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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: "Once the American people see …" 17 comments
When will you make the youtube about the retarded american youtuber invasion of canada to racist bait people your idiot fuckhead countrymen are gunna see this video and think even worse about Canada and feed …
When will you make the youtube about the retarded american youtuber invasion of canada to racist bait people your idiot fuckhead countrymen are gunna see this video and think even worse about Canada and feed into the MAGA opinion of Canada.
Identity Attack0.6007182
Insult0.7827088
Profanity0.6919765
Threat0.12076248
Severe Toxicity0.45895407
Toxic 0.85850734 Low Con 0.13 Identity Attack Insult Call_To_Action
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the …
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the benefit of the country. Go to Markham or Richmond and it's 80%+ chinese. Vaughan is mostly Italians. So many areas of the country has had immigrant populations like Brampton does. Then you give an outright racist a platform of about 4 minutes in this video to say such BS that Indians eat poop, and Africans have sub 80 IQ. It's infuriating to see this content.....and from an American no less. You then highlight a survey about quality life and make an implication that it has anything to do with immigration. Guess what, you ask that quality of life to any city in North America and they will almost guarantee that quality of life has decreased since the pandemic mostly because of inflation and the economy...not because of some immigrants coming here to take low paying jobs that white don't want to do. It's the same BS that Americans do with blaming Mexicans and Somalians. Only dumb people actually buy into this xenophobic crap that media producers like you promote.
Identity Attack0.40351558
Insult0.6336687
Profanity0.34827787
Threat0.019573374
Severe Toxicity0.16960317
Moderate 0.6407703 Constructive 0.566 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Native americans feel the same way when they see fat smelly white people roaming around freely in america and canada
Native americans feel the same way when they see fat smelly white people roaming around freely in america and canada
Identity Attack0.6458014
Insult0.5678696
Profanity0.26600444
Threat0.00967031
Severe Toxicity0.15706694
Moderate 0.6308517 Low Con 0.259 Identity Attack Insult Identity_Assertion
Jan 28, 2026 5 likes Inside Canada's Indian Invasion...
Indian people taking over and building up and bringing up the economy! Okay! It is making us Canadians say, “too much!” At least you heard the last 4 minutes! But, Whites, Blacc’s and whoever else …
Indian people taking over and building up and bringing up the economy! Okay! It is making us Canadians say, “too much!” At least you heard the last 4 minutes! But, Whites, Blacc’s and whoever else still left behind competing in an old world and fighting and being indifferent about race still! Yeah Fucc y’all! The Indian people see Brown and sticc to a motive while everyone else fighting! Canadian’s and American’s will doom themselves!
Identity Attack0.5135796
Insult0.46327567
Profanity0.4113413
Threat0.055270568
Severe Toxicity0.16960317
Moderate 0.51869136 Moderate Con 0.348 Identity Attack
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
\\Not suprised by the polish dude... most polish people i met here living and born in the states have the most racial takes ! I was at a bar in NYC and i lost my …
\\Not suprised by the polish dude... most polish people i met here living and born in the states have the most racial takes ! I was at a bar in NYC and i lost my ID so i took my American Passport with me as a substitute and I showed the bouncer and he let me in the dive bar and i sat down to order and I hear an Old Polish dude with a accent tell his buddy "well at least we know its legal" as i turned to say "let me see your ID cause your accent is not american" as he started talking shit out loud and I told him" look at the foriegner telling a Mexican American man who is Native to the Americas with Native American ancestry that he does not belong in North America" my friends had my back and the bartneder gave me a free drink and stopped serving the Moron.... want to know something funny... I was born and raised in Brooklyn parkslope and went to a Polish Catholic school from Pre k to kindergarten and i was the only non polish person in the school and I spoke some words in polish as my baby sitter was an old polish woman.
