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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: "All I have to say …" 1,368 comments · Page 20 of 55
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)
Before WATCHING the video I would like to say THERE IS NO SUCH THING AS INDIAN!! My grandfathers (both sides) were ww1 vetw and decorated ww2 vets. For ww1 and ww2 the largest VOLUNTEER army …
Before WATCHING the video I would like to say THERE IS NO SUCH THING AS INDIAN!! My grandfathers (both sides) were ww1 vetw and decorated ww2 vets. For ww1 and ww2 the largest VOLUNTEER army in WORLD HISTORY was from "India" ( created in 1947). Parts of the Ahghani mountains and Tajikstan were taken and Gurjrati Muslims were given Panjab and Gujrati Hindus the other. On the north of steeles ave from Kipling to airport Rd there was NOTHING but some farms. After over 100 YEARS IN THE NATION the Sikhs and serving in BOTH WW1 and WW2 bought the first houses and businesses in the 90's. There are about 800,000 Panjabi's in Canada vs about 2 milliom Chinese. In the 90's, when Springdale was built, Gujrati people moved to Canada influx. The character of Kumar from Harold and Kumar go to white castle, rishi Sunak, kash Patel, the people rubbing cow manure on them and other setero type are Gujrati. The Sikh religion are AGINST conversation of ANY KING. If you are Christian, the Sikh religion says to be the best Christian as possible! Ben Sapiro, the Jew, as said and his people believe that Jesus was a jealot and is burning in hell in hot feces, SEMAN, and urine. In the 90's the government of Canada STOPPED allowing Panjabi farmers to come to Canada and made way for the Gujrati HINDUS. Over 100 YEARS the Sikh, Muslim and Hindus have been in Canada and NEVER asked for special treatment. Springdale was build and FIRST SETTLED by Panjabi's, who have been in nation for over 100 years. In 1947 "India" was created, again, and parts of Afghanistan and Tajikstan was taken and created Pakistan. Where is the homeland of Panjabi people? Your grandfathers are ROLLING in their graves because of the disrespect of the Panjabi people! Go look up Sikhs in ww1 and ww2. There were 2 Sikh and Anglo-Saxson wars and Panjab was the HARDEST and LONGEST land to take (which was through betrayal and NOT battle - another story). (Stoping here - because you are retarded)
Identity Attack0.39966375
Insult0.2435641
Profanity0.16357292
Threat0.058503386
Severe Toxicity0.02604016
Moderate 0.37751234 Constructive 0.638
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Yes, Indians came to Canada. Yes, they live mostly in Brampton. So what? The focus should be on whether a person is a good citizen or not. If an Indian is being an a** sure …
Yes, Indians came to Canada. Yes, they live mostly in Brampton. So what? The focus should be on whether a person is a good citizen or not. If an Indian is being an a** sure call him out, but do exactly the same for any other race or community. There are many hard working, law abiding Indians in Brampton. Painting all Indians with the same brush demotivates the genuine ones. This is like someone spotting 5 homeless white or refugee people on the road and filming them to then say all white and refugees are sh*t.
Identity Attack0.42615733
Insult0.3388922
Profanity0.30866358
Threat0.035113025
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.695 Moral_Argument
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly …
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly racist. But on the other hand, so many woke types don’t even want to admit the problem. They also don’t want to talk about how the government is complicit. Every nation has a right to define itself, and how much immigration it wants, and how that immigration happens. It is beyond ridiculous to not speak the primary language of the country you emigrate to. But why say weird shit like indians eat shit?? Or that 1.5 billion people are all the same? The rationale behind early immigration was to be very tough and selective about who enters and lives here. They welcomed students because it brought in a lot of revenue so that’s a win-win, but to LIVE they had to prove they were an asset to the community. Now the whole thing is manipulated. You don’t have proper vetting for the students because of fake colleges that just want to make money. You don’t have proper limits on immigration and criteria for jobs/skills because companies want to make money. Politicians just do whatever strategy gets votes. But for some reason people either only get woke about the positives of Indian immigrants or only negative, sometimes racist about them. It’s fair to acknowledge that rampant, unchecked immigration ruins the culture. Like Indian driving culture is fucking terrible. You don’t want to bring that shit over. You can also acknowledge that early immigrants and their kids are often completely American/Canadian, from their native language, accents, education, references etc. And that Indians are generally a low-crime, high-employment, high-tax-paying immigrant group. And we ALSO acknowledge that that’s changing because of the type/number of people coming in, and the financial and political incentives which support it. It causes valid resentment. These fucking human smuggling rings are real af. Wokies don’t ever talk about it. But I wish we could have this conversation without the racism.
