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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 #}

Comment Explorer

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Active: "Its not just diploma mills. …" 36 comments · Page 1 of 2
I am Indian and here we have few states : Punjab, Haryana and Gujurat from where where every mid to low tier graduate wants to move to Canada cause it would be an easy life …
I am Indian and here we have few states : Punjab, Haryana and Gujurat from where where every mid to low tier graduate wants to move to Canada cause it would be an easy life upgrade. The top tier ones don't go to diploma mills . Mostly they go to top US universities. Canada isn't getting any of these. I was thinking how stupid the Canadian admins could be.
Identity Attack0.43896464
Insult0.6798578
Profanity0.2327678
Threat0.008466354
Severe Toxicity0.023076924
Moderate 0.64447093 Constructive 0.552 Insult
Oct 1, 2025 1 likes IRCC Names India in Study …
It's an invasion. This is an industry in India- to get people into Canada/West. They scam, lie, and cheat their way in. We need to remove the criminals first, then go after the fraud (fake …
It's an invasion. This is an industry in India- to get people into Canada/West. They scam, lie, and cheat their way in. We need to remove the criminals first, then go after the fraud (fake diploma mills, fake refugee status) fine them, imprison them, then deport and ban them from entering again. Then go after the people who are avoiding their orders to leave. In my view, the vast majority who are here from India has been through fraud. "refugee" my ass. Get them out
Identity Attack0.46028158
Insult0.5239335
Profanity0.48510036
Threat0.16699752
Severe Toxicity0.16960317
Moderate 0.64447093 Constructive 0.518 Insult Fear_Threat
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
My sister got scammed from one of those diploma mills. These people need to go I have no sympathy for these dirty nasty people
My sister got scammed from one of those diploma mills. These people need to go I have no sympathy for these dirty nasty people
Identity Attack0.10221587
Insult0.6109131
Profanity0.35094926
Threat0.026479885
Severe Toxicity0.02453801
Moderate 0.5885171 Moderate Con 0.41 Insult Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of …
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of these people pay taxes,almost everyone seen in the video works,and last I checked even blue collar workers pay taxes,from an uber eats driver to the nurse These people come here legally paying double and triple in fees,they're not illegal immigrants like many in USA The church was sold willingly for money and then the temple was built,all temples pay property taxes and were bought with money No one wants to talk about diploma mills willingly giving admissions to the students The people welcomed the youtuber with open arms,explained things,gave answers and a lot of food Some things need improvement I totally agree like Indians need to maintain cleanliness and integrate but overall what a piece of propaganda this video is,people in comments literally ignoring how welcoming the people were to this youtuber That guy is totally right,people don't really face racism irl Anyways I am glad people irl are not like people online,I love Canada and always will and I'm proud of how welcoming and open Canada is 🇨🇦❤️
Identity Attack0.24293575
Insult0.53014356
Profanity0.16496858
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.50759226 Constructive 0.817 Insult Policy_Critique
Sep 19, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know …
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know what” thrash won’t acknowledge same low IQ Africans don’t have forged certificates, don’t get their degrees from diploma mills like these Indians and actually go to proper Universities. They’re also hardworking, respectful folks who are not in your face and haven’t tried to take over Canada. I was born in Nigeria. I don’t live in Canada not because of Indians, though I see far too many of them in Lagos (because believe it or not, they’re everywhere) but because of personal preferences. Notice how the bikey cr@ck$r was riding on a bike while those he insults are doctors, lawyers, pharmacists, professors, musicians, athletes etc. I know them because many are my friends and former university colleagues here in America. Africans, especially Nigerians are leading in academia, medicine, music, movies. Unlike Indians they also excel in sports the world over, not just pretentious degrees, most of which are cooked up. African is recognized or respected only when he’s white like Elon Musk and Peter Thiel. And yes, cr@ck$rs are mad everywhere bcos the world they thought belonged to them turns out doesn’t at all. They don’t want to work, want to sit in their mom’s basement smoking joint all day, then use their “you know what” privilege to get ahead just because of their skin color and place of birth lands that belonged to other groups which they forcibly stole and developed with unpaid labor & resources, which they also stole from Africa and Indian sub continent. Anyone of you praising bikey should show me your college degree and I’ll give you $100 real dollars. Remind me again when that smart Nigeria Prince wipes out your bank account in his/her internet scam, how stupid he is with low IQ under 70. LOSERS!
