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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 #}

Comment Explorer

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Active: "As a canadian this is …" 3,707 comments · Page 44 of 149
They are not indians, most of them is wanted terrios*, indian govt will be happy to take them back, only 10% is genuine immigrant, rest belong to terriost organization called Khalista* which is openly supported …
They are not indians, most of them is wanted terrios*, indian govt will be happy to take them back, only 10% is genuine immigrant, rest belong to terriost organization called Khalista* which is openly supported by Canadian Government
Identity Attack0.43896464
Insult0.24928534
Profanity0.06044999
Threat0.012492486
Severe Toxicity0.019611536
Moderate 0.36867723 Moderate Con 0.303
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Why in the first place White Canadian Politicians, Canadian Establishment allowed Large numbers of Indians to come to Canada ?? And Mind you, majority of Indian migrants are Legal Immigrants and those who had arrived …
Why in the first place White Canadian Politicians, Canadian Establishment allowed Large numbers of Indians to come to Canada ?? And Mind you, majority of Indian migrants are Legal Immigrants and those who had arrived illegally was taken back to India by indian authorities. But illegal Indians thise Canadian Government choose to keep and not handover to India purposely are mystery. And Remember Canada's Anti India group AKA Criminal Sikh Khalistani organisation which is Legally protected, patronised, used by very Canadian political party & Canadian Secret Service agencies to Snub india in geopolitics. Vanadian courts have already convicted these Khalistani Criminals for Bombing Air India Flight in 1983 where 300+ Candian citizens were died. These khalistanis & other ilegal indian immigrant who are willfully protected by canada under the name of Social Religious Freedom & what not. India had already complained to Canada about stop giving political asylum to these criminal groups, end the support to these Sikh Khalistani Criminals who are awaiting Criminal trials in Indian courts. But Canada refused to handover these criminals, many of these who have become Khalistani Drug Cartel Operatives & recruits living in Canada under secret Canadian government protection. And same Khalistani Big drug cartel money goes in to Canadian election funding and to the Canadian Political parties both the Conservative & Liberals are in co hoot with these Indian criminals. Thats why they get free run in Canada. Hense Canadian political parties protect ,shield the Khalistani group members when ever they get into trouble with Canadian Law & enforcement. So Canadian whites are equally responsible for corruption, rampant unchecked immigration of criminals and then its easy for Whites Canadians to blem India & Indians for everything mess they have created in Canada. No White Canadian is questioning RCMP's role in all this mess bcoz white Canadians never want to question their White Canadian Police and how the RCMP police operates ignoring the criminal activities of Immigrants who become drug cartel members and how the hell they get quick easy Canadian Citizenship where as a Legal Skilled immigrant do not get Canadian PR or Citizenship even after putting many efforts and money as fees. Something Rot is Cookin in Canada and it Smells bad....😢😢
Identity Attack0.4139151
Insult0.26957804
Profanity0.049427703
Threat0.011612174
Severe Toxicity0.018126737
Moderate 0.36867723 Constructive 0.504 Unverified_Claim
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Christians and muslims deserve eachother they don't like kind ,humble ,caring and progressive people, these Canadians would be better if there situation becomes like london ,where muslims even force you to follow their religion and …
Christians and muslims deserve eachother they don't like kind ,humble ,caring and progressive people, these Canadians would be better if there situation becomes like london ,where muslims even force you to follow their religion and do daily riots and try to claim the land without even doing any progress in the country....while indians who work hard for the country they live in make it prosperous with opportunity they do philanthropy, charity still getting hate for few bad people... You people really don't deserve kindness
Identity Attack0.44690517
Insult0.24928534
Profanity0.04216301
Threat0.017156094
Severe Toxicity0.017868511
Moderate 0.3666224 Moderate Con 0.494 Identity_Assertion
Nov 12, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s all about the collages and universities keeping the professors and teachers working.. Doesn’t matter what it’s doing to Canadians in the background as long as they stay relevant and get a pay check while …
It’s all about the collages and universities keeping the professors and teachers working.. Doesn’t matter what it’s doing to Canadians in the background as long as they stay relevant and get a pay check while teaching courses that will NOT help students in the real world.. This student immigration is a scam and we all know it, now we need politicians with big enough balls to stop this program and remove everyone that is non compliant and we start taking back our country.
