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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: "This is terrible" 86 comments · Page 2 of 4
7:13, nah I think its just India's terrible driving culture
7:13, nah I think its just India's terrible driving culture
Identity Attack0.5135796
Insult0.36798462
Profanity0.21564959
Threat0.0138755
Severe Toxicity0.02453801
Moderate 0.47886392 Moderate Con 0.314 Identity Attack Comparative_Framing
Feb 11, 2026 Inside Canada's Indian Invasion...
Canadians have been labelled racists; Indians have refused to adopt the Canadian way of life. They are dirty, rude, blame deflectors in the workplace. I have been replaced by Indians in the workplace due to …
Canadians have been labelled racists; Indians have refused to adopt the Canadian way of life. They are dirty, rude, blame deflectors in the workplace. I have been replaced by Indians in the workplace due to claims of "racism" just for calling out issues created and perpetuated by Indian colleagues. How many scam calls are we all getting now, how many jobs are we losing to them now, how many incentives are companies exploiting by hiring them just to drive profits now? I have a university degree and cannot get a job after such terrible experiences with these people in the workplace so I am going back to school in order to enter a type of industry they have not 'yet' taken over. Boomer thinking, their voting of Liberals and media brainwashing of "cultural diversity" has brought these issues to the boiling point. Enough is enough! Go back to India!
Identity Attack0.4911651
Insult0.48627716
Profanity0.08678388
Threat0.01254427
Severe Toxicity0.023076924
Moderate 0.47473195 Constructive 0.635
Jul 23, 2025 1 likes How Canada broke its immigration …
It's ABOUT TIME someone starts talking about Indians invading and destroying beautiful places. I'm in the US, in a very affluent area of New Jersey, and we've had to move 3 times because Indians find …
It's ABOUT TIME someone starts talking about Indians invading and destroying beautiful places. I'm in the US, in a very affluent area of New Jersey, and we've had to move 3 times because Indians find the beautiful communities, overwhelm them - with too many people in one house, too many loud/unruly children, leaving piles of shoes on doorsteps, using beautiful yards and terraces as junk storage/laundry drying areas, making everything smell and look terrible because they have no class and their food smells permeate other people's homes as well at the outdoor air... They turn luxury developments into Indian slums and nobody's talking about it because they're afraid to sound racist. I have almost every race in my own family. So I KNOW I'm not racist. I just find it intolerable that there aren't more laws in place to protect lovely American communities from being overrun by non-assimilating Indians or any other immigrant population.
Identity Attack0.55044734
Insult0.4378843
Profanity0.19770569
Threat0.11616269
Severe Toxicity0.13599765
Moderate 0.47173777 Constructive 0.745 Identity Attack Fear_Threat
Feb 6, 2026 Inside Canada's Indian Invasion...
Indian food is terrible. Non whites OVER season their food.
Indian food is terrible. Non whites OVER season their food.
Identity Attack0.5039629
Insult0.25998658
Profanity0.18171974
Threat0.008945347
Severe Toxicity0.023076924
Moderate 0.43720075 Low Con 0.283 Identity Attack Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
You know it’s bad when other India’s are telling you it’s too much. People forget that real migrants left their country to get away from the losers who make it terrible. When they join too …
You know it’s bad when other India’s are telling you it’s too much. People forget that real migrants left their country to get away from the losers who make it terrible. When they join too not even they arent happy about having more of their fellow countrymen around
Identity Attack0.37152436
Insult0.41767508
Profanity0.15371579
Threat0.00933372
Severe Toxicity0.01483436
Moderate 0.3977292 Moderate Con 0.413 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Imagine immigrants invading a country and destroying a people and their way of life. Terrible isn't it? .......
Imagine immigrants invading a country and destroying a people and their way of life. Terrible isn't it? .......
