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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: "If you have a problem …" 969 comments · Page 21 of 39
here's the problem culturally they're completely different than you Canadians. You actually had people supporting Hamas and the taking of hostages and what they did to those babies and what they did to those poor …
here's the problem culturally they're completely different than you Canadians. You actually had people supporting Hamas and the taking of hostages and what they did to those babies and what they did to those poor women who they kept in those assault camps. You literally would have never had people parading on the street supporting that we're at not for these immigrants so they're changing the culture of what was once a beautiful country and meanwhile lowering your quality of life to 50% of what it was just 18 years ago so why the hell would any self-respecting country keep more immigrants in that hate the very country they're trying to get into
Identity Attack0.22935481
Insult0.12702756
Profanity0.02836696
Threat0.009799767
Severe Toxicity0.008354187
Low Tox 0.23667802 Constructive 0.615
Nov 25, 2025 Quebec Ends Economic Immigration Program …
This cannot happen soon enough. Canadians are dieing in vast numbers on our highways from these folks unable to drive in our systems. Cars are stolen in large numbers, extortion is rampant, home invasion is …
This cannot happen soon enough. Canadians are dieing in vast numbers on our highways from these folks unable to drive in our systems. Cars are stolen in large numbers, extortion is rampant, home invasion is at an all time high. These folks obviously are not responsible for all of it but they play a big part in the problem. The obvious protesters that are interfering with everyday life and the obvious hatred towards certain groups needs to be dealt with. Send them home since they do not appreciate being canadian.
Identity Attack0.13591312
Insult0.14331897
Profanity0.01982715
Threat0.0347677
Severe Toxicity0.0077819824
Low Tox 0.2359567 Constructive 0.574 Fear_Threat
Feb 19, 2026 2.9 million Canadian temporary visas …
My problem is not with the skin color, or the language, nothing like that. I would love to be able to talk to and spend time just learning about people...but I cannot. They worship another …
My problem is not with the skin color, or the language, nothing like that. I would love to be able to talk to and spend time just learning about people...but I cannot. They worship another god, not the creator, not the Holy God of Israel. Not the Creator who gave His only begotten son, so that whoever believes would not perish but have everlasting life. I will not ever worship another god..or bow down to these deities whom people have worshiped for thousands of years, therefore I can not be a partaker
Identity Attack0.24970764
Insult0.07555214
Profanity0.09098661
Threat0.010084574
Severe Toxicity0.011520386
Low Tox 0.2359567 Constructive 0.618
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
let’s be honest, if tyler is making a video about this.. that means we are not crazy and there is very much a problem and I feel very bad for Canada. Honestly, as an American …
let’s be honest, if tyler is making a video about this.. that means we are not crazy and there is very much a problem and I feel very bad for Canada. Honestly, as an American I would not tolerate this infestation in my country. Like I literally would not tolerate it and I would do something about it to make sure this doesn’t happen.
Identity Attack0.057492398
Insult0.11978693
Profanity0.07934829
Threat0.010291707
Severe Toxicity0.0061416626
Low Tox 0.23523538 Constructive 0.582
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
at 12:13 driver holding a drink lol 🤣you shure your not from Brampton ? more jobs since the great economic world wide downfall back in the 2000`s ? pardon the pun, thats the problem i …
at 12:13 driver holding a drink lol 🤣you shure your not from Brampton ? more jobs since the great economic world wide downfall back in the 2000`s ? pardon the pun, thats the problem i dont see indians causing acidents i see other ethencities driving wild from increased traffic but theres a sign near Toronto ``all roads lead to Bramton inst it a fact the roads in canada are all conected to brampton . but every ethenicity throughout the years has run brampton look at populations from the past its a brampton thing, only drivers have issues with are intiled people the wealthy in brampton drive way too fast ! not any others its simple people got to drive slower thats all especialy morning traffic they go nuts. the people born in canada are being too agressive as they drive thats what i have seen ! new drivers are making too many mistakes and experienced drivers are driving any ways they want thats the issues ! Cool video dude .....
