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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: "As a Canadian, Canada is …" 1,239 comments · Page 25 of 50
You only see few area's in India, definitely you don't see whole India, India is huge and beautiful. and Canada is the land of invandours, real Canadians are red Indians Tribes.
You only see few area's in India, definitely you don't see whole India, India is huge and beautiful. and Canada is the land of invandours, real Canadians are red Indians Tribes.
Identity Attack0.2949366
Insult0.097093195
Profanity0.022628209
Threat0.007262398
Severe Toxicity0.008010864
Low Tox 0.26104406 Constructive 0.542 Comparative_Framing
Feb 9, 2026 1 likes 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...
@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...
Your political parties support Khalistani terrorists for votes, Khalistanis bombed a Air India flight with 90% Canadian citizens (Trudeau's father was PM then), still your state supported Khalistanis. Now Khalistanis has sizable votes in elections …
Your political parties support Khalistani terrorists for votes, Khalistanis bombed a Air India flight with 90% Canadian citizens (Trudeau's father was PM then), still your state supported Khalistanis. Now Khalistanis has sizable votes in elections and your political parties have fallen to "Vote bank politics" as in case of UK. Democracy's flaw catching up in Canada. I am sure these things will not be fixed
Identity Attack0.27510223
Insult0.1469393
Profanity0.020646973
Threat0.021472665
Severe Toxicity0.00831604
Low Tox 0.26104406 Constructive 0.612 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada has been destroyed by mass immigration. And refusal to intergrate into what used to be the Canadian culture......
Canada has been destroyed by mass immigration. And refusal to intergrate into what used to be the Canadian culture......
Identity Attack0.2783691
Insult0.0836065
Profanity0.015249812
Threat0.01254427
Severe Toxicity0.007133484
Low Tox 0.26104406 Low Con 0.292 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Born in a Democracy going to die in a COMMUNIST STATE. The 2025 election told me Canadians want this. RIP CANADA 1867-2025.
Born in a Democracy going to die in a COMMUNIST STATE. The 2025 election told me Canadians want this. RIP CANADA 1867-2025.
Identity Attack0.1064171
Insult0.06921569
Profanity0.01941724
Threat0.15276608
Severe Toxicity0.014317908
Low Tox 0.25915736 Moderate Con 0.33 Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
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)
Michelle Rempel has been fighting for Canada for so long, she's a freaking Canadian hero
Michelle Rempel has been fighting for Canada for so long, she's a freaking Canadian hero
Identity Attack0.034300596
Insult0.08212569
Profanity0.35094926
Threat0.009463178
Severe Toxicity0.011138916
Low Tox 0.25727063 Moderate Con 0.5
Oct 2, 2025 IRCC Names India in Study …
GOOD!!!! Stop the insanity!! I have been trying for 2 years to get my son (Canadian citizen) and my fiancee up here!! She was denied once because I didnt supply a return ticket in the …
GOOD!!!! Stop the insanity!! I have been trying for 2 years to get my son (Canadian citizen) and my fiancee up here!! She was denied once because I didnt supply a return ticket in the app!! Number 1..my son is a citizen of this country!! I won't shed tears for non-Canadians..sorry!! Close the doors unless there is a direct LINK to Canada! FYI..took 19 months to get my son's citizenship! 18 months!! I had to go through the EXACT same process as everyone who has ZERO connection to this country other than the thought of free money!! Maybe I need to move to Quebec? My fiancee speaks English, French, Spanish AND Italian but still....not admissible! Wrong colour or religion I guess!
Identity Attack0.10221587
Insult0.16989174
Profanity0.032643758
Threat0.009204263
Severe Toxicity0.007209778
Low Tox 0.2553839 Constructive 0.751
Nov 25, 2025 Quebec Ends Economic Immigration Program …
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...
As a Canadian it is hilarious to see how hunched over Tyler is in the cold that I am so used to lol. I want to know what job the racist guy on the bike …
As a Canadian it is hilarious to see how hunched over Tyler is in the cold that I am so used to lol. I want to know what job the racist guy on the bike has that allows him so much freedom of speech. As far as I know most places will fire you if they find out you said that stuff on the internet. We have no real freedom of speech in Canada, less so after Trudy. He must be self employed or unemployed or doing something shady under the table that allows him more freedom than other Canadians.
Identity Attack0.105256535
Insult0.20434737
Profanity0.019690514
Threat0.00933372
Severe Toxicity0.005836487
Low Tox 0.2553839 Constructive 0.567 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
"Thank God we're being invaded by Punjabis because it could be so much worse" Such a Canadian reaction. I work with a ton of Sikhs, most of them are decent, and they're smart enough to …
"Thank God we're being invaded by Punjabis because it could be so much worse" Such a Canadian reaction. I work with a ton of Sikhs, most of them are decent, and they're smart enough to know they don't want to be here, most of them want to go back to Punjab but our government gives them so much opportunity to exploit Canada that they can't resist it.
Identity Attack0.30103904
Insult0.082866095
Profanity0.021945024
Threat0.012026439
Severe Toxicity0.008277893
Low Tox 0.2553839 Constructive 0.625 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canadian educational institution created this problem cheating Indian student by taking their money and bring them in Canada. I say refund these Indian students with interest and return them bank to India. Problem solved.