Identity Attack0.45610145
Insult0.24630153
Profanity0.03189224
Threat0.048481647
Severe Toxicity0.01806218
Moderate 0.3974717 Low Con 0.288
Oct 12, 2025 Inside Canada's Indian Metropolis (Brampton)
Eww must be a terrible smell
Eww must be a terrible smell
Identity Attack0.029402243
Insult0.27558193
Profanity0.2424468
Threat0.009281937
Severe Toxicity0.020127986
Moderate 0.39669925 Moderate Con 0.379 Identity_Assertion
Mar 3, 2026 Inside Canada's Indian Invasion...
The dude on the bike made a sweeping claim about ALL Africans being terrible people😂😂. I am an African with a Master’s degree in Communication Studies, and I can bet you bike guy doesn't have …
The dude on the bike made a sweeping claim about ALL Africans being terrible people😂😂. I am an African with a Master’s degree in Communication Studies, and I can bet you bike guy doesn't have a high school diploma, but he wants to talk about the intelligence level of all Africans? I've written two books and contributed a chapter to a compendium on journalism in West Africa. While I agree that many of the Africans going to Canada are from war-torn countries without a good education, he speaks of Africa like it's a monolith. Realities in Ghana aren't same as in Ethiopia. South Africa isn't same as Rwanda nor is Senegal same as Madagascar so unless he is referring to individual countries with specific examples, his claims don't even make any sense. I would like to see just one contribution from fatty to scholarship😂😂. EDIT: By the way, some of Africa's brightest minds include Ngozi Okonjo, an economist and politician (Nigerian) who serves as director general of the World Trade Organization; Vera Songwe, an economist (Cameroonian) who served as head of the UN Economic Commission for Africa; Dr. Tedros Adhanom an Ethiopian doctor who currently serves as DG of the World Health Organization; Prof. Salim Abdool Karim (South African) scientist globally respected for his research on immunology; Aliko Dangote (Nigerian) and Africa's richest man and one of the top 100 richest people in the world according to Forbes. The list is too long but fatty there wouldn't know because he's as dumb as a rock and it's easy for him to spew garbage rather than read an actual book or question the stereotypes which he's fed about Africa by his chosen echo chamber.
Identity Attack0.44690517
Insult0.344702
Profanity0.09518933
Threat0.012233571
Severe Toxicity0.021031776
Moderate 0.37955463 Constructive 0.741 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
I dont think all east indians are terrible an i cant believe the racistness of canada ..we can screen better a send people back if their criminal but if their obeying the laws an just …
I dont think all east indians are terrible an i cant believe the racistness of canada ..we can screen better a send people back if their criminal but if their obeying the laws an just living life..im ok with that as long as their not criminals
Identity Attack0.40447855
Insult0.30326313
Profanity0.0715894
Threat0.010757755
Severe Toxicity0.015867263
Moderate 0.37751234 Constructive 0.684 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I used to defend indians whenever a fellow construction worker is on them however now I don’t bother since most of them showed deep coldness and slick behaviour like racism towards blacks, natives and Asian, …
I used to defend indians whenever a fellow construction worker is on them however now I don’t bother since most of them showed deep coldness and slick behaviour like racism towards blacks, natives and Asian, smear campaign on job sites to get other contractors fired and of course the job will most likely be handed to them. Was disgusted when realising that some of them are getting paid 13/hr. To be short, this people are terribly dreadful and malignant in so many ways just really good at hiding it. And I am also an immigrant.
Identity Attack0.3825363
Insult0.35016364
Profanity0.14225815
Threat0.029933142
Severe Toxicity0.020515325
Moderate 0.37694603 Constructive 0.615
Aug 26, 2025 Why Canadians Are Turning Against …
Because Crisis Rupture Carney is a terrible Prime Minister who allows everything criminal.
Because Crisis Rupture Carney is a terrible Prime Minister who allows everything criminal.