Identity Attack0.10699738
Insult0.10148193
Profanity0.043415543
Threat0.009696201
Severe Toxicity0.008354187
Low Tox 0.23415339 Constructive 0.692 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Well, the problem is we jump minimum wage too fast and it screwed the economy and that’s all true. Those fault.
Well, the problem is we jump minimum wage too fast and it screwed the economy and that’s all true. Those fault.
Identity Attack0.005401687
Insult0.082866095
Profanity0.2395431
Threat0.0071588317
Severe Toxicity0.005455017
Low Tox 0.23343207 Moderate Con 0.423 Economic_Argument
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
indians are at least dont have their religious agenda.. the problem is the scale, if it was a third or forth the numbers there wouldnt be an issue
indians are at least dont have their religious agenda.. the problem is the scale, if it was a third or forth the numbers there wouldnt be an issue
Identity Attack0.2803029
Insult0.06477321
Profanity0.044167064
Threat0.008440462
Severe Toxicity0.006752014
Low Tox 0.23343207 Low Con 0.215 Unverified_Claim
Oct 23, 2025 Inside Canada's Indian Metropolis (Brampton)
West colonized India for 400 years, now they are colonizing them, what's the problem 😂
West colonized India for 400 years, now they are colonizing them, what's the problem 😂
Identity Attack0.22935481
Insult0.06617179
Profanity0.058445938
Threat0.013372798
Severe Toxicity0.010986328
Low Tox 0.23343207 Low Con 0.197 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The only problem I see is there are so many Indians.Over 1 billion and as is their right they are creating better opportunities for themselves just like many other nationality.Indians are by and large hardworking …
The only problem I see is there are so many Indians.Over 1 billion and as is their right they are creating better opportunities for themselves just like many other nationality.Indians are by and large hardworking good humans.Its not just Canada but all over Europe are receiving thousands.Ireland for example is tiny with a population of 7 million overall and its seeing a big influx of Indians .Irelands indigenous population will be a minority in 30/40 years I’m not just saying its Indians in Ireland but they are a a growing population in many countries
Identity Attack0.28034934
Insult0.07016616
Profanity0.033144772
Threat0.009359611
Severe Toxicity0.0075912476
Low Tox 0.23235008 Constructive 0.749 Fear_Threat
Oct 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Trudeau only cares for immigrants and refugeed because he wants their votes. These, immigrants come to Canada, have at least 4 kids and counting. Get free welfare, free, housing before our own(which is proven as …
Trudeau only cares for immigrants and refugeed because he wants their votes. These, immigrants come to Canada, have at least 4 kids and counting. Get free welfare, free, housing before our own(which is proven as they get 1st choice before our own)..😡and, child support.My parents worked hard their whole lives and are now on pension...WORKED FOR IT...and their income is way less than what these immigrants will get having all these kids.Its very upsetting that all these refugees and immigrants are coming in and getting more assistance than our own hard working their whole lives, people!!!!!!😡 they screw up their own countries, with wars, violence etc... want to come here and slowly start to screw up ours with their beliefs and laws and demands.Not having it..FIX YOUR OWN COUNTRIES PROBLEMS, THE WAY THIS IS GOING IN THE NEXT 50 YRS YOU WONT SEE ANY THING BUT BROWN AND BLACKS FROM AFRICA, SYRIA ETC..THEY HAVE 10 KIDS TO OUR 1-2 RATIO..🙄
Identity Attack0.17226285
Insult0.12883772
Profanity0.025087673
Threat0.007301235
Severe Toxicity0.006942749
Low Tox 0.23198941 Constructive 0.522
May 28, 2019 1 likes How much do refugees and …
More of a Punjabi problem
More of a Punjabi problem
Identity Attack0.2783691
Insult0.08459369
Profanity0.054437835
Threat0.012440704
Severe Toxicity0.014769804
Low Tox 0.23090743 Moderate Con 0.324 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Sad to see the racist comments both in the video as well as in the comments. There is no doubt that Canada took too many immigrants in the past 5-7 years. The reasons are many …
Sad to see the racist comments both in the video as well as in the comments. There is no doubt that Canada took too many immigrants in the past 5-7 years. The reasons are many - and the blame goes on both the provincial conservatives and federal liberals. The tuition freeze in Ontario caused colleges and universities to treat foreign students as an ATM to balance their budgets. Foreign enrollments skyrocketed, especially in colleges, with students paying top dollar for dubious degrees with no job prospects. This put strains on the job market, and the housing/rental market. As an educated Indian-American who now lives in Canada, it pains me to see my fellow countrymen dominating Uber, Uber Eats, Bicycle food delivery and Tim Hortons. No one uproots everything in their home country and comes all the way for this. Most of these people are here legally and they work really hard. A last word - leaving aside the Khalistan issue that has caused a wedge between Hindus and Sikhs - the Indian diaspora, especially the Sikh, are amazing in the amount of charitable work that they do. Their concept of seva is unmatched. No one goes hungry when there is a Gurdwara around, as there is always free nutritious food. Same is true for temples. Even a young poor Steve Jobs ate at Iskcon temples. Last point - while some of Canada's problems are because of excessive immigration, Canada would be nothing without immigrants. The population would decline, with a native fertility rate of under 1.4, and entitlement programs would be in deep trouble.
