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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: "This is same thing the …" 894 comments · Page 23 of 36
Americans have been in shock over the last few weeks after all the Somalian corruption that has been exposed in Minnesota, Brampton is Canada's version of the Minnesota case except it's so much worse, the …
Americans have been in shock over the last few weeks after all the Somalian corruption that has been exposed in Minnesota, Brampton is Canada's version of the Minnesota case except it's so much worse, the corruption in Brandon is in its own league and i highly suggest anyone who's interested to do some of your own research, most of this stuff is hidden in plain sight yet the government doesn't react or do a single thing about it, and in some cases they are literally part of the corruption. The downfall of canada enabled by its greedy corrupted politicians will be studied by future generations and i'm glad that history will not be kind to them.
Identity Attack0.06567776
Insult0.08212569
Profanity0.021945024
Threat0.008466354
Severe Toxicity0.003604889
Low Tox 0.16158698 Constructive 0.536
Jan 27, 2026 Inside Canada's Indian Invasion...
STOP ISSUING VISITOR VISA AND STUDENT FOR INDIAN BANGLADESH AND PAKISTAN. STUDENT VISA ASK THEM TO TRANSFER ALL THE TUTION FEES INCLUDING LUVING EXOENSE IN ADVANCE IN CANADA AND LOCK THE FUND. ALSO STUDENT SHOULD …
STOP ISSUING VISITOR VISA AND STUDENT FOR INDIAN BANGLADESH AND PAKISTAN. STUDENT VISA ASK THEM TO TRANSFER ALL THE TUTION FEES INCLUDING LUVING EXOENSE IN ADVANCE IN CANADA AND LOCK THE FUND. ALSO STUDENT SHOULD ONLY ONLY WORK IN CAMPUS. PERIOD. TRUST ME YOU WILL SEE 99 PERCENT OF THESE PROBLEM WILL GO AWAY. CANADIANS WILL GET JOB. THINGS WILL BE NORMAL.
Identity Attack0.1444726
Insult0.04442204
Profanity0.015318131
Threat0.0078449575
Severe Toxicity0.0052261353
Low Tox 0.16158698 Moderate Con 0.413
Sep 28, 2025 IRCC Names India in Study …
Wish british could have stayed in brtian.. these things could have been avoided 🤡
Wish british could have stayed in brtian.. these things could have been avoided 🤡
Identity Attack0.11163961
Insult0.033680726
Profanity0.02973333
Threat0.009929225
Severe Toxicity0.005607605
Low Tox 0.16158698 Low Con 0.205
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s not just Indians but liberals do the same thing when they leave
It’s not just Indians but liberals do the same thing when they leave
Identity Attack0.15303208
Insult0.04149419
Profanity0.036401358
Threat0.008582866
Severe Toxicity0.004043579
Low Tox 0.16098402 Low Con 0.239 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
That guy in the orange on the bike was wildly honest with his views on things lol
That guy in the orange on the bike was wildly honest with his views on things lol
Identity Attack0.011987305
Insult0.06494803
Profanity0.06145202
Threat0.008323951
Severe Toxicity0.0048065186
Low Tox 0.16043124 Moderate Con 0.411 Meta_Commentary
Jan 27, 2026 764 likes Inside Canada's Indian Invasion...
