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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: "I been here in East …" 228 comments · Page 8 of 10
Are there any East Indians left in India? Or they all come to Canada?
Are there any East Indians left in India? Or they all come to Canada?
Identity Attack0.21075934
Insult0.035443626
Profanity0.019690514
Threat0.007793174
Severe Toxicity0.004863739
Low Tox 0.16765249 Low Con 0.224
Sep 11, 2025 Why Canadians Are Turning Against …
A reckoning is coming for the people who do not want to assimilate to our customs and norms Canadians tolerate a lot of abuse and just smile and look the other way hoping people will …
A reckoning is coming for the people who do not want to assimilate to our customs and norms Canadians tolerate a lot of abuse and just smile and look the other way hoping people will realize how they are acting eventually and change their behavior the people from the middle east your gonna start a civil war. I am Canadian my family been here for many generations don't think for one second this place is gonna turn into the middle east Canada was the first to invade and liberate the Netherlands from the nazis don't for a second think we won't act that way on our own soil to people who disrespect us at home during covid the government got lucky that we were peaceful what happens when you corner a wild animal people are gonna find out
Identity Attack0.08004672
Insult0.0670459
Profanity0.019553876
Threat0.016810767
Severe Toxicity0.0052261353
Low Tox 0.15822013 Constructive 0.639
Aug 25, 2025 Why Canadians Are Turning Against …
My family of 16 moved to Canada from Holland in 1952. My wife’s family moved from France in 16th century. Canada has always been a land of immigrants. Where we lived in East Vancouver were …
My family of 16 moved to Canada from Holland in 1952. My wife’s family moved from France in 16th century. Canada has always been a land of immigrants. Where we lived in East Vancouver were were surrounded by Italians. Richmond was nothing years ago and now is mostly Chinese and Asian. Foreigners are energetic and have cultural roots they are proud of why shouldn’t they. The First Nations people here were exploited in every way by the English and French followed by every other European country. So the video focuses on Indian immigrants slanted with negative biases. India is a very diverse and historically one of the most accepting of foreigners in the world exploited terribly by the British and their hero Churchill who let millions of Indians starve by robbing them. Does anyone interviewed in this video know any history. Please stop belly aching.
Identity Attack0.11163961
Insult0.06529768
Profanity0.021466793
Threat0.008841781
Severe Toxicity0.004386902
Low Tox 0.15711457 Constructive 0.806
Oct 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada is suppose to be about diversity, yet all I seen come into Canada as new Canadians in the last decade is east Indian. Enough is enough! Heaven forbid we might actually bring someone into …
Canada is suppose to be about diversity, yet all I seen come into Canada as new Canadians in the last decade is east Indian. Enough is enough! Heaven forbid we might actually bring someone into the country that we have something in common with, like Christmas.
Identity Attack0.13805299
Insult0.035443626
Profanity0.017845914
Threat0.0068416605
Severe Toxicity0.004005432
Low Tox 0.15545623 Constructive 0.556
Oct 24, 2025 Inside Canada's Indian Metropolis (Brampton)
Where did the point system go? Why is the canadian government not strict with fact-checking the documents being submitted by applicants? I thought Canada is stricter but I guess Indians are already treating it like …
Where did the point system go? Why is the canadian government not strict with fact-checking the documents being submitted by applicants? I thought Canada is stricter but I guess Indians are already treating it like the middle east where they can just pay the schools from their country to submit fraudulent papers saying they have a master's degree in computer science but when they start working, they couldn't even do proper coding!
Identity Attack0.10221587
Insult0.06459839
Profanity0.015079016
Threat0.0065827454
Severe Toxicity0.0028419495
Low Tox 0.1537979 Moderate Con 0.381
Oct 3, 2025 IRCC Names India in Study …
Both Christopher Columbus and I came to North America. Columbus mistook Native Indians for East Indians, and I mistook East Indians for Native Indians! History repeats itself!
Both Christopher Columbus and I came to North America. Columbus mistook Native Indians for East Indians, and I mistook East Indians for Native Indians! History repeats itself!
Identity Attack0.15945168
Insult0.029163294
Profanity0.017231047
Threat0.008039144
Severe Toxicity0.0037574768
Low Tox 0.15324512 Constructive 0.504 Humor_Satire
Feb 23, 2026 Inside Canada's Indian Invasion...