Identity Attack0.14019285
Insult0.123407245
Profanity0.016752819
Threat0.007586042
Severe Toxicity0.004787445
Low Tox 0.23090743 Constructive 0.813
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Great video, sir. One of the problems we have as Canadians is we will beat ourselves down before we appear as racists or bigots. Politicians will be politicians no matter what party's banner they run …
Great video, sir. One of the problems we have as Canadians is we will beat ourselves down before we appear as racists or bigots. Politicians will be politicians no matter what party's banner they run under. They feel entitled to our taxes to do with as they please without consultation of the people.
Identity Attack0.10221587
Insult0.12883772
Profanity0.020988565
Threat0.021300001
Severe Toxicity0.005378723
Low Tox 0.22980402 Constructive 0.654
Sep 1, 2025 28 likes Why Canadians Are Turning Against …
I can't tell if half of these comments are watching the same video as me. I understand there are issues with Canada's current immigration policies and certainly, purely by numbers, there are a lot of …
I can't tell if half of these comments are watching the same video as me. I understand there are issues with Canada's current immigration policies and certainly, purely by numbers, there are a lot of immigrants moving to Canada, but I'm genuinely convinced the people in the comments watched the first half of the video and then turned it off. So many weird comments, ranging from "they're bad drivers!" to "I moved away from Brampton because of this problem" (what problem?? Indian people??). In the second half of the video, all three of the religious buildings they entered had extremely kind-hearted people, with free food for ANYONE to enjoy. Again I understand things aren't perfect, but it would seem a lot of people are using "immigration policies are allowing immigrants in too fast" to justify their hatred of Indian people.
Identity Attack0.20878418
Insult0.08831572
Profanity0.053435806
Threat0.0076119336
Severe Toxicity0.0060653687
Low Tox 0.22980402 Constructive 0.81 Meta_Commentary
Sep 20, 2025 57 likes Inside Canada's Indian Metropolis (Brampton)
It is the volume of immigration is the problem…why so much that is causes problems 🤷‍♂️ really you just have to vote them out 👉
It is the volume of immigration is the problem…why so much that is causes problems 🤷‍♂️ really you just have to vote them out 👉
Identity Attack0.20680901
Insult0.04442204
Profanity0.02474608
Threat0.011353259
Severe Toxicity0.006980896
Low Tox 0.22846605 Low Con 0.288
Nov 8, 2025 Inside Canada's Indian Metropolis (Brampton)
For those who are sying: "The problem isn't Indian people coming to Canada, its Indian people turning Canada into India", I have a question for you all? Q1: If you take Africans, East Asians, Middle …
For those who are sying: "The problem isn't Indian people coming to Canada, its Indian people turning Canada into India", I have a question for you all? Q1: If you take Africans, East Asians, Middle eastern people, latin americans, maxicans, etc in huge numbers, wouldn't they turn your canada into Africa, East asia, middle east, latin america, maxico, etc? Q2: Your government took immigrants in huge number and only from India, whose fault is that?
