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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: "In India, there is no …" 2,270 comments · Page 76 of 91
facepalm -1:53 This is not true for the whole of India - I only see few communities of Indians , India is much more than what you see here.. Not everyone wants to go to …
facepalm -1:53 This is not true for the whole of India - I only see few communities of Indians , India is much more than what you see here.. Not everyone wants to go to Canada/America
Identity Attack0.10221587
Insult0.023866551
Profanity0.01941724
Threat0.00713294
Severe Toxicity0.00289917
Low Tox 0.112436704 Constructive 0.566 Policy_Critique
Feb 22, 2026 Inside Canada's Indian Invasion...
'Life in India is more easy for us..." (9:33). If life in India is so great as he says, why is he desperately here then????
'Life in India is more easy for us..." (9:33). If life in India is so great as he says, why is he desperately here then????
Identity Attack0.10221587
Insult0.029934563
Profanity0.01579636
Threat0.00746953
Severe Toxicity0.0028419495
Low Tox 0.112436704 Moderate Con 0.358 Question
Sep 21, 2025 38 likes Inside Canada's Indian Metropolis (Brampton)
Integration ya not. It’s about money to be removed from Canada back to India, China, etc….
Integration ya not. It’s about money to be removed from Canada back to India, China, etc….
Identity Attack0.10221587
Insult0.024640027
Profanity0.011577694
Threat0.008712323
Severe Toxicity0.0032043457
Low Tox 0.112436704 Low Con 0.135 Economic_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
notice how no one is moving to INDIA
notice how no one is moving to INDIA
Identity Attack0.10221587
Insult0.023093075
Profanity0.022628209
Threat0.008453408
Severe Toxicity0.0039482117
Low Tox 0.112333365 Low Con 0.294 Comparative_Framing
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
According to India CBI CRIME BRANCH INDIA more then 789000 most wanted Khalistani in India got student visa for the last 2 years under Trudeau now living in Brampton Surrey Mississauga Malton Nova Scotia and …
According to India CBI CRIME BRANCH INDIA more then 789000 most wanted Khalistani in India got student visa for the last 2 years under Trudeau now living in Brampton Surrey Mississauga Malton Nova Scotia and across the country
Identity Attack0.09741807
Insult0.03588435
Profanity0.014464149
Threat0.007624879
Severe Toxicity0.003929138
Low Tox 0.112333365 Constructive 0.524 Unverified_Claim
Feb 18, 2026 1 likes Canadian immigration officers investigating hundreds …
Haha India 🤡🤡
Haha India 🤡🤡
Identity Attack0.10221587
Insult0.06407392
Profanity0.06646215
Threat0.010705971
Severe Toxicity0.011444092
Low Tox 0.112333365 Moderate Con 0.304 Humor_Satire
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
India is a safe country with a growing economy. Immigration should be controlled as it has to be in Europe. Yes to asylum for those threatened . But have rules
India is a safe country with a growing economy. Immigration should be controlled as it has to be in Europe. Yes to asylum for those threatened . But have rules
Identity Attack0.09328204
Insult0.023093075
Profanity0.019007329
Threat0.014220826
Severe Toxicity0.0037765503
Low Tox 0.11212669 Constructive 0.618
Jan 27, 2026 Inside Canada's Indian Invasion...
Uh in a Gurudwara anybody can come and have a lunch for free so what's wrong with that on the other hand there's so many churches in india too and other things like shrines monestries …
Uh in a Gurudwara anybody can come and have a lunch for free so what's wrong with that on the other hand there's so many churches in india too and other things like shrines monestries and all what's wrong with that i am not a believer guy but those who believe they always need a place to feel like there's god or something like that i don't know how that work
Identity Attack0.068465814
Insult0.031146556
Profanity0.029186781
Threat0.0074954215
Severe Toxicity0.0034713745
Low Tox 0.11212669 Constructive 0.664 Moral_Argument
Feb 23, 2026 Inside Canada's Indian Invasion...
