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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 #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "If i wanted to live …" 291 comments · Page 7 of 12
Funny how everyone screams about immigrants and Indians ‘ruining Brampton,’ but no one bats an eye when billions of OUR tax dollars are shipped to Ukraine. The real issue isn’t people trying to make a …
Funny how everyone screams about immigrants and Indians ‘ruining Brampton,’ but no one bats an eye when billions of OUR tax dollars are shipped to Ukraine. The real issue isn’t people trying to make a living — it’s governments that failed to plan for housing, infrastructure, and affordability. Stop blaming immigrants for problems created by bad leadership. we get all the hate while working the jobs many young Canadians don’t even want to show up for. Not all immigrants work on cash and not all of us are the same — we’re out here paying taxes, grinding hard
Identity Attack0.31015682
Insult0.16824563
Profanity0.024472807
Threat0.009230154
Severe Toxicity0.008659363
Low Tox 0.295883 Constructive 0.629
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm a white guy born in Mississauga just south of Brampton. I've been living in a tent for over two months. Youth stand near the woodlot where i live and shout "Indian go home" The …
I'm a white guy born in Mississauga just south of Brampton. I've been living in a tent for over two months. Youth stand near the woodlot where i live and shout "Indian go home" The news and researcher-academic classes tell us we didn't want to work and we were unqualified for work, and now they tell us we are racists if we even blink wrong.
Identity Attack0.34324843
Insult0.10294484
Profanity0.048425674
Threat0.010291707
Severe Toxicity0.009307861
Low Tox 0.29039988 Constructive 0.68 Personal_Narrative
Sep 29, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I don’t blame the immigrants, I blame our liberal government because they are the ones who are supposed to control the amount of people coming into the country. If I travel to another country that …
I don’t blame the immigrants, I blame our liberal government because they are the ones who are supposed to control the amount of people coming into the country. If I travel to another country that I want to live in or work in, I need to follow their rules, laws and respect their culture, not trash their country, and change their culture and country to my country. This is what has happened in Canada, too many fn people from India here and they’ve basically taken over everything in the country, again this is not their fault, it’s our own governments fault.
Identity Attack0.2949366
Insult0.16989174
Profanity0.059948977
Threat0.008272167
Severe Toxicity0.010528564
Low Tox 0.28674445 Constructive 0.559
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
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 …
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...
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...
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...
I was called a Nazi because I suggested the same thing: the more people you have the less resources you have for everyone to go around. I was called a Nazi for saying that. I …
I was called a Nazi because I suggested the same thing: the more people you have the less resources you have for everyone to go around. I was called a Nazi for saying that. I wasn’t being a Nazi. I was being a mom. Any woman knows this. When you’re single, you can have a whole pie to yourself. You get married, you make a pie and you’ve got well maybe a couple of days worth of food. Add a child everybody eats comfortably but only for one night add a second child somebody’s gotta give up. You know what I mean like it’s just plain math Mathematics so I guess I’m too far left for the right and I’m too far right for the left, I guess. Although I’m not an immigrant, I am a person with disabilities and just recently when we lost the so-called Trudeau tax I wondered why I wasn’t getting it. Then on a Canadian conservative source I heard we weren’t getting it anymore and I was upset. Disgruntled person wrote in the comments section and I quote get over yourself. I think MAID could help you. That didn’t come from a left-wing source as many right wing folks will say that it’s the left who wants to euthanize disabled people. That came from someone from a right leaning source. So writer left nobody wants to pay for anyone to have a free ride, even if the ride isn’t really free. I live on $800 a month and I am much too disabled to work and I don’t have family. In addition, I’ve been told I’m not eligible for rent gear to income, but it’s not like I’m going to get well. Anyway, it seems people don’t like to put out for others and I get it because the folks at the top are always happy to see the little guys tear each other apart. None of our politicians have ever voluntarily Given up a pay cut to support those who can’t work any longer or who never could. That would be the pro life thing to do. They’re always voting themselves big raises.
