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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: "This is how a state …" 450 comments · Page 12 of 18
I have a sociology background and I'm from the Ottawa area in Canada. I'm legitimately surprised to actually had some people actually speaking so openly against the Indian invasion. Many Canadians could lose their jobs …
I have a sociology background and I'm from the Ottawa area in Canada. I'm legitimately surprised to actually had some people actually speaking so openly against the Indian invasion. Many Canadians could lose their jobs over having an opinion that goes against the current state of immigration. Canadians don't actually have the Freedom of Speech many Americans enjoy.
Identity Attack0.10221587
Insult0.030595649
Profanity0.01261955
Threat0.006925808
Severe Toxicity0.0024795532
Low Tox 0.11429678 Constructive 0.777 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The sad reality is that if our government wasn't taxing our young Canadians to death from the moment they get started at attempting to build a future for themselves, the young Canadians would actually be …
The sad reality is that if our government wasn't taxing our young Canadians to death from the moment they get started at attempting to build a future for themselves, the young Canadians would actually be putting thought into having children and starting families. But the reality is they can't afford it and everyone knows that our young Canadians don't make the list of government handouts. As a child immigrant to Canada, I am absolutely disgusted with what we've turned into and how easy it is for today's immigrants to come here, it's like spitting in the faces of immigrants like my parents and many others who had to work their asses off to be here and make a life for themselves and their kids. Every older generation immigrant I have spoken with says they feel like all of their sacrifice was for nothing. When we immigrated here, we kept our traditions, but we also embraced Canadian traditions and I passed our traditions onto my child, but she was raised Canadian and she embraces both. Our whole family has been proudly Canadian since the day we came here and it breaks our hearts to see what our Canada has become. Love that you put this out on YouTube so more people can wake up to the realities of the state of Canada. Great work!! 🙌
Identity Attack0.042550452
Insult0.05086332
Profanity0.025770858
Threat0.01119791
Severe Toxicity0.0037765503
Low Tox 0.11419344 Constructive 0.837 Personal_Narrative
Aug 25, 2025 18 likes Why Canadians Are Turning Against …
To all foreigners reading this, india is not a monolith, india is very diverse, not all states are like punjab and haryana who, sorry to say but quite frankly deteriorate the image of india overseas. …
To all foreigners reading this, india is not a monolith, india is very diverse, not all states are like punjab and haryana who, sorry to say but quite frankly deteriorate the image of india overseas. Remember up bihar jharkhand punjab and haryana are the red flags especially punjab and haryana. The rest of india is decent.
Identity Attack0.10221587
Insult0.047935467
Profanity0.022013342
Threat0.008414571
Severe Toxicity0.004119873
Low Tox 0.1140901 Constructive 0.571 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
In the United States, Canada, Australia, and Europe, ethnic populations are being replaced. Within the next two decades, people with roots in these regions will become a minority. The worst part is that you will …
In the United States, Canada, Australia, and Europe, ethnic populations are being replaced. Within the next two decades, people with roots in these regions will become a minority. The worst part is that you will be walking on eggshells due to cultural differences. All of this can be blamed on liberal politicians who allowed such population replacement. This is a real-world version of the Hunger Games. Good luck, everyone—as Effie from the Hunger Games always says: “May the odds be ever in your favor!
Identity Attack0.0440973
Insult0.0573046
Profanity0.023311393
Threat0.0091524795
Severe Toxicity0.003376007
Low Tox 0.11388343 Constructive 0.514 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
12:50 Canada 101: Never state that a tool is for self-defense on camera or to an officer. *You bought that knife to butter your bread.
12:50 Canada 101: Never state that a tool is for self-defense on camera or to an officer. *You bought that knife to butter your bread.