Identity Attack0.4931391
Insult0.4339631
Profanity0.46222726
Threat0.13178273
Severe Toxicity0.16960317
Moderate 0.47772613 Constructive 0.686 Personal_Narrative
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
When I lived in SW PA, we saw more and more convenience stores being run by Indians. I went into a 7-11 once, and there was what looked like a family in the office, and …
When I lived in SW PA, we saw more and more convenience stores being run by Indians. I went into a 7-11 once, and there was what looked like a family in the office, and when the guy that worked there was serving me, I asked him, why don't I ever see any Americans working there? He said, because Americans are lazy, and especially the black ones. He said Americans always want days off. Days off because you're sick, or days off because it's a holiday, days off for everything. They don't want to work. This is all because of Clinton. He made a deal where Indians could come to the US, and they were given money to "start" a company. The idea was, they would BUILD a company, and hire Americans to work it. Instead, they bought stores and motels and used those to import their family and friends from India to here, for work. When I went back to school, I had no choice but to work at a gas station. I was off on payday once, and went in to get my check. There was a new guy at the counter, an Indian. I asked for my check, and wanted him to cash it for me. We always did that if there was enough money in the register. He told me to move, customers waiting. He didn't speak English very well. I went to the office to see the work schedule, and he yelled at me to get out of there! I told him what I was doing, he said "You work no!! I work! You boss no own, my boss own! Leave now! After a little more back and forth yelling, I found out my boss sold the gas station the night before and we were all out of a job. I blew up in front of all the customers! They started to walk out. Lol. That station didn't even last a year, and they had to close down. If they had a drive off (back in the days of a pump and run) they would call the police, but couldn't speak English very well. So they would tell police robbery! After a few times of that, the police told them to never call again. This was a very small town in SW PA, and word got around, and no one went to that station any more. This is the same area that was featured in Tyler's and others videos about all the Haitians that were shipped in by Biden. Bell Vernon PA, right across the river from Charleroi PA. The area is still FULL of Haitians, scaring all the native people away. Taking over the Walmart that is right across the street from where this gas station used to be. One of the many reasons I live in TX now.
Identity Attack0.4911651
Insult0.40243408
Profanity0.2327678
Threat0.030623792
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.79 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
You spent a lot of time with that racist dude mr Oliveira lol. Those stats about Africans having low iqs, how do you think that data is collected? Just think for a second, what about …
You spent a lot of time with that racist dude mr Oliveira lol. Those stats about Africans having low iqs, how do you think that data is collected? Just think for a second, what about an American education system would compare to say the local village school in rural Kenya? Do you think something like that would play a part in iq level? Some of you need to get your own checked I swear. 35% of Kenyans live under the FOOD poverty standard. 18.3 million people live under the food poverty line in the United States (13%> of US population) 18.5 million live under the food poverty line in Kenya. The population of Kenya is around 53 million. That’s just over 1/7 of the US population. Do you think that maybe plays a part? That’s only one country, we can keep going, if you crunch the numbers on the whole continent it’s so obvious that you’d have to be .. low iq not to see it lol.
Identity Attack0.37082586
Insult0.4125297
Profanity0.07223598
Threat0.009281937
Severe Toxicity0.018707745
Moderate 0.4014846 Moderate Con 0.48
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
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...
This is going to sound super cruel but in American its just as bad, over the last 8 years over 30 family owned businesses or small restaurants have been taken over and bought out by …
This is going to sound super cruel but in American its just as bad, over the last 8 years over 30 family owned businesses or small restaurants have been taken over and bought out by Indian people in my area alone, the food quality dips, quality in general dips, they're rude, they get mad if THEY mess up at you which is super disrespectful. I come from a Hispanic culture do be respectful to other human beings if you enter another person's country. Your laws no longer apply here and people who are foreign seem to think that is not the case. I hate seeing local grocery stores get bought out because nothing feels the same. Its not a community anymore its an infestation of rude, self centered obnoxious foreigners who treat everyone like crap because they're miserable. Many don't last because American's aren't going to go to a place that isn't really local anymore its not the same faces they're used to its a cheap old Indian man who is too lazy to fix anything and gets mad when you order too much and by too much like 4 things....
