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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: "Your interview is all over …" 181 comments · Page 3 of 8
Interesting dichotomy - the people interviewed that are complaining about dirty Indians, are the ones who look run down, aren’t wearing clothes and filling the drug dens. I think everyone agrees there is way too …
Interesting dichotomy - the people interviewed that are complaining about dirty Indians, are the ones who look run down, aren’t wearing clothes and filling the drug dens. I think everyone agrees there is way too much immigration but let’s not get it twisted - a lot of the complaints are projection.
Identity Attack0.3895355
Insult0.34237885
Profanity0.104876526
Threat0.009100696
Severe Toxicity0.013801457
Moderate 0.3666224 Constructive 0.62 Moral_Argument
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
The comments on this video makes me sick. As a Canadian it genuinely disturbs me to read all the extremely racist rhetoric from people who I think better of. None of this video had any …
The comments on this video makes me sick. As a Canadian it genuinely disturbs me to read all the extremely racist rhetoric from people who I think better of. None of this video had any facts or anything. He just interviewed a racist guy on a bike and suddenly everyone thinks that is fact? If you actually did any real research, immigration has stimulated the Canadian economy immensely whether or not people want to believe it. And multiculturalism and sharing cultures will never be a bad thing. Racism will never be okay for Canadians. Stop it.
Identity Attack0.25309357
Insult0.3388922
Profanity0.057944927
Threat0.009204263
Severe Toxicity0.013285006
Moderate 0.36095104 Constructive 0.708 Moral_Argument
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
This channel just interviews a bunch of conservative types/racists to get their "unbiased" view.
This channel just interviews a bunch of conservative types/racists to get their "unbiased" view.
Identity Attack0.27875587
Insult0.32682732
Profanity0.09518933
Threat0.008582866
Severe Toxicity0.012054443
Moderate 0.36095104 Low Con 0.188
Nov 10, 2025 Inside Canada's Indian Metropolis (Brampton)
The interviewer is insufferable.
The interviewer is insufferable.
Identity Attack0.009249465
Insult0.35333878
Profanity0.069969244
Threat0.009178371
Severe Toxicity0.0061416626
Moderate 0.3389984 Low Con 0.252 Meta_Commentary
Feb 24, 2026 'We do know that there's …
Windsor is just as bad as Brampton if not worse, I would do some interviews there not just about Indians but the overall downfall of Windsor Ontario, it’s gotten so bad
Windsor is just as bad as Brampton if not worse, I would do some interviews there not just about Indians but the overall downfall of Windsor Ontario, it’s gotten so bad
Identity Attack0.27991617
Insult0.27558193
Profanity0.053435806
Threat0.008505191
Severe Toxicity0.0090408325
Moderate 0.3389984 Moderate Con 0.5 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Maybe the whites you're interviewing are also immigrants
Maybe the whites you're interviewing are also immigrants
Identity Attack0.40447855
Insult0.1342682
Profanity0.084844165
Threat0.007197669
Severe Toxicity0.011749268
Moderate 0.33587718 Moderate Con 0.311 Question
Jan 29, 2026 Inside Canada's Indian Invasion...
Canadian born and raised in a small northern town Facts- they ruin the trucking industry, the dump truck industry, they run all the restaurant chains (want a taco, a red dot Indian will make it …
Canadian born and raised in a small northern town Facts- they ruin the trucking industry, the dump truck industry, they run all the restaurant chains (want a taco, a red dot Indian will make it for you) my daughter got hired at Tim's ( cpl years back) the ONLY reason she got a second interview is because her first name can be easy Indian or Irish. They were calling her up she's standing there they couldn't understand how a white girl got hired. It's not ok. Even the non extreme ones do sympathize with extremist acts of terror on Christians. 70% have admitted this. When you listen to the news, 99% of the crimes - violent, assault, home invasions, women set ablaze on the subway... EVERY NAME IS NOT CANADIAN!!! sorry if you break the law , federal violent crimes or fraud GET THE F.O 5 years ago 1 store was bought by that group of people.... Within a year they were everywhere, and how they get to buy homes or business? Cuz they cheat the system. Living 20 in an apartment, running transports 24/7 letting unlicensed family members drive while they rest they cut open the seat to poop out the bottom while still clocking Kilometers while the Canadian guy follows rules. They undercut job prices safety is absent. We are getting outnumbered when we have paid into the system out whole lives. They come here get a welfare check get housing get all the cra benefits they never paid a dime into. It's bullshit we aren't happy and they gotta go Educational purposes only Entertainment purposes only
Identity Attack0.38176915
Insult0.24630153
Profanity0.08775374
Threat0.011249693
Severe Toxicity0.015286255
Moderate 0.33504707 Constructive 0.668
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm with the guy in the vest...I can deal with an Indian invasion over Muslim/African any day! We've had a huge Indian influx in our area and though they usually group together, they at last …
I'm with the guy in the vest...I can deal with an Indian invasion over Muslim/African any day! We've had a huge Indian influx in our area and though they usually group together, they at last largely assimilate even if their yards don't say it! Not to mention do this same interview in a largely Muslim area and see how the people react if you don't have a body guard!