Rupert is going downhill fast, rupert will soon be a east Indian community
Rupert is going downhill fast, rupert will soon be a east Indian community
Identity Attack0.10221587
Insult0.03665562
Profanity0.038154904
Threat0.012906751
Severe Toxicity0.00579834
Low Tox 0.15324512 Low Con 0.182
Aug 25, 2025 Why Canadians Are Turning Against …
They are all East Indians. Is there no other country that wants to move here.
They are all East Indians. Is there no other country that wants to move here.
Identity Attack0.17614605
Insult0.031807642
Profanity0.019622196
Threat0.0067445673
Severe Toxicity0.00415802
Low Tox 0.15324512 Low Con 0.266
Sep 2, 2025 Why Canadians Are Turning Against …
Please pin this comment Tyler, please go back and do a whole series about the Trucking Scandal 1. Please search the tragic Humboldt crash. The driver failed to read a stop sign 2. You actually …
Please pin this comment Tyler, please go back and do a whole series about the Trucking Scandal 1. Please search the tragic Humboldt crash. The driver failed to read a stop sign 2. You actually ended up speaking with a possible "mule" who again is there "temporarily" 3. Please look up the free documentary CBC put out in regards to the E Indian community "handing out" commercial driving licenses 4. Please search all the recent arrests inbound and outbound Detroit and Port Huron borders. 98% east Indian and the names are always written in the articles. These are facts 5. The "mules" get a slap on the wrist for the contraband and end up getting deported 6. The company starts the process again and claims they know nothing 7. Their company owners all drive exotic vehicles and fancy homes Please look into this, it's been happening for years and years
Identity Attack0.024198212
Insult0.071750276
Profanity0.024199532
Threat0.0101363575
Severe Toxicity0.0039863586
Low Tox 0.15103401 Constructive 0.747 Call_To_Action
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
They're not Canadian, bud! That would be like if I move to India that would make me an East Indian.
They're not Canadian, bud! That would be like if I move to India that would make me an East Indian.
Identity Attack0.120924085
Insult0.030485468
Profanity0.02208166
Threat0.0069646453
Severe Toxicity0.0032806396
Low Tox 0.13908891 Low Con 0.288
Sep 21, 2025 20 likes Inside Canada's Indian Metropolis (Brampton)
East Indians are famous for their honesty. They should be allowed to come to Canada in an unlimited number. Invite more Punjabis to Surrey BC, https://www.youtube.com/watch?v=uWvuNnRwDZ0
East Indians are famous for their honesty. They should be allowed to come to Canada in an unlimited number. Invite more Punjabis to Surrey BC, https://www.youtube.com/watch?v=uWvuNnRwDZ0
Identity Attack0.1444726
Insult0.033019636
Profanity0.022764845
Threat0.009126588
Severe Toxicity0.0048828125
Low Tox 0.13388206 Constructive 0.522 Humor_Satire
Oct 10, 2025 IRCC Names India in Study …
I am First Nations and I have been concerned about how the face and language of Canada has changed. The first thing we noticed in our small town was that the taxi companies were taken …
I am First Nations and I have been concerned about how the face and language of Canada has changed. The first thing we noticed in our small town was that the taxi companies were taken over by East Indians. Now days you are hard pressed to get a taxi anywhere in Canada and get a driver who hails from India. I used to like Tim Horton's until I needed an interpreter to make my order, one doesn't speak English so, she had to get another worker to take my order. You go into any 7/11 or any gas station, or convenience store. All are staffed by people from India. But, it isn't just Indians. There are many other immigrants coming to Canada from China, Japan etc. None of these immigrants do not speak very good English. I have faced prejudice from these people who do not recognize my rights as an indigenous person. Going for an xray, blood test the field is mostly Asian. I have to get cataract surgery and I couldn't understand the Chinese receptionist and had to spell most of what I said to her. That means their business is mostly with Chinese-speaking people. As a First Nations person my status will always be a minority. With every immigrant that comes to Canada my status as an indigenous person diminishes. Taking transit shows me that english or french are ever spoken. Canadians are the new minority.
