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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: "Canada. The India of the …" 853 comments · Page 32 of 35
College in Canada, IRCC is Canadian, Approving officer is Canadian, Money paid is CAD, Recipient is Canadian, Tax on that is paid to CRA, They are charged 4 times more than local students, And still …
College in Canada, IRCC is Canadian, Approving officer is Canadian, Money paid is CAD, Recipient is Canadian, Tax on that is paid to CRA, They are charged 4 times more than local students, And still how can you blame this on the other countries (India) when its allowed by you (Canada).. 😅😅
Identity Attack0.04538634
Insult0.025413504
Profanity0.012346277
Threat0.006084333
Severe Toxicity0.0019264221
Low Tox 0.07845957 Moderate Con 0.475
Sep 30, 2025 IRCC Names India in Study …
That was modi 's solution to India job crisis send everyone to UK,US,Canada,Australia,europe
That was modi 's solution to India job crisis send everyone to UK,US,Canada,Australia,europe
Identity Attack0.04667538
Insult0.023866551
Profanity0.013678487
Threat0.009385503
Severe Toxicity0.002708435
Low Tox 0.07845957 Low Con 0.201 Comparative_Framing
Feb 23, 2026 Canadian immigration officers investigating hundreds …
As a teen Pakistani Canadian who was born in Canada I totally agree, to move countries is to adapt to new ways of living, new values and respecting lands on which they inhabit. Indians mostly …
As a teen Pakistani Canadian who was born in Canada I totally agree, to move countries is to adapt to new ways of living, new values and respecting lands on which they inhabit. Indians mostly come here and start living the way they used to effectively turning Canada into new India… all I’m saying is I don’t mind respectful people but if you come here acting like it’s your motherland you need to learn to respect the culture and land here.
Identity Attack0.06385879
Insult0.021868404
Profanity0.013576009
Threat0.006479179
Severe Toxicity0.0021457672
Low Tox 0.07845957 Constructive 0.782 Personal_Narrative
Mar 1, 2026 Inside Canada's Indian Invasion...
My Brothers And Sisters, Just Curious, What Year Did India 🇮🇳 People, Started Coming To Canada 🇨🇦 🍁? And What Year Did African People From The Countries Of Nigeria 🇳🇬, Uganda 🇺🇬, South Sudan 🇸🇸, …
My Brothers And Sisters, Just Curious, What Year Did India 🇮🇳 People, Started Coming To Canada 🇨🇦 🍁? And What Year Did African People From The Countries Of Nigeria 🇳🇬, Uganda 🇺🇬, South Sudan 🇸🇸, Sudan 🇸🇩, And Kenya 🇰🇪 To, Started Coming To Canada 🍁 🇨🇦 ?
Identity Attack0.07094744
Insult0.018065477
Profanity0.015659723
Threat0.0066798385
Severe Toxicity0.00289917
Low Tox 0.077668175 Moderate Con 0.322
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
I traveled through India in 2000. I can understand why so many people move to Canada. India is intense to say the least. I’ve worked with great people from India and bad people from India. …
I traveled through India in 2000. I can understand why so many people move to Canada. India is intense to say the least. I’ve worked with great people from India and bad people from India. It’s no different than any other country. Great video.
Identity Attack0.058856625
Insult0.022512967
Profanity0.015454767
Threat0.0072106146
Severe Toxicity0.0022220612
Low Tox 0.077668175 Constructive 0.709 Personal_Narrative
Sep 19, 2025 98 likes Inside Canada's Indian Metropolis (Brampton)
If i wanted to live in India I'd move there. This is canada.
If i wanted to live in India I'd move there. This is canada.
Identity Attack0.06476828
Insult0.017807651
Profanity0.015728042
Threat0.006912862
Severe Toxicity0.0027275085
Low Tox 0.07608539 Moderate Con 0.369 Identity_Assertion
Feb 9, 2026 Inside Canada's Indian Invasion...
There are places in Punjab India where entire villages have migrated to Canada en mass. And having criminal record did not stop them from migrating no questions asked just come..
There are places in Punjab India where entire villages have migrated to Canada en mass. And having criminal record did not stop them from migrating no questions asked just come..
Identity Attack0.041261412
Insult0.023995465
Profanity0.010125926
Threat0.0064727063
Severe Toxicity0.0014400482
Low Tox 0.07608539 Constructive 0.524 Unverified_Claim
Feb 18, 2026 5 likes Canadian immigration officers investigating hundreds …
Now I see why Alberta wants to separate from the rest of India, I’m mean Canada
Now I see why Alberta wants to separate from the rest of India, I’m mean Canada
Identity Attack0.056582913
Insult0.019096779
Profanity0.013166099
Threat0.0072365063
Severe Toxicity0.0020980835
Low Tox 0.07450261 Moderate Con 0.354 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
And how did canada (part of british commonwealth) become rich again? Hmmm. By colonizing countries? Like they did in India? What comes around....
