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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: "When Indian come, all will …" 424 comments · Page 5 of 17
I’m a Canadian Jamaican and I don’t recognize the country. The people coming in lately are hostile to the place they seek support from. It’s ridiculous and bazaar. I’m seeing so many places for rent …
I’m a Canadian Jamaican and I don’t recognize the country. The people coming in lately are hostile to the place they seek support from. It’s ridiculous and bazaar. I’m seeing so many places for rent stipulating that they outright prefer or are seeking Indian. I’m not white but I’m tempted to post an ad for place to rent and say it’s for for white tenants just to behold what happens. I mean we have never witnessed such conduct in Canada until these #&? ckers popped up. Even the prior immigrants are stunned. I’ve been working since 78 and now a senior but when I try to get help for housing I’m offered a night only shelter with mental and drug abusers to go try sleep in or the sidewalk or countless apologies. If I could put apologies in the bank, I would be rich While the former Marriott 2minutes up the street is home to all kinds of refugees. Don’t get injured, get any older or anything like that and unable to work in this country now as you’re much better off passing away.
Identity Attack0.4139151
Insult0.45758462
Profanity0.2882351
Threat0.017846745
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.643
Sep 8, 2025 Why Canadians Are Turning Against …
This happening here in Canada because liberal government they allow this Indians and Muslims to come to our country out of control, the problem is companies hired Indians under the immigration program that rewards them …
This happening here in Canada because liberal government they allow this Indians and Muslims to come to our country out of control, the problem is companies hired Indians under the immigration program that rewards them for hired Indians.
Identity Attack0.5485698
Insult0.25602314
Profanity0.041160982
Threat0.009851551
Severe Toxicity0.02296847
Moderate 0.4269174 Moderate Con 0.395 Identity Attack
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Look into Sam Cooper and Chinese casino money laundering. It’s as bad, if not worse, than Indians coming to Canada.
Look into Sam Cooper and Chinese casino money laundering. It’s as bad, if not worse, than Indians coming to Canada.
Identity Attack0.5075293
Insult0.3388922
Profanity0.048425674
Threat0.009463178
Severe Toxicity0.019224197
Moderate 0.4269174 Low Con 0.186 Identity Attack Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
Conestoga is one of Doug Ford’s donor we need an investigation who’s giving work permits to Punjabi Indians to come to Canada the minorities are living in fear for their childre’s future with the number …
Conestoga is one of Doug Ford’s donor we need an investigation who’s giving work permits to Punjabi Indians to come to Canada the minorities are living in fear for their childre’s future with the number of Indians in Canada we are facing racism in jobs hiring the same will happen to our children deport the scammers they are a threat to this country
Identity Attack0.46028158
Insult0.4302003
Profanity0.047674157
Threat0.04167421
Severe Toxicity0.022710243
Moderate 0.4269174 Moderate Con 0.466
Oct 3, 2025 1 likes IRCC Names India in Study …
I can understand both perspectives but you’re interviewing homeless and low class white Canadians… essentially the losers of society… the multi generational Canadians who have nothing to show for being in this country for over …
I can understand both perspectives but you’re interviewing homeless and low class white Canadians… essentially the losers of society… the multi generational Canadians who have nothing to show for being in this country for over 100 years 😂 Some points are fair but other just seem like they’re sad that they’re behind when they’ve been here for so long. If you are a white multi generational Canadian and you are poor, you have no one to blame but yourself and your family that came before you. If you did not capitalize on purely just the time that you’ve been here and all the appreciation that comes with it, it has nothing to do with Indians. Most wealth is inherited and if you didn’t inherit anything that sucks. Bunch of crackheads mad about Indians being in their country like that’s the reason they’re poor and on the streets. I don’t like how annoying the Indians can be in Canada either but that’s not the reason these people you’re showing are poor.
Identity Attack0.46028158
Insult0.42167732
Profanity0.06746418
Threat0.008440462
Severe Toxicity0.019611536
Moderate 0.4269174 Constructive 0.589
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
You see a lot of Indian people it's not a people they all Indian students you know how much money the Canada has robbed before they come to the Canada you know you're not going …
You see a lot of Indian people it's not a people they all Indian students you know how much money the Canada has robbed before they come to the Canada you know you're not going to believe it that much money they've been paying before they come to the Canada they've not came free there or they not immigrant they are a student visa students from India so stop talking about Indians and punjabis seems where they are Indian your country who use the punjabis against India throwing a storms and bomb the planes Air India back in the '80s or I think 85 they blow one plane out and they are the innocent people right Make up your mind is those people are innocent punjabis and your country are human right champion and now suddenly everyone talking s*** about Indians
Identity Attack0.4830652
Insult0.36798462
Profanity0.10920923
Threat0.122295745
Severe Toxicity0.02383376
Moderate 0.4269174 Constructive 0.562 Identity_Assertion
Aug 26, 2025 Why Canadians Are Turning Against …
Why are people dancing around the issue? So it like it is - indians have invaded Canada. You give them an inch and they take the whole yard. Then they accuse you of being rascist, …
Why are people dancing around the issue? So it like it is - indians have invaded Canada. You give them an inch and they take the whole yard. Then they accuse you of being rascist, the easiest excuse for deflecting responsibility and accountability. They don't have to adapt to your country, you have to adapt to them. If a guest comes into my home and start acting entitled, I would kick them right out.