They want khalistan because they want a second home in India they can fly to visa free.. Not because they want to move back.
They want khalistan because they want a second home in India they can fly to visa free.. Not because they want to move back.
Identity Attack0.10221587
Insult0.025800243
Profanity0.017162729
Threat0.007598988
Severe Toxicity0.0030899048
Low Tox 0.11212669 Low Con 0.214
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada tried to siphon off the best talents from India, Pakistan, Ghana and Nigeria. What are they complaining about?
Canada tried to siphon off the best talents from India, Pakistan, Ghana and Nigeria. What are they complaining about?
Identity Attack0.09162762
Insult0.033790905
Profanity0.01490822
Threat0.007197669
Severe Toxicity0.0026130676
Low Tox 0.11212669 Low Con 0.183
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
This is happening at varying scales in many cities all over the US as well. Growing up in the 90s and 00s in suburban Minneapolis, we had a very small population of Indians. About ten …
This is happening at varying scales in many cities all over the US as well. Growing up in the 90s and 00s in suburban Minneapolis, we had a very small population of Indians. About ten years ago, they built a large all new subdivision near my hometown that is now 90% Indian. Target Corporate is to blame for the initial push, as they opened an office in India and then had many of them relocating to the Minneapolis office. A recent trip to Dallas, every Uber I took was an Indian or Middle eastern driver. California, especially the Bay Area has an enormous Indian community as well.
Identity Attack0.10221587
Insult0.03136692
Profanity0.024951037
Threat0.008298059
Severe Toxicity0.0037002563
Low Tox 0.11202335 Constructive 0.658
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
As you can tell from my name I am an immigrant from India. Been in this part of the world for almost 40 years. Educated from kindergarten with English as medium of instruction, a post …
As you can tell from my name I am an immigrant from India. Been in this part of the world for almost 40 years. Educated from kindergarten with English as medium of instruction, a post graduate degree, in IT - one of the first things I did was watch, listen and learn how things are done here. Quickly acquired accent neutrality. Please and thank you . Not litter every where. I came here on my own. Nobody requested me to come here. I considered it a privilege and I took it as my obligation to integrate, not import my values or culture here. I worked, paid my taxes and never expected a handout from anybody or from the government. I loved to be the brown dot in a sea of white. I loved my new country. After the pandemic years, things have changed. There has been a sudden browning of Canada. I didn't leave India 40 odd years ago for India to come to me. NO, I am not being racist and it is not just the visual browning either. The loud, non English speaking, profusely littering, rude, entitlement-minded, anti-social, riffraff that seem to have found their way here displacing the native, white Canadians. I so miss the "eh". I miss the polite society. Wherever I go, I see a sea of immigrants speaking their own tongue. Rude, misbehaved. Cutting you off in line. Discarding the shopping cart any where they please. I am getting older every year and I do not want to die in a country that is suddenly so foreign to me. I would love my old Canada back, please. I want my "eh"s back please. I did my part in the last elections, but lost out to "them". Are we at a point, where we can never get the old Canada back??????
