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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: "what does this video have …" 1,144 comments · Page 20 of 46
I was just thinking how this was the first video in awhile where Tyler or video man wasn't put in danger and then Tyler goes AND PUTS HIMSELF IN DANGER
I was just thinking how this was the first video in awhile where Tyler or video man wasn't put in danger and then Tyler goes AND PUTS HIMSELF IN DANGER
Identity Attack0.01139534
Insult0.03665562
Profanity0.08225787
Threat0.079364374
Severe Toxicity0.01393057
Low Tox 0.27412915 Moderate Con 0.471 Meta_Commentary
Feb 5, 2026 Inside Canada's Indian Invasion...
(Flees gang violence, applying for Asylum) _ Creates and joins gangs in Canada when they arrive. Becomes liasons for the old gangs they fled from. Their community fears the police... (because back where they are …
(Flees gang violence, applying for Asylum) _ Creates and joins gangs in Canada when they arrive. Becomes liasons for the old gangs they fled from. Their community fears the police... (because back where they are from, the Police is corrupt and works with gangs.) Thus they perpetuate the cycle by not calling out the individuals and help gang-busting units. Canada then starts enabling this. By kid-gloving migrants, non-permanent residents, Visa holders. Judges arent helping either. BAIL, BAIL, BAIL $$$. And thus Crime is imported. Religious extremists call out xyz-phobia. Etc... I was told that my struggles, my hard work. My self-imprivement and all of the trials I got througb are "A priviledge" that I have it better than xyz. And I get demeaned for my skin colour, and that I was born in Canada so I (must have is good) _ right? As a french-Canadian. English Canadians shit on me. As a woman, I get judged as a Tomboy and asked if I'm a Lesbian (no. I just like video games and Cars), and get judged by my skin whenever I claw myself out of a challenge or find some stability and happiness. Colonizer, slaveowner, cracker, priviledged, cooshie, freerider, racist, kkk, nazi. White supremacist, faschist, etc... Its enough to infuriate anyone. And you'd think we got away from being racist. Of using slanderous namecalling. Its depressing.
Identity Attack0.16993292
Insult0.20668297
Profanity0.02344803
Threat0.02803385
Severe Toxicity0.008735657
Low Tox 0.27412915 Constructive 0.648
Aug 25, 2025 Why Canadians Are Turning Against …
It’s very interesting because Indians seem to be more thick skinned than Canadians in general, so even white ppl’s reservations or microaggressions don’t register to them and they just keep expanding on positivity. I’ve met …
It’s very interesting because Indians seem to be more thick skinned than Canadians in general, so even white ppl’s reservations or microaggressions don’t register to them and they just keep expanding on positivity. I’ve met many Indian people in Canada and it almost seems like they’re so positive and community minded that they think it’s small minded to be stingy about sharing space, which can clash with the general reserved nature of Canadians but also make you feel embarrassed in a way about being judgmental. You even see it in this video with the white guy asking judgey questions to Indians but he gets showered with food and hospitality from the Indians. No matter how you fight it you kind of get overpowered by their positivity…
Identity Attack0.316
Insult0.15485314
Profanity0.062454045
Threat0.008815889
Severe Toxicity0.008468628
Low Tox 0.27412915 Constructive 0.76 Moral_Argument
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
I read the comments first before watching the video, and the negativity was strong. So I watched the video expecting to hear the Indians sounding terrible and entitled, and instead it's obvious they're just like …
I read the comments first before watching the video, and the negativity was strong. So I watched the video expecting to hear the Indians sounding terrible and entitled, and instead it's obvious they're just like every other group of immigrants who ever came before them, including those from Europe. The guy at 9:35 got lots of negative comments, but it's clear that he's the typical inspirational immigrant story, coming here, studying and working hard, and eventually achieving his degree, which brings him a better life in a prosperous country, the exact same thing Europeans came to Ellis Island for 100 years ago. And they also created Irish, Italian, Greek, etc. enclaves withing major cities. Also they say Brampton only had 18,000 people 50 years ago, and are upset that now it has 750,000, and all the growth has been from Indians. So then what's the problem? They didn't even displace anyone, they just moved to an area that was previously a small town on the outskirts of Toronto, and is now a major suburb. That growth of suburbs has happened over the last 50 years in every city in North America, from both domestic and immigrant people choosing to settle there. Did you expect a town that close to Toronto to experience zero growth over 50 years?!! While every other suburban area on the continent grows? If so, then you clearly aren't the brightest bulb.