Identity Attack0.23011416
Insult0.1087965
Profanity0.17566866
Threat0.016810767
Severe Toxicity0.01986976
Low Tox 0.28425202 Constructive 0.804 Personal_Narrative
Aug 31, 2025 Why Canadians Are Turning Against …
😂😂😂 I never thought you’d actually do a video on Brampton. The “Doctors and Engineers” offer nothing good to us. Everyone used to live there, used to be a good prominent neighbourhood. Thankfully I got …
😂😂😂 I never thought you’d actually do a video on Brampton. The “Doctors and Engineers” offer nothing good to us. Everyone used to live there, used to be a good prominent neighbourhood. Thankfully I got out in 2002. Since the influx of Jeets, our insurance rates have sky rocketed, it’s impossible to get a decent job anywhere because they lie on their resume and scam the system, all while the government is giving them money. They also infect any place/city you want to go to. In 2017 it was a bad time to be in college/university, fast forward to now and how much more our government has imported, all of Ontario is doomed. Hope you went to Singh Hortons while you were here, it used to be good, now you’re lucky if you don’t get sick because of their hygienic standards. The only thing they’re good for is delivering us food when we don’t want to leave our house. The worst part is these people think they’re needed here and think they’re better than us Canadians because the government pushed them here. Useless people that infected and ruined everything we had, the jeet fatigue is real.
Identity Attack0.053399716
Insult0.24171697
Profanity0.07934829
Threat0.009307829
Severe Toxicity0.008506775
Low Tox 0.28425202 Constructive 0.564 Fear_Threat
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
I agree with the these people's comments regarding the immigration issues. I've been Canadian for over 50 years and this is the worst I've seen or experienced here in this country. Why are we as …
I agree with the these people's comments regarding the immigration issues. I've been Canadian for over 50 years and this is the worst I've seen or experienced here in this country. Why are we as major tax payers are forced to finance the lives of these people who are only here to take from us, not give back in any way for us who supported them coming in to feel it's been a good decision made by our government, from our pockets. They do also bring their war, stealing, lying, scamming with them, creating more division with us who were living peacefully before. There's so much more that I see and experience now, that makes me want to leave, and it shouldn't be me who leaves home for others who have no good intentions.
Identity Attack0.17070955
Insult0.24767025
Profanity0.038655918
Threat0.012803185
Severe Toxicity0.009117126
Low Tox 0.28425202 Constructive 0.826 Fear_Threat
Aug 29, 2025 2 likes Why Canadians Are Turning Against …
As a canadian I really feel this, thanks these indians and our government getting a job is a nightmare especially if you live in the city and most of the country is far-left so it …
As a canadian I really feel this, thanks these indians and our government getting a job is a nightmare especially if you live in the city and most of the country is far-left so it isn't changing anytime soon. It's just sad to see, I'm not racist I just want my own country and my own job but I guess that's asking too much :/
Identity Attack0.29951343
Insult0.1378885
Profanity0.028503597
Threat0.007314181
Severe Toxicity0.00793457
Low Tox 0.28087774 Constructive 0.679 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
i live in bolton, have for 35 years .im pretty much next to brampton, which was always very indian, and that was fine. but its drastically changed in the past 10 years for the very …
i live in bolton, have for 35 years .im pretty much next to brampton, which was always very indian, and that was fine. but its drastically changed in the past 10 years for the very very worst. were still sort of ok in bolton right now but it's happening fast. edit: brampton used to be full of indians that wanted to be canadian, now its just disrespectful ones that want brampton to be india
Identity Attack0.33675182
Insult0.12521741
Profanity0.06044999
Threat0.008492245
Severe Toxicity0.008277893
Low Tox 0.2786282 Constructive 0.579
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
One thing that disturbing people all over the world is how Indians don't want to assimilate but keep on living in isolation and stop integrating with the local population.
One thing that disturbing people all over the world is how Indians don't want to assimilate but keep on living in isolation and stop integrating with the local population.
Identity Attack0.35624164
Insult0.08434689
Profanity0.044417568
Threat0.010757755
Severe Toxicity0.008659363
Low Tox 0.2786282 Constructive 0.507
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
They didn't put you at gunpoint to leave brampton, you just didnt want to live near them... The fact is you don't like their presence because they are from a poor country. Classic prejudice.
They didn't put you at gunpoint to leave brampton, you just didnt want to live near them... The fact is you don't like their presence because they are from a poor country. Classic prejudice.
