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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: "These Indians are taking over, …" 325 comments · Page 9 of 13
I'm an Indian not from Punjab, this looks bad. To any Indian and Punjab Gov officials seeing this please take action, these people are ruining India's reputation. And to Canadians, Khalistani's are considered terrorists in …
I'm an Indian not from Punjab, this looks bad. To any Indian and Punjab Gov officials seeing this please take action, these people are ruining India's reputation. And to Canadians, Khalistani's are considered terrorists in my country most of them fled the country and I can see where they are now. Indian Gov officials have warned the Canadian Officials about this, they don't seem to care. I won't be surprised if they want Brampton to be declared a separate Khalistani country in the future.
Identity Attack0.36942887
Insult0.16875735
Profanity0.02303812
Threat0.013269233
Severe Toxicity0.011520386
Moderate 0.30539915 Constructive 0.704 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
You took the land from the Indians Now the Indians are taking the land from you
You took the land from the Indians Now the Indians are taking the land from you
Identity Attack0.32768643
Insult0.08558089
Profanity0.07320584
Threat0.023544617
Severe Toxicity0.015286255
Moderate 0.30527395 Low Con 0.231
Sep 19, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
This has been going on for years. Indian students are a big culprit, but they still make significant contribution to canada's gdp. Hence gvt does not take drastic action.
This has been going on for years. Indian students are a big culprit, but they still make significant contribution to canada's gdp. Hence gvt does not take drastic action.
Identity Attack0.36702603
Insult0.18852992
Profanity0.028776871
Threat0.0089712385
Severe Toxicity0.0090789795
Moderate 0.30527395 Constructive 0.569
Sep 29, 2025 IRCC Names India in Study …
They take over, and they only hire Indians
They take over, and they only hire Indians
Identity Attack0.37152436
Insult0.0838533
Profanity0.080318145
Threat0.013321015
Severe Toxicity0.011672974
Moderate 0.3047732 Low Con 0.185 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Indians are literally the highest earning and highest tax paying citizens of the country this is why everybody is racist to them , cus they are successful and more skilled and are taking jobs
Indians are literally the highest earning and highest tax paying citizens of the country this is why everybody is racist to them , cus they are successful and more skilled and are taking jobs
Identity Attack0.30103904
Insult0.09563028
Profanity0.08549073
Threat0.007327127
Severe Toxicity0.012054443
Moderate 0.30452284 Moderate Con 0.369 Economic_Argument
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
The Canadian government just import millions of Indians into Canada to take away all the jobs from native Canadians.
The Canadian government just import millions of Indians into Canada to take away all the jobs from native Canadians.
Identity Attack0.3802808
Insult0.083359696
Profanity0.019485557
Threat0.010058682
Severe Toxicity0.008773804
Moderate 0.30427247 Low Con 0.226 Unverified_Claim
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Dang Bike dude kept it REAL mucho respect for his honest take rather than stepping around the subject. Also the favoritism Indians give to there people regardless of if there qualified is insane
Dang Bike dude kept it REAL mucho respect for his honest take rather than stepping around the subject. Also the favoritism Indians give to there people regardless of if there qualified is insane
Identity Attack0.25478655
Insult0.24928534
Profanity0.12991914
Threat0.009722093
Severe Toxicity0.009689331
Moderate 0.30319387 Constructive 0.593 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
The thing that never seems to be brought up is East Indians 80% own houses. They come here and they own houses and have businesses that they ONLY hire East Indians, have East Indian clientele …
The thing that never seems to be brought up is East Indians 80% own houses. They come here and they own houses and have businesses that they ONLY hire East Indians, have East Indian clientele ONLY because they all pay cash so they can circumvent the taxes. They all make babies like mice so give it 40 years and Canada will not be recognizable. And it’s the governments fault because they’re so greedy for tax money that they let the here by the boat load because they don’t wanna wait for the rest of us to make Canada larger population wise because it will take way too long. That and their tuition money for colleges, the list goes on in this non talked about bullshit that the liberals have done. They seriously do all this scheming and raising taxes just to give our tax money away to everyone but the people who pay the taxes. We could have put a huge dent in the national debt by now, but liberals just can’t conserve money hence their name. If it doesn’t stop soon, we are doomed. Surrey BC where I lived for 14 years, is just as bad as Brampton. They all own 1.6-2 million dollar houses in the suburbs of the city, all own businesses and all do the same shit as Brampton, circumvent the taxes. That’s the thanks we get for letting them here is to scam us so they can get rich quick while we all suffer and will never own a house by the looks of it. In Victoria BC where I live now, it’s gotten so bad that I can’t move out of my house I’ve been in for 4 years cuz I can’t find anything cheaper and this place is a 400sq ft 1 bedroom for $1850 a month. Can’t afford to do anything but survive while the immigrants all live like kings. There’s gotta be a line to not cross and that has been the case for too long where it’s been crossed for a long time and no one says or does anything about it out of fear of being called a racist. Call me one. Idgaf anymore. I ain’t racist. I’m just sick of the rules being severely crossed for money. Money makes everyone that has a lot of it GREEDY sons of bitches and it’s gotta stop.
