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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: "I live in India 🎉" 289 comments · Page 8 of 12
I'm a Canadian, I was born here, who knows what generation Canadian I am - my ancestors were here long before Canada was a country, later they fought for the British (one naughty son fought …
I'm a Canadian, I was born here, who knows what generation Canadian I am - my ancestors were here long before Canada was a country, later they fought for the British (one naughty son fought for the "rebels" americans and was in jail for 5 years), the monarchy granted them 100 acres in the Niagara region which was farmed by a line of my family until the 1980s when the last of that direct line sold which is tragic. blah blah - Canadian. ANYWAY - I love other people, other cultures, every immigrant that spoke in this video I welcome with open arms, would befriend, share a meal with etc. I grew up working with many people from Pakistan and India who were escaping really scary situations, worked their butts off to be part of this country, learn the language, save for a home - live a safe and happy life. Whether you're a first or 50th generation Canadian - you come here and you adapt to our wonderful way - you're a freaking Canadian. That's not happening right now. Like the video said, it's a math problem. One of my largest concerns is that now all these wonderful Canadians who have been here for a long ass time, worked their butts off to be part of the family will now be subject to violence, harassment and racist comments because this population bomb has misrepresented their intentions entirely.
Identity Attack0.14233272
Insult0.16551061
Profanity0.05017922
Threat0.008401625
Severe Toxicity0.007896423
Low Tox 0.24924077 Constructive 0.806 Solidarity
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
U come to Canada, live and change the Canada town to India that not right
U come to Canada, live and change the Canada town to India that not right
Identity Attack0.25140062
Insult0.076502606
Profanity0.019280603
Threat0.007365964
Severe Toxicity0.007286072
Low Tox 0.24763705 Low Con 0.266 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Indias work hard in every sector so people see them all the time and they think Indians are going to take over and they are real problem But real problems is Ukraine and refugees from …
Indias work hard in every sector so people see them all the time and they think Indians are going to take over and they are real problem But real problems is Ukraine and refugees from everywhere who get free houses and live on welfare and even they get free dental.They are living on Canadian tax payer money. Immigrants don’t get any government help plus visa and other requirements are still there Internet is just home of negativity and full of misinformation.
Identity Attack0.2783691
Insult0.08508729
Profanity0.01309778
Threat0.006550381
Severe Toxicity0.004501343
Low Tox 0.24603334 Constructive 0.634
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
He never experienced racism because he’s still living in India !!
He never experienced racism because he’s still living in India !!
Identity Attack0.26663736
Insult0.06302499
Profanity0.026454043
Threat0.0070552654
Severe Toxicity0.0075531006
Low Tox 0.24282593 Moderate Con 0.308
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
As an indian I can agree but india can't even give good jobs to its own citizens how do yo expect us to sit here die . Our government does nothing for LGBT rights because …
As an indian I can agree but india can't even give good jobs to its own citizens how do yo expect us to sit here die . Our government does nothing for LGBT rights because of which many people migrate to live a better life
Identity Attack0.27875587
Insult0.06652143
Profanity0.04291453
Threat0.016810767
Severe Toxicity0.0090408325
Low Tox 0.2412222 Constructive 0.634 Personal_Narrative
Feb 9, 2026 Inside Canada's Indian Invasion...
Bro they are upper class Indians they are normal as people live in India.
Bro they are upper class Indians they are normal as people live in India.
Identity Attack0.27759558
Insult0.08434689
Profanity0.077731855
Threat0.009411395
Severe Toxicity0.012054443
Low Tox 0.2412222 Low Con 0.188 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
I as a Sikh living in India can ensure you that even of Khalistan is made, none of them are returning to live in 40°C. 🤣
I as a Sikh living in India can ensure you that even of Khalistan is made, none of them are returning to live in 40°C. 🤣
Identity Attack0.26325142
Insult0.06477321
Profanity0.072882555
Threat0.02181799
Severe Toxicity0.013995127
Low Tox 0.23812068 Moderate Con 0.383 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I am a Canadian born and bred. I ask these questions, could we, as Canadians, go to India or China or any other country to live and act the way these people do, say the …
I am a Canadian born and bred. I ask these questions, could we, as Canadians, go to India or China or any other country to live and act the way these people do, say the things that they say and get away with it. Do you think I, as a white Canadian, could go to India (for example)and demand they change their traditions and religions because it doesn't suit me? Everybody knows the answer is no. I would be jailed or kicked out of the country quickly. So why do you expect to come to my country and change our ways and our traditions? It's ridiculous.
