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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: "he should have done the …" 376 comments · Page 9 of 16
Our bloody roads on Vancouver Island are now clogged with all the imports. Not only are they clogged the accident rate has gone up a lot. I'm hitting traffic blockage because of the auto accidents …
Our bloody roads on Vancouver Island are now clogged with all the imports. Not only are they clogged the accident rate has gone up a lot. I'm hitting traffic blockage because of the auto accidents way too often. Never mind the mindset of these people. Now the locals are driving dangerously because it is common for you to get stuck behind these people. People clogging the passing lane, driving under the speed limit or better yet, they randomly hit the brakes on the hyway. which cause things to be dangerous. We are soooo made at what's going on. Everyone seems to not like when these arrivals get jobs in our local town and are ignorant by talking in their language. We have NO doctors anymore and all medical issues have to wait 6 months to get treatment now. 5 times I tried to get bloodwork in our small town. I ended up having to drive to the city to get this done. Twice I've had to do this now.
Identity Attack0.010803374
Insult0.09563028
Profanity0.046171114
Threat0.013217449
Severe Toxicity0.0051116943
Low Tox 0.18269104 Constructive 0.743 Fear_Threat
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
What Nick Shirley has done for the Somalis, this guy is doing for the Indians. 😂
What Nick Shirley has done for the Somalis, this guy is doing for the Indians. 😂
Identity Attack0.15731181
Insult0.04207976
Profanity0.026590679
Threat0.0103175985
Severe Toxicity0.005607605
Low Tox 0.1798404 Low Con 0.276 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Hello from Canada. There is no labour shortage that is entirely a lie. A vicious evil lie when so many people are unemployed. There is no divide at all. Canadians overwhelming support much tighter immigration …
Hello from Canada. There is no labour shortage that is entirely a lie. A vicious evil lie when so many people are unemployed. There is no divide at all. Canadians overwhelming support much tighter immigration and for people overstaying visa holders to leave when they expire. Getting a student visa obviously doed not mean you get to stay. The previous immjgration system was a disaster and we are suffering for the damage done and will be for a long time.
Identity Attack0.052035484
Insult0.083359696
Profanity0.016342908
Threat0.007754337
Severe Toxicity0.0034713745
Low Tox 0.17718399 Constructive 0.75 Policy_Critique
Feb 14, 2026 Canada's tighter immigration policy divides …
Well done,all Canadá has to do this,no more jobs for young Canadians.
Well done,all Canadá has to do this,no more jobs for young Canadians.
Identity Attack0.16587129
Insult0.036104713
Profanity0.011048226
Threat0.009955117
Severe Toxicity0.0049209595
Low Tox 0.17198499 Moderate Con 0.429
Nov 23, 2025 3 likes Quebec Ends Economic Immigration Program …
Lately, it has also been an African/Caribbean invasion. Canada has accepted so many migrants from those areas without having done any due diligence.
Lately, it has also been an African/Caribbean invasion. Canada has accepted so many migrants from those areas without having done any due diligence.
Identity Attack0.19495805
Insult0.036104713
Profanity0.012277958
Threat0.007029374
Severe Toxicity0.0037765503
Low Tox 0.17111848 Moderate Con 0.332 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I am Canadian and this is so upsetting to me I can’t even watch it. Even the small town I live in is being taken over by them. It’s time for a right wing revolution …
I am Canadian and this is so upsetting to me I can’t even watch it. Even the small town I live in is being taken over by them. It’s time for a right wing revolution in Canada. Our politicians sold us out. There Is one and a half billion people in India. Canada has 35 million. If one Percent of India comes here, Canada is done.
Identity Attack0.13591312
Insult0.053205602
Profanity0.017709278
Threat0.01101667
Severe Toxicity0.0042533875
Low Tox 0.16851899 Constructive 0.567
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Best come to Brampton when you’re done, the arsons are out of control.
Best come to Brampton when you’re done, the arsons are out of control.