Identity Attack0.2854555
Insult0.22770336
Profanity0.047173142
Threat0.008893564
Severe Toxicity0.012435913
Low Tox 0.29953843 Constructive 0.588 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
North indians are mass migrating to our south states..they are taking over our businesses...all their family members run the businesses....so its economical for them...they dont learn our native language, they look down upon us for …
North indians are mass migrating to our south states..they are taking over our businesses...all their family members run the businesses....so its economical for them...they dont learn our native language, they look down upon us for being physically less attractive..we are dark and short....there is an internal conflict happening right now....not sure where i want to spend rest of my life....
Identity Attack0.36702603
Insult0.11978693
Profanity0.03690237
Threat0.009618527
Severe Toxicity0.013607788
Low Tox 0.29771072 Constructive 0.642
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I’m actually appalled at the racism in this video. People have a right to search for a better life for themselves. Why do you think white people ended up in Canada in the first place? …
I’m actually appalled at the racism in this video. People have a right to search for a better life for themselves. Why do you think white people ended up in Canada in the first place? It’s not their country. Immigrants are typically highly educated and pay Canada exorbitant amounts of money to move here and/or go to school here. They also take a loss because most of the time their university degrees are not recognized in this country. They swallow their pride and take jobs beneath them. Immigrants bring value to this country. They’re extremely intelligent and hard working. In my 34 years living here not once have I seen ANY Indians or Africans in shelters or on the streets.
Identity Attack0.32476485
Insult0.16480011
Profanity0.036651865
Threat0.0086087575
Severe Toxicity0.009460449
Low Tox 0.29771072 Constructive 0.713 Moral_Argument
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
Finally someone has covered this! This is the sad reality as to what's happening to Canada. The UK is the exact same. We are being outbred, our jobs are being taken away, and we are …
Finally someone has covered this! This is the sad reality as to what's happening to Canada. The UK is the exact same. We are being outbred, our jobs are being taken away, and we are being overrun with them. Look at the Canadian government, that's how bad it has become. The Canadian government has become so corrupt because of this! Once they infiltrated the government, all kinds of corruption occured, their extended families were getting automatic citizenship, free healthcare, and draining the Canadian job market and healthcare benefits. One common scam they pull is that they will find a job, immediately apply for social welfare, and take time off and still get paid for months without even working. They completely abuse the system which results in actual Canadians who need social welfare benefits to not be able to gain any benefits, because of the amount of scammers that have infiltrated and colonized the country. Canada is screwed completely unless we speak up about this! There are many of us who don't like this and don't want it, but there are many Canadians who are bleeding hearts and weak who just accept it. They're going to outbreed us and eventually completely takeover and completely ruin the country. Canada is not the same place that I remember from my childhood. It has become the capitol of woke ideology, weakness, and completely overrun by Indians. Not to mention that we used to be a Christian country. We used to say Merry Christmas every year, Christian values were upheld and encouraged, now there are Mosques everywhere! There are more Mosques in Canada than Churches these days. Canada has become ruined. The worst part is, that those who come to our country don't even respect our values, traditions, or even attempt to assimilate. They expect us to conform to their ways. We can no longer be Christians because they are Anti-Christian, we can no longer speak English or French, because they hate our language. I have literally been to Toronto and Vancouver and seen the madness unfold, not an ounce of English is spoken or understood in those areas. It's either Chinese or Indian that is spoken. Usually, when you come to another country, you are supposed to conform to that country's values and traditions, not the other way around. Canada has done the complete opposite because of the bleeding hearts in charge of the country. I say screw that and no more! Make Canada Canadian Again! Keep Canada Christian!
