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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: "The only way that what's …" 970 comments · Page 20 of 39
The agruments are weak. The first settlers who left europe to settle in US was for economical and religious reasons. People should give up their food, personal values, language when they settle in north america? …
The agruments are weak. The first settlers who left europe to settle in US was for economical and religious reasons. People should give up their food, personal values, language when they settle in north america? Well I guess you cannot eat any Jamaican food again. In new york people still are proud of their italian and irish heritage. The problem with Canada is you flooding your country way too fast with immigrants.
Identity Attack0.28034934
Insult0.08582769
Profanity0.015147334
Threat0.007521313
Severe Toxicity0.005264282
Low Tox 0.25462922 Constructive 0.629
Aug 25, 2025 8 likes Why Canadians Are Turning Against …
Videos like these would be nicer if you did research/fact-checked people's statements. I know the purpose is to get the POV of the general populace, but it sucks hearing at the end of the video …
Videos like these would be nicer if you did research/fact-checked people's statements. I know the purpose is to get the POV of the general populace, but it sucks hearing at the end of the video "Well, idk why" when you could improve the quality of the video by supporting or rejecting claims people make. Also, asking more balanced questions instead of biased ones is another way you can improve. For example, no difficult questions or claims against the anti-immigration Canadians were given - they were basically just asked "why do you think this?" On the other hand, the pro-immigration migrants were given questions regarding claims made by the anti-immigrant Canadians - which again was never fact checked by your team. It's difficult and feels like a waste of time when we're just hearing testimony - as important as each individual's story is - but without any critical thinking or research applied.
Identity Attack0.05612817
Insult0.16883044
Profanity0.21348765
Threat0.007689608
Severe Toxicity0.008735657
Low Tox 0.25462922 Constructive 0.833
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
I agree they should check their culture at the door and adapt to our culture and our ways, or go back home.
I agree they should check their culture at the door and adapt to our culture and our ways, or go back home.
Identity Attack0.27340925
Insult0.06687108
Profanity0.026180768
Threat0.015774792
Severe Toxicity0.009689331
Low Tox 0.25462922 Moderate Con 0.471
Sep 11, 2025 Why Canadians Are Turning Against …
Every where you go you can see Punjabi celebrations everywhere it’s like no other culture exists! Way too much immigrants! We don’t want to be forced to see or participate in other peoples culture practice …
Every where you go you can see Punjabi celebrations everywhere it’s like no other culture exists! Way too much immigrants! We don’t want to be forced to see or participate in other peoples culture practice your culture or religion at home please!
Identity Attack0.28034934
Insult0.07301756
Profanity0.020988565
Threat0.007573096
Severe Toxicity0.008163452
Low Tox 0.25462922 Constructive 0.57 Identity_Assertion
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, …
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, etc. and the complaining of dominating every industry? I’m not sure what angle that is. Maybe the other groups should do better at dominating industries or advocate for businesses to hire other Canadians (equal opportunity employment). And the whole “ cow poop video” Tyler posted is one village in India ; which of course makes Indians collectively look bad and gives way for many of you in the comments to continually perpetuate this idea that Indians are sub-human. And Tyler, word of advice, if you’re going to show parts of the Indian community and Hinduism religion in Canada — at least learn to pronounce words correctly so you don’t sound like a complete idiot.
Identity Attack0.21075934
Insult0.16124763
Profanity0.05268429
Threat0.009359611
Severe Toxicity0.0077819824
Low Tox 0.25462922 Constructive 0.677 Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
They find a way to comeback....... Election chair for extortion and violent home invasion. THE END!
They find a way to comeback....... Election chair for extortion and violent home invasion. THE END!