Identity Attack0.35948995
Insult0.19734058
Profanity0.16915557
Threat0.018019408
Severe Toxicity0.01825585
Moderate 0.3302291 Constructive 0.729 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
"Let's see how many white people work here" . Tyler..you Americans are a land made of immigrants. You guys been mixed from the very beginning, what does it matter to you that others want to …
"Let's see how many white people work here" . Tyler..you Americans are a land made of immigrants. You guys been mixed from the very beginning, what does it matter to you that others want to go to America too? Why does the colour of their skin matter to you? Do you really believe that all your ancestors who came to America from different countries didn’t bring their culture with them? And don’t you think that all these different cultures shaped America into what it is today? I am not American, and I would never leave my country for America. As an outsider, it feels strange to watch Americans portray other people—who want to immigrate to the country just like your own ancestors did—as inferior. In my eyes, you are exactly the same, no one is better than the other. It surprises me that a country like America shows hostility toward others who, just like them, are immigrants. And then you go to a other country with that very same mindset. No matter if Canada or America, remember that your not a native, so why judge people so hard, for trying to do the same thing like you did. You are not a native either.
Identity Attack0.36702603
Insult0.16195811
Profanity0.05243378
Threat0.008919456
Severe Toxicity0.012833111
Moderate 0.31963667 Constructive 0.763 Moral_Argument
Feb 8, 2026 Inside Canada's Indian Invasion...
Good journalism, both sides being presented here, the reasons why it happened, the stereotypes. While I don't really have a strong opinion about Brampton being mostly Indians, I do have an opinion that Canadians should …
Good journalism, both sides being presented here, the reasons why it happened, the stereotypes. While I don't really have a strong opinion about Brampton being mostly Indians, I do have an opinion that Canadians should condemn other areas as well that are majority of immigrants. Vaughn area is filled with Chinese people no one makes a fuss about it. They ain't speaking english, they aint serving American junk food everywhere, yet Indians are a problem. The community has vices, but justifying xenophobia with that is awful. European descendant people came here and took over native Canadians. Can't think how it must've felt for them. That was unarguably way worse than the current immigration system. My point being its a problem against a specific community is not really being uncomfortable for the sake of the country but purely out of spite and racism. I can see the concerns but not when they stereotype every Indian.
Identity Attack0.28622448
Insult0.16868424
Profanity0.054938845
Threat0.007870848
Severe Toxicity0.007896423
Low Tox 0.26859093 Constructive 0.862
Nov 29, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
I would like to see Tyler interview the Native Americans in Montana. My cousin went to, I believe it was Billings, Montana. He had a lot of people just being straight up rude towards him, …
I would like to see Tyler interview the Native Americans in Montana. My cousin went to, I believe it was Billings, Montana. He had a lot of people just being straight up rude towards him, and when he was talking to some of the locals, they said that the Native Americans hate other Americans. Just thought it’d be interesting to see them talk about it. That and how the native Hawaiians hate Tourists. (Nassau Bahamas would be a good one. They have that massive Atlantis waterpark and casino which the locals are not allowed in. And you have to drive through the town before you get to the entrance of the park. All the buildings are all boarded up people just sitting in the streets, all ragged. Well, tourist are partying in this massive waterpark with a lazy river that goes around the entire park)
Identity Attack0.14661247
Insult0.082866095
Profanity0.027000591
Threat0.009256045
Severe Toxicity0.0049591064
Low Tox 0.19504376 Constructive 0.706 Comparative_Framing
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
TYLER PLEASE do a before & after video of everyday civilian life in El Salvador. President Nayib Bukele is now in charge of CECOT prison, and us AMERICANS should see w our own eyes what …
TYLER PLEASE do a before & after video of everyday civilian life in El Salvador. President Nayib Bukele is now in charge of CECOT prison, and us AMERICANS should see w our own eyes what the community and people of El Salvador are saying of the president's strict laws on gangs and organized crime. It will show us 1st hand what we can learn by what theyre doing about their criminals and give the people a platform to voice their opinions.
Identity Attack0.021987455
Insult0.060752302
Profanity0.013644327
Threat0.008841781
Severe Toxicity0.0022506714
Low Tox 0.112953395 Constructive 0.732 Call_To_Action
Feb 7, 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...

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.