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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: "Indian majority" 143 comments · Page 4 of 6
I am extremely curious about the wave of Single Indian Ladies moving to a country filled with a population of men that you find unattractive and uninteresting to know. "Why would an attractive single Indian …
I am extremely curious about the wave of Single Indian Ladies moving to a country filled with a population of men that you find unattractive and uninteresting to know. "Why would an attractive single Indian Lady that dislikes White Skinned Men, relocate to a Country where the a majority of men are White Shinned ? "Can you tell us the Truth please. We are very interested in learning. THANK YOU
Identity Attack0.29188538
Insult0.071750276
Profanity0.043916557
Threat0.008453408
Severe Toxicity0.008010864
Low Tox 0.26104406 Constructive 0.633 Question
Feb 15, 2026 Inside Canada's Indian Metropolis (Brampton)
I'm an Indian but I don't support invading a whole country as a swarm and transforming that place like their homeland literally making the actual natives uncomfortable. If you wanna live in that place , …
I'm an Indian but I don't support invading a whole country as a swarm and transforming that place like their homeland literally making the actual natives uncomfortable. If you wanna live in that place , just respect the people's culture , religion and appreciate the rational space they actually provide . And for the countries with illegal immigrant problems , just send them back ??!! The government's corruption is also playing a major role . These goverment officials collect lumpsum amount of money from immigrants as bribe and letting them live there by the fact that it's easier for the government to earn by making the country worse than actually earning by making the country better .
Identity Attack0.23163283
Insult0.11464815
Profanity0.078378424
Threat0.011974656
Severe Toxicity0.009689331
Low Tox 0.25462922 Constructive 0.753 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I would rather have an Indian majority over Somali. Indians are very nice people.
I would rather have an Indian majority over Somali. Indians are very nice people.
Identity Attack0.2839175
Insult0.070482984
Profanity0.06946823
Threat0.020436687
Severe Toxicity0.013478675
Low Tox 0.25462922 Constructive 0.522 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in …
Canadian that spent 16 years in Japan. I went as an individual. I stayed as an individual. Married a Japanese. Came back to Canada for a pension and can't wait to leave. I were in Japan and if I saw a group of Canadians arrive expecting Japan to change for them, I would have been severely pissed off with them. Every other country and normal immigrant that came as an individual or individual family probably thinks the same way I do. No one in any country likes to see "Mass Immigration" and even Japan these days are looking at an influx of half a million Indians and who knows how many more Africans. This will change Japan and they'll turn a good culture into their shitty culture and I'm not happy with that. I liked being one of few. Yes I had American, Canadian, Australian, Kiwi and British friends as well as Japanese friends. But we were all individuals that adopted the way of living in Japan into our everyday lives. If I go back, I don't want to be in india. It'd be like living in Brampton. What pisses me most is the attitude of that muslim guy. Yes you are out breeding us but not all majorities rule. In Malaysia, Malays rule despite being the smaller population. They have more Chinese and Indians there but they have to live under the rule of the native Malays. So you will have to do the same in Canada despite if your population is larger. You adapt to this country. The country doesn't convert to accomodate you. Individuals are key. Groups are the bane of all countries.
Identity Attack0.1769227
Insult0.16766082
Profanity0.16403814
Threat0.009048914
Severe Toxicity0.010528564
Low Tox 0.25462922 Constructive 0.767 Personal_Narrative
Sep 27, 2025 1 likes Why Canadians Are Turning Against …
I'm surprised no liberal voters are calling this dude a "racist" because it involves Indians. He is literally interviewing both sides of this issue. In my opinion, if the liberal government stays in power, and …
I'm surprised no liberal voters are calling this dude a "racist" because it involves Indians. He is literally interviewing both sides of this issue. In my opinion, if the liberal government stays in power, and more and more liberal voters use the racism card on people who point out these issues just to make themselves feel like a good person, more and more major cities in Canada will be filled of them who either entered as an international student, or as an asylum seeker. It is not "multiculturalism" or "diversity" if there is only people from one culture coming to Canada? Where are the people from countries like Italy? Germany? Ukraine? Mexico? It is not racist to point out how in very few homes, most notably in Brampton, around 7 or more people live in one house. It is not racist to point out how these Indians need to learn to write and speak proper English. It is not racist to point out how they need to adapt to our civilized way of life here in Canada. It is not racist to point out the rise in crime done by people of Indian descent. It is not racist to point out how, coincidentally, the quality in Tim Hortons has dropped lately, when in a majority of them have workers of Indian descent, which are usually in major cities. How so? The liberal-imposed foreign worker plan, plus a little bit of corporate greed. It is not racist to point out that Indian "international students" are getting their food from food banks, which are supposed to be for the poor, and how some places of work only hire Indians, because they are run by Indians. Why is this discussion even about Indians? Because they make up HUGE majority of people coming to live in Canada. Matter of fact, this does not apply to Indians coming to Canada, but to whoever goes to live in another country. It does not take much out of you to at least adapt to the way of life in which ever country you go to. The conservative party sees this in a way that the liberals do not. Come back to this comment in another 10-20 years when the liberals are still in power. You'll see the difference.
