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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: "I don't see no white …" 139 comments · Page 4 of 6
Oddly, it's only white people you see on the street corner begging for money and doing the fentanyl fold. It's never Indians living in a tent not knowing where their next meal is coming from.
Oddly, it's only white people you see on the street corner begging for money and doing the fentanyl fold. It's never Indians living in a tent not knowing where their next meal is coming from.
Identity Attack0.44690517
Insult0.17486192
Profanity0.07805514
Threat0.011689849
Severe Toxicity0.015996376
Moderate 0.37340668 Moderate Con 0.366 Moral_Argument
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadian government needs to be filled with only white and indigenous politicians. No outsiders your family must have lived in canada for 4 generations, that way they shoupd fully understand how and what canadians want …
Canadian government needs to be filled with only white and indigenous politicians. No outsiders your family must have lived in canada for 4 generations, that way they shoupd fully understand how and what canadians want and need. Plain and simple. I dont see white canadians or amaricans as politicians in any other country! Its all their own people! India, Pakistan, China and so on. Canada needs to stand strong against outsiders and new comers who think their coming here to bring there BS
Identity Attack0.43256098
Insult0.24928534
Profanity0.108590275
Threat0.010628296
Severe Toxicity0.017416617
Moderate 0.37340668 Constructive 0.522
Oct 12, 2025 IRCC Names India in Study …
Bro goes into store let’s see how many white people are here, sees not one like that’s a bad thing. I like this dudes videos but idk man just as negative as the news in …
Bro goes into store let’s see how many white people are here, sees not one like that’s a bad thing. I like this dudes videos but idk man just as negative as the news in my opinion. And first time I’m saying this a bit racist
Identity Attack0.3817989
Insult0.14874944
Profanity0.16217725
Threat0.016810767
Severe Toxicity0.01986976
Moderate 0.3722269 Constructive 0.546 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Was in Vancouver last year, legit didn’t see a single white person I swear, thank god I didn’t stay there for the trip
Was in Vancouver last year, legit didn’t see a single white person I swear, thank god I didn’t stay there for the trip
Identity Attack0.4453683
Insult0.1342682
Profanity0.09324962
Threat0.013165667
Severe Toxicity0.018578632
Moderate 0.3722269 Moderate Con 0.405 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
In my corner of my million+ city, I’m SHOCKED 😮 when I see a white person, or “normal, legal, safe” driving knowledge and abilities
In my corner of my million+ city, I’m SHOCKED 😮 when I see a white person, or “normal, legal, safe” driving knowledge and abilities
Identity Attack0.40351558
Insult0.13064787
Profanity0.10178173
Threat0.012751401
Severe Toxicity0.02077355
Moderate 0.37073207 Moderate Con 0.366 Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not everyone is like that in my experience, I'm not from brampton but I'm sikh and I have sikh friends who are white and indigenous as well. One thing people don't realise is a lot of Canadians are actually really racist. You clearly saw that from the interview of the guy and his wife who was an RN, they passed the exam fair and square but I feel like his lack of understanding of the English language didn't get his point across right. The point he missed was the quality of life is higher in Canada, In India it's way easier, the cost of living is way cheaper, there's tons of cheap labour to hire maids for all your house work for example which is common in their culture, but as you've probably seen online, India isn't the cleanest or friendliest place to be, and if he was a nurse in India he would probably be broke without a good job, and having the opportunity to find good high paying jobs in something that Canadians also do when they travel to the US if a position in their field isn't available in whatever local city they grew up in. The main issue stems from international students from like after covid, regardless of country, India is in the spotlight because there's just more indians compared to other countries international students but its all the same stuff, you have kids from all over the world that might not have learned the same cultural practices, fresh 16-18 year olds living alone for the first time that have to do all their own chores and don't even know how to take care of themselves in some cases or do laundry or anything like that and it doesn't mean they were illegal immigrants or anything, just that they never put in the effort to learn because they were too entitled, its the same with entitled kids that go to Korea or Japan from north America as well that don't learn their culture and customs and misbehave because they are too entitled, and once you understand that you can see the bigger picture more clearly instead of just defaulting to racism. Also I'm not saying they can't be frustrated, its frustrating for everyone, even for me but racism isn't the answer.