Identity Attack0.015857628
Insult0.0817555
Profanity0.025770858
Threat0.011327368
Severe Toxicity0.0032234192
Low Tox 0.16765249 Low Con 0.286 Fear_Threat
Feb 19, 2026 Canadian immigration officers investigating hundreds …
and how many are here illegally yet nothing is done to remove them $4400 to have 1 illegal removed and how many Ten's of Thousands wasted in appeals each claimant should have to be informed …
and how many are here illegally yet nothing is done to remove them $4400 to have 1 illegal removed and how many Ten's of Thousands wasted in appeals each claimant should have to be informed IN PERSON that way they are deported the same day
Identity Attack0.08831879
Insult0.04442204
Profanity0.013849284
Threat0.021300001
Severe Toxicity0.0047302246
Low Tox 0.16678599 Moderate Con 0.458
Dec 31, 2025 Deportations From Canada at Their …
I live in Brampton, i am all for diversity but where is the diversity if everyone is Indian. I am French originally and i am in a minority of one! Let's be clear, the massive …
I live in Brampton, i am all for diversity but where is the diversity if everyone is Indian. I am French originally and i am in a minority of one! Let's be clear, the massive Indian increase in the population is due to Trudeau's immigration policy, the indians did not jump over the border as some of the comments suggest, they mostly came here legally, and this was done without broad agreement of the Canadian population as a whole. Canadian population went from being 30 million inhabitants to 40 millions in just over a decade, a massive population increase in a short time due mostly to Indian immigration with huge impact on housing , cost of housing, infrastructure, jobs, taxes, etc... The liberals have a lot to answer for the disaster which Canada has become in the last 10 years and yes they got rid off Trudeau, but they are still in power, stiffling the potential economic growth of Canada which should be a rich country instead of being a country where many people live from pay cheques to pay cheques.
Identity Attack0.17226285
Insult0.053791173
Profanity0.01982715
Threat0.0072365063
Severe Toxicity0.0044059753
Low Tox 0.165053 Constructive 0.801
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Canadian born to immigrants, the emphasis of 'temporary foreign worker' is on 'temporary'. Its highly immoral for immigrants to be scapegoated for the greed of corporations wanting cheap slave labour, and for colleges …
As a Canadian born to immigrants, the emphasis of 'temporary foreign worker' is on 'temporary'. Its highly immoral for immigrants to be scapegoated for the greed of corporations wanting cheap slave labour, and for colleges to reap the benefit of a broken student visa loophole to immigration, to the detriment of all Canadians. This loophole has remained open for long enough, at the behest of lobbyists and politicians to use for talking-points at election time, but everyone is glad someone is finally doing something about it. Our job markets and real-estate prices needed this to recover to sane-levels. It takes a non-politician in power for things to get done for practical reasons, not to score political points.
Identity Attack0.10221587
Insult0.07872037
Profanity0.017982552
Threat0.007819066
Severe Toxicity0.0038719177
Low Tox 0.1641865 Constructive 0.753 Moral_Argument
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
Cherry picking ragebait title. Carney has done a fantastic job. Cracking down on diploma mills != Legal immigrants.
Cherry picking ragebait title. Carney has done a fantastic job. Cracking down on diploma mills != Legal immigrants.
Identity Attack0.10221587
Insult0.0654725
Profanity0.01887069
Threat0.008893564
Severe Toxicity0.0040626526
Low Tox 0.16331999 Constructive 0.504 Meta_Commentary
Feb 12, 2026 Canada's tighter immigration policy divides …
Just look at Trudeau’s new $4.6M estate in Quebec less than a year after out as PM. Good discussion & reminder to all Canadians how badly the Liberal government was under Trudeau & now Carney …
Just look at Trudeau’s new $4.6M estate in Quebec less than a year after out as PM. Good discussion & reminder to all Canadians how badly the Liberal government was under Trudeau & now Carney spending hundreds of thousands in flight catering no projects done. Liberal immigration really hurt affordability, GDP is failing and debt has doubled. The CDN economy is a disaster.
Identity Attack0.026007013
Insult0.08582769
Profanity0.013200258
Threat0.0066668927
Severe Toxicity0.0022411346
Low Tox 0.16158698 Moderate Con 0.497 Policy_Critique
Feb 17, 2026 5 likes LILLEY UNLEASHED: The fall of …
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 …
Well done Liberals. Bullet Proof Vests Up!
Well done Liberals. Bullet Proof Vests Up!