Identity Attack0.10221587
Insult0.054962315
Profanity0.020646973
Threat0.008401625
Severe Toxicity0.0042533875
Low Tox 0.13214645 Constructive 0.806 Identity_Assertion
Sep 21, 2025 1 likes Why Canadians Are Turning Against …
most of the restaurants that were in my neighborhood are now east Indian or other foreign restaurants LOL
most of the restaurants that were in my neighborhood are now east Indian or other foreign restaurants LOL
Identity Attack0.10221587
Insult0.025800243
Profanity0.040158957
Threat0.0070552654
Severe Toxicity0.0040245056
Low Tox 0.119997114 Moderate Con 0.37 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Yes in the 80’s as a new emigrants we had to work for our living. We never ever thought to get help from the government we are all integrated in to a Canadian society. We …
Yes in the 80’s as a new emigrants we had to work for our living. We never ever thought to get help from the government we are all integrated in to a Canadian society. We paid taxes from the day one that made us true Canadian citizens. Which I’m a very proud of. In my street two houses own by East Indians They don’t take care of their properties like us taking care of our property. Should I assimilate in to there’s way of life ? Or they should assimilate into our society? The answer to this question is very simple . Assimilate to our way of life or move back to India.
Identity Attack0.10221587
Insult0.04383647
Profanity0.016001316
Threat0.00713294
Severe Toxicity0.0034332275
Low Tox 0.11652588 Constructive 0.733
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
As someone who is born in Canada as an Indian. This is absolutely sad to here. I want the best for Canadians who are born and raised here. I have 10 years of experience working …
As someone who is born in Canada as an Indian. This is absolutely sad to here. I want the best for Canadians who are born and raised here. I have 10 years of experience working in the nation I was raised and I am having some people have my job who aren't even fit for the job. It makes no sense to me. Our wages have stalled due to international students for a better life, but at the end I want money just like other Canadians who have been here for ages. Also we need to end why our government allows lucrative hiring contracts overseas for cheaper positions in certain degrees and diplomas. In addition, why are all of our call centers placed all over the world. From Africa, south east Asia, South Asia. Those jobs can be available here. We can have a decomcratic country if our country didn't care about just "growth" we didn't need more immigration. We needed systematic change in government, schools, common sense, I could go on. I think us as Canadians don't know how corrupt the world really is. Look at other countries and how they work. It's lucrative essentives to benefit only certain people. I would rather have our tax payer money be used to fix the system. My dad's been here since the 1980s and he is sad for everyone. This is a loss on both ends. We didn't create new universities, new highways to support the population, no hospitals, new schools. I remember when my class sizes were 18 to 20 kids. We need change, not radical because we were never that. Let's do what we do best and be Canadians for us first.
Identity Attack0.09410924
Insult0.04383647
Profanity0.019758832
Threat0.0074306927
Severe Toxicity0.0032806396
Low Tox 0.11419344 Constructive 0.85 Personal_Narrative
Oct 1, 2025 1 likes IRCC Names India in Study …
Tyler coming to canada?! Come to the east coast... lots of topics you could do there! Homeless, drugs, imigrarion, IRVING, crime, lack of policing from the police.... the list goes on.
Tyler coming to canada?! Come to the east coast... lots of topics you could do there! Homeless, drugs, imigrarion, IRVING, crime, lack of policing from the police.... the list goes on.
Identity Attack0.057492398
Insult0.03599453
Profanity0.011253181
Threat0.007961469
Severe Toxicity0.0027656555
Low Tox 0.11388343 Moderate Con 0.5 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Its was nice country when we landed in 2008 now most students doesnt even know english with IELTS 8 and they talk in pure Punjabi They are basically farmers and sold their land and did …
Its was nice country when we landed in 2008 now most students doesnt even know english with IELTS 8 and they talk in pure Punjabi They are basically farmers and sold their land and did make false and fake credentials.I can challenge if fhey are taken IELTS here in Canada their score would be 2 Alhamdulillah we came from a Cosmopolitan citt on POINTS and worked hard in Middle East in Medical facilities.
Identity Attack0.036105253
Insult0.0623257
Profanity0.0137468055
Threat0.006168481
Severe Toxicity0.0021076202
Low Tox 0.11336674 Constructive 0.659 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
What Christianity did in goa and North east India Abrahmic cult
What Christianity did in goa and North east India Abrahmic cult
Identity Attack0.105836816
Insult0.032909457
Profanity0.030138692
Threat0.010395273
Severe Toxicity0.0073242188
Low Tox 0.11336674 Low Con 0.245
Jan 27, 2026 Inside Canada's Indian Invasion...