And how did canada (part of british commonwealth) become rich again? Hmmm. By colonizing countries? Like they did in India? What comes around....
Identity Attack0.042550452
Insult0.021997316
Profanity0.012961143
Threat0.0069646453
Severe Toxicity0.0020694733
Low Tox 0.07371122 Low Con 0.197
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
India’s gift to Canada!
India’s gift to Canada!
Identity Attack0.046159767
Insult0.022255141
Profanity0.013473531
Threat0.006977591
Severe Toxicity0.002784729
Low Tox 0.07371122 Moderate Con 0.359 Identity_Assertion
Feb 20, 2026 Canadian immigration officers investigating hundreds …
45+ million Idians live outside India. Canada is not the only country attract Indians. The EU has just done an Indian migration deal - against trade.
45+ million Idians live outside India. Canada is not the only country attract Indians. The EU has just done an Indian migration deal - against trade.
Identity Attack0.084182754
Insult0.017292
Profanity0.011406898
Threat0.0067186756
Severe Toxicity0.0015258789
Low Tox 0.07212844 Constructive 0.522 Comparative_Framing
Feb 6, 2026 Inside Canada's Indian Invasion...
And Brampton is known as the capital of truck licenses without the proper test. The TV show Marketplace exposed that situation a few years ago. I'm new to Canada, but one thing about people from …
And Brampton is known as the capital of truck licenses without the proper test. The TV show Marketplace exposed that situation a few years ago. I'm new to Canada, but one thing about people from India is that if they have the opportunity to skip or cheat on a test, they take it. I know this firsthand. Another important fact is the population of India; they are around 1,300 millons people, but only 1% of those people can collapse the immigration system of a country, in this case, Canada. And Canada allowed it. Last but not least, I don't know if deodorant is forbidden in India, but they smell really bad.
Identity Attack0.036105253
Insult0.027730936
Profanity0.015693882
Threat0.0076507707
Severe Toxicity0.0019073486
Low Tox 0.07054565 Constructive 0.679
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada. The India of the North.
Canada. The India of the North.
Identity Attack0.046159767
Insult0.02212623
Profanity0.013063621
Threat0.0065568537
Severe Toxicity0.0022411346
Low Tox 0.07054565 Low Con 0.295 Comparative_Framing
Nov 22, 2025 Quebec Ends Economic Immigration Program …
No this is Canada not India , please understand the difference?
No this is Canada not India , please understand the difference?
Identity Attack0.04512853
Insult0.020966014
Profanity0.0108774295
Threat0.0059937127
Severe Toxicity0.0016784668
Low Tox 0.06896287 Moderate Con 0.306 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Everyone is contradicting every one else... it's a boom, it's a recession, they work for cash, they don't ... it's easier in Canada, it's easier in India... 😊
Everyone is contradicting every one else... it's a boom, it's a recession, they work for cash, they don't ... it's easier in Canada, it's easier in India... 😊
Identity Attack0.031980325
Insult0.025929155
Profanity0.012107162
Threat0.0059937127
Severe Toxicity0.0014400482
Low Tox 0.06817148 Moderate Con 0.407 Humor_Satire
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
India has two billion people. They can send one-hundred million to the United States and one-hundred million to Canada
India has two billion people. They can send one-hundred million to the United States and one-hundred million to Canada
Identity Attack0.048737846
Insult0.01617693
Profanity0.014634945
Threat0.009411395
Severe Toxicity0.0025558472
Low Tox 0.067380086 Low Con 0.212 Fear_Threat
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
I were to live in India as a Indian i would like to move to canada
I were to live in India as a Indian i would like to move to canada
Identity Attack0.053854458
Insult0.016632931
Profanity0.02030538
Threat0.007974415
Severe Toxicity0.002708435
Low Tox 0.0665887 Moderate Con 0.411 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank …
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank $200,000 of hard earned money into the Canadian Education system — Not as a fast track gimmick to immigrate, but so I could achieve my dream as a Game Developer. This money was family income, earned on 1/4th the salary, taking 4x longer to save. I was a great privileged to me. Today 15 years later, no one would ever think I'm from India. I sound Canadian, I behave Canadian, I have Canadian values, and I am Canadian. I came here because I loved Canada. I would watch hours upon hours of indigenous history, and on my Citizenship day, I watched Juno Beach to celebrate. However I must say this... I suffered through s*icidal depression here for 8 years, because I had far