Identity Attack0.45610145
Insult0.25998658
Profanity0.09744903
Threat0.5195707
Severe Toxicity0.02491361
Moderate 0.4269174 Moderate Con 0.448 Threat Fear_Threat
Aug 25, 2025 Why Canadians Are Turning Against …
I came to Canada 20 yrs ago as a skilled worker. Brought a lot of money , pass ielts with 8.5 bands even learn French . I was a software engineer . Got a job …
I came to Canada 20 yrs ago as a skilled worker. Brought a lot of money , pass ielts with 8.5 bands even learn French . I was a software engineer . Got a job paid all taxes here . Learn and respect Canadian culture adopt it . Upgrade my education to masters in AI . Now I can’t get a job coz Indian support Indian . And Pakistani prefer Canadian over Pakistani . No job on merit and skill ? Found out many dumb ppl got job even they are not citizens ? How come ? Coz they have reference ? I came to Canada for my kids better future now Canada is being taken over by one culture and I really don’t like this . Crimes are increasing , schools are over crowded , health system is exhausted . They should do something otherwise after 10 yrs when our kids grew up Canada won’t be same as it was when we came
Identity Attack0.37507164
Insult0.47630358
Profanity0.15283443
Threat0.010239923
Severe Toxicity0.017868511
Moderate 0.4269174 Constructive 0.631 Personal_Narrative
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
How come Indians don't have a single God of Clanliness? Stop throwing garbage on our streets. It's not ok.
How come Indians don't have a single God of Clanliness? Stop throwing garbage on our streets. It's not ok.
Identity Attack0.44690517
Insult0.37846634
Profanity0.15195307
Threat0.01187109
Severe Toxicity0.021419114
Moderate 0.4269174 Moderate Con 0.41 Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Indians are coming to canada illegally to tell you uneducated canadians about super power india with worlds fastest growing economy.
Indians are coming to canada illegally to tell you uneducated canadians about super power india with worlds fastest growing economy.
Identity Attack0.50515765
Insult0.36798462
Profanity0.053435806
Threat0.0086087575
Severe Toxicity0.01896597
Moderate 0.4269174 Low Con 0.08 Identity Attack Unverified_Claim
Oct 16, 2025 IRCC Names India in Study …
All Norh Indians are as same as European. They are not Indians. 1800 years ago they have come to India and and mixed with the origin stole their indian culture and settle there. And then …
All Norh Indians are as same as European. They are not Indians. 1800 years ago they have come to India and and mixed with the origin stole their indian culture and settle there. And then 800 years ago too many European especially the Britishers the backstabers have come to do the business then bacstabed the real indians stalls everything from them burned down the rest. Put those people in hunger. Stil there are some non mixed indin are in the south with there ancient culture. This f nking European are Nasty. They aer not belonged to this earth. Bt they are everywhere. Im so Happy that the indo Arian are colonising the canad
Identity Attack0.46028158
Insult0.36798462
Profanity0.39409557
Threat0.13717735
Severe Toxicity0.10702737
Moderate 0.4269174 Moderate Con 0.476 Identity_Assertion
Feb 17, 2026 Inside Canada's Indian Invasion...
They work hard and beat everyone. Everyone across the world.k own they are top Doctors in the US and in Canada, top lT engineers. They sell amongst themselves WFT? They come here to study and …
They work hard and beat everyone. Everyone across the world.k own they are top Doctors in the US and in Canada, top lT engineers. They sell amongst themselves WFT? They come here to study and invest millions.and millions into the economy they do shop at some Indian stores, but MOSTLY at Canadian groceries, furniture and electronics, Just like the Holland loser or the Portugese guy shops at Portugese to get their country stuff their - AND THEY PAY TAXES THANK YOU! HIGHER TAXES BECAUSE THEY ARE MORE DUCATED AND EARN BETTER THAN THESE RACIST BUMS. CHECK YOUR UNEMPLOYED WHITE GUY he is the one that doesn't pay taxes or contribute and collects welfare or begs for money! THATS THE FACTS, not the hatred portrayed here that should be reported.
