0.07320584
Threat0.021645326
Severe Toxicity0.023076924
Moderate 0.4014846 Moderate Con 0.377 Identity Attack Comparative_Framing
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Love it when the locals freak out . Good, u have been conquered ! Somewhere indigenous Indians are laughing
Love it when the locals freak out . Good, u have been conquered ! Somewhere indigenous Indians are laughing
Identity Attack0.44690517
Insult0.3406697
Profanity0.27342406
Threat0.051391184
Severe Toxicity0.023270357
Moderate 0.4014846 Low Con 0.237 Identity_Assertion
Feb 9, 2026 Inside Canada's Indian Invasion...
Indians brag India is the greatest country. So go back😂😂😂
Indians brag India is the greatest country. So go back😂😂😂
Identity Attack0.43256098
Insult0.24928534
Profanity0.15938593
Threat0.022335978
Severe Toxicity0.02383376
Moderate 0.4014846 Low Con 0.173 Humor_Satire
Jan 19, 2026 2 likes 2.9 million Canadian temporary visas …
clicked on this video hoping for an even sided take instead it seems like this guy has already made up his mind and is actively showing and promoting racist views, i remember growing up in …
clicked on this video hoping for an even sided take instead it seems like this guy has already made up his mind and is actively showing and promoting racist views, i remember growing up in Burnaby BC and Vancouver bc when the chinese/japanese and just asia in general started immigrating to canada. The racists back then whined and cried about a ton of asian shops opening and bad drivers etc. Hell they didn't even like asian only churches they would cry "why do they need their own churches?" while saying their cooking stinks, their shops stink to their face and bitching about just about anything. Now its happening again in Toronto and the racists have moved on from asians and now focus their hate towards the indian community. as a native American all i can say is if you're actively going to bitch about immigrants. Maybe everyone that isn't native american or culture didnt originate from the north Americas should head back home? otherwise quit bitching and learn to love one another. At the end of the day Canadians and Americans are imigrants from Europe.
Identity Attack0.40713623
Insult0.36798462
Profanity0.2813443
Threat0.015947454
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.628 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
Indians think that Punjab is different than the other Singhshitlanders 😂😂😂
Indians think that Punjab is different than the other Singhshitlanders 😂😂😂
Identity Attack0.45348886
Insult0.3388922
Profanity0.32658687
Threat0.012803185
Severe Toxicity0.048457388
Moderate 0.4014846 Low Con 0.223 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
All I saw in this video Bike guy hates African because they are not good People are find with indians Indians are helping in economic growth like any other canadian There is active terrorist group …
All I saw in this video Bike guy hates African because they are not good People are find with indians Indians are helping in economic growth like any other canadian There is active terrorist group "Khalistan" And you did illegal things without canada police permission Then why is video title like that?? Just ask Indian Punjabi how they feel about india... Punjab is jwel of india
Identity Attack0.46050715
Insult0.32211447
Profanity0.064458095
Threat0.0138755
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.529 Policy_Critique
Feb 3, 2026 4 likes Inside Canada's Indian Invasion...
And the talk we do...Indians shouldn't occupy Canada..This shouldn't be here, OUR tradition, values bla bla.. Values? Of making it HELL for other people in their countries while making them suffer,steal their land and enslaved …
And the talk we do...Indians shouldn't occupy Canada..This shouldn't be here, OUR tradition, values bla bla.. Values? Of making it HELL for other people in their countries while making them suffer,steal their land and enslaved them?!?!? And when they come for work etc. You are OFFENDED?! Pay for your previous sins bro!
Identity Attack0.38826546
Insult0.3388922
Profanity0.14666493
Threat0.04029291
Severe Toxicity0.023076924
Moderate 0.4014846 Moderate Con 0.478 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
So they make fun of East Asian for driving in North America. But Indians are worse? wow that's a new fact
So they make fun of East Asian for driving in North America. But Indians are worse? wow that's a new fact
Identity Attack0.4911651
Insult0.26957804
Profanity0.11725569
Threat0.0130621
Severe Toxicity0.019224197
Moderate 0.4014846 Low Con 0.29 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
as an Indian, we are sorry for invading your country
as an Indian, we are sorry for invading your country
Identity Attack0.44690517
Insult0.18480228
Profanity0.11477985
Threat0.044278983
Severe Toxicity0.023106033
Moderate 0.4014846 Moderate Con 0.469 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
3:38 you see this Pakistani has the guts-- Indians would never admit to just simple truths. NO wonder CN is dying the way it is--while immigration is okay, "one-country-based/focused/biased" leads to ugly results.
3:38 you see this Pakistani has the guts-- Indians would never admit to just simple truths. NO wonder CN is dying the way it is--while immigration is okay, "one-country-based/focused/biased" leads to ugly results.