less leverage here than in a developing country, and it's really telling what sort of situation we're all in... Rent caps in Canada were removed... The housing market was open to foreign investors / and real estate monopolies with a 20% year-on-year rise... Rents went from 1000$ to 2100$ MINIMUM for a 1 bedroom through Trudeau's term and the govt said "It's not a federal responsibility"... Auto insurance is like 2.5-3.5k a year in Ontario and if you get a dent, you pay a deductable... I was quoted 8500$ for two wisdom teeth surgeries while it costed me 260$ abroad... During Covid - property owners, banks, and grocery stores exploited our misery and made record profits!... The govt stopped filtering through it's immigrants with "interviews", and it's operating like a scam — "Bring all your foreign money, convert it to CAD, and keep our GDP stable.. while we neither have the infrastructure, nor the job market to support these numbers". I think some accountability is due... these issues are "symptoms", not the problem — The problem is our Liberal govt / policies, and our wonderful voting body who voted Liberal term after term after term while complaining. Why does this govt safeguard extremism, foreign politics, foreign separatism? Khalistanis are as much of a threat / nuance to India than it is to Canada, but in Canada they actually have a unrestricted platform. Instead of resenting immigrants, we need to start resenting how mismanaged Canada is by our govt, and hold our voting body accountable. We had a chance to vote differently, but once again a repackaged and rebranded Liberal term. Because my ethnicity is Indian, I've become an object of collective resentment / hatred, and I don't think that's fair.. Please direct it at your vote, and govt level policies. Why should I (and other's like me) be crucified with the sins of other immigrants? It's like hating all your neighbors in a burning building, when the management has been lighting the fire.
Identity Attack0.026810925
Insult0.027218282
Profanity0.022354934
Threat0.0074436385
Severe Toxicity0.0024795532
Low Tox 0.0665887 Constructive 0.817 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
I was going through college in southern Ontario about half a decade ago. The faculty was alright but the one that always stuck with me was an elderly Indian man who had a PHd (what …
I was going through college in southern Ontario about half a decade ago. The faculty was alright but the one that always stuck with me was an elderly Indian man who had a PHd (what he was doing teaching at a community college, I'm not sure). He immigrated from India sometime in the 70's, I think, and sometimes told us stories about how he'd never seen electricity until he was well into adulthood. This was at the early stages of Indian mass immigration to the province, but the international students were already becoming a known problem in the school. They never spoke to anyone else, hung out in big groups together on campus, I swear most of them couldn't even speak English. They constantly cheated on everything and shared answers, I heard like 7 of them got failed for submitting identical lab reports one time. Most people knew they were a problem, but no one was comfortable saying anything. Except the Indian professor. He would publicly call them out for shit in class, berate them, shit talk them openly to other students. I've literally never seen anyone more angry about those Indian students than that Indian professor. It's not hard to see why, he busted his ass to immigrate to Canada, get work and get into a good university. He completed a doctorate, for Christ's sake. He didn't see a street light until he was 25, and worked his way to the bleeding edge of digital science. Now there's a bunch of lazy assholes invited in by the government brazenly trying to cheat their way to a degree in his goddamn class. I'd crash out too.
Identity Attack0.04796442
Insult0.025800243
Profanity0.018597418
Threat0.007793174
Severe Toxicity0.002193451
Low Tox 0.06579731 Constructive 0.707 Personal_Narrative
Feb 3, 2026 Inside Canada's Indian Invasion...
Good balanced journalism. It showed the divide not just between those from india and others in Canada but the acceptance and community. There are those that are taking advantage while there are many that are …
Good balanced journalism. It showed the divide not just between those from india and others in Canada but the acceptance and community. There are those that are taking advantage while there are many that are productive and positive members of the community. The one common agreed upon idea is that canadian immigration needs to be tightened up so the posative people can get in and the people who would take advantage of or be criminals are kept outno matter what country they come from.