Identity Attack0.031980325
Insult0.08434689
Profanity0.019758832
Threat0.13245705
Severe Toxicity0.008811951
Low Tox 0.25462922 Low Con 0.174 Unverified_Claim
Feb 20, 2026 Canadian immigration officers investigating hundreds …
50,000 WOW SEND THEM BACK GIVE THEM NOTHING BUT A TICKET ONE WAY BACK TO THERE COUNTRY AND IT WILL SEND A MESSAGE TO THE OTHERS TRYING TO COME HERE
50,000 WOW SEND THEM BACK GIVE THEM NOTHING BUT A TICKET ONE WAY BACK TO THERE COUNTRY AND IT WILL SEND A MESSAGE TO THE OTHERS TRYING TO COME HERE
Identity Attack0.14661247
Insult0.06529768
Profanity0.021125201
Threat0.03235042
Severe Toxicity0.01083374
Low Tox 0.25462922 Low Con 0.287
Jan 1, 2019 How much do refugees and …
Good, Amen! Bye bye! Don't let the door kick ya on the way out!
Good, Amen! Bye bye! Don't let the door kick ya on the way out!
Identity Attack0.005660672
Insult0.0314771
Profanity0.02795705
Threat0.3481519
Severe Toxicity0.011520386
Low Tox 0.25462922 Moderate Con 0.428
Dec 28, 2025 Deportations From Canada at Their …
All this happened when Canadians, particularly white people left Christianity and abandoned their churches and followed the woke ideology that was imposed on them by external forces. The damage is done. However, it’s never too …
All this happened when Canadians, particularly white people left Christianity and abandoned their churches and followed the woke ideology that was imposed on them by external forces. The damage is done. However, it’s never too late to rebuild your communities and start all over again. I am not from India…I came to Canada 31 years ago with my family. When I came here as a young man…You could not see any stores open on Sundays; other than gas stations and convenience stores. Majority of people attended church and the whole town had only two homeless people in it. Go back to your churches, have many kids and rebuild your communities…stay a way from Drugs and alcohol. Good luck all.
Identity Attack0.2823795
Insult0.08558089
Profanity0.02433617
Threat0.010602405
Severe Toxicity0.007858276
Low Tox 0.25462922 Constructive 0.709 Identity_Assertion
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
At this point, I'm over every culture. We have been conditioned in the West to think that we have no culture, we need to embrace, worship, and accept everyone else's culture. Really over it. We …
At this point, I'm over every culture. We have been conditioned in the West to think that we have no culture, we need to embrace, worship, and accept everyone else's culture. Really over it. We have built a beautiful way of life in the western world and we should work harder to preserve it. I've been to India. Although I like most Indians that come to our part of the world, WE DO NOT WANT OUR COUNTRY TURNING INTO INDIA (or any other country/culture for that matter). Assimilate, get with the program, or GTFO. Enough is enough. Americans, Canadians, Europeans..stand up for your country and culture before it is completely erased. If we decided to move to any of these third world countries and pull the same crap, locals would be up in arms.
Identity Attack0.2816105
Insult0.075868964
Profanity0.08322773
Threat0.011715741
Severe Toxicity0.014511578
Low Tox 0.25462922 Constructive 0.685 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Yeah way too many of them. Mass immigration at it's worst.
Yeah way too many of them. Mass immigration at it's worst.
Identity Attack0.23618884
Insult0.0777699
Profanity0.021740068
Threat0.009385503
Severe Toxicity0.0060272217
Low Tox 0.25462922 Moderate Con 0.339 Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Sad but true. i am an immigrant myself but I am sad to say these people who manipulate the system to be here and abuse every law are a disgrace to the immigrants who came …
Sad but true. i am an immigrant myself but I am sad to say these people who manipulate the system to be here and abuse every law are a disgrace to the immigrants who came the right way, follow the law, and assimilate and live Canadian values.