Identity Attack0.07591068
Insult0.25800487
Profanity0.25549942
Threat0.03304107
Severe Toxicity0.01502803
Moderate 0.3666224 Moderate Con 0.455
Oct 1, 2025 1 likes IRCC Names India in Study …
As a Canadian I am so disappointed in my country. I’d almost rather be Mexican. Almost.
As a Canadian I am so disappointed in my country. I’d almost rather be Mexican. Almost.
Identity Attack0.44690517
Insult0.12159709
Profanity0.07385241
Threat0.007353018
Severe Toxicity0.013607788
Moderate 0.3666224 Moderate Con 0.431 Identity_Assertion
Mar 1, 2026 8 likes Inside Canada's Indian Invasion...
Now we have fake refugees, fake workers, somehow people now can become Canadian citizens if they are born in a different country???
Now we have fake refugees, fake workers, somehow people now can become Canadian citizens if they are born in a different country???
Identity Attack0.36873037
Insult0.3388922
Profanity0.024814399
Threat0.0076119336
Severe Toxicity0.012574885
Moderate 0.3666224 Low Con 0.226 Unverified_Claim
Feb 17, 2026 5 likes LILLEY UNLEASHED: The fall of …
Finally I don't feel bad for being white and being Canadian I love my country and everyone in it as long as we keep Canada Canada the Muslims can move on
Finally I don't feel bad for being white and being Canadian I love my country and everyone in it as long as we keep Canada Canada the Muslims can move on
Identity Attack0.44690517
Insult0.12883772
Profanity0.08290444
Threat0.014220826
Severe Toxicity0.020902663
Moderate 0.3666224 Constructive 0.517 Identity_Assertion
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay …
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay there, as simple as that, and it is strange how Canada is ruined by Punjabis, sikh terrorists in particular, as you can see all these are Punjabi sikh families, yet the hate is given to Indians and specifically to Hindus. I am not defending HINDUS here; there have been incidents where HINDUS have done things worthy of backlash, and they should be deported as well for their absolute religious stupidity, but why target only a specific religion and not the one that has done much worse, like literally being involved in criminal activities and notorious for it not only in Canada but in India as well? Exploited every policy and turned a Canadian city into its own home state city, and then felt proud of it in Indian podcasts: "yeah, Brampton feels like Punjab only."🤡 says a glorified ignorant Punjabi singer.
Identity Attack0.44690517
Insult0.26957804
Profanity0.0715894
Threat0.02181799
Severe Toxicity0.01986976
Moderate 0.3666224 Constructive 0.64
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
oh, I feel sorry for the canadians and Indians.......they do not seem to like each other!
oh, I feel sorry for the canadians and Indians.......they do not seem to like each other!
Identity Attack0.4482637
Insult0.17734702
Profanity0.027273865
Threat0.008052089
Severe Toxicity0.014317908
Moderate 0.36456755 Moderate Con 0.4
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
The Canadian White Man will never accept that they themselves are immigrants and have destroyed the livelihood of the original inhabitants, the First Nation People and the Inuit, Metis, etc. What these White Skins say …
The Canadian White Man will never accept that they themselves are immigrants and have destroyed the livelihood of the original inhabitants, the First Nation People and the Inuit, Metis, etc. What these White Skins say about Indians today is what the First nation people say about the white skins. The First Nation people cultivated the land, lived in harmony and took care of their society. The Indians do the same. The only odd man out here is the White Skins. The White Skins colonized the Canadian land. The White Skins also colonized the Indian subcontinent for nearly 200 years. But where the First Nations people lost the wars and were packed into Reservations, Indians fought, won and expelled the White Skins. Then the Indians went where ever the White Skins went. But the difference is that Indians never colonized the land. They always adapted to the native land, culture, language, customs and resources while also maintaining the connect to their land of origin. While White Skins converted the natives, the Indians adapted to the natives and also shared the cultural values. While the White Skins arrogantly executed the natives and exploited their resources, Indians learned to co-exist by adapting and learning. While the White Skins were busy profiteering from the misery of the natives, Indians shared knowledge, power, wealth, education and lived by ancient cultural values passed on from generations that have survived disasters, wars, misery and greed.