Identity Attack0.40713623
Insult0.11464815
Profanity0.08549073
Threat0.043309137
Severe Toxicity0.018320406
Moderate 0.33255672 Constructive 0.763 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I grew up in Edmonton in a very Indian part of town. It's not "Indian people " not at All!! Maybe mass migration is an issue, but it's not Indians. Maybe immigration scams but trust …
I grew up in Edmonton in a very Indian part of town. It's not "Indian people " not at All!! Maybe mass migration is an issue, but it's not Indians. Maybe immigration scams but trust me, every Indian I lived with was civically minded. Blame the scams ...not the people! That's the federal governments fault!! Indian people have lived here for decades and in the UK. Unfortunately the scams have hurt the community!! (Even listen to the people in the interviews. Some of the best people I've met, and they ARE part of my community. I do worry about the scams but that's it)
Identity Attack0.37361985
Insult0.24928534
Profanity0.08193458
Threat0.010809537
Severe Toxicity0.013866014
Moderate 0.3317266 Constructive 0.887 Solidarity
Jan 19, 2026 2 likes Inside Canada's Indian Metropolis (Brampton)
What the 'polish' guy is saying and the 'redneck' guy is saying is pure bias!! If a 3000 sq ft home has 3 generations living then that would easily be anywhere from 5-12 people depending …
What the 'polish' guy is saying and the 'redneck' guy is saying is pure bias!! If a 3000 sq ft home has 3 generations living then that would easily be anywhere from 5-12 people depending on the number of children or sibling the earning member(s) have. The only problem is when these homes are converted to rooming units. Otherwise it is perfectly legal for extended families to live under one roof as first immigrants to gain foothold and then move on!! The fore fathers of the current white population did this as well !! Also, these immigrants and students are NOT housed in hotels and such, it is the refugees from Syria, Palestine and Ukraine (and other war torn countries) that Liberals brought in that are housed in hotels. So this is misinformation. What I do notice is that these losers are jealous of the hard work that the indian immigrants are capable of doing and feel intimidated. If this is any comfort, many indians are actually choosing to go back to India as opportunities are better and more and they have seen what Canada has to offer. There needs to be responsible reporting happening not just interview any guy on the streets who has 0 knowledge of the current political scenario.
Identity Attack0.36702603
Insult0.21368977
Profanity0.07255927
Threat0.011327368
Severe Toxicity0.013672344
Moderate 0.3266089 Constructive 0.746
Jan 7, 2026 Inside Canada's Indian Metropolis (Brampton)
Taylor the overly curious YouTube interviewer grift has been dead.
Taylor the overly curious YouTube interviewer grift has been dead.
Identity Attack0.029144434
Insult0.16846494
Profanity0.1308005
Threat0.13815513
Severe Toxicity0.014188796
Moderate 0.3260917 Low Con 0.128 Meta_Commentary
Feb 9, 2026 Inside Canada's Indian Invasion...
Either Canada belong to no one or Canada belongs to everyone ! We can't play favourite until we consult the real people of this land who were not interviewed ! lol Canada is a circus …
Either Canada belong to no one or Canada belongs to everyone ! We can't play favourite until we consult the real people of this land who were not interviewed ! lol Canada is a circus people take it too seriously !