Identity Attack0.5498214
Insult0.5130944
Profanity0.22612886
Threat0.020609349
Severe Toxicity0.042180564
Moderate 0.5024724 Constructive 0.565 Identity Attack Insult Policy_Critique
Feb 9, 2026 Inside Canada's Indian Invasion...
Punjabis take offence when they are called indians and demand a separate country. But they are called Indians as soon as all of their crimes, their illegal immigration scams and their only hiring other punjabi …
Punjabis take offence when they are called indians and demand a separate country. But they are called Indians as soon as all of their crimes, their illegal immigration scams and their only hiring other punjabi students scams or their diploma mill scams are being discussed. then it is "Indian Invasion" even though 95% of them are Punjabis
Identity Attack0.5135796
Insult0.4196762
Profanity0.22602804
Threat0.06939816
Severe Toxicity0.07542343
Moderate 0.4394682 Moderate Con 0.419 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
"Invasion", while it was the previous Canadian government that let in a flood of Indians by letting Canadians run fake diploma mills, including but not limited to khalistani terrorists despite warnings from the Indian govt. …
"Invasion", while it was the previous Canadian government that let in a flood of Indians by letting Canadians run fake diploma mills, including but not limited to khalistani terrorists despite warnings from the Indian govt. But not taking any blame is a part of white culture so it is wt it is ig. Keep importing our worst, keep blaming others instead of your govt, helps us back home
Identity Attack0.43256098
Insult0.26957804
Profanity0.041160982
Threat0.011120236
Severe Toxicity0.014963473
Moderate 0.37751234 Moderate Con 0.374 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
Shut down all the diploma mills and Deport all the fake students from INDIA.
Shut down all the diploma mills and Deport all the fake students from INDIA.
Identity Attack0.3817989
Insult0.24561718
Profanity0.079025
Threat0.09009721
Severe Toxicity0.016254602
Moderate 0.36456755 Low Con 0.157 Call_To_Action
Jan 16, 2026 1 likes 2.9 million Canadian temporary visas …
Canada is COOKED! crime, extortion, fake students on a visa working full time jobs, fake asylum claims, temporary foreigner worker program, "Diploma Mill" colleges, Poaching wild life. And ask the Canadians who grew up in …
Canada is COOKED! crime, extortion, fake students on a visa working full time jobs, fake asylum claims, temporary foreigner worker program, "Diploma Mill" colleges, Poaching wild life. And ask the Canadians who grew up in Canada what it is like trying to find a job, If your last name isn't Singh or Patel good luck to you. Why is it that The Liberal government is letting in over 50% of the immigrants from India compared to the other nations? This is how you get cultural dominance. Immigrants who came to Canada before 2015 really wanted to become Canadian. Now everyone is coming at a fast rate, no one gives a F.
Identity Attack0.36702603
Insult0.27146968
Profanity0.043165036
Threat0.010990778
Severe Toxicity0.017803956
Moderate 0.36095104 Constructive 0.527 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
All Extortion cases in Canada originated from INDIA. INDIA sent all its criminals as students into Canada using diploma Mills.
All Extortion cases in Canada originated from INDIA. INDIA sent all its criminals as students into Canada using diploma Mills.
