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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 will be the whole …" 327 comments · Page 7 of 14
Hindus and Sikhs indulged in violence against each other and saw communal riots in Canada in 2023. Indian govt infact has started assassinating naturalised Canadian citizens from India, who are deemed to be "threat" (tick …
Hindus and Sikhs indulged in violence against each other and saw communal riots in Canada in 2023. Indian govt infact has started assassinating naturalised Canadian citizens from India, who are deemed to be "threat" (tick off the hindu nationalidt govt in power). I know some folks, including my neighbour, who immigrated to Canada right after high School — they take services of immigration agents who have contacts with diploma mills there, get a student visa citing enrollment in a sham educational degree, join a minimum wage job and rig the whole process to attain PR & then citizenship — essentially giving low skilled, poorly assimilated labour the citizenship in Canada under guise of skilled or educated immigration. Even as an Indian, the whole situation is insane and astounding to say the least. Hindu Nationalism has spread its roots & conducts marches in Canada within the Indian Hindu areas like they do here in India and people have started performing river aartis as well (communal prayers to worship rivers) — all kinds of pernicious identitarianism is festering there. A ton of Indian immigrants now see Canada merely as a source to better life & resources, but relate to, & are patriotic towards India or assert their rawer religious Sikh or Hindu identity due to lack of any assimilatory pressure & absence of a well defined Canadian identity. Funniest part is Indians, esp Hindus, who vote for hindu nationalists ushering majoritarian policies in India, cheer for persecution of minorities and justify caste system, suddenly co-opt liberalism & decietfully use its talking points to defend their position as a minority in places they migrate to (they do not believe in so, and don't apply the same standards to themselves). If you wish to blame someone, blame the govt of Canada and its elites. At the end of the day, they wanted cheap manual labour, and opened the gates without much consideration.
Identity Attack0.3817989
Insult0.1935001
Profanity0.04141149
Threat0.12536226
Severe Toxicity0.01644827
Moderate 0.32764325 Constructive 0.694 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Deport Surrey, the whole thing
Deport Surrey, the whole thing
Identity Attack0.2808415
Insult0.08030447
Profanity0.08613731
Threat0.1319513
Severe Toxicity0.015931819
Moderate 0.32712606 Low Con 0.287 Fear_Threat
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Scarborough is a crime ridden cesspool! I gave up a 35 yr career just so I didn't have to deal with the environment. I will never in my lifetime will I go back. I avoid …
Scarborough is a crime ridden cesspool! I gave up a 35 yr career just so I didn't have to deal with the environment. I will never in my lifetime will I go back. I avoid the gta as a whole when I can. It's a shame that our home has gone straight down the drain.
Identity Attack0.024600167
Insult0.33964422
Profanity0.07255927
Threat0.009955117
Severe Toxicity0.008964539
Moderate 0.3260917 Constructive 0.589 Personal_Narrative
Sep 9, 2025 Why Canadians Are Turning Against …
The racism and sexism in Brampton is crazy, I have lived there basically my whole life and the fast rate this just kept on getting worse. So much my whole family had to move away …
The racism and sexism in Brampton is crazy, I have lived there basically my whole life and the fast rate this just kept on getting worse. So much my whole family had to move away because of this issue, and I legit have trauma from how people treated me at school.