I wish all the East Indians were like this guy.....
I wish all the East Indians were like this guy.....
Identity Attack0.1007269
Insult0.029273475
Profanity0.022559889
Threat0.008336896
Severe Toxicity0.0038337708
Low Tox 0.112850055 Moderate Con 0.445
Aug 27, 2025 Why Canadians Are Turning Against …
I’m so glad someone made a video about this. I left Canada because of this problem over my Middle East country. It’s literally better here. Canada is a big bubble. It ain’t worth to live …
I’m so glad someone made a video about this. I left Canada because of this problem over my Middle East country. It’s literally better here. Canada is a big bubble. It ain’t worth to live in there.
Identity Attack0.09328204
Insult0.032468732
Profanity0.017914234
Threat0.007417747
Severe Toxicity0.0030899048
Low Tox 0.112746716 Constructive 0.548 Personal_Narrative
Feb 28, 2026 Inside Canada's Indian Invasion...
Let me use this opportunity to bring awareness to the oppression of Tibetans. No, I am not talking about the Tibetans in China. I am talking about Tibetans in occupied South Tibet, which was annexed …
Let me use this opportunity to bring awareness to the oppression of Tibetans. No, I am not talking about the Tibetans in China. I am talking about Tibetans in occupied South Tibet, which was annexed by India in 1951 and made a state by India in 1987 to become the so-called Arunachal Pradesh. South Tibet includes Tawang, birthplace of the Sixth Dalai Lama and home to a four-hundred-year-old Tibetan Monastery. The Tibetans in occupied South Tibet are fast becoming strangers in their own native homeland because the Indian government is settling Indians in the region to change the demographic structure of the area and trashing the place just like the Indians did in India or in Canada. The Indians like to mock them, calling them Chinese as a form of insult (sometimes using slurs such as the C* word or the M* word). Rape by Indians in occupied South Tibet is a major source of anger among the locals toward the thuggish Indian occupiers. Another thing is that India doesn't trust the locals and likes to accuse them of being Chinese spies if they don't display enough loyalty to the Indian occupier. This area is tightly controlled by India, with limited access to the outside world. In 2014, a Tibetan Chinese called Nido Tania went to Delhi and was beaten to death because he looked 'Chinese'. His case was hardly an isolated one. Northeasterners in India have for years endured racial hatred by the Indian people. They have held demonstrations in New Delhi, but not much has changed. On December 9, 2025, a Chinese-looking youth from the north-east Indian state was murdered by racist Indian thugs. The thugs mocked him with racist taunts like "CHINKI, MOMO, CHINESE," etc., and then the youth was mercilessly beaten to death. This is not the first nor will it be the last case of racism against the north eastern people living under New Delhi's oppression. No killer or rapist of the northeastern people has ever been brought to justice. The Indian political leadership does nothing more than produce hollow words of sympathy: "I AM VARY VARY SAARY!" There was not even a single word of support or remorse from the high priest of the Bar-Rat hindu empire: Modi. The greatest irony and shameless hypocrisy of India and Indians is that the murdered youth's father is serving in the Indian Border Security Force and deployed along the border with China. He is fighting against China for a country that is ready to kill him and his family for looking Chinese. Some years back, yet another rape case by Indian soldiers occurred in Bomdila, South Tibet. The local police detained the two suspects, and the Indian military, fearing that the two suspects would be lynched, stormed the police station, vandalized it, and rescued the two suspects. This leads to massive protests by the local people. Eventually, the unrest caught the attention of New Delhi, and India flew in the defense minister to Bomdila to make a show of force to suppress the protests. Today, South Tibet is restless, and India knows it. This is the reason a law called the AFSPA (Armed Forces Special Power Act) is imposed on South Tibet. AFSPA gives the state the power to detain or kill anyone with impunity. No due process is needed. AFSPA is imposed on areas India deems restless, such as South Tibet and Kashmir. It is a law meant to suppress dissent and instill fear among the populace. The Tibetans in occupied South Tibet are voiceless people because they are not the right kind of Tibetans, so their plight is ignored by the Western world. I have yet to hear from the Western media any concern for the human rights abuses of the Tibetans in occupied South Tibet by India. P.S. I am using the word Tibetan as an umbrella term to include the various Sino-Tibetan Burmese people (Monpa, Abotani (called Lhotba on the Chinese side),..etc. The Sixth Dalai Lama was a Monpa) in South Tibet. The Sixth Dalai Lama is known for his many love poems and romantic escapades outside the Potola Palace. Sadly, his hometown, Tawang, is now under India's occupation since 1951. The Tawang Monastery is the last major frontier monastery before the area merged into the tribal region. It historically enjoyed a close relation with the Beijing central government. Free South Tibet (so-called Arunachal Pradesh) from India.