Identity Attack0.2803029
Insult0.2735258
Profanity0.029888187
Threat0.007197669
Severe Toxicity0.008354187
Moderate 0.32557452 Moderate Con 0.339 Moral_Argument
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Tyler - was onto something but missed a HUGE story by not diving in deep enough. The Indian invasion in Canada makes the Minnesota Somalian insanity look like small potatoes. I’d be more than happy …
Tyler - was onto something but missed a HUGE story by not diving in deep enough. The Indian invasion in Canada makes the Minnesota Somalian insanity look like small potatoes. I’d be more than happy to be interviewed by Tyler.
Identity Attack0.2869935
Insult0.28997475
Profanity0.025497584
Threat0.008220384
Severe Toxicity0.0090789795
Moderate 0.3245134 Constructive 0.601
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...
This is what happens when you only interview old, white boomers. I was just in Brampton for my cousins wedding (they’re Indian). The wedding had tons of young white, Indian, Asian, etc. people. Everyone was …
This is what happens when you only interview old, white boomers. I was just in Brampton for my cousins wedding (they’re Indian). The wedding had tons of young white, Indian, Asian, etc. people. Everyone was having a good time and having fun. Old people don’t change, young people adapt and live. For what it’s worth, Brampton was bustling, growing, and there was construction everywhere. It felt safer and definately was cleaner than any size city like that in the US. All the Indians I know there (my extended family) are engineers, lawyers, finance types, and doctors. One of my uncles got the Order of Canada - he lives in downtown Toronto though, very wealthy cardiologist now.
Identity Attack0.36873037
Insult0.16773392
Profanity0.08064143
Threat0.00967031
Severe Toxicity0.0128976675
Moderate 0.30514878 Constructive 0.745
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Interview Jeremy Mackenzie of Second Sons Canada.They just had an "Indian Trucks Kill Canucks rally"
Interview Jeremy Mackenzie of Second Sons Canada.They just had an "Indian Trucks Kill Canucks rally"
Identity Attack0.22261032
Insult0.06739554
Profanity0.04065997
Threat0.37858796
Severe Toxicity0.016964722
Moderate 0.30514878 Low Con 0.255 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Why not interview the policy makers instead of poor people who are just pawns spending their entire life saving 😅😅. Tyler, you are just collecting cheap views bro. Every video of yours. You might be …
Why not interview the policy makers instead of poor people who are just pawns spending their entire life saving 😅😅. Tyler, you are just collecting cheap views bro. Every video of yours. You might be the next Nas Daily soon.
Identity Attack0.019575719
Insult0.26395
Profanity0.04892669
Threat0.0076507707
Severe Toxicity0.0064468384
Moderate 0.30514878 Low Con 0.253 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Interviewing Homeless and Pakistani 😅😅. Not a great content to watch.
Interviewing Homeless and Pakistani 😅😅. Not a great content to watch.
