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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: "To all whites : all …" 1,674 comments · Page 41 of 67
The larger issue you don’t seem to understand or convey in your video is the fact that this racist and ignorance-fuelled behaviour becoming so normalized without thinking about the deeper issues at hand trickles into …
The larger issue you don’t seem to understand or convey in your video is the fact that this racist and ignorance-fuelled behaviour becoming so normalized without thinking about the deeper issues at hand trickles into society at large is it eventually seeps into racism in general towards other cultures (although it’s not right towards any culture or ethnicity). Basically if you’re not white or white passing people become less inclusive or accepting, or write you off thinking you’re a foreigner (have seen this being experienced by a lot of Canadian born friends). This is all in all a reflection of the failing critical thinking skills in our society and dumbing down of our culture. If you think you’re gonna sit cushy and you’re safe because you’re not one of the indians, well you just might be next! People have lost empathy and decency. A lot of the videos posted online are exaggerated posts to garner views and engagement, but it’s not necessarily the truth.
Identity Attack0.34324843
Insult0.35677677
Profanity0.12727508
Threat0.010783645
Severe Toxicity0.01935331
Moderate 0.37751234 Constructive 0.708 Moral_Argument
Feb 8, 2026 1 likes Inside Canada's Indian Invasion...
The Indians honestly seem like pleasant people. Yeah, they are huge in number and mass migrate, but seems like the whites are just hating for no reason
The Indians honestly seem like pleasant people. Yeah, they are huge in number and mass migrate, but seems like the whites are just hating for no reason
Identity Attack0.46028158
Insult0.18728738
Profanity0.18294942
Threat0.011223801
Severe Toxicity0.021806452
Moderate 0.37751234 Moderate Con 0.397 Identity_Assertion
Feb 1, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
I just wonder why white still have racial identity ? No Church or Masjid offers free food or humanitarian aid but we HINDU PARSI JAIN SIKHS and Indian Christians Jews have one one unique thing …
I just wonder why white still have racial identity ? No Church or Masjid offers free food or humanitarian aid but we HINDU PARSI JAIN SIKHS and Indian Christians Jews have one one unique thing is , treat human as human being. See history , when Indians initially landed there , they were not treated at par but we did not asked for HINDU SIKH or JAIN laws................We try to build ourselves with hardwork and keeping family roots intact. This is the reason Indians are successful migrants. Even in India , they stay in close family relations and financial transactions are done only in community to ensure that money flows within community. This is not crime but way of gaining wealth for longer properity and existence.
Identity Attack0.46028158
Insult0.24493282
Profanity0.10178173
Threat0.017674083
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.73
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
oh wow........ (as someone who grew up in Vancouver...... aka "HongCouver" ......... you gotta come visit HONG-COUVER some day and do a video on how chinese are taking over the greater Vancouver area, NOT EVEN …
oh wow........ (as someone who grew up in Vancouver...... aka "HongCouver" ......... you gotta come visit HONG-COUVER some day and do a video on how chinese are taking over the greater Vancouver area, NOT EVEN JUST VANCOUVER CITY....... ITS EVERY SINGLE CITY within a 1-2 hour drive outside of Vancouver City................. THEY LITERALLY ARE TAKING OVER....... and I am NOTTT a racist person........ but man..... its not the same vancouver that I grew up in I tell you that, MY SON IS ONE OF ONLY 6 WHITE KIDS IN HIS ENTIRE SCHOOL (a elementary school of 400-450 kids BY THE WAY)...................... since grade 1 (he is now in grade 3) ........ HE HAS BEEN THE ONLY WHITE KID IN HIS CLASS SINCE HE STARTED GOING TO SCHOOL THERE................. AND AGAIN!!!!!!!!! NOTHING WRONG WITH CHINESE OR ASIAN PEOPLE................. I JUST CAN NOT HELP BUT WONDER THAT 15-30 YEARS FROM NOW............. IS THERE GOING TO BE ANYYYYY WHITE PEOPLE LEFT HERE????????? MY THOUGHTS ARE NO........ WHITE PEOPLE WILL BE LESS THEN 5%
Identity Attack0.38185352
Insult0.25800487
Profanity0.0887236
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.606 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
yeah the one white guy said it very correctly- "They just have low inteligence" yeah actually most of our people whethere they are rich or poor they act like they are the one. Our people …
yeah the one white guy said it very correctly- "They just have low inteligence" yeah actually most of our people whethere they are rich or poor they act like they are the one. Our people have a kind of attitude. That attitude is harming others also.