Identity Attack0.10221587
Insult0.26957804
Profanity0.029888187
Threat0.00948907
Severe Toxicity0.006866455
Low Tox 0.295883 Constructive 0.677 Fear_Threat
Feb 6, 2026 2 likes Inside Canada's Indian Invasion...
Time to follow the US lead and start deporting refugees especially Chinese and East Indians. They do not give they take. HOW DO IMMIGRANTS GET 80,000 JUST FOR COMING TO CANADA WHILE CANADIANS GET NOTHING …
Time to follow the US lead and start deporting refugees especially Chinese and East Indians. They do not give they take. HOW DO IMMIGRANTS GET 80,000 JUST FOR COMING TO CANADA WHILE CANADIANS GET NOTHING AT ALL
Identity Attack0.36702603
Insult0.082866095
Profanity0.0166845
Threat0.010964886
Severe Toxicity0.010299683
Low Tox 0.295883 Moderate Con 0.374 Unverified_Claim
Jan 21, 2026 1 likes 2.9 million Canadian temporary visas …
I live in the UK and there’s a lot of Indians over here. I genuinely don’t mind them, a lot of them work, contribute to society, don’t take the piss of our welfare state and …
I live in the UK and there’s a lot of Indians over here. I genuinely don’t mind them, a lot of them work, contribute to society, don’t take the piss of our welfare state and generally their religious ideology is not one to take over with v10l3nce. Plus their national food is so good! No issue with Indians
Identity Attack0.28034934
Insult0.1662211
Profanity0.28593817
Threat0.009799767
Severe Toxicity0.016706496
Low Tox 0.29405528 Constructive 0.663 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The problem is there are just to many off them. Then too many have gotten very arrogant saying thing like this our country now. Taking over cities street with loud music for some wedding and …
The problem is there are just to many off them. Then too many have gotten very arrogant saying thing like this our country now. Taking over cities street with loud music for some wedding and to those who also live on the street cannot even park there car or live in there homes due to the loud noise. No permit, just taking over. The other problem the last few years immigrations number have skyrocket and 90% of them our Indians. The government should have never let such a large group from one country enter. Meanwhile as climate change happen a lot of countries will be in trouble and the people will need to go somewhere. Iran has only 3% of there water reserve left. India has ruin there country and so has China with pollution and dumping of heavy metel in river and lakes. Meanwhile the Caribbean is expected to be unlivable in 15 and 20 years. The USA we are expected to lose 100 miles of our coastline. That area is where 50% of Americans lives. Pretty soon it will be everyone for themselves if certain country do not look at the long term picture. Also the lifestyle we are living today is just not sustainable.