Identity Attack0.2854555
Insult0.1505596
Profanity0.09389619
Threat0.012181788
Severe Toxicity0.012054443
Low Tox 0.27412915 Constructive 0.817
Oct 5, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
AS AN INDIAN THANKS FOR MAKING THIS VIDEO . I AS A INDAIN REQUEST you my brother Canadian's to stop the illegal smuggling thing. India is not actually filled with these kind of people. there …
AS AN INDIAN THANKS FOR MAKING THIS VIDEO . I AS A INDAIN REQUEST you my brother Canadian's to stop the illegal smuggling thing. India is not actually filled with these kind of people. there are poor and rich here both suffer with this country. but the rich understand and are are very well educated to understand the locals and support their country. but idk what's wrong with Canada that they leave the north Indian's ( basically 90% people of this part of region are not very friendly and are very badly educated about things only the top 10% of this region really understand things and even they suffer with this and the allegations some of them for just being the same religion ) and because of them the other people of India who were going to America/Canada for better meant of the country they go to , get with this and get rejected. its just my opinion and the things I have seen going around me.
Identity Attack0.2781757
Insult0.08831572
Profanity0.077731855
Threat0.012440704
Severe Toxicity0.014188796
Low Tox 0.2667042 Constructive 0.774 Personal_Narrative
Feb 18, 2026 Inside Canada's Indian Invasion...
Cant wait for saji saarma to make another video on you calling you a waycist.
Cant wait for saji saarma to make another video on you calling you a waycist.
Identity Attack0.04435511
Insult0.13607834
Profanity0.08419759
Threat0.04098356
Severe Toxicity0.009841919
Low Tox 0.2667042 Low Con 0.151 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Thank-you so much for this video. I am a 54 year old, white Canadian woman. I have lived in Ontario my entire life, but I don't recognize it anymore, and, if I had the money, …
Thank-you so much for this video. I am a 54 year old, white Canadian woman. I have lived in Ontario my entire life, but I don't recognize it anymore, and, if I had the money, I would leave. We are being taken over by immigrants, and we aren't allowed to say anything about it, or we are called racists. It's so unfair! How is it OK, that we are forced to remain silent as we watch our country be taken over? Our housing, our jobs, our culture; it's all being handed over to immigrants, mainly from East India and Arab countries. Even my kid's school population has become 95% East Indians and Arabs. The remaining 5% are a mix of whites, blacks, and a couple of kids from the Philippines. There is no diversity. It's just so unfair!
Identity Attack0.28034934
Insult0.12159709
Profanity0.036401358
Threat0.00951496
Severe Toxicity0.008888245
Low Tox 0.26293078 Constructive 0.754
Aug 28, 2025 7 likes Why Canadians Are Turning Against …
There is a video on how a Canadian citizen should leave Canada and come back as a refugee new immigrant! It's sickening because the government our tax paying dollars are paying each immigrant $224.00 per …
There is a video on how a Canadian citizen should leave Canada and come back as a refugee new immigrant! It's sickening because the government our tax paying dollars are paying each immigrant $224.00 per day to be housed in hotel room and food etc?! This is wrong as how come ppl like myself awaiting to have my knee replacement surgery I am only getting $1208 per month on disability EIA? I am sorry but I was.born and raised a true Canadian citizen from Wpg Mb Canada, I have never relocated and came back to Canada I have always remained here right from first day I was born! I lived threw our most brutal winters we have ever had and yes I lived it and still and were is my $30000 or should I say $53000, $1000 for each year born and raised here in Canada is what it should be!? These immigrants come here need to learn English language fluently both speak and listen in it as well, they should not become a Canadian citizen legally until they have resided in Canada for a substantial amount of time! A Canadian citizenship status should be earned big time no matter where you came flat out before getting any benefits of any kind and be able to buy and sell homes here too!? I find cab drivers muslems mostly very ignorant and rude talking in their language while on the job behind the wheel must add yes ppl driving you to your destination and not to mention do these.ppl stop to think maybe your clients passengers get annoyed listening to that on their ride to where ever,???? NO NO NO!! YOUR WIFE, MOTHER, FATHER OR CHILDREN WHOMEVER SHOULD NOT BE BOTHERING YOU WHILE YOU ARE ON THE JOB WORKING?! When I go to work as a nurse do you see me talking to my spouse or family members while I am helping my clients eat or bath and get dress, NO WAY YOU WOULD BE FIRED!!? Us Canadian citizens need to stand together and our tax paying money we should have a say in where it should be going not to ppl who are not from our country!?