Identity Attack0.39461556
Insult0.26957804
Profanity0.07870171
Threat0.011379151
Severe Toxicity0.012962224
Moderate 0.37751234 Constructive 0.65 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
The driving part was funny, that is legit India, Vietnam, China, Pakistan and MOST of Central and North Africa..i know i've lived in these areas...its wild Google or serach up how to cross the road …
The driving part was funny, that is legit India, Vietnam, China, Pakistan and MOST of Central and North Africa..i know i've lived in these areas...its wild Google or serach up how to cross the road in VIetnam and its 1000's of videos of the chaos, its not normal, its not a system its just low IQ as the white dude said
Identity Attack0.39773783
Insult0.24928534
Profanity0.18356428
Threat0.02181799
Severe Toxicity0.020902663
Moderate 0.37751234 Constructive 0.57
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada never belonged to white people it was invaded by them
Canada never belonged to white people it was invaded by them
Identity Attack0.4508763
Insult0.15343215
Profanity0.0816113
Threat0.011974656
Severe Toxicity0.017029278
Moderate 0.37751234 Low Con 0.169 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
No let me rephrase that we are fed up with bad ppl, immigrants are not the problem .... the mentality of racist ppl are ... Yes we expect when you come ot canada that you …
No let me rephrase that we are fed up with bad ppl, immigrants are not the problem .... the mentality of racist ppl are ... Yes we expect when you come ot canada that you adapt to our culture way if living ... which is kindess to all and acceptance of all that means no religion disputes respect each other relgions respect gender equality , respect laws , respect ppl workign hard to mke aliving btw il lpoint this out the worse crimes are commited by white canadian citizens and that is fact so stop trying to act liek immigrants are theproblem this false disinfo crap is just that
Identity Attack0.4453683
Insult0.3388922
Profanity0.059948977
Threat0.010291707
Severe Toxicity0.016900165
Moderate 0.37751234 Constructive 0.542
Aug 28, 2025 Why Canadians Are Turning Against …
The Britishers came looted, murdered, done many atrocities in india but no west people condemned or raised any voice about it. Christianity came in India and is slowly changing ethnicity in India That's not the …
The Britishers came looted, murdered, done many atrocities in india but no west people condemned or raised any voice about it. Christianity came in India and is slowly changing ethnicity in India That's not the problem for these white people
Identity Attack0.4508763
Insult0.20434737
Profanity0.15371579
Threat0.1368402
Severe Toxicity0.023076924
Moderate 0.37751234 Moderate Con 0.39 Moral_Argument
Feb 9, 2026 Inside Canada's Indian Invasion...
I don't see no white doctors now days 😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂
I don't see no white doctors now days 😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂
Identity Attack0.3908055
Insult0.089778624
Profanity0.11230402
Threat0.014220826
Severe Toxicity0.019482423
Moderate 0.37751234 Moderate Con 0.314 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
all the white countries must have some magic soil or something lol
all the white countries must have some magic soil or something lol
Identity Attack0.39207554
Insult0.14874944
Profanity0.1654338
Threat0.01508414
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.129 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in a town close to brampton and seeing all of them come to the trails here makes me mad because I used to ride my bike on the trail but now you cant …
I live in a town close to brampton and seeing all of them come to the trails here makes me mad because I used to ride my bike on the trail but now you cant ot just hurts so much to see the urbanization of nature. ASWELL as they leave trash everywhere nit saying white people dont but they leave more per capita I would say
Identity Attack0.38246045
Insult0.2838064
Profanity0.18356428
Threat0.013217449
Severe Toxicity0.020386212
Moderate 0.37751234 Constructive 0.69
Jan 27, 2026 Inside Canada's Indian Invasion...
If you're a White Canadian and you want to preserve our society, look into Return to the Land.
If you're a White Canadian and you want to preserve our society, look into Return to the Land.
Identity Attack0.44690517
Insult0.17734702
Profanity0.04742365
Threat0.013010317
Severe Toxicity0.021548226
Moderate 0.37751234 Moderate Con 0.468 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
"Invasion", while it was the previous Canadian government that let in a flood of Indians by letting Canadians run fake diploma mills, including but not limited to khalistani terrorists despite warnings from the Indian govt. …
"Invasion", while it was the previous Canadian government that let in a flood of Indians by letting Canadians run fake diploma mills, including but not limited to khalistani terrorists despite warnings from the Indian govt. But not taking any blame is a part of white culture so it is wt it is ig. Keep importing our worst, keep blaming others instead of your govt, helps us back home
Identity Attack0.43256098
Insult0.26957804
Profanity0.041160982
Threat0.011120236
Severe Toxicity0.014963473
Moderate 0.37751234 Moderate Con 0.374 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
Sorry I don't believe that Indian dude, from my personal experience of working for an Indian company, being the only white employee, not 1 of them ever told 100% truth! Lying is considered Normal in …
Sorry I don't believe that Indian dude, from my personal experience of working for an Indian company, being the only white employee, not 1 of them ever told 100% truth! Lying is considered Normal in they're Culture, they don't see it as lying!!! I bet anything he found away around the rules and cheated and lied to get his RN Certificate and now does the bare minimum at his job, thats what he meant by its easy now!!! Note he also said Canada is like Indian, that just means they are turning it into India, so how can a person say they're proud to be Canadian??? Proud to be a Canadian means you asymulate, not turn it into India! Your getting a warped opinion from a lying Indian!!! That said I did meet a few good Indian elders mostly, as they follow the beliefs were all equal and treat you with respect, but if it ever comes down to an Indian against a white person in a dispute, the Indian will Always be favored in they're communities!!!😎😎😎
Identity Attack0.38230872
Insult0.3388922
Profanity0.07611542
Threat0.010058682
Severe Toxicity0.018836858
Moderate 0.37751234 Constructive 0.73 Unverified_Claim
Sep 20, 2025 20 likes Inside Canada's Indian Metropolis (Brampton)
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)
Tyler slowly turned into a white supremacist “14 words” guy
Tyler slowly turned into a white supremacist “14 words” guy
Identity Attack0.39207554
Insult0.26395
Profanity0.09518933
Threat0.010835429
Severe Toxicity0.014963473
Moderate 0.37751234 Low Con 0.216 Meta_Commentary
Feb 17, 2026 2 likes Inside Canada's Indian Invasion...
