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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: "Now you know how I …" 1,129 comments · Page 7 of 46
These are the worms on my taxes paid. Basically, worms on taxpayers' money. The western and Muslim ecosystems need to be brought down. Stop hate against India. I know, you guys are covering up those …
These are the worms on my taxes paid. Basically, worms on taxpayers' money. The western and Muslim ecosystems need to be brought down. Stop hate against India. I know, you guys are covering up those belong to western and Muslim ecosystems. @drsjaishankar, #NoFTAWithCanada! Indians of Hindu origin, it's time to show these worms of purchasing power of Hindus by boycotting these ecosystems.
Identity Attack0.56445944
Insult0.5130944
Profanity0.26628086
Threat0.08396416
Severe Toxicity0.16960317
Moderate 0.5566829 Moderate Con 0.317 Identity Attack Insult Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
Look at the statue, what the hell they are claiming the land as their own, by bringing that monkey statue their, you know how that works
Look at the statue, what the hell they are claiming the land as their own, by bringing that monkey statue their, you know how that works
Identity Attack0.11280017
Insult0.48569724
Profanity0.44890457
Threat0.01254427
Severe Toxicity0.028730227
Moderate 0.5559701 Low Con 0.183 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
This Video created is hate spreading and he is trying his best to get negative footage. I know which race this TylerOlivera belongs to, hate again all culture and people. Shame on you
This Video created is hate spreading and he is trying his best to get negative footage. I know which race this TylerOlivera belongs to, hate again all culture and people. Shame on you
Identity Attack0.28034934
Insult0.40243408
Profanity0.22663295
Threat0.03718498
Severe Toxicity0.02491361
Moderate 0.5559701 Moderate Con 0.385 Meta_Commentary
Feb 17, 2026 3 likes Inside Canada's Indian Invasion...
The guy in the safety vest is usually clueless, entitled, prejudiced, and just trash. He looks up everything on Google and actually thinks he knows what he's talking about, which is infuriating.
The guy in the safety vest is usually clueless, entitled, prejudiced, and just trash. He looks up everything on Google and actually thinks he knows what he's talking about, which is infuriating.
Identity Attack0.026207991
Insult0.62169385
Profanity0.21132572
Threat0.008272167
Severe Toxicity0.017997624
Moderate 0.5559701 Moderate Con 0.309 Insult Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
💯 🍃 THE DUM FREAKING PUNJABIS DON'T KNOW PUNJAB AIN'T NO DAM NATION... INDIA IS THEIR NATION 🎉🎉🎉🎉🎉
💯 🍃 THE DUM FREAKING PUNJABIS DON'T KNOW PUNJAB AIN'T NO DAM NATION... INDIA IS THEIR NATION 🎉🎉🎉🎉🎉
Identity Attack0.55044734
Insult0.563347
Profanity0.46460027
Threat0.13853464
Severe Toxicity0.45895407
Moderate 0.5559701 Low Con 0.229 Identity Attack Insult Identity_Assertion
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
Few Sikh guys are good but most of in canada is half brain..if you ll give them khalistan they will not know what to do with it..and yet they want khalistan...they have punjab go and …
Few Sikh guys are good but most of in canada is half brain..if you ll give them khalistan they will not know what to do with it..and yet they want khalistan...they have punjab go and see what they did with punjab..most of youths are drug addict there and rest of the addicts are living in canada where their government is openly supporting these crooks
Identity Attack0.50917345
Insult0.5739874
Profanity0.15195307
Threat0.016810767
Severe Toxicity0.02378681
Moderate 0.5559701 Moderate Con 0.314 Identity Attack Insult Identity_Assertion
Feb 17, 2026 1 likes Inside Canada's Indian Invasion...
