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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: "Indians have been in Canada …" 1,297 comments · Page 29 of 52
My boy finally came to Canada near my city and I missed him 😭😭😭😭 thanks for covering this issue though ❤️❤️ appreciate it as a second-gen sri lankan who is also experiencing the indian hate …
My boy finally came to Canada near my city and I missed him 😭😭😭😭 thanks for covering this issue though ❤️❤️ appreciate it as a second-gen sri lankan who is also experiencing the indian hate (because we all look the same to white people 🙃🙃)
Identity Attack0.38208112
Insult0.0838533
Profanity0.06295506
Threat0.009178371
Severe Toxicity0.011138916
Moderate 0.31825066 Constructive 0.66 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
We need ICE in Canada for Indians 😂
We need ICE in Canada for Indians 😂
Identity Attack0.3802808
Insult0.110259406
Profanity0.050429728
Threat0.014220826
Severe Toxicity0.015286255
Moderate 0.31825066 Low Con 0.22 Humor_Satire
Oct 16, 2025 IRCC Names India in Study …
Here is a aggressively neutral take as a Canadian elementary school teacher in an area with an extremely high Indian population (around half our school is ethnically Indian). It is also my own opinion, and …
Here is a aggressively neutral take as a Canadian elementary school teacher in an area with an extremely high Indian population (around half our school is ethnically Indian). It is also my own opinion, and some opinions on the internet suck: The good: Cultural integration IS possible (the Indian families are more into hockey than the white families where I live), tons of cross-cultural friendships, beautiful blend of cultural celebrations, top achievers are almost always second-generation immigrants, kids are growing up to love their parents' culture while also loving Canada's, many fantastic families who engage their children well and raise them very respectfully, religious temples that will feed an amazing meal to ANYBODY who walks into them (as long as you cover your hair), low rates of family trauma (drugs, abuse, divorce, etc.), families that take care of their elders The rough: Not all families are interested in being Canadian (some families just send their kids to Indian speaking private schools, live in Indian areas, and only seem to practice Indian ways of life - what's even the point?), many Indian families retreated into their home-lives during Covid which removed their children from integration opportunities, a very small percentage of the families are absolutely TERRIBLE at parenting and treat their sons and daughters with different levels of respect, multi-family households pay a single property tax which makes the contribution per taxpayer much smaller (while social benefits are equal to anybody else), some crime such as extortion and gang activity has been imported into the country, some individuals' disregard for rules and laws (setting fireworks on Diwali in the middle of a dry, grassy field is just plain stupid), some Indian communities seem to vote blindly for their own ilk during local elections without any regard for policy or experience, LMIA immigration program has been corrupted by the nepotism of bad actors and the greed of large corporations (wages can be federally subsidized which makes it cheaper to hire immigrants than the 16 year old down the street). Many of these families were simply making good choices for their own family, so don't blame the people themselves for this - blame the government that allowed it to fester unsustainably. I'll continue to stick up for the majority of these beautiful families though - haters be darned! Watching these kids grow up gives me some hope for humanity!
Identity Attack0.2964622
Insult0.21368977
Profanity0.25915453
Threat0.008272167
Severe Toxicity0.01644827
Moderate 0.31825066 Constructive 0.786 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Don't make Fun of Indians because Native Peaple of Canada are also indians This is a Jealousy Don't spread hate indians work so Hard Day andNight
Don't make Fun of Indians because Native Peaple of Canada are also indians This is a Jealousy Don't spread hate indians work so Hard Day andNight
Identity Attack0.36873037
Insult0.16766082
Profanity0.032643758
Threat0.008945347
Severe Toxicity0.009727478
Moderate 0.31686464 Constructive 0.503
Feb 11, 2026 3 likes Inside Canada's Indian Invasion...
Canada's biggest export should be Indians back to India... YEET THE JEET.
Canada's biggest export should be Indians back to India... YEET THE JEET.
Identity Attack0.3817989
Insult0.11464815
Profanity0.02126184
Threat0.009747985
Severe Toxicity0.013866014
Moderate 0.31686464 Low Con 0.185 Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Racism toward Indians is getting way too normalized online. This video isn’t ‘comedy’ or ‘criticism’—it’s lazy stereotyping. Indo-Canadians contribute massively to Canada in healthcare, tech, small businesses, trucking, education, and more. If your whole ‘content’ …
Racism toward Indians is getting way too normalized online. This video isn’t ‘comedy’ or ‘criticism’—it’s lazy stereotyping. Indo-Canadians contribute massively to Canada in healthcare, tech, small businesses, trucking, education, and more. If your whole ‘content’ is punching down on an immigrant community, that says more about you than us
Identity Attack0.36733335
Insult0.16266862
Profanity0.033144772
Threat0.012078222
Severe Toxicity0.009498596
Moderate 0.31686464 Constructive 0.569 Moral_Argument
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
Indian has big mouth. They are not interested in your culture but in money. Countries like USA, Canada Australia and Zealand needs to do spring cleaning asap, otherwise Modi will be your King. Good luck.
