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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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "In general I have no …" 151 comments · Page 3 of 7
I have more respect for Sikhs in general over Hindu Indians, but as someone who has to stay in hotels frequently for work, I have Indian fatigue. Not all are bad, but it just becomes …
I have more respect for Sikhs in general over Hindu Indians, but as someone who has to stay in hotels frequently for work, I have Indian fatigue. Not all are bad, but it just becomes annoying.
Identity Attack0.41975367
Insult0.24767025
Profanity0.13961408
Threat0.0104988385
Severe Toxicity0.017868511
Moderate 0.36095104 Constructive 0.653
Jan 27, 2026 Inside Canada's Indian Invasion...
Why is that god white, if the general population of india is brown?
Why is that god white, if the general population of india is brown?
Identity Attack0.44690517
Insult0.110259406
Profanity0.10178173
Threat0.00933372
Severe Toxicity0.016319158
Moderate 0.36095104 Low Con 0.195 Question
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada is finished ! By censoring information and keeping the general population ignorant the elites have effectively taken control over a once free democracy. Welcome to the WEF comrades !
Canada is finished ! By censoring information and keeping the general population ignorant the elites have effectively taken control over a once free democracy. Welcome to the WEF comrades !
Identity Attack0.06431354
Insult0.36193377
Profanity0.026317406
Threat0.008181547
Severe Toxicity0.005645752
Moderate 0.3389984 Low Con 0.184 Unverified_Claim
Feb 21, 2026 1 likes LILLEY UNLEASHED: The fall of …
5:30 not true. IQ has been sebunked as it correlates with education level. poor countries such as african ones do not have good education generally.
5:30 not true. IQ has been sebunked as it correlates with education level. poor countries such as african ones do not have good education generally.
Identity Attack0.43896464
Insult0.21368977
Profanity0.05393682
Threat0.007870848
Severe Toxicity0.015286255
Moderate 0.3389984 Moderate Con 0.381 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Sean Fraser was a disaster with this portfolio, and now he's the Attorney General. 🙃
Sean Fraser was a disaster with this portfolio, and now he's the Attorney General. 🙃
Identity Attack0.0050317086
Insult0.37960073
Profanity0.027547138
Threat0.007365964
Severe Toxicity0.0042915344
Moderate 0.3389984 Low Con 0.275 Policy_Critique
Feb 26, 2026 105 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
O…M…G…! I did not realize, until I read these comments, how many nincompoops we also have in Canada! 1) we are ALL IMMIGRANTS with the First Nations being here first.* * since "time immemorial," a …
O…M…G…! I did not realize, until I read these comments, how many nincompoops we also have in Canada! 1) we are ALL IMMIGRANTS with the First Nations being here first.* * since "time immemorial," a concept referring to First Nations presence on the land long before recorded history. Archeological and genetic evidence suggests migration from northeastern Asia, likely via the Bering Strait, with research pointing to human arrival 30,000 years ago or even earlier. 2) we have welcomed immigrants to settle our lands since more inhabitants equals more revenues for infrastructure. Yes, restructuring of the process is a good idea. 3) Poilievre is a thin skinned man of the pointy finger and blame game with little to offer in actual plans or programs. He plays to people’s gripes, whining, and general b*tch*ness. He IS very similar to the blow-hart down south although more literate. 4) There is no possible way he, especially being of like behaviour, could deal with The Felon. He is NOT a negotiator. He is not calm; he’s bombastic. He’s waaaaaaaay to the right, and will trample equal rights for women, and other valued communities. He has no interest in listening to other positions, views, or suggestions. His way or the highway. Again like the Fascist down south. 4) Our provincial leaders (except a few traitors to Canada’s sovereignty) are behind the extremely difficult work Carney is doing for our country. 67% of Canadians are cheering him on, including the Conservative playground scrapper, Doug Ford, plus Stephen Harper. So, put your bile on hold and support the positive. We’re in a really difficult, daily changing, coming at us from all sides, battle with the POS south of us. Carney is giving it his all. Can’t imagine he gets much sleep. How ‘bout break with the party-love, and have some respect for someone working so hard. Fighting for YOU! ❤️🇨🇦❤️
Identity Attack0.18903255
Insult0.3388922
Profanity0.10425757
Threat0.00746953
Severe Toxicity0.014253352
Moderate 0.33338684 Constructive 0.737
Aug 26, 2025 Why Canadians Are Turning Against …
This is going to sound super cruel but in American its just as bad, over the last 8 years over 30 family owned businesses or small restaurants have been taken over and bought out by …
This is going to sound super cruel but in American its just as bad, over the last 8 years over 30 family owned businesses or small restaurants have been taken over and bought out by Indian people in my area alone, the food quality dips, quality in general dips, they're rude, they get mad if THEY mess up at you which is super disrespectful. I come from a Hispanic culture do be respectful to other human beings if you enter another person's country. Your laws no longer apply here and people who are foreign seem to think that is not the case. I hate seeing local grocery stores get bought out because nothing feels the same. Its not a community anymore its an infestation of rude, self centered obnoxious foreigners who treat everyone like crap because they're miserable. Many don't last because American's aren't going to go to a place that isn't really local anymore its not the same faces they're used to its a cheap old Indian man who is too lazy to fix anything and gets mad when you order too much and by too much like 4 things....