I grew up with integration that I LOVED, met people from all over the world. I've been working since I was 14 I've worked for people from all over the world , rented from different …
I grew up with integration that I LOVED, met people from all over the world. I've been working since I was 14 I've worked for people from all over the world , rented from different people since I was 18 and learned great things I can add to my construction or cooking repertoire that you could possibly couldn't learn in the West without diversity. BUT now we have a group of people coming here buying up businesses while only hiring people from their country buying up single homes putting up crammy 8 plexus, and only renting to people from their home country. If these were French people like my heritage is, I would be even more pissed because I could say something without being called a racist. These immigrants are coming here with one goal retribution against the English Empire for the past or some shit, I dont know, and they're taking it out on us Canadians. over 5 years I've collected proof so I feel very safe coming out now and talking about this because I have everything to back it up. Those single homes I was talking about half of them burned down and they use insurance fraud money add multiple loopholes to use government money along the way as well, that's damn taxpayer money building parts of these homes... I'm a concrete worker they do not let these walls set properly, they don't seal the windows and doors properly, everything's going to leak but because they only rent to people from their home country after 3 years they can take their name off the property and nobody and I mean nobody is going to report leaks because they have a tyrannical control over who they rent to.... I dont even need to name the group because its OBVIOUS, living in the same city most ky life I've seen a drastic change, and this isnt intregation like my family did as they we're the members of french part of the metis tribe long ago. 5 years in a row they have added an average of 70,000 people legally to the city I live in I live in of 1.4 million people that is absolutely absurd the train system is packed all the way until 1:00 a.m.... it's just simple economics you can't add that many people and have a sustainable City.... these idiots never played sim city or some shit Also there are millions that came pretending to get spots in our universities and didn't show up, and these are the same people that are buying up all the businesses and houses and only letting the people from their own country be involved that is not integration....... There's also a huge problem with people faking Refugee status from this very place and there's even a few videos circulating online on just how to do it people from this country bragging how their making double of the average income of a Canadian a year PLUS free food and board from this fake Refugee status, HOLY FUCK! We are radicalizing here in Alberta and it's about to get real. Not only do these immigrants only want their own people involved in anything they are rude as hell when confronted about any of this even in a kind way.  There's a great deal of them that are at the top of the fenthinal distribution. mind you a lot of that's being shipped from other places but the distribution hails differently....roughly 70% of the major fenthinal arrests and seizures have those paticular heritage backgrounds to prove it. They are destroying the country in SO MANY WAYS, im DONE trying to be civil or nice about this debate,  5 years is my limit bitches, fuck you, fuck off or we'll fucking make you -Alberta proud , and fuck you again bitches
Identity Attack0.06749674
Insult0.0720671
Profanity0.06145202
Threat0.007534259
Severe Toxicity0.005493164
Low Tox 0.16043124 Constructive 0.775 Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
Im from a small/medium city in texas, we have tonssss of migrants from allll over, and the thing is, they fly the Texas flag alongside their own.. you will never see them not doing that. …
Im from a small/medium city in texas, we have tonssss of migrants from allll over, and the thing is, they fly the Texas flag alongside their own.. you will never see them not doing that. It seems we receive a different "breed", and I am fine with that hehe
Identity Attack0.14233272
Insult0.03489272
Profanity0.039407436
Threat0.008427517
Severe Toxicity0.005340576
Low Tox 0.16043124 Constructive 0.702 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
I have not found one thing in that culture I respect.
I have not found one thing in that culture I respect.
Identity Attack0.10221587
Insult0.029493837
Profanity0.027547138
Threat0.007883795
Severe Toxicity0.0048828125
Low Tox 0.15987846 Moderate Con 0.363
Oct 20, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
Deporting may not work, what if they just do the same thing again from their country? Need more firm punishments
Deporting may not work, what if they just do the same thing again from their country? Need more firm punishments
Identity Attack0.09162762
Insult0.025155678
Profanity0.018597418
Threat0.061089642
Severe Toxicity0.005378723
Low Tox 0.15987846 Low Con 0.293 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
One thing to highlight with not seeing any homeless Indians in that first seen is not that Indians are causing others to be homeless - rather, they are willing to help family out to prevent …
One thing to highlight with not seeing any homeless Indians in that first seen is not that Indians are causing others to be homeless - rather, they are willing to help family out to prevent homelessness! When we first came here (20+ years ago from Ethiopia), we couldn’t find work and faced homelessness. Our extended family came thru and let the 4 of us stay in a small 1 bedroom in the basement until we could get on our feet. By having a room to be safe in, we avoided a lot of the consequences of homelessness that would have made getting back on our feet exponentially difficult. What I have found shocking now to see as a Canadian of 20+ years is my non-immigrant Canadian friends who will watch quietly as their family members fall under the poverty line and towards homelessness, avoiding inviting them in to not “disrupt their peace” at home. I’ve had random family of friends stay with me in hard times to avoid them being on the street while my generally kind friends (at least to others!) did not take them in. This individualistic mindset of the West really means if you have a low point in life, you will plummet to rock bottom…. Ofc homelessness and poverty is multifaceted but a more collective approach to community would also reduce the burden!
