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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: "Canada and all its people …" 1,344 comments · Page 29 of 54
I ran a business in Canada for 30+ years before retiring. An East Indian never bounced a cheque on me and they always paid on time. It was white people that bounced cheques and tried …
I ran a business in Canada for 30+ years before retiring. An East Indian never bounced a cheque on me and they always paid on time. It was white people that bounced cheques and tried not to pay their invoices.
Identity Attack0.35624164
Insult0.06722072
Profanity0.024267852
Threat0.0076119336
Severe Toxicity0.0062942505
Low Tox 0.26104406 Constructive 0.644
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The problem is the inclusive nature of western countries, you go to Muslim countries like Saudi or UAE they is no exception for Hindus or Christian’s all have to abide by the Muslims ways you …
The problem is the inclusive nature of western countries, you go to Muslim countries like Saudi or UAE they is no exception for Hindus or Christian’s all have to abide by the Muslims ways you can’t walk around Riyadh in a mini skirt , you go to India in the majority Hindu states like Haryana no beef is eaten they is no exceptions yet in Canada , Uk and Us they include these religions they allow them to implement thier religious laws in thier communities which good for them but not for the people the found there , which creates tension as laws and beliefs clash Canada, uk , us need to establish that they Christian nations and not be so inclusive only give them thier spaces to worship thier god or gods but they should never impose thier laws on the general public, and they need to make it a necessity for all immigrants to learn about the countries culture, language and laws and make it clear they have to abide by these laws
Identity Attack0.33675182
Insult0.1087965
Profanity0.03715288
Threat0.008893564
Severe Toxicity0.009841919
Low Tox 0.26104406 Constructive 0.589
Sep 16, 2025 1 likes Why Canadians Are Turning Against …
@mikenewbold1699 Mike tell me one thing do you help your siblings hard time in there life do u take care your parents when there old nah right do u help your poor relatives do something …
@mikenewbold1699 Mike tell me one thing do you help your siblings hard time in there life do u take care your parents when there old nah right do u help your poor relatives do something change there life do you give away money every month to help homeless people no body sleep empty stomach we re far from homeland we love our homeland butt canada is now our homeland because we work live here pay taxes helping Canada to grow to we re Indian we know India is not clean like Canada butt our roots family value culture value is more clean then spring water 💦 life is not all racism talking shett about other people check the facts population of Indian lives in Canada 99.9 working paying tax check canadian born status working class Canadian don’t talk shett still god bless you
Identity Attack0.18235919
Insult0.1711343
Profanity0.10054382
Threat0.0082074385
Severe Toxicity0.013866014
Low Tox 0.26104406 Constructive 0.648 Moral_Argument
Feb 10, 2026 Inside Canada's Indian Invasion...
Bruh INDIANS are nice people and honestly the only people that would move to frozen Land like CANADA
Bruh INDIANS are nice people and honestly the only people that would move to frozen Land like CANADA
Identity Attack0.2831485
Insult0.081508696
Profanity0.043415543
Threat0.009566744
Severe Toxicity0.012962224
Low Tox 0.26104406 Moderate Con 0.304 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Please don't say indian I feel ashamed, the so called invaders are from punjab which is the north part of india who speaks Hindi. We are from south most tip of india :kerala we don't …
Please don't say indian I feel ashamed, the so called invaders are from punjab which is the north part of india who speaks Hindi. We are from south most tip of india :kerala we don't invade any country we blend with other country's culture. And we speak "malayalam" as our language. India does consist of 28 completely different states and 22 plus different languages. Everyone is different in their culture and language spoken and the food itself. And I am also sad I came to canada from kerala to get a foreign exposure but sadly I saw more punjabis, gujaratis and many hindi language speaking north indians more than canadians😢. We keralites get the racism not from canadians but from these so called Punjabis and gujaratis the hindi speaking people. Its awful
Identity Attack0.27701542
Insult0.15343215
Profanity0.054437835
Threat0.008945347
Severe Toxicity0.009117126
Low Tox 0.26104406 Constructive 0.794 Personal_Narrative
Feb 24, 2026 Inside Canada's Indian Invasion...
Always remember who pushed for this in the first place. This country is completely ruined, and will never be the same. These people will be the majority in a few years, and just wait and …
Always remember who pushed for this in the first place. This country is completely ruined, and will never be the same. These people will be the majority in a few years, and just wait and see how they treat whites then... They didn't start this though. The juu controlled politicians enacted this massive migration surge... The JNF is like canadas AIPAC and every single federal poilitician is bought and paid for.
