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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: "Have we been living in …" 1,641 comments · Page 31 of 66
For you to know there are many white people & families coming & living in India nowadays. This video is aimed at degrading a community openly. Managing Immigration is a government responsibility.
For you to know there are many white people & families coming & living in India nowadays. This video is aimed at degrading a community openly. Managing Immigration is a government responsibility.
Identity Attack0.34324843
Insult0.06953252
Profanity0.04792466
Threat0.016292779
Severe Toxicity0.011062622
Low Tox 0.2854971 Constructive 0.521 Comparative_Framing
Feb 12, 2026 3 likes Inside Canada's Indian Invasion...
This is an interesting issue. I have lived in both Brampton and Surrey, and there is some real issues with immigration. But the homeless you showed made me think about the other side of the …
This is an interesting issue. I have lived in both Brampton and Surrey, and there is some real issues with immigration. But the homeless you showed made me think about the other side of the coin, these Indian immigrants would probably do a better job feeding our own homeless if they were aware they were welcome. Things like garbage and stuff, indians have less civil duty because their own cultural issues. But they have a sense of duty of family and community. So we need to hold our goverment responsible for not handling emmigration properly, but also if have compassion and bring these people into our communities as well, then you will feel a new sense of duty from them. Its a tough issue on both sides that our goverments are forcing us the people to deal with
Identity Attack0.2949366
Insult0.22303216
Profanity0.07999486
Threat0.007870848
Severe Toxicity0.0090789795
Low Tox 0.2854937 Constructive 0.853 Moral_Argument
Oct 2, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
canadians crying about their situation should always be laughed at because they begged for it and ruined the lives of people who were warning them. you deserve everything ur getting and ur just crying from …
canadians crying about their situation should always be laughed at because they begged for it and ruined the lives of people who were warning them. you deserve everything ur getting and ur just crying from the consequences all of us were warning u about. im glad i left the country and will never come back
Identity Attack0.27914262
Insult0.16780703
Profanity0.017982552
Threat0.025961896
Severe Toxicity0.01083374
Low Tox 0.2854937 Moderate Con 0.388
Aug 25, 2025 Why Canadians Are Turning Against …
Name these experts please !!!! This is propaganda and lies ! The realities of allowing hundreds of thousands of illegal immigrant s and too many legitimant refugees into our country is devestating ! both to …
Name these experts please !!!! This is propaganda and lies ! The realities of allowing hundreds of thousands of illegal immigrant s and too many legitimant refugees into our country is devestating ! both to the citizens and to the refgees ... stretching our social services very very thin ..... up to 13 hours waiting in our ERs in my city ... i am not a professional reasercher on statistcs but i have a brain and sense enough to see the consequences of this portion of a hidden Trudeau agenda .... and that is desperation ... comming from ...food and shelter insecurities and discrimination against those of us who are citizens living on inadequate disability income ... most of us paid into these programs when we were working in good health .... i dont know what kind of dark ... delusional spell our federal ministers are under but this kind of melevolent disregard for those of us who are the most vulnerable in this country ...arent without courage to speak against the narcisim of this diabolical goverment ... I've lived long enough to know that the universe measures out to them what they give .... people like this always get their come-up-ins !!!! may the Good Lord Jesus have mercy on you political ministers of Canada !
Identity Attack0.10221587
Insult0.2469859
Profanity0.019007329
Threat0.009411395
Severe Toxicity0.0065612793
Low Tox 0.2854903 Constructive 0.64
Nov 11, 2024 How much do refugees and …
Participating in a society that requires you to have a cell phone is why you live in a society that requires yo to have a cell phone. Let that sink in while it's about to …
Participating in a society that requires you to have a cell phone is why you live in a society that requires yo to have a cell phone. Let that sink in while it's about to get much, much worse on all fronts. This is exactly where ignorance, compliance and complacency leads. Enjoy it folks, you have earned it in stripes!