Identity Attack0.24150419
Insult0.24287975
Profanity0.10611444
Threat0.010188141
Severe Toxicity0.011749268
Moderate 0.3250515 Constructive 0.597 Personal_Narrative
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
THANK YOU FOR COVERING THIS! I lived in Brampton my whole life. Its too much, faaaarrrr too much. Horrible civic sense, no accountability, a complete lack of manners....its a shame. Our city has been absolutely …
THANK YOU FOR COVERING THIS! I lived in Brampton my whole life. Its too much, faaaarrrr too much. Horrible civic sense, no accountability, a complete lack of manners....its a shame. Our city has been absolutely wrecked
Identity Attack0.031980325
Insult0.26957804
Profanity0.04792466
Threat0.0072753434
Severe Toxicity0.006980896
Moderate 0.32397532 Constructive 0.557 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
the whole vid tyler looks so cold 🤣🤣
the whole vid tyler looks so cold 🤣🤣
Identity Attack0.020882076
Insult0.06669625
Profanity0.196476
Threat0.025789235
Severe Toxicity0.01986976
Moderate 0.32074678 Moderate Con 0.319 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
is this indian guy serious if one person is working then the whole fammily can live off that man i dont believe it
is this indian guy serious if one person is working then the whole fammily can live off that man i dont believe it
Identity Attack0.29188538
Insult0.18107465
Profanity0.10023434
Threat0.01052473
Severe Toxicity0.015996376
Moderate 0.31963667 Low Con 0.229 Question
Oct 15, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Racism toward Indians is getting way too normalized online. This video isn’t ‘comedy’ or ‘criticism’—it’s lazy stereotyping. Indo-Canadians contribute massively to Canada in healthcare, tech, small businesses, trucking, education, and more. If your whole ‘content’ …
Racism toward Indians is getting way too normalized online. This video isn’t ‘comedy’ or ‘criticism’—it’s lazy stereotyping. Indo-Canadians contribute massively to Canada in healthcare, tech, small businesses, trucking, education, and more. If your whole ‘content’ is punching down on an immigrant community, that says more about you than us
Identity Attack0.36733335
Insult0.16266862
Profanity0.033144772
Threat0.012078222
Severe Toxicity0.009498596
Moderate 0.31686464 Constructive 0.569 Moral_Argument
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
This video is misleading with much information..What many do not know and even homeowners..that their Property Taxes do go for the schooling and HUD assisstance is shared with illegals...just like visas that are overstayed..On the …
This video is misleading with much information..What many do not know and even homeowners..that their Property Taxes do go for the schooling and HUD assisstance is shared with illegals...just like visas that are overstayed..On the surface we are taught there is not corruption in the system..BS ..Sanctuary cities and much more BS negates this whole video..this sounds like Obama Rhetoric not Trump...Remember the system is still corrupt and California Governors have been Jesuit controlled for decades..
Identity Attack0.10221587
Insult0.24928534
Profanity0.11168506
Threat0.008259222
Severe Toxicity0.011444092
Moderate 0.30993456 Constructive 0.681
Jan 29, 2019 How much do refugees and …
Honestly, the only problem I see here…. is Tyler. The dude is constantly “investigating” people of color and exposing their “wrongdoings”. Why aren’t there videos of him exposing white people taking over Bali, Mexico City, …
Honestly, the only problem I see here…. is Tyler. The dude is constantly “investigating” people of color and exposing their “wrongdoings”. Why aren’t there videos of him exposing white people taking over Bali, Mexico City, Costa Rica and the issues it causes for the locals who cant afford their rent anymore? Why not investigate what really happened to our food prices when the tariffs were implemented? Or how corporate profits are at all time highs when the middle class is struggling. Or maybe expose the real data behind the ICE arrests and how 70%+ of those being captured/deported have never committed a crime in the US… His videos re-enforce a narrative that is incredibly toxic and dangerous for the United States and world as a whole. Let me set this straight, immigration isn’t inherently a bad thing, people of color aren’t the only ones that do wrong things, do your own independent research and stop watching this guys videos.
Identity Attack0.32184324
Insult0.17486192
Profanity0.035148825
Threat0.009618527
Severe Toxicity0.008964539
Moderate 0.30854854 Constructive 0.681 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as …
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as well as image of all Indians. Also, If you want khalistan, why they are not protesting in where their land belongs(so called), why in Canada or Usa? There are 70% of the people are living in canada is punjabi. They have ruined the image of our whole country. We are peace loving people and follow rules but just because of these people, we fell into the same group. Fun fact: why brampton and surrey have bad reputation and increased crime rates because punjabi people live there. Thats heart wrenching. The other aspect is the Canadian government doing nothing to curb thia types of people instead of that these people do crime, get arrested, claim asylum, get free food for 1 year and become the resident of the Canada. I am really frustated and both the goverment and these khalistan entity. Go to hell man.
