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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: "Also they have been here …" 839 comments · Page 10 of 34
French Canadian from Quebec here, this country is rotting. Salute to all my fellows from Ontario, it's a shame and also very worrying to watch "GTA5" driving skill in RL. Props Tyler, TY bud putting …
French Canadian from Quebec here, this country is rotting. Salute to all my fellows from Ontario, it's a shame and also very worrying to watch "GTA5" driving skill in RL. Props Tyler, TY bud putting the spotlight on the matter. Merci beaucoups, sincerement.
Identity Attack0.2803029
Insult0.37392882
Profanity0.06646215
Threat0.008052089
Severe Toxicity0.013801457
Moderate 0.37751234 Constructive 0.69 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
More people need to speak up and share these videos! Sign petitions etc! This has to stop, you know how frustrating it is when people cant read or speak or understand english! Rent is more …
More people need to speak up and share these videos! Sign petitions etc! This has to stop, you know how frustrating it is when people cant read or speak or understand english! Rent is more than half of your pay. Of course everyone is in debt. We need to eat and feed our kids and pets etc it’s disgusting! I am in alberta we use to be one of the more affordable cities. Not anymore we have caught up with others rent etc is ridiculous! Also I’m sorry to stay here and be here as a new Canadian learn english speak it read it correctly or go home!! STOP LETTING PEOPLE IN FOR 1 YEAR! See what happens! #fixcanada #rentcaps #lowercosts
Identity Attack0.078392304
Insult0.40189892
Profanity0.09066332
Threat0.008311004
Severe Toxicity0.012207031
Moderate 0.37751234 Constructive 0.786
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Canadian and Americans now talk about immigrants 😂😂their fathers also immigrants.. 😬😬😬 where is now original American s--red Indians 🎉
Canadian and Americans now talk about immigrants 😂😂their fathers also immigrants.. 😬😬😬 where is now original American s--red Indians 🎉
Identity Attack0.44690517
Insult0.25602314
Profanity0.0935729
Threat0.008556974
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.248 Humor_Satire
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Right, why not also ask the Wet'suweten, the Nlakapamux, the Haida, and the Xilcotin about the visa's the white man "produced" to steal their lands. What a joke.
Right, why not also ask the Wet'suweten, the Nlakapamux, the Haida, and the Xilcotin about the visa's the white man "produced" to steal their lands. What a joke.
Identity Attack0.4054415
Insult0.27763805
Profanity0.057443913
Threat0.012440704
Severe Toxicity0.015931819
Moderate 0.37751234 Moderate Con 0.409
Nov 4, 2025 Inside Canada's Indian Metropolis (Brampton)
And with housing shortage it's not just the immigrants to account for - it's also the Canadian youth who want to move out of their parents' basements and get their own homes. Everything Liberal Party …
And with housing shortage it's not just the immigrants to account for - it's also the Canadian youth who want to move out of their parents' basements and get their own homes. Everything Liberal Party of the 2000's is corrupt and fosters outside party corruption. Sick and tired of their and the immigrant's abuse of us and the abuse of them under crime bosses. And why should they go home when they are allowed to scam and rob Canadian taxpayers. Sask has no more recourse but to leave Canada with Alberta.
Identity Attack0.28883415
Insult0.40243408
Profanity0.030890211
Threat0.010809537
Severe Toxicity0.013672344
Moderate 0.37751234 Moderate Con 0.499 Fear_Threat
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Punjabi people being suppressed in India? 😂 These khalstanis never fail to make me laugh. 😂 First of all India has federal government. There's a central government & state government. Central government allocates budget to …
Punjabi people being suppressed in India? 😂 These khalstanis never fail to make me laugh. 😂 First of all India has federal government. There's a central government & state government. Central government allocates budget to State government which politicians from punjab itself(means people from their own community or region) have to use the upliftment of their people. But yet they blame Indian Prime Minister Modi for their problems even though his party is not even in power in punjab. Infact khalstan is the major reason behind downfall of punjab region since they run d. racket in punjab as well as they also help punjabi youth enter countries like canada illegally. Because of that either punjabi youth geta into d adction or they just leave India & the state is just left with old people.