Identity Attack0.41975367
Insult0.24928534
Profanity0.023789622
Threat0.011249693
Severe Toxicity0.012833111
Moderate 0.36095104 Low Con 0.232
Sep 27, 2025 15 likes IRCC Names India in Study …
Hindus and Sikhs indulged in violence against each other and saw communal riots in Canada in 2023. Indian govt infact has started assassinating naturalised Canadian citizens from India, who are deemed to be "threat" (tick …
Hindus and Sikhs indulged in violence against each other and saw communal riots in Canada in 2023. Indian govt infact has started assassinating naturalised Canadian citizens from India, who are deemed to be "threat" (tick off the hindu nationalidt govt in power). I know some folks, including my neighbour, who immigrated to Canada right after high School — they take services of immigration agents who have contacts with diploma mills there, get a student visa citing enrollment in a sham educational degree, join a minimum wage job and rig the whole process to attain PR & then citizenship — essentially giving low skilled, poorly assimilated labour the citizenship in Canada under guise of skilled or educated immigration. Even as an Indian, the whole situation is insane and astounding to say the least. Hindu Nationalism has spread its roots & conducts marches in Canada within the Indian Hindu areas like they do here in India and people have started performing river aartis as well (communal prayers to worship rivers) — all kinds of pernicious identitarianism is festering there. A ton of Indian immigrants now see Canada merely as a source to better life & resources, but relate to, & are patriotic towards India or assert their rawer religious Sikh or Hindu identity due to lack of any assimilatory pressure & absence of a well defined Canadian identity. Funniest part is Indians, esp Hindus, who vote for hindu nationalists ushering majoritarian policies in India, cheer for persecution of minorities and justify caste system, suddenly co-opt liberalism & decietfully use its talking points to defend their position as a minority in places they migrate to (they do not believe in so, and don't apply the same standards to themselves). If you wish to blame someone, blame the govt of Canada and its elites. At the end of the day, they wanted cheap manual labour, and opened the gates without much consideration.
Identity Attack0.3817989
Insult0.1935001
Profanity0.04141149
Threat0.12536226
Severe Toxicity0.01644827
Moderate 0.32764325 Constructive 0.694 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
The scam was allowed to happen by the liberal-ndp mafia, which created a huge ecosystem of corruption, scams, money-laundering, frauds, and letting in many dishonest people and even criminals to enter the country easily under …
The scam was allowed to happen by the liberal-ndp mafia, which created a huge ecosystem of corruption, scams, money-laundering, frauds, and letting in many dishonest people and even criminals to enter the country easily under the cover of students visa, purchased LMIA'S openly promoted on instagram, entering on tourist visa and converting to LMIA'S with help of corrupt businesses and lawyers, and finally the biggest scam of fake assylum claims. It is a massive corruption racket involving politicians, lawyers, business owners, diploma mill colleges, consultants, and even banks in foreign countries. So Canada is highly corrupt and will only be super corrupt in the future with a lot of dishonest people being let in.
Identity Attack0.055673428
Insult0.3388922
Profanity0.050680235
Threat0.010602405
Severe Toxicity0.008926392
Moderate 0.32074678 Moderate Con 0.384 Unverified_Claim
Sep 29, 2025 IRCC Names India in Study …
All these diploma mills should be shut down 👎👎👎👎👎👎👎
All these diploma mills should be shut down 👎👎👎👎👎👎👎
Identity Attack0.04151922
Insult0.083359696
Profanity0.08581402
Threat0.040638234
Severe Toxicity0.01502803
Moderate 0.30502358 Low Con 0.152
Oct 1, 2025 70 likes IRCC Names India in Study …
You forgot to talk about the "diploma mills" problem. Many of them are not qualified and must be sent back. Just because a corrupt government lets you in, it doesn't give you the right to …
You forgot to talk about the "diploma mills" problem. Many of them are not qualified and must be sent back. Just because a corrupt government lets you in, it doesn't give you the right to take advantage of the people living there.
Identity Attack0.01274247
Insult0.26395
Profanity0.019690514
Threat0.008531082
Severe Toxicity0.0031089783
Low Tox 0.27525392 Moderate Con 0.449
Dec 29, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As a recent student of Conestoga College, I can say that the school is only a diploma mill. Half of the students in my class only showed up for tests. Some spoke no English and …
As a recent student of Conestoga College, I can say that the school is only a diploma mill. Half of the students in my class only showed up for tests. Some spoke no English and the cheating is so rampant that most teachers turn a blind eye! They’re passing students who should not be passing. And if you think Canadians are racist you should have been at Conestoga College as your eyes would have been opened!