Identity Attack0.029660052
Insult0.04852104
Profanity0.019963788
Threat0.07399795
Severe Toxicity0.0061798096
Low Tox 0.15987846 Low Con 0.186 Fear_Threat
Feb 18, 2026 Canadian immigration officers investigating hundreds …
as a son of immigrants and born in canada, i understand everyones concerns. for all the hard work we've done to assimilate and be accepted, the newer indians have thrown that hard work we've done …
as a son of immigrants and born in canada, i understand everyones concerns. for all the hard work we've done to assimilate and be accepted, the newer indians have thrown that hard work we've done out the window very sad
Identity Attack0.17614605
Insult0.04969218
Profanity0.01805087
Threat0.006912862
Severe Toxicity0.003452301
Low Tox 0.15987846 Constructive 0.767 Personal_Narrative
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada is done and if the US doesn't wake up it will be next. Bring third world to first world and first world becomes third world.
Canada is done and if the US doesn't wake up it will be next. Bring third world to first world and first world becomes third world.
Identity Attack0.10221587
Insult0.036545437
Profanity0.014259194
Threat0.012181788
Severe Toxicity0.005302429
Low Tox 0.15766735 Low Con 0.1 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As a Canadian, I work in healthcare in the disability sector, and I am extremely frustrated with what I am seeing the Indian population taking over the sector. There are ongoing issues with Indians who …
As a Canadian, I work in healthcare in the disability sector, and I am extremely frustrated with what I am seeing the Indian population taking over the sector. There are ongoing issues with Indians who cannot communicate clearly in English with clients. This has resulted in serious confusion and, on several occasions, situations escalating into violence. Clear communication is essential in healthcare, and this failure puts vulnerable clients at risk. Clients are not being provided with proper meals that meet their dietary needs. Instead, food is often prepared without consideration for the client’s usual diet, which has caused clients to become physically ill. On top of that, basic food safety practices are not being followed at all. To make matters worse, the company does not provide proper foodsafe training, despite it being a legal requirement. There are also major professionalism issues. Some Indians arrive late to work—sometimes by hours—and give excuses with no consequences. I have documented these incidents and reported them to upper management, yet nothing is done. During shifts, 90 percent of Indian staff sit in the office for long periods, leaving clients unattended except for basic cooking. This can go on for days until white staff are scheduled. One incident that really stood out involved a client returning from a doctor’s appointment. When I asked how it went, I was told the client “had something on his head” and needed to use a cream. When I asked what the condition was or whether it was contagious, the Indian staff member did not know what the word contagious meant let me remind you I work in health care. I later learned from the client’s mother that it was a fungal infection information that should have been clearly communicated immediately for everyone’s safety. I am exhausted by the lack of standards, accountability, and training in this workplace. If you are going to work in healthcare in Canada, you must be able to communicate effectively, follow food safety laws, show up on time, and provide proper care. Lowering standards for the Indian population puts vulnerable people at risk, and management allowing this is unacceptable. If your coming to Canada follow are values and beliefs are stay in India.
Identity Attack0.17303948
Insult0.061276767
Profanity0.017845914
Threat0.009592636
Severe Toxicity0.0046920776
Low Tox 0.15766735 Constructive 0.81 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Canadians have done noooothing about it
Canadians have done noooothing about it
Identity Attack0.120924085
Insult0.03566399
Profanity0.032894265
Threat0.0066345283
Severe Toxicity0.0036239624
Low Tox 0.15711457 Low Con 0.229 Call_To_Action
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Well done! So well put. I’m from America, but my mother is from Yorkshire. I’m moving back this spring to be with my family. Hoping to help out the community as gay as that sounds. …
Well done! So well put. I’m from America, but my mother is from Yorkshire. I’m moving back this spring to be with my family. Hoping to help out the community as gay as that sounds. It’s hard to watch my mom seriously in fear of never being able to see her home again. Or how it once was.
Identity Attack0.19298288
Insult0.033790905
Profanity0.053435806
Threat0.0076637166
Severe Toxicity0.004196167
Low Tox 0.15711457 Constructive 0.744 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I respect other cultures, as many others have said in this video but on a daily basis, I get looked at with disgust. No respect, and I don't care if you don't speak English, it's …
I respect other cultures, as many others have said in this video but on a daily basis, I get looked at with disgust. No respect, and I don't care if you don't speak English, it's called common curtesy to hold the door open as we Canadians have always done.