Identity Attack0.35948995
Insult0.19734058
Profanity0.16915557
Threat0.018019408
Severe Toxicity0.01825585
Moderate 0.3302291 Constructive 0.729 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Personally as an Indian, I really feel bad about it. Unfortunately, we DO go to other countries for a chance at better life and dignity, but a lot us Indians then start to feel privileged …
Personally as an Indian, I really feel bad about it. Unfortunately, we DO go to other countries for a chance at better life and dignity, but a lot us Indians then start to feel privileged and entitled and do not adapt to the culture of the country they are in, and force their own cultures and individual beliefs. This sucks, especially as a young guy who dreams of living in other countries, while respecting their cultures and planning to adapt to them. Even in India too, we don't really pay much taxes since we know its gonna go into corruption anyway, so the Immigrant residents in Brampton may have carried forward that practice as their habit. This gets a lot of us good folks, generalized for no reason too, Although, I do understand the anti-Indian sentiments foreigners have towards us, but again.. not every Indian are like that, since it has also been pointed out by few others. Although, I AM genuinely sorry for the problems Canadians might be facing in Brampton right now
Identity Attack0.2846865
Insult0.19225755
Profanity0.33023968
Threat0.01187109
Severe Toxicity0.019998873
Moderate 0.32919475 Constructive 0.851
Dec 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Watching from Kolkata, India. In my city and surrounding areas, we have illegal immigrants who are mostly Muslim Bangladeshi. They dont assimilate, hate Hindus or non muslims in general, do illegal stuff and busy in …
Watching from Kolkata, India. In my city and surrounding areas, we have illegal immigrants who are mostly Muslim Bangladeshi. They dont assimilate, hate Hindus or non muslims in general, do illegal stuff and busy in converting and reproducing so that demographic change can happen and it has happened in many districts. The government is helping them to gain vote banks. I completely understand them. Even in India we know the people that went to Canada were shady even in India. Many of them sit in Canada and issue threats to Indians and India. This is all well known.
Identity Attack0.39870077
Insult0.18107465
Profanity0.057944927
Threat0.011612174
Severe Toxicity0.013866014
Moderate 0.3234372 Constructive 0.654
Oct 8, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I live here , no mention of the violence between the Sikh and Hindu groups (even parking lot riots) and the religious stuff put in the creeks and the Credit river and rooming houses generally …
I live here , no mention of the violence between the Sikh and Hindu groups (even parking lot riots) and the religious stuff put in the creeks and the Credit river and rooming houses generally do not allow cooking so trash from takeout every where they eat while walking home and throw it beside the sidewalks and in 30 minutes I could drive you by dozens of food trucks near bus stops and now the highest car insurance in Canada I have Indian friends and neighbors who complain about it
Identity Attack0.36702603
Insult0.23237456
Profanity0.032894265
Threat0.012803185
Severe Toxicity0.012435913
Moderate 0.32182294 Constructive 0.687 Personal_Narrative
Dec 7, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Dude on the bike is genuinely racist and he accurately illustrates how majority of the population in Canada, America, and Europe think and believe. There is much racialization and generalization going on in the video.