Identity Attack0.015857628
Insult0.40243408
Profanity0.03189224
Threat0.008375733
Severe Toxicity0.0061798096
Moderate 0.37458646 Low Con 0.146 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Its terrible ! 👎
Its terrible ! 👎
Identity Attack0.007806548
Insult0.18977246
Profanity0.12551236
Threat0.009385503
Severe Toxicity0.014059683
Moderate 0.3722269 Moderate Con 0.317
Nov 20, 2025 6 likes Thousands of refugees allowed into …
With this wussy government what else do you expect? Our Liberals will do the opposite of what Americans do just to prove they go their own way even if it's terrible for Canada.
With this wussy government what else do you expect? Our Liberals will do the opposite of what Americans do just to prove they go their own way even if it's terrible for Canada.
Identity Attack0.10221587
Insult0.38406035
Profanity0.0961592
Threat0.008531082
Severe Toxicity0.009002686
Moderate 0.36867723 Moderate Con 0.303
Oct 1, 2025 IRCC Names India in Study …
Throw these frauds out of the country, stop letting international students work, shut down fake truck permit schools. The citizens and low-income households can't find work here, and the Canadian-Indians are facing insane discrimination due …
Throw these frauds out of the country, stop letting international students work, shut down fake truck permit schools. The citizens and low-income households can't find work here, and the Canadian-Indians are facing insane discrimination due to the many bad apples and terrible government immigration/student policies.
Identity Attack0.29798782
Insult0.33998606
Profanity0.034397304
Threat0.027343199
Severe Toxicity0.0119018555
Moderate 0.3625127 Moderate Con 0.479
Sep 29, 2025 IRCC Names India in Study …
When they heard Canada welcomes anybody, all dead beats rushed for a free ride. Awful immigration tactic. From envied country, now one to avoid. Terrible.
When they heard Canada welcomes anybody, all dead beats rushed for a free ride. Awful immigration tactic. From envied country, now one to avoid. Terrible.
Identity Attack0.28034934
Insult0.33154017
Profanity0.026317406
Threat0.029069828
Severe Toxicity0.0127685545
Moderate 0.36095104 Moderate Con 0.354 Policy_Critique
Jun 20, 2025 1 likes How Canada broke its immigration …
What a terrible tragedy, the politicians who caused his must be held to account and the invaders returned to their homelands. A common problem for all white countries right now.
What a terrible tragedy, the politicians who caused his must be held to account and the invaders returned to their homelands. A common problem for all white countries right now.
Identity Attack0.38826546
Insult0.17610447
Profanity0.052934792
Threat0.012803185
Severe Toxicity0.013607788
Moderate 0.35186127 Moderate Con 0.41 Fear_Threat
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Please save us from the tyranny of our government and these terrible people today.
Please save us from the tyranny of our government and these terrible people today.
Identity Attack0.029402243
Insult0.37166002
Profanity0.06195303
Threat0.012440704
Severe Toxicity0.00667572
Moderate 0.35186127 Moderate Con 0.315 Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
I hope yall know this invasion has made Canada terrible for the youth, all the youth and even some 20-25-30 yr olds are left jobless by all these Indians taking over all the jobs becoming …
I hope yall know this invasion has made Canada terrible for the youth, all the youth and even some 20-25-30 yr olds are left jobless by all these Indians taking over all the jobs becoming managers somehow then they ONLY hire Indians once they are manager. I’ve been looking consistently for a full time job for around 8 months now. It’s terrible what this invasion has done, just what they did to the job market alone is enough to want to leave.
Identity Attack0.4453683
Insult0.19500497
Profanity0.038154904
Threat0.011327368
Severe Toxicity0.01735206
Moderate 0.35186127 Constructive 0.687 Economic_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Yeah big city canada is ... just terrible. Canada has been completely ruined
Yeah big city canada is ... just terrible. Canada has been completely ruined
Identity Attack0.27759558
Insult0.26957804
Profanity0.04516909
Threat0.010913103
Severe Toxicity0.011672974
Moderate 0.34757367 Moderate Con 0.353
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
There's no question in my mind about refugees, I know quite a few, and too many are just milking the system. And way too many are just terrible people. Ones that come in normally are …
There's no question in my mind about refugees, I know quite a few, and too many are just milking the system. And way too many are just terrible people. Ones that come in normally are fine, by and large.