Identity Attack0.27759558
Insult0.110259406
Profanity0.02303812
Threat0.008065036
Severe Toxicity0.005645752
Low Tox 0.2540519 Constructive 0.705
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
As a brown guy who is born and raised here, not every brown person is Indian. There are Guyanese, Trinidadians, Sri Lankans, Bengali, Nepali etc people that are in no way related, linguistically, culturally or …
As a brown guy who is born and raised here, not every brown person is Indian. There are Guyanese, Trinidadians, Sri Lankans, Bengali, Nepali etc people that are in no way related, linguistically, culturally or religiously to people from Punjab that have been here decades and respect the land, the culture and learn English. The majority of the mass migration as of late has come from one state in India. Many are good people, but many try to make Canada the home they left. Too bad the rest of us south asians and west indians are painted with this broad brush.
Identity Attack0.29188538
Insult0.07967083
Profanity0.035900343
Threat0.008401625
Severe Toxicity0.006904602
Low Tox 0.25084448 Constructive 0.762 Personal_Narrative
Feb 24, 2026 Inside Canada's Indian Invasion...
As someone who's born and raised in Brampton I don't really see any issues when it comes to the large Indian demographic in the city. Majority of the people in this city are just middle …
As someone who's born and raised in Brampton I don't really see any issues when it comes to the large Indian demographic in the city. Majority of the people in this city are just middle class families trying to get by and provide their kids and families a bright future. Without the indian immigrants coming to this city what would it even be? You have families living in million dollar+ houses, working, owning business, giving good futures and opportunities for their children but y'all mad cause they are Indians who are doing this. If they were white people instead would be calling Brampton a success story then? If 75 percent of the population is south asian, OF COURSE you will see south asian workers, south asian restaurants, grocery stores (JUST LIKE ANY OTHER COMMUNITY). You only see this issue online because the people who actually live in these areas have absolutely no issue with the city. They're mad they can't progress in their own lives and use cities like Brampton as a scapegoat for their own problems. It just doesn't make sense to me how so many people have an issue with Brampton when they don't even know what it is like.
Identity Attack0.2795294
Insult0.11616662
Profanity0.0887236
Threat0.008634649
Severe Toxicity0.009613037
Low Tox 0.24924077 Constructive 0.784 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
They are stereotyped often, not all Indians are bad and dirty thats often what people think with everything. They are a grinding working culture tbh not all, but the majority of them is serious when …
They are stereotyped often, not all Indians are bad and dirty thats often what people think with everything. They are a grinding working culture tbh not all, but the majority of them is serious when it comes to business.
Identity Attack0.27778897
Insult0.12702756
Profanity0.15371579
Threat0.008349842
Severe Toxicity0.008926392
Low Tox 0.24442963 Constructive 0.624 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
1.5 Million Indian Immigrants (90% scammed the visa system) entered Canada in 5 years, 1400 deported, WHAT DOES IT TELL US? The government wants us to hear they are doing their JOB. Are they doing …
1.5 Million Indian Immigrants (90% scammed the visa system) entered Canada in 5 years, 1400 deported, WHAT DOES IT TELL US? The government wants us to hear they are doing their JOB. Are they doing enough? The majority of Immigrants came from INDIA (65%), the Philippines (20%), and Nigeria (10%). What do these numbers tell us?
Identity Attack0.28034934
Insult0.0806213
Profanity0.023516348
Threat0.0074824756
Severe Toxicity0.0063705444
Low Tox 0.2412222 Constructive 0.522 Unverified_Claim
Jan 1, 2026 2 likes Deportations From Canada at Their …
Come to Surrey, BC next. Major indian fatigue over here.
Come to Surrey, BC next. Major indian fatigue over here.
Identity Attack0.26494437
Insult0.07396803
Profanity0.03915693
Threat0.018364733
Severe Toxicity0.007896423
Low Tox 0.23451406 Moderate Con 0.363 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
They are not indians majority are called khalistani who are not indians
They are not indians majority are called khalistani who are not indians
Identity Attack0.28034934
Insult0.06889887
Profanity0.0684662
Threat0.009126588
Severe Toxicity0.010070801
Low Tox 0.23451406 Low Con 0.174 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
You guys do not know what’s to come in 20 years in Canada. The whole Canada will be majority of East Indians. Everyone else will be minorities. It’s too late to reverse this. Canada has …
You guys do not know what’s to come in 20 years in Canada. The whole Canada will be majority of East Indians. Everyone else will be minorities. It’s too late to reverse this. Canada has been invaded!
