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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 an American living in …" 49 comments · Page 2 of 2
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in …
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in Japan and if I saw a group of Canadians arrive expecting Japan to change for them, I would have been severely pissed off with them. Every other country and normal immigrant that came as an individual or individual family probably thinks the same way I do. No one in any country likes to see "Mass Immigration" and even Japan these days are looking at an influx of half a million Indians and who knows how many more Africans. This will change Japan and they'll turn a good culture into their shitty culture and I'm not happy with that. I liked being one of few. Yes I had American, Canadian, Australian, Kiwi and British friends as well as Japanese friends. But we were all individuals that adopted the way of living in Japan into our everyday lives. If I go back, I don't want to be in india. It'd be like living in Brampton. What pisses me most is the attitude of that muslim guy. Yes you are out breeding us but not all majorities rule. In Malaysia, Malays rule despite being the smaller population. They have more Chinese and Indians there but they have to live under the rule of the native Malays. So you will have to do the same in Canada despite if your population is larger. You adapt to this country. The country doesn't convert to accomodate you. Individuals are key. Groups are the bane of all countries.
Identity Attack0.1769227
Insult0.16766082
Profanity0.16403814
Threat0.009048914
Severe Toxicity0.010528564
Low Tox 0.25462922 Constructive 0.767 Personal_Narrative
Sep 27, 2025 1 likes Why Canadians Are Turning Against …
Dont know about canada but we Indians live rent-free in canadians heads. I've never been to canada, nor even thought about that country much in my life up until i started meeting many canadians on …
Dont know about canada but we Indians live rent-free in canadians heads. I've never been to canada, nor even thought about that country much in my life up until i started meeting many canadians on the internet who lose it on me for no reason at all. The most hateful people i have met online have been canadians. I have talked to american gr0ypers online on platforms like discord and omegle etc... and they've been more respectful, polite and friendly than so called "liberal" canadians. Some of them i even befriended. This is sad. What a sorry state it would be to live in one of these canadians mind. Filled with hate against one particular peoples. All of this hate that i have received will only make me definitely avoid to visit canada at all costs!
Identity Attack0.23998553
Insult0.1640896
Profanity0.055940874
Threat0.008272167
Severe Toxicity0.0074005127
Low Tox 0.25462922 Constructive 0.623 Personal_Narrative
Feb 26, 2026 2 likes Inside Canada's Indian Invasion...
I'm a Canadian, I was born here, who knows what generation Canadian I am - my ancestors were here long before Canada was a country, later they fought for the British (one naughty son fought …
I'm a Canadian, I was born here, who knows what generation Canadian I am - my ancestors were here long before Canada was a country, later they fought for the British (one naughty son fought for the "rebels" americans and was in jail for 5 years), the monarchy granted them 100 acres in the Niagara region which was farmed by a line of my family until the 1980s when the last of that direct line sold which is tragic. blah blah - Canadian. ANYWAY - I love other people, other cultures, every immigrant that spoke in this video I welcome with open arms, would befriend, share a meal with etc. I grew up working with many people from Pakistan and India who were escaping really scary situations, worked their butts off to be part of this country, learn the language, save for a home - live a safe and happy life. Whether you're a first or 50th generation Canadian - you come here and you adapt to our wonderful way - you're a freaking Canadian. That's not happening right now. Like the video said, it's a math problem. One of my largest concerns is that now all these wonderful Canadians who have been here for a long ass time, worked their butts off to be part of the family will now be subject to violence, harassment and racist comments because this population bomb has misrepresented their intentions entirely.
