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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: "As an Indian, is the …" 4,309 comments · Page 139 of 173
I have an Indian friend in Canada. He told me that the driving license he got from India, all he had to do was register for the school and he got the license lol that's …
I have an Indian friend in Canada. He told me that the driving license he got from India, all he had to do was register for the school and he got the license lol that's probably why there are so many accidents.
Identity Attack0.22458547
Insult0.053205602
Profanity0.029186781
Threat0.008065036
Severe Toxicity0.0049972534
Low Tox 0.1991664 Constructive 0.661 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
KFCs all over England are being used to back door these in. One I went to in London last month the girl behind the counter had to get another Indian to count the money I …
KFCs all over England are being used to back door these in. One I went to in London last month the girl behind the counter had to get another Indian to count the money I paid.
Identity Attack0.22458547
Insult0.061801232
Profanity0.057443913
Threat0.0104988385
Severe Toxicity0.008125305
Low Tox 0.19893374 Constructive 0.581 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Canadians are now assimilating to Indian culture.
Canadians are now assimilating to Indian culture.
Identity Attack0.27340925
Insult0.045007613
Profanity0.017504321
Threat0.006763986
Severe Toxicity0.0045776367
Low Tox 0.19893374 Low Con 0.25 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Most Indians have immigrated legally. “As American Renaissance contributor Gregory Hood writes, making ‘race the defining difference’ is the ‘precursor to the formation of an ethnostate, the great dream of the White Republic.’” -- “Proud …
Most Indians have immigrated legally. “As American Renaissance contributor Gregory Hood writes, making ‘race the defining difference’ is the ‘precursor to the formation of an ethnostate, the great dream of the White Republic.’” -- “Proud Boys and the White Ethnostate” by Alexandra Minna Stern (2019).
Identity Attack0.23922618
Insult0.038566336
Profanity0.045419596
Threat0.010964886
Severe Toxicity0.005836487
Low Tox 0.19893374 Moderate Con 0.363 Unverified_Claim
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
As an Indian individual born in Canada, I don’t think it is right to generalize all Indians for creating such a huge problem in Brampton. From this video, you can obviously see the differences between …
As an Indian individual born in Canada, I don’t think it is right to generalize all Indians for creating such a huge problem in Brampton. From this video, you can obviously see the differences between the Indians that want to be here and want to make a life here and the ones that are running time on their tourist visas. But do not blame the entire Indian population, its inaccurate.
Identity Attack0.27340925
Insult0.056719027
Profanity0.018255826
Threat0.0072106146
Severe Toxicity0.0037193298
Low Tox 0.19893374 Constructive 0.759 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada will be declared for the Indian Empire in our lifetime
Canada will be declared for the Indian Empire in our lifetime
Identity Attack0.19100772
Insult0.04852104
Profanity0.02344803
Threat0.018364733
Severe Toxicity0.007286072
Low Tox 0.19893374 Low Con 0.215 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served …
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served them. So it was easy for them to immigrate and assimilate into your culture. Now you see many poor people also immigrating because immigration became more accessible, its just like the touchscreen phones, before only rich people had them, but later and now everyone has it. Plus your overly liberal and the stupid point system lets anyone enter the country if they meet a specific criteria, they barely check their english, background, crime record, etc. Also, living in India is a survival, or a nightmare for short. Especially for the poor people in the up north, and so they go to these shady agents who claim that they can send him or her to Canada, UK, Australia where ever they want in exchange for some money. Sometimes these agents turnout to be scams and sometimes not, then these students apply to some fake university that has no campus in Canada and select a course thats easy. Then once approved they come to canada, don’t go to university and make some other indian friends who say they have contacts with some job providers and through that the students get their jobs at the fast food joints and shopping malls. The mindset with which these students come to Canada is that I want to get a simple job as soon as I land in Canada and through that job I can get a PR. They never go to assimilate or discover the culture, they come because the country looks nice, has resources, and will provide them with a good salary so that they send some money back home to their parents as compared to low paying jobs in India, which too are super competitive. They still like the indian way of life, the culture, the food, the attire, just not in India. Thats why you’ll never see these students eating at anything other than a Indian Punjabi Restaurant or a fast food joint, they will never make white friends, they will never try to change the way they speak and look at Canadians, they will never try to change their driving habits. In conclusion, more poor people and students migrating, paired with their mindset of “I want everything to be Indian just not in India but in a place that looks better” paired with their low interest in actually learning and working better jobs is what makes them a bad immigrant group. But thats not to say that all are like that its only some and mostly Punjabis/ other North Indians that have this mindset. The reason why the Indian group in USA is much better and successful is because they are mostly of south indian descent. Those people are far more educated, actually respect the law of the land. And fun fact: The stereotypical Indian Accent originated from USA mainly and reason why many indians say that they don’t speak in that accent is because that particular stereotypical accent is present in Indian people who come from the states of Andra Pradesh and Telegana, which is is where most of the Indians in USA are actually from. Sorry for the long ass comment and some writing mishaps, I really lose my writing quality when I’m writing long comments.