None of the LPC know what is going on and either don't answer questions or attack the person for asking the question. It is pathetic
None of the LPC know what is going on and either don't answer questions or attack the person for asking the question. It is pathetic
Identity Attack0.022188433
Insult0.6120431
Profanity0.14490221
Threat0.012906751
Severe Toxicity0.011978149
Moderate 0.5532103 Moderate Con 0.344 Insult Policy_Critique
Feb 26, 2026 2 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with …
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with the fluorenscent vest claims!!! We have African brothers and sisters who are basically geniuses. We have that, too, better than whites. Inventions made by Blacks but, the white man wanted the credit so bad for it. That's your story, anything Africans/Blacks create, y'all want to steal and, "make it ours" and you alter history books and other storytelling materials for that. You people have a serious issue and he claims whites as being the good ones? 😂😂 Seriously, this bullshit boils my blood, it makes me sick. No one is good except God! Just because you do not understand another man's culture, it doesn't mean he's of low intelligence. Same language dialects. I can't believe he said such bullshit about my people! Does he mingle with us or know us?! He looks like he's probably stayed in Canada all his life until now. This is pathetic but I know you whites are just afraid and terrified of us. I'll never forget the way we suffered and still are.
Identity Attack0.55044734
Insult0.48484445
Profanity0.48510036
Threat0.06863153
Severe Toxicity0.23225832
Moderate 0.5532103 Constructive 0.654 Identity Attack Moral_Argument
Feb 17, 2026 2 likes Inside Canada's Indian Invasion...
These videos are clickbait. People assimilate and they take care of cities. These kinds of videos are just for creator to gain views and earn money. I don’t know how stupid people are to watch …
These videos are clickbait. People assimilate and they take care of cities. These kinds of videos are just for creator to gain views and earn money. I don’t know how stupid people are to watch and fall for such videos. Currently youtube, google is working as villian for society. Along with other social media
Identity Attack0.08087392
Insult0.5130944
Profanity0.3778404
Threat0.010757755
Severe Toxicity0.023076924
Moderate 0.5532103 Moderate Con 0.34 Insult Meta_Commentary
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
After watching this video, and then reading the comments i think I know what the problem is, its RACISM, people just dont like seeing so many people of different color, ofcourse mass immigration will bring …
After watching this video, and then reading the comments i think I know what the problem is, its RACISM, people just dont like seeing so many people of different color, ofcourse mass immigration will bring a lot of people, in this case it was Indians/pakistanis/bangladeshis, and its true out of so many immigrants some will choose wrong things to do(there are bad fishes in every pond), but isnt it true for everyone, even white people do the same shit, but the issue here which is concerning to everybody why a different race is here, the feel like its no more like canada used to be cuz brown people are here, but they forget white people also immigrated at one point of time to these lands. And also is nobody seeing the second part of the video where these people have temples giving out free food to so so many people. In my honest opinion, this rant of people is just glorified wrapper of RACISM which people dont wanna say out loud.
Identity Attack0.5051593
Insult0.40698266
Profanity0.4894185
Threat0.04718852
Severe Toxicity0.16960317
Moderate 0.5532103 Constructive 0.668 Identity Attack
Sep 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The problem is not indian people. People hate because indians don’t have civic sense. 1 they say phanchod anywhere in public which is vulgar behind. white people also know what it means. 2 throw garbage …
The problem is not indian people. People hate because indians don’t have civic sense. 1 they say phanchod anywhere in public which is vulgar behind. white people also know what it means. 2 throw garbage anywhere 3 noise pollution and smell of cooking 3 don’t know english illegal immigration. Don’t follow rules They do rallies which is blocking road in the name of god. Which is pathetic.
Identity Attack0.5135796
Insult0.5130944
Profanity0.4131548
Threat0.03787563
Severe Toxicity0.16960317
Moderate 0.5532103 Moderate Con 0.364 Identity Attack Insult
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Its just the uneducated Indians and immigrants who come to Canada that are messing things up, my parents immigrated to Canada from Pakistan, both my parents are from well educated families. When they came to …
Its just the uneducated Indians and immigrants who come to Canada that are messing things up, my parents immigrated to Canada from Pakistan, both my parents are from well educated families. When they came to Canada my dad got a job as a engineer and my moms a house wife, they are well assimilated to the culture of Canada and speak good English, they still practice there religion but don't force it down peoples throats. These are the types of immigrants that Canada needs not uneducated rats who don't know how to respect the people and country that welcomed them in the first place.