Identity Attack0.22859548
Insult0.07872037
Profanity0.01846078
Threat0.008686432
Severe Toxicity0.0061416626
Low Tox 0.23271075 Low Con 0.245 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
What am I meant to take away from this video ? You want to the most Indian majority city in the entire country and filmed a bunch of people minding their own business.
What am I meant to take away from this video ? You want to the most Indian majority city in the entire country and filmed a bunch of people minding their own business.
Identity Attack0.12208464
Insult0.061976057
Profanity0.06546012
Threat0.013476364
Severe Toxicity0.007133484
Low Tox 0.23090743 Low Con 0.3 Question
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I'm white and obviously it's not all Indians, but the only demographic I've experienced racism and prejudice from are Indians. I try to remember to keep an open mind as generalizing is wrong, but it's …
I'm white and obviously it's not all Indians, but the only demographic I've experienced racism and prejudice from are Indians. I try to remember to keep an open mind as generalizing is wrong, but it's getting harder and harder especially since majority of staff in jobs I worked recently are prejudiced and stick to their own ranks. Good journalism M8 I can't believe you put yourself in that situation at the end
Identity Attack0.26663736
Insult0.06477321
Profanity0.047173142
Threat0.00948907
Severe Toxicity0.00667572
Low Tox 0.22846605 Constructive 0.822 Personal_Narrative
Feb 4, 2026 1 likes Inside Canada's Indian Invasion...
Just a quick reminder: Indians are not a minority, they're a GLOBAL MAJORITY 3 mil Indians could immigrate to each and every country on Earth and they would still have about a billion Indians left …
Just a quick reminder: Indians are not a minority, they're a GLOBAL MAJORITY 3 mil Indians could immigrate to each and every country on Earth and they would still have about a billion Indians left "at home"
Identity Attack0.27701542
Insult0.05262003
Profanity0.045670103
Threat0.010938995
Severe Toxicity0.009269714
Low Tox 0.22712809 Moderate Con 0.387 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Yeah as a Canadian who lives in the Greater Toronto Area, I can appreciate how immigration as a concept is good. But Canada is at a point now where a large influx of immigrants are …
Yeah as a Canadian who lives in the Greater Toronto Area, I can appreciate how immigration as a concept is good. But Canada is at a point now where a large influx of immigrants are shocking our economy and dropping our quality of life. And the majority of these immigrants come from one country. No hate to India, as a half Indian myself, but when you bring these people over in droves, they feel it unnecessary to assimilate as they all coalesce with each other - where they feel comfortable. So you have the majority of them who don't speak our language, who don't carry our values, and don't feel that any of it is required. And it makes you feel, as a Canadian like you're being taken over. We want a lower immigration rate, and we want a greater spread of people from across the world. I don't want Canada to become India.
Identity Attack0.24970764
Insult0.08582769
Profanity0.029050145
Threat0.008686432
Severe Toxicity0.00705719
Low Tox 0.22579013 Constructive 0.843
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It's not a booming economy as majority of it comes from the government. The indians taking advantage of the refugee system to get 85k a year The indian employers abusing the wage subsidy program when …
It's not a booming economy as majority of it comes from the government. The indians taking advantage of the refugee system to get 85k a year The indian employers abusing the wage subsidy program when they hire indian international students, another indian for the POC category. Or outright corruption that indian government workers do from selling driver's licenses, CDLs etc.
Identity Attack0.24293575
Insult0.08484049
Profanity0.02249157
Threat0.008026198
Severe Toxicity0.0048065186
Low Tox 0.22445217 Moderate Con 0.436 Unverified_Claim
Sep 29, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
You May Be Wondering, "Why Should I Care About What's Happening In The UK? There Is A Chance That In The Next Few Decades, CANADA Will Become an INDIAN-Majority Nation
You May Be Wondering, "Why Should I Care About What's Happening In The UK? There Is A Chance That In The Next Few Decades, CANADA Will Become an INDIAN-Majority Nation
Identity Attack0.25140062
Insult0.061451588
Profanity0.025360947
Threat0.00866054
Severe Toxicity0.0077056885
Low Tox 0.22043827 Low Con 0.279 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Let me ask this: If the majority of the population of Brampton were Irish immigrants instead of Indian immigrants, would that be okay with you?
Let me ask this: If the majority of the population of Brampton were Irish immigrants instead of Indian immigrants, would that be okay with you?
