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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 love having these people …" 192 comments · Page 7 of 8
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...
Spot on One of the rare few BEST casts I have watched. Every word is correct said. I am Canadian, I've been to Jamaica and fell in love with the beautiful country and people. I …
Spot on One of the rare few BEST casts I have watched. Every word is correct said. I am Canadian, I've been to Jamaica and fell in love with the beautiful country and people. I was hoping to live out my final years in Jamaica, but Canada's Liberal government has drained and taken that dream from me and made that move unaffordable now because of their destructive policies. 😢
Identity Attack0.023595277
Insult0.0638991
Profanity0.012517073
Threat0.00636914
Severe Toxicity0.0016593933
Low Tox 0.112436704 Constructive 0.796
Sep 1, 2025 1 likes Why Canadians Are Turning Against …
Excellent video. As a white Canadian of European background, I love Indian people. They do their best to find a place in this world and to contribute to Canada in any way they can. With …
Excellent video. As a white Canadian of European background, I love Indian people. They do their best to find a place in this world and to contribute to Canada in any way they can. With that being said, there are bad apples everywhere; let's not judge all by the actions of a few.
Identity Attack0.10221587
Insult0.026058068
Profanity0.019758832
Threat0.0076119336
Severe Toxicity0.0025749207
Low Tox 0.11202335 Constructive 0.794
Oct 3, 2025 12 likes Inside Canada's Indian Metropolis (Brampton)
Gotta say, I love how kind and friendly (and open) everyone was on this video. People are normally so rude in your videos but vibes were different.
Gotta say, I love how kind and friendly (and open) everyone was on this video. People are normally so rude in your videos but vibes were different.
Identity Attack0.011765319
Insult0.031146556
Profanity0.06796519
Threat0.008362788
Severe Toxicity0.0035858154
Low Tox 0.11129999 Constructive 0.612 Solidarity
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
We love people immigrated to our country and learning our culture. In our way of life. They’re coming here because we live a better life. You can’t live this life. If you destroy it you’re …
We love people immigrated to our country and learning our culture. In our way of life. They’re coming here because we live a better life. You can’t live this life. If you destroy it you’re just gonna make it back into the country. You just left and there’s no place to go from here.
Identity Attack0.058401883
Insult0.022448512
Profanity0.017299367
Threat0.010550622
Severe Toxicity0.0029754639
Low Tox 0.11057663 Constructive 0.517
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I am a newly arriving immigrant Indian. Been a year now and I have a good job and I am really loving what Canada has to offer. I agree with the frustration - I find …
I am a newly arriving immigrant Indian. Been a year now and I have a good job and I am really loving what Canada has to offer. I agree with the frustration - I find myself cringing at the videos of people violating public norms of decency, and the job market is really bad now for services as companies are employing a lot of migrants for a cheaper price. Immigration control, regulation of companies so they cant go below a %age of Canadian citizen/residents along with effective government stimuli to boost the economy by targetting certain industries will tackle a lot of the problems. As for people discarding garbage anywhere and other unwanted behavior - name and shame. These videos are also going public at least in India as a source of great shame and the more eyes on it, the less people will repeat things of this nature.
Identity Attack0.06340405
Insult0.034451995
Profanity0.019007329
Threat0.007521313
Severe Toxicity0.0027656555
Low Tox 0.10696511 Constructive 0.865
Aug 26, 2025 Why Canadians Are Turning Against …
hey I feel sorry for them too, but theirs about 2 billion poor people that would love to emigrate to europe…how many are you going to take in ? half a billion? A billion? All …
hey I feel sorry for them too, but theirs about 2 billion poor people that would love to emigrate to europe…how many are you going to take in ? half a billion? A billion? All 2 billion ? what’s the limit? And what happens when you reach the limit and they still keep coming in ?