Identity Attack0.40351558
Insult0.36798462
Profanity0.1811049
Threat0.055917133
Severe Toxicity0.02373986
Moderate 0.37751234 Constructive 0.599 Unverified_Claim
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
Sorry I don't believe that Indian dude, from my personal experience of working for an Indian company, being the only white employee, not 1 of them ever told 100% truth! Lying is considered Normal in …
Sorry I don't believe that Indian dude, from my personal experience of working for an Indian company, being the only white employee, not 1 of them ever told 100% truth! Lying is considered Normal in they're Culture, they don't see it as lying!!! I bet anything he found away around the rules and cheated and lied to get his RN Certificate and now does the bare minimum at his job, thats what he meant by its easy now!!! Note he also said Canada is like Indian, that just means they are turning it into India, so how can a person say they're proud to be Canadian??? Proud to be a Canadian means you asymulate, not turn it into India! Your getting a warped opinion from a lying Indian!!! That said I did meet a few good Indian elders mostly, as they follow the beliefs were all equal and treat you with respect, but if it ever comes down to an Indian against a white person in a dispute, the Indian will Always be favored in they're communities!!!😎😎😎
Identity Attack0.38230872
Insult0.3388922
Profanity0.07611542
Threat0.010058682
Severe Toxicity0.018836858
Moderate 0.37751234 Constructive 0.73 Unverified_Claim
Sep 20, 2025 20 likes Inside Canada's Indian Metropolis (Brampton)
yeah the one white guy said it very correctly- "They just have low inteligence" yeah actually most of our people whethere they are rich or poor they act like they are the one. Our people …
yeah the one white guy said it very correctly- "They just have low inteligence" yeah actually most of our people whethere they are rich or poor they act like they are the one. Our people have a kind of attitude. That attitude is harming others also.
Identity Attack0.39461556
Insult0.26957804
Profanity0.07870171
Threat0.011379151
Severe Toxicity0.012962224
Moderate 0.37751234 Constructive 0.65 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
These foreign religious buildings are how they organize and centralize their fraud. Once they're established as a religious building they don't have to pay taxes. This becomes ground Central for money laundering and human trafficking. …
These foreign religious buildings are how they organize and centralize their fraud. Once they're established as a religious building they don't have to pay taxes. This becomes ground Central for money laundering and human trafficking. The religious community then pulls its resources and sets up all kinds of fake businesses across the city like daycares and special centers for people with Autism and mental retardation. They also take control of bodegas and gas stations across the city cash business is used to launder the money. Americans need to realize there's 1.5 billion Indians but there's only about 400 million Americans. They have quadruple or population and can easily send hundreds of millions of Indians to our country without losing any population. If they get caught doing crimes they just go to the Sikh temple and get help leaving the country with all their ill got in gains
Identity Attack0.39773783
Insult0.3388922
Profanity0.06495911
Threat0.010576514
Severe Toxicity0.016319158
Moderate 0.37751234 Constructive 0.601 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
you know why ?? i do cause there is a specific reason and company that did this linked to Lester b pearson school board and two people are charged for this 😂 and there son …
you know why ?? i do cause there is a specific reason and company that did this linked to Lester b pearson school board and two people are charged for this 😂 and there son is currently still running this scam with indian agents who lie and commit fraud and other wise lie on the application the ileds and also lie to the government about money in there bank 😂😂😂 i have more i have been trying to tell mps from coast to coast but no one will listen i have names and times and i have even know one of the indians that fled canada cause the government wanted him too and still scamming canada 😂 i have all the information if you guys are even slight curious 😂😂 😂
Identity Attack0.22935481
Insult0.3388922
Profanity0.1589207
Threat0.019573374
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.593
Nov 23, 2025 Quebec Ends Economic Immigration Program …
The kids who are coming today are taking away our identity. Couldn't have said any better. Its the younger generation thats really pissing off not only the natives. But also the older gen immigrants.