Identity Attack0.2808415
Insult0.16780703
Profanity0.038655918
Threat0.008815889
Severe Toxicity0.010986328
Moderate 0.3047732 Moderate Con 0.309 Meta_Commentary
Nov 13, 2025 Inside Canada's Indian Metropolis (Brampton)
Pierre Poilievre’s Immigration Hypocrisy: A Study in Convenient Principles Disguised as Conviction Pierre Poilievre has never met a border he did not want to fortify, a refugee claim he did not want to scrutinize, or …
Pierre Poilievre’s Immigration Hypocrisy: A Study in Convenient Principles Disguised as Conviction Pierre Poilievre has never met a border he did not want to fortify, a refugee claim he did not want to scrutinize, or an irregular crossing he did not want to turn into a national morality play. For years, he has warned Canadians that the country is being overrun by “illegal border crossers,” “queue jumping asylum seekers,” and “abusers of the system.” He delivers these warnings with the solemnity of a man announcing a biblical plague, not a handful of exhausted families walking across a ditch in Quebec. In Poilievre’s political universe, Roxham Road is not a rural footpath. It is a symbol of national decline. It is chaos incarnate. It is the place where the rule of law goes to die. It is, in short, the perfect stage upon which he can perform his favorite role: the lone defender of order in a world gone soft. At least, that is the story he tells the public. The private story, as publicly reported, is considerably less heroic. The Public Record That Refuses to Behave: According to reporting from The Breach and the National Observer, someone described as the uncle of Poilievre’s spouse has an immigration history that reads like a greatest hits compilation of everything Poilievre claims to oppose. The reporting outlines that he entered Canada and made a refugee claim. That claim was refused. A deportation order was issued. He later re-entered Canada through Roxham Road. He then filed a humanitarian and compassionate application. Poilievre’s spouse reportedly helped prepare that application. This is not fringe gossip. This is what journalists documented through correspondence, interviews, and immigration records. In other words, the exact pathway Poilievre condemns as “abuse of the system” is the same pathway publicly reported to have been used by someone connected to him. And suddenly, the man who treats Roxham Road like a national security breach becomes quieter than a library at midnight. The slogans stop. The outrage evaporates. The border, once a sacred line, becomes a flexible suggestion. The Rhetoric: A Symphony of Outrage: Poilievre’s immigration rhetoric is a carefully orchestrated performance. He warns that irregular border crossings undermine the rule of law. He insists humanitarian and compassionate applications are loopholes. He claims the system is being gamed. He declares that Canada must “take back control.” He delivers these lines with the moral certainty of a man who believes compassion is a gateway drug. In his speeches, asylum seekers are not people. They are symbols. They are props. They are the raw material from which he fashions his political identity. He is the sheriff. They are the threat. The border is the battleground. And Canada is the damsel in distress. It is a compelling narrative. It is also a narrative that collapses the moment it becomes personally inconvenient. The Reality: A Study in Elastic Principles: When someone connected to Poilievre uses the very same system he condemns, the rules change with breathtaking speed. Irregular border crossings are no longer a crisis. They are a misunderstanding. A technicality. A regrettable but understandable choice. Humanitarian and compassionate applications are no longer loopholes. They are legitimate pathways. Necessary tools. Evidence of a compassionate system. The border is no longer a sacred line. It is a suggestion. A guideline. A flexible concept open to interpretation. It is a remarkable transformation, like watching a man insist that jaywalking is a crime against humanity until his friend does it, at which point it becomes a misunderstood act of civic expression. The Political Convenience of Shifting Standards: Poilievre’s political identity is built on the idea that he alone will restore order. He alone will enforce the rules. He alone will protect Canada from the chaos of irregular migration. But the moment the rules become inconvenient, they are no longer rules. They are preferences. They are vibes. They are whatever he needs them to be in the moment. This is not a minor contradiction. It is a fundamental collapse of the moral architecture he has built his political brand upon. If irregular crossings are a crisis, then they are a crisis for everyone. If humanitarian applications are loopholes, then they are loopholes for everyone. If the system is broken, then it is broken for everyone. But Poilievre’s version of justice is not universal. It is conditional. It is situational. It is deeply, profoundly personal. The Broader Pattern: Institutions Are Sacred Until They Are Not: This is not the first time Poilievre’s principles have proven to be more flexible than advertised. He has attacked the Supreme Court of Canada when its rulings do not align with his political needs. He has accused the justice system of being too lenient when it suits him and too harsh when it does not. He has framed himself as the defender of institutions while undermining them whenever they become inconvenient. It is a pattern. It is a habit. It is a worldview. And it reveals something essential about his politics. For Poilievre, institutions are not pillars of democracy. They are tools. They are props. They are instruments to be used when helpful and discarded when not. The Satirical Truth: A Philosophy in One Sentence: Pierre Poilievre’s immigration philosophy can now be summarized with clinical precision: Canada must crack down on irregular border crossings, except for the ones that are fine. And he will decide which ones are fine. It is a stance that bends so far backward it could qualify for a gymnastics medal. It is a stance that reveals more about political convenience than national security. It is a stance that exposes the gap between what Poilievre says and what Poilievre does. And it is a stance that makes one thing abundantly clear. Polievre's Hypocrisy
Identity Attack0.10221587
Insult0.28586254
Profanity0.023379711
Threat0.00866054
Severe Toxicity0.007209778
Moderate 0.30439767 Constructive 0.557 Policy_Critique
Feb 23, 2026 LILLEY UNLEASHED: The fall of …
At least the Indians are working. I watched that Hasidic Jew interview Tyler just did and that was wild how no one worked.