Identity Attack0.17847598
Insult0.19225755
Profanity0.02385794
Threat0.0071847234
Severe Toxicity0.004749298
Low Tox 0.25462922 Constructive 0.682 Personal_Narrative
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
It's so paradoxical that the indians back in India and abroad are projecting different outlooks about immigration and assimilation. I think it's absurd. In recent India, they look down upon immigration in India and complain …
It's so paradoxical that the indians back in India and abroad are projecting different outlooks about immigration and assimilation. I think it's absurd. In recent India, they look down upon immigration in India and complain about the lack of assimilation of immigrants to the diverse Indian culture. But abroad in another country as immigrants they want to protect their culture and do not want to assimilate to that country's culture or way of life. 😅 The comments about equality of humans, non discrimination etc made me laugh so much.. Ask them about the caste discrimination in their society, anti-conversion laws, attacks on sikhs, muslims, christians institutions/places of worship, and how they treat african students & other non-white races in India to have a better understanding on their views. 😂😅
Identity Attack0.28034934
Insult0.09563028
Profanity0.06946823
Threat0.009023022
Severe Toxicity0.008163452
Low Tox 0.25462922 Constructive 0.792 Comparative_Framing
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm surprised no liberal voters are calling this dude a "racist" because it involves Indians. He is literally interviewing both sides of this issue. In my opinion, if the liberal government stays in power, and …
I'm surprised no liberal voters are calling this dude a "racist" because it involves Indians. He is literally interviewing both sides of this issue. In my opinion, if the liberal government stays in power, and more and more liberal voters use the racism card on people who point out these issues just to make themselves feel like a good person, more and more major cities in Canada will be filled of them who either entered as an international student, or as an asylum seeker. It is not "multiculturalism" or "diversity" if there is only people from one culture coming to Canada? Where are the people from countries like Italy? Germany? Ukraine? Mexico? It is not racist to point out how in very few homes, most notably in Brampton, around 7 or more people live in one house. It is not racist to point out how these Indians need to learn to write and speak proper English. It is not racist to point out how they need to adapt to our civilized way of life here in Canada. It is not racist to point out the rise in crime done by people of Indian descent. It is not racist to point out how, coincidentally, the quality in Tim Hortons has dropped lately, when in a majority of them have workers of Indian descent, which are usually in major cities. How so? The liberal-imposed foreign worker plan, plus a little bit of corporate greed. It is not racist to point out that Indian "international students" are getting their food from food banks, which are supposed to be for the poor, and how some places of work only hire Indians, because they are run by Indians. Why is this discussion even about Indians? Because they make up HUGE majority of people coming to live in Canada. Matter of fact, this does not apply to Indians coming to Canada, but to whoever goes to live in another country. It does not take much out of you to at least adapt to the way of life in which ever country you go to. The conservative party sees this in a way that the liberals do not. Come back to this comment in another 10-20 years when the liberals are still in power. You'll see the difference.
Identity Attack0.27759558
Insult0.110259406
Profanity0.02303812
Threat0.008065036
Severe Toxicity0.005645752
Low Tox 0.2540519 Constructive 0.705
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
It's time the government started deporting these kinds of people... They opened the doors to Canada for them—well, they didn't really open them, they forced their way in. And all they've done is undervalue the …
It's time the government started deporting these kinds of people... They opened the doors to Canada for them—well, they didn't really open them, they forced their way in. And all they've done is undervalue the work, doing shoddy jobs and charging low wages. They ruin the good work done by others and pay them poorly. They're opportunists. There aren't enough jobs for citizens. They take all the jobs, and companies pay less. The government should be paying attention to that. There are a lot of them undocumented immigrants... and all they've done is increase crime.
Identity Attack0.06567776
Insult0.19734058
Profanity0.026727317
Threat0.013424582
Severe Toxicity0.00705719
Low Tox 0.2540519 Constructive 0.573 Fear_Threat
Feb 20, 2026 Inside Canada's Indian Invasion...