Canadian educational institution created this problem cheating Indian student by taking their money and bring them in Canada. I say refund these Indian students with interest and return them bank to India. Problem solved.
Identity Attack0.2839175
Insult0.0813853
Profanity0.018529098
Threat0.00948907
Severe Toxicity0.0063323975
Low Tox 0.25462922 Moderate Con 0.403
Sep 28, 2025 10 likes IRCC Names India in Study …
If Canadians don't do anything to save Canada, soon we will have cows roaming our streets
If Canadians don't do anything to save Canada, soon we will have cows roaming our streets
Identity Attack0.22707681
Insult0.1087965
Profanity0.027683776
Threat0.03235042
Severe Toxicity0.008392334
Low Tox 0.25462922 Low Con 0.207 Fear_Threat
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
Canadians, why are you angry? You don't want to have children, and besides, Canada brought in Indians because they are smart in the field of technology. This isn't an attack on Indians, but it's the …
Canadians, why are you angry? You don't want to have children, and besides, Canada brought in Indians because they are smart in the field of technology. This isn't an attack on Indians, but it's the truth.
Identity Attack0.2854555
Insult0.07428485
Profanity0.019485557
Threat0.009048914
Severe Toxicity0.0059509277
Low Tox 0.25462922 Constructive 0.527 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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 …
Canada is a dumpster fire under the Libs. There is no hope for redemption as a majority of the Canadian electorate keeps putting the LIbs in power.
Canada is a dumpster fire under the Libs. There is no hope for redemption as a majority of the Canadian electorate keeps putting the LIbs in power.
Identity Attack0.10221587
Insult0.21135417
Profanity0.023243073
Threat0.009540852
Severe Toxicity0.00541687
Low Tox 0.25462922 Low Con 0.188 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
“ hello Canadians and all immigrants stop blaming kids. They’re youngsters. They left home for higher education just the way British came to India for spice. The displacement of Indians come on man Canadian give …
“ hello Canadians and all immigrants stop blaming kids. They’re youngsters. They left home for higher education just the way British came to India for spice. The displacement of Indians come on man Canadian give them a break. Look at Vancouver Eastside, the lump we’re all people Unless you are Indigenous, we are all immigrants here. Instead of blaming immigrants, we should focus on the real problems: low wages, lack of affordable housing, and exploitation. International students also bring money into Canada—they pay high tuition, rent, and living costs, which supports our economy. Many take jobs that others don’t want. Displacing the blame on them isn’t fair. Give them a break—we need unity, not division.”
Identity Attack0.2816105
Insult0.14150882
Profanity0.029050145
Threat0.008129764
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.767
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
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)
They are taking OUR jobs. We aren’t “Canada” anymore, we are New Canindia. I honestly might move in the middle of nowhere just to get away from the invasion. I bet you there’s more Indians …
They are taking OUR jobs. We aren’t “Canada” anymore, we are New Canindia. I honestly might move in the middle of nowhere just to get away from the invasion. I bet you there’s more Indians in Canada than Canadians. I miss Canada.
Identity Attack0.28034934
Insult0.0810151
Profanity0.02119352
Threat0.009644418
Severe Toxicity0.009155273
Low Tox 0.25462922 Moderate Con 0.479 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
There is no Canadian culture, what is the typical food of Canada, what are the typical dances of Canada, what are the historical monuments of Canada? It is a new country, the architecture is the …
There is no Canadian culture, what is the typical food of Canada, what are the typical dances of Canada, what are the historical monuments of Canada? It is a new country, the architecture is the same as that of the US. And in Canada, immigrants are segregated: Hispanics marry Hispanics, Muslims marry Muslims, whites marry whites. The only thing we share is a table at Tim Hortons, a line at McDonald's, or an elevator in the building.
Identity Attack0.33675182
Insult0.06354945
Profanity0.014190876
Threat0.007417747
Severe Toxicity0.0063705444
Low Tox 0.25462922 Constructive 0.508
Aug 26, 2025 Why Canadians Are Turning Against …
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)
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 …
All big department stores in London , Ont are now staffed by more than 90 percent with only Indians , where are the previous employees ?? are they laid off , it all happened in …
All big department stores in London , Ont are now staffed by more than 90 percent with only Indians , where are the previous employees ?? are they laid off , it all happened in just few years , unbelievable !! why no inquiry about replacing all other hard working Canadians and legal immigrants by new arrivals from only one country ,India and who are those workers , most of them are students , many came with fake documents and many many of them have absolutely no intention to finish their education in Canada but to use these loopholes to get into Canada and never leave , India is one of the most corrupt countries in the world ( look at the origin of most of the scam calls ! ), you can get a PHD degree there with money, ( the most scary part is hiring nurses or doctors with maybe fake degrees ) now corruption and loopholes in our immigration system allowed this influx of cheaters while hundred of thousands of Canadians cant find jobs and honest people from everywhere who try to immigrate through the front door face all the difficulties, this is not racism, it is the truth ...
Identity Attack0.26833034
Insult0.11978693
Profanity0.025360947
Threat0.00866054
Severe Toxicity0.0077438354
Low Tox 0.25462922 Constructive 0.566
Oct 1, 2025 IRCC Names India in Study …

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.