Identity Attack0.28034934
Insult0.089778624
Profanity0.02249157
Threat0.0100069
Severe Toxicity0.0064849854
Low Tox 0.25915736 Moderate Con 0.404 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
My grandparents immigrated here from Jamaica and certain groups have made the word immigration annoying and obnoxious now. It’s not even immigration at this point it’s just a full take over and a blatant disrespect …
My grandparents immigrated here from Jamaica and certain groups have made the word immigration annoying and obnoxious now. It’s not even immigration at this point it’s just a full take over and a blatant disrespect for our country. Don’t follow the rules, aren’t compliant , protesting that Canadians don’t respect them and that they should stay there even if the visa is up, demanding money, buying all businesses and blatantly not hiring Canadians because they aren’t of a certain race. It’s extremely disrespectful and we need to start sticking up for the people of this country and have tighter rules and regulations to get in. Disappointed in our country…we’ve failed. What happened to the old school immigrants that would come in work hard build wealth and have pride in moving to Canada. It’s really the younger generation of immigrants that are entitled and stupid. And this is coming from a young person. Some of the immigrants (if you know you know) aren’t even that good at their job, they careless do it half ass and expect tips and that certain details will go unnoticed because they didn’t earn the job they just showed up and were handed the job.
Identity Attack0.23618884
Insult0.16883044
Profanity0.03389629
Threat0.008815889
Severe Toxicity0.008087158
Low Tox 0.25915736 Constructive 0.692
Oct 4, 2025 IRCC Names India in Study …
Canadian government should do something. Votebank politics ruined nations. Just like how india hated bangladesh and pakistan immigrants. So do canadians and other nations people's too. Its common sense. Why would someone want others to …
Canadian government should do something. Votebank politics ruined nations. Just like how india hated bangladesh and pakistan immigrants. So do canadians and other nations people's too. Its common sense. Why would someone want others to move up and settle in their own region. Who made canada a Canada, of course its the Europeans. African muslims immigrants and Indians are same. Difference is one is doing it aggressively and another one doing it silently. Also don't forget the civic sense, indiscipline and behaviours of Indians. Canadian government should do something. Votebank politics ruined nations.
Identity Attack0.2869935
Insult0.12702756
Profanity0.020988565
Threat0.009981008
Severe Toxicity0.0075912476
Low Tox 0.25915736 Constructive 0.583 Policy_Critique
Oct 9, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Sikhs are good people and fierce warriors. I have much respect for Sikhs. They are persecuted in India. The Indian govt even assasinated some like a CIA operation in Canada.
Sikhs are good people and fierce warriors. I have much respect for Sikhs. They are persecuted in India. The Indian govt even assasinated some like a CIA operation in Canada.
Identity Attack0.2869935
Insult0.082372494
Profanity0.03239325
Threat0.13262562
Severe Toxicity0.011749268
Low Tox 0.25727063 Constructive 0.681 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Not Indian metropolis! this is khalistani metropolis, the same people Canada has been harboring for use against India to destabilize it !
Not Indian metropolis! this is khalistani metropolis, the same people Canada has been harboring for use against India to destabilize it !
Identity Attack0.2869935
Insult0.08459369
Profanity0.020168742
Threat0.010602405
Severe Toxicity0.0074005127
Low Tox 0.25727063 Low Con 0.135 Unverified_Claim
Nov 24, 2025 Inside Canada's Indian Metropolis (Brampton)
Okay so here's the thing I live in Canada and Canadians DO NOT want to work they are getting lazier. Indians and immigrants are keeping our economy functioning. Without them there would be no staff …
Okay so here's the thing I live in Canada and Canadians DO NOT want to work they are getting lazier. Indians and immigrants are keeping our economy functioning. Without them there would be no staff for Walmart and all the min wage jobs. They do need to stop letting them in now tho and use those resources to help the housing crisis.. which is more of a people not wanting to get sober or work hard enough to pay rent crisis. 😂
Identity Attack0.27798235
Insult0.113185234
Profanity0.020578653
Threat0.006925808
Severe Toxicity0.0059509277
Low Tox 0.2553839 Constructive 0.658 Economic_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Where are the indigenous people or first nation. No temple or mosque should be in Canada, you cannot go to their country and do that
Where are the indigenous people or first nation. No temple or mosque should be in Canada, you cannot go to their country and do that
Identity Attack0.2964622
Insult0.061801232
Profanity0.015693882
Threat0.007573096
Severe Toxicity0.0074386597
Low Tox 0.25462922 Moderate Con 0.303 Identity_Assertion
Oct 21, 2025 Inside Canada's Indian Metropolis (Brampton)
They say racism is taught. And within young kids you can see and hear very clearly it totally can be as it’s heavily based on perspective. As someone with autism I genuinely just see people …
They say racism is taught. And within young kids you can see and hear very clearly it totally can be as it’s heavily based on perspective. As someone with autism I genuinely just see people for who they are and what they provide ignoring race or politics and I’ve never been racist. With all of that said I almost feel as a white Canadian now a days what “first generation racism” feels like. But it’s not like traditional “racism” hating for the sake of hating. It’s more so getting mad that they come into our country refusing to adapt and then also take countless amounts of jobs while sky rocketing housing prices. Like damn when I was a kid I felt like I had so many options. But now there’s no seeable future for me it feels like. Immigrants are taking so many jobs and countless people faking disabilities so I cannot have mine taken seriously or properly. Like holy crap man call me “racist” but mass immigration has undeniably changed Canada for the worst and if you don’t agree you’re probably one of the problems that moved here
Identity Attack0.27914262
Insult0.09563028
Profanity0.03615085
Threat0.009696201
Severe Toxicity0.0075531006
Low Tox 0.25462922 Constructive 0.78
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
ICE CANADA NEEDS TO BE ESTABLISHED IMMEDIATELY TO REMOVE THESE PEOPLE.