Identity Attack0.14875233
Insult0.083112895
Profanity0.041912504
Threat0.008129764
Severe Toxicity0.005607605
Low Tox 0.19893374 Constructive 0.608 Policy_Critique
Dec 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The Indians are nice good people here. People gotta stop being racist
The Indians are nice good people here. People gotta stop being racist
Identity Attack0.14661247
Insult0.06354945
Profanity0.068967216
Threat0.008414571
Severe Toxicity0.005760193
Low Tox 0.19893374 Moderate Con 0.441 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada become Indian 2.0, congrat
Canada become Indian 2.0, congrat
Identity Attack0.18705739
Insult0.06617179
Profanity0.02208166
Threat0.007754337
Severe Toxicity0.008087158
Low Tox 0.19893374 Moderate Con 0.308 Identity_Assertion
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
I’m South African Indian from Durban, and I spent three months in Vancouver for work. Honestly, I wouldn’t visit Canada again. The cold was unbearable for me, and I found the country dull and boring. …
I’m South African Indian from Durban, and I spent three months in Vancouver for work. Honestly, I wouldn’t visit Canada again. The cold was unbearable for me, and I found the country dull and boring. Coming from Durban, where there’s warmth, energy, culture, and life everywhere, Canada just didn’t feel like my kind of place. Some people may enjoy the quiet and structure, but it’s not for everyone—and it definitely wasn’t for me. Three months was more than enough to know it’s not my vibe.
Identity Attack0.116281845
Insult0.089778624
Profanity0.049678206
Threat0.008272167
Severe Toxicity0.0059509277
Low Tox 0.19893374 Constructive 0.707 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I heard many jobs is taking by Indians, they have take their family to Canada and give job
I heard many jobs is taking by Indians, they have take their family to Canada and give job
Identity Attack0.25140062
Insult0.04383647
Profanity0.02071529
Threat0.006641001
Severe Toxicity0.0044059753
Low Tox 0.19893374 Moderate Con 0.443 Unverified_Claim
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
This video is clearly biased. The individuals making disparaging remarks about Indians do not represent the broader community — every society has both good and bad people. What the video fails to recognize is that …
This video is clearly biased. The individuals making disparaging remarks about Indians do not represent the broader community — every society has both good and bad people. What the video fails to recognize is that Indians are among the hardest-working and most enterprising contributors to Brampton’s economy. Content like this unfairly damages the reputation of our city. As a proud Brampton resident, I can confidently say that Brampton stands out as a welcoming and supportive place for immigrants, students, skilled workers, business owners, and seniors alike.
Identity Attack0.11860296
Insult0.08030447
Profanity0.032643758
Threat0.010058682
Severe Toxicity0.00541687
Low Tox 0.19893374 Constructive 0.742
Nov 27, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
5/7 British soldiers in world war 2 were indian lest we forget
5/7 British soldiers in world war 2 were indian lest we forget
Identity Attack0.18546575
Insult0.039151907
Profanity0.049177196
Threat0.013476364
Severe Toxicity0.008277893
Low Tox 0.19870108 Low Con 0.26 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Bro i almost thought this was australia or New zealand with the amount of indians i saw lol. They also use us (new zealand) to gain entry into australia since all you need is to …
Bro i almost thought this was australia or New zealand with the amount of indians i saw lol. They also use us (new zealand) to gain entry into australia since all you need is to be a NZ citizen and no visa required.
