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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 would like to hear …" 11 comments
We would only be lucky if all our immigrants came from India because in my 30 plus years of interactions with them I'd say bring more of them and stop bringing in Islamic terrorists Pakistani …
We would only be lucky if all our immigrants came from India because in my 30 plus years of interactions with them I'd say bring more of them and stop bringing in Islamic terrorists Pakistani at that, you never hear of a suicide bomber from India blowing himself up on our buses subways schools etc as Muslims do yes we had a air India bombing from infighting but that's so rare because their religion doesn't teach them to convert or kill like piss lam does and that thing Muslims do because their Quran teaches them its okay you know sexually enslaving our infidels girls, another good point is they will fight side by side with us once the Muslims start following their qurans and wage jihad on our asses
Identity Attack0.56445944
Insult0.47357693
Profanity0.36230123
Threat0.3733964
Severe Toxicity0.27908814
Moderate 0.51869136 Constructive 0.607 Identity Attack Unverified_Claim
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
If PP wasn't their leader, I would've voted Conservative. PP is like Trump to me. Give me anybody but PP and i'll vote blue. PP just doesn't come off as a smart guy. He says …
If PP wasn't their leader, I would've voted Conservative. PP is like Trump to me. Give me anybody but PP and i'll vote blue. PP just doesn't come off as a smart guy. He says what Canadians want to hear, but I feel he's stupider than Trump. He's Maple Trump. I was hoping the Conservatives would of gotten a new leader, a smart guy, but nope, let's put PP out their again and hope the 2nd or 3rd or 4th times the charm.
Identity Attack0.06522302
Insult0.5739874
Profanity0.17803068
Threat0.010447056
Severe Toxicity0.014382465
Moderate 0.4977744 Constructive 0.542 Insult Personal_Narrative
Feb 24, 2026 3 likes 'We do know that there's …
Sad to see how unintelligent majority off humanity really are so superstitious and do not follow the evidence.. How can you worship sticks and stones and other earthly materials that which you carve with your …
Sad to see how unintelligent majority off humanity really are so superstitious and do not follow the evidence.. How can you worship sticks and stones and other earthly materials that which you carve with your own hands.. Why do they worship that which does not benefit them neither can do any harm to their enemies. You leave the one and only real God Allah who created everything in the heavens and earth and worship that which depends on your own hands or tounge(superstitious stories). Please wake up and stop worshipping idols stop following blindly like blind sheep your forefathers and ancestors. They were not educated neither they were guided.. this generation is more educated and have more access to real knowledge will You Still Believe milk is green just because your ancestors used to believe that reminds me of the following verses of the Holy Quran وَإِذَا قِيلَ لَهُمُ اتَّبِعُوا مَا أَنْزَلَ اللَّهُ قَالُوا بَلْ نَتَّبِعُ مَا أَلْفَيْنَا عَلَيْهِ آبَاءَنَا ۗ أَوَلَوْ كَانَ آبَاؤُهُمْ لَا يَعْقِلُونَ شَيْئًا وَلَا يَهْتَدُونَ When it is said to them: \\Follow what Allah has sent down.\\" They say: \\"Nay! We shall follow what we found our fathers following.\\" (Would they do that!) Even though their fathers did not understand anything nor were they guided? (Al-Baqarah 2:170)" وَمَثَلُ الَّذِينَ كَفَرُوا كَمَثَلِ الَّذِي يَنْعِقُ بِمَا لَا يَسْمَعُ إِلَّا دُعَاءً وَنِدَاءً ۚ صُمٌّ بُكْمٌ عُمْيٌ فَهُمْ لَا يَعْقِلُونَ And the example of those who disbelieve, is as that of him who shouts to the (flock of sheep) that hears nothing but calls and cries. (They are) deaf, dumb and blind. So they do not understand. (Al-Baqarah 2:171) And another place in Quran (sura ambia (prophets) /) Ibrahim (Abraham) asked the idol worshippers.... 