At least the Indians are working. I watched that Hasidic Jew interview Tyler just did and that was wild how no one worked.
Identity Attack0.36702603
Insult0.10148193
Profanity0.11292298
Threat0.01101667
Severe Toxicity0.013414118
Low Tox 0.29771072 Moderate Con 0.389 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The [white] interviewer went inside the hindu and sikh temple with an intention to generate more hate towards those communities among white fellas but instead received so much of love and warmth there. Change your …
The [white] interviewer went inside the hindu and sikh temple with an intention to generate more hate towards those communities among white fellas but instead received so much of love and warmth there. Change your thinking and you will start seeing the kindness and beauty of world outside of your imagination.
Identity Attack0.36598656
Insult0.076502606
Profanity0.07740857
Threat0.011612174
Severe Toxicity0.009536743
Low Tox 0.2854971 Constructive 0.566
Dec 8, 2025 Inside Canada's Indian Metropolis (Brampton)
That mid-role for “free cash” is shadier than every Indian you interviewed.
That mid-role for “free cash” is shadier than every Indian you interviewed.
Identity Attack0.29188538
Insult0.16883044
Profanity0.032142747
Threat0.007819066
Severe Toxicity0.006752014
Low Tox 0.2854971 Low Con 0.11 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Richmond Hill and Scarborough in Ontario and Richmond in BC are largely Asian Woodstock ON is largely Italian So, when the Canadian government (particularly a drama teacher turned prime minister) allowed and gave LEGAL VISA's …
Richmond Hill and Scarborough in Ontario and Richmond in BC are largely Asian Woodstock ON is largely Italian So, when the Canadian government (particularly a drama teacher turned prime minister) allowed and gave LEGAL VISA's to thousands of economic migrants from India with no questions asked, what responsibility and accountability do Canadian voters demand from their own governments - both federal and provincial? While it's easy to videotape borderline racism and bigotry directed at immigrants from any one background or national origin (which is understandable btw), why not go interview videotape Sean Fraser and others like him who allowed (and signed off) this to occur in the first place? See what nuggets of wisdom you get from your own government perhaps.
Identity Attack0.2331515
Insult0.23237456
Profanity0.025087673
Threat0.009126588
Severe Toxicity0.0077438354
Low Tox 0.2854835 Constructive 0.621 Policy_Critique
Dec 2, 2025 Inside Canada's Indian Metropolis (Brampton)
My daughter is a fully qualified for graphic Designer and yet (with thousands of $$$in student debt) cannot find a job. She actually put in her resume with an Indian name as well as in …
My daughter is a fully qualified for graphic Designer and yet (with thousands of $$$in student debt) cannot find a job. She actually put in her resume with an Indian name as well as in her own name. Guess which resume had a call for an interview, yes - the one with the Indian name. This is insane. I require personal health-care at home and i REFUSE TO have my Canadian worker be replaced with an immigrant from Kenya. Sorry but the Canadian worker has been here for 5 generations and then suddenly she's going to lose her house because of this situation with immigrants. Not if have anything to do with it if and when i can. Sharia law, and other foreign practices are not respectful to Canadian culture. If they dont assimilate to our culture, speak our official languages (French and English). Deport them all. ALL OF THE IMMIGRANTS MUST BE DEPORTED, ESPECIALLY ISLAMICS, AND MUSLIMS, AS WELL AS INDIANS. These immigrants are not respectful to the host country. The muslim women wearing hijabs (veils covering their entire faces should NOT BE PERMITTED for safety reasons) must follow our culture and expose their faces. From Canada 🇨🇦 ❤❤❤
Identity Attack0.26494437
Insult0.17858955
Profanity0.046171114
Threat0.0077802283
Severe Toxicity0.009841919
Low Tox 0.2853768 Constructive 0.67 Personal_Narrative
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
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)

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.