Identity Attack0.10221587
Insult0.032028005
Profanity0.024951037
Threat0.015947454
Severe Toxicity0.00415802
Low Tox 0.112643376 Constructive 0.594 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
In my 42 years of working a service job I encountered thousands of immigrants.....I always found the East Indian people to be the easiest to get along with......there are good and bad apples in every …
In my 42 years of working a service job I encountered thousands of immigrants.....I always found the East Indian people to be the easiest to get along with......there are good and bad apples in every culture but in general I found them always willing to help , talk and laugh with me.......many of them joked how they could out cheap anyone......and you've got to give them credit for finding the loop holes to get ahead
Identity Attack0.083355546
Insult0.035443626
Profanity0.024404489
Threat0.0073918556
Severe Toxicity0.0030899048
Low Tox 0.11161 Constructive 0.791 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
It saddens me for what this country has become. When I first came here, I saw the potential of what I could do in this country but that is not the case anymore. I, amongst …
It saddens me for what this country has become. When I first came here, I saw the potential of what I could do in this country but that is not the case anymore. I, amongst many immigrants from India, try every bit possible to assimilate in the society and believe me we have, almost at par with Canadian values. However, post-covid, everyone seems to judge every east Indian on the same grounds as outlined by the speakers in this video. My opinion is, people who do not respect the laws and traditions of this country should go back to their countries (regardless of who they are) and do all your propaganda there especially all the international ones. Like I came here for a better future and I feel I am getting a worsened experience due to all this toxicity for colored people and their behaviour of course.
Identity Attack0.089973204
Insult0.033790905
Profanity0.019690514
Threat0.007094103
Severe Toxicity0.0028419495
Low Tox 0.11088664 Constructive 0.767
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. …
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. Many of my friends and family friends have moved to other neighborhoods POST mosques being put up near their homes. And let's not talk about employment and foreign "students". I was lucky to get a job last summer at a family owned small business Ice Cream store right after high school. We even got a review saying we weren't diverse enough despite us being a group of White, East Asian and Black employees lol. And many people say if your not Indian and your getting your drivers test, you go out of Brampton to do the test because you'll likely get discriminated by who is running the test. It's absolutely absurd. It sounds like tin foil hat sh*t, but if you live here like me everything comes full circle. But ofc there are good ones, but they are typically the westernized ones, who have assimilated, they play or watch hockey and have developed a Canadian accent. But the majority haven't assimilated, they are likely first generation, and they do things like stuff 15+ people in one suburban home. And just small things like staring at you in public (idk why their community stares you down), they spit on sidewalks, and they use some crazy a$$ spices when they cook. The smell carries over for blocks and you know your in deep Brampton territory when your driving and that smell of spicy curry hits you and you gotta roll up them windows lol. It's a nasty smell. This mass migration is a huge issue and needs awareness.
Identity Attack0.06476828
Insult0.033460364
Profanity0.03690237
Threat0.008077981
Severe Toxicity0.0038528442
Low Tox 0.10696511 Constructive 0.818 Personal_Narrative
Jan 27, 2026 8 likes Inside Canada's Indian Invasion...
Another problem is I live in a small city of about 25,000 and there's four work visa offices in this city I thought that was the government's business and guess what everyone is owned by …
Another problem is I live in a small city of about 25,000 and there's four work visa offices in this city I thought that was the government's business and guess what everyone is owned by a East Indian
Identity Attack0.09576365
Insult0.023028618
Profanity0.020100424
Threat0.007068211
Severe Toxicity0.002708435
Low Tox 0.103928015 Constructive 0.53 Identity_Assertion
Feb 17, 2026 LILLEY UNLEASHED: The fall of …

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.