Dude on the bike is genuinely racist and he accurately illustrates how majority of the population in Canada, America, and Europe think and believe. There is much racialization and generalization going on in the video.
Identity Attack0.25140062
Insult0.2469859
Profanity0.024199532
Threat0.007353018
Severe Toxicity0.008087158
Moderate 0.32020867 Constructive 0.567 Meta_Commentary
Feb 19, 2026 Inside Canada's Indian Invasion...
ahhh man welcome to my city. depends on Indians but generally we get the good once i cant hate on then too much. their clan mentality i dont exact like and them changing our culture …
ahhh man welcome to my city. depends on Indians but generally we get the good once i cant hate on then too much. their clan mentality i dont exact like and them changing our culture is a idk maybe little less would be good. but overall good people.
Identity Attack0.3758158
Insult0.15485314
Profanity0.16078159
Threat0.012492486
Severe Toxicity0.020257099
Moderate 0.31963667 Constructive 0.671
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in the UK and there’s a lot of Indians over here. I genuinely don’t mind them, a lot of them work, contribute to society, don’t take the piss of our welfare state and …
I live in the UK and there’s a lot of Indians over here. I genuinely don’t mind them, a lot of them work, contribute to society, don’t take the piss of our welfare state and generally their religious ideology is not one to take over with v10l3nce. Plus their national food is so good! No issue with Indians
Identity Attack0.28034934
Insult0.1662211
Profanity0.28593817
Threat0.009799767
Severe Toxicity0.016706496
Low Tox 0.29405528 Constructive 0.663 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Bruh the comment section is filled with racist people not minding india's population and seeing the not so big size of the country and still criticizing it for its poor infrastructure or people. The people …
Bruh the comment section is filled with racist people not minding india's population and seeing the not so big size of the country and still criticizing it for its poor infrastructure or people. The people also forgot how rich India was before united kingdoms invasion and how the British empire stole all the valuable resources from India like gold and used it for the development of London. So pls I am respectful don't be racist towards other countries. All are equal made by god just separated by borders of countries but live in the same soil which is our earth. It's also a fact that the people who have enough money or are rich in India live a good life where the infrastructure is good the people are good like the system in upper castes. Whereas the poor people are the ones which have to suffer as generally they are low castes and don't get jobs offered in India as they face caste discrimination and so they get involved in illegal activities like scam call centres and robbery to get some money. The foreigners only see the bad side of India and the bad people who are poor and have to earn something for their family to survive. So pls I know that the things these are doing are illegal or bad but still don't blame whole India for it as those people are very poor have nothing to eat and so they get lured by strangers into doing these things. I can easily say tyler is racist because it's just bad things about India that he shows like the photo of punjab he shows like a random street in punjab a person is driving in motorcycle and there is garbage all around and not showing the golden temple or beautiful places there. I know the people should point out the mistakes of a country like dirty places there but like all the images shown of the country are dirty and not a single picture is good about it even though there are many. That clearly racist and the motive is clearly here to disrespect the countrys image
Identity Attack0.25478655
Insult0.18604483
Profanity0.056441884
Threat0.00933372
Severe Toxicity0.010223389
Low Tox 0.2922276 Constructive 0.76 Moral_Argument
Feb 3, 2026 4 likes Inside Canada's Indian Invasion...
4:56 Generalizing people by race or religion is ignorant. Muslims are some of the kindest and most charitable people I’ve met, and Islam strongly promotes respect, protection of women, and moral responsibility.
4:56 Generalizing people by race or religion is ignorant. Muslims are some of the kindest and most charitable people I’ve met, and Islam strongly promotes respect, protection of women, and moral responsibility.