ICE CANADA NEEDS TO BE ESTABLISHED IMMEDIATELY TO REMOVE THESE PEOPLE.
Identity Attack0.030433474
Insult0.045007613
Profanity0.016411226
Threat0.34804323
Severe Toxicity0.01159668
Low Tox 0.25462922 Low Con 0.126
Oct 2, 2025 IRCC Names India in Study …
Canada is failed state. People confuse GDP growth with success. We brought immigrants to subsidize
Canada is failed state. People confuse GDP growth with success. We brought immigrants to subsidize
Identity Attack0.22458547
Insult0.14331897
Profanity0.020442016
Threat0.0066345283
Severe Toxicity0.0050354004
Low Tox 0.25462922 Low Con 0.267
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
For all 10 or 20 million people in Canada there are 1500 million in India. Apparently we are doing well. We will better of without this Canadian asylum scam (drugs/ human trafficking business) and student …
For all 10 or 20 million people in Canada there are 1500 million in India. Apparently we are doing well. We will better of without this Canadian asylum scam (drugs/ human trafficking business) and student visa scam. The so called Indian student (black T shirt , beared) in Brampton did not appeared to be well educated. (English) So in effect he was paying ransom of 8K masqueraded as education fees to have right to work in Brampton .
Identity Attack0.27798235
Insult0.15769513
Profanity0.020783609
Threat0.00746953
Severe Toxicity0.00705719
Low Tox 0.25462922 Constructive 0.637
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Everyone is an immigrant whether born or naturalised in Canada if ya not the Native red indians, hate it or love it, The problem Canada is facing and MUST Fix is the simple but complex …
Everyone is an immigrant whether born or naturalised in Canada if ya not the Native red indians, hate it or love it, The problem Canada is facing and MUST Fix is the simple but complex problem of imbalance in the multicultural immigration policy entries,, STOP favouring a particular RACE and set of people over others, setting an english test prerequisite for others and waiving for these RACE that dont even speak ABC...Create a balanced society and Maintain the Quota measures across board or scrap the quota that is not adopted seamlessly. The Problem of IMBALANCE in culture will distort the society further...Take a lesson learned from United Kingdom now being overrun ,,,Ya land at Hearthrow now ya think ya not in UK. In Canada now, if ya not from the RACE of leading population, ya dont get food (the job)...Basic needs of life are now out of the window...Canada ya got massive resources and ya still less than the STATE OF CALIFORNIA in population...Born here,,now looking to sign a work deal contract in the so called middle East. Most importantly, Canada should humble before the LORD GOD under whom the forefathers belief and obey Him, stop provoking the LORD GOD,,,Eradicate and REPENT from being Sodomic and Gomorrahic Abolish same sex ABOMINATION as The Ubited States of America is doing..for Mercy and Progress to come to this Nation under GOD ALMIGHTY...
Identity Attack0.27991617
Insult0.09563028
Profanity0.024131214
Threat0.008634649
Severe Toxicity0.009307861
Low Tox 0.25462922 Constructive 0.572 Policy_Critique
Aug 28, 2025 Why Canadians Are Turning Against …
I watched a video on CBC channel, they have the comments closed so they can massively shill for the invaders who flooded Canada, to stay in Canada. I was never in the large group of …
I watched a video on CBC channel, they have the comments closed so they can massively shill for the invaders who flooded Canada, to stay in Canada. I was never in the large group of people asking for CBC to be defunded, now I'll pray for it everyday. CBC is a highly anti Canadians television.
Identity Attack0.24462871
Insult0.123407245
Profanity0.016889455
Threat0.009540852
Severe Toxicity0.005607605
Low Tox 0.25462922 Constructive 0.516 Fear_Threat
Jan 16, 2026 2.9 million Canadian temporary visas …
Do you think the natives are the white people in canada??
Do you think the natives are the white people in canada??