Identity Attack0.0034962974
Insult0.031146556
Profanity0.015557245
Threat0.036149003
Severe Toxicity0.003929138
Low Tox 0.11378009 Low Con 0.187 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
In New Brunswick, the fast foods runs on Indian labor. You will notice that they all speak English. As someone who experienced the Canadian immigration system, I can tell you that the way they are …
In New Brunswick, the fast foods runs on Indian labor. You will notice that they all speak English. As someone who experienced the Canadian immigration system, I can tell you that the way they are doing it is far superiors the way the US does it. They actually try to determine if you're going to be a detriment to the society you're moving into. For example, if you are unable to prove that you won't be financially reliant on the state, they won't let you in. There are probably exceptions for refugees.
Identity Attack0.08583717
Insult0.046178754
Profanity0.018529098
Threat0.0076637166
Severe Toxicity0.0032424927
Low Tox 0.11347008 Constructive 0.687
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada wants to turn the United States into its landfill
Canada wants to turn the United States into its landfill
Identity Attack0.048995655
Insult0.029493837
Profanity0.022013342
Threat0.020264024
Severe Toxicity0.0046157837
Low Tox 0.11347008 Low Con 0.195 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Honestly we shouldn't even consider any part of Canada becoming the 51st State... They're all a bunch of specialists
Honestly we shouldn't even consider any part of Canada becoming the 51st State... They're all a bunch of specialists
Identity Attack0.039972372
Insult0.060927123
Profanity0.015830519
Threat0.006848133
Severe Toxicity0.0024032593
Low Tox 0.112746716 Low Con 0.185 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Let me use this opportunity to bring awareness to the oppression of Tibetans. No, I am not talking about the Tibetans in China. I am talking about Tibetans in occupied South Tibet, which was annexed …
Let me use this opportunity to bring awareness to the oppression of Tibetans. No, I am not talking about the Tibetans in China. I am talking about Tibetans in occupied South Tibet, which was annexed by India in 1951 and made a state by India in 1987 to become the so-called Arunachal Pradesh. South Tibet includes Tawang, birthplace of the Sixth Dalai Lama and home to a four-hundred-year-old Tibetan Monastery. The Tibetans in occupied South Tibet are fast becoming strangers in their own native homeland because the Indian government is settling Indians in the region to change the demographic structure of the area and trashing the place just like the Indians did in India or in Canada. The Indians like to mock them, calling them Chinese as a form of insult (sometimes using slurs such as the C* word or the M* word). Rape by Indians in occupied South Tibet is a major source of anger among the locals toward the thuggish Indian occupiers. Another thing is that India doesn't trust the locals and likes to accuse them of being Chinese spies if they don't display enough loyalty to the Indian occupier. This area is tightly controlled by India, with limited access to the outside world. In 2014, a Tibetan Chinese called Nido Tania went to Delhi and was beaten to death because he looked 'Chinese'. His case was hardly an isolated one. Northeasterners in India have for years endured racial hatred by the Indian people. They have held demonstrations in New Delhi, but not much has changed. On December 9, 2025, a Chinese-looking youth from the north-east Indian state was murdered by racist Indian thugs. The thugs mocked him with racist taunts like "CHINKI, MOMO, CHINESE," etc., and then the youth was mercilessly beaten to death. This is not the first nor will it be the last case of racism against the north eastern people living under New Delhi's oppression. No killer or rapist of the northeastern people has ever been brought to justice. The Indian political leadership does nothing more than produce hollow words of sympathy: "I AM VARY VARY SAARY!" There was not even a single word of support or remorse from the high priest of the Bar-Rat hindu empire: Modi. The greatest irony and shameless hypocrisy of India and Indians is that the murdered youth's father is serving in the Indian Border Security Force and deployed along the border with China. He is fighting against China for a country that is ready to kill him and his family for looking Chinese. Some years back, yet another rape case by Indian soldiers occurred in Bomdila, South Tibet. The local police detained the two suspects, and the Indian military, fearing that the two suspects would be lynched, stormed the police station, vandalized it, and rescued the two suspects. This leads to massive protests by the local people. Eventually, the unrest caught the attention of New Delhi, and India flew in the defense minister to Bomdila to make a show of force to suppress the protests. Today, South Tibet is restless, and India knows it. This is the reason a law called the AFSPA (Armed Forces Special Power Act) is imposed on South Tibet. AFSPA gives the state the power to detain or kill anyone with impunity. No due process is needed. AFSPA is imposed on areas India deems restless, such as South Tibet and Kashmir. It is a law meant to suppress dissent and instill fear among the populace. The Tibetans in occupied South Tibet are voiceless people because they are not the right kind of Tibetans, so their plight is ignored by the Western world. I have yet to hear from the Western media any concern for the human rights abuses of the Tibetans in occupied South Tibet by India. P.S. I am using the word Tibetan as an umbrella term to include the various Sino-Tibetan Burmese people (Monpa, Abotani (called Lhotba on the Chinese side),..etc. The Sixth Dalai Lama was a Monpa) in South Tibet. The Sixth Dalai Lama is known for his many love poems and romantic escapades outside the Potola Palace. Sadly, his hometown, Tawang, is now under India's occupation since 1951. The Tawang Monastery is the last major frontier monastery before the area merged into the tribal region. It historically enjoyed a close relation with the Beijing central government. Free South Tibet (so-called Arunachal Pradesh) from India.