When are you people are going to wake up and see the reality , this is staged by your own government to destroy your way of life it's dictated by Davos this is why it's …
When are you people are going to wake up and see the reality , this is staged by your own government to destroy your way of life it's dictated by Davos this is why it's just NATO countries affected , I don't want this country to turn to Punjab or any country that have no rule of laws , why do you think when criminals get arrested they walk out the back door , do you people ever think ?????? I guess not , this goes for housing education healthcare and cost of living
Identity Attack0.068465814
Insult0.12883772
Profanity0.030389199
Threat0.01698343
Severe Toxicity0.008087158
Low Tox 0.2540519 Moderate Con 0.423 Unverified_Claim
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Because they know it's way easier to go and infest canada over ANY country in the world thats not considered 3rd world.
Because they know it's way easier to go and infest canada over ANY country in the world thats not considered 3rd world.
Identity Attack0.19100772
Insult0.09563028
Profanity0.030639706
Threat0.05559385
Severe Toxicity0.0104522705
Low Tox 0.2540519 Low Con 0.168 Fear_Threat
Feb 15, 2026 Inside Canada's Indian Invasion...
I'm glad that my family immigrated to the US from Canada. We still have a place up that way in a very rural area and even that is falling apart. The Indians are coming in …
I'm glad that my family immigrated to the US from Canada. We still have a place up that way in a very rural area and even that is falling apart. The Indians are coming in and taking a bunch of businesses and jobs from Canadians and they do not assimilate whatsoever.
Identity Attack0.316
Insult0.07428485
Profanity0.020646973
Threat0.0072106146
Severe Toxicity0.007019043
Low Tox 0.2524482 Constructive 0.685
Jan 27, 2026 Inside Canada's Indian Invasion...
As a brown guy who is born and raised here, not every brown person is Indian. There are Guyanese, Trinidadians, Sri Lankans, Bengali, Nepali etc people that are in no way related, linguistically, culturally or …
As a brown guy who is born and raised here, not every brown person is Indian. There are Guyanese, Trinidadians, Sri Lankans, Bengali, Nepali etc people that are in no way related, linguistically, culturally or religiously to people from Punjab that have been here decades and respect the land, the culture and learn English. The majority of the mass migration as of late has come from one state in India. Many are good people, but many try to make Canada the home they left. Too bad the rest of us south asians and west indians are painted with this broad brush.
Identity Attack0.29188538
Insult0.07967083
Profanity0.035900343
Threat0.008401625
Severe Toxicity0.006904602
Low Tox 0.25084448 Constructive 0.762 Personal_Narrative
Feb 24, 2026 Inside Canada's Indian Invasion...
*Not a single day for cash* Dude striaght bs, 7 years ago , people with student visa cant work legally. So how is he getting paid ?? Remity rupee back to india? Lol Also, you …
*Not a single day for cash* Dude striaght bs, 7 years ago , people with student visa cant work legally. So how is he getting paid ?? Remity rupee back to india? Lol Also, you came as a international student and knowingly u cant afford the tuition. Its clearly u didnt care about going to school and used it as a gate way to canada. You dont go aboard studying for a better life in that country. U study abroad to either bring back new knowledge to your country or to full fill a requirements for a job back home.. The most common one is the opportunity to have a degree from a well known school for family braging rights and take over family bussiness. Which bring us back to, studying aboard is strictly for wealthy families no matter where u live . Imagine a candian going to london or europe we would pay just as much plus conversion rate. So for indians like him self, studying aboard paying 8 k cad per course shojdl be impossible. Only a super wealthy family can afford that in india or canada .