The kids who are coming today are taking away our identity. Couldn't have said any better. Its the younger generation thats really pissing off not only the natives. But also the older gen immigrants.
Identity Attack0.38208112
Insult0.3388922
Profanity0.23857519
Threat0.011327368
Severe Toxicity0.021290002
Moderate 0.37751234 Constructive 0.627
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I form India You will not make this video about Pakistani Muslims because you are afraid of them.😂 -These people also live a little bit in the song and then they fall
I form India You will not make this video about Pakistani Muslims because you are afraid of them.😂 -These people also live a little bit in the song and then they fall
Identity Attack0.3817989
Insult0.16551061
Profanity0.13697
Threat0.048481647
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.211 Unverified_Claim
Feb 6, 2026 4 likes Inside Canada's Indian Invasion...
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact …
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact people from abroad and make them come in Canada, then they take their money as fees and then flash! No such college existed. And foreign people are trapped there. Also, hire qualified people with degrees like the USA does. Indians are living in USA too, but it's not such a big problem in USA BCOS of their policies. Not everyone is wrong,but make sure to punish the wrong one's. Imply tough rules on cleanliness and job hirings. Instead of banning people from these countries, imply strict regulations on them. For indians or any other communitee:- Shame on you guys, no one is saying you to leave your culture or something. It's just that be like a Canadian, give jobs to other communities too. Maintain cleanliness standards of Canada, not india or any country. Follow canadian driving rules rather then any other countries. You should be grateful for them to accept you, now you should accept them too. Thankyou.
Identity Attack0.33352965
Insult0.31740165
Profanity0.27882218
Threat0.009359611
Severe Toxicity0.02258113
Moderate 0.37751234 Constructive 0.745
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
As a born and raised Canadian I’m sick and tired of them! Get out of Canada! Stop trying to change Canadians culture! Also thank you for documenting this!
As a born and raised Canadian I’m sick and tired of them! Get out of Canada! Stop trying to change Canadians culture! Also thank you for documenting this!
Identity Attack0.37292135
Insult0.3393024
Profanity0.036401358
Threat0.011689849
Severe Toxicity0.016964722
Moderate 0.37751234 Constructive 0.529 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
So many fraudsters with ZERO RESPECT for Canada! I hope CBSA is watching the guy at @2:14 before he overstays his welcome! Also, can we get a compilation of just the guy in the high …
So many fraudsters with ZERO RESPECT for Canada! I hope CBSA is watching the guy at @2:14 before he overstays his welcome! Also, can we get a compilation of just the guy in the high viz vest? He's a rock star! Just call him High viz Harry if he doesn't want his name used... Pretty sad when the long time Indian immigrant doesn't even like the new comers🤣 As for the smuggler - I hope an anonymous tip was made...
Identity Attack0.31307843
Insult0.37279442
Profanity0.030890211
Threat0.009100696
Severe Toxicity0.010910034
Moderate 0.37751234 Constructive 0.661 Call_To_Action
Feb 9, 2026 Inside Canada's Indian Invasion...
Lets also account for the ODSP Child Tax fraud immigrants....
Lets also account for the ODSP Child Tax fraud immigrants....
Identity Attack0.32184324
Insult0.36798462
Profanity0.025087673
Threat0.0072753434
Severe Toxicity0.010681152
Moderate 0.37751234 Low Con 0.218 Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
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...