Identity Attack0.10221587
Insult0.40243408
Profanity0.10240069
Threat0.008764107
Severe Toxicity0.010681152
Moderate 0.37751234 Constructive 0.746 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
Thank you for doing this video, Canada should be the best country in the world. Canada is arguably the best place on Earth geographically, but just like every government in the world right now, isn't …
Thank you for doing this video, Canada should be the best country in the world. Canada is arguably the best place on Earth geographically, but just like every government in the world right now, isn't handing anything appropriately or even objectively being managed in a sensible way. however, you saying "greatest country in the world" instead of "USA" every time, is probably why people think you're racist and mocking other societies. I defended your India poop video because it was clear you weren't saying that all Indians live in filth like people claimed you were. But again, referencing the US as the best or greatest is just condescending and portentous. Now I'm not your Dad, say and do whatever you want, I'm still enjoying the content. Just saying being more humble and remembering the many problems the US has and how many self-inflicted 3rd world issues it places on itself, would be wise.
Identity Attack0.29035977
Insult0.36798462
Profanity0.2366394
Threat0.010472948
Severe Toxicity0.023076924
Moderate 0.37694603 Constructive 0.798 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I love how you would keep cutting back to the guy on the bike and he would contradict everything the indians were saying 😂😂😂
I love how you would keep cutting back to the guy on the bike and he would contradict everything the indians were saying 😂😂😂
Identity Attack0.37012735
Insult0.11978693
Profanity0.12815644
Threat0.2566701
Severe Toxicity0.023076924
Moderate 0.37576625 Moderate Con 0.314 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Talks about getting the good ones says one pooped on the bus 😑
Talks about getting the good ones says one pooped on the bus 😑
Identity Attack0.010507392
Insult0.1640896
Profanity0.29209393
Threat0.046541955
Severe Toxicity0.019740647
Moderate 0.37576625 Low Con 0.292 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
India not in war still they left their country for others countries they all over the world like insects but if you ask them they will say I love India saar we are 4th largest …
India not in war still they left their country for others countries they all over the world like insects but if you ask them they will say I love India saar we are 4th largest economy saar we are superpower saar but we don't live in India saaar 😂😂😂😅
Identity Attack0.38208112
Insult0.34237885
Profanity0.20592089
Threat0.122295745
Severe Toxicity0.0475607
Moderate 0.37576625 Moderate Con 0.391 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
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 …
Pretty sure these Indian migrants won't work at Brampton as they pay cash in hand and way below minimum wage. Rather they work for White Canadian who they keep saying to go back to Europe …
Pretty sure these Indian migrants won't work at Brampton as they pay cash in hand and way below minimum wage. Rather they work for White Canadian who they keep saying to go back to Europe 🙄
Identity Attack0.44690517
Insult0.18728738
Profanity0.03690237
Threat0.007922632
Severe Toxicity0.014188796
Moderate 0.37576625 Moderate Con 0.427
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
If all you can say is they bring good food.... bruh stfu...
If all you can say is they bring good food.... bruh stfu...
Identity Attack0.009545447
Insult0.25602314
Profanity0.34391102
Threat0.007521313
Severe Toxicity0.01502803
Moderate 0.37576625 Low Con 0.21 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
bruh im living in brampton rn as a white guy and i must say it is so bad. only benefit is driving a subaru in snow and smokin them all in the streets.
bruh im living in brampton rn as a white guy and i must say it is so bad. only benefit is driving a subaru in snow and smokin them all in the streets.
Identity Attack0.3817989
Insult0.16824563
Profanity0.20700185
Threat0.13633445
Severe Toxicity0.023076924
Moderate 0.37576625 Moderate Con 0.42
Jan 27, 2026 Inside Canada's Indian Invasion...