Identity Attack0.55044734
Insult0.5678696
Profanity0.2268346
Threat0.015429466
Severe Toxicity0.067522444
Moderate 0.5532103 Constructive 0.657 Identity Attack Insult Personal_Narrative
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of …
Couple of things to say!! 1. Thank you for putting this video as people and pupil in India and Canada will know the current status of the country. And Govt also lowered the percentage of offering the student visa. 2. I really don’t give a shit about your content Idk what’s exactly the problem with you, your life, or your parents that raised you in a way that you just complain about things. Your every video is either about drug capital / murder capital or invasion of blah blah country in blah blah city. 3. Let me simplify for you Indian didn’t just show up here over night it’s your governments who is fuckin greedy these people pay 3-4x amount of tuition fees and each and every student pay 20k ( formerly 10k) as GIC which is invested in your govt bonds and resturn of these shits is not even 1%. 4. There are flaws in each and every community and everywhere. When govt just getting people here blindly students, refugees and what not then it is nothing but obvious that people will not have jobs and no jobs mean yes crime! 5. Better to question your fuckin greedy GOVERNMENT, but you can’t bcs you also don’t give a damn you just wanna post these shit and get the comments from anti Indian people which is kinda cool now a days online but who cares they built their businesses and what not. You just can hate Indians they are everywhere ! Well it’s fine too when you can’t defeat only thing you can do is hate 6. They really don’t need any recommendations from the community of people whose young boys are busy in finding either they are gay or cats or what and their girls are busy selling their nasty pictures online. And their old males are busy in tailgating with their shity Ford F150 and the old females with their nth bf and pregnant with ,even they don’t know, with whom. 7. They are respectful and helping to work on low wages ( idk why). As you mentioned the Tim will you quit spreading hate and working at that place I’ll get you a job! 8. It’s much better rather than hating have good government who will offer visa to really the qualified ones not to just random white refugees with their 19 people family and feeding them! 8. You know what is more fucked up the muslims everywhere begging while they get help from UN as welfare. And even worst your people in Downtown high on even your JC don’t know. 9. There are real reasons to worry! Don’t create that doesn’t even exist! 10. If someone from across the world with not good English speaking and minimal education come here and take over your nation then you are right crying is the only option left bcs your lazy ass didn’t wanna do anything so, now you are crying and posting online
Identity Attack0.27682206
Insult0.48228607
Profanity0.41570562
Threat0.07093142
Severe Toxicity0.16960317
Moderate 0.5532103 Constructive 0.673 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
If having one Indian at a time so they assimilate n become American instead of coexisting with a million other Indians, Ur racist Ur scared of their races culture COEXISTING with urs Tyler Olivera ur …
If having one Indian at a time so they assimilate n become American instead of coexisting with a million other Indians, Ur racist Ur scared of their races culture COEXISTING with urs Tyler Olivera ur the reason it’s a salad n not a melting pot ur documentaries r click bait algo garbage, The guy on the bike needs to know their all doctors but his supreme race wouldn’t clock that Bieber voice
Identity Attack0.46028158
Insult0.5130944
Profanity0.25184435
Threat0.021127338
Severe Toxicity0.16960317
Moderate 0.54823303 Low Con 0.233 Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The most useless 3 stooges - Fraser , Miller and now Diab. Be honest get rid of people whom don't belong here, reduce the numbers , clear the backlog and let's bring back manageable numbers …
The most useless 3 stooges - Fraser , Miller and now Diab. Be honest get rid of people whom don't belong here, reduce the numbers , clear the backlog and let's bring back manageable numbers of honest applicants whom deserve to be here and will contribute. How hard is that? So sick of the racist rant and many immigrants I know that followed the rules to come cannot stand the Liberal mantra.