Indian has big mouth. They are not interested in your culture but in money. Countries like USA, Canada Australia and Zealand needs to do spring cleaning asap, otherwise Modi will be your King. Good luck.
Identity Attack0.2846865
Insult0.24630153
Profanity0.052934792
Threat0.01698343
Severe Toxicity0.013866014
Moderate 0.31547862 Low Con 0.25 Identity_Assertion
Aug 25, 2025 Why Canadians Are Turning Against …
Thanks for coming to Canada, the china's new province full of indians.
Thanks for coming to Canada, the china's new province full of indians.
Identity Attack0.3817989
Insult0.1378885
Profanity0.032643758
Threat0.007689608
Severe Toxicity0.012962224
Moderate 0.3140926 Low Con 0.23 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Still not the most disliked indians in canada. If you know you know.
Still not the most disliked indians in canada. If you know you know.
Identity Attack0.381025
Insult0.15485314
Profanity0.024472807
Threat0.0070034824
Severe Toxicity0.0073623657
Moderate 0.3140926 Moderate Con 0.375 Identity_Assertion
Feb 6, 2026 Inside Canada's Indian Invasion...
The government of Canada allowed these Indians to come to Canada in excessive large numbers. They abuse every system of Canada, change the culture of Canada, buy out all businesses in Canada, and employ only …
The government of Canada allowed these Indians to come to Canada in excessive large numbers. They abuse every system of Canada, change the culture of Canada, buy out all businesses in Canada, and employ only their own Indians. They don't drive for licenses, they own the depot, and they don't need credits for loans at the banks because they own the banks. They fight out and make it difficult for all other ethnic groups in Canada. Justin Trudeau seems to have allowed 90% of Indians to immigrate to Canada and 10% of other ethnic backgrounds combined. Trudeau has caused the Canadian culture to be transformed into Indian culture. Canada is no longer Canada. it's become India, and it's extremely unfair to all other ethnic groups. Their agenda is for Canada to be 100% Indians. Canada is in BIG TROUBLE. The Indians are in every organizations and industries, including Immigration, buying out all the franchises, businesses and are the ones fighting against all other ethnic cultured groups, making the system more difficult for other nations to migrate to Canada. Even crime has increased. Canadians need to wake up before Canada totally disappears. The Indians are messing up the Canadian economy. The majority of Indians are here through false documents and don't even speak proper English or even understand the language. Canada is in TROUBLE. They are highly Discriminative. Only making sure Canada only employs Indians in all sectors, not Blacks, not Whites, not Chinese or other Ethnic groups, but only Indians themselves. It seems the Indians are seeking to totally take over Canada and become a world power. This is my view and that of many true concerned Canadian citizens and professionals who care about this country, Canada. The culture has changed and become DISCRIMINATIVE. These Indians are Extremely Extremely RACIST
Identity Attack0.3817989
Insult0.16890354
Profanity0.026863953
Threat0.010576514
Severe Toxicity0.012359619
Moderate 0.3140926 Constructive 0.517 Fear_Threat
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Oh man, as soon I saw the title and the thumbnail, I just knew the comments were going to be insane 😂 As much as Canada is lauded as a nice and welcoming country, it's …
Oh man, as soon I saw the title and the thumbnail, I just knew the comments were going to be insane 😂 As much as Canada is lauded as a nice and welcoming country, it's open season when it comes to Indians. I work in a typical corporate environment, where all conversations are filtered through a layer of professionalism, and just the other day my director made a joke about how he's glad we don't have Indians on our team. Everyone laughed and we moved on as if it was a completely normal thing to say about an ethnic group. You know it's bad when both the conservative boomers and the liberal millenials/gen Z all agree we have too many Indians.
Identity Attack0.34324843
Insult0.2435641
Profanity0.0961592
Threat0.010369381
Severe Toxicity0.013414118
Moderate 0.3127066 Constructive 0.709
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Sikh, born and raised in the US, this is an opinion I've had since this KHALISTAN stuff began. We go to Canada if we miss India, because it's basically become MINI PUNJAB LOL. …
As a Sikh, born and raised in the US, this is an opinion I've had since this KHALISTAN stuff began. We go to Canada if we miss India, because it's basically become MINI PUNJAB LOL. Another note. The Khalistan topic is all nonsense. I don't know why SO MANY CANADIAN BORN and AMERICAN BORN SIKHS support or push for this. IF YOU PLAN TO MOVE BACK TO KHALISTAN, for sure support it. Don't push an issue you would not commit to. Plus, no foreign born would comfortably move to KHALISTAN, if it existed, due to the lack of opportunities. My parents left India for the lack of opportunities (legally). They knew Punjab has no future, since the Indian nation shrunk it's state borders, and we become a LAND LOCKED state. If this LAND LOCKED COUNTRY were to be established, everything would be ridiculously expensive, and Khalistan would be lucky to become as "successful" as EXPENSIVE Switzerland. It's illogical to support Khalistan on an economic standpoint.