Identity Attack0.0071035884
Insult0.25800487
Profanity0.024267852
Threat0.009100696
Severe Toxicity0.0037765503
Low Tox 0.2854903 Moderate Con 0.308 Fear_Threat
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
I am tired of people coming to Canada and not understanding why most Canadians celebrate Halloween And when we ask a Person that comes here if they take their children out for Halloween they say …
I am tired of people coming to Canada and not understanding why most Canadians celebrate Halloween And when we ask a Person that comes here if they take their children out for Halloween they say i Quote: We dont believe in the Devil only in jesus christ...This is a miss understanding and frankly an insult. So here you go.....Info for you! ...............Canadians celebrate Halloween due to its roots in the ancient Celtic festival of Samhain, which was brought to Canada by Irish and Scottish immigrants in the 19th century. While the original celebrations focused on appeasing spirits and marking the end of the harvest, modern Canadians celebrate for fun and community, participating in activities like trick-or-treating, costume parties, and decorating homes with jack-o'-lanterns. Historical Origins Celtic Festival: Halloween's origins lie in the ancient Celtic festival of Samhain (pronounced "sah-win"), which marked the end of summer and the harvest season and the beginning of the dark, cold winter months. Blurred Boundaries: Celts believed that on the night of October 31st, the boundary between the world of the living and the world of the dead blurred, allowing spirits to roam the earth. Pagan Practices: To ward off evil spirits and to celebrate the harvest, people would dress in costumes, light bonfires, and prepare food offerings. All Hallows' Eve: Over time, the tradition merged with Christianity. All Saints' Day was established on November 1st, and the night before became known as All Hallows' Eve, a contraction of which led to the word "Halloween". Arrival in Canada Immigrant Traditions: The customs of Halloween were brought to North America, including Canada, by large numbers of Irish and Scottish immigrants in the mid-1800s. Cultural Adaptation: Over generations, these traditions evolved into the modern holiday we see today, incorporating new elements and becoming a popular cultural event. Modern Celebrations Fun and Community: Today, Canadians celebrate Halloween for the fun and mystery it offers, fostering a sense of community and togetherness. Popular Activities: Common activities include dressing in costumes, carving pumpkins to create jack-o'-lanterns, decorating homes, attending parties, and the popular tradition of trick-or-treating. Cultural Experience: For newcomers, Halloween in Canada is an exciting opportunity to experience Canadian culture and connect with neighbors. This helps out Canadian businesses as well. So next time someone asks you at least you will know to not use the Devil reason! We are not Mexico! Go look up their calibrations! Quite insulting Canada and learn our Celebrations if you chose to come here! Than You for your time!
Identity Attack0.28034934
Insult0.16124763
Profanity0.07191269
Threat0.008194493
Severe Toxicity0.010757446
Low Tox 0.2854903 Constructive 0.743
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada 🇨🇦 has been trying to attract more people from Europe and that has failed for years now because of our winters. Nobody has children like in the past and the demographic of our population …
Canada 🇨🇦 has been trying to attract more people from Europe and that has failed for years now because of our winters. Nobody has children like in the past and the demographic of our population has declined. If we don’t have children, then who’s going to pay for the pensioners to live? All the comments here are just about how crooked the liberals are and not a bad word about PP. If you google him you’ll find that he is worth $95 million and he’s a shareholder of Brookfield and yet he’s a god in the same eyes. Well Carney is a banker and I would expect a banker to have more money than just about anyone. I’m a conservative voter but I am proud to say that I voted for Carney otherwise we would have been sold out to the USA . The problems with immigration is a very strong and should be reviewed and corrected.