Identity Attack0.38699543
Insult0.2817503
Profanity0.06646215
Threat0.015256803
Severe Toxicity0.016771052
Moderate 0.36867723 Constructive 0.855 Moral_Argument
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I like to see how white people feel they have right to be there because there ancestors came there. They conviniently forget they are also immigrants 😂
I like to see how white people feel they have right to be there because there ancestors came there. They conviniently forget they are also immigrants 😂
Identity Attack0.43256098
Insult0.13607834
Profanity0.087430455
Threat0.0086087575
Severe Toxicity0.016319158
Moderate 0.3625127 Moderate Con 0.389 Identity_Assertion
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canada needs a Name change . Call it what it really has become . CANINDIA. You will see more white people in New Delhi , than you see in many parts of Canada . As …
Canada needs a Name change . Call it what it really has become . CANINDIA. You will see more white people in New Delhi , than you see in many parts of Canada . As soon as there are more people from India in Government than white people , Canada will be a Third World Nation.
Identity Attack0.4453683
Insult0.16839184
Profanity0.028230323
Threat0.01052473
Severe Toxicity0.013155893
Moderate 0.36095104 Low Con 0.136 Fear_Threat
Sep 18, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
No on likes illegal immigrants. No on likes freeloaders. No one likes when what used to be majority population, their identity, their culture, their heritage is overtaken (or overshadowed) by immigrants. We see the same …
No on likes illegal immigrants. No on likes freeloaders. No one likes when what used to be majority population, their identity, their culture, their heritage is overtaken (or overshadowed) by immigrants. We see the same pattern repeating everywhere, which has something "better" to offer people compared to where they came from. OTOH, replace the Indians with white caucasians, and white caucasians with Inuits, isn't it just history repeating itself ?
Identity Attack0.44690517
Insult0.15627414
Profanity0.035148825
Threat0.0100069
Severe Toxicity0.016577384
Moderate 0.36095104 Constructive 0.608
Oct 17, 2025 Inside Canada's Indian Metropolis (Brampton)
should look into maid and how it is the 4th leading cause of death in canada....and 97% of the recipients are white canadians. seems like they arent offering it to the massive influxes of indian …
should look into maid and how it is the 4th leading cause of death in canada....and 97% of the recipients are white canadians. seems like they arent offering it to the massive influxes of indian or chinese immigrants. would be very interesting to see who is pushing maid the hardest, and what ethnicity those doctors / care practitioners are. call me crazy but seems a bit like institutionalized genocide.
Identity Attack0.36873037
Insult0.26957804
Profanity0.05393682
Threat0.04880493
Severe Toxicity0.012703998
Moderate 0.35186127 Constructive 0.506 Unverified_Claim
Feb 28, 2026 Inside Canada's Indian Invasion...
i once made a comment on a Facebook video about not seeing canadian culture in canada anymore , then over 100 muslim and indian people jumped in accusing me of "white wanabe" ,"betrayal to my …
i once made a comment on a Facebook video about not seeing canadian culture in canada anymore , then over 100 muslim and indian people jumped in accusing me of "white wanabe" ,"betrayal to my ancestors ", then they reported my fb to the point fb had to deactivate my account for good
Identity Attack0.44690517
Insult0.16766082
Profanity0.07320584
Threat0.012440704
Severe Toxicity0.015415368
Moderate 0.34328604 Moderate Con 0.499
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I would love to see videos of how europeans are invading the global south. My home country Kenya, so many Europeans and Americans moving there. They are also moving to Uganda, Rwanda, Tanzania, Cape town …
I would love to see videos of how europeans are invading the global south. My home country Kenya, so many Europeans and Americans moving there. They are also moving to Uganda, Rwanda, Tanzania, Cape town in large numbers. We haven't even talked about Vietnam, Thailand etc. I want to see these videos. How they are destabilising our prices. How cost of living is going up because all these white people are moving to our countries. Cheap healthcare, cheap and affordable cost of living, great cultures, amazing food, great parties, great beaches, amazing wildlife etc. I go to clubs in Kenya where the majority is white people. Working remote jobs, getting paid is dollars and euros and enjoying life in the global south countries. Make that video.