Identity Attack0.17536941
Insult0.22303216
Profanity0.08581402
Threat0.0077802283
Severe Toxicity0.0065994263
Low Tox 0.2853768 Constructive 0.676 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m grew up in Brampton, born here to immigrant parents who came in the 90s. The new generation of immigrants have really created a bad image for Indians here, I will encounter all kinds of …
I’m grew up in Brampton, born here to immigrant parents who came in the 90s. The new generation of immigrants have really created a bad image for Indians here, I will encounter all kinds of racism online or in real life, and the hatred is real. I wish it wasn’t so, but Brampton and for that matter the GTA is not equipped to handle these many people. Then you get the sheer number of illegal rooming houses, fraud, general disrespect for the norms and traditions of Canada from the newer generations of immigrants it just really paints a bad picture of Indian people. I hope things can change and both Indians and Canadians can live together and foster mutual respect for each other, but we are a long ways away
Identity Attack0.2831485
Insult0.16831873
Profanity0.02795705
Threat0.009204263
Severe Toxicity0.008964539
Low Tox 0.2786282 Constructive 0.788 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
It’s very interesting because Indians seem to be more thick skinned than Canadians in general, so even white ppl’s reservations or microaggressions don’t register to them and they just keep expanding on positivity. I’ve met …
It’s very interesting because Indians seem to be more thick skinned than Canadians in general, so even white ppl’s reservations or microaggressions don’t register to them and they just keep expanding on positivity. I’ve met many Indian people in Canada and it almost seems like they’re so positive and community minded that they think it’s small minded to be stingy about sharing space, which can clash with the general reserved nature of Canadians but also make you feel embarrassed in a way about being judgmental. You even see it in this video with the white guy asking judgey questions to Indians but he gets showered with food and hospitality from the Indians. No matter how you fight it you kind of get overpowered by their positivity…
Identity Attack0.316
Insult0.15485314
Profanity0.062454045
Threat0.008815889
Severe Toxicity0.008468628
Low Tox 0.27412915 Constructive 0.76 Moral_Argument
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
They Indian immigrants just mind their own business and generally try to stay out of legal trouble . They Give free food and shelter the homeless. Unlike some other religious immigrants.
They Indian immigrants just mind their own business and generally try to stay out of legal trouble . They Give free food and shelter the homeless. Unlike some other religious immigrants.
Identity Attack0.36702603
Insult0.082866095
Profanity0.026317406
Threat0.006770459
Severe Toxicity0.006866455
Low Tox 0.27047762 Constructive 0.543
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
Why are you people blaming the whole community .A lot of indians came there legally , and worked hard to have a good life there . They pay taxes and don't do anything illegal. Doesn't …
Why are you people blaming the whole community .A lot of indians came there legally , and worked hard to have a good life there . They pay taxes and don't do anything illegal. Doesn't mean every indians are like that ,a lot of them came illegally. deport such people instead of generalizing an entire community. After all this, canandians elected the same government into power that made this mess in the first place just because they hate trump
Identity Attack0.27991617
Insult0.1087965
Profanity0.02795705
Threat0.008919456
Severe Toxicity0.005378723
Low Tox 0.27047762 Constructive 0.631 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The gentleman’s comment about the IQ levels of Sub-Saharan Africans was completely below the belt. Regardless, I believe such generalizations are harmful and unacceptable. Even though the statement was broad and generalized, I strongly object …
The gentleman’s comment about the IQ levels of Sub-Saharan Africans was completely below the belt. Regardless, I believe such generalizations are harmful and unacceptable. Even though the statement was broad and generalized, I strongly object to it. In my view, it amounts to discrimination. I do not consider it intelligent or appropriate for anyone to make such remarks.
Identity Attack0.23391083
Insult0.16846494
Profanity0.027820412
Threat0.007327127
Severe Toxicity0.005531311
Low Tox 0.2648175 Constructive 0.68 Moral_Argument
Feb 27, 2026 2 likes Inside Canada's Indian Invasion...