52. When he said to his father and his people: "What are these images, to which you are devoted?" 53. They said:"We found our fathers worshipping them." 54. He said: "Indeed you and your fathers have been in manifest error." 55. They said: "Have you brought us the truth, or are you one of those who play about?" 56. He said: "Nay, your Lord is the Lord of the heavens and the earth, Who created them and of that I am one of the witnesses. 57. "And by Allah, I shall plot a plan (to destroy) your idols after you have gone away and turned your backs." 58. So he broke them to pieces, (all) except the biggest of them, that they might turn to it. 59. They said: "Who has done this to our aliha (gods)? He must indeed be one of the wrong-doers." 60. They said: "We heard a young man talking (against) them who is called Ibrahim (Abraham)." 61. They said: "Then bring him before the eyes of the people, that they may testify." 62. They said: "Are you the one who has done this to our gods, O Ibrahim (Abraham)?" 63. [Ibrahim (Abraham)] said: "Nay, this one, the biggest of them (idols) did it. Ask them, if they can speak!" 64. So they turned to themselves and said: "Verily, you are the Zalimun (polytheists and wrong-doers)." 65. Then they turned to themselves (their first thought and said): "Indeed you [Ibrahim (Abraham)] know well that these (idols) speak not!" 66. [Ibrahim (Abraham)] said: "Do you then worship besides Allah, things that can neither profit you, nor harm you? 67. "Fie upon you, and upon that which you worship besides Allah! Have you then no sense?" I pray to the true one and only God Allah guides us all. Ameen Love and Peace... Just to let the unintelligent Haters know , I do not come back to my comments I just write and move on and wish the BEST🌹
Identity Attack0.30103904
Insult0.39743927
Profanity0.07191269
Threat0.009981008
Severe Toxicity0.016319158
Moderate 0.37751234 Constructive 0.531
Jan 21, 2026 Inside Canada's Indian Metropolis (Brampton)
If I was there and seen them blocking roads or gathering like this, I would throw my jingle dress on and pray to god and jesus and then take my drum and start singing my …
If I was there and seen them blocking roads or gathering like this, I would throw my jingle dress on and pray to god and jesus and then take my drum and start singing my first nations music 🎶 super loudly and get all my brother's and sister's to join. Enough is enough. I lost my job to corporate restructuring and running out of ei now, and I am beyond pissed off! All the years worked and contributing to my ei insurance, should equal how many months of ei i should actually be eligible for, but nope, its only for a certain amount of weeks according to their unemployment rate, which is severely flawed, because how can their unemployment rate remain unchanged for so many years, when you hear of thousands losing their jobs. We are being lied to and deceived, and I am sick and tired of it and me and some of my family members have even contemplated changing our names to an indian name, just to get a job!!! That's when you know it's a serious problem! Immigrants need to go back to their own country! Our families are suffering, especially our youth and children! And I am so worried for my daughter's and granddaughter's. Their belief system isn't kind to us females.
Identity Attack0.02821777
Insult0.16846494
Profanity0.24910301
Threat0.013631714
Severe Toxicity0.014511578
Low Tox 0.2854869 Constructive 0.705 Personal_Narrative
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
I remember going to Disneyland as a kid, in the 90s many times, and seeing like 3/4 Asian people. Now it's not like that anymore. I used to laugh when i would hear them speak …
I remember going to Disneyland as a kid, in the 90s many times, and seeing like 3/4 Asian people. Now it's not like that anymore. I used to laugh when i would hear them speak in the lines lol
Identity Attack0.3043136
Insult0.07840354
Profanity0.092279755
Threat0.0097738765
Severe Toxicity0.011520386
Low Tox 0.2667042 Constructive 0.589
Jan 27, 2026 Inside Canada's Indian Invasion...