Identity Attack0.17614605
Insult0.060927123
Profanity0.021466793
Threat0.008414571
Severe Toxicity0.004787445
Low Tox 0.1587729 Constructive 0.879
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Why to bring them waste our tax dollars and struggling to send them back, and most of them land in illegal status. They hide in cash jobs. Creating a mess. Why can't they do right …
Why to bring them waste our tax dollars and struggling to send them back, and most of them land in illegal status. They hide in cash jobs. Creating a mess. Why can't they do right thing at the first time.
Identity Attack0.054763943
Insult0.06669625
Profanity0.015044857
Threat0.008789998
Severe Toxicity0.0035476685
Low Tox 0.1587729 Moderate Con 0.491
Jan 16, 2026 2.9 million Canadian temporary visas …
Fake marriages are huge thing in Canada too.
Fake marriages are huge thing in Canada too.
Identity Attack0.10221587
Insult0.045593183
Profanity0.01627459
Threat0.0072106146
Severe Toxicity0.0032424927
Low Tox 0.15822013 Moderate Con 0.307
Jun 19, 2025 2 likes How Canada broke its immigration …
I work in the secondhand clothing business, and I will say that some things are quite shocking. I’ve met people who are from India and Pakistan who have been in the country for 40 years …
I work in the secondhand clothing business, and I will say that some things are quite shocking. I’ve met people who are from India and Pakistan who have been in the country for 40 years and do not know any English whatsoever. It worries me and that worries me because it means that woman, especially within that culture have no idea what the human rights are and have seen many abuses because of that.
Identity Attack0.17226285
Insult0.03885912
Profanity0.027683776
Threat0.00899713
Severe Toxicity0.0037002563
Low Tox 0.15711457 Constructive 0.743
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Its sad cause there are lovely people from both india and china here that want to live and thrive in canada and be canadian, they dont want the country they left. But for some reason …
Its sad cause there are lovely people from both india and china here that want to live and thrive in canada and be canadian, they dont want the country they left. But for some reason liberal politicians think they need to bring in people from these places who hate us and want to change things. I feel bad for the people who came here to be here genuinely. Nobody can afford anything here now because of being overrun
Identity Attack0.12208464
Insult0.05262003
Profanity0.016547862
Threat0.007094103
Severe Toxicity0.0030708313
Low Tox 0.15711457 Constructive 0.65 Identity_Assertion
Feb 5, 2026 Inside Canada's Indian Invasion...
A person from India isn't bad, but the thing is there's like a billion or more of them.
A person from India isn't bad, but the thing is there's like a billion or more of them.
Identity Attack0.15303208
Insult0.035774168
Profanity0.032142747
Threat0.008259222
Severe Toxicity0.0049209595
Low Tox 0.15656179 Moderate Con 0.35 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian, thank you for making this. I hope it’s clear to everyone how, while good people, the majority of interviewees in this video are taking advantage of our country because we’re “nice” and …
As a Canadian, thank you for making this. I hope it’s clear to everyone how, while good people, the majority of interviewees in this video are taking advantage of our country because we’re “nice” and they aren’t able to sort things out in their own. The majority of these people aren’t highly educated and came in on student visas and you’ve got to wonder why our government allowed this. It’s made a lot of things worse for people who lived here already, including immigrants. No racism just frustration.