Identity Attack0.42615733
Insult0.34548226
Profanity0.11230402
Threat0.032695748
Severe Toxicity0.022322904
Moderate 0.4014846 Moderate Con 0.483 Identity_Assertion
Oct 8, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
And yet they let Indians in? I wonder why. Why on earth let a group of people into a country who can actually contribute to the economy? If they didn’t want them there , they …
And yet they let Indians in? I wonder why. Why on earth let a group of people into a country who can actually contribute to the economy? If they didn’t want them there , they should’ve never let Indians in.
Identity Attack0.50515604
Insult0.23704576
Profanity0.17287734
Threat0.015947454
Severe Toxicity0.023076924
Moderate 0.4014846 Low Con 0.291 Identity Attack Economic_Argument
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
And Indians have the highest average salary out of every ethnicity in your "greatest country on Earth"?, stop spreading hate and racism on the internet homie, you keep stooping lower with every upload, holy clout …
And Indians have the highest average salary out of every ethnicity in your "greatest country on Earth"?, stop spreading hate and racism on the internet homie, you keep stooping lower with every upload, holy clout chasing cornball.
Identity Attack0.37082586
Insult0.36798462
Profanity0.07223598
Threat0.0104988385
Severe Toxicity0.01935331
Moderate 0.4014846 Low Con 0.25 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
In future Indian will attack Canadian for eating beef and force them to eat cow dung
In future Indian will attack Canadian for eating beef and force them to eat cow dung
Identity Attack0.45348886
Insult0.16861114
Profanity0.10240069
Threat0.34827536
Severe Toxicity0.023076924
Moderate 0.4014846 Low Con 0.16 Fear_Threat
Feb 8, 2026 Inside Canada's Indian Invasion...
That's crazy a Canadian city worker is being silenced because of Indian nationals. No Indian in India would be silenced if you were there.
That's crazy a Canadian city worker is being silenced because of Indian nationals. No Indian in India would be silenced if you were there.
Identity Attack0.46028158
Insult0.34626248
Profanity0.06796519
Threat0.0101363575
Severe Toxicity0.015415368
Moderate 0.4014846 Constructive 0.515 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
I like how the guy on bike was able to understand how Indians are different from muslims and African and actually are hardworking and law abiding people unlike the muslims and Africans 😊
I like how the guy on bike was able to understand how Indians are different from muslims and African and actually are hardworking and law abiding people unlike the muslims and Africans 😊
Identity Attack0.5135796
Insult0.2679134
Profanity0.08840031
Threat0.009256045
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.576 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
"ra** is not against their culture" 😂😂 indian and african are the same😂 both is a 🥷🏽🥷🏽🥷🏽
"ra** is not against their culture" 😂😂 indian and african are the same😂 both is a 🥷🏽🥷🏽🥷🏽
Identity Attack0.44690517
Insult0.24928534
Profanity0.3158166
Threat0.014738814
Severe Toxicity0.042180564
Moderate 0.4014846 Low Con 0.254 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians are getting back to their land. 😂😂😂
Indians are getting back to their land. 😂😂😂
Identity Attack0.46028158
Insult0.18480228
Profanity0.110447146
Threat0.01508414
Severe Toxicity0.023076924
Moderate 0.4013387 Low Con 0.197 Humor_Satire
Feb 19, 2026 1 likes Inside Canada's Indian Invasion...
Shame on @rocanews for platforming lies and nonsense. Have multiple people claim that folks here don't have their " papers " without the research to back it up is wild. Also to claim they don't …
Shame on @rocanews for platforming lies and nonsense. Have multiple people claim that folks here don't have their " papers " without the research to back it up is wild. Also to claim they don't pay taxes is also Wild. And to claim that they don't have jobs is also wild. Also the white lady who bold face declared the Brampton used to be majority White, and is now upset that it's not is very telling lol. In her own words it used to be Multicultural but it's now bicultural. The gag is when it was majority white it wasn't bicultural because to her white people are always the norm lol. I'd like more evidence into how the Indian population has not assimilated. Wearing their own cultural clothes and worshiping where they choose to does not mean you have in a simulated LOL. Giving the mic to folks to spew unchecked nonsense is wild and you should all be utterly ashamed of yourselves. Did you feature any gudwara? Those are Sikh temples that provide lunger AKA free meals to people of any background. I've gone to Vancouver and seen it filled with tons of white and black who but looking for a meal and they were not turned away.
