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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: "You all south of the …" 174 comments · Page 4 of 7
I like how every west country is blaming south asians when the are not even 10% of there population 😂 .
I like how every west country is blaming south asians when the are not even 10% of there population 😂 .
Identity Attack0.38230872
Insult0.089778624
Profanity0.09518933
Threat0.012906751
Severe Toxicity0.014963473
Moderate 0.33255672 Moderate Con 0.34 Comparative_Framing
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
Indian hate is so forced. They’re literally model minorities. People of a certain age just instinctively hate changing demographics compared to their childhood on principle, even the south Asian people who have lived in Canada …
Indian hate is so forced. They’re literally model minorities. People of a certain age just instinctively hate changing demographics compared to their childhood on principle, even the south Asian people who have lived in Canada for decades are scared lol
Identity Attack0.37953663
Insult0.16053712
Profanity0.057944927
Threat0.0084793
Severe Toxicity0.01159668
Moderate 0.3308965 Moderate Con 0.41 Moral_Argument
Sep 19, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
3 million Indians since 2014 - 2021. The figure is likely accurate, if not low, because it focuses on new arrivals (both permanent and temporary) rather than just PRs. The real number is quite literally …
3 million Indians since 2014 - 2021. The figure is likely accurate, if not low, because it focuses on new arrivals (both permanent and temporary) rather than just PRs. The real number is quite literally not able to be found, as the government is very corrupt and hides the data officially. The upcoming census 2026 is going to be DISGUSTING. 2021 and beyond the rate of forced migration was south asians taking up 60 percent of the immigrants, how is that reasonable, nor racist, and how can we even vet these people properly to have quality assimilants?
Identity Attack0.2839175
Insult0.26957804
Profanity0.064458095
Threat0.010110466
Severe Toxicity0.010757446
Moderate 0.32397532 Constructive 0.553 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Well if you think trump can help. l😂l dnt count on it. He only cares if they are Hispanic or South American. All others he has blinders on.
Well if you think trump can help. l😂l dnt count on it. He only cares if they are Hispanic or South American. All others he has blinders on.
Identity Attack0.29188538
Insult0.18107465
Profanity0.055940874
Threat0.008919456
Severe Toxicity0.009841919
Moderate 0.32236105 Low Con 0.225
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
We dont need a single international student or study permit type of fellow. Get them all out and close the doors to new entries. The indians who have done this process illegaly , you have …
We dont need a single international student or study permit type of fellow. Get them all out and close the doors to new entries. The indians who have done this process illegaly , you have ruined the reputation of all south asians all around canada with your behaviour and lack of care for this country. You used to need to be fully educated and have money in hand to be CONsIDERED for immigration in the past. Its a joke now
Identity Attack0.36702603
Insult0.17361937
Profanity0.022901481
Threat0.010447056
Severe Toxicity0.011444092
Moderate 0.32182294 Moderate Con 0.433
Oct 6, 2025 IRCC Names India in Study …
If you want diversity, bring people from all over the world. If you want Indians, bring Indians from all over India. Then where are the Northeast Indians? Where are the Bengalis? Where are the South …
If you want diversity, bring people from all over the world. If you want Indians, bring Indians from all over India. Then where are the Northeast Indians? Where are the Bengalis? Where are the South Indians? Where are even the North Indians? You bring only Punjabis; you exclusively bring rural, uneducated Punjabis, who aren't even 1% of the Indian population, for vote bank purposes. Then you complain about Indians. Whose fault is that?
Identity Attack0.37879246
Insult0.16853803
Profanity0.034146797
Threat0.009851551
Severe Toxicity0.01322045
Moderate 0.31963667 Moderate Con 0.436
Nov 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
To begin .... stop Refugees from India, Africa, Haiti, Pakistan, and many other countries. Scrutinize them properly, select legit refugees, right now, a lot of bogus claims have been entered, for god forsaken reasons, highest …
To begin .... stop Refugees from India, Africa, Haiti, Pakistan, and many other countries. Scrutinize them properly, select legit refugees, right now, a lot of bogus claims have been entered, for god forsaken reasons, highest refugee claims are from Africans countries and south America and Islamist countries. You gotta scrutiny these people, find out if there is legitimacy, find out if there is a value in accepting their claim, find out if they have skills or they are just entering for free loads! my point is , Good Immigrations is Welcome.....Bad Immigration is NOT !
Identity Attack0.3817989
Insult0.16195811
Profanity0.0715894
Threat0.02924249
Severe Toxicity0.017739398
Moderate 0.3140926 Constructive 0.627
Nov 21, 2025 Thousands of refugees allowed into …
Most of them are South Asians but they are Canadians, not indians. Just like you are caucassian and Canadian, white people also originally didnt exist in this land. This video screams racism. Almost all of …
Most of them are South Asians but they are Canadians, not indians. Just like you are caucassian and Canadian, white people also originally didnt exist in this land. This video screams racism. Almost all of the people you see are legal immigrants , the government gives half a million PRs every year.