Identity Attack0.3908055
Insult0.16337912
Profanity0.15195307
Threat0.05721026
Severe Toxicity0.023076924
Moderate 0.3389984 Constructive 0.747 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
it´s funny to see a bunch of white guys complaining about how they are losing their country and demographic replacement when Canada and USA are native american land and you did a demographic replacement to …
it´s funny to see a bunch of white guys complaining about how they are losing their country and demographic replacement when Canada and USA are native american land and you did a demographic replacement to the natives
Identity Attack0.39773783
Insult0.1505596
Profanity0.043415543
Threat0.009100696
Severe Toxicity0.011062622
Moderate 0.3389984 Low Con 0.296 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
We're too nice and too woke so we're being pushed out and walked all over. I'm ashamed to be Canadian lately and it's sad. I've lived in Brampton since 1985 and seeing how much crime …
We're too nice and too woke so we're being pushed out and walked all over. I'm ashamed to be Canadian lately and it's sad. I've lived in Brampton since 1985 and seeing how much crime there is now and how I'm the minority now as a white single male is crazy. Brampton has changed so much it's so sad. 😢
Identity Attack0.36702603
Insult0.2659317
Profanity0.057443913
Threat0.008686432
Severe Toxicity0.010299683
Moderate 0.3389984 Constructive 0.671
Sep 1, 2025 40 likes Why Canadians Are Turning Against …
I'm so glad you did this video. Racist will be the first response. Yet, as Canadians we know that our Race is the minority and young white people refuse to work. It is also very …
I'm so glad you did this video. Racist will be the first response. Yet, as Canadians we know that our Race is the minority and young white people refuse to work. It is also very hard when every single store; walmart; Fast food is all India. Other races will not be hired, so all we see are India taking over every taxi and every single job. They can tolerate having all their family live in one house, as they buy multiple homes. These homes are left empty, until enough house are bought to take over a lane or an entire neighbourhood. They are not hostile; extremely friendly, yet not as concerned about wearing hair net or beard net or gloves when preparing food. (We are told most are friendly but to be mindful of those that wear their head wrap. (Timmins Ontario has been taken over) ... According to 2021 Census data from Statistics Canada, there were approximately 765 people of South Asian descent living in the Timmins census agglomeration. Recent estimates and community reports suggest this number has continued to grow through 2026, primarily driven by international students and economic immigration. Population Estimates and Demographics Indian Immigrants: As of the 2021 Census, 115 residents in Timmins were specifically listed as having India as their place of birth, a significant increase from 55 in 2016. South Asian Population: The broader "South Asian" visible minority group—which predominantly includes people of Indian heritage—numbered 765 in 2021, representing 1.9% of the total population. This was a sharp rise from only 165 people in 2016. International Students: A significant portion of the Indian community consists of students at Northern College. Reports indicate that since 2017, the college has enrolled nearly 2,000 international students, with approximately 96% originating from India. Recent Growth Trends (2022–2026) While the official 2026 Census data is not yet available, current local indicators point to a sustained increase in the Indian community: Rebounding Population: Mayor Michelle Boileau noted in 2024 that Timmins' population has reached its highest levels in over a decade due to immigration and industry opportunities. Newcomers: Since 2021, over 700 newcomers have arrived in Timmins through programs like the Rural and Northern Immigration Pilot (RNIP). Cultural Infrastructure: The growth of the community led to the establishment of the city's first Sikh temple to serve the expanding Sikh and Indian resident base. Note that "North American Indian" refers specifically to Indigenous First Nations people, of which there were approximately 2,640 in Timmins as of 2021. This is distinct from the population of people with origins in the country of India.