Identity Attack0.068465814
Insult0.26957804
Profanity0.05393682
Threat0.0074565844
Severe Toxicity0.0060653687
Low Tox 0.2854903 Constructive 0.748 Policy_Critique
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I think it’s just straight comedy how Americans still think they live in the greatest country in the world!! 😂😂😂
I think it’s just straight comedy how Americans still think they live in the greatest country in the world!! 😂😂😂
Identity Attack0.28034934
Insult0.09124154
Profanity0.053435806
Threat0.008401625
Severe Toxicity0.009536743
Low Tox 0.2854903 Low Con 0.222 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
I lived in Brampton for 25 years, so I would like to weigh in. We definitely have an extremely large indian population here. There are a lot of upsides and downsides to that. Some of …
I lived in Brampton for 25 years, so I would like to weigh in. We definitely have an extremely large indian population here. There are a lot of upsides and downsides to that. Some of my best friends are Indian immigrants, some of the people I hate the most are also indian immigrants. With any large group of people, you will always have examples of exceptionally nice people, but also horrible people. Something I noticed a lot recently is that newer immigrants are a lot less interested in learning about Canadian culture, norms, and integration. A lot of my longtime indian friends learnt the Canadian culture, Canadian norms, and wish to work with Canadians. They celebrate christmas, are respectful and polite, and are otherwise outstanding Canadian Citizens. A lot of the newer problems in Brampton can make it unattractive for others. Lots of loud music blaring, street racing waking you up at 4am in the morning, fireworks at 3am for no apparent reason, etc.
Identity Attack0.36702603
Insult0.1669316
Profanity0.15812257
Threat0.01254427
Severe Toxicity0.014705247
Low Tox 0.2854903 Constructive 0.842
Nov 5, 2025 223 likes Inside Canada's Indian Metropolis (Brampton)
I have some family in Mississauga. They are the only white people on their street after living there for nearly their whole lives. Trudeau didn't and Carney won't apprehend illegal migrants, and this is the …
I have some family in Mississauga. They are the only white people on their street after living there for nearly their whole lives. Trudeau didn't and Carney won't apprehend illegal migrants, and this is the result; everything that I grew up with is gone.
Identity Attack0.36598656
Insult0.083112895
Profanity0.021056883
Threat0.008311004
Severe Toxicity0.007247925
Low Tox 0.2854869 Constructive 0.68 Personal_Narrative
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
There’s now an Indian student at my very rural school. We live in an extremely white area (with a few Asians, but not many at all). Personally, it just puts into perspective how much things …
There’s now an Indian student at my very rural school. We live in an extremely white area (with a few Asians, but not many at all). Personally, it just puts into perspective how much things are changing, in a bad way.
Identity Attack0.36702603
Insult0.0808917
Profanity0.092279755
Threat0.010058682
Severe Toxicity0.011062622
Low Tox 0.2854835 Constructive 0.553 Fear_Threat
Oct 9, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I don't mind Canadian people living in Canada if they live by the Indian rules. Else, they can just go back to Europe.
I don't mind Canadian people living in Canada if they live by the Indian rules. Else, they can just go back to Europe.
Identity Attack0.35624164
Insult0.082619295
Profanity0.028503597
Threat0.009592636
Severe Toxicity0.008735657
Low Tox 0.2854835 Moderate Con 0.464
Nov 16, 2025 Inside Canada's Indian Metropolis (Brampton)
Governments are driving down our wages by bringing in tons of immigrants their completely destroying housing for the people of the country jobs. No longer pay enough to live on.
Governments are driving down our wages by bringing in tons of immigrants their completely destroying housing for the people of the country jobs. No longer pay enough to live on.
Identity Attack0.2854555
Insult0.089778624
Profanity0.018597418
Threat0.011922873
Severe Toxicity0.008506775
Low Tox 0.28548008 Moderate Con 0.401
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
As someone who lived in Brampton for several years, I learned that in the Indian culture they must look out for their own first. As a Black person looking to rent a place, it was …
As someone who lived in Brampton for several years, I learned that in the Indian culture they must look out for their own first. As a Black person looking to rent a place, it was extremely disheartening (I’m experiencing racism from people darker than me?!). Eventually one landlord told me what was up - they must help their own people and essentially only rent to other Indian people. You see it in all the companies where you have an Indian hiring manager - they are biased to employing only their own. I was left no choice but to leave Brampton.