Identity Attack0.10221587
Insult0.032028005
Profanity0.024951037
Threat0.015947454
Severe Toxicity0.00415802
Low Tox 0.112643376 Constructive 0.594 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
In the US, students who attend a state school outside of their home state pay a higher tuition rate. Why are the Indians offended by paying a higher rate as international students?
In the US, students who attend a state school outside of their home state pay a higher tuition rate. Why are the Indians offended by paying a higher rate as international students?
Identity Attack0.105256535
Insult0.027218282
Profanity0.01764096
Threat0.0065956907
Severe Toxicity0.0022506714
Low Tox 0.11212669 Moderate Con 0.385 Comparative_Framing
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
The EU has this new enlightened plan to open borders to Indian 'talent' as they say. We all know what happened after the previous plans of importing all those docters and engineers 🙄 As a …
The EU has this new enlightened plan to open borders to Indian 'talent' as they say. We all know what happened after the previous plans of importing all those docters and engineers 🙄 As a EU citizen, does anyone have any ideas on how to seek asylum in a actual functional country? Given the state of things, probably what the media considers a 3rd world nation. Open to any suggestions.
Identity Attack0.10221587
Insult0.028942931
Profanity0.020032106
Threat0.007586042
Severe Toxicity0.0029945374
Low Tox 0.11202335 Constructive 0.522 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Hi from Indiana. I’m not familiar with life in Canada and I’m shocked to watch what is going on right now in your video. Maybe it’s not too late if your government can figure out …
Hi from Indiana. I’m not familiar with life in Canada and I’m shocked to watch what is going on right now in your video. Maybe it’s not too late if your government can figure out to modify some of the immigration laws that will give back the power, the benefit, and advantage to a natural born Canadian. 800 thousand foreigners coming in in the last three months? What’s with that? That’s so shocking. Looks like a legalized invasion/occupation. I’m like you, I was a legal immigrant from Asia in the late 70s retired now and love my great state of Indiana. My family has been here for almost 50 years fully acculturated to the values and culture of American life with my husband and two grown boys. This is my adopted beloved country now. I am everything that it is about. I still know how to speak my birth language only when I go home for vacation. I don’t use it even to speak to a fellow Asian when I see that an English speaking native born American is within ear’s reach. That young lady might be dead with brain tumor before she gets her MRI. That’s unacceptable. Here you go to the ER and if you need an MRI you get admitted and most like have it the next day. Or Y
Identity Attack0.06294931
Insult0.035443626
Profanity0.01982715
Threat0.0074436385
Severe Toxicity0.0029945374
Low Tox 0.11192002 Constructive 0.824
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I wonder if the government is commiting fraud with them, like what happening in the states.
I wonder if the government is commiting fraud with them, like what happening in the states.