Identity Attack0.2331515
Insult0.42167732
Profanity0.3597395
Threat0.028379176
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.535
Oct 10, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
No matter how much you guys hate us Indians but it is a reality that your big companies need an Indian guy to work because you all are either not qualified enough for any job …
No matter how much you guys hate us Indians but it is a reality that your big companies need an Indian guy to work because you all are either not qualified enough for any job in your own country or soo busy in just hating black people/white people (in short racism) Today we are capable enough to take over any job in any country that's the reason of all this hate coming towards us 😂 And I know there are some people who lack civic sense in general but come on have you seen your people? It is common everywhere but you guys are soo jealous of Indians that you are just ready to target us
Identity Attack0.44690517
Insult0.3388922
Profanity0.25915453
Threat0.038911607
Severe Toxicity0.023927659
Moderate 0.42568782 Constructive 0.56 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Tyler, did you really have to make this video??? Isn't there enough hate in the world already? Seriously dont eat butter chicken anymore if you dislike the culture/people so much. You've no idea how much …
Tyler, did you really have to make this video??? Isn't there enough hate in the world already? Seriously dont eat butter chicken anymore if you dislike the culture/people so much. You've no idea how much will power it takes for those indians to come to places like north america to earn money and give their family back home the lives they never had. It takes so much to be someone, especially if youre coming from a place where youre just one ordinary human among 1 billion others. People can hate all the want but its a free world. Territories came after humans.
Identity Attack0.34974504
Insult0.3388922
Profanity0.20016506
Threat0.030278467
Severe Toxicity0.023317307
Moderate 0.42568782 Constructive 0.637 Solidarity
Feb 17, 2026 Inside Canada's Indian Invasion...
Indian and Japanese here, I know this may come off as a little racist to my own culture, but Indian people are the most insufferable people on the planet. I don’t live in Brampton I’m …
Indian and Japanese here, I know this may come off as a little racist to my own culture, but Indian people are the most insufferable people on the planet. I don’t live in Brampton I’m in Australia but the majority of the Punjabi people here are so insufferable I can’t take it. (I’m Bengali fyi) it’s not just Punjabi people tho a lot of other dialects are like that, even where I’m from. But yeah, don’t attack me it’s just my opinion.
Identity Attack0.50515443
Insult0.36798462
Profanity0.2253223
Threat0.035113025
Severe Toxicity0.030523606
Moderate 0.42349213 Constructive 0.683 Identity Attack Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Deport All the Indians that have come to Canada in the last 15 years. The ones that came 20 years ago are fine. This country has Fallen, we were Invaded without a shot ever being …
Deport All the Indians that have come to Canada in the last 15 years. The ones that came 20 years ago are fine. This country has Fallen, we were Invaded without a shot ever being fired. My guy on the bike is speaking for Real Canadians
Identity Attack0.49584505
Insult0.25800487
Profanity0.043165036
Threat0.13414288
Severe Toxicity0.023076924
Moderate 0.42349213 Moderate Con 0.475 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
If they are coming from India and they, the Canadian government, know most of them are non-compliant, place those tracking ankle bracelets on those Indian foreign nationals, track every single one of them down, and …
If they are coming from India and they, the Canadian government, know most of them are non-compliant, place those tracking ankle bracelets on those Indian foreign nationals, track every single one of them down, and deport them. They don't belong here.
Identity Attack0.50588524
Insult0.26957804
Profanity0.04216301
Threat0.08703069
Severe Toxicity0.023076924
Moderate 0.41910073 Moderate Con 0.371 Identity Attack Fear_Threat
Oct 1, 2025 IRCC Names India in Study …
Brother, you should come to the biggest slum in Europe. The gypsy slum here in Bulgaria. Bro I want you to come and see what's going with those indians are not the same as these …
Brother, you should come to the biggest slum in Europe. The gypsy slum here in Bulgaria. Bro I want you to come and see what's going with those indians are not the same as these in canada!
Identity Attack0.4931391
Insult0.34392178
Profanity0.1184936
Threat0.014566151
Severe Toxicity0.023076924
Moderate 0.41690505 Constructive 0.525 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
0:17 he's totally wrong. They definitely do eat poo in Canada. You can check the manifests of Canadian Customs showing imports of fresh cow dung cake all coming from India for Indian consumption. The only …
0:17 he's totally wrong. They definitely do eat poo in Canada. You can check the manifests of Canadian Customs showing imports of fresh cow dung cake all coming from India for Indian consumption. The only difference is that they're eating it behind closed doors in Canada and in their hindoo temples. Also the upper class/castes are the biggest consumers of cow poop and urine anyway.