Identity Attack0.2783691
Insult0.24835461
Profanity0.07385241
Threat0.01254427
Severe Toxicity0.010681152
Low Tox 0.2922276 Constructive 0.629 Fear_Threat
Dec 7, 2025 Why Canadians Are Turning Against …
lot of people who commits crime and scams in india who are running from authority come to canada tell canadian government that they are persecuted minority indian government be like you wants them take them …
lot of people who commits crime and scams in india who are running from authority come to canada tell canadian government that they are persecuted minority indian government be like you wants them take them so congratulation canada government of india agreed to take back all illegal immigrant
Identity Attack0.33352965
Insult0.15769513
Profanity0.02303812
Threat0.009540852
Severe Toxicity0.00793457
Low Tox 0.2922276 Moderate Con 0.423 Unverified_Claim
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
Always found it funny how originally we took over the indians to establish Canada. Now indians are taking over Canada.
Always found it funny how originally we took over the indians to establish Canada. Now indians are taking over Canada.
Identity Attack0.37730414
Insult0.09855611
Profanity0.026590679
Threat0.008815889
Severe Toxicity0.00793457
Low Tox 0.2922276 Moderate Con 0.438
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
My dad grew up in Brampton, it was a blue collar biker town. Hell's Angels ran it. Now it's Browntown aka Bramladesh I grew up in Milton just down Steeles Rd. There was an HA …
My dad grew up in Brampton, it was a blue collar biker town. Hell's Angels ran it. Now it's Browntown aka Bramladesh I grew up in Milton just down Steeles Rd. There was an HA clubhouse until it got fire bombed when i was a kid. Plaid and Mullets is what i grew up in... Now its mostly Indian. They've pretty much connected through growth.... *cough cough ....Indian invasion. Going to my hometown is like a different place all together, when i left the was only 1 Indian takeout and it was expensive. Brownchode told me because he was the only 1 unless you wanted to drive to Brampton, he laughed. Now when i go back all the places i used to know are all Indian. From grocery to take out our dine in. It's actually gross to see the complete takeover, thanks federal govt and the pos liberals
Identity Attack0.33675182
Insult0.110259406
Profanity0.20262444
Threat0.03787563
Severe Toxicity0.02167734
Low Tox 0.2855005 Constructive 0.626 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Why hate on the Indians only I guess they are not the only immigrants in Canada there is a whole lotta other immigrants who is taking over
Why hate on the Indians only I guess they are not the only immigrants in Canada there is a whole lotta other immigrants who is taking over
Identity Attack0.34000012
Insult0.07903719
Profanity0.03189224
Threat0.008841781
Severe Toxicity0.008125305
Low Tox 0.2854971 Moderate Con 0.407 Fear_Threat
Feb 10, 2026 2 likes Inside Canada's Indian Invasion...
Im seeing the same thing here in California, as time went on I noticed more and more Indians everywhere, I’ve started telling people they’re taking over 😭
Im seeing the same thing here in California, as time went on I noticed more and more Indians everywhere, I’ve started telling people they’re taking over 😭
Identity Attack0.36702603
Insult0.0817555
Profanity0.08225787
Threat0.018192071
Severe Toxicity0.01502803
Low Tox 0.2854937 Moderate Con 0.478 Fear_Threat
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
Canada also constitutes by Invaders belonging to british colonial past. Unnecessary racism against India. When Canadian PM is in India seeking for economic package to survive tarriff. Be careful India are lectured to take 50 …
Canada also constitutes by Invaders belonging to british colonial past. Unnecessary racism against India. When Canadian PM is in India seeking for economic package to survive tarriff. Be careful India are lectured to take 50 million or more infiltration that too with no valid Visa or passport. Just imagine what Canada should be numbered in Democracy list before Syria , Pakistan probably . That is what it should be placed ! India has multiple churches which also involved in mass conversion illigally but still India has maintained Democracy. What about Indian people question you same. Why church is here for !? We don't denied Democratic right and constitutional rights. Same like Indian has rightfully constructed Temple . Its thier Democratic right . Besides Canada always support terrorist and Khalisthani separatists elements. (What if India harbour same set of people who will support free Ontario form canada. Will you accept it !?) This is the question that is been asked by journalist to your foreign secretary.He was silent
Identity Attack0.293411
Insult0.16883044
Profanity0.021603432
Threat0.010731863
Severe Toxicity0.010528564
Low Tox 0.2854903 Constructive 0.616 Policy_Critique
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
If I was there and seen them blocking roads or gathering like this, I would throw my jingle dress on and pray to god and jesus and then take my drum and start singing my …
If I was there and seen them blocking roads or gathering like this, I would throw my jingle dress on and pray to god and jesus and then take my drum and start singing my first nations music 🎶 super loudly and get all my brother's and sister's to join. Enough is enough. I lost my job to corporate restructuring and running out of ei now, and I am beyond pissed off! All the years worked and contributing to my ei insurance, should equal how many months of ei i should actually be eligible for, but nope, its only for a certain amount of weeks according to their unemployment rate, which is severely flawed, because how can their unemployment rate remain unchanged for so many years, when you hear of thousands losing their jobs. We are being lied to and deceived, and I am sick and tired of it and me and some of my family members have even contemplated changing our names to an indian name, just to get a job!!! That's when you know it's a serious problem! Immigrants need to go back to their own country! Our families are suffering, especially our youth and children! And I am so worried for my daughter's and granddaughter's. Their belief system isn't kind to us females.