Identity Attack0.0102854045
Insult0.04969218
Profanity0.016752819
Threat0.007547205
Severe Toxicity0.001783371
Low Tox 0.11161 Moderate Con 0.349 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada is the official 29th state of India ! I say Mr. Trump is too late to take over Canada
Canada is the official 29th state of India ! I say Mr. Trump is too late to take over Canada
Identity Attack0.043581683
Insult0.035553806
Profanity0.012482914
Threat0.009230154
Severe Toxicity0.0023651123
Low Tox 0.11150667 Low Con 0.281 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
It's not race that makes countries great or bad. Since there is just one human race. Its the culture that makes places great. Culture or shared ideas among the populace. Specially ideas of being open …
It's not race that makes countries great or bad. Since there is just one human race. Its the culture that makes places great. Culture or shared ideas among the populace. Specially ideas of being open minded, living and letting live, freedom, being tolerant etc. These are the best ideas or culture that if held long enough by the majority of the people will turn that place into a great civilization indeed. Every great civilization of history was built through this culture in history. persian empire, macedonian empire, roman empire, british empire and now the united states etc... were/are all very diverse and very tolerant of indians and their ideas... cultural exchange of ideas through indians and receiving diverse viewpoints which helped them become great. However great empires, great places and civilizations never last. They fall down. They fall down once the culture changes. which is natural since culture is not static but dynamic, since it exists only in the minds of people, it can change in the same generation, or in the next - all it takes is replacing existing ideas with other ideas in the minds of people large enough. This is what we are seeing happening in canada and India... a shift of culture. The same culture of responsible for turning India into a terrible country is being adopted by canadians. Meanwhile for the past few decades.. india on the other hand has been adopting the better culture and growing slowly and steadily with many mistakes and hurdles along the way towards a brighter future... slowly because its huge... steadily because it knows where to go.... mistakes and hurdles because its an open democracy... If this cultural shift keeps continuing this way... There will come a time where canada would look more like afghanistan and India will look like the us or scandinavia... However i hope thats not the case. and its just a phase that does not lead to some significant revolution in terms of peoples thinking.
Identity Attack0.07425626
Insult0.025413504
Profanity0.027273865
Threat0.00780612
Severe Toxicity0.0037574768
Low Tox 0.10956833 Constructive 0.639 Moral_Argument
Feb 26, 2026 Inside Canada's Indian Invasion...
So, the Canadian government welcomes immigrants. Are they open to Palestinian immigration? Or was the recent recognition of the "state of Palestine" a way to keep the Palestinians where they are ... instead of in …
So, the Canadian government welcomes immigrants. Are they open to Palestinian immigration? Or was the recent recognition of the "state of Palestine" a way to keep the Palestinians where they are ... instead of in Canada?
Identity Attack0.10221587
Insult0.022899706
Profanity0.011184863
Threat0.0067057298
Severe Toxicity0.0023269653
Low Tox 0.10913446 Moderate Con 0.36 Question
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Hi, I'm from India. People you are talking about is from Punjab state of India. Punjabis were loyal to Britishers that is why these people going to canada etc. Whole India is not going there.
Hi, I'm from India. People you are talking about is from Punjab state of India. Punjabis were loyal to Britishers that is why these people going to canada etc. Whole India is not going there.
Identity Attack0.10221587
Insult0.02373764
Profanity0.019758832
Threat0.0068999166
Severe Toxicity0.0024795532
Low Tox 0.10913446 Constructive 0.648
Jan 14, 2026 Inside Canada's Indian Metropolis (Brampton)
Brampton has been made home by many Punjabis from India, claiming suppression. In reality nobody is suppressed. In fact, the Punjab state in India is very fertile. Canada has deliberately let in these guys to …
Brampton has been made home by many Punjabis from India, claiming suppression. In reality nobody is suppressed. In fact, the Punjab state in India is very fertile. Canada has deliberately let in these guys to do truck driving. For the economic progress being made by India, it doesn't make sense to go to Canada now.