Identity Attack0.27778897
Insult0.056719027
Profanity0.026180768
Threat0.0076507707
Severe Toxicity0.005874634
Low Tox 0.2191003 Moderate Con 0.34 Moral_Argument
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two provinces/states - Punjab and Gujarat. From Punjab - Most of the population who migrates to Canada are villagers. They are notoriously famous in Punjab cities as well for creating trouble. They have no civic sense, always getting involved in illegal stuff, some use drugs, no etiquettes, poor hygiene and very arrogant sometimes. Another thing, Canadian government over the years stopped taking in-person interviews and got lenient with rules for gaining a visa especially for students which doesn't make sense and one should be catious so of what kind of people they are letting in their country. This leads to letting in a bunch of wrong people who are already a troublemaker in Punjab and then represents a bad of side of Indians. A side note - Every Indian province is very very different and not all people are same in India. It's definitely a shit situation which shows Canadian government definitely needed a better way to handle immigration. A lot of international students has been exploited by the system as well if you get to know from there point of view as well. Seeing the thumbnail and title of this video shows what kind of a person Tyler is. Without a proper research and understanding, he just made a video to appease people who hates on Indians. Title says Invasion, is he for real? I see way more Chinese immigrants here in Canada than any other nationality. Punjabi Indians are to be blamed as for creating a bad picture for themselves but hating on whole country without knowing them feels prejudiced. I hope whoever is reading to really open their eyes and understands that this is a government failure for not having strict rules and regulations. Indians have been immigrating to Canada for more than 100 years but you see them as a problem now due to last 8 years of bad decisions. Last thing, you see more Indians in Tim Hortons and mock them, is that a bad thing on loving and supporting a Canadian brand? Definitely poor english speaking employees is a problem, but that is a management issue. You don't like it, have a word with the Manager if they don't act on it, then I guess they don't really care for your opinion. Its on you now whether you want your coffee or better english 😂
Identity Attack0.17536941
Insult0.08831572
Profanity0.022423252
Threat0.008789998
Severe Toxicity0.0049591064
Low Tox 0.20009702 Constructive 0.774 Policy_Critique
Feb 20, 2026 Inside Canada's Indian Invasion...
Thanks for making this video! What's crazy that people might not understand is it's not isolated to just that city. It's every major populated city in Canada is getting overrun. Most minimum wage jobs and …
Thanks for making this video! What's crazy that people might not understand is it's not isolated to just that city. It's every major populated city in Canada is getting overrun. Most minimum wage jobs and security are always 95% Indians. I don't understand how this was aloud..
Identity Attack0.17459276
Insult0.07270074
Profanity0.03715288
Threat0.0071588317
Severe Toxicity0.004711151
Low Tox 0.19789438 Constructive 0.71 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It's completely destroying the Canadian youth employment, aswell. Corporations are being incentivized by the Canadian government to hire temporary foreign workers so our youth unemployment rates have gone up to 15%+. Walk into a McDonald's, …
It's completely destroying the Canadian youth employment, aswell. Corporations are being incentivized by the Canadian government to hire temporary foreign workers so our youth unemployment rates have gone up to 15%+. Walk into a McDonald's, Taco Bell, Tim Hortons, etc, and you'll see nothing but Indians or Bangladeshis who barely speak English. In small towns you don't really see this, but in any major city like Vancouver or GTA you will.
Identity Attack0.20878418
Insult0.057890166
Profanity0.015079016
Threat0.008764107
Severe Toxicity0.004310608
Low Tox 0.19029272 Constructive 0.618 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The problem is NOT that Indians are coming to Canada. The problem is when you come to Canada from ANY country you are expected to assimilate, and majority do not.
The problem is NOT that Indians are coming to Canada. The problem is when you come to Canada from ANY country you are expected to assimilate, and majority do not.
Identity Attack0.25309357
Insult0.03885912
Profanity0.017914234
Threat0.006304411
Severe Toxicity0.004196167
Low Tox 0.1883923 Low Con 0.268 Policy_Critique
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Countries with massive populations should be at the bottom of the list for immigration. It's just common sense, we already have 1.5 BILLION indians, so why would we want them migrating in large numbers to …
Countries with massive populations should be at the bottom of the list for immigration. It's just common sense, we already have 1.5 BILLION indians, so why would we want them migrating in large numbers to other countries too?! The same applies to Africans. From a practical standpoint, White-majority nations should be protected from demographic change. We've benefited enormously from these countries, and any rational person would want them to stay as they are.
Identity Attack0.23163283
Insult0.034011267
Profanity0.024199532
Threat0.008336896
Severe Toxicity0.005531311
Low Tox 0.18554166 Constructive 0.586 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
When i was in Vancouver 1993, seem like the majority was asians ( chinese, Japanese and so on). I didnt see indians.
When i was in Vancouver 1993, seem like the majority was asians ( chinese, Japanese and so on). I didnt see indians.
Identity Attack0.27682206
Insult0.034011267
Profanity0.025360947
Threat0.0078449575
Severe Toxicity0.004825592
Low Tox 0.17718399 Constructive 0.506 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

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

Prosocial (7)

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