Identity Attack0.22707681
Insult0.15485314
Profanity0.016479544
Threat0.0104988385
Severe Toxicity0.0064468384
Low Tox 0.26859093 Moderate Con 0.496 Moral_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm a white Canadian and I want more Indians because they don't want Sharia law like Muslim do so yah I'd rather live amongst the Indians they're awesome people
I'm a white Canadian and I want more Indians because they don't want Sharia law like Muslim do so yah I'd rather live amongst the Indians they're awesome people
Identity Attack0.30103904
Insult0.0654725
Profanity0.057944927
Threat0.008013252
Severe Toxicity0.010223389
Low Tox 0.2667042 Constructive 0.598 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
You know what too...If Canadians was too go to India I wouldn't be able to bring my Canadian/Caribbean Culture there..I look at it like this his your moving to another Country I'm gonna adapt to …
You know what too...If Canadians was too go to India I wouldn't be able to bring my Canadian/Caribbean Culture there..I look at it like this his your moving to another Country I'm gonna adapt to The Culture and Lifestyle..Im not gonna bring my Old Ways that I wanted to leave to a New Country and Life...I feel like its not Canadians being Racist it's that they came here and The Government and Businesses are Catering to them From Adding Specific Food Items to cater to them most Jobs are by passing others to hire them...And on top of that Canadians are dealing with Food Cost being High still and Working a Job and still not making else to live a decent Life...Seems like most people are Working to Survive and Pay Bill and don't even have enough to atlest go out and have a peace of mind and have a Social Life...There brought in all these Immigrants to The Country while The Country was basically under a Recession...And this Problem is not getting Fixed now and it seems like it's getting worst..To the point I feel like a Civil War could even break out I this don't get Fixed somehow and someway... Purple Gorillaz Was Here. Peace.
Identity Attack0.28034934
Insult0.14150882
Profanity0.03339528
Threat0.0074306927
Severe Toxicity0.009689331
Low Tox 0.2648175 Constructive 0.74 Personal_Narrative
Aug 25, 2025 3 likes Why Canadians Are Turning Against …
Gangs are taking over other countries and dictating their own rules. This is happening all over the world. They want to destroy countries from within, exterminating the indigenous population. They're not coming to live with …
Gangs are taking over other countries and dictating their own rules. This is happening all over the world. They want to destroy countries from within, exterminating the indigenous population. They're not coming to live with us, but in our place.
Identity Attack0.15517195
Insult0.075868964
Profanity0.030639706
Threat0.13815513
Severe Toxicity0.010147095
Low Tox 0.26293078 Moderate Con 0.458 Fear_Threat
Feb 25, 2026 Inside Canada's Indian Invasion...
I didn't want to have to say this, but As a Canadian born Senior who lived here for over 65 years, I believe our Liberal Gov't teamed up with the WEF UN Development Plans, to …
I didn't want to have to say this, but As a Canadian born Senior who lived here for over 65 years, I believe our Liberal Gov't teamed up with the WEF UN Development Plans, to try and Genocide the Canadian born Citizens. 🧐 💔🙏 ✝️ 👨‍👩‍👧‍👦🇨🇦
Identity Attack0.17459276
Insult0.07238392
Profanity0.021466793
Threat0.16067244
Severe Toxicity0.01322045
Low Tox 0.26293078 Constructive 0.563 Unverified_Claim
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Okay so here's the thing I live in Canada and Canadians DO NOT want to work they are getting lazier. Indians and immigrants are keeping our economy functioning. Without them there would be no staff …
Okay so here's the thing I live in Canada and Canadians DO NOT want to work they are getting lazier. Indians and immigrants are keeping our economy functioning. Without them there would be no staff for Walmart and all the min wage jobs. They do need to stop letting them in now tho and use those resources to help the housing crisis.. which is more of a people not wanting to get sober or work hard enough to pay rent crisis. 😂
Identity Attack0.27798235
Insult0.113185234
Profanity0.020578653
Threat0.006925808
Severe Toxicity0.0059509277
Low Tox 0.2553839 Constructive 0.658 Economic_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
“ hello Canadians and all immigrants stop blaming kids. They’re youngsters. They left home for higher education just the way British came to India for spice. The displacement of Indians come on man Canadian give …
“ hello Canadians and all immigrants stop blaming kids. They’re youngsters. They left home for higher education just the way British came to India for spice. The displacement of Indians come on man Canadian give them a break. Look at Vancouver Eastside, the lump we’re all people Unless you are Indigenous, we are all immigrants here. Instead of blaming immigrants, we should focus on the real problems: low wages, lack of affordable housing, and exploitation. International students also bring money into Canada—they pay high tuition, rent, and living costs, which supports our economy. Many take jobs that others don’t want. Displacing the blame on them isn’t fair. Give them a break—we need unity, not division.”