Identity Attack0.44690517
Insult0.22303216
Profanity0.06596114
Threat0.024235269
Severe Toxicity0.019740647
Moderate 0.36456755 Constructive 0.669
Sep 25, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
As usual so many racist comments. Canada is a melting pot. Do you think most of the white people are Canadian for 1000 years and not first/2nd/3rd generation immigrant themselves like from Italy, Greece, Portugal, …
As usual so many racist comments. Canada is a melting pot. Do you think most of the white people are Canadian for 1000 years and not first/2nd/3rd generation immigrant themselves like from Italy, Greece, Portugal, Ireland, etc.? Anyway, I enjoyed the video. Brampton seems like a mini Punjab/ mini India. And driving over there is bad is true but why do the police and authorities don't do anything about it? Easy money from fines.
Identity Attack0.39870077
Insult0.25602314
Profanity0.031641733
Threat0.007547205
Severe Toxicity0.013414118
Moderate 0.3625127 Constructive 0.747 Moral_Argument
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
canada should close borders to everyone visting from india until all fraudulent indians are caught and deported - let that be a lessson. That means no family or friends can visit the country. All Indian …
canada should close borders to everyone visting from india until all fraudulent indians are caught and deported - let that be a lessson. That means no family or friends can visit the country. All Indian canadian citizens will aid the canadian government catching these people. I am in Canada now for the first time and its a beautiful country - don't destroy it like the UK has
Identity Attack0.43256098
Insult0.24928534
Profanity0.024609445
Threat0.036149003
Severe Toxicity0.015286255
Moderate 0.3625127 Constructive 0.594 Call_To_Action
Sep 29, 2025 IRCC Names India in Study …
As a Canadian masters student of African descent. I didn’t know my IQ was so low that I couldn’t hold an entry level job 😂😂😂
As a Canadian masters student of African descent. I didn’t know my IQ was so low that I couldn’t hold an entry level job 😂😂😂
Identity Attack0.39870077
Insult0.23704576
Profanity0.055940874
Threat0.0070552654
Severe Toxicity0.014576134
Moderate 0.3625127 Moderate Con 0.373 Humor_Satire
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
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 …
Come to Canada plan on a being a Canadian!!!!! If you want to keep your Indian culture than stay in India!!!
Come to Canada plan on a being a Canadian!!!!! If you want to keep your Indian culture than stay in India!!!
Identity Attack0.42615733
Insult0.1505596
Profanity0.022901481
Threat0.008867673
Severe Toxicity0.016900165
Moderate 0.3625127 Low Con 0.282
Dec 1, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Trust me canadians Ban the hindu aggression first hand Or you lot will end like their minority who are looked down and an enforced beef ban in the name of democracy. Next thing you know, …
Trust me canadians Ban the hindu aggression first hand Or you lot will end like their minority who are looked down and an enforced beef ban in the name of democracy. Next thing you know, you would berated in your own country, ask the muslims and Christians the suffering they go through because of the majority. The punjabi population you see there is predominantly Hindu too not sikh. They have been trained to say they are from Punjab to take attention away from Hindus
Identity Attack0.45610145
Insult0.17858955
Profanity0.037904397
Threat0.043955702
Severe Toxicity0.015544481
Moderate 0.36095104 Moderate Con 0.46 Fear_Threat
Feb 28, 2026 7 likes Inside Canada's Indian Invasion...
This is problem that Ottawa has done too many east indians criminals that don't play by the Canadian rules
This is problem that Ottawa has done too many east indians criminals that don't play by the Canadian rules
Identity Attack0.3825363
Insult0.2735258
Profanity0.025907494
Threat0.008789998
Severe Toxicity0.011138916
Moderate 0.36095104 Low Con 0.276 Unverified_Claim
Aug 28, 2025 Why Canadians Are Turning Against …
The comments on this video makes me sick. As a Canadian it genuinely disturbs me to read all the extremely racist rhetoric from people who I think better of. None of this video had any …
The comments on this video makes me sick. As a Canadian it genuinely disturbs me to read all the extremely racist rhetoric from people who I think better of. None of this video had any facts or anything. He just interviewed a racist guy on a bike and suddenly everyone thinks that is fact? If you actually did any real research, immigration has stimulated the Canadian economy immensely whether or not people want to believe it. And multiculturalism and sharing cultures will never be a bad thing. Racism will never be okay for Canadians. Stop it.