Identity Attack0.14233272
Insult0.16551061
Profanity0.05017922
Threat0.008401625
Severe Toxicity0.007896423
Low Tox 0.24924077 Constructive 0.806 Solidarity
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
Anti Immigration / refugee protests on an already occupied land eradicating indigenous populations by European settlers is nothing but a joke. The mere fact your ancestors arrived here 2-3 generations back, doesn't offer entitlement as …
Anti Immigration / refugee protests on an already occupied land eradicating indigenous populations by European settlers is nothing but a joke. The mere fact your ancestors arrived here 2-3 generations back, doesn't offer entitlement as owner of the land. Do you remember how many slaves European Colonizers have killed? King Leopold, Algerian war of Independence against France, how many African slaves lost their lives to build the Congo-Ocean Railway? Spanish demolition of Aztec and Inca empire in South America, did you remember the Encomienda system?! Why did Taino people vanish on Caribbean Island?! Portuguese forced labor policies in Angola, Mozambique?? Millions of them lost lives to fight against Portuguese colonizers. Then our favorite East India Company, the British empire where Sun Never Set. They decimated India, Australian Aboriginal, New Zealand Māori and Red Indians, native Americans who migrated to America from Asia long back. How many natives' indigenous populations countries after countries, continent after continent, their father mother daughter son wife husband grandparents your ancestors have killed???? Do you have any count????? In this civilized world no Supremacists be it Right or Left wing, especially Hitler, Mussolini, Stalin like White Supremacist have no place anymore, you have done enough good for the world. You cannot justify your stand using a Charlie Kark.
Identity Attack0.1808059
Insult0.110259406
Profanity0.024062896
Threat0.021300001
Severe Toxicity0.009422302
Low Tox 0.23667802 Constructive 0.519 Moral_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Im an American that recently visited London. Wowo there are tons of Indians living there. 😅Glad we got trump.
Im an American that recently visited London. Wowo there are tons of Indians living there. 😅Glad we got trump.
Identity Attack0.2781757
Insult0.06722072
Profanity0.06145202
Threat0.009100696
Severe Toxicity0.009651184
Low Tox 0.23667802 Constructive 0.532 Comparative_Framing
Jan 29, 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)
As an American born Punjabi, I used to visit Canada when i was young (90's) and it was a beautiful place. Now I dread going there because the Canadian culture is lost. It's over run …
As an American born Punjabi, I used to visit Canada when i was young (90's) and it was a beautiful place. Now I dread going there because the Canadian culture is lost. It's over run with Indians and they don't share the same value or even cultural norms as Westerners. I see this problem in America as well but it's nto just Indians. In America, it's every country in the world that comes and interacts with their own community and there's no assimilation. Even as a second generation American, I still feel like a guest in this country and I am grateful for the Americans to have allowed my family to come here to live with them. Citizenship is just a piece of paper though. I know if I didn't assimilate, they could send me to India even if I know nothing about it. It's just basic humility.
Identity Attack0.2463217
Insult0.070799805
Profanity0.028503597
Threat0.007637825
Severe Toxicity0.006904602
Low Tox 0.19789438 Constructive 0.836
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Im a black American who lives here in Buffalo. Im 15 minutes from Fort Erie Ontario, and im starting to see what you're dealing with in Ontario here in Western New York
Im a black American who lives here in Buffalo. Im 15 minutes from Fort Erie Ontario, and im starting to see what you're dealing with in Ontario here in Western New York
Identity Attack0.2028587
Insult0.034562174
Profanity0.04141149
Threat0.009023022
Severe Toxicity0.0051879883
Low Tox 0.18079062 Constructive 0.662
Sep 21, 2025 1 likes Why Canadians Are Turning Against …
We are all immigrants other than the indigenous and Inuit. My father’s family can be traced back to 1538. He is French Canadian and native. My mom was an Irish American from Cleveland Ohio. This …
We are all immigrants other than the indigenous and Inuit. My father’s family can be traced back to 1538. He is French Canadian and native. My mom was an Irish American from Cleveland Ohio. This country has changed so much. I am at a loss. We need to speak out our opinions. I have lived here all over Canada, all my life. Why can we open up the the immigration doors when we did not have the infrastructure. It was insane. It hurt the original Canadians. The migrants are treated special. There should not be kickbacks. The govt has created this racism by giving immigrants priviliges
Identity Attack0.10221587
Insult0.083112895
Profanity0.02836696
Threat0.008000307
Severe Toxicity0.0038719177
Low Tox 0.1798404 Constructive 0.8 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
This is why when you come to a different country you should try to assimilate. I am all four people keeping their culture alive. I wish as an American I had more of a culture. …
This is why when you come to a different country you should try to assimilate. I am all four people keeping their culture alive. I wish as an American I had more of a culture. But for one you should learn to speak the language you can speak your native tongue also but you should also speak the language to the country you’re going to, and the driving issue I’m pretty sure is due to the way they drive in India there’s like no road laws and its insane driving. Maybe there needs to be more laws regarding some of these things you should have to take driving lessons in the country you’re moving to. I don’t exactly know but there needs to be more rules. I’m sorry to say but it is not OK to go to another country and basically give them the middle finger to the way they live!!