Identity Attack0.2816105
Insult0.14150882
Profanity0.029050145
Threat0.008129764
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.767
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in …
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in Japan and if I saw a group of Canadians arrive expecting Japan to change for them, I would have been severely pissed off with them. Every other country and normal immigrant that came as an individual or individual family probably thinks the same way I do. No one in any country likes to see "Mass Immigration" and even Japan these days are looking at an influx of half a million Indians and who knows how many more Africans. This will change Japan and they'll turn a good culture into their shitty culture and I'm not happy with that. I liked being one of few. Yes I had American, Canadian, Australian, Kiwi and British friends as well as Japanese friends. But we were all individuals that adopted the way of living in Japan into our everyday lives. If I go back, I don't want to be in india. It'd be like living in Brampton. What pisses me most is the attitude of that muslim guy. Yes you are out breeding us but not all majorities rule. In Malaysia, Malays rule despite being the smaller population. They have more Chinese and Indians there but they have to live under the rule of the native Malays. So you will have to do the same in Canada despite if your population is larger. You adapt to this country. The country doesn't convert to accomodate you. Individuals are key. Groups are the bane of all countries.
Identity Attack0.1769227
Insult0.16766082
Profanity0.16403814
Threat0.009048914
Severe Toxicity0.010528564
Low Tox 0.25462922 Constructive 0.767 Personal_Narrative
Sep 27, 2025 1 likes Why Canadians Are Turning Against …
It's so tragic to see this video. It's a loss of Canadian culture. This happened in my hometown of London, England. I moved to Sydney, Australia, and since the start of the pandemic, the country …
It's so tragic to see this video. It's a loss of Canadian culture. This happened in my hometown of London, England. I moved to Sydney, Australia, and since the start of the pandemic, the country has been flooded with Indians. I no longer want to live in what feels like Mumbai and am considering moving to Portugal.
Identity Attack0.3043136
Insult0.081508696
Profanity0.020851927
Threat0.00823333
Severe Toxicity0.009155273
Low Tox 0.25462922 Constructive 0.694
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I'll tell you a little secret - Indians in the rest of India also despise the Brampton set, who are mostly from random villages in Punjab. Not least because most of the remaining Khalistan sympathisers …
I'll tell you a little secret - Indians in the rest of India also despise the Brampton set, who are mostly from random villages in Punjab. Not least because most of the remaining Khalistan sympathisers (a terrorist group who wanted Punjab to become a separate homeland for Sikhs) are based here. The Khalistanis committed numerous terrorist attacks and atrocities throughout the 70s and 80s, before finally being put down for good in Operation Blue Star in 1984. Their remnants have wound up in Canada, still pushing for a terrorist ideology and independence movement in a country they've not lived in for years. Even the leader of the NDP is a Khalistan sympathiser. Diplomatic relations between India and Canada have been frosty recently for this reason.
Identity Attack0.2803029
Insult0.12702756
Profanity0.023584666
Threat0.02440793
Severe Toxicity0.008010864
Low Tox 0.25462922 Constructive 0.679 Comparative_Framing
Jan 29, 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)
As Trump said “It’s not because you invaded a land 500 years ago that you are entitled to own it”! Indian invasion is total legit. No one wants to go to Canada anyway. They are …
As Trump said “It’s not because you invaded a land 500 years ago that you are entitled to own it”! Indian invasion is total legit. No one wants to go to Canada anyway. They are lucky to get anyone willing to living there anyway.
Identity Attack0.28034934
Insult0.06953252
Profanity0.017572641
Threat0.00899713
Severe Toxicity0.008468628
Low Tox 0.2524482 Moderate Con 0.324 Identity_Assertion
Jan 28, 2026 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.