8:37 did he just say Kerala?? Does he thinks Sikhs come from Kerala?? This guy is so blinded for views that he completely ignores how wrong he is on so many levels.
8:37 did he just say Kerala?? Does he thinks Sikhs come from Kerala?? This guy is so blinded for views that he completely ignores how wrong he is on so many levels.
Identity Attack0.13591312
Insult0.29855028
Profanity0.10116278
Threat0.012078222
Severe Toxicity0.013736901
Moderate 0.37576625 Moderate Con 0.379 Policy_Critique
Feb 26, 2026 1 likes Inside Canada's Indian Invasion...
When you say invasion it means committing genocide of millions and looting their culture And claim their landmass as yours For example what white Europeans did with Canadian and Red Indians
When you say invasion it means committing genocide of millions and looting their culture And claim their landmass as yours For example what white Europeans did with Canadian and Red Indians
Identity Attack0.41975367
Insult0.1640896
Profanity0.041912504
Threat0.13815513
Severe Toxicity0.021548226
Moderate 0.37458646 Moderate Con 0.386 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
Why does every leech say they are a "student"?
Why does every leech say they are a "student"?
Identity Attack0.043581683
Insult0.37506318
Profanity0.19401662
Threat0.008246276
Severe Toxicity0.013091337
Moderate 0.37458646 Low Con 0.277
Jan 27, 2026 Inside Canada's Indian Invasion...
As a son of an Indian immigrant. I will say alot of them are here illegally. They got to go.
As a son of an Indian immigrant. I will say alot of them are here illegally. They got to go.
Identity Attack0.4453683
Insult0.24171697
Profanity0.07320584
Threat0.020436687
Severe Toxicity0.01806218
Moderate 0.37458646 Constructive 0.58 Personal_Narrative
Jan 15, 2026 3 likes 2.9 million Canadian temporary visas …
This video says exactly what I've been saying for years. I've lived in Brampton my whole life and im 40 now so I'll tell you its changed and changed for the worse. My car has …
This video says exactly what I've been saying for years. I've lived in Brampton my whole life and im 40 now so I'll tell you its changed and changed for the worse. My car has been broken into atleast 20 times in 5 years and 3 months ago a older Indian man broke into our house and was wearing my sister's clothes sleeping in her bed. He went through all our stuff and even ate food out of the fridge. So violating and frustrating living in Brampton lately. I'm so ashamed to say im from Brampton and even indian people in other towns have made fun of me for living in Brampton and telling me how bad the driving is. Lol thanks buddy. 😢
Identity Attack0.36702603
Insult0.24287975
Profanity0.22592722
Threat0.054624002
Severe Toxicity0.023076924
Moderate 0.37340668 Constructive 0.805 Personal_Narrative
Sep 19, 2025 19 likes Inside Canada's Indian Metropolis (Brampton)
People need to stop saying we are losing our culture. This is a brainwashed technique into none action because we think there is still time. Once we accept that our way of life is gone, …
People need to stop saying we are losing our culture. This is a brainwashed technique into none action because we think there is still time. Once we accept that our way of life is gone, then it's time to get it back. Let's be honest as an immigrant. The biggest pushback I've ever got for the observation of truth is from white liberals. I've been called racist for defending whites.
Identity Attack0.44690517
Insult0.2469859
Profanity0.079025
Threat0.0103175985
Severe Toxicity0.01302678
Moderate 0.37340668 Constructive 0.625 Identity_Assertion
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
As an IT professional , I can say that all American programmers are thrown away from the market because of Indians. Some of them are good , some are really bad, but what I noticed... …
As an IT professional , I can say that all American programmers are thrown away from the market because of Indians. Some of them are good , some are really bad, but what I noticed... they have a common fearure...they lie constantly about their education and experience. When you are interviewing an Indian IT person , they know everything, according to their answers... but it is a lie.