Identity Attack0.28034934
Insult0.058475737
Profanity0.01490822
Threat0.0067963502
Severe Toxicity0.0049972534
Low Tox 0.22579013 Moderate Con 0.424
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
You guys are so missing the whole point, and it is perfect like rhat. One migrant equals one public job, Don t you understand that your public workers, the government workers sold your country to …
You guys are so missing the whole point, and it is perfect like rhat. One migrant equals one public job, Don t you understand that your public workers, the government workers sold your country to strangers. Everything our fathers worked for, they gave it away in exchange for a 23$ per hour job. They kept unworking, seeling your futur.......THIS is the core of the problem. Do you know a single public worker in the last 10 years who lost his job ?, lost wages ? Lost any life quality ? But every single private worker did........
Identity Attack0.10221587
Insult0.12883772
Profanity0.027137227
Threat0.0076507707
Severe Toxicity0.0051116943
Low Tox 0.22445217 Constructive 0.519 Economic_Argument
Sep 13, 2025 1 likes Why Canadians Are Turning Against …
Indians live peacefully, Hard working people , Talented peoples, Try to assimilate as much as they can. if u have any problem then just get pakistanis , syrians, iraqi and afghani then you will understand …
Indians live peacefully, Hard working people , Talented peoples, Try to assimilate as much as they can. if u have any problem then just get pakistanis , syrians, iraqi and afghani then you will understand what actual immigration is .
Identity Attack0.26494437
Insult0.047935467
Profanity0.045670103
Threat0.013476364
Severe Toxicity0.010604858
Low Tox 0.22311419 Moderate Con 0.493 Identity_Assertion
Sep 21, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
For someone who presents himself as a “journalist,” this is a deeply dishonest piece of work. The framing is not subtle: loaded titles, racial counting, selective locations, and deliberately uneven questioning all push the same …
For someone who presents himself as a “journalist,” this is a deeply dishonest piece of work. The framing is not subtle: loaded titles, racial counting, selective locations, and deliberately uneven questioning all push the same conclusion. Immigrants are interrogated about their presence and legality, while others are invited to pass judgment on them. When racial stereotypes are voiced, you don’t challenge them — you laugh. That’s not an accident, and it’s not neutral. You clearly understand that housing shortages, sanitation issues, and infrastructure strain are the result of policy failures and poor planning. Yet you repeatedly avoid those causes because blaming systems doesn’t generate clicks the way racial implication does. Reducing complex, structural problems to identity isn’t investigative — it’s lazy, cynical, and intellectually shallow. When a city worker gives a grounded response that doesn’t fit the narrative you’re pushing, it’s brushed aside. When visuals can be used to imply blame, they’re highlighted. That pattern makes the “just asking questions” defense ring hollow. This isn’t exposing truth — it’s manufacturing outrage and calling it journalism. With your reach, that’s not just irresponsible, it’s embarrassing. You're not a journalist but just a racist. That's all
Identity Attack0.1064171
Insult0.123407245
Profanity0.022354934
Threat0.007961469
Severe Toxicity0.004272461
Low Tox 0.22043827 Constructive 0.527 Policy_Critique
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
IN INDIA WE HAVE 200 YAERS OLD CHURCH AND CANADIAN HAVE PROBLEM WHITH OTHER RELIGION STATUE 🙄 ON THE LAND WHICH NOT BELONG TO THEM
IN INDIA WE HAVE 200 YAERS OLD CHURCH AND CANADIAN HAVE PROBLEM WHITH OTHER RELIGION STATUE 🙄 ON THE LAND WHICH NOT BELONG TO THEM
Identity Attack0.2463217
Insult0.06267534
Profanity0.019622196
Threat0.0069387536
Severe Toxicity0.0063323975
Low Tox 0.2191003 Low Con 0.284 Comparative_Framing
Feb 12, 2026 Inside Canada's Indian Invasion...