Identity Attack0.36702603
Insult0.15556364
Profanity0.10178173
Threat0.010938995
Severe Toxicity0.013414118
Low Tox 0.28548008 Constructive 0.737
Sep 21, 2025 104 likes Inside Canada's Indian Metropolis (Brampton)
This guy is just jealous that Indian Immigrants are the highest earning community in both US and Canada. Indians earn way more than avg American or Canadian or even any other immigrant community. The entire …
This guy is just jealous that Indian Immigrants are the highest earning community in both US and Canada. Indians earn way more than avg American or Canadian or even any other immigrant community. The entire video was stretched just to find one reason to show Indians are bad, but sadly you failed to show whats really wrong. People are living peacefully without disturbing anyone. Most of them are legal immigrants. Stop giving visas if you don’t want immigrants. Stop crying and compete with them if you have the potential.
Identity Attack0.2783691
Insult0.17610447
Profanity0.038655918
Threat0.009126588
Severe Toxicity0.008850098
Low Tox 0.28548008 Moderate Con 0.496 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
As an immigrant, don't turn Canada to India or any other third world country. I won't visit India even for tourism, the same for the majority of the african countries. Anyone who wants to live …
As an immigrant, don't turn Canada to India or any other third world country. I won't visit India even for tourism, the same for the majority of the african countries. Anyone who wants to live as he was in his original country, go back. Thanks.
Identity Attack0.36702603
Insult0.0836065
Profanity0.016342908
Threat0.007624879
Severe Toxicity0.010375977
Low Tox 0.28548008 Constructive 0.552
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
i am from punjab living in uk but khalistan is home for punjabis ❤
i am from punjab living in uk but khalistan is home for punjabis ❤
Identity Attack0.33352965
Insult0.19967617
Profanity0.110447146
Threat0.06432246
Severe Toxicity0.023974609
Low Tox 0.28548008 Moderate Con 0.476 Identity_Assertion
Feb 11, 2026 1 likes Inside Canada's Indian Invasion...
If you go to Canada, you will mostly see Punjabi people there. I don’t know why Punjabi people have become so obsessed with Canada. They mostly refer to going to Canada. They don’t even work …
If you go to Canada, you will mostly see Punjabi people there. I don’t know why Punjabi people have become so obsessed with Canada. They mostly refer to going to Canada. They don’t even work properly or look for jobs in India; they just prefer going to Canada. I don’t know what kind of jobs they get there. Some of them go there depending on relatives, and some go illegally, which is completely wrong. Because I want to say one true thing about Indian people: there is very little civic sense in India. Yes, if they belong to the upper class, then they may have some civic sense, but in the lower and middle class, civic sense is very low. That’s why wherever they go, they behave the same way they think, without caring that they are in another country. They don’t care about respecting that country or adjusting to its culture. Instead, they try to impose their own culture everywhere. They want to create their own space everywhere and put their own things everywhere. But if foreigners come to India and live here permanently, they just do their work and live normally. Even if they do something publicly to promote their own culture, Indians will immediately go against them. But I haven’t seen the same reaction outside. People there should also oppose this; otherwise, Indians will really spread everywhere in the same way.
Identity Attack0.36702603
Insult0.16773392
Profanity0.062454045
Threat0.009644418
Severe Toxicity0.012359619
Low Tox 0.28547668 Constructive 0.67 Identity_Assertion
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
it's just ironic that Indians love their country so much that they want to live in other countries
it's just ironic that Indians love their country so much that they want to live in other countries
Identity Attack0.35624164
Insult0.07745308
Profanity0.05393682
Threat0.0072365063
Severe Toxicity0.009918213
Low Tox 0.28547668 Moderate Con 0.338 Humor_Satire
Jan 27, 2026 59 likes Inside Canada's Indian Invasion...