Identity Attack0.2331515
Insult0.16883044
Profanity0.017845914
Threat0.0076507707
Severe Toxicity0.0059127808
Low Tox 0.26859093 Moderate Con 0.427
Sep 28, 2025 1,319 likes IRCC Names India in Study …
fake diploma mill school the loop hole of the people from deep rural villagers.
fake diploma mill school the loop hole of the people from deep rural villagers.
Identity Attack0.021083053
Insult0.16809943
Profanity0.06546012
Threat0.009437286
Severe Toxicity0.0065231323
Low Tox 0.25462922 Low Con 0.137 Unverified_Claim
Oct 5, 2025 IRCC Names India in Study …
They shall be removed from Canada. Diploma mill schools are still widely open and running. Absolutely everyone knows it’s India and china. DO SOMETHING!!!!!!!!!!!’
They shall be removed from Canada. Diploma mill schools are still widely open and running. Absolutely everyone knows it’s India and china. DO SOMETHING!!!!!!!!!!!’
Identity Attack0.23922618
Insult0.06459839
Profanity0.02119352
Threat0.08703069
Severe Toxicity0.011978149
Low Tox 0.25462922 Low Con 0.156
Sep 30, 2025 IRCC Names India in Study …
Why blame india? Clean your own diploma mills first.
Why blame india? Clean your own diploma mills first.
Identity Attack0.24293575
Insult0.08831572
Profanity0.026044132
Threat0.00933372
Severe Toxicity0.0061416626
Low Tox 0.25462922 Low Con 0.135
Oct 2, 2025 IRCC Names India in Study …
1:48 the fake colleges are the real ones. Conestoga has become a diploma mill because they can make so much money pumping out foreign students.
1:48 the fake colleges are the real ones. Conestoga has become a diploma mill because they can make so much money pumping out foreign students.
Identity Attack0.10221587
Insult0.083359696
Profanity0.037403382
Threat0.007754337
Severe Toxicity0.0049591064
Low Tox 0.2359567 Low Con 0.187 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Fine those diploma mills, and fraudulent employers, take those funds plus more tax dollars fund CBSA to round up and deport. Expand CBSA powers, add immigration control as secondary task to local police, and lease …
Fine those diploma mills, and fraudulent employers, take those funds plus more tax dollars fund CBSA to round up and deport. Expand CBSA powers, add immigration control as secondary task to local police, and lease a cruise ship to deport them back.
Identity Attack0.048737846
Insult0.14331897
Profanity0.016411226
Threat0.030278467
Severe Toxicity0.005493164
Low Tox 0.22980402 Moderate Con 0.323
Oct 1, 2025 1 likes IRCC Names India in Study …
The biggest mistake of these Diploma Mill schools was that they allowed tuition refund which was grossly abused by these people from Punjab
The biggest mistake of these Diploma Mill schools was that they allowed tuition refund which was grossly abused by these people from Punjab
Identity Attack0.17536941
Insult0.113185234
Profanity0.056441884
Threat0.01052473
Severe Toxicity0.0075531006
Low Tox 0.2028889 Low Con 0.259 Unverified_Claim
Dec 25, 2025 Deportations From Canada at Their …
I really appreciate that you did this video to try and shine some light on what's happening in Canada. However, this was such a missed opportunity. There was never any questions about why millions of …
I really appreciate that you did this video to try and shine some light on what's happening in Canada. However, this was such a missed opportunity. There was never any questions about why millions of indians have been allowed in the country in record numbers. There is so much fraud in the government with their diploma mills, drug trafficking and employment scams. This video could have been so much bigger and exposed the corruption in the Canadian government. This is not what Canadians want
Identity Attack0.16373143
Insult0.09563028
Profanity0.017436003
Threat0.007301235
Severe Toxicity0.004425049
Low Tox 0.2028889 Constructive 0.698 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The problem is, Canadian govt called too many..and that's all for money. Coming as a student needs lifetime savings. For anyone who doesn't know, it take upwards of $50k dollar to come to Canada as …
The problem is, Canadian govt called too many..and that's all for money. Coming as a student needs lifetime savings. For anyone who doesn't know, it take upwards of $50k dollar to come to Canada as a student And that's for those diploma mill colleges. And students need an Extra 20k , often more to pay the remaining fee for next year, which means they have to work no matter what. This is why you see Indians working everywhere. Anyone saying there are too many Indians, well its because you are too greedy for that money
Identity Attack0.18235919
Insult0.081261896
Profanity0.025770858
Threat0.007586042
Severe Toxicity0.005455017
Low Tox 0.200795 Constructive 0.514 Policy_Critique
Feb 16, 2026 Inside Canada's Indian Invasion...