Identity Attack0.21668483
Insult0.16846494
Profanity0.025360947
Threat0.007883795
Severe Toxicity0.008163452
Low Tox 0.26293078 Constructive 0.8
Aug 29, 2025 Why Canadians Are Turning Against …
I say deport anyone who came here from the 70s and there families only W canadiens stay — including the person who made this video. I don’t care if they have children here; they should …
I say deport anyone who came here from the 70s and there families only W canadiens stay — including the person who made this video. I don’t care if they have children here; they should face the legal and removal from the country . that will definably free up housing and jobs just like trump is doing
Identity Attack0.20680901
Insult0.0818789
Profanity0.02030538
Threat0.100830056
Severe Toxicity0.01302678
Low Tox 0.26293078 Moderate Con 0.436 Identity_Assertion
Aug 25, 2025 Why Canadians Are Turning Against …
Considering many needy Canadians do not qualify for social assistance and have no access to interest free loans to get back on their feet if they are, say, homeless or in financial trouble, this just …
Considering many needy Canadians do not qualify for social assistance and have no access to interest free loans to get back on their feet if they are, say, homeless or in financial trouble, this just stinks. While the video tries to downplay elements, the bottom line is that illegal refugees are a massive drain on social support services that many needy Canadians are not getting who also need it. This is an utter joke.
Identity Attack0.11047905
Insult0.20668297
Profanity0.026454043
Threat0.006763986
Severe Toxicity0.004825592
Low Tox 0.26293078 Constructive 0.506
Feb 8, 2019 How much do refugees and …
The common street interviews of people who have never thought about anything but their own small world. No insight racist intention video.
The common street interviews of people who have never thought about anything but their own small world. No insight racist intention video.
Identity Attack0.10221587
Insult0.16839184
Profanity0.021740068
Threat0.0074436385
Severe Toxicity0.0051116943
Low Tox 0.26104406 Low Con 0.132
Jan 11, 2026 Inside Canada's Indian Metropolis (Brampton)
i can smell the video
i can smell the video
Identity Attack0.011025362
Insult0.03158728
Profanity0.12991914
Threat0.011819307
Severe Toxicity0.0119018555
Low Tox 0.25915736 Moderate Con 0.359 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
They aren’t used to toilets. Assimilation isn’t encouraged. It will end up being a very dirty city. Go watch travel vloggers visiting India! Tyler here has great travel videos!
They aren’t used to toilets. Assimilation isn’t encouraged. It will end up being a very dirty city. Go watch travel vloggers visiting India! Tyler here has great travel videos!
Identity Attack0.15303208
Insult0.1378885
Profanity0.08322773
Threat0.008323951
Severe Toxicity0.008850098
Low Tox 0.25727063 Moderate Con 0.445
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians took visa, kindly make video on how Europeans colonised American continent.
Indians took visa, kindly make video on how Europeans colonised American continent.
Identity Attack0.28034934
Insult0.0638991
Profanity0.06044999
Threat0.01750142
Severe Toxicity0.01083374
Low Tox 0.2553839 Low Con 0.216 Comparative_Framing
Feb 14, 2026 27 likes Inside Canada's Indian Invasion...
Videos like these would be nicer if you did research/fact-checked people's statements. I know the purpose is to get the POV of the general populace, but it sucks hearing at the end of the video …
Videos like these would be nicer if you did research/fact-checked people's statements. I know the purpose is to get the POV of the general populace, but it sucks hearing at the end of the video "Well, idk why" when you could improve the quality of the video by supporting or rejecting claims people make. Also, asking more balanced questions instead of biased ones is another way you can improve. For example, no difficult questions or claims against the anti-immigration Canadians were given - they were basically just asked "why do you think this?" On the other hand, the pro-immigration migrants were given questions regarding claims made by the anti-immigrant Canadians - which again was never fact checked by your team. It's difficult and feels like a waste of time when we're just hearing testimony - as important as each individual's story is - but without any critical thinking or research applied.
Identity Attack0.05612817
Insult0.16883044
Profanity0.21348765
Threat0.007689608
Severe Toxicity0.008735657
Low Tox 0.25462922 Constructive 0.833
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Everything in this video is flee information and fear monger ing
Everything in this video is flee information and fear monger ing
Identity Attack0.02439919
Insult0.061976057
Profanity0.07191269
Threat0.012492486
Severe Toxicity0.010223389
Low Tox 0.25462922 Low Con 0.11 Policy_Critique
Feb 5, 2026 Inside Canada's Indian Invasion...