Identity Attack0.3802808
Insult0.11616662
Profanity0.022013342
Threat0.006686311
Severe Toxicity0.008049011
Moderate 0.30716252 Constructive 0.517
Sep 20, 2025 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 lived in Brampton when its populations was 16,000 and it had a wooden bridge that crossed the Etobicoke Creek that ran across Hwy10 south at Meadowland park. It was washed away in 1965 flood. …
I lived in Brampton when its populations was 16,000 and it had a wooden bridge that crossed the Etobicoke Creek that ran across Hwy10 south at Meadowland park. It was washed away in 1965 flood. Small town, very 'orange', ie. Scottish protestant. Zero ethnics. Heck, they even hated the Catholics and wouldn't let them build the first Catholic church without a battle. It had one cinema downtown that charged .25cents for kids and .50cents for an adult ticket. It had a public pool that all the kids peed in during the summer and a red brick library which we went to religiously, every Friday to change our books. That town has completely disappeared. I used to drive to Brampton once a month for a meeting but decided driving into Brampton was such a risky behaviour especially on Bovaird, that I stopped going. Brampton has lost it character and exploded into a monstrous tract of cookie cutter box houses and strip malls. No one knows anyone else and there are no real neighbourhoods. If this is progress, give me the good old days when we could ride our bikes up and along Kennedy Road to Heart Lake conservation and go wading in the creek looking for tadpoles all day.
Identity Attack0.2795294
Insult0.16853803
Profanity0.24631839
Threat0.013631714
Severe Toxicity0.015157142
Moderate 0.30136615 Constructive 0.714 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Ethnicity - Brampton: South Asian 52%, European 19%, Black 13%, Latin 2%, South East and East Asian 6%, West Asian and Middle East 2%, Indigenous 1% and others European : Others ≈ 1 : 4 …
Ethnicity - Brampton: South Asian 52%, European 19%, Black 13%, Latin 2%, South East and East Asian 6%, West Asian and Middle East 2%, Indigenous 1% and others European : Others ≈ 1 : 4 so approximately one fifth of the Brampton populations are whites. European : SA ≈ 2 : 5 so approximately for every 5 South Asian/Indian there are 2 whites. Brampton you have been successfully invaded by the true East Indian Company @ The Great India 🤣🤣🤣
Identity Attack0.36702603
Insult0.07396803
Profanity0.059948977
Threat0.013269233
Severe Toxicity0.014317908
Low Tox 0.29953843 Moderate Con 0.405
Sep 19, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
North indians are mass migrating to our south states..they are taking over our businesses...all their family members run the businesses....so its economical for them...they dont learn our native language, they look down upon us for …
North indians are mass migrating to our south states..they are taking over our businesses...all their family members run the businesses....so its economical for them...they dont learn our native language, they look down upon us for being physically less attractive..we are dark and short....there is an internal conflict happening right now....not sure where i want to spend rest of my life....
Identity Attack0.36702603
Insult0.11978693
Profanity0.03690237
Threat0.009618527
Severe Toxicity0.013607788
Low Tox 0.29771072 Constructive 0.642
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
They shouldn't be called "South Asians".
They shouldn't be called "South Asians".
Identity Attack0.3817989
Insult0.0806213
Profanity0.052934792
Threat0.008634649
Severe Toxicity0.011291504
Low Tox 0.29405528 Low Con 0.217
Jan 10, 2026 Inside Canada's Indian Metropolis (Brampton)
I'm a white guy born in Mississauga just south of Brampton. I've been living in a tent for over two months. Youth stand near the woodlot where i live and shout "Indian go home" The …
I'm a white guy born in Mississauga just south of Brampton. I've been living in a tent for over two months. Youth stand near the woodlot where i live and shout "Indian go home" The news and researcher-academic classes tell us we didn't want to work and we were unqualified for work, and now they tell us we are racists if we even blink wrong.
Identity Attack0.34324843
Insult0.10294484
Profanity0.048425674
Threat0.010291707
Severe Toxicity0.009307861
Low Tox 0.29039988 Constructive 0.68 Personal_Narrative
Sep 29, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Haven't been south since 95. No f**kin reason to go now. How about we screen Americans. And ask them their jobs. If they say ICE we should detained them and deport them to South America. …
Haven't been south since 95. No f**kin reason to go now. How about we screen Americans. And ask them their jobs. If they say ICE we should detained them and deport them to South America. See how receptive they are.......
