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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: "Some indians are here as …" 4,309 comments · Page 123 of 173
Indian: I'm proud to be Indian Westerner: then why don't you stay in India? Indian: because there's nothing to be proud of to live there Westerner: but you just said you're proud to be Indian? …
Indian: I'm proud to be Indian Westerner: then why don't you stay in India? Indian: because there's nothing to be proud of to live there Westerner: but you just said you're proud to be Indian? Indian: it's just uh anyways whatever
Identity Attack0.28034934
Insult0.06459839
Profanity0.091633186
Threat0.012026439
Severe Toxicity0.01302678
Low Tox 0.25462922 Moderate Con 0.414
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I am Indian origin, many of those who have lost legal status in Canada are potential criminals. They want to make quick buck before leaving country. Also, Canada should introduce country cap.
I am Indian origin, many of those who have lost legal status in Canada are potential criminals. They want to make quick buck before leaving country. Also, Canada should introduce country cap.
Identity Attack0.17847598
Insult0.1640896
Profanity0.021125201
Threat0.009903334
Severe Toxicity0.005607605
Low Tox 0.25462922 Constructive 0.606 Personal_Narrative
Feb 18, 2026 41 likes Canadian immigration officers investigating hundreds …
I work for northern health, they only hire East indians
I work for northern health, they only hire East indians
Identity Attack0.30103904
Insult0.06739554
Profanity0.04642162
Threat0.0084793
Severe Toxicity0.0077438354
Low Tox 0.25462922 Moderate Con 0.389 Unverified_Claim
Aug 25, 2025 5 likes Why Canadians Are Turning Against …
Everyone is an immigrant whether born or naturalised in Canada if ya not the Native red indians, hate it or love it, The problem Canada is facing and MUST Fix is the simple but complex …
Everyone is an immigrant whether born or naturalised in Canada if ya not the Native red indians, hate it or love it, The problem Canada is facing and MUST Fix is the simple but complex problem of imbalance in the multicultural immigration policy entries,, STOP favouring a particular RACE and set of people over others, setting an english test prerequisite for others and waiving for these RACE that dont even speak ABC...Create a balanced society and Maintain the Quota measures across board or scrap the quota that is not adopted seamlessly. The Problem of IMBALANCE in culture will distort the society further...Take a lesson learned from United Kingdom now being overrun ,,,Ya land at Hearthrow now ya think ya not in UK. In Canada now, if ya not from the RACE of leading population, ya dont get food (the job)...Basic needs of life are now out of the window...Canada ya got massive resources and ya still less than the STATE OF CALIFORNIA in population...Born here,,now looking to sign a work deal contract in the so called middle East. Most importantly, Canada should humble before the LORD GOD under whom the forefathers belief and obey Him, stop provoking the LORD GOD,,,Eradicate and REPENT from being Sodomic and Gomorrahic Abolish same sex ABOMINATION as The Ubited States of America is doing..for Mercy and Progress to come to this Nation under GOD ALMIGHTY...
Identity Attack0.27991617
Insult0.09563028
Profanity0.024131214
Threat0.008634649
Severe Toxicity0.009307861
Low Tox 0.25462922 Constructive 0.572 Policy_Critique
Aug 28, 2025 Why Canadians Are Turning Against …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Dont know about canada but we Indians live rent-free in canadians heads. I've never been to canada, nor even thought about that country much in my life up until i started meeting many canadians on …
Dont know about canada but we Indians live rent-free in canadians heads. I've never been to canada, nor even thought about that country much in my life up until i started meeting many canadians on the internet who lose it on me for no reason at all. The most hateful people i have met online have been canadians. I have talked to american gr0ypers online on platforms like discord and omegle etc... and they've been more respectful, polite and friendly than so called "liberal" canadians. Some of them i even befriended. This is sad. What a sorry state it would be to live in one of these canadians mind. Filled with hate against one particular peoples. All of this hate that i have received will only make me definitely avoid to visit canada at all costs!