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, …
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, etc. and the complaining of dominating every industry? I’m not sure what angle that is. Maybe the other groups should do better at dominating industries or advocate for businesses to hire other Canadians (equal opportunity employment). And the whole “ cow poop video” Tyler posted is one village in India ; which of course makes Indians collectively look bad and gives way for many of you in the comments to continually perpetuate this idea that Indians are sub-human. And Tyler, word of advice, if you’re going to show parts of the Indian community and Hinduism religion in Canada — at least learn to pronounce words correctly so you don’t sound like a complete idiot.
Identity Attack0.21075934
Insult0.16124763
Profanity0.05268429
Threat0.009359611
Severe Toxicity0.0077819824
Low Tox 0.25462922 Constructive 0.677 Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
All the Americans come up to Canada and film these videos and never reach out to me the Resident Indian expert! Ive got the details fellas been covering the scams for a while!
All the Americans come up to Canada and film these videos and never reach out to me the Resident Indian expert! Ive got the details fellas been covering the scams for a while!
Identity Attack0.2028587
Insult0.14331897
Profanity0.031140719
Threat0.00814271
Severe Toxicity0.005264282
Low Tox 0.25462922 Moderate Con 0.477 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Thanks for making making this video they need to be stopped before it’s too late
Thanks for making making this video they need to be stopped before it’s too late
Identity Attack0.020178653
Insult0.045007613
Profanity0.06345607
Threat0.058826666
Severe Toxicity0.011749268
Low Tox 0.25462922 Moderate Con 0.322 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Another banger video
Another banger video
Identity Attack0.028016793
Insult0.06599696
Profanity0.15724123
Threat0.02803385
Severe Toxicity0.014511578
Low Tox 0.25462922 Moderate Con 0.402
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Where can I find this woman I’d like to post her video.
Where can I find this woman I’d like to post her video.
Identity Attack0.04151922
Insult0.03511308
Profanity0.14225815
Threat0.12382901
Severe Toxicity0.017610285
Low Tox 0.25462922 Moderate Con 0.431 Meta_Commentary
Sep 15, 2025 1 likes Why Canadians Are Turning Against …
I watched a video on CBC channel, they have the comments closed so they can massively shill for the invaders who flooded Canada, to stay in Canada. I was never in the large group of …
I watched a video on CBC channel, they have the comments closed so they can massively shill for the invaders who flooded Canada, to stay in Canada. I was never in the large group of people asking for CBC to be defunded, now I'll pray for it everyday. CBC is a highly anti Canadians television.
Identity Attack0.24462871
Insult0.123407245
Profanity0.016889455
Threat0.009540852
Severe Toxicity0.005607605
Low Tox 0.25462922 Constructive 0.516 Fear_Threat
Jan 16, 2026 2.9 million Canadian temporary visas …
It's so tragic to see this video. It's a loss of Canadian culture. This happened in my hometown of London, England. I moved to Sydney, Australia, and since the start of the pandemic, the country …
It's so tragic to see this video. It's a loss of Canadian culture. This happened in my hometown of London, England. I moved to Sydney, Australia, and since the start of the pandemic, the country has been flooded with Indians. I no longer want to live in what feels like Mumbai and am considering moving to Portugal.
Identity Attack0.3043136
Insult0.081508696
Profanity0.020851927
Threat0.00823333
Severe Toxicity0.009155273
Low Tox 0.25462922 Constructive 0.694
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I appreciate the concern being raised in this video, but just a small correction, the Lindsey burglar wasnt an immigrant, he was a 'native' white Canadian
I appreciate the concern being raised in this video, but just a small correction, the Lindsey burglar wasnt an immigrant, he was a 'native' white Canadian
Identity Attack0.28883415
Insult0.0813853
Profanity0.029186781
Threat0.008336896
Severe Toxicity0.006713867
Low Tox 0.25462922 Constructive 0.696
Aug 26, 2025 Why Canadians Are Turning Against …
At the end, why are you asking "why?" You have super delicious food, you have a growing economy feeding the national GDP, you have super nice people. Also, if immigrants don't "integrate" then you get …
At the end, why are you asking "why?" You have super delicious food, you have a growing economy feeding the national GDP, you have super nice people. Also, if immigrants don't "integrate" then you get to enjoy a diversity of culture instead of it being white washed down to hamburgers and soggy, bland fries. Seriously, I don't understand any of the xenophobia in the comments- or the video here! Some of y'all sound like the MAGA that we have such a problem with here in the USA.
Identity Attack0.28034934
Insult0.0838533
Profanity0.026180768
Threat0.0073918556
Severe Toxicity0.006942749
Low Tox 0.25462922 Constructive 0.753 Moral_Argument
Dec 19, 2025 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.