Identity Attack0.27759558
Insult0.07396803
Profanity0.040409464
Threat0.020954676
Severe Toxicity0.008659363
Low Tox 0.23667802 Constructive 0.637
Sep 10, 2025 2 likes Why Canadians Are Turning Against …
Anti Immigration / refugee protests on an already occupied land eradicating indigenous populations by European settlers is nothing but a joke. The mere fact your ancestors arrived here 2-3 generations back, doesn't offer entitlement as …
Anti Immigration / refugee protests on an already occupied land eradicating indigenous populations by European settlers is nothing but a joke. The mere fact your ancestors arrived here 2-3 generations back, doesn't offer entitlement as owner of the land. Do you remember how many slaves European Colonizers have killed? King Leopold, Algerian war of Independence against France, how many African slaves lost their lives to build the Congo-Ocean Railway? Spanish demolition of Aztec and Inca empire in South America, did you remember the Encomienda system?! Why did Taino people vanish on Caribbean Island?! Portuguese forced labor policies in Angola, Mozambique?? Millions of them lost lives to fight against Portuguese colonizers. Then our favorite East India Company, the British empire where Sun Never Set. They decimated India, Australian Aboriginal, New Zealand Māori and Red Indians, native Americans who migrated to America from Asia long back. How many natives' indigenous populations countries after countries, continent after continent, their father mother daughter son wife husband grandparents your ancestors have killed???? Do you have any count????? In this civilized world no Supremacists be it Right or Left wing, especially Hitler, Mussolini, Stalin like White Supremacist have no place anymore, you have done enough good for the world. You cannot justify your stand using a Charlie Kark.
Identity Attack0.1808059
Insult0.110259406
Profanity0.024062896
Threat0.021300001
Severe Toxicity0.009422302
Low Tox 0.23667802 Constructive 0.519 Moral_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I am an Indian. I request the people in all the developed countries of the world to make extremely tough emigration laws, so that the people who are legally acquiring citizenship of your country are …
I am an Indian. I request the people in all the developed countries of the world to make extremely tough emigration laws, so that the people who are legally acquiring citizenship of your country are not dependent on the taxes paid by the original residents of those countries. Plain, simple and honest. Now, if you are allowing every tom, dick and harry from any country to live in your country, then the chances would be high that, unproductive/criminals of the other country to start to get citizenship. Please DO NOT blame entire India for changing the demographic landscape of Canada, or any other developed country. Please make extremely tough laws, like in USA, to sift out the unwanted people. India is dirty, everyone knows. Indians are corrupt, everyone knows. So, please allow ONLY young Indians who are smart/hardworking enough, who can win a Nobel prize/Olympic Medal/set up businesses, for Canada, to take the citizenship of Canada.Take example of Dubai. Lawmakers of Dubai are intelligent/honest. Please......
Identity Attack0.18313584
Insult0.1342682
Profanity0.1413768
Threat0.011974656
Severe Toxicity0.012207031
Low Tox 0.23667802 Constructive 0.692 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Immigration technically is an asset for a country like Canada, however the open door policy turned that asset into a liability. When you have a migrant community congregate into ghetto like fashion, you know your …
Immigration technically is an asset for a country like Canada, however the open door policy turned that asset into a liability. When you have a migrant community congregate into ghetto like fashion, you know your policy has failed somewhere. Psychologically speaking human would naturally gravitate towards people they have similarities(language, color, likes & dislikes, etc) with and congregate as a "tribe" for warmth & security. Just put one white person alone in the middle of an Indian market at rush hour, i promise you they'd run to the first white person they spot for "security", now tell that one guy that he has to live in India for the foreseeable future and that he has a choice of living in any area of that city and he learns that there a part of town where most of the white people live, where do you think he'll go?
Identity Attack0.2764353
Insult0.07840354
Profanity0.027547138
Threat0.008789998
Severe Toxicity0.0059890747
Low Tox 0.2359567 Constructive 0.665 Policy_Critique
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Thank Justin Trudeau for this. I was born here in Ottawa and live in low income housing. I worked since 16 years of age times have changed. Immigrants need to be sent back. All the …
Thank Justin Trudeau for this. I was born here in Ottawa and live in low income housing. I worked since 16 years of age times have changed. Immigrants need to be sent back. All the people from India have taken jobs at Esso, Shell, Tim Hortons. Citcle K, McDonald's, Walmart!!!