Identity Attack0.2308735
Insult0.053791173
Profanity0.066963166
Threat0.0077802283
Severe Toxicity0.006980896
Low Tox 0.19870108 Moderate Con 0.468
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Indian I feel it's not good thing Canada belongs to local canadians not immigrants who migrated years ago this is how invasion looks like if not stopped this people will keep increasing some …
As a Indian I feel it's not good thing Canada belongs to local canadians not immigrants who migrated years ago this is how invasion looks like if not stopped this people will keep increasing some of this people even take double status from India and Canada giving them political rights is most dangerous hope your Canadian government wakes up from deep sleep
Identity Attack0.17536941
Insult0.06984934
Profanity0.0157622
Threat0.010188141
Severe Toxicity0.00541687
Low Tox 0.19870108 Constructive 0.598
Sep 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
416'er here - don't mind the Indian community actually as a Caucasian they're awesome 👍😎
416'er here - don't mind the Indian community actually as a Caucasian they're awesome 👍😎
Identity Attack0.22707681
Insult0.046178754
Profanity0.06946823
Threat0.012647836
Severe Toxicity0.010223389
Low Tox 0.19870108 Constructive 0.666 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
All Indian use student & work visas as a easy way to get foot in door
All Indian use student & work visas as a easy way to get foot in door
Identity Attack0.22707681
Insult0.06023245
Profanity0.049177196
Threat0.010395273
Severe Toxicity0.007209778
Low Tox 0.19870108 Low Con 0.258
Sep 29, 2025 IRCC Names India in Study …
Thanks for making this video! What's crazy that people might not understand is it's not isolated to just that city. It's every major populated city in Canada is getting overrun. Most minimum wage jobs and …
Thanks for making this video! What's crazy that people might not understand is it's not isolated to just that city. It's every major populated city in Canada is getting overrun. Most minimum wage jobs and security are always 95% Indians. I don't understand how this was aloud..
Identity Attack0.17459276
Insult0.07270074
Profanity0.03715288
Threat0.0071588317
Severe Toxicity0.004711151
Low Tox 0.19789438 Constructive 0.71 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
India decendent Indian decendent in Canada means they're First Nations. These are immigrants that couldnt make it in their homeland and choose Canada.
India decendent Indian decendent in Canada means they're First Nations. These are immigrants that couldnt make it in their homeland and choose Canada.
Identity Attack0.21470967
Insult0.0623257
Profanity0.014327513
Threat0.006330303
Severe Toxicity0.004005432
Low Tox 0.19789438 Moderate Con 0.399
Oct 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As an American born Punjabi, I used to visit Canada when i was young (90's) and it was a beautiful place. Now I dread going there because the Canadian culture is lost. It's over run …
As an American born Punjabi, I used to visit Canada when i was young (90's) and it was a beautiful place. Now I dread going there because the Canadian culture is lost. It's over run with Indians and they don't share the same value or even cultural norms as Westerners. I see this problem in America as well but it's nto just Indians. In America, it's every country in the world that comes and interacts with their own community and there's no assimilation. Even as a second generation American, I still feel like a guest in this country and I am grateful for the Americans to have allowed my family to come here to live with them. Citizenship is just a piece of paper though. I know if I didn't assimilate, they could send me to India even if I know nothing about it. It's just basic humility.
Identity Attack0.2463217
Insult0.070799805
Profanity0.028503597
Threat0.007637825
Severe Toxicity0.006904602
Low Tox 0.19789438 Constructive 0.836
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
the indians play mobile games on free cash while driving. maximize profits
the indians play mobile games on free cash while driving. maximize profits
Identity Attack0.20483385
Insult0.06267534
Profanity0.03489832
Threat0.008867673
Severe Toxicity0.0075149536
Low Tox 0.19789438 Low Con 0.124 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
My only gripe is that they litter and don't clean up after themselves. Indians are generally good people though.
My only gripe is that they litter and don't clean up after themselves. Indians are generally good people though.
Identity Attack0.20088354
Insult0.06984934
Profanity0.046171114
Threat0.009281937
Severe Toxicity0.0059509277
Low Tox 0.19789438 Constructive 0.611 Identity_Assertion
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 …
Wonder what the other indians that been here long think about these new immigrants
Wonder what the other indians that been here long think about these new immigrants
Identity Attack0.24150419
Insult0.04969218
Profanity0.029596692
Threat0.008129764
Severe Toxicity0.0061035156
Low Tox 0.19694418 Moderate Con 0.377 Question
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
Seeing these videos as a Canadian is always very weird. "Guys, I went to Brampton and everyone was Indian!" guys, I went to the Apple store and all they had was Apple products
Seeing these videos as a Canadian is always very weird. "Guys, I went to Brampton and everyone was Indian!" guys, I went to the Apple store and all they had was Apple products
Identity Attack0.22261032
Insult0.05027775
Profanity0.034146797
Threat0.006576272
Severe Toxicity0.005455017
Low Tox 0.19694418 Moderate Con 0.43
Oct 30, 2025 3 likes 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.