Identity Attack0.34000012
Insult0.40243408
Profanity0.12096943
Threat0.011379151
Severe Toxicity0.020257099
Moderate 0.4013387 Constructive 0.678
Oct 25, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
5:26 what did africa do again worry about Indians leave us alone 😅😅😅
5:26 what did africa do again worry about Indians leave us alone 😅😅😅
Identity Attack0.44690517
Insult0.16802633
Profanity0.12551236
Threat0.046218675
Severe Toxicity0.023076924
Moderate 0.4013387 Low Con 0.297 Humor_Satire
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Indian videos now only 🤣 I wanna see you and fred chase down some call centre managers 😂
Indian videos now only 🤣 I wanna see you and fred chase down some call centre managers 😂
Identity Attack0.26833034
Insult0.097093195
Profanity0.19770569
Threat0.49142194
Severe Toxicity0.02453801
Moderate 0.4013387 Moderate Con 0.303 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
So sad this made all Indians look bad! They all have to work together to make it a better place to live! Improvement is necessary! Calgary is getting worst too. They drive BMW and Mercedes …
So sad this made all Indians look bad! They all have to work together to make it a better place to live! Improvement is necessary! Calgary is getting worst too. They drive BMW and Mercedes and many of them did 50-100km over the speed limit. I wish there are more cameras around to catch these ugly drivers. Too much freedom is going to create more criminal!
Identity Attack0.3758158
Insult0.40243408
Profanity0.098377466
Threat0.017156094
Severe Toxicity0.016383713
Moderate 0.4013387 Constructive 0.626 Identity_Assertion
Feb 27, 2026 Inside Canada's Indian Invasion...
Invasion?? They aren’t Americans invading Iraq and slaughtering millions. Those Indians came here legally by the permission of the Canadian government, probably because white Canadians didn’t want to do jobs
Invasion?? They aren’t Americans invading Iraq and slaughtering millions. Those Indians came here legally by the permission of the Canadian government, probably because white Canadians didn’t want to do jobs
Identity Attack0.4907465
Insult0.20668297
Profanity0.05017922
Threat0.13313138
Severe Toxicity0.022710243
Moderate 0.4013387 Moderate Con 0.347 Moral_Argument
Feb 8, 2026 1 likes Inside Canada's Indian Invasion...
Good, the less percentage of whites, the better. Also, Brampton has been the fast growing city for at least a decade know. All of the development is from Indians, and produces job and businesses. Whites …
Good, the less percentage of whites, the better. Also, Brampton has been the fast growing city for at least a decade know. All of the development is from Indians, and produces job and businesses. Whites are just "pressed" because the jobs are going to Indians.
Identity Attack0.50515765
Insult0.20201176
Profanity0.099305905
Threat0.011974656
Severe Toxicity0.022322904
Moderate 0.4013387 Constructive 0.624 Identity Attack Identity_Assertion
Feb 14, 2026 Inside Canada's Indian Invasion...
I grew up in Brampton from 1985 to 2010. I watched it change. Not for the better. I got the hell out there and every time I go back to visit my fam, it's even …
I grew up in Brampton from 1985 to 2010. I watched it change. Not for the better. I got the hell out there and every time I go back to visit my fam, it's even worse. Almost never seeing any other race but Indian lol. It all has to do with Trudeau's dad designating that city as a go-to place for Indian migrants. The Trudeau's are part of the whole Satanic New World Order, and part of that order is using mass immigration as a weapon to destroy 1st world countries. His father started it back in the 70s. And yeah the driving is absolutely horrible. The car insurance skyrocketed. They destroyed the city I grew up in. It's a shit hole now. Many of them will tell you that India itself is a shit hole, but the more of them that come to Brampton, or wherever, they turn it into India. I don't consider it racism. It's their people but it's not like it's all of them, but it is a lot. From personal observance, they're the most unhygienic people I've ever met, and they love easy jobs the involve scamming others out of money. All of those scam callers are Indian. Nothing else. They have no dignity. No self respect. They just want money and don't care how to get it. I generally don't like them, but it's because of their negative behaviors. There are plenty of other races that come to Canada that people love. Have you ever heard of anyone complain about Filipinos? No. They're loved. They come here and know how to assimilate while keeping their own heritage intact in respect to our own. They're friendly, respectful, hygienic. Indian people just want to come here and make this place Indian and they have tons of kids, so that's exactly what's happening. Brampton was cooked years ago. It's just going to devour itself and fully become an extension of India, and it already has been spreading out from Brampton to the surrounding cities.
Identity Attack0.40158966
Insult0.37392882
Profanity0.2801717
Threat0.036149003
Severe Toxicity0.023076924
Moderate 0.40060925 Constructive 0.689 Personal_Narrative
Feb 15, 2026 Inside Canada's Indian Invasion...
and he's back to targeting indians for views. love how he justifies being racist under "journalism".
and he's back to targeting indians for views. love how he justifies being racist under "journalism".
Identity Attack0.4453683
Insult0.2838064
Profanity0.037403382
Threat0.026307223
Severe Toxicity0.01483436
Moderate 0.40060925 Low Con 0.283 Policy_Critique
Feb 3, 2026 9 likes Inside Canada's Indian Invasion...

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.