Identity Attack0.36702603
Insult0.20668297
Profanity0.07870171
Threat0.018364733
Severe Toxicity0.017158391
Moderate 0.3057765 Constructive 0.635 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
Mortgage fraud has also increased DRASTICALLY since the influx of new immigrants coming to Canada within the last 10 years. And who is doing the fraud? 95% of the fraud cases are new immigrants from …
Mortgage fraud has also increased DRASTICALLY since the influx of new immigrants coming to Canada within the last 10 years. And who is doing the fraud? 95% of the fraud cases are new immigrants from India. There are many good people that come from india, but there are FAR more than don't assimilate, have no interest in ever assimilating, and they abuse our social systems, stealing from every Canadian as well as cause our quality of life to drastically drop. Our healthcare systems are beyond overloaded and bursting at the seams, our housing prices have skyrocketed, our house and auto insurance rates have also gone through the roof. And speaking of going through the roof, numerous houses were lit on fire late last year from new immigrants irresponsibly lighting off MASSIVE amounts of fireworks during Diwali, then you have the crowds of Indian families going to our previously pristine beaches and digging pits, which they then proceeded to use as their bathroom. People were actually selling "Beach $hitter" t-shirts because the problem was getting so common. Immigration is ok, but the amount of people the Canadian government has allowed into Canada, ALL from totally different cultural origins, in such a short amount of time was never, and will never be sustainable. In my opinion, Canada needs to full stop close its borders to anyone immigrating for at minimum 5-10 years, to allow the countries infostructure time to catch up with the masses of people who have already come into the country. But that will never happen with the liberals at the helm, they would literally get rid of the whole concept of a "border" if they could. Elbows up ya dorks!
Identity Attack0.36702603
Insult0.18852992
Profanity0.031140719
Threat0.009644418
Severe Toxicity0.014188796
Moderate 0.30527395 Constructive 0.676 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I love how Tyler interviews EVERYONE, even Indian-Canadians. And even THEY agree this whole thing upsets them. They don't WANT India's BS there.
I love how Tyler interviews EVERYONE, even Indian-Canadians. And even THEY agree this whole thing upsets them. They don't WANT India's BS there.
Identity Attack0.33060804
Insult0.16883044
Profanity0.1612468
Threat0.008362788
Severe Toxicity0.011749268
Moderate 0.30527395 Constructive 0.664 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
What invasion? We all came here legally with passports and valid visas. WE work jobs, help our community, isnt that canadian enough? The temples and gurudwaras of Brapmton literally offer free food and drinks to …
What invasion? We all came here legally with passports and valid visas. WE work jobs, help our community, isnt that canadian enough? The temples and gurudwaras of Brapmton literally offer free food and drinks to anyone and everyone, regardless of their race, sexuality, gender. We're not like the mexicans of the usa where we come here illegally.WE COME HERELEGALLY, do legal jobs, and live peacefully. Do we have our fair share of problems? Yeah, sure. But that really doesnt overcome all the good that we do not only brampton but canada as a whole. If you wanna blame anyone, blame your government for letting in so many people, not us, we are simply ppl who are seeking a better life. Im a 18 year indian canadian teenager and im sorrounded by other indian canadian teenagers as well and we're all here to do good to the country and city, we're planning on becoming lawyers engineers, doctors, etc, yet yall think that we're here to destroy the country that we ourselves keep close to our heart. this video is racist, and nothing else.
Identity Attack0.36598656
Insult0.1640896
Profanity0.04065997
Threat0.00814271
Severe Toxicity0.012833111
Moderate 0.30452284 Constructive 0.791 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Watching you shiver the whole time while the guy is in sandals is hilarious.
Watching you shiver the whole time while the guy is in sandals is hilarious.
Identity Attack0.01191331
Insult0.07460167
Profanity0.13961408
Threat0.030278467
Severe Toxicity0.013349563
Low Tox 0.29771072 Moderate Con 0.379 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Let me tell you this as a legal Indian immigrant that came here 13 years ago with my whole family. There was a balance of immigration coming in from every country which was amazing until …
Let me tell you this as a legal Indian immigrant that came here 13 years ago with my whole family. There was a balance of immigration coming in from every country which was amazing until they opened the gates to India like it’s another bus stop away from India. Since then there have been so many illiterate people that fraudulently came here and keep trying to make Canada like back home which needs to stop. The reputation of Indian people which used to be hard working and family people is getting ruined by people that come here to give back nothing to Canadian economy. People that used to come into Canada came in with a dream but now it feels like just visiting another Indian state especially Brampton……… hopefully this stops but with the monkeys that have currently taken over Canadian parliament i hardly see an end to this.