Identity Attack0.43896464
Insult0.2735258
Profanity0.1067334
Threat0.009851551
Severe Toxicity0.016706496
Moderate 0.37340668 Moderate Con 0.486 Economic_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Finally covering the invasion of illegal indians who come here on "student visas" and never leave. ( saying this before i see the video lets see if you noticed )
Finally covering the invasion of illegal indians who come here on "student visas" and never leave. ( saying this before i see the video lets see if you noticed )
Identity Attack0.44690517
Insult0.1823172
Profanity0.07126612
Threat0.012958534
Severe Toxicity0.017287504
Moderate 0.3722269 Moderate Con 0.312 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Housing impossible to find and prices astronomical. No jobs available to it's OWN CITIZENS. Canadians getting scammed by noncitizens. The landscape obliterated by trash and human excrement. Hospitals overwhelmed by non citizens leaving Canadians behind. …
Housing impossible to find and prices astronomical. No jobs available to it's OWN CITIZENS. Canadians getting scammed by noncitizens. The landscape obliterated by trash and human excrement. Hospitals overwhelmed by non citizens leaving Canadians behind. Low birth rate due to unaffordability. There are actually areas in Canada that don't speak either official language. I can't even enter a shoppers drug mart without being assaulted by horrible body odor coming from the temporary foreign workers. END THE TFW PROGRAM. Farms are the only areas where it is needed. Canadian gov says we need to increase population... But not of it's own citizens. So they made it impossible for it's citizens to afford children and then dumped all of India into our country. IM SICK OF IT.
Identity Attack0.25986546
Insult0.3682569
Profanity0.099305905
Threat0.010265815
Severe Toxicity0.016319158
Moderate 0.3722269 Constructive 0.514
Sep 10, 2025 Why Canadians Are Turning Against …
Bro goes into store let’s see how many white people are here, sees not one like that’s a bad thing. I like this dudes videos but idk man just as negative as the news in …
Bro goes into store let’s see how many white people are here, sees not one like that’s a bad thing. I like this dudes videos but idk man just as negative as the news in my opinion. And first time I’m saying this a bit racist
Identity Attack0.3817989
Insult0.14874944
Profanity0.16217725
Threat0.016810767
Severe Toxicity0.01986976
Moderate 0.3722269 Constructive 0.546 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
In every country the migrant has the political power on theirs side .here in Belize the Hispanic migrants come to live because thay says that theys cannot live in theirs country that they destroy but …
In every country the migrant has the political power on theirs side .here in Belize the Hispanic migrants come to live because thay says that theys cannot live in theirs country that they destroy but when they enter ours country they Brought along theirs dirty minds and actions along with them .. when they met the local they will demand that you talk to them in theirs language they can live in your country for 100 years they will still force you to talk theirs language because it is the only language that God create ..
Identity Attack0.39334553
Insult0.3388922
Profanity0.1110661
Threat0.015256803
Severe Toxicity0.020902663
Moderate 0.3722269 Constructive 0.505
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The poor Canuck on the bike saying "I'm just thankful its Indians and not Muslims or Africans." The bar is so low its at mariana trench depth. Letting non westerners in Western countries is worse …
The poor Canuck on the bike saying "I'm just thankful its Indians and not Muslims or Africans." The bar is so low its at mariana trench depth. Letting non westerners in Western countries is worse than any world war we've had. The lack of self preservation will be our downfall. Not Russia, China, AI, or some exotic strain of covid. Empathy and the incoming cultural suicide will be.
Identity Attack0.41975367
Insult0.21602537
Profanity0.058445938
Threat0.13633445
Severe Toxicity0.020257099
Moderate 0.3722269 Moderate Con 0.374
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It's called brown town for a reason. LIsten to the racism. It used to be a no color town she says. A Canadian Karen. They are people from India. How dare you address people BY …
It's called brown town for a reason. LIsten to the racism. It used to be a no color town she says. A Canadian Karen. They are people from India. How dare you address people BY THE COLOR OF THEIR SKIN? Sorry, you weren't economically successful or supportive as the Sikhs and other Indians are. That's how it is demographic change. At least they aren't stealing and murdering others like the other humans
Identity Attack0.40158966
Insult0.25602314
Profanity0.044417568
Threat0.06658544
Severe Toxicity0.01896597
Moderate 0.3722269 Constructive 0.508 Identity_Assertion
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)

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.