Videos like these would be nicer if you did research/fact-checked people's statements. I know the purpose is to get the POV of the general populace, but it sucks hearing at the end of the video …
Videos like these would be nicer if you did research/fact-checked people's statements. I know the purpose is to get the POV of the general populace, but it sucks hearing at the end of the video "Well, idk why" when you could improve the quality of the video by supporting or rejecting claims people make. Also, asking more balanced questions instead of biased ones is another way you can improve. For example, no difficult questions or claims against the anti-immigration Canadians were given - they were basically just asked "why do you think this?" On the other hand, the pro-immigration migrants were given questions regarding claims made by the anti-immigrant Canadians - which again was never fact checked by your team. It's difficult and feels like a waste of time when we're just hearing testimony - as important as each individual's story is - but without any critical thinking or research applied.
Identity Attack0.05612817
Insult0.16883044
Profanity0.21348765
Threat0.007689608
Severe Toxicity0.008735657
Low Tox 0.25462922 Constructive 0.833
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
It's worse than this video shows. I don't live in Brampton and my town is entirely * after 10 years. Everywhere I go is * people. It doesn't matter what store or business or service …
It's worse than this video shows. I don't live in Brampton and my town is entirely * after 10 years. Everywhere I go is * people. It doesn't matter what store or business or service I contact it's just * people now. When I went to college everyone was from there. This was a regular local college that Canadian kids aspire to go to. They made up 90% of the classmates, they never showed up to class, they refused to participate in team projects, nobody failed. They did so poorly but the school charges 3x. My final year they cancelled final exams because they decided too many international students would fail. They are from the same country but they have different religions and from different cities that hate each other so they would refuse to communicate with each other. Imagine you meet someone from another province and you hate them and aren't afraid to crashout in public over it. My next door neighbors there is so many people living in the house that they live there on a schedule one group in and one group out. You would think they would be going to work NO they literally hang out all day long like a bad 90s comedy movie. In the last 10 years all of the house in my town skyrocketed in price. The people around me all bought around 2010 - 2015 for $150k - $260k and sold for around $1m 2023 - 2026. Average house price in my town has stayed at 3x what it was 10 - 15 years ago. They don't rake their leaves, they don't clean up their trash, they don't clear their snow from their driveways. Both my parents are immigrants, they came here poor had to work, had to respect the country and its laws and culture because that's what allowed Canada to be successful so they could come here. All I hear about or see now is immigrants from the one country? When I was a kid I grew up with every nationality where did everybody go?
Identity Attack0.036105253
Insult0.089778624
Profanity0.094542764
Threat0.008505191
Severe Toxicity0.00831604
Low Tox 0.23415339 Constructive 0.684 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I am so happy people are starting to speak up. Sadly, I am changing. I am becoming angry. Angry at immigrants and the system. Am I becoming racist? Or just so lost at how things …
I am so happy people are starting to speak up. Sadly, I am changing. I am becoming angry. Angry at immigrants and the system. Am I becoming racist? Or just so lost at how things seem so wrong. My main upset is for my teen son. Turned 16 after Christmas. So excited about looking for a part-time job, earning some money, getting experiences and (unbeknownst to him ) expanding his social circle. This excitement came from me. LIke all us Canadians who remember our first part-time jobs (mine was at a McDonalds), I regaled my son in stories of that first part-time job. How much I learned from it, and the so many benefits it would have for me as I got older. He listened, and couldn't wait to turn 16. Also, like most parents, I raised him on the benefits of working hard in school, getting good grades, learning, getting involved, etc. Do these things son, and you will have a good future. He listened. Honours student all his life. Played on school teams. Performed in talent shows, Volunteered his time, etc., etc. Not a bad resume for a first time teen seeking a job. It is now heading into September. He has applied at all the traditional teen job hotspots, (all the fast food joints, grocery stores, drug stores, etc). Dozens of resumes, online and in-person applications. Not a single response. Then I walk into the local Burger King. Not a single Caucasian, Black, Hispanic, Indigenous, or Far Eastern employee. All East Indian (or Pakistani). Suddenly I am really noticing this trend everywhere, especially in the franchise fast food industry; especially upsetting when I even see it in a Harvey's (even more Canadian than Timmies). It's either East Indians or Arabs. I don't know for how long I have been hearing about