Identity Attack0.10235514
Insult0.06267534
Profanity0.057443913
Threat0.00780612
Severe Toxicity0.0049972534
Low Tox 0.15545623 Constructive 0.784 Policy_Critique
Feb 3, 2026 Inside Canada's Indian Invasion...
As an Indian American, I believe that living amongst themselves is wrong. They should integrate to Canadian society and converse with all others. Keep your culture, but do not be closed to Canadian culture. Take …
As an Indian American, I believe that living amongst themselves is wrong. They should integrate to Canadian society and converse with all others. Keep your culture, but do not be closed to Canadian culture. Take on the best of both, and invite non-Indian friends to celebrate functions.
Identity Attack0.1808059
Insult0.03235855
Profanity0.017845914
Threat0.006874025
Severe Toxicity0.0028419495
Low Tox 0.15545623 Constructive 0.735 Moral_Argument
Nov 3, 2025 Inside Canada's Indian Metropolis (Brampton)
These same people have the nerve to criticize Trump and Americans. Btw ... Abortions are encouraged, the global warming scare, and cost of living, made young Canadians not have children,what did you expect?
These same people have the nerve to criticize Trump and Americans. Btw ... Abortions are encouraged, the global warming scare, and cost of living, made young Canadians not have children,what did you expect?
Identity Attack0.05612817
Insult0.060752302
Profanity0.015523086
Threat0.009204263
Severe Toxicity0.0032424927
Low Tox 0.15158679 Moderate Con 0.465
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
And since these guys live in Canada they are American according to Bad Bunny…
And since these guys live in Canada they are American according to Bad Bunny…
Identity Attack0.073429056
Insult0.039444692
Profanity0.014122557
Threat0.0062137907
Severe Toxicity0.0022411346
Low Tox 0.11429678 Low Con 0.236 Humor_Satire
Feb 12, 2026 1 likes Inside Canada's Indian Invasion...
I lived in Montreal for 25 years; people BEEN crossing the border on foot but they can’t do it without the help of the Natives (American Indians).
I lived in Montreal for 25 years; people BEEN crossing the border on foot but they can’t do it without the help of the Natives (American Indians).
Identity Attack0.10221587
Insult0.026831545
Profanity0.014293353
Threat0.006641001
Severe Toxicity0.0028800964
Low Tox 0.11161 Constructive 0.54 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
My family immigrated during the war, my grandmother came here after escaping a concentration camp when she was a little girl, her and my mother taught me to appreciate what we have, because it was …
My family immigrated during the war, my grandmother came here after escaping a concentration camp when she was a little girl, her and my mother taught me to appreciate what we have, because it was worked hard for, they worked hard to make a living and a future for their families, they were given money by family that was here and paid back every, single, cent, it wasn't just given to them for free by the government while the rest of the people here suffer, so many of the people are brought here and given everything, it's like people have never heard the phrase "Give a man to fish, he eats for a day. Teach a man to fish, he eats for life." the problem is that they keep giving them fish, so now they expect it so much they damn near demand it... it sickens me. I'm a student right now, 15 years ago it felt like I lived in my home, proudly in Canada, with all kinds of people... now, I go to class, and I feel like I live on a different planet, everyone looks the same, with a hint of variety... American complain that they don't see White people much anymore, I complain because I only see ONE type of person now... nobody else...