Identity Attack0.055673428
Insult0.15982662
Profanity0.12096943
Threat0.0077672824
Severe Toxicity0.008811951
Low Tox 0.25084448 Moderate Con 0.49 Unverified_Claim
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
So essentially 3 tiers of Indian come(Hamiltonian here who worked in the GTA for awhile) They got pumped in and don't like eachother and look down at the lower tiers ones. They won't even hire …
So essentially 3 tiers of Indian come(Hamiltonian here who worked in the GTA for awhile) They got pumped in and don't like eachother and look down at the lower tiers ones. They won't even hire other Indians anymore since they have the options of only their type. They erased several industries at this point, most small business are forgien owned, Indian or middle eastern. They can't drive (just google India driving) theirs a couple feet of snow and they just floor it around sliding through intersections while playing candy crush or what ever Every business that is fast food place is almost exclusively Indian to the point the "white point game" isn't even playable. They buy up insane amounts of properties because they bring thier entire family on different visas and many just stay till they get deported as they bring that money home with them. Every student housing is filled with Indians, every one bedroom has 30 of them living in it. Most starter homes where cheap so they bought them to flip with thier combined money. Security sector is filled with them exclusively because it's the highest amount of money they can make here without any skills .(Most are 0 skilled). Schools all had to cut staff in half because when we cut funding and spots for people coming to our universitys they lost half thier income. Crime rate went way up. My city is really bad for human trafficking and aex trafficking. Many come to our city since it's far enough away to commit crimes. Many get 0 consequences because again.. Illegally overstaying a visa is deportation. Doug Ford literally gave everyone 200$ before an election...like how corrupt and garbage is this country. Now we have Indian only business that can't speak English, similar to the daycare issue. Job postings for specific races or language s only. Mind you everything just stated is also being done by the Arabs and Somalis and Nigerians. Many of these people coming here are "escaping dangerous situations" Wich means criminals who want to start again. Somehow these people with 0 resources have the money to buy million dollar properties 😂 Also don't forget, it's a hate crime to say or do many things about this and could land you in jail or worse. Much of Canada are college towns and those idiot kids want more
Identity Attack0.28034934
Insult0.113185234
Profanity0.087430455
Threat0.018019408
Severe Toxicity0.0125103295
Low Tox 0.25084448 Constructive 0.658 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I just heard an Indian man call Canada cheap to live 🤣 I guess it would be when the government pays your way 💀
I just heard an Indian man call Canada cheap to live 🤣 I guess it would be when the government pays your way 💀
Identity Attack0.23542951
Insult0.0836065
Profanity0.05268429
Threat0.010058682
Severe Toxicity0.008888245
Low Tox 0.24924077 Moderate Con 0.399 Humor_Satire
Mar 1, 2026 1 likes Inside Canada's Indian Invasion...
the difference is not the color of the skin, the difference is cultural.. when people move to any country and refuse to assimilate and adopt the ways of the host country.. instead they bring their …
the difference is not the color of the skin, the difference is cultural.. when people move to any country and refuse to assimilate and adopt the ways of the host country.. instead they bring their own rules and the way they did things from the country of origin. if they throw trash in the streets where they use to live they throw trash in the streets in the host country.. and again as I said on another video of yours, we use to have a sustainable model that took in high value people (most of the time) now with the liberals they have brought in everyone including criminals, those who refuse to speak English, those who want to keep the way of life they had elsewhere, uneducated, and going to fake schools that are only there to get people here on student visas. their culture is one of scams, racism, do we have good east Indians? yes 100% I have met many that I love, but over these past few years the ones who have taken over.. no.. they do not have any respect for us or even those East Indians that have been here for generations.
Identity Attack0.15731181
Insult0.107333586
Profanity0.09324962
Threat0.008841781
Severe Toxicity0.009841919
Low Tox 0.24924077 Constructive 0.705
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
Ok the migrants are the ones from India, that they came to Canada and brought their way of leaving here. I came from Ecuador 44 years ago and still working but i did not bring …
Ok the migrants are the ones from India, that they came to Canada and brought their way of leaving here. I came from Ecuador 44 years ago and still working but i did not bring Ecuador here , you have to respect were you are. This people come and do whatever they want and they are unrespecful. This need to be fix.
Identity Attack0.27875587
Insult0.097093195
Profanity0.015249812
Threat0.0068869707
Severe Toxicity0.0051116943
Low Tox 0.24763705 Constructive 0.712 Personal_Narrative
Sep 12, 2025 1 likes Why Canadians Are Turning Against …

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.