Identity Attack0.27682206
Insult0.07903719
Profanity0.014190876
Threat0.009981008
Severe Toxicity0.006790161
Low Tox 0.2359567 Constructive 0.705 Economic_Argument
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
As an Indian living in India with no plans to leave my motherland , let me tell you these guys from Punjab claiming they were suppressed in India are running an immigration scam . Claiming …
As an Indian living in India with no plans to leave my motherland , let me tell you these guys from Punjab claiming they were suppressed in India are running an immigration scam . Claiming asylum on the grounds of political persecution as soon as their boat lands on Canadian shores .
Identity Attack0.22783615
Insult0.08831572
Profanity0.01893901
Threat0.00951496
Severe Toxicity0.0050735474
Low Tox 0.23523538 Constructive 0.534 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
stop immigration system or atleast put country cap system. Indians are turning canada into India. The companies now only hire indians because of cheap labor or going offshore. I work ina company and 60percent are …
stop immigration system or atleast put country cap system. Indians are turning canada into India. The companies now only hire indians because of cheap labor or going offshore. I work ina company and 60percent are from india, sometimes i feel living in india than in canada
Identity Attack0.2877625
Insult0.06302499
Profanity0.0166845
Threat0.0074048014
Severe Toxicity0.0051498413
Low Tox 0.23415339 Moderate Con 0.47 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
They don't want to live in India but turn Canada into India.....
They don't want to live in India but turn Canada into India.....
Identity Attack0.28034934
Insult0.0623257
Profanity0.015693882
Threat0.0079873605
Severe Toxicity0.0062942505
Low Tox 0.23379272 Low Con 0.199 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
They have spread throughout All the Provinces of Canada!!! I live in N.B and half the businesses here are Indian(India) owned now . Over the past 12-14yrs, the amount of people from Foreign countries around …
They have spread throughout All the Provinces of Canada!!! I live in N.B and half the businesses here are Indian(India) owned now . Over the past 12-14yrs, the amount of people from Foreign countries around this county and just a cpl more surrounding us has went up 20 fold! ALOT of Indian(Computer Indian, Not the Indians that have Always been here and should rightfully own it) owned companies around here now. No apartments to rent around here anymore, and the ones you find have the rent jacked up to crazy amounts! I get along with all the ones I know. Nice , hard working people. My Dr. Is from India now too!
Identity Attack0.24293575
Insult0.0811385
Profanity0.029186781
Threat0.008116818
Severe Toxicity0.008010864
Low Tox 0.22579013 Constructive 0.761 Personal_Narrative
Jan 28, 2026 1 likes 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...
Keep Canada Canada do not change it into india please. If we want India we go to India. When I visit Canada I wanna visit Canada not India. Live free there practice your religion and …
Keep Canada Canada do not change it into india please. If we want India we go to India. When I visit Canada I wanna visit Canada not India. Live free there practice your religion and traditions, but respect canadians and do not turn their country into India, please...
Identity Attack0.28034934
Insult0.0573046
Profanity0.017845914
Threat0.0069905366
Severe Toxicity0.0047302246
Low Tox 0.22311419 Constructive 0.607 Identity_Assertion
Mar 1, 2026 3 likes Inside Canada's Indian Invasion...
My guess is most Indians want to come to Canada. Most Canadians would never want to go to India. That should tell you something. have Trudeau and Carney go live in Brampton..
My guess is most Indians want to come to Canada. Most Canadians would never want to go to India. That should tell you something. have Trudeau and Carney go live in Brampton..