diversity and fair hiring practices (which I have always supported); but to see this trend makes me furious. Are the owners of these franchise exempt from fair hiring practices? Are they not taught we are a diverse country? This is wrong. I want to finish with two sad situations which we should all be concerned about. When my eldest was looking for part-time work after the pandemic, he walked into a Mr. Submarine. He asked if he could leave his resume or fill out an application. The Arab cashier told him in broken English they were not hiring. As he was walking out, a young Arab man walked in. He approached the same cashier and asked for an application. She gave him one. WTF. My last comment, is the most concerning of all. My 16 year old, who works so hard at school, and at everything he does, recently commented, after yet another non-reply after handing out a slew of resumes, "Dad... what's the use of working so hard if I can't even get a job at McDonalds." I wonder how many other Canadian teens are feeling the same way. Not just white teens. Black, Hispanic, Indigenous and East Asian teens. Seems the broken English East Indian and Arab teens and young adults aren't asking themselves that. How long until my son thinks I am just spewing BS about this hard work thing? This is not about racism. This is about fair hiring practices, especially in more and more franchises; however, I do find myself listening to more and more of these videos, and find myself developing sucb negative feelings towards these two cultures. This is not Canadian. To be thinking this way, especially, is not Canadian. What do we do? Speak up, and we are racist. Stay quiet, and our teen kids move into adulthood without job experience, money put away, or just having a life experience that any of us over 30 (no matter our race) experienced. Something has to change; but I haven't a clue how to do that.
Identity Attack0.15303208
Insult0.07808672
Profanity0.027273865
Threat0.008531082
Severe Toxicity0.00541687
Low Tox 0.19789438 Constructive 0.837 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
One thing that always surprises me is that a lot of immigrants actually don't like mass immigration. I worked with a polish lady who complained more than anyone about the amount of polish people. I've …
One thing that always surprises me is that a lot of immigrants actually don't like mass immigration. I worked with a polish lady who complained more than anyone about the amount of polish people. I've met a lot of Turkish people and a few of them weren't best pleased with the amount of turkish people, and in this video an Indian man says there's too much of it too. Its not an uncommon sentiment among immigrants that they specifically came here for a change in culture, only for it to follow them here. Specifically surrounding politics, a lot of them leave because of the politics where they were, only to find its just as much of a problem here because so many bring those problems over with them rather than leaving them behind. Just to clarify though while I think immigration is obviously a big problem in its current state, I'm not at all against the idea of immigration in general. I care more about where people are going than where they're from. Its just very odd when you hear a strong accented polish lady walk passed complaining and swearing about all the polish people. I guess it does make sense though, if i imagine desperately wanting to leave home for Australia, it would obviously be disappointing to arrive after packing up my life savings to find out all of the people and all of the things were exactly the same as back home. Pretty sad when you think about it.
Identity Attack0.2127345
Insult0.054962315
Profanity0.07126612
Threat0.009981008
Severe Toxicity0.0062942505
Low Tox 0.17891699 Constructive 0.838 Personal_Narrative
Jan 27, 2026 1 likes 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...
Immigration has increased because the government needs more people for the economy. The population 25+ years ago was enough to keep with the costs and demand. Now, Canada probably has a lot of demand and …
Immigration has increased because the government needs more people for the economy. The population 25+ years ago was enough to keep with the costs and demand. Now, Canada probably has a lot of demand and needs an influx of people both for education and jobs. Indians are enticed to come because they hear about towns that cater towards Indians like Brampton. Chinese people used to be the majority of immigrants and that was because Chinatowns would cater to them. Not to mention, these immigrants likely have temporary worker or student visas. These an whole thing with the student visas but I don't want to get into it. So Amazon and other large companies need a lot of workers for their demand and look outside of Canada to fill the job numbers. Meanwhile, Canadians that have been here for awhile are on the streets and jobless. So basically, Canada needs immigration for its demand but I think when too many people come all at once and from usually one country, Canadians will notice the change and feel the tensions that come with it.
Identity Attack0.08004672
Insult0.027476108
Profanity0.015625564
Threat0.0069516995
Severe Toxicity0.0024032593
Low Tox 0.09958932 Constructive 0.716
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)

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.