Identity Attack0.25309357
Insult0.3388922
Profanity0.057944927
Threat0.009204263
Severe Toxicity0.013285006
Moderate 0.36095104 Constructive 0.708 Moral_Argument
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Soon canadians also will have 💩 for breakfast
Soon canadians also will have 💩 for breakfast
Identity Attack0.27682206
Insult0.24928534
Profanity0.2337357
Threat0.009747985
Severe Toxicity0.017868511
Moderate 0.36095104 Low Con 0.206 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
US CANADIANS NEED TO ACT FAST & NOW ELSE THEY WILL TAKE OVER OUR BELOVED COUNTRY & IT'LL TURN INTO THEIRS WHICH WE CANNOT ALLOW! SPREAD AWARENESS & IF THAT DOESN'T WORK THEN WE NEED …
US CANADIANS NEED TO ACT FAST & NOW ELSE THEY WILL TAKE OVER OUR BELOVED COUNTRY & IT'LL TURN INTO THEIRS WHICH WE CANNOT ALLOW! SPREAD AWARENESS & IF THAT DOESN'T WORK THEN WE NEED TO TAKE ACTION & ANYONE THAT DISAGREES STAY OUT OF OUR WAY OR WE'LL WALK OVER YOU! #CanadiansFirst
Identity Attack0.109318495
Insult0.08558089
Profanity0.030389199
Threat0.44942492
Severe Toxicity0.023076924
Moderate 0.36095104 Moderate Con 0.372
Sep 10, 2025 Why Canadians Are Turning Against …
You my Canadian friends have dodged a bullet it could have been Pakistanis
You my Canadian friends have dodged a bullet it could have been Pakistanis
Identity Attack0.3817989
Insult0.15236975
Profanity0.057443913
Threat0.26849106
Severe Toxicity0.022452017
Moderate 0.36095104 Moderate Con 0.372 Identity_Assertion
Dec 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I lost him at.. 3:10 "New canadians pay no taxes" This is how the far right kills a dog by labeling it a mad dog. Either these people are so brainwashed or making up lies …
I lost him at.. 3:10 "New canadians pay no taxes" This is how the far right kills a dog by labeling it a mad dog. Either these people are so brainwashed or making up lies to have their way. They don't deliberately sell among themselves, the newcomers gravitate to areas where there are people of their own ethnicities. Cultural enclaves existed for centuries. Commercial-broadway area in Vancouver is full of Italians and greeks, Richmond and Burnaby are asians mostly chinese, some pockets in Toronto downtown have heavy middle eastern and african presence. You are selectively targeting the Indians because of your inherent prejudice. Also Assimilation is a 2 way street. There are so many people who are trying to make friends with other cultures especially white but they say they don't show as much love and openness as we do. You can't say "they don't assimilate" when you yourself don't allow them near you.
Identity Attack0.2803029
Insult0.35333878
Profanity0.06145202
Threat0.051391184
Severe Toxicity0.01483436
Moderate 0.36095104 Constructive 0.67 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
You need to question Canadian govt. Faking docs and coming to Canada is so easy. And why Canada allows too much students? What about fake colleges opened and supported by Canadian govt. Blaming Indian is …
You need to question Canadian govt. Faking docs and coming to Canada is so easy. And why Canada allows too much students? What about fake colleges opened and supported by Canadian govt. Blaming Indian is easy because if you blame Canadain govt, you will be treated like Truckers..
Identity Attack0.35948995
Insult0.3388922
Profanity0.029186781
Threat0.009463178
Severe Toxicity0.00919342
Moderate 0.36095104 Moderate Con 0.408
Jan 27, 2026 Inside Canada's Indian Invasion...
Great video @TylerOlivera Please look into Canadian Lima scams and indigenous scams next our country is being bled dry by scammers and our media is telling us to look the other way.
Great video @TylerOlivera Please look into Canadian Lima scams and indigenous scams next our country is being bled dry by scammers and our media is telling us to look the other way.
Identity Attack0.17070955
Insult0.36939126
Profanity0.045419596
Threat0.008039144
Severe Toxicity0.00869751
Moderate 0.36095104 Constructive 0.602 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
OMG! As a muslim Canadian, I can tell you I came to Canada because it is not a Muslim country. I wanted to be here because it is NOT muslim. And as a secular Canadian, …
OMG! As a muslim Canadian, I can tell you I came to Canada because it is not a Muslim country. I wanted to be here because it is NOT muslim. And as a secular Canadian, I tell everyone to keep your culture in your house. That’s where it belongs.
Identity Attack0.44690517
Insult0.12521741
Profanity0.044668075
Threat0.007301235
Severe Toxicity0.016964722
Moderate 0.36095104 Constructive 0.579 Identity_Assertion
Sep 9, 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.