Dude, who would fall for a white guy trying to enter the US? 😂😂😂
Dude, who would fall for a white guy trying to enter the US? 😂😂😂
Identity Attack0.44690517
Insult0.15769513
Profanity0.11354194
Threat0.01508414
Severe Toxicity0.018449519
Moderate 0.37751234 Low Con 0.2 Humor_Satire
Feb 17, 2026 Inside Canada's Indian Invasion...
“I came to Canada as a 13-year-old immigrant, innocent and fresh off the boat. I’ll never forget how a white girl in my PE class would throw my clothes in the garbage and bully me …
“I came to Canada as a 13-year-old immigrant, innocent and fresh off the boat. I’ll never forget how a white girl in my PE class would throw my clothes in the garbage and bully me just because I was different. That’s what racism looks like. So when I see videos today blaming immigrants, I know exactly how much hate that spreads. Young Indian students are dying, struggling in laundry rooms and basements, and instead of compassion we point fingers. Immigrants may need some adjustments, yes, but that’s no reason to divide or dehumanize us. Stop spreading hate — Canada is stronger when we stand together.”
Identity Attack0.4139151
Insult0.34032786
Profanity0.09034003
Threat0.030623792
Severe Toxicity0.01806218
Moderate 0.37751234 Constructive 0.754 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
First white guy tripping
First white guy tripping
Identity Attack0.39966375
Insult0.16802633
Profanity0.17008601
Threat0.11769595
Severe Toxicity0.022839356
Moderate 0.37751234 Moderate Con 0.379
Jan 27, 2026 Inside Canada's Indian Invasion...
All these bon white Europeans gotta go that came here in the last 4 decades
All these bon white Europeans gotta go that came here in the last 4 decades
Identity Attack0.44690517
Insult0.16861114
Profanity0.15371579
Threat0.03407705
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.21 Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
@8:15 Oh, and why is that? No white people to coat tail?
@8:15 Oh, and why is that? No white people to coat tail?
Identity Attack0.44690517
Insult0.15414265
Profanity0.1067334
Threat0.044925548
Severe Toxicity0.019740647
Moderate 0.37751234 Low Con 0.219 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I don't see anything bad here at all. Other than some white people with bad attitudes. And im older and white and not a huge fan of the mass imagination we have seen here over …
I don't see anything bad here at all. Other than some white people with bad attitudes. And im older and white and not a huge fan of the mass imagination we have seen here over the last 5 years.
Identity Attack0.44690517
Insult0.21368977
Profanity0.10549548
Threat0.009981008
Severe Toxicity0.014898917
Moderate 0.37751234 Constructive 0.551 Identity_Assertion
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
there is a white genocide taking place in Canada and nobody is allowed to oppose it
there is a white genocide taking place in Canada and nobody is allowed to oppose it
Identity Attack0.44690517
Insult0.10440776
Profanity0.08807703
Threat0.13448004
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.171 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Can you people put White (Western) people on the government? Not those immigrants who just received green card/residency in your country. That Zafar sure is not a true Canadian. You let those people sit in …
Can you people put White (Western) people on the government? Not those immigrants who just received green card/residency in your country. That Zafar sure is not a true Canadian. You let those people sit in the government, ofcourse they'll be sympathetic towards those other immigrants as well. And those Indians are good at sugar-coating. 🤦
Identity Attack0.46028158
Insult0.2469859
Profanity0.059948977
Threat0.009359611
Severe Toxicity0.016771052
Moderate 0.37751234 Moderate Con 0.428 Identity_Assertion
Sep 29, 2025 IRCC Names India in Study …

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.