Identity Attack0.2823795
Insult0.24903896
Profanity0.08807703
Threat0.013269233
Severe Toxicity0.017933069
Moderate 0.3127066 Constructive 0.763 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
There are people in comments who are not native to canada 😂still they hate if Indians live there .come on now non-indigenous people
There are people in comments who are not native to canada 😂still they hate if Indians live there .come on now non-indigenous people
Identity Attack0.37730414
Insult0.13245803
Profanity0.02836696
Threat0.007249452
Severe Toxicity0.008506775
Moderate 0.31132057 Moderate Con 0.323 Identity_Assertion
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
To Canadian people, the community that most interested in coming to Canada is Punjabi Sikh, why?-> ISI of Pakistan with CIA radicalized most of them back in 1970 against GOI. They rebels( khalistani ) disguised …
To Canadian people, the community that most interested in coming to Canada is Punjabi Sikh, why?-> ISI of Pakistan with CIA radicalized most of them back in 1970 against GOI. They rebels( khalistani ) disguised themselves as Holy warriors ironically their actions were against Sikh Principles. Long story short Indian Republic went to war with them, smashed their butts . Most of them started taking refuge in UK and Canada. Your Govt tried to fish in troubled waters in India. Back to present, these guys got rich due to better job opportunities. This attracted their relatives to shift as well. This started to take a form of movement in Punjab, India to go settle in Canada. Canadian govt supported this, I don't why they wanted that. Now these guys rally your streets, don't obey rules. Guess what, Canadian Govt is protecting them from Indian Govt. Destroying relationship with Indian Govt just for them.
Identity Attack0.26325142
Insult0.24903896
Profanity0.22612886
Threat0.051067904
Severe Toxicity0.017610285
Moderate 0.31132057 Constructive 0.645 Unverified_Claim
Sep 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I am a catholic from south India, These north Indians dont let us live peacefully in india and not in Canada.
I am a catholic from south India, These north Indians dont let us live peacefully in india and not in Canada.
Identity Attack0.3857254
Insult0.0838533
Profanity0.024199532
Threat0.0086087575
Severe Toxicity0.011291504
Moderate 0.30716252 Constructive 0.502 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as …
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as well as image of all Indians. Also, If you want khalistan, why they are not protesting in where their land belongs(so called), why in Canada or Usa? There are 70% of the people are living in canada is punjabi. They have ruined the image of our whole country. We are peace loving people and follow rules but just because of these people, we fell into the same group. Fun fact: why brampton and surrey have bad reputation and increased crime rates because punjabi people live there. Thats heart wrenching. The other aspect is the Canadian government doing nothing to curb thia types of people instead of that these people do crime, get arrested, claim asylum, get free food for 1 year and become the resident of the Canada. I am really frustated and both the goverment and these khalistan entity. Go to hell man.
Identity Attack0.36702603
Insult0.20668297
Profanity0.07870171
Threat0.018364733
Severe Toxicity0.017158391
Moderate 0.3057765 Constructive 0.635 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
Justin Trudeau sold Canada. Trudeau counts money, and we count Indians
Justin Trudeau sold Canada. Trudeau counts money, and we count Indians
Identity Attack0.34649673
Insult0.15911613
Profanity0.027000591
Threat0.010913103
Severe Toxicity0.01322045
Moderate 0.30539915 Low Con 0.244 Identity_Assertion
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Mortgage fraud has also increased DRASTICALLY since the influx of new immigrants coming to Canada within the last 10 years. And who is doing the fraud? 95% of the fraud cases are new immigrants from …
Mortgage fraud has also increased DRASTICALLY since the influx of new immigrants coming to Canada within the last 10 years. And who is doing the fraud? 95% of the fraud cases are new immigrants from India. There are many good people that come from india, but there are FAR more than don't assimilate, have no interest in ever assimilating, and they abuse our social systems, stealing from every Canadian as well as cause our quality of life to drastically drop. Our healthcare systems are beyond overloaded and bursting at the seams, our housing prices have skyrocketed, our house and auto insurance rates have also gone through the roof. And speaking of going through the roof, numerous houses were lit on fire late last year from new immigrants irresponsibly lighting off MASSIVE amounts of fireworks during Diwali, then you have the crowds of Indian families going to our previously pristine beaches and digging pits, which they then proceeded to use as their bathroom. People were actually selling "Beach $hitter" t-shirts because the problem was getting so common. Immigration is ok, but the amount of people the Canadian government has allowed into Canada, ALL from totally different cultural origins, in such a short amount of time was never, and will never be sustainable. In my opinion, Canada needs to full stop close its borders to anyone immigrating for at minimum 5-10 years, to allow the countries infostructure time to catch up with the masses of people who have already come into the country. But that will never happen with the liberals at the helm, they would literally get rid of the whole concept of a "border" if they could. Elbows up ya dorks!