Identity Attack0.2808415
Insult0.24928534
Profanity0.036401358
Threat0.008194493
Severe Toxicity0.00831604
Low Tox 0.29771072 Constructive 0.607 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
And folks we are working alongside these students who are scamming the system. You see them everyday being hired as juniors in your office. I’m so sick of this whole situation
And folks we are working alongside these students who are scamming the system. You see them everyday being hired as juniors in your office. I’m so sick of this whole situation
Identity Attack0.014551271
Insult0.25800487
Profanity0.075792134
Threat0.0083886795
Severe Toxicity0.005455017
Low Tox 0.295883 Constructive 0.52
Sep 28, 2025 3 likes IRCC Names India in Study …
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...
tell the truth, why have them here in the first place in give them assistant,their are no jobs,no housing for them, they put them in hotels for $200 a night, every thing is free for …
tell the truth, why have them here in the first place in give them assistant,their are no jobs,no housing for them, they put them in hotels for $200 a night, every thing is free for them ,but if you are canadian you dont qualify.if your kid is over 18 in cant find work and lives at home ,he does not qualify for assistance,he has to be living else where for 1 year, what a country we live in, refugees ,have more rights then some one living in canada their whole life,this country has gone to pot,,,,,,,,,,,,,,,
Identity Attack0.24970764
Insult0.19734058
Profanity0.06044999
Threat0.008841781
Severe Toxicity0.012703998
Low Tox 0.2855005 Moderate Con 0.47
Oct 19, 2018 How much do refugees and …
Mocking the whole western world
Mocking the whole western world
Identity Attack0.10221587
Insult0.06599696
Profanity0.12639372
Threat0.15434735
Severe Toxicity0.014059683
Low Tox 0.2855005 Low Con 0.244 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Why hate on the Indians only I guess they are not the only immigrants in Canada there is a whole lotta other immigrants who is taking over
Why hate on the Indians only I guess they are not the only immigrants in Canada there is a whole lotta other immigrants who is taking over
Identity Attack0.34000012
Insult0.07903719
Profanity0.03189224
Threat0.008841781
Severe Toxicity0.008125305
Low Tox 0.2854971 Moderate Con 0.407 Fear_Threat
Feb 10, 2026 2 likes Inside Canada's Indian Invasion...
1st who created this mess …. Its ur vote that created this…this is how 2 person can destroy a whole country…. Ur never thought of ur country when u voted
1st who created this mess …. Its ur vote that created this…this is how 2 person can destroy a whole country…. Ur never thought of ur country when u voted
Identity Attack0.011173353
Insult0.16824563
Profanity0.019007329
Threat0.024235269
Severe Toxicity0.005874634
Low Tox 0.2854937 Low Con 0.299 Identity_Assertion
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
It took me 5 years to get into Canada legally, I assimilated , Integrated and it's high time everyone do the same no more temporary nonsense. These levels of immigration are unsustainable everyone is doing …
It took me 5 years to get into Canada legally, I assimilated , Integrated and it's high time everyone do the same no more temporary nonsense. These levels of immigration are unsustainable everyone is doing it for the cheap subsidized labor that was the whole point of this mass immigrant scam to bring down the price of wages.
Identity Attack0.15303208
Insult0.24928534
Profanity0.037403382
Threat0.007094103
Severe Toxicity0.005569458
Low Tox 0.2854937 Constructive 0.661 Policy_Critique
Feb 15, 2026 Canada's tighter immigration policy divides …
Walmart in Windsor is full of such Indian "students". In every other aisle you would find a few of them standing and having a fun talks, not seemingly doing what they were supposed to be …
Walmart in Windsor is full of such Indian "students". In every other aisle you would find a few of them standing and having a fun talks, not seemingly doing what they were supposed to be doing. It is a whole chaos in the store whenever you go there. You can't complaint about them because the manager they report to, happens to be Indian too in most cases. Most of the times these managers try to coverup for the mistakes of their subordinates. Doesn't look like any of them came here with the intent to study. The Walmart with the courteous and efficient associates I used to go to 10 or 15 years ago is no more there ....
Identity Attack0.31892163
Insult0.1669316
Profanity0.04867618
Threat0.0089712385
Severe Toxicity0.009002686
Low Tox 0.2854869 Constructive 0.64
Sep 28, 2025 2 likes IRCC Names India in Study …
I have some family in Mississauga. They are the only white people on their street after living there for nearly their whole lives. Trudeau didn't and Carney won't apprehend illegal migrants, and this is the …
I have some family in Mississauga. They are the only white people on their street after living there for nearly their whole lives. Trudeau didn't and Carney won't apprehend illegal migrants, and this is the result; everything that I grew up with is gone.
Identity Attack0.36598656
Insult0.083112895
Profanity0.021056883
Threat0.008311004
Severe Toxicity0.007247925
Low Tox 0.2854869 Constructive 0.68 Personal_Narrative
Jan 28, 2026 3 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.