Identity Attack0.049989145
Insult0.029383656
Profanity0.06195303
Threat0.010990778
Severe Toxicity0.00541687
Low Tox 0.11088664 Constructive 0.768 Personal_Narrative
Sep 13, 2025 1 likes Why Canadians Are Turning Against …
When I was a small child, I had planned to go to European and American countries based on my knowledge and good values and not for money because I thought that people with good education …
When I was a small child, I had planned to go to European and American countries based on my knowledge and good values and not for money because I thought that people with good education and rules followed lived there. Now I am 18 and it is very sad to see that people who lack basic manners are going there in exchange of money, yes it is true that you cannot bring knowledge and good values in yourself with money, European people and American people should also think about this and should ask questions to their government that why are they bringing these people to get profit in the vote bank or are they very educated people, but looking at the condition it is not true that Their parents may have also taught them basic manners, many Indians do not have the flexibility to change their habits after seeing the country, but they would have had problems with people coming to their country from outside who did not live in the Indian culture, but if they did not live with outsiders and were forbidden to do that, then that would be racism! One should follow whatever religion one wants but see again it should change with the new environment, even in nature when a species migrates to a new place it follows the rules and practices it uses, it does not mean that its genetics change completely.
Identity Attack0.037136484
Insult0.03511308
Profanity0.027683776
Threat0.007598988
Severe Toxicity0.0028038025
Low Tox 0.10609736 Constructive 0.759 Identity_Assertion
Feb 11, 2026 3 likes Inside Canada's Indian Invasion...
Around 1492, some Europeans invaded the American continent and later began calling themselves Americans. Now people from other countries have started living there and earning, and those same people call it an invasion. 😅
Around 1492, some Europeans invaded the American continent and later began calling themselves Americans. Now people from other countries have started living there and earning, and those same people call it an invasion. 😅
Identity Attack0.057492398
Insult0.020837102
Profanity0.01846078
Threat0.0076766624
Severe Toxicity0.0024986267
Low Tox 0.09915545 Moderate Con 0.459 Comparative_Framing
Feb 14, 2026 4 likes Inside Canada's Indian Invasion...
What is happening in Brampton today resembles, in a historical sense, what Europeans once did to Native Americans—establishing dominance through demographic change, reshaping local culture, and creating parallel social structures. The difference is that this …
What is happening in Brampton today resembles, in a historical sense, what Europeans once did to Native Americans—establishing dominance through demographic change, reshaping local culture, and creating parallel social structures. The difference is that this time it is happening through modern immigration and citizenship policies rather than conquest. Brampton is increasingly becoming Indian-dominant, not because of organic assimilation, but because Canadian government policies have allowed unchecked immigration, easy pathways to citizenship, and weak enforcement against illegal overstays. This demographic shift is a direct consequence of Canadian governance decisions, not the actions of immigrants alone. It is also important to acknowledge an uncomfortable reality: while many Indians in Brampton are hardworking, skilled, and law-abiding, there are individuals living there who are reportedly facing criminal charges or are wanted in India, yet continue to remain abroad due to legal loopholes, slow extradition processes, or a lack of coordination between governments. Ignoring this issue only undermines trust and accountability. Ultimately, the responsibility lies with the Canadian government. Citizenship is granted by Canada, not India. If Brampton is changing rapidly in its cultural and demographic makeup, it is because policymakers chose growth without proper planning, enforcement, or integration. History shows that when governments ignore demographic balance and social cohesion, long-term consequences follow—regardless of which group is involved.
Identity Attack0.04538634
Insult0.0279513
Profanity0.013985921
Threat0.0074436385
Severe Toxicity0.0020599365
Low Tox 0.079250954 Constructive 0.67
Jan 4, 2026 Inside Canada's Indian Metropolis (Brampton)
Most Americans living in the U.S. today aren’t originally from there — their ancestors migrated from Europe just a few centuries ago. Yet documentaries like this make it seem as if others are ‘taking over’ …
Most Americans living in the U.S. today aren’t originally from there — their ancestors migrated from Europe just a few centuries ago. Yet documentaries like this make it seem as if others are ‘taking over’ their land. The same story exists in places like Australia, where the original Indigenous population is now a small minority. Over time, migration changes every country’s demographics — it’s a global reality, not an invasion. Even cities like London, Toronto, or New York are built by immigrants from across the world. So before calling it a ‘takeover,’ remember that every nation today stands on layers of migration, adaptation, and cultural exchange.