When a person moves to another country to live and work, shouldn’t the person supposed to respect the culture and tradition of the country and not flaunt theirs to disregard them? The whites are being …
When a person moves to another country to live and work, shouldn’t the person supposed to respect the culture and tradition of the country and not flaunt theirs to disregard them? The whites are being incited to rise up by these actions of immigrants… the politicians like Trudeau is to be blamed for such a situation.
Identity Attack0.31307843
Insult0.10294484
Profanity0.018802373
Threat0.008298059
Severe Toxicity0.0064849854
Low Tox 0.28547668 Moderate Con 0.465 Identity_Assertion
Aug 25, 2025 Why Canadians Are Turning Against …
These comments are jokes … I’m a born and raised Canadian who’s parents came here in the 1960 to British Columbia , Brampton is beautiful city a lot of this hate towards it is just …
These comments are jokes … I’m a born and raised Canadian who’s parents came here in the 1960 to British Columbia , Brampton is beautiful city a lot of this hate towards it is just racism .. go to Markham filled with Chinese’s who’s stores names are written in their language they even had police station setup , go to Mississauga area filled with Arabs, go to parkdale filled with Philippines and Tibetan … every city in this country has sub section of communities and if people have issue with immigration go and complain to the government that’s allowing it to happen by selling false dreams … immigration is open to anyone as long as you have the money to support your stay here along with the necessary paperwork… plus half of the people complaining about jobs go and ask manager why they hire international kids .. cause they actually show up to work since they gotta work had to pay for high cost of living.. unlike most of the Canadian born kids that will call in sick cause they stayed up until 3 playing video games , it has nothing to do with skin color but work ethics
Identity Attack0.26325142
Insult0.16989174
Profanity0.03715288
Threat0.008841781
Severe Toxicity0.009727478
Low Tox 0.28547668 Constructive 0.686
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm sick and tired of this false right wing narrative that the Trudeau Lib party let in all the Indians. I lived in Brampton until 2005 and white flight started well before that. It's been …
I'm sick and tired of this false right wing narrative that the Trudeau Lib party let in all the Indians. I lived in Brampton until 2005 and white flight started well before that. It's been called Bramledesh for longer than I can remember. Trudeau wasn't PM until 2016.
Identity Attack0.22631748
Insult0.20901857
Profanity0.02385794
Threat0.0084793
Severe Toxicity0.005607605
Low Tox 0.28547668 Constructive 0.607 Policy_Critique
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I live 20 mins away. They are taking over and they brag about it but we are "racist" if we fight against it.....
I live 20 mins away. They are taking over and they brag about it but we are "racist" if we fight against it.....
Identity Attack0.17769934
Insult0.15485314
Profanity0.02973333
Threat0.011275585
Severe Toxicity0.006752014
Low Tox 0.2854733 Moderate Con 0.449 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As a person of Indian descent, I wouldn't live here. Never been to India but Brampton sure looks like mini India
As a person of Indian descent, I wouldn't live here. Never been to India but Brampton sure looks like mini India
Identity Attack0.36273825
Insult0.06953252
Profanity0.06646215
Threat0.011249693
Severe Toxicity0.012207031
Low Tox 0.2854699 Constructive 0.574 Identity_Assertion
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
You can't label all Indians as dirty,you can't do that with any race, its just depends on an individual in wht way he wans to live
You can't label all Indians as dirty,you can't do that with any race, its just depends on an individual in wht way he wans to live
Identity Attack0.2831485
Insult0.15236975
Profanity0.18294942
Threat0.009877442
Severe Toxicity0.012130737
Low Tox 0.2854699 Constructive 0.531 Moral_Argument
Feb 19, 2026 76 likes Inside Canada's Indian Invasion...

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.