Identity Attack0.29035977
Insult0.29383746
Profanity0.08096472
Threat0.009359611
Severe Toxicity0.012054443
Moderate 0.33504707 Constructive 0.67 Personal_Narrative
Feb 28, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Me da mucha pena ver como el gobierno de Canadá el Partido Liberal sigue destrozando a el país este gobierno no está haciendo nada por proteger la cultura canadiense y está dejando que otros países …
Me da mucha pena ver como el gobierno de Canadá el Partido Liberal sigue destrozando a el país este gobierno no está haciendo nada por proteger la cultura canadiense y está dejando que otros países otros países cambia literalmente las leyes y las costumbres canadienses me da mucha pena que nadie haga nada y que va a pasar lo peor lo peor ya se viene y han visto ustedes la ola de robos de autos eh no respetan ninguna ley de tránsito es increíble se defecan en las playas tiran dipers comida aparte que muchos de ellos por alguna cuestión no se bañan y y huelen a culo huelen a la m***** pura y entre ellos a lo mejor es muy común pero acá no hay mucha gente que que tiene una cultura más diferente son limpios se bañan por lo menos ser humilde no quita ser limpio este es terrible lo que está pasando terrible ya no se puede manejar la ciudad porque ellos se ponen en en las esquinas de la ciudad de las calles súper transitadas a revisar sus teléfonos uno es para ver dónde tienen que llevar el de libre y el otro teléfono para sostener una conversación telefónicamente en pantalla no respetan los semáforos el Gobierno ha puesto semáforo para pedestia ni para la gente de bicicleta hagan de cuenta que no existen eh son es terrible si quieren ver un vídeo de de de ese país no necesitan ir a YouTube vayan Aldan Town y pónganse en una esquina y van a estar exactamente en una ciudad de allá de ese país que conocemos todos por su gente ok qué lástima
Identity Attack0.10221587
Insult0.33964422
Profanity0.11663672
Threat0.011689849
Severe Toxicity0.016383713
Moderate 0.33421695 Moderate Con 0.397
Oct 6, 2025 2 likes Why Canadians Are Turning Against …
What's with color blue ?are you going to israel ? even your nails looks terrible they might have sale in Montreal
What's with color blue ?are you going to israel ? even your nails looks terrible they might have sale in Montreal
Identity Attack0.27778897
Insult0.24424846
Profanity0.07126612
Threat0.011172019
Severe Toxicity0.011749268
Moderate 0.33421695 Moderate Con 0.355 Meta_Commentary
Nov 22, 2025 Quebec Ends Economic Immigration Program …
If all of them say the drivers are terrible, then odds are a lot of them are also the terrible drivers lol
If all of them say the drivers are terrible, then odds are a lot of them are also the terrible drivers lol
Identity Attack0.023193322
Insult0.2817503
Profanity0.098067984
Threat0.008349842
Severe Toxicity0.00667572
Moderate 0.3286776 Low Con 0.168
Jan 27, 2026 Inside Canada's Indian Invasion...
It's funny how people think racism is terrible while the most racism race is taking advantage of it. yes, Indian HRs only hire Indians. that's not racism, that's truth.
It's funny how people think racism is terrible while the most racism race is taking advantage of it. yes, Indian HRs only hire Indians. that's not racism, that's truth.
Identity Attack0.3817989
Insult0.15556364
Profanity0.06345607
Threat0.009903334
Severe Toxicity0.0128976675
Moderate 0.3234372 Moderate Con 0.464
Oct 1, 2025 511 likes IRCC Names India in Study …

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.