Identity Attack0.008509508
Insult0.020542348
Profanity0.11313558
Threat0.0097873
Severe Toxicity0.00004091619
Low Tox 0.28616825 Call_To_Action
Dec 8, 2025
Folks....(1) If there are no immigrants We will be eating boring Fish & Chips all the time (2) If immigrants are not here it will be difficult to guard this massive country against Russian threats …
Folks....(1) If there are no immigrants We will be eating boring Fish & Chips all the time (2) If immigrants are not here it will be difficult to guard this massive country against Russian threats from the north (3) If immigrants didn't buy our inflated GTA houses from us then we might not have had the Golden Retirements (4) The Dutch in South Africa lost their colony because they didn't have adequate immigrants to help them hold the massive land they captured (5) When someone is uprooted and brought here, they work 150 % than the lazy locals to reestablish their lives this is a fact supported by various economic studies and this is what becomes the engine propelling the country's economic growth (6) When the Chinese came from Hong Kong the locals blamed the Chinese for everything. When the Italians out grew locals in Woodbridge the locals blamed them for everything and called them as Mafia . Now you guys are painting the same thing on to Brown People .This is hypocrisy and not a fact !!! ALL OF YOU ARE SETTLER DESENDANTS OR IMMIGRANTS IN CANADA UNLESS YOU ARE A NATIVE MIND THAT !!! and be grateful for this beautiful world and the life you have . Another fact is Second world war was won by English & Allies using massive African and Indian armies. So the freedom we enjoy today in Canada was helped by African and Indian soldiers as well !!! The English simply don't have the numbers win by themselves . BE GREATFUL AND LOVE THIS COUNTRY AND IT'S DIVERSITY PERIOD !!! BELOW IS A SAMPLE OF WHAT IMMIGRANTS ARE DOING TO HELP THE ANGLOSAXONS : Immigrant Oppenheimer - Enabled America win Second World War Immigrant Frank Stronach - Founded Magna Corp Immigrant Andrew Carnegie - Founded United Steel Immigrant Albert Einstein - Enabled America win Second World War Immigrant Shiva Ayyadurai- Invented Email Kevin O'Leary - Irish / Lebanese immigrant Elon Musk- South African immigrant AMERICA RUNS ON IMMIGRANT POWER !!! BE GREATFUL !!!
Identity Attack0.28034934
Insult0.1378885
Profanity0.10549548
Threat0.02682521
Severe Toxicity0.015350811
Low Tox 0.2855005 Constructive 0.716 Moral_Argument
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Look into the murders in edmonton connected to the indian community. One case, a man and his 11 year old were killed in a targeted attack in connection with south asian gangs
Look into the murders in edmonton connected to the indian community. One case, a man and his 11 year old were killed in a targeted attack in connection with south asian gangs
Identity Attack0.33675182
Insult0.06858205
Profanity0.03690237
Threat0.22908778
Severe Toxicity0.013091337
Low Tox 0.2854971 Constructive 0.605
Jan 27, 2026 Inside Canada's Indian Invasion...
200-300 years ago: Britishers entered Canadian Land Which was inhabited by Native Indeginous Tribes and civilizations Britishers destroyed and genocided Native civilizations, culture and their language Populated USA and Canada with their own white people …
200-300 years ago: Britishers entered Canadian Land Which was inhabited by Native Indeginous Tribes and civilizations Britishers destroyed and genocided Native civilizations, culture and their language Populated USA and Canada with their own white people Converted American and Canadian lands into English lands Both nations were established as immigrant countries Whites took over natives 40-50years ago: Indians entered Canadian and American white Land. Which was inhabited by White british and jewish people. Now are Populating USA and Canada with their own south asian people Converted American and Canadian white lands into South Asian Indian lands Both nations were established as immigrant countries Brown took over whites Whites: Day without hypocrisy is day wasted😂😂
Identity Attack0.36733335
Insult0.123407245
Profanity0.0715894
Threat0.04524883
Severe Toxicity0.014317908
Low Tox 0.2854869 Moderate Con 0.307
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
I moved here from South America almost 30 years ago and worked to learn the culture and values. When in arrived in Vancouver I was shocked to see so many Chinese people.. it was not …
I moved here from South America almost 30 years ago and worked to learn the culture and values. When in arrived in Vancouver I was shocked to see so many Chinese people.. it was not my idea of Canada. Then I moved to Toronto and was shocked to see so many Indians. As an immigrant myself I'm against these immigrants that come here and don't learn the culture and have no appreciation for the Canadian way of life. This is 100% a failure of government policy . Trudeau made the situation so much worse.