Identity Attack0.030433474
Insult0.024511116
Profanity0.01627459
Threat0.007353018
Severe Toxicity0.0018596649
Low Tox 0.06263174 Constructive 0.602 Comparative_Framing
Oct 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Im also an immigrant but I came here because I liked Canadian culture, I didn't want to bring my Country's culture here. I simply wanted to live a North American lifestyle. This is entirely different. …
Im also an immigrant but I came here because I liked Canadian culture, I didn't want to bring my Country's culture here. I simply wanted to live a North American lifestyle. This is entirely different. Its just changing your location, and continuing to live in a mini India inside a different geography. If I want to experience my country's culture again and if I miss it I simply do a visit to my family back home.
Identity Attack0.025002124
Insult0.012414906
Profanity0.011816809
Threat0.0062008454
Severe Toxicity0.0011301041
Low Tox 0.034513097 Constructive 0.717
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Thank you so much for this video. I just passed the test with 17/20. Few questions are out of this video. And some are tricky. I did some other mock tests as well like Richmond …
Thank you so much for this video. I just passed the test with 17/20. Few questions are out of this video. And some are tricky. I did some other mock tests as well like Richmond Library, studied the map and etc. Some I remember are: 1. What is the common term for someone elected in Federal elections? A. Riding Winner B. Member of Parliament C. Senate D. Federal Executive. 2. Which of the following represents being Canadian and expresses national identity? A. Symbols like Maple leaf B. Equality C. Unity D. Human Right Commission 3. Jury duty consists of partial jurors and past jurors (in similar meaning) True or False. 4. French and English are: A. Fighting rebellion in 1800s B. French joined hands with Americans to fight against English C. Lived together for 300 years D. All of the above 5. Got a basic question about suffrage movement 6. What are prairie provinces? Saskatchewan, Alberta, Manitoba (SAM) 7. I got a question about provinces from west to east on Canada map. Please look and memorize the provinces locations. 8. Got a question about Peace Arch in Blaine 9. Question about Peace Tower like what was built after first world War. 10. Question about Aboriginals. Ans: First Nations, Metis and Inuits 11. Branches of Parliament Ans: Sovereign, House of commons and Senate 12. Courts do: Ans: Settle disputes These all what I remember. I am not sure which ones I got wrong. Might be in the first 5 I posted here. Test is not difficult but it is better to go through this video multiple times and do some other mock tests as well, in my opinion. Thank you and All the Best 😊
Identity Attack0.010729378
Insult0.017227544
Profanity0.015010698
Threat0.006647474
Severe Toxicity0.0014209747
Low Tox 0.032863233 Constructive 0.818 Personal_Narrative
Feb 10, 2026 21 likes Canadian Citizenship Test 2025 – …
Hopefully all the American owned monopolies in Canada will have to pay living wages because of this.
Hopefully all the American owned monopolies in Canada will have to pay living wages because of this.
Identity Attack0.008250522
Insult0.010780896
Profanity0.00998929
Threat0.008116818
Severe Toxicity0.0009870529
Low Tox 0.025203144 Low Con 0.23
Jan 15, 2026 1 likes 2.9 million Canadian temporary visas …
I’m not American nor live there , but I guess ICE is doing their work for a reason….
I’m not American nor live there , but I guess ICE is doing their work for a reason….
Identity Attack0.0073255757
Insult0.009982891
Profanity0.011714331
Threat0.0067769317
Severe Toxicity0.0009250641
Low Tox 0.020960633 Moderate Con 0.466 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
What are the rules for dual citizens living in Canada. Can we use our American passport to enter and return to Canada on Canadian passport. Is that legal under new laws?
What are the rules for dual citizens living in Canada. Can we use our American passport to enter and return to Canada on Canadian passport. Is that legal under new laws?
Identity Attack0.00008250188
Insult0.00013035386
Profanity0.000020754725
Threat0.000023985875
Severe Toxicity0.0000028491775
Low Tox 0.00034495955 Question
Dec 10, 2025

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.