Identity Attack0.047190998
Insult0.026960457
Profanity0.015591404
Threat0.007353018
Severe Toxicity0.0023269653
Low Tox 0.102192536 Moderate Con 0.325
Mar 24, 2018 1 likes How much do refugees and …
If I remember right canada first house crises was in the 19’s something and back then they started making more houses to resolved this problem………………..,… And I am thinking that getting immigrants from only 1 …
If I remember right canada first house crises was in the 19’s something and back then they started making more houses to resolved this problem………………..,… And I am thinking that getting immigrants from only 1 country might not be good, because of countries, society mentality…………. One Example ; a-lot people in the USA are strong guns advocate, if Canada only get people from the US and because the majority of Americans love their guns, they may advocate to have more guns freedom in Canada and teach their children guns loving mentality. So it is probably best to mix individual from various country to minimize this outcome. ………………. In any case immigration are very important for countries whom don’t make a lot of babies, to survive and stay strong in today’s world where weak countries are getting crushed by strong countries……………… what make countries strong is their population, where government take taxes to pay and buy defensive guns to defend a country without the need to go into dept and sell its soul to powerful countries. I did not go to any university and yet I was able to understand this …
Identity Attack0.04151922
Insult0.030595649
Profanity0.016342908
Threat0.013372798
Severe Toxicity0.0030517578
Low Tox 0.1013248 Constructive 0.579
Jul 20, 2025 How Canada broke its immigration …
As a Canadian I think immigration is a good thing, but the liberal government has completely broken that system. The people coming here do not assimilate into Canadian culture and they do not respect this …
As a Canadian I think immigration is a good thing, but the liberal government has completely broken that system. The people coming here do not assimilate into Canadian culture and they do not respect this country. This isn't the Canada I grew up in and it's not the Canada that I want to keep living in. I hope it will be fixed. I love Canada
Identity Attack0.06385879
Insult0.028832749
Profanity0.011133623
Threat0.0067186756
Severe Toxicity0.002231598
Low Tox 0.10045706 Constructive 0.625
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As an immigrant like myself, I came to study in Canada. I came to learn Canadian culture which has always been polite, humble, and friendly. Nowadays I am seeing things have changed compare with 22 …
As an immigrant like myself, I came to study in Canada. I came to learn Canadian culture which has always been polite, humble, and friendly. Nowadays I am seeing things have changed compare with 22 years ago when I came here. I learned true Canadian cultures from my host family and my Canadian friends. Honestly, there are some immigrants who are coming to Canada who are not trying to learn and even tried to integrate into the culture. You don't come to someone's home and destroy it. You want to make yourself welcomed in Canada. Canada is an amazing country please don't destroy it. I worked hard to stay in Canada and I love this country. I also pay my taxes for some people to get their free stuffs when they entered into Canada, what is going on? Love Canada and let's us united again. ❤❤❤❤❤
Identity Attack0.048737846
Insult0.032689095
Profanity0.022423252
Threat0.009230154
Severe Toxicity0.0027275085
Low Tox 0.09828771 Constructive 0.866
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
These are the people who are expected to "defend Canada" because they have such an ancestral love of it and not because they're economic migrants looking for the most money at the lowest personal cost.
These are the people who are expected to "defend Canada" because they have such an ancestral love of it and not because they're economic migrants looking for the most money at the lowest personal cost.
Identity Attack0.048737846
Insult0.031807642
Profanity0.011116544
Threat0.006000186
Severe Toxicity0.0016021729
Low Tox 0.09481675 Moderate Con 0.484 Identity_Assertion
Jan 23, 2026 Inside Canada's Indian Metropolis (Brampton)
Canada Love's Asia people
Canada Love's Asia people
Identity Attack0.06749674
Insult0.023221988
Profanity0.025634222
Threat0.0076507707
Severe Toxicity0.0035095215
Low Tox 0.091913216 Moderate Con 0.375
Oct 18, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians are nit bad people to be honest. And I love them for the simple fact that they are always experts in whatever they do
Indians are nit bad people to be honest. And I love them for the simple fact that they are always experts in whatever they do
Identity Attack0.06795148
Insult0.0233509
Profanity0.03715288
Threat0.008531082
Severe Toxicity0.003929138
Low Tox 0.09112182 Moderate Con 0.435 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
This all makes me very sad within the last 10 years because it's not what I grew up with and loved 😢 I grew up with multiculturalism enriching my childhood. Learning from different cultures at …
This all makes me very sad within the last 10 years because it's not what I grew up with and loved 😢 I grew up with multiculturalism enriching my childhood. Learning from different cultures at friends dinners and other different friends houses and attending eastern-themed event from all different parts of the East. There was so much to learn just in my own country from other people from other countries it was fascinating !!! I got to take part in different ceremonies and watch different people celebrate the same sort idea about something in much different ways, I loved it. I learned at least half of my best exterior Plastering tricks from people that had thick accents from all over the East and I'm better plasterer because of it. I learned cooking recipes in the kitchen that I probably never would have stumbled across randomly. I was shown in person all the nuances to certain ways different cultures cooked - like how amazing is that!! There are maybe only a few tricks that I was able to show in return but I always tried to do my best ! The amount of community an alternate types of activities or interesting festivals that without multiculturalism would not even exist . When I was young everybody new integrated into the neighborhood unit first got to know the neighbourhood we're introduced the community center and then obviously people have their own separate areas that they prefer. We first became one, one by one, and meet each other and try to have some fun together that's the whole point! Community or block parties when I was a kid had all of our parents looks like representatives from different countries, that's the way it used to be anyway.... where did it all go? I stopped seeing this type of beautiful multi-ethnic Harmony roughly 10 years ago. Not only that when I try to be a part of new things I am literally turned away or shunned in some weird way I don't know why... I can't even believe how I'm treated.