Identity Attack0.23998553
Insult0.1640896
Profanity0.055940874
Threat0.008272167
Severe Toxicity0.0074005127
Low Tox 0.25462922 Constructive 0.623 Personal_Narrative
Feb 26, 2026 2 likes Inside Canada's Indian Invasion...
🏡Indian real estate agents - 🚩please explain why almost all listings on RealtorD0Tca for Toronto, Canada are under Indian Real estate agents? They try to take over all real estate. They get a lot of …
🏡Indian real estate agents - 🚩please explain why almost all listings on RealtorD0Tca for Toronto, Canada are under Indian Real estate agents? They try to take over all real estate. They get a lot of homes through mortgage fraud (watch the CDC report), to rent out as rooming houses, and they are a big reason for the housing shortage. Please do not buy from them if they are the selling agent. They are known to put harmful hidden clauses in the documents to get more money out of you than the list price, then you find out after the sale closes. They did this to one lady who bought her first home, and when the details were revealed AFTER closing, she had to file for BANKRUPTCY to clear her name and start her financial life again. DO NOT do the deal if they are the selling agent, and NEVER sign any paperwork they give you. We call it P----i paperwork. Do not sign it. Period. If they are the selling agent, walk away. Please spread the word. Their behavior is an ORGANIZED assault on the Canadian real estate and financial system, and it demands Canadians to deliver an organized response in rejection of this behavior. Boycott.
Identity Attack0.20680901
Insult0.1669316
Profanity0.07320584
Threat0.01187109
Severe Toxicity0.008354187
Low Tox 0.25462922 Constructive 0.661 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
It's so tragic to see this video. It's a loss of Canadian culture. This happened in my hometown of London, England. I moved to Sydney, Australia, and since the start of the pandemic, the country …
It's so tragic to see this video. It's a loss of Canadian culture. This happened in my hometown of London, England. I moved to Sydney, Australia, and since the start of the pandemic, the country has been flooded with Indians. I no longer want to live in what feels like Mumbai and am considering moving to Portugal.
Identity Attack0.3043136
Insult0.081508696
Profanity0.020851927
Threat0.00823333
Severe Toxicity0.009155273
Low Tox 0.25462922 Constructive 0.694
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canada PM has deal with India Modi to use and abuse students as needed. Many other countries would get rejected while Indian would get access to Canada while colleges and universities exploit them as needed.
Canada PM has deal with India Modi to use and abuse students as needed. Many other countries would get rejected while Indian would get access to Canada while colleges and universities exploit them as needed.
Identity Attack0.27662867
Insult0.08582769
Profanity0.019075647
Threat0.03649433
Severe Toxicity0.008163452
Low Tox 0.25462922 Moderate Con 0.33
Sep 29, 2025 IRCC Names India in Study …
"In India, life is easier for us. In India, if one person works and earns, the whole family can eat. Here, everyone has to work". Well said, Indian guy. But, if you don't like Canada, …
"In India, life is easier for us. In India, if one person works and earns, the whole family can eat. Here, everyone has to work". Well said, Indian guy. But, if you don't like Canada, because they force you to work, why don't you go back to India?
Identity Attack0.29798782
Insult0.06826523
Profanity0.016479544
Threat0.0078449575
Severe Toxicity0.0065231323
Low Tox 0.25462922 Constructive 0.66
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Modern states (all post cold war NATO) are tailored as such to put the descendants of the citizens are always at a disadvantage. Land, taxes, infrastructure, livelihood stolen from their grandparents by their own state …
Modern states (all post cold war NATO) are tailored as such to put the descendants of the citizens are always at a disadvantage. Land, taxes, infrastructure, livelihood stolen from their grandparents by their own state and distributed to newcomers. The scapegoats are Indians in Canada, North Aficans in France, Syrians and Afghans in Turkey while the politicians commit the crime go unpunished.