Identity Attack0.3043136
Insult0.05964688
Profanity0.024541125
Threat0.007197669
Severe Toxicity0.005645752
Low Tox 0.25462922 Low Con 0.298 Question
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
People who don't want to talk to us, understand us, do business with us, rent to us. but the same people want us to assimilate, Convert, stop talking to each other and stop doing any …
People who don't want to talk to us, understand us, do business with us, rent to us. but the same people want us to assimilate, Convert, stop talking to each other and stop doing any business and pay better taxes to contribute better. Sorry to say, we love white people. I myself had to spend 5 years, put in efforts to make white friends, chinese, japanese, arab, black friends (in order to learn canadian culture and try to adjust myself in it, without compromising extremely on my spiritual beliefs and positive aspects of my culture). quite a few are very good friends and discuss my problems and share theirs while others behave like they are somehow supreme than me... 6.5 years in Canada, worked hard to assimilate and now, Federal Government backstabbed me for PR along with a minimum wage paying, but expecting $30 results employer (white-canadians)... So, I guess, people who are not trusting them knew something that I didn't... I never worked cash never tried to misrepresent myself to IRCC and this is what I am made feel... while 100s of people did cash jobs, saved money and today are getting PRs... still I am trying my best to stay legally, without exploiting loopholes... but, I feel scammed by the canadian dream.
Identity Attack0.293411
Insult0.0818789
Profanity0.037904397
Threat0.008246276
Severe Toxicity0.008773804
Low Tox 0.25462922 Constructive 0.706 Personal_Narrative
Oct 9, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, …
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, etc. and the complaining of dominating every industry? I’m not sure what angle that is. Maybe the other groups should do better at dominating industries or advocate for businesses to hire other Canadians (equal opportunity employment). And the whole “ cow poop video” Tyler posted is one village in India ; which of course makes Indians collectively look bad and gives way for many of you in the comments to continually perpetuate this idea that Indians are sub-human. And Tyler, word of advice, if you’re going to show parts of the Indian community and Hinduism religion in Canada — at least learn to pronounce words correctly so you don’t sound like a complete idiot.
Identity Attack0.21075934
Insult0.16124763
Profanity0.05268429
Threat0.009359611
Severe Toxicity0.0077819824
Low Tox 0.25462922 Constructive 0.677 Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Know that so many people in Canada will not speak English and are immigrants if you don’t speak English then go back to your country we don’t need organizations of India here or any other …
Know that so many people in Canada will not speak English and are immigrants if you don’t speak English then go back to your country we don’t need organizations of India here or any other language we have to stand firm like sir John a McDonald said
Identity Attack0.27875587
Insult0.082372494
Profanity0.015967157
Threat0.008026198
Severe Toxicity0.008239746
Low Tox 0.25462922 Constructive 0.51
Aug 29, 2025 Why Canadians Are Turning Against …
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they …
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they won't fit in the workplace culture. They've been taking the excessive handouts from the Canadian government and are slowly buying up tons of real estate. Its everywhere in canada. Brampton is just ground zero. What's it like? We just got a new Walmart down the street. They took a staff picture and it was 80% indian people. Hardly any locals got jobs there instead its mostly "new citizens" who have lived here less than a year or two. Every day there's more of them. And because of our liberal government and tax breaks and all sorts of racist allowances these people have got, they all have money and houses and new cars when they were dirt poor in India like 3 years ago. They get interest free loans from banks, they get daily per diems and housing as soon as they get here. Keep in mind tent cities are growing rapidly in Canada. And our government is spending HUGE amounts of our tax dollars to subsidize this takeover. And try living here and renting. Due to this influx, a bungalow that was 1500 a month 10 years ago, is now 4500 a month and youre renting off an Indian person. Word to the wise tho, dont even bring up the tow truck businesses. They'll shoot you And last but not least our retarded government just passed a birthright citizen law for them. So now if you come here from India even if only for a couple years, ALL subsequent offspring of yours can immediately get citizenship here no question asked. We are so fucked
Identity Attack0.28034934
Insult0.14150882
Profanity0.036651865
Threat0.008466354
Severe Toxicity0.00869751
Low Tox 0.25462922 Constructive 0.732 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I'm a native in Canada I don't mind the migrants that worked hard for their citizenship, I love all the white people and migrants that exist here for 100+ years already . The problem is …
I'm a native in Canada I don't mind the migrants that worked hard for their citizenship, I love all the white people and migrants that exist here for 100+ years already . The problem is flaud laws or lack of and migrants forcing their country standards or lack of on us
Identity Attack0.2823795
Insult0.07333439
Profanity0.024677763
Threat0.007365964
Severe Toxicity0.0062179565
Low Tox 0.25462922 Constructive 0.722
Sep 10, 2025 1 likes 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.