Identity Attack0.09824528
Insult0.06984934
Profanity0.017504321
Threat0.0075083673
Severe Toxicity0.0035858154
Low Tox 0.15545623 Constructive 0.786 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
This is why when you come to a different country you should try to assimilate. I am all four people keeping their culture alive. I wish as an American I had more of a culture. …
This is why when you come to a different country you should try to assimilate. I am all four people keeping their culture alive. I wish as an American I had more of a culture. But for one you should learn to speak the language you can speak your native tongue also but you should also speak the language to the country you’re going to, and the driving issue I’m pretty sure is due to the way they drive in India there’s like no road laws and its insane driving. Maybe there needs to be more laws regarding some of these things you should have to take driving lessons in the country you’re moving to. I don’t exactly know but there needs to be more rules. I’m sorry to say but it is not OK to go to another country and basically give them the middle finger to the way they live!!
Identity Attack0.10235514
Insult0.06267534
Profanity0.057443913
Threat0.00780612
Severe Toxicity0.0049972534
Low Tox 0.15545623 Constructive 0.784 Policy_Critique
Feb 3, 2026 Inside Canada's Indian Invasion...
Nothing was said about how fast the houses for these people were built. And who is buying these houses, the few Indians that work? Is the government subsidizing these houses like they do for Timmies …
Nothing was said about how fast the houses for these people were built. And who is buying these houses, the few Indians that work? Is the government subsidizing these houses like they do for Timmies or FF places? Can houses for the homeless or young families not be built just as quickly? It is things like this that causes descendion between the current residents and the huge influx of aliens.
Identity Attack0.109318495
Insult0.05027775
Profanity0.013951761
Threat0.007249452
Severe Toxicity0.002861023
Low Tox 0.15545623 Constructive 0.577 Policy_Critique
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
When they arrived here they say they had been scammed, they already know how things work there, but the main reason was to come here and then bring their family.
When they arrived here they say they had been scammed, they already know how things work there, but the main reason was to come here and then bring their family.
Identity Attack0.017264472
Insult0.06459839
Profanity0.04892669
Threat0.008841781
Severe Toxicity0.0031280518
Low Tox 0.15545623 Moderate Con 0.424 Unverified_Claim
Oct 2, 2025 1 likes IRCC Names India in Study …
I agree many things, but not agreeing to “ not paying tax”, “not working hard” & “just cross the border illegally”, most new Brampton residents pay high taxes as most work at jobs and payroll …
I agree many things, but not agreeing to “ not paying tax”, “not working hard” & “just cross the border illegally”, most new Brampton residents pay high taxes as most work at jobs and payroll money comes after tax. Maybe minor fraction like (0.01%) might be working in cash not paying tax. It’s just their frustration speaking. Almost all Indian immigrants are not refugee that they come free to Canada and live in hotels for free. Indian immigrants are economic immigrants, who came here legally with investing big money and working in country and giving back. Most people in this video are confusing refugee with Indian immigrants. Indian immigrants don’t get any extra benefits than any other Canadians, even gets less or exploited by locals…
Identity Attack0.120924085
Insult0.058475737
Profanity0.018324144
Threat0.0068999166
Severe Toxicity0.003376007
Low Tox 0.15490346 Constructive 0.797 Policy_Critique
Nov 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Come to Surrey, it's the same thing. What I don't like; they don't want other people to share the opportunity. In most places, Canadians become like second-class because places are overcrowded and occupied by outsiders.
Come to Surrey, it's the same thing. What I don't like; they don't want other people to share the opportunity. In most places, Canadians become like second-class because places are overcrowded and occupied by outsiders.
Identity Attack0.11396073
Insult0.061101943
Profanity0.014156717
Threat0.0060908063
Severe Toxicity0.0028419495
Low Tox 0.15490346 Constructive 0.657
Nov 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Crazy seeing this guy go to Brampton lol. I haven't been back in a long time and I miss it. It's a great place regardless of who lives there. Obviously it has become a haven …
Crazy seeing this guy go to Brampton lol. I haven't been back in a long time and I miss it. It's a great place regardless of who lives there. Obviously it has become a haven for immigration which has lowered things quite a bit. But it's still nice. Just don't ask about the insurance rates. I don't miss that.