Identity Attack0.23467018
Insult0.15982662
Profanity0.019758832
Threat0.009877442
Severe Toxicity0.0062179565
Low Tox 0.25462922 Moderate Con 0.382
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
12:45 so why you guys don't like when the women married different coulter? a fried of mine got married to a Indian woman and her day do not talk to her 11yrs now.
12:45 so why you guys don't like when the women married different coulter? a fried of mine got married to a Indian woman and her day do not talk to her 11yrs now.
Identity Attack0.27340925
Insult0.06023245
Profanity0.08064143
Threat0.010214032
Severe Toxicity0.009422302
Low Tox 0.25462922 Constructive 0.632
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm an Indian and canada has set itself up for failure 😂😂 and they will see it very soon.
I'm an Indian and canada has set itself up for failure 😂😂 and they will see it very soon.
Identity Attack0.22063516
Insult0.083112895
Profanity0.034146797
Threat0.012699619
Severe Toxicity0.0073242188
Low Tox 0.25462922 Low Con 0.274 Personal_Narrative
Feb 10, 2026 Inside Canada's Indian Invasion...
Despite all that trump did not banned Indian
Despite all that trump did not banned Indian
Identity Attack0.3072352
Insult0.05262003
Profanity0.052183274
Threat0.022335978
Severe Toxicity0.008468628
Low Tox 0.25462922 Low Con 0.233 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Save Canada from falling into Indian hand before it's too late forget about eating steak and speaking your english
Save Canada from falling into Indian hand before it's too late forget about eating steak and speaking your english
Identity Attack0.27759558
Insult0.08582769
Profanity0.01627459
Threat0.007974415
Severe Toxicity0.0062561035
Low Tox 0.25462922 Low Con 0.194
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, …
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, etc. and the complaining of dominating every industry? I’m not sure what angle that is. Maybe the other groups should do better at dominating industries or advocate for businesses to hire other Canadians (equal opportunity employment). And the whole “ cow poop video” Tyler posted is one village in India ; which of course makes Indians collectively look bad and gives way for many of you in the comments to continually perpetuate this idea that Indians are sub-human. And Tyler, word of advice, if you’re going to show parts of the Indian community and Hinduism religion in Canada — at least learn to pronounce words correctly so you don’t sound like a complete idiot.
Identity Attack0.21075934
Insult0.16124763
Profanity0.05268429
Threat0.009359611
Severe Toxicity0.0077819824
Low Tox 0.25462922 Constructive 0.677 Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
the whole of canada is an indian metropolis at this point
the whole of canada is an indian metropolis at this point
Identity Attack0.2831485
Insult0.08484049
Profanity0.051431753
Threat0.0071847234
Severe Toxicity0.008506775
Low Tox 0.25462922 Low Con 0.197
Jan 5, 2026 Inside Canada's Indian Metropolis (Brampton)
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they …
Thanks for bringing light to this huge problem in canada. No joke indians have quickly become like 30% of the workforce here. They take over businesses and refuse to hire non Punjab people because they won't fit in the workplace culture. They've been taking the excessive handouts from the Canadian government and are slowly buying up tons of real estate. Its everywhere in canada. Brampton is just ground zero. What's it like? We just got a new Walmart down the street. They took a staff picture and it was 80% indian people. Hardly any locals got jobs there instead its mostly "new citizens" who have lived here less than a year or two. Every day there's more of them. And because of our liberal government and tax breaks and all sorts of racist allowances these people have got, they all have money and houses and new cars when they were dirt poor in India like 3 years ago. They get interest free loans from banks, they get daily per diems and housing as soon as they get here. Keep in mind tent cities are growing rapidly in Canada. And our government is spending HUGE amounts of our tax dollars to subsidize this takeover. And try living here and renting. Due to this influx, a bungalow that was 1500 a month 10 years ago, is now 4500 a month and youre renting off an Indian person. Word to the wise tho, dont even bring up the tow truck businesses. They'll shoot you And last but not least our retarded government just passed a birthright citizen law for them. So now if you come here from India even if only for a couple years, ALL subsequent offspring of yours can immediately get citizenship here no question asked. We are so fucked
Identity Attack0.28034934
Insult0.14150882
Profanity0.036651865
Threat0.008466354
Severe Toxicity0.00869751
Low Tox 0.25462922 Constructive 0.732 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Canada used to be a bottom feeder foir Indian Students
Canada used to be a bottom feeder foir Indian Students
Identity Attack0.2783691
Insult0.13607834
Profanity0.052183274
Threat0.007547205
Severe Toxicity0.008506775
Low Tox 0.25462922 Low Con 0.216
Sep 28, 2025 IRCC Names India in Study …
While at Conestoga College (Indian central for schools), I chatted with an Indian about Punjab. He told me they have the worst work ethic among all Indian provinces.