Identity Attack0.035847444
Insult0.025929155
Profanity0.010689554
Threat0.006809296
Severe Toxicity0.0014686584
Low Tox 0.06579731 Constructive 0.796 Policy_Critique
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
📖 Rapid Indian Immigration in Canadian Cities (0:00 - 2:10) ├─ 0:00 Racism and Stereotypes Against Indian Immigrants ├─ 0:32 Mass Migration of Indian Immigrants to Canada ├─ 1:00 Human Smuggling and Immigration Issues └─ …
📖 Rapid Indian Immigration in Canadian Cities (0:00 - 2:10) ├─ 0:00 Racism and Stereotypes Against Indian Immigrants ├─ 0:32 Mass Migration of Indian Immigrants to Canada ├─ 1:00 Human Smuggling and Immigration Issues └─ 1:50 Immigration and Cultural Assimilation in Canada 📖 Impact of Indian Immigration on Local Communities (2:10 - 3:20) └─ 2:10 Impact of Indian Immigration on Local Communities 📖 Racial Tensions and Demographic Changes in Bmpton (3:20 - 4:38) ├─ 3:20 Racial Diversity and Demographic Changes └─ 3:58 Racial Tensions and Experiences in Multicultural Settings 📖 Racism and Xenophobia in Canadian Communities (4:38 - 6:09) ├─ 4:38 Racism and Xenophobia in Canadian Communities ├─ 5:14 Negative Views on Immigration and Cultural Differences └─ 5:49 Consequences of Demographic Replacement in Bmpton 📖 Driving Habits and Road Safety Concerns (6:09 - 7:30) ├─ 6:09 Distracted and Aggressive Driving in Canada ├─ 6:43 Poor Driving Habits in Canada └─ 7:04 Distracted Driving in Bmpton Residents 📖 Indian Immigration and Economic Impact (7:30 - 8:48) ├─ 7:30 Immigrant Experiences in Canada's Indian Community └─ 8:17 Rise of Ethnic Nationalism in Canada 📖 Hanuman Symbolism in Multicultural Communities (8:48 - 10:25) ├─ 8:48 Canada's Changing Demographics and Cultural Symbols ├─ 9:29 Earning Money through Mobile Games └─ 9:58 Making Money with Mobile Apps 📖 Punjabi Independence Movement and Human Smuggling (10:25 - 11:46) ├─ 10:25 Punjab Independence Movement and Kalistan ├─ 10:50 India's Economic and Political Challenges └─ 11:13 Human Smuggling Across the Canada-US Border 📖 Human Trafficking Sting Operation Setup (11:46 - 13:34) ├─ 11:46 Arranging a Pickup for Human Trafficking ├─ 12:20 Human Trafficking Sting Operation Risks and Preparations └─ 12:50 Human Trafficking and Kidnapping Fears and Preparations 📖 Human Trafficking through Student Visa Scams (13:34 - 14:49) 📖 Crossing the US-Canada Border Illegally (14:49 - 16:56) ├─ 14:49 Crossing the US-Canada Border Illegally ├─ 15:20 Crossing the Canadian Border Anxieties ├─ 15:50 Traveling to Canada in Winter └─ 16:18 Phone Theft and Harassment Tactics 📖 Crossing the Border Illegally with a Smuggler (16:56 - 18:21) ├─ 16:56 Crossing the Border Illegally in Canada ├─ 17:29 Smuggling Items Past Border Patrol └─ 17:53 Safety Concerns in Traveling to Canada 📖 Human Smuggling Operation in Canada (18:21 - 22:02) ├─ 18:21 Crossing the Border Illegally with Smugglers ├─ 19:04 Emergency Preparations and Safe Houses └─ 19:45 Human Smuggling Operations in Canada Exposed
Identity Attack0.06249457
Insult0.02212623
Profanity0.019690514
Threat0.0104988385
Severe Toxicity0.005302429
Low Tox 0.06500591 Constructive 0.543
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Almost all of them just enrolled in Canada not really to study, but to use Canada as a pathway to cross into the US, which is why they disappear after enrolling in school. That’s the …
Almost all of them just enrolled in Canada not really to study, but to use Canada as a pathway to cross into the US, which is why they disappear after enrolling in school. That’s the kind of moves people from INDIA’s make.
Identity Attack0.045901958
Insult0.022061773
Profanity0.012175481
Threat0.006602164
Severe Toxicity0.0016498566
Low Tox 0.06381883 Moderate Con 0.407 Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
Inside New Indias Metropolis. There is no more Canada
Inside New Indias Metropolis. There is no more Canada
Identity Attack0.0440973
Insult0.017356457
Profanity0.011902207
Threat0.0076507707
Severe Toxicity0.0020694733
Low Tox 0.063027434 Low Con 0.262
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
As an Indian I understand what Canadians are going through.Indians behave your self .You should represent India by supporting their system not changing their system 😢. I support the views of Canada. I Support from …
As an Indian I understand what Canadians are going through.Indians behave your self .You should represent India by supporting their system not changing their system 😢. I support the views of Canada. I Support from India
Identity Attack0.052035484
Insult0.018838953
Profanity0.013917602
Threat0.007353018
Severe Toxicity0.0019264221
Low Tox 0.061444655 Constructive 0.634 Personal_Narrative
Nov 1, 2025 1 likes Why Canadians Are Turning Against …
Is it india or Canada ? Does Canada need a mister Trump ?.
Is it india or Canada ? Does Canada need a mister Trump ?.
Identity Attack0.022188433
Insult0.024124376
Profanity0.011782649
Threat0.006653947
Severe Toxicity0.0015544891
Low Tox 0.06104896 Low Con 0.161 Question
Aug 25, 2025 2 likes Why Canadians Are Turning Against …

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.