Identity Attack0.2764353
Insult0.05262003
Profanity0.01442999
Threat0.008246276
Severe Toxicity0.005378723
Low Tox 0.22043827 Moderate Con 0.38 Comparative_Framing
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Lot of people....the original citizens feel the burn since the world around them is changing. It's natural that they harbor these ill feelings. Most of them are ill informed and have these racist views. It's …
Lot of people....the original citizens feel the burn since the world around them is changing. It's natural that they harbor these ill feelings. Most of them are ill informed and have these racist views. It's true for every immigrant community that emigrated from Europe as well. You have Irish immigrant towns, little Italy's, China towns, little India's, polish neighborhoods in Chicago etc ...these kind of neighborhoods are all over north America (USA & Canada). This is natural. Assimilation happens in 1 or 2 generations. Economic expansion and fulfilling social security benefits for the older generation needs population growth and a new younger workforce. This is achieved thru immigration of skilled labor force of all kinds. Population dynamics and demographics keep changing all the time and it has happened thru out human history. Now we are living in an interconnected and inter dependent world. It's better to adapt to change and move on and retain your loyalty to the country they migrated to and contribute positively to their economy and try to assimilate as much as possible and be aware of the sensitivities. This new immigration is from Asia and they are of different ethnicities and cultural background unlike european immigration that happened earlier. So some backlash to these new people's is to be expected and there will be lot of scapegoating and stereotypical epithets that will employed to demonize the new immigrant groups. We all have to adjust assimilate and move on in this great circle of life.
Identity Attack0.18705739
Insult0.08582769
Profanity0.027410502
Threat0.012440704
Severe Toxicity0.0062179565
Low Tox 0.2191003 Constructive 0.732 Comparative_Framing
Dec 21, 2025 Inside Canada's Indian Metropolis (Brampton)
its not an invasion. go look at india at the situation they are in. the living conditions are horrible there, and when people look at countries, the go to big countries for jobs. ofc theres …
its not an invasion. go look at india at the situation they are in. the living conditions are horrible there, and when people look at countries, the go to big countries for jobs. ofc theres going to be a lot. not an invasion, just people trying to have a better life, and everyone hating on them for it.
Identity Attack0.19495805
Insult0.06442356
Profanity0.05543986
Threat0.010705971
Severe Toxicity0.00579834
Low Tox 0.21241048 Moderate Con 0.478 Economic_Argument
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
6:50 arrest em like any other country would Y'all give em leeway to do as they please , cuz inclusivity? They are not in India , they should live according to Canada ,
6:50 arrest em like any other country would Y'all give em leeway to do as they please , cuz inclusivity? They are not in India , they should live according to Canada ,
Identity Attack0.18313584
Insult0.054376744
Profanity0.023174755
Threat0.036839653
Severe Toxicity0.0075531006
Low Tox 0.20705862 Moderate Con 0.323 Policy_Critique
Feb 13, 2026 Inside Canada's Indian Invasion...
Basically all you did was amplify racist voices , you did no research of your own. Had no numbers on how much taxes the city of brampton collects but had to show a clip of …
Basically all you did was amplify racist voices , you did no research of your own. Had no numbers on how much taxes the city of brampton collects but had to show a clip of people saying they dont pay taxes. You had no numbers on how much food the gurudwaras and temples donate. All you were opposed to were large number of people from india living together. Isn't that what happens in every immigrant community. Chinatown in SanFranscisco , Little Italy in Manhattan , Little Havana in Florida.
Identity Attack0.15303208
Insult0.082866095
Profanity0.014532468
Threat0.0065697995
Severe Toxicity0.004310608
Low Tox 0.20572066 Constructive 0.63 Moral_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I just came from there about a week and a half ago and im originally from o puerto rico living in FL and went into a store to buy diapers for my son and it …
I just came from there about a week and a half ago and im originally from o puerto rico living in FL and went into a store to buy diapers for my son and it was all India even the signs in Indian and I really felt like an alien as everyone looked at me like I was not from this planet lol not to offend anyone but I won't be back any time soon.
Identity Attack0.18235919
Insult0.0654725
Profanity0.13608865
Threat0.011379151
Severe Toxicity0.010223389
Low Tox 0.2028889 Constructive 0.678 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
25 years ago we immigrated to Canada. And I want to continue living in Canada, not in India or Palestine that iCanada is turning into due to domination of culture of new uncontrolled flow of …
25 years ago we immigrated to Canada. And I want to continue living in Canada, not in India or Palestine that iCanada is turning into due to domination of culture of new uncontrolled flow of migrants.
Identity Attack0.23391083
Insult0.06794841
Profanity0.014054239
Threat0.0071847234
Severe Toxicity0.005569458
Low Tox 0.20102765 Constructive 0.548 Identity_Assertion
Aug 25, 2025 11 likes 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.