Identity Attack0.29951343
Insult0.58196646
Profanity0.1067334
Threat0.026307223
Severe Toxicity0.023076924
Moderate 0.54823303 Constructive 0.517 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Am sick and disgusted to the bone how Trudeau bring the wrong people into the country. So many are crooked, racist, corrupt, moved among their own and only support their own people. This is not …
Am sick and disgusted to the bone how Trudeau bring the wrong people into the country. So many are crooked, racist, corrupt, moved among their own and only support their own people. This is not the Canada we use to know.
Identity Attack0.33675182
Insult0.5739874
Profanity0.075792134
Threat0.008531082
Severe Toxicity0.022452017
Moderate 0.53579444 Moderate Con 0.392 Insult
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
My cousin came to canada under a 1 year work visa,, shes white french woman.. Speaks 5 languages, has 3 degrees, ran a business in France.. she landed here 1 years ago,, had to spend …
My cousin came to canada under a 1 year work visa,, shes white french woman.. Speaks 5 languages, has 3 degrees, ran a business in France.. she landed here 1 years ago,, had to spend 400$ to prove she speaks ENGLISH, (she speaks it fluently),, she paid taxes the moment she landed and got a job, bought a car, a small apartment. Everything Canadian,, not like these degenerate scum sucking immigrants. Had to spend another 500$ to extend her visa for another year.. Everything was going well. Until these worthless liberal cockroaches knocks on her door and told her she has 1 month to leave, because shes taking a JOB away from a CANADIAN!!!.. Are you fuckin kidding me.. These worthless ungrateful, self serving pakis, indies and chinese and who knows what else we let in, are getting subsidies to work at tim hortons,, Walmart,, canadaian tires.. Meanwhile our real Canadian kids can't get summer jobs or part times,, because of these worthless immigrants. Shes corporate, she doesn't take small coffee serving jobs..
Identity Attack0.5135796
Insult0.5543018
Profanity0.36230123
Threat0.012699619
Severe Toxicity0.16960317
Moderate 0.53579444 Moderate Con 0.484 Identity Attack Insult Personal_Narrative
Feb 19, 2026 1 likes LILLEY UNLEASHED: The fall of …
3:59 I would want to know who paid for those statues. I bet it was the city from your money guys. Just a guess. Also I dont think that Indians are bad people, that we …
3:59 I would want to know who paid for those statues. I bet it was the city from your money guys. Just a guess. Also I dont think that Indians are bad people, that we cant live with each other I respect them. What I dont respect is mass African migration like un EU, that is crazy stuff. I would rather live in a acity with 100000 Indians than 10000 Africans because they are a fk ticking bomb, you never know if they stab someone or rap*. Indians are working, Africans cant do anything other than crimes IDK how some people still dont see this, just look at any country that took them, its same everywhere. I live in Czech Republic and we have like 10% of Vietnamese people and you dont even know they are here, all of them work, they are very polite and fit into our society very well...
Identity Attack0.5498214
Insult0.46173862
Profanity0.43669638
Threat0.3203622
Severe Toxicity0.23224458
Moderate 0.53579444 Constructive 0.713 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The absolute trash journalism compared to Argentina is abismal. No critical analysis, just reading a teleprompter. You vote what you know. This country is doomed
The absolute trash journalism compared to Argentina is abismal. No critical analysis, just reading a teleprompter. You vote what you know. This country is doomed
Identity Attack0.41975367
Insult0.5393265
Profanity0.22429734
Threat0.008077981
Severe Toxicity0.023076924
Moderate 0.52811706 Low Con 0.234 Insult
Jan 13, 2026 Canada’s new rules in 2026
I don’t know what you’re talking about. Indian food is absolutely disgusting.
I don’t know what you’re talking about. Indian food is absolutely disgusting.
Identity Attack0.5504064
Insult0.47384647
Profanity0.25093055
Threat0.007598988
Severe Toxicity0.023076924
Moderate 0.52811706 Moderate Con 0.335 Identity Attack Identity_Assertion
Feb 28, 2026 Inside Canada's Indian Invasion...