While at Conestoga College (Indian central for schools), I chatted with an Indian about Punjab. He told me they have the worst work ethic among all Indian provinces.
Identity Attack0.2823795
Insult0.09416737
Profanity0.042413518
Threat0.008738215
Severe Toxicity0.0065612793
Low Tox 0.25462922 Constructive 0.59 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank god I declined my invite. I'm an Indian and was recently hired for my expertise but I respectfully declined and told my clients I would be able to remotely help them. I dont like …
Thank god I declined my invite. I'm an Indian and was recently hired for my expertise but I respectfully declined and told my clients I would be able to remotely help them. I dont like Indians going to other Countries without valid visa or an invite from the other Country. It destroys genuine people like me.
Identity Attack0.28034934
Insult0.071116626
Profanity0.072882555
Threat0.012751401
Severe Toxicity0.008735657
Low Tox 0.25462922 Constructive 0.754
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Most North Indians go to countries to work illegally.
Most North Indians go to countries to work illegally.
Identity Attack0.3043136
Insult0.0720671
Profanity0.036401358
Threat0.0078449575
Severe Toxicity0.007171631
Low Tox 0.25462922 Low Con 0.253
Sep 28, 2025 12 likes IRCC Names India in Study …
“ hello Canadians and all immigrants stop blaming kids. They’re youngsters. They left home for higher education just the way British came to India for spice. The displacement of Indians come on man Canadian give …
“ hello Canadians and all immigrants stop blaming kids. They’re youngsters. They left home for higher education just the way British came to India for spice. The displacement of Indians come on man Canadian give them a break. Look at Vancouver Eastside, the lump we’re all people Unless you are Indigenous, we are all immigrants here. Instead of blaming immigrants, we should focus on the real problems: low wages, lack of affordable housing, and exploitation. International students also bring money into Canada—they pay high tuition, rent, and living costs, which supports our economy. Many take jobs that others don’t want. Displacing the blame on them isn’t fair. Give them a break—we need unity, not division.”
Identity Attack0.2816105
Insult0.14150882
Profanity0.029050145
Threat0.008129764
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.767
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Indian enter in Canada proper channel with government permission What about refugees 😂😂
Indian enter in Canada proper channel with government permission What about refugees 😂😂
Identity Attack0.2869935
Insult0.06722072
Profanity0.023721304
Threat0.00713294
Severe Toxicity0.006980896
Low Tox 0.25462922 Low Con 0.182 Question
Feb 24, 2026 Inside Canada's Indian Invasion...
Don't tell that ICC representative is also an Indian what you would expect from her then you need to be very cautious
Don't tell that ICC representative is also an Indian what you would expect from her then you need to be very cautious
Identity Attack0.27991617
Insult0.110259406
Profanity0.044167064
Threat0.009023022
Severe Toxicity0.008544922
Low Tox 0.25462922 Moderate Con 0.345
Sep 29, 2025 IRCC Names India in Study …

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.