Identity Attack0.022791367
Insult0.071433455
Profanity0.04065997
Threat0.006589218
Severe Toxicity0.0028419495
Low Tox 0.15435068 Constructive 0.731 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
If you are Real Canadian ❤🇨🇦 Canada loves humanity whoever comments mean & biased can read below 👇 ❤️😢 Sending love to all who are suffering. ❤️😢 Hate-filled "zombies" are spreading across the world, fueling …
If you are Real Canadian ❤🇨🇦 Canada loves humanity whoever comments mean & biased can read below 👇 ❤️😢 Sending love to all who are suffering. ❤️😢 Hate-filled "zombies" are spreading across the world, fueling division through race, gender, culture, religion, countries and language - things that were meant to unite us, not divide us. They were created to build common ground, foster belonging, and promote love and peace - not hate. Anything that creates an "us versus them" narrative is harmful. Humanity must rise above borders and differences. Love is the only cure for this global virus of hate. ❤️😢 Sending love to all hate zombies who are suffering this virus and hugs I hope prayers and love might change their actions. ❤️😢 Is there hope? Reply with hearts if you are cured or agree with this message love all humans unconditionally for humanity? 🙏
Identity Attack0.058401883
Insult0.076185785
Profanity0.029050145
Threat0.008362788
Severe Toxicity0.004348755
Low Tox 0.15435068 Constructive 0.602
Jan 27, 2026 Inside Canada's Indian Invasion...
Because they are not trying to fit in to our society and they are causing problems for the neighbors. They receive more than born Canadians and are given jobs here over Canadians. In my apartment …
Because they are not trying to fit in to our society and they are causing problems for the neighbors. They receive more than born Canadians and are given jobs here over Canadians. In my apartment building they don't like to be told to stop causing noise disturbances, in fact it even gets worse when they have been asked to stop. Some of the tenants " Newcomers " seem to think they can operate a business in the apartment which means they use excessive noise to build whatever they are building. Once they have been asked to stop by other tenants and given notices they then decide to retaliate by causing further noise which is deliberately to disturb the rest of us. They try to intimidate people that they know are born Canadians like some kind of gang members. We no longer feel safe in our own homes and neighborhoods. We are tired of them using the race card for every problem they have which is usually something they caused in the first place. In this particular building on Queen st. N. in Hamilton they cause trouble in multiple different apartments which they attend. Once they have been asked to stop causing noise in one apartment they just go to one of the others and then proceed to do the same thing there. Some of the newcomers have been given more than one apartment in the same building and therefore run back and forth between those apartments and slam the door of each one over and over all day long. The management has been informed hundreds of times for a number of years and yet they have not yet dealt with the issues. There is an ongoing record of so many incidents in this building which the management has not addressed beyond a blanket notice to all tenants regarding noise complaints. The manager says things like " It's a process " and yet there seems to be no results. Is management afraid to just simply evict the trouble makers ??
Identity Attack0.09410924
Insult0.06739554
Profanity0.0166845
Threat0.009178371
Severe Toxicity0.0042152405
Low Tox 0.1537979 Constructive 0.735
Aug 25, 2025 Why Canadians Are Turning Against …
Another thing about their driving is that in India there isn't traffic laws... like there's no traffic lights or stop signs.. people just walk in front of cars and expect them to stop. They really …
Another thing about their driving is that in India there isn't traffic laws... like there's no traffic lights or stop signs.. people just walk in front of cars and expect them to stop. They really do not know how to drive.
Identity Attack0.11396073
Insult0.061976057
Profanity0.016752819
Threat0.0075083673
Severe Toxicity0.0037002563
Low Tox 0.15324512 Moderate Con 0.489 Comparative_Framing
Feb 4, 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.