Identity Attack0.062039822
Insult0.034341812
Profanity0.052934792
Threat0.009877442
Severe Toxicity0.0045776367
Low Tox 0.11202335 Constructive 0.754
Aug 25, 2025 8 likes Why Canadians Are Turning Against …
I'm a white American. When I was a teenager, I suffered from extreme depression and mental health issues. Indian Buddhist meditation and Ayurvedic psychology completely cured me. Thank you India🙏❤
I'm a white American. When I was a teenager, I suffered from extreme depression and mental health issues. Indian Buddhist meditation and Ayurvedic psychology completely cured me. Thank you India🙏❤
Identity Attack0.10221587
Insult0.023221988
Profanity0.025770858
Threat0.009281937
Severe Toxicity0.0043296814
Low Tox 0.11192002 Constructive 0.681
Oct 28, 2025 23 likes Inside Canada's Indian Metropolis (Brampton)
How many of them are actually from India and not Pakistan or Bangladesh? 🙄
How many of them are actually from India and not Pakistan or Bangladesh? 🙄
Identity Attack0.10699738
Insult0.033680726
Profanity0.029596692
Threat0.008738215
Severe Toxicity0.005378723
Low Tox 0.11192002 Low Con 0.185 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
South @sians dont "integrate / assimilate because they know they dont have to ! They can find whatever community resources (financial, legal, medical, et al) without having to step outside the community. They have been …
South @sians dont "integrate / assimilate because they know they dont have to ! They can find whatever community resources (financial, legal, medical, et al) without having to step outside the community. They have been able to "replicate" India in their Host country. Unfortunately, the Liberal Party's Misguided Multicultur@lism Policies and Incentivization of Illeg@l / Mass Immigration has exacerbated this problem. I think what local Canadians may resent so much is the new Competition for whatever low - wage labour and community resources are left over post Pandemic. Also, if one listens closely (Euro) Canadians) resent the imposition of Old Country religious / group cultural practices have "overflowed" into the public Commons rather than kept private. The unspoken "demand" that Locals get use to these cultural differences / just suck it up causes some rancor.
Identity Attack0.06340405
Insult0.045007613
Profanity0.015625564
Threat0.0067769317
Severe Toxicity0.0028419495
Low Tox 0.11181668 Constructive 0.732 Policy_Critique
Oct 25, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Moving to Canada to turn into into India. Thanks
Moving to Canada to turn into into India. Thanks
Identity Attack0.10221587
Insult0.028061481
Profanity0.015318131
Threat0.007340072
Severe Toxicity0.0037574768
Low Tox 0.11181668 Moderate Con 0.426
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
taht's why its called Canindia or New India. Also insurance went up in areas with a high "indian" population.
taht's why its called Canindia or New India. Also insurance went up in areas with a high "indian" population.
Identity Attack0.10815793
Insult0.026058068
Profanity0.018529098
Threat0.007598988
Severe Toxicity0.0032615662
Low Tox 0.11171334 Moderate Con 0.41 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The answer was little bit ambiguous as number of students coming from India is very large.Rather than total number of frauds from a specific country, It should be calculated based on the how many per …
The answer was little bit ambiguous as number of students coming from India is very large.Rather than total number of frauds from a specific country, It should be calculated based on the how many per entage of people who came from a specific country did the fraud. That's will be the best measure.
Identity Attack0.08170113
Insult0.03312982
Profanity0.01764096
Threat0.0069646453
Severe Toxicity0.0023078918
Low Tox 0.11171334 Moderate Con 0.472 Policy_Critique
Sep 30, 2025 IRCC Names India in Study …
What tool do you use to to turn Canada into India? Answer: JT
What tool do you use to to turn Canada into India? Answer: JT
Identity Attack0.08170113
Insult0.032799274
Profanity0.016411226
Threat0.007637825
Severe Toxicity0.003452301
Low Tox 0.11161 Low Con 0.211
Nov 28, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s good to hear some are thinking of leaving to the US. I truly wish for their success. I worked at a college that became a diploma mill in Vancouver and you couldn’t go to …
It’s good to hear some are thinking of leaving to the US. I truly wish for their success. I worked at a college that became a diploma mill in Vancouver and you couldn’t go to the men’s room without seeing 3 or 4 dudes hanging out. Foreign students also take from the food banks enough to have 1st year students now banned and many people no longer donate. I generally have great experiences Indian people, and have travelled India extensively, but if you let in too many of one type the native population will have a hard time and the immigrants themselves won’t integrate and build their own society. Blame the Liberal government.