Identity Attack0.34324843
Insult0.15982662
Profanity0.025497584
Threat0.009722093
Severe Toxicity0.009841919
Low Tox 0.2854699 Constructive 0.728
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Poor countries are unfree and have higher malnutrition. That causes lower IQs. It’s why North Korea has lower IQs than South Korea. IQs are not fixed in stone. North Korean IQs improve when they escape …
Poor countries are unfree and have higher malnutrition. That causes lower IQs. It’s why North Korea has lower IQs than South Korea. IQs are not fixed in stone. North Korean IQs improve when they escape to South Korea. And Canada’s immigration program is selective. Funny how racists like to pretend that immigration isn’t selective. It’s to prevent immigrants from being on welfare more than the citizen population, which is how it should be. Higher-skilled workers are mostly chosen to immigrate. They make good money through their skills, and are giving back to the country through paying taxes. This includes Africans, especially Christian ones. This guy isn’t fully using his head, ironically.
Identity Attack0.24293575
Insult0.191015
Profanity0.020510335
Threat0.0073918556
Severe Toxicity0.0062179565
Low Tox 0.27525392 Constructive 0.545 Economic_Argument
Feb 18, 2026 1 likes Inside Canada's Indian Invasion...
😂😂 Canadian are chill go back to the south
😂😂 Canadian are chill go back to the south
Identity Attack0.28034934
Insult0.081261896
Profanity0.029888187
Threat0.010395273
Severe Toxicity0.010299683
Low Tox 0.2648175 Low Con 0.282 Humor_Satire
Feb 11, 2026 2 likes Inside Canada's Indian Invasion...
The problem is not the immigrants. The problem is with Canadian leaders, and the Canadians who elected and reelected them to office. I lived in Nova Scotia for just over 2 decades. I attempted to …
The problem is not the immigrants. The problem is with Canadian leaders, and the Canadians who elected and reelected them to office. I lived in Nova Scotia for just over 2 decades. I attempted to have many discussions about these issues and was shocked by the generally vapid responses I'd get. Much more to say, but the main point is that Canadians have destroyed their own country's quality of life and from what I can see, Canada is not worthy of respect as a nation. I take ZERO pleasure in saying this. However, the country should have provided the United States with a up close example of what a well run social democratic nation looks like. Instead, Canada is a joke to the far right and in fact fuels the far right in the US. Now with the global south amassing on the US's northern border (visit Halifax, NS if you have any questions about this), I view Canada as a threat to the USA - which is a nation with more than enough problems. A note to immigrants reading this: I respect many of you individually, and I do not in the least mind having you in my community. You as an individual are not the problem per se. The problem is that policy makers are simply using migrants to increase Canada's population to 100M by end of century. Google "Canadian House of Commons Century Initiative" to see how Canadian lawmakers voted in support of this policy. Best, Patrick Moan goodhumanhabitat.org
Identity Attack0.28034934
Insult0.16053712
Profanity0.021808386
Threat0.010421164
Severe Toxicity0.008583069
Low Tox 0.26293078 Constructive 0.759 Policy_Critique
Dec 16, 2025 1 likes Why Canadians Are Turning Against …
Canada is still normal, look at Malaysia, it's full of Indians and Bangladeshis, they even marry locals and give birth to Southeast Asians with South Asian faces.
Canada is still normal, look at Malaysia, it's full of Indians and Bangladeshis, they even marry locals and give birth to Southeast Asians with South Asian faces.
Identity Attack0.33352965
Insult0.08831572
Profanity0.022969801
Threat0.008427517
Severe Toxicity0.009346008
Low Tox 0.26293078 Moderate Con 0.38 Comparative_Framing
Feb 11, 2026 1 likes Inside Canada's Indian Invasion...
Please don't say indian I feel ashamed, the so called invaders are from punjab which is the north part of india who speaks Hindi. We are from south most tip of india :kerala we don't …
Please don't say indian I feel ashamed, the so called invaders are from punjab which is the north part of india who speaks Hindi. We are from south most tip of india :kerala we don't invade any country we blend with other country's culture. And we speak "malayalam" as our language. India does consist of 28 completely different states and 22 plus different languages. Everyone is different in their culture and language spoken and the food itself. And I am also sad I came to canada from kerala to get a foreign exposure but sadly I saw more punjabis, gujaratis and many hindi language speaking north indians more than canadians😢. We keralites get the racism not from canadians but from these so called Punjabis and gujaratis the hindi speaking people. Its awful
Identity Attack0.27701542
Insult0.15343215
Profanity0.054437835
Threat0.008945347
Severe Toxicity0.009117126
Low Tox 0.26104406 Constructive 0.794 Personal_Narrative
Feb 24, 2026 Inside Canada's Indian Invasion...
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 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.