Identity Attack0.037394293
Insult0.024640027
Profanity0.023106437
Threat0.0071588317
Severe Toxicity0.0028419495
Low Tox 0.083999306 Constructive 0.852
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Because the liberals allow it. Corporations love the influx of cheap disposable labor. Best part is that so many people have this idea that voting liberal is voting for The Good Guys. Feels so good …
Because the liberals allow it. Corporations love the influx of cheap disposable labor. Best part is that so many people have this idea that voting liberal is voting for The Good Guys. Feels so good to virtue signal and then complain how you struggle to feed your kids while corporations have been making record profits year after year.
Identity Attack0.01274247
Insult0.032468732
Profanity0.012073003
Threat0.0062914654
Severe Toxicity0.0013160706
Low Tox 0.08083374 Moderate Con 0.376 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
You are too good Canadian in my eyes. I am 33 years old and I still can't get a job after 5 years. I love all people regardless of the hatred they have against us. …
You are too good Canadian in my eyes. I am 33 years old and I still can't get a job after 5 years. I love all people regardless of the hatred they have against us. I just hope that someday we can all live in harmony and equality. I don't know what my future holds I may be living in a ditch. Companies misuse the immigration program for Fortune workers therefore leaving us Canadians without jobs not just the young but also people in their twenties and their thirties and their 40s. True for those immigrants who speak up for us in such a kind-hearted way thank you
Identity Attack0.032753747
Insult0.029604018
Profanity0.015420608
Threat0.0071588317
Severe Toxicity0.0018596649
Low Tox 0.07845957 Constructive 0.81
Nov 18, 2025 1 likes Why Canadians Are Turning Against …
I'm a born and raised Canadian, as well as my husband. Even before our country was completely taken over, employment was hard to come by because of the fw's. 8 years ago, my husband had …
I'm a born and raised Canadian, as well as my husband. Even before our country was completely taken over, employment was hard to come by because of the fw's. 8 years ago, my husband had enough with trying to find a job, he stopped counting at over 450 resumes that were ignored, so he decided that we should start our own company, a small delivery company that 2 years later, we added a safe ride service to (driving drunk people home in their own vehicle). I was the manager of a little pizza place, which was run by immigrants, but good ones. I was hired because my husband approached them about doing deliveries, and they wanted to meet me. I had no idea I was going for an interview but they begged me to work for them, their reason; although they could speak English, they weren't fluent in it, so they wanted an English speaking employee who could easily understand the customer's. Within days, I was promoted to manager, and I loved my job and all of them. They treated everyone with such kindness and generosity. I found out just how much support they got from our government, when I broke down one day because I couldn't afford my prescription. My boss was so confused because he and his family got free prescriptions, dental, eye care, etc and they thought everyone got that. My boss paid for my prescription and actually apologized to me for how our own government treated us. He also showed me that they get $2,500 every 2 weeks, funding to start or buy businesses, but if they don't hire other fw's or immigrants, that funding changes to a grant and they have to pay it back. They are given money for housing, and vehicles. He was pushed out of that business by his 2 partners, and the partner's promised him I would keep my job. That was a complete lie. They stopped putting me on the schedule, claiming financial problems (bs), but hired not one but two new full time immigrant employees. I lost it and quit. Our town isn't that big, and word spread fast, especially when everyone found out that I was still owed over $2,000, which I will never see because no government agency will help me. Their business is actually struggling now and I love that for them. As for my husband and I's business, it's going strong but I came unglued when we recieved a letter from the government "suggesting" that we hire immigrants. I wrote back, telling them in no uncertain terms would that ever happen, and it will be a cold day in hell when one of us steps back so one of the government's favored people can take that money from us because we are the only 2 employees and we're not sacrificing a damn thing for someone who already gets everything.