Identity Attack0.02821777
Insult0.16846494
Profanity0.24910301
Threat0.013631714
Severe Toxicity0.014511578
Low Tox 0.2854869 Constructive 0.705 Personal_Narrative
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
That's true about white people being a “minority”. You can see it when you take TTC, especially the subway Line 1 . Majority are Indian immigrants / international students.
That's true about white people being a “minority”. You can see it when you take TTC, especially the subway Line 1 . Majority are Indian immigrants / international students.
Identity Attack0.36702603
Insult0.0808917
Profanity0.045670103
Threat0.007586042
Severe Toxicity0.008964539
Low Tox 0.28547668 Constructive 0.501 Identity_Assertion
Dec 23, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
The indians come her and then take the money they make back to india. They don't support canada and our laws.
The indians come her and then take the money they make back to india. They don't support canada and our laws.
Identity Attack0.37730414
Insult0.0813853
Profanity0.020646973
Threat0.007547205
Severe Toxicity0.0073242188
Low Tox 0.28425202 Moderate Con 0.343
Aug 26, 2025 Why Canadians Are Turning Against …
I was born here in Canada in 1969 and since Justin Trudeau took over as our government, everything just went downhill. I also very upset with our government bringing in millions of Immigrants and giving …
I was born here in Canada in 1969 and since Justin Trudeau took over as our government, everything just went downhill. I also very upset with our government bringing in millions of Immigrants and giving large handouts of of our Canadian tax dollars to support the new immigrants that our coming into Canada. Why is the government giving large hand outs to these Indian immigrants instead of helping us true Canadians who helped built this Country. It is a dam shame to see what the Liberal Government our doing to this country of ours were many are homeless, high cost of living and the high crimes that happens every day in Canada and what does the government do is let these criminals back into our streets where us true Canadians do not feel safe any more. The one thing that pisses me off is seeing is all these new immigrants coming into Canada by the thousands that are taking away our Canadian entry jobs like Walmart, McDonalds and A & W fast food restaurant where as our young born Canadian students and others can not find a job to help them pay for there school loans and get a good education degree. We need to put a stop to this. For enough is enough before our Liberal Government destroys our country.
Identity Attack0.2331515
Insult0.18604483
Profanity0.1719469
Threat0.008738215
Severe Toxicity0.012054443
Low Tox 0.28425202 Constructive 0.688 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
Canada should take immigration from hhese countries. Every Canadian State has too much Indian race then wonder why such a Situation
Canada should take immigration from hhese countries. Every Canadian State has too much Indian race then wonder why such a Situation
Identity Attack0.36702603
Insult0.0670459
Profanity0.025497584
Threat0.009566744
Severe Toxicity0.01083374
Low Tox 0.2820025 Low Con 0.225 Fear_Threat
Nov 14, 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.