Cherry picking ragebait title. Carney has done a fantastic job. Cracking down on diploma mills != Legal immigrants.
Cherry picking ragebait title. Carney has done a fantastic job. Cracking down on diploma mills != Legal immigrants.
Identity Attack0.10221587
Insult0.0654725
Profanity0.01887069
Threat0.008893564
Severe Toxicity0.0040626526
Low Tox 0.16331999 Constructive 0.504 Meta_Commentary
Feb 12, 2026 Canada's tighter immigration policy divides …
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately halt the unchecked influx of immigrants from India. This is not about xenophobia—it's about protecting Canadian society, resources, …
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately halt the unchecked influx of immigrants from India. This is not about xenophobia—it's about protecting Canadian society, resources, and identity from a pattern of exploitation that is eroding our nation. 1. Failure to Assimilate and Community Insularity Indian immigrants are not integrating into Canadian culture. Instead, they form parallel societies: Sending children to private ethnic schools that prioritize Indian languages and customs over Canadian values. Erecting statues and cultural symbols that celebrate India, not Canada—this is Canada, not a satellite of New Delhi. Prioritizing their own communities in hiring and services, creating ethnic enclaves that exclude others. This insularity prevents true assimilation and fosters division. 2. Exploitation of Systems and Loopholes Many arrive through fraudulent means and demand instant benefits: Establishing "diploma mill" colleges solely to gain entry, then claiming permanent residency or citizenship after minimal study. Only Indians teachers are hired through this made up "Colleges". Sponsoring extended family chains (parents, siblings, cousins) who contribute nothing but drain resources. Elderly parents, who have never paid Canadian taxes, access healthcare and social services immediately, overburdening hospitals while their families use nursing homes as a last resort. Bribing for driver's licenses abroad, leading to reckless, entitled driving on Canadian roads. These tactics exploit loopholes, bypassing fair processes meant for genuine contributors. 3. Strain on Resources and Job Market The rapid population growth is unsustainable: High birth rates (far above Canada's replacement level) are used strategically to "populate" the country and secure more benefits. Taking jobs from Canadians in government, police, education, healthcare, and beyond—often through nepotism and "cutting in line" for their networks. For example IRCC Director - Harpreet Kochhar Deputy Minister - Pemi Gill and Aiesha Zafar who have no idea where the 79,000 illegal Indians are in Canada. Remove these Minister from their position. They are incompetent in the jobs. Fraud = Predominant country = India. Nepotism is rampant in their community and their class system mentality. Overwhelming housing, food banks, parks (littered with garbage), and public spaces (including reports of improper behavior on beaches). Many work in low-productivity roles, undercutting wages and relying on welfare despite employment. Canadians are being displaced in their own country. 4. Criminal and Cultural Importation A subset brings a "gangster mentality" from India: Rising involvement in organized crime, fraud, and violence in cities like Brampton and Surrey. Lazy or substandard work ethic in some cases, prioritizing quick gains over quality. Just look at Tim Horton! This is not the skilled, law-abiding immigration Canada needs. Call to Action: Policy Reforms Now Cap and pause Indian immigration until assimilation metrics improve. End chain migration and fake college scams—require proven contributions before PR/citizenship. Enforce assimilation: Mandate public schools, cultural integration tests, and community service. Protect Canadians first: Prioritize housing, jobs, and services for citizens. I don't care if this is labeled "racist"—the evidence is clear. Indians are not here to build Canada; many are here to overtake it. Canadians have to act before it's too late.
Identity Attack0.14661247
Insult0.047935467
Profanity0.014566627
Threat0.008634649
Severe Toxicity0.004196167
Low Tox 0.15324512 Constructive 0.674
Oct 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.