Identity Attack0.015355183
Insult0.034341812
Profanity0.01893901
Threat0.007353018
Severe Toxicity0.002193451
Low Tox 0.07687678 Constructive 0.825
Sep 2, 2025 Why Canadians Are Turning Against …
indian people are the best people i’ve ever met so friendly and happy.. I love them fr i don’t mind them one bit
indian people are the best people i’ve ever met so friendly and happy.. I love them fr i don’t mind them one bit
Identity Attack0.036105253
Insult0.015720926
Profanity0.02932342
Threat0.009230154
Severe Toxicity0.003414154
Low Tox 0.054779384 Constructive 0.555 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
People suddenly love to blame Trudeau government but they refuse to blame themselves for putting them in power for so long. 😅
People suddenly love to blame Trudeau government but they refuse to blame themselves for putting them in power for so long. 😅
Identity Attack0.005919657
Insult0.026702631
Profanity0.011441057
Threat0.0068869707
Severe Toxicity0.0011730194
Low Tox 0.054531995 Low Con 0.287
Jun 19, 2025 6 likes How Canada broke its immigration …
Well sir, You can put your finger on the way Indian people do their stuff (Tradition /culture ) but you can never finger out and say they are not patriotic. When it comes to protecting …
Well sir, You can put your finger on the way Indian people do their stuff (Tradition /culture ) but you can never finger out and say they are not patriotic. When it comes to protecting what they love they will be first one on line of defence, Mark my word. We Respect every Countries constitution, and we are hard workers that's why we prosper. Law and Love that's what country's build on. Have a great day.
Identity Attack0.034816213
Insult0.018838953
Profanity0.014156717
Threat0.0071070488
Severe Toxicity0.0016498566
Low Tox 0.054284602 Constructive 0.758 Moral_Argument
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
I love my country and my people and what the government is doing is not right. We are decent people and don’t deserve this.
I love my country and my people and what the government is doing is not right. We are decent people and don’t deserve this.
Identity Attack0.0058826595
Insult0.017936565
Profanity0.012414595
Threat0.006835188
Severe Toxicity0.00093460083
Low Tox 0.048594624 Constructive 0.511 Moral_Argument
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
Lovely people - all self built & they make sure no one goes hungry!
Lovely people - all self built & they make sure no one goes hungry!
Identity Attack0.005253696
Insult0.020321451
Profanity0.017299367
Threat0.0074306927
Severe Toxicity0.0016021729
Low Tox 0.04735767 Constructive 0.51 Solidarity
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
We are Global Indigenous people!! Love and Unity is the best key for us all together!!💯 Also Giving thanks to the Great Mother's/Goddesses and Great Father's/Gods and the Ancestors and Guardians!! Saying from Snefer aka …
We are Global Indigenous people!! Love and Unity is the best key for us all together!!💯  Also Giving thanks to the Great Mother's/Goddesses and Great Father's/Gods and the Ancestors and Guardians!! Saying from Snefer aka Bashiyr!!👸🏿🤴🏿
Identity Attack0.021987455
Insult0.013934915
Profanity0.025634222
Threat0.009592636
Severe Toxicity0.004234314
Low Tox 0.04686289 Constructive 0.595 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
The most dangerous thing about this is... These guys love love love to go into politics and into management in companies. Once they get those leadership footholds they make policies favorable to their people and …
The most dangerous thing about this is... These guys love love love to go into politics and into management in companies. Once they get those leadership footholds they make policies favorable to their people and they have the population to out vote everyone else.
Identity Attack0.004069764
Insult0.019870255
Profanity0.013849284
Threat0.0070552654
Severe Toxicity0.0010299683
Low Tox 0.043399423 Moderate Con 0.479 Fear_Threat
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
People from India in California are absolutely amazing. They have brought their culture, their traditions, their wisdom, their work habits, and their art. And, they’ve assimilated, they speak the language, they work hard, they love …
People from India in California are absolutely amazing. They have brought their culture, their traditions, their wisdom, their work habits, and their art. And, they’ve assimilated, they speak the language, they work hard, they love being here and become citizens.. The ultimate perfect example of what it means to be an immigrant in the US.
Identity Attack0.037136484
Insult0.012946909
Profanity0.017777596
Threat0.006699257
Severe Toxicity0.0019168854
Low Tox 0.039935954 Constructive 0.654 Solidarity
Jan 27, 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.