It's true though. I couldn't get a job for over two years, I applied EVERYWHERE, they would say they're not hiring, then a week later I'll see a new worker or two being trained and …
It's true though. I couldn't get a job for over two years, I applied EVERYWHERE, they would say they're not hiring, then a week later I'll see a new worker or two being trained and guess what? they're indian/punjab (sorry, unsure all the proper terms of people or the differences). Not to mention that they treat indigenous women the way they would back home.... Pretty much every person I know (I'm indigenous and have experienced it myself) has experienced some sort of harassment or assault or whateva with them... And yes, I know it's not all of them, I also know some great people that are indian/punjab but I'm not going to act like there isn't a problem....... Then people think indigenous people get "hand outs"... I was broke for over two years, I tried welfare, it's not as easy as it seems to people lol Also, I'm sure I'm wrong, but I always assumed Immigration was like... reserved for people that need it kind of like refugees.
Identity Attack0.23770751
Insult0.07808672
Profanity0.07740857
Threat0.012699619
Severe Toxicity0.008277893
Low Tox 0.21508642 Constructive 0.838 Personal_Narrative
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
Everyone knows what's going on, and it's not racism. Listen to the guy in the black baseball cap. It's great when immigrants come in slowly and integrate. Nobody has a problem with that. Not like …
Everyone knows what's going on, and it's not racism. Listen to the guy in the black baseball cap. It's great when immigrants come in slowly and integrate. Nobody has a problem with that. Not like this.
Identity Attack0.25140062
Insult0.06302499
Profanity0.024062896
Threat0.0077672824
Severe Toxicity0.00541687
Low Tox 0.21508642 Constructive 0.555
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
See I'm conflicted now actually. So you're saying these Indian communities are providing free resources at large scales for food and hospitality that aren't being taken advantage of by the homeless and impoverished white population? …
See I'm conflicted now actually. So you're saying these Indian communities are providing free resources at large scales for food and hospitality that aren't being taken advantage of by the homeless and impoverished white population? I'm not sure where the problem starts here.. because to be quite honest the rest of the country isn't necessiraly like this. Places like Hamilton and Toronto are incredibly mixed, where I'm not sure there is a minority, and places such as Welland, st Catherine's, Niagara, Langley, are still largely white. At what point do we look at people who are choosing to live on the streets and do drugs and say they are not taking advantage of the resources and opportunities being provided to them? And Brampton has been this way, to be honest, for 20 years. At what point do we accept that this is now Brampton, and that the country offers a lot of diversity for those who would choose to not live in it.
Identity Attack0.26155844
Insult0.06858205
Profanity0.036401358
Threat0.0082074385
Severe Toxicity0.005836487
Low Tox 0.21508642 Constructive 0.819
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
It's done on purpose = 100 million people for 2100 in 75 years Magically the same problem is happening to white countries around the world
It's done on purpose = 100 million people for 2100 in 75 years Magically the same problem is happening to white countries around the world
Identity Attack0.23846684
Insult0.03522326
Profanity0.029888187
Threat0.009722093
Severe Toxicity0.0059509277
Low Tox 0.21107252 Low Con 0.203 Unverified_Claim
Jun 16, 2025 1 likes How Canada broke its immigration …
You know, I am an immigrant myself but I have always have had a beef how other immigrants act all entitled. Immigrating is like going to live in another people's house, you have to respect …
You know, I am an immigrant myself but I have always have had a beef how other immigrants act all entitled. Immigrating is like going to live in another people's house, you have to respect the rules of that house. I hate people trying to change the rules to their convenience. I know a lot of immigrants just living off the system, I work 2 jobs and the day I was laid off I refused to collect EI out of self respect, why because I knew I could find another job. But many is like they are looking forward to get laid off or fired to collect government benefits. I couldn't believe that the police and military actually modified their customs to allow Indians to wear turbant. I applaud the people that requested in Ontario to do not wear any religious stuff, because people is only Canadian when is convenient, when not they are Muslims, Indians, etc. that's total BS you are Canadian? act like one, be one all the time; if not go back wherever you came from don't bring more problems to a place that already has more than enough
Identity Attack0.16587129
Insult0.07840354
Profanity0.08225787
Threat0.009411395
Severe Toxicity0.0065994263
Low Tox 0.21107252 Constructive 0.715 Personal_Narrative
Sep 9, 2025 Why Canadians Are Turning Against …

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.