Identity Attack0.3817989
Insult0.36021477
Profanity0.22542313
Threat0.008919456
Severe Toxicity0.023076924
Moderate 0.41690505 Constructive 0.584 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian immigrants are actually nice and repectful towards everyone The only problem with immigrants are the terrorists that come from middle east
Indian immigrants are actually nice and repectful towards everyone The only problem with immigrants are the terrorists that come from middle east
Identity Attack0.5051609
Insult0.2735258
Profanity0.12991914
Threat0.01508414
Severe Toxicity0.023076924
Moderate 0.41690505 Moderate Con 0.412 Identity Attack Identity_Assertion
Feb 15, 2026 1 likes Inside Canada's Indian Invasion...
Brampton resident here. It’s a living nightmare. You know why our insurance is the highest in the country? Indians drive drunk. If you are white teenager you cannot find a job unless your last name …
Brampton resident here. It’s a living nightmare. You know why our insurance is the highest in the country? Indians drive drunk. If you are white teenager you cannot find a job unless your last name is Patel or Singh. Most Indians are friendly and I don’t have a problem with them. They come to Brampton because in Punjab they have posters of Brampton on their travel agencies to be among their people. Now the guy on the bike, lmao. Thanks Tyler for making the bike guy our white ambassador. Brampton resident here. It’s a living nightmare. You know why our insurance is the highest in the country? Indians drive drunk. If you are a white teenager, you cannot find a job unless your last name is Patel or Singh. Most Indians are friendly, and I don’t have a problem with them. They come to Brampton because in Punjab, they have posters of Brampton in their travel agencies to be among their people. Now, the guy on the bike, lmao. Thanks, Tyler, for making the bike guy our white ambassador.
Identity Attack0.46028158
Insult0.36537176
Profanity0.20808282
Threat0.02924249
Severe Toxicity0.023223408
Moderate 0.41168427 Constructive 0.712 Personal_Narrative
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Good luck but you are bit late…..There is a big difference between Sikh and Khalistani ….Khalistanis are extrimist groups they live along with good Sikhs…. They both wear Turban…this khalistanis thwy Come to canada they …
Good luck but you are bit late…..There is a big difference between Sikh and Khalistani ….Khalistanis are extrimist groups they live along with good Sikhs…. They both wear Turban…this khalistanis thwy Come to canada they fake asylum seekers…recently khalistanis in Canada has attacked Hindu communities in canada and police has done nothing to stop protect them ….they have attacked Hindu Temples and police were just watching them…they also burned down Indian consulate in San Francisco two years back they constantly threatened Indian embassy Indian consulate ambassador….if you think they have just attacked Indian or Hindus they don’t attacked Canadian…but you might be living in delusion they can turn around on actual Canadian also if you think you are red neck they are 10 time more red neck than you …so you are late they are all over places in your Government , they have formed political parties too they are in yoyr country airport security,Government offices,Border security all over so Good luck…There are millions and millions good Sikhs In India who Loves India and serve India too with pride,…just search for Gurupatwant singh pannun he runs khalistanis extrimist movement from your country Canada and also from America
Identity Attack0.48915586
Insult0.37960073
Profanity0.085167445
Threat0.13815513
Severe Toxicity0.02373986
Moderate 0.41168427 Constructive 0.634
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Theres a difference between Indians and Khalistanis Indians come to work in other countries, Khalistanis are considered terrorists in India
Theres a difference between Indians and Khalistanis Indians come to work in other countries, Khalistanis are considered terrorists in India
Identity Attack0.50125694
Insult0.3126888
Profanity0.16264248
Threat0.03373172
Severe Toxicity0.023270357
Moderate 0.41168427 Moderate Con 0.349 Identity Attack Identity_Assertion
Feb 4, 2026 2 likes Inside Canada's Indian Invasion...
They trash their country and now they come here and do the same, they use and destroy everything true Canadian build. We Canadian are way too nice when the 40 year old "student" say he …
They trash their country and now they come here and do the same, they use and destroy everything true Canadian build. We Canadian are way too nice when the 40 year old "student" say he never had any discrimination this is part of the problem because I'm willing to bet my life that the vast majority of true Canadian can't stand them. Mark my word, hate will make a comeback for Indian and the race card will be use.
Identity Attack0.46028158
Insult0.34626248
Profanity0.06495911
Threat0.021472665
Severe Toxicity0.023076924
Moderate 0.40891263 Constructive 0.508
Oct 30, 2025 Inside Canada's Indian Metropolis (Brampton)

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.