Identity Attack0.08583717
Insult0.033790905
Profanity0.023584666
Threat0.012026439
Severe Toxicity0.0037384033
Low Tox 0.11161 Constructive 0.762 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada is the official 29th state of India ! I say Mr. Trump is too late to take over Canada
Canada is the official 29th state of India ! I say Mr. Trump is too late to take over Canada
Identity Attack0.043581683
Insult0.035553806
Profanity0.012482914
Threat0.009230154
Severe Toxicity0.0023651123
Low Tox 0.11150667 Low Con 0.281 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
They built thousands of churches in India and converted millions of Hindus and still we did not have any problem. But we built a single statue of Shiva which did not convert anyone , still …
They built thousands of churches in India and converted millions of Hindus and still we did not have any problem. But we built a single statue of Shiva which did not convert anyone , still problem for them.
Identity Attack0.10221587
Insult0.025284592
Profanity0.016035475
Threat0.0074824756
Severe Toxicity0.002632141
Low Tox 0.11140333 Moderate Con 0.416 Moral_Argument
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
It looks like India has colonized Canada. It's literally Delhi 2.0.
It looks like India has colonized Canada. It's literally Delhi 2.0.
Identity Attack0.09245483
Insult0.032799274
Profanity0.01579636
Threat0.0077284453
Severe Toxicity0.0038146973
Low Tox 0.11140333 Low Con 0.155 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I heard why the government did the immigrants wrong. I was talking to an uber driver and my pharmacist. They told me the promises of luxury in Canada has and offered for them to live …
I heard why the government did the immigrants wrong. I was talking to an uber driver and my pharmacist. They told me the promises of luxury in Canada has and offered for them to live a better lives. They didn't know after they came here for work and or college/university they become in major debt. They said that they're in a luxury debt and never getting out of debt knowing that they're stuck in Canada and can't be allowed to leave unless they pay off the debts. That's 100 % wrong to do that to people when they know they don't feel welcomed and want to go home. I'm a metis Canadian and I had to leave Ontario to find affordability and miss my home. GOVERNMENT THIS IS YOUR FAULT AND YOU KNOW IT! Let them go home in debt. You made this mess. FIX IT! Including the baby boomers that made the problem started 8 % rate interests to buy houses. That was a mistake that should be bought 1 house and nothing else. I forgot to add something. The uber driver told me that india doesn't know that it's a debt luxury trap that you can't leave unless you pay your debt. He felt alone and found some people and the internet to make himself feel better temporary. TEMPORARY! He hates it here, but he respects Canadians. He feels sorry for the new ones that are coming to become debt trap. It's the same for the pharmacy. She got into college to be a pharmacy and bought the store. She is on low income but doesn't qualify for any supports like benefits to pay off her medical things. The reason she can't because they'll see the pharmacy store is income. Wait what? So she doesn't quilify for benefits because she's making income to pay off her massive loan to do her job. It's not enough to live by as what she told me. She also does misses home, but also traped in luxury debt. This is what I have learned so far. I went through a car accident and coudln't get out of the car. I thought in Brampton, Ontario was the rudest people on the planet, but was saved by the angels of indian people saved me out of the vehicle from the smoke. I still thank you! There is still good people out there and some are stupid people out there. Keep it up because being kind gets you to be positive to others and make things better when the world is fcked right now.
Identity Attack0.060675595
Insult0.03566399
Profanity0.019348921
Threat0.0074824756
Severe Toxicity0.002822876
Low Tox 0.11129999 Constructive 0.816
Sep 10, 2025 2 likes Why Canadians Are Turning Against …
Cast system still rules India https://youtu.be/oCjYa1sT-d4?si=iMOU_Z-66ULbFXnU
Cast system still rules India https://youtu.be/oCjYa1sT-d4?si=iMOU_Z-66ULbFXnU
Identity Attack0.08831879
Insult0.02708937
Profanity0.02932342
Threat0.01119791
Severe Toxicity0.0049591064
Low Tox 0.11129999 Low Con 0.208
Sep 19, 2025 1 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.