Those Khalistani terrorists will be eliminated if they try to set foot into India. They are funded by Pakistani ISI, China and are involved in drug trafficking, human trafficking, extortion, terrorism, and god knows what. …
Those Khalistani terrorists will be eliminated if they try to set foot into India. They are funded by Pakistani ISI, China and are involved in drug trafficking, human trafficking, extortion, terrorism, and god knows what. Throw them out of you country or they will get Khalistan in Canada.
Identity Attack0.57150364
Insult0.4718924
Profanity0.1352073
Threat0.48617232
Severe Toxicity0.16960317
Moderate 0.52272606 Low Con 0.238 Identity Attack Fear_Threat
Feb 14, 2026 2 likes Inside Canada's Indian Invasion...
Jfc Michelle, I know you have a job to do and I'm not disagreeing with you... but damn, let people finish a sentence. Just because you're in a rush, doesn't mean you have to be …
Jfc Michelle, I know you have a job to do and I'm not disagreeing with you... but damn, let people finish a sentence. Just because you're in a rush, doesn't mean you have to be a turd.
Identity Attack0.11860296
Insult0.5130944
Profanity0.5150164
Threat0.010990778
Severe Toxicity0.02420936
Moderate 0.52272606 Constructive 0.565 Insult Meta_Commentary
Oct 2, 2025 IRCC Names India in Study …
Our national debt has tripled because of the liberals just paying down the interest we are doomed. If we don’t do something about it we’re done these idiots. Let all of these immigrants in thinking, …
Our national debt has tripled because of the liberals just paying down the interest we are doomed. If we don’t do something about it we’re done these idiots. Let all of these immigrants in thinking, and knowing that they will vote for them the same as the Democrats in the United States did that’s the plan. Do you remember when Trudeau said , the immigrants are more Canadian than you are because you take for granted your Canadian ship and that they are the true Canadians not us votes in the bag. Liberals have one how many times we’re doomed. We don’t live in Canada anymore. We live in, CANASTAN AND ALL AMERICAN CANADIENS ARE THE DUMBEST DECEPTION IS IN THE BRAIN. THEY DON’T EVEN REALIZE WHERE ALL AMERICANS LIVING IN NORTH AMERICA MAY THE TRUTH SET YOU FREE LOOK IN THE MIRROR IF YOU BECOME WHAT YOU HATE????
Identity Attack0.36702603
Insult0.57787937
Profanity0.25001678
Threat0.014048163
Severe Toxicity0.023076924
Moderate 0.52272606 Moderate Con 0.344 Insult Fear_Threat
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Wow, we have no idea where these people are, if these students are even in Canada, we don't know who left the country. What the he'll is happening . Who decided it was India that …
Wow, we have no idea where these people are, if these students are even in Canada, we don't know who left the country. What the he'll is happening . Who decided it was India that can send us millions of people and we are going to be ok. Who asked us the citizens, the taxpayers if this os ok with us that they steal our money and take away from our kids the privilege of living in their own houses, when they moved from the parents. The stupid government, mess up too much, is there anyway we can keep them accountable? I want jail time for them. I'm sure I'm not the only one .
Identity Attack0.16159154
Insult0.5739874
Profanity0.24910301
Threat0.011120236
Severe Toxicity0.023076924
Moderate 0.52139956 Constructive 0.522 Insult Fear_Threat
Oct 2, 2025 IRCC Names India in Study …
Now you know how I feel in the UK....I caught the bus home from work yesterday and I actually counted how many white people were on the bus.....there were me and one other person an …
Now you know how I feel in the UK....I caught the bus home from work yesterday and I actually counted how many white people were on the bus.....there were me and one other person an the other 16 were either indian Pakistani or black...I'm now a foreigner now in my own country....I hate and am not proud to be British anymore 😢😢😢
Identity Attack0.57150364
Insult0.3388922
Profanity0.2564132
Threat0.030623792
Severe Toxicity0.12282934
Moderate 0.52139956 Constructive 0.632 Identity Attack Identity_Assertion
Jan 27, 2026 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.