Identity Attack0.3817989
Insult0.19967617
Profanity0.048425674
Threat0.013321015
Severe Toxicity0.014705247
Moderate 0.3389984 Constructive 0.844
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler walking into a Brampton Tim Hortons surprised to see no whites, Brampton or not, every single Tim Hortons is full of Indians.
Tyler walking into a Brampton Tim Hortons surprised to see no whites, Brampton or not, every single Tim Hortons is full of Indians.
Identity Attack0.39870077
Insult0.16124763
Profanity0.094219476
Threat0.0115345
Severe Toxicity0.015415368
Moderate 0.33836752 Moderate Con 0.38 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I deal with truck drivers all day every day. 99% of the drivers are Indian. Seeing someone white is almost as rare as seeing a woman driving. Some are very nice. Some are very rude …
I deal with truck drivers all day every day. 99% of the drivers are Indian. Seeing someone white is almost as rare as seeing a woman driving. Some are very nice. Some are very rude and entitled. I dont mind immigration. What I dont like is people thinking their still in India and attempting to change canadian values. We need to slow it down and vet people. Stop letting people pour in so you can stay in power. Liberals need to start caring about Canadians!
Identity Attack0.39461556
Insult0.17486192
Profanity0.03239325
Threat0.009825659
Severe Toxicity0.012359619
Moderate 0.3375374 Constructive 0.607
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s funny how so many Indians in that town are tired of seeing other Indians 😂. It’s a good sign honestly. Shows that many of them come to live with white people as opposed to …
It’s funny how so many Indians in that town are tired of seeing other Indians 😂. It’s a good sign honestly. Shows that many of them come to live with white people as opposed to making it like their home country
Identity Attack0.3908055
Insult0.1342682
Profanity0.11663672
Threat0.011172019
Severe Toxicity0.016577384
Moderate 0.33421695 Moderate Con 0.472 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
The entire white western world is turning against non white immigrants. It is a cultural universal that all people wish to live within their own communities where they feel safe because they see their neighbours …
The entire white western world is turning against non white immigrants. It is a cultural universal that all people wish to live within their own communities where they feel safe because they see their neighbours as their own kith and kin. People want to live among other people who have very similar behaviours and cultural values. White western culture has been very welcoming of non white immigration, but not to the extent that the whites feel that they are being diluted out of existence by the mass immigration of foreign minorities. Especially when those minorities have no intention of assimilating in in any way, are offensive towards the white population, and engage in serious criminal behaviour.
Identity Attack0.40713623
Insult0.1469393
Profanity0.08096472
Threat0.011068452
Severe Toxicity0.014447021
Moderate 0.33255672 Moderate Con 0.493 Fear_Threat
Sep 15, 2025 1 likes Why Canadians Are Turning Against …
0:46 see? Its not hard! Although dont do this “for white people” but just do it for Canadians. Canada doesnt need to be completely white. It needs to be completely Canadian.
0:46 see? Its not hard! Although dont do this “for white people” but just do it for Canadians. Canada doesnt need to be completely white. It needs to be completely Canadian.