The problem is not the immigrants. The problem is with Canadian leaders, and the Canadians who elected and reelected them to office. I lived in Nova Scotia for just over 2 decades. I attempted to …
The problem is not the immigrants. The problem is with Canadian leaders, and the Canadians who elected and reelected them to office. I lived in Nova Scotia for just over 2 decades. I attempted to have many discussions about these issues and was shocked by the generally vapid responses I'd get. Much more to say, but the main point is that Canadians have destroyed their own country's quality of life and from what I can see, Canada is not worthy of respect as a nation. I take ZERO pleasure in saying this. However, the country should have provided the United States with a up close example of what a well run social democratic nation looks like. Instead, Canada is a joke to the far right and in fact fuels the far right in the US. Now with the global south amassing on the US's northern border (visit Halifax, NS if you have any questions about this), I view Canada as a threat to the USA - which is a nation with more than enough problems. A note to immigrants reading this: I respect many of you individually, and I do not in the least mind having you in my community. You as an individual are not the problem per se. The problem is that policy makers are simply using migrants to increase Canada's population to 100M by end of century. Google "Canadian House of Commons Century Initiative" to see how Canadian lawmakers voted in support of this policy. Best, Patrick Moan goodhumanhabitat.org
Identity Attack0.28034934
Insult0.16053712
Profanity0.021808386
Threat0.010421164
Severe Toxicity0.008583069
Low Tox 0.26293078 Constructive 0.759 Policy_Critique
Dec 16, 2025 1 likes Why Canadians Are Turning Against …
The problem is the inclusive nature of western countries, you go to Muslim countries like Saudi or UAE they is no exception for Hindus or Christian’s all have to abide by the Muslims ways you …
The problem is the inclusive nature of western countries, you go to Muslim countries like Saudi or UAE they is no exception for Hindus or Christian’s all have to abide by the Muslims ways you can’t walk around Riyadh in a mini skirt , you go to India in the majority Hindu states like Haryana no beef is eaten they is no exceptions yet in Canada , Uk and Us they include these religions they allow them to implement thier religious laws in thier communities which good for them but not for the people the found there , which creates tension as laws and beliefs clash Canada, uk , us need to establish that they Christian nations and not be so inclusive only give them thier spaces to worship thier god or gods but they should never impose thier laws on the general public, and they need to make it a necessity for all immigrants to learn about the countries culture, language and laws and make it clear they have to abide by these laws
Identity Attack0.33675182
Insult0.1087965
Profanity0.03715288
Threat0.008893564
Severe Toxicity0.009841919
Low Tox 0.26104406 Constructive 0.589
Sep 16, 2025 1 likes Why Canadians Are Turning Against …
Videos like these would be nicer if you did research/fact-checked people's statements. I know the purpose is to get the POV of the general populace, but it sucks hearing at the end of the video …
Videos like these would be nicer if you did research/fact-checked people's statements. I know the purpose is to get the POV of the general populace, but it sucks hearing at the end of the video "Well, idk why" when you could improve the quality of the video by supporting or rejecting claims people make. Also, asking more balanced questions instead of biased ones is another way you can improve. For example, no difficult questions or claims against the anti-immigration Canadians were given - they were basically just asked "why do you think this?" On the other hand, the pro-immigration migrants were given questions regarding claims made by the anti-immigrant Canadians - which again was never fact checked by your team. It's difficult and feels like a waste of time when we're just hearing testimony - as important as each individual's story is - but without any critical thinking or research applied.
Identity Attack0.05612817
Insult0.16883044
Profanity0.21348765
Threat0.007689608
Severe Toxicity0.008735657
Low Tox 0.25462922 Constructive 0.833
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
If you’re name is not Kaur, or Singh, you can forget about any entry level jobs for our youth, or any Canadians in general. Get rid of the benefits for hiring a migrant.
If you’re name is not Kaur, or Singh, you can forget about any entry level jobs for our youth, or any Canadians in general. Get rid of the benefits for hiring a migrant.
Identity Attack0.26663736
Insult0.0816321
Profanity0.01402008
Threat0.014738814
Severe Toxicity0.0075531006
Low Tox 0.25084448 Moderate Con 0.312 Unverified_Claim
Aug 26, 2025 Why Canadians Are Turning Against …
Sikhs are generally nice people but still... When is enough enough, or how long is a piece of string?
Sikhs are generally nice people but still... When is enough enough, or how long is a piece of string?
Identity Attack0.24293575
Insult0.06634661
Profanity0.07676199
Threat0.08856395
Severe Toxicity0.014317908
Low Tox 0.24763705 Moderate Con 0.397 Fear_Threat
Jan 27, 2026 1 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.