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 …
So embarrassing to see fellow Indians behaving this way. The other immigrant groups are also doing their own s&!t. This is so wrong, discourteous and the sense of entitlement is so misplaced. As human being …
So embarrassing to see fellow Indians behaving this way. The other immigrant groups are also doing their own s&!t. This is so wrong, discourteous and the sense of entitlement is so misplaced. As human being we should respect the host culture and not behave like aspiring neo-colonizers. Add value to places that you call home and become an unobtrusive part of the mosaic. Those of us who say this, face hate from our own!😢
Identity Attack0.34649673
Insult0.31740165
Profanity0.07870171
Threat0.0115345
Severe Toxicity0.014769804
Moderate 0.37576625 Constructive 0.684 Moral_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
The whites are also immigrants 😒, they came from Europe in past
The whites are also immigrants 😒, they came from Europe in past
Identity Attack0.4453683
Insult0.1640896
Profanity0.15724123
Threat0.009722093
Severe Toxicity0.023076924
Moderate 0.37576625 Low Con 0.213 Comparative_Framing
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
I honestly don’t know what the bike guy has against all Africans 😂he left how the Indians have taken over his county and focused on Africans 😂 I respect the hate😂 As a Nigerian African, …
I honestly don’t know what the bike guy has against all Africans 😂he left how the Indians have taken over his county and focused on Africans 😂 I respect the hate😂 As a Nigerian African, I also hate when people don’t assimilate into the country they are opportune to be part.
Identity Attack0.38445538
Insult0.16480011
Profanity0.14049543
Threat0.016120117
Severe Toxicity0.021806452
Moderate 0.37458646 Constructive 0.63 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Definitely not high enough. Also, get rid of the foreign pilots flying our planes while operators fire pilots that were born and raised in Canada. A certain Air Ambulance operation in Sioux Lookout is guilty …
Definitely not high enough. Also, get rid of the foreign pilots flying our planes while operators fire pilots that were born and raised in Canada. A certain Air Ambulance operation in Sioux Lookout is guilty of this nonsense.
Identity Attack0.13591312
Insult0.37960073
Profanity0.032894265
Threat0.061412923
Severe Toxicity0.009384155
Moderate 0.37458646 Moderate Con 0.492 Policy_Critique
Dec 25, 2025 Deportations From Canada at Their …
Canada is a country of immigrants. Some towns have higher concentrations than others. But there is significant racism here with this anti-Indian sentiment.. Do folks walk through Toronto's "Little Italy" neighborhood and bitch and whine …
Canada is a country of immigrants. Some towns have higher concentrations than others. But there is significant racism here with this anti-Indian sentiment.. Do folks walk through Toronto's "Little Italy" neighborhood and bitch and whine about how they wish all these wops would leave and go back to Italy? Of course not. But, because these specific immigrants are also a visual minority, the racism factor goes up ten fold. Immigration has helped Canada exponentially more than it has hurt it. Be better - this is clearly very racist and xenophobic content.
Identity Attack0.3857254
Insult0.33964422
Profanity0.2801717
Threat0.0104988385
Severe Toxicity0.02167734
Moderate 0.37458646 Constructive 0.697 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
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)
I felt the racism coming through the screen. Using Canada as a "stepping stone" to "sneak into the greatest country on earth" was funny though - it really shows how self-obsessed Americans can be. India …
I felt the racism coming through the screen. Using Canada as a "stepping stone" to "sneak into the greatest country on earth" was funny though - it really shows how self-obsessed Americans can be. India has its problems, but Indians legally migrating to Canada should not be seen as criminals. The visuals used were also very offsetting - when a woman said India is a beautiful country, you showed us dirty Indian roads. We can do that too: show people of Fentanyl and drug overdoses whenever you say "greatest country on earth." Over 40% of Canadian immigrants are economic class immigrants who go through rigorous points-based selection (IRCC, 2023) Indian immigrants to Canada have higher educational attainment than the Canadian average - 52% hold bachelor's degrees or higher compared to 34% of the general population The US has approximately 107,000 drug overdose deaths annually (CDC, 2023), with fentanyl involved in over 70% of cases India-Canada remittances totaled $5.7 billion in 2022, contributing significantly to both economies Indian-Canadians have lower unemployment rates (5.8%) than the national average (5.9%)
Identity Attack0.38318536
Insult0.336253
Profanity0.07967158
Threat0.012647836
Severe Toxicity0.016383713
Moderate 0.36867723 Constructive 0.75 Moral_Argument
Jan 27, 2026 2 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.