Identity Attack0.41052565
Insult0.082372494
Profanity0.050930742
Threat0.01086132
Severe Toxicity0.012359619
Moderate 0.3308965 Moderate Con 0.317
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
this video was very unresolved message buddy. i am sorry if my words sound stupid or weird, my apologies. as an indian who live in india, yes the scarcity related to jobs and financial scrutiny …
this video was very unresolved message buddy. i am sorry if my words sound stupid or weird, my apologies. as an indian who live in india, yes the scarcity related to jobs and financial scrutiny is real but i wouldn't dare leave my country. there are ways to live happily here i am sure for some it might not be as such and they chose to live abroad that's their decision i have nothing to say there. but you have to also understand India houses 1.47 billion population. 1 out of 300 people are able to get in canada but since the size pool is bigger that tries for it the number sky rocket as well. i have no remarks against india not against the canadian who have lived there for generations. in my eyes they both are right and it's government that should do something about it. i can totally understand the perspective of white canadians if all they see is a chruch that was turned into a hindu temple.
Identity Attack0.15303208
Insult0.23237456
Profanity0.2453505
Threat0.02181799
Severe Toxicity0.017416617
Moderate 0.3302291 Constructive 0.82
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The thing about India is they only focus on white collar work and this is enforced in their culture and education system. This country of ~1.45 BILLION people (India) vs a population of ~41.3 million …
The thing about India is they only focus on white collar work and this is enforced in their culture and education system. This country of ~1.45 BILLION people (India) vs a population of ~41.3 million people (Canada) looks at white collar work as the only respectable work, sometimes because of their caste system. That's why a lot of poor Indians bathe in contaminated waste water and you see garbage all over the streets. Yet India has some remarkable engineers and mathematicians out of the human species and their billionaires living ~100 meters from the poorest. Second, Indians worship bartering or negotiating for everything even with a set price. saw a group of Indians upset with the price of entry in apple orchard and start arguing with the cashier trying to negotiate the price (my most recent experience). It's just a very different culture that only wants their own from education to even marriage. It's not gonna work with Western values
Identity Attack0.36733335
Insult0.25602314
Profanity0.0741757
Threat0.007832011
Severe Toxicity0.012574885
Moderate 0.3286776 Constructive 0.741
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
it was always the indigenous playing the 'race card' ,wanting hand outs, made up the majority of criminal activity, dividing, demanding national political representation and governance. dad always said, when residence of reservations see the …
it was always the indigenous playing the 'race card' ,wanting hand outs, made up the majority of criminal activity, dividing, demanding national political representation and governance. dad always said, when residence of reservations see the corruption from their own chiefs, theyll fight each other and one day 'new canadian' (once a minority cultural decent) will flood the country and then they can fight it out with natives. 'white' people cant afford to sustain natives and immigrant hand outs. both out populate 'white' canadians who pay the most taxes and have become the most discriminated. they wonder why existing canadian citizens birth numbers are down? high taxes, no assistance, high cost of living. we cant afford to raise big families. when they try bring in sharia law and christians become a minority, we will see another crusade
Identity Attack0.3817989
Insult0.21368977
Profanity0.041160982
Threat0.013579931
Severe Toxicity0.0125103295
Moderate 0.3281604 Constructive 0.557 Identity_Assertion
Dec 20, 2025 Why Canadians Are Turning Against …
I wanna see more of the white dude on the bike 😂
I wanna see more of the white dude on the bike 😂
Identity Attack0.36702603
Insult0.076819435
Profanity0.110447146
Threat0.057856824
Severe Toxicity0.01644827
Moderate 0.32128486 Moderate Con 0.355 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
For the love of god please fix this. I am an Indian immigrant here since I was 5 and a citizen since I was 12 and my husband is white and we both see the …
For the love of god please fix this. I am an Indian immigrant here since I was 5 and a citizen since I was 12 and my husband is white and we both see the hate rising. You have flood the country with unqualified and uneducated student immigrants and it’s making the rest of us who have been here 40 years scared. Immigration should be a mechanism that is used with high level discretion and sparingly not a replacement mechanism that fuels fear, hate, repulsion. 😟
Identity Attack0.32768643
Insult0.17610447
Profanity0.029596692
Threat0.009722093
Severe Toxicity0.010375977
Moderate 0.32074678 Constructive 0.743 Personal_Narrative
Sep 28, 2025 1 likes 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.