Identity Attack0.099072486
Insult0.029493837
Profanity0.01220964
Threat0.0069516995
Severe Toxicity0.002298355
Low Tox 0.10783285 Constructive 0.614 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Honestly, id rather join the states than continue on the path we're on. I dont care if i get hate for it either.
Honestly, id rather join the states than continue on the path we're on. I dont care if i get hate for it either.
Identity Attack0.013646871
Insult0.025155678
Profanity0.026044132
Threat0.009048914
Severe Toxicity0.0020885468
Low Tox 0.10522962 Moderate Con 0.418
Aug 25, 2025 Why Canadians Are Turning Against …
Next time you should ask them why they say they are from Punjab rather than from India, this is only religion in India 🇮🇳 who resonates themselves as a state of India which is Punjab. …
Next time you should ask them why they say they are from Punjab rather than from India, this is only religion in India 🇮🇳 who resonates themselves as a state of India which is Punjab. I am sure Punjab didn’t issue them Passports it’s India.
Identity Attack0.099899694
Insult0.028832749
Profanity0.01805087
Threat0.007573096
Severe Toxicity0.003452301
Low Tox 0.104795754 Constructive 0.545 Question
Jan 28, 2026 Inside Canada's Indian Invasion...
It's not from one country ITS FROM ONE STATE PUNJAB
It's not from one country ITS FROM ONE STATE PUNJAB
Identity Attack0.04925346
Insult0.024511116
Profanity0.026590679
Threat0.007922632
Severe Toxicity0.0062179565
Low Tox 0.104361884 Low Con 0.216
Oct 30, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
I was born here. Race here and I have moved out and moved on. Good luck paid double the amount that you pay in the states. You can't even pay for a doctor but you …
I was born here. Race here and I have moved out and moved on. Good luck paid double the amount that you pay in the states. You can't even pay for a doctor but you have to wait for them to take care of you as you die. Yeah, that's not for me. Good luck!
Identity Attack0.023193322
Insult0.020708188
Profanity0.020168742
Threat0.024062606
Severe Toxicity0.0035476685
Low Tox 0.103494145 Constructive 0.653
Aug 26, 2025 Why Canadians Are Turning Against …
0:30 why do they have a big blue state of Mr Bean 😂😂
0:30 why do they have a big blue state of Mr Bean 😂😂
Identity Attack0.013847848
Insult0.024124376
Profanity0.034397304
Threat0.009851551
Severe Toxicity0.0052261353
Low Tox 0.102626406 Low Con 0.285 Humor_Satire
Feb 8, 2026 Inside Canada's Indian Invasion...
ain't going anymore .... i wont be printed like a thief..... But seems that most of the world now dislike the states they might have no choice but to do it.
ain't going anymore .... i wont be printed like a thief..... But seems that most of the world now dislike the states they might have no choice but to do it.
Identity Attack0.00091045856
Insult0.07562188
Profanity0.00021356985
Threat0.0011309545
Severe Toxicity0.00000439985
Low Tox 0.099885166
Dec 10, 2025
As a Southeast Asian, I can understand why countries like the United States, Canada, or those in Europe are concerned about immigration levels. Wanting to prevent any single immigrant group from becoming disproportionately large is …
As a Southeast Asian, I can understand why countries like the United States, Canada, or those in Europe are concerned about immigration levels. Wanting to prevent any single immigrant group from becoming disproportionately large is not necessarily about racism, but about maintaining social balance and protecting opportunities for the local population. Many Asian countries feel the same way—we would not want large numbers of foreigners, whether Russian, American, or from elsewhere, to migrate in such a way that they dominate job markets or significantly alter the local social structure. This perspective applies universally, not just in Western countries. From this viewpoint, it seems reasonable for countries to manage immigration by maintaining a balance between native citizens and immigrants. Setting limits or proportions for different immigrant groups can be seen as a way to preserve social stability while still allowing controlled and fair immigration.
Identity Attack0.08087392
Insult0.026702631
Profanity0.0157622
Threat0.008129764
Severe Toxicity0.0024318695
Low Tox 0.09741997 Constructive 0.761
Jan 27, 2026 2 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.