Identity Attack0.36702603
Insult0.18852992
Profanity0.031140719
Threat0.009644418
Severe Toxicity0.014188796
Moderate 0.30527395 Constructive 0.676 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
This is what happens when you only interview old, white boomers. I was just in Brampton for my cousins wedding (they’re Indian). The wedding had tons of young white, Indian, Asian, etc. people. Everyone was …
This is what happens when you only interview old, white boomers. I was just in Brampton for my cousins wedding (they’re Indian). The wedding had tons of young white, Indian, Asian, etc. people. Everyone was having a good time and having fun. Old people don’t change, young people adapt and live. For what it’s worth, Brampton was bustling, growing, and there was construction everywhere. It felt safer and definately was cleaner than any size city like that in the US. All the Indians I know there (my extended family) are engineers, lawyers, finance types, and doctors. One of my uncles got the Order of Canada - he lives in downtown Toronto though, very wealthy cardiologist now.
Identity Attack0.36873037
Insult0.16773392
Profanity0.08064143
Threat0.00967031
Severe Toxicity0.0128976675
Moderate 0.30514878 Constructive 0.745
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canada must limit the number of Immigration consultants shops. They're the real force behind indian Immigration fraud.
Canada must limit the number of Immigration consultants shops. They're the real force behind indian Immigration fraud.
Identity Attack0.37012735
Insult0.16831873
Profanity0.022559889
Threat0.007948523
Severe Toxicity0.008163452
Moderate 0.30514878 Moderate Con 0.335
Oct 1, 2025 1 likes IRCC Names India in Study …
You are giving Canada to Indians, Sikhs need a country so their making there way to brampton.
You are giving Canada to Indians, Sikhs need a country so their making there way to brampton.
Identity Attack0.38176915
Insult0.1342682
Profanity0.038655918
Threat0.009722093
Severe Toxicity0.012207031
Moderate 0.30514878 Low Con 0.264 Fear_Threat
Feb 23, 2026 1 likes Inside Canada's Indian Invasion...
The guy at 11:03 must be a fugitive with multiple arrest warrants in Punjab, India. Most Khalistanis are criminals on the run and surprisingly welcomed by Canada. They hide their crimes behind their demand for …
The guy at 11:03 must be a fugitive with multiple arrest warrants in Punjab, India. Most Khalistanis are criminals on the run and surprisingly welcomed by Canada. They hide their crimes behind their demand for Khalistan and pretend to be freedom fighters. They follow a terrorist named Bhindrawala who held 100s of hostages in Amritsar's Golden Temple to blackmail the Indian Govt. in 1984. Google Operation Blue Star.
Identity Attack0.2823795
Insult0.25602314
Profanity0.02071529
Threat0.02440793
Severe Toxicity0.010528564
Moderate 0.30514878 Constructive 0.581 Fear_Threat
Feb 6, 2026 2 likes Inside Canada's Indian Invasion...
How many of the Chinese and Indian residents are Intelligence Operatives of India and China? How is possible for Canada to check and green-light 140,000 Indian and 40,000 Chinese nationals every year, knowing that in …
How many of the Chinese and Indian residents are Intelligence Operatives of India and China? How is possible for Canada to check and green-light 140,000 Indian and 40,000 Chinese nationals every year, knowing that in one country virtually everyone is corrupt and the other is a closed-doors system?
Identity Attack0.27991617
Insult0.24928534
Profanity0.016069634
Threat0.00713294
Severe Toxicity0.005836487
Moderate 0.30502358 Low Con 0.282 Unverified_Claim
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
This video is diverting attention from the real issue. Why does it start by showing Muslims praying? What does that have to do with the problem? Let’s look at facts: how many Muslims live in …
This video is diverting attention from the real issue. Why does it start by showing Muslims praying? What does that have to do with the problem? Let’s look at facts: how many Muslims live in Canada compared to the Indian population? Muslims are not a country and not a single culture. There are European Muslims, North African Muslims, Asian Muslims, Arab Muslims, and Black Muslims. Does it harm anyone if Muslims practice their religion peacefully? This type of framing only fuels unnecessary hate and division
Identity Attack0.3817989
Insult0.12521741
Profanity0.033144772
Threat0.009955117
Severe Toxicity0.009498596
Moderate 0.30502358 Constructive 0.577
Aug 26, 2025 Why Canadians Are Turning Against …

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.