Identity Attack0.083355546
Insult0.05964688
Profanity0.021466793
Threat0.0067769317
Severe Toxicity0.002670288
Low Tox 0.15545623 Constructive 0.736
Sep 15, 2025 1 likes Why Canadians Are Turning Against …
People voted for NDP and Liberal Justin Trudeau and now they are complaining, too late, human rights will protect criminals and nothing can be done
People voted for NDP and Liberal Justin Trudeau and now they are complaining, too late, human rights will protect criminals and nothing can be done
Identity Attack0.018269362
Insult0.0811385
Profanity0.012141321
Threat0.008220384
Severe Toxicity0.0024414062
Low Tox 0.15435068 Low Con 0.225 Policy_Critique
Feb 18, 2026 2 likes Canadian immigration officers investigating hundreds …
She lying about the criminal part aswell, they will only check for past crimes done in Canada not in there country of birth.
She lying about the criminal part aswell, they will only check for past crimes done in Canada not in there country of birth.
Identity Attack0.04203484
Insult0.076185785
Profanity0.014771583
Threat0.00713294
Severe Toxicity0.002746582
Low Tox 0.15435068 Low Con 0.246
Sep 30, 2025 2 likes IRCC Names India in Study …
I think due to the prosperity and stability Canada has enjoyed for so long Canadians have developed a certain standard of living and expectations in regards to that. So no, we don't want to have …
I think due to the prosperity and stability Canada has enjoyed for so long Canadians have developed a certain standard of living and expectations in regards to that. So no, we don't want to have to work 2-3 minimum wage paying jobs to get by, no we don't want to live 4 or more to a 400 sqft studio apartment, yes we want to be able to afford our own homes, yes we want to be able to achieve a stable middle class lifestyle. That doesn't work for the crony capitalists who's greed and lust for power always needs satiating. So we have the Liberal government bringing in more immigrants than we have infrastructure to accommodate in an effort to keep wages down so profits can always be up. Immigrants who are willing to accept a lower quality of life than what most Canadians expect/accustom to because it's still superior to where they came from. So the quality of life for all Canadians is exponentially reduced. We are to accept a lower quality of life and if we resist then we are branded with all kinds of derogatory names; racist, xenophobe, fascist, unacceptable fringe, far-right extremists, et al. What's undeniable is that before the Liberals took power in 2015 we had an immigration system in Canada that worked quite well and that since the Liberals took power our immigration system is a destructive mess. This isn't by accident or incompetence, it's intentional, by design. Unfortunately Canada has a problem with so much of our population being ideologically blind, willingly ignorant, easily manipulated, cowardly staying in an abusive relation with our current oppressive government. Question is can the country be saved before too much damage is done?
Identity Attack0.030433474
Insult0.0820023
Profanity0.021056883
Threat0.0068416605
Severe Toxicity0.00289917
Low Tox 0.15213956 Constructive 0.741
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
So glad you did this video. Dude lowkey they are everywhere in canada now. Its like if you are applying for a job and you see the place as indian people your chances of getting …
So glad you did this video. Dude lowkey they are everywhere in canada now. Its like if you are applying for a job and you see the place as indian people your chances of getting a job is almost no chance because they will only hire their own people. Kinda messed up, and definitely think something needs to be done.... Still winter, wouldnt mind seeing some more ice... if you know what i mean eh.
Identity Attack0.11047905
Insult0.04090862
Profanity0.02522431
Threat0.0074436385
Severe Toxicity0.0041770935
Low Tox 0.14950264 Constructive 0.648
Jan 27, 2026 Inside Canada's Indian Invasion...
Respect to the indian man who came as an RN and understood the problems with not working hard. He may have a rose-tinted view on Canada being no different than India, which is aproblem in …
Respect to the indian man who came as an RN and understood the problems with not working hard. He may have a rose-tinted view on Canada being no different than India, which is aproblem in itself, but the mindset is inherently what we want from our newcomers, and not just importing everyone from a hyper-specific area of another country in i.e. India. This is why selective immigration that has been done for years before Trudeau did wonders for this country. Very insightful. The race doesn't matter, the diversity we value is actually lost when you only import anything and don't vet anyone at all, it then becomes simply and factually non-diverse.
Identity Attack0.10221587
Insult0.057890166
Profanity0.016411226
Threat0.007068211
Severe Toxicity0.0031852722
Low Tox 0.14256015 Constructive 0.852 Policy_Critique
Jan 1, 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.