Skip to content
Canadian Immigration Dashboard [ CID ]
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

click to expand

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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "⚠️ Freedom of Speech ≠ …" 14 comments
10:40- Bullshit who the hell told you that there is dearth of freedom of speech in Punjab.
10:40- Bullshit who the hell told you that there is dearth of freedom of speech in Punjab.
Identity Attack0.28034934
Insult0.5072643
Profanity0.80158395
Threat0.079364374
Severe Toxicity0.45895407
Toxic 0.8988238 Low Con 0.272 Insult Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Close the borders the muslims are crazy we have way to much here Canada is now a joke freedom of speech for white people doesn't exist its a joke everytime we say anything we are …
Close the borders the muslims are crazy we have way to much here Canada is now a joke freedom of speech for white people doesn't exist its a joke everytime we say anything we are racist or they say white privelage in other countrys say africa example were its prominent ly black what do they call rich people black privileged white people call it rich privileged not white privileged so crazy
Identity Attack0.6487889
Insult0.6099415
Profanity0.20592089
Threat0.022681303
Severe Toxicity0.16960317
Moderate 0.6744087 Moderate Con 0.421 Identity Attack Insult
Sep 10, 2025 Why Canadians Are Turning Against …
guy on the bike say that "indians are generally a dirty people" just as easy as ordering a big mac. he got nuttin to hide. exercising his freedom of speech like a champ. lol
guy on the bike say that "indians are generally a dirty people" just as easy as ordering a big mac. he got nuttin to hide. exercising his freedom of speech like a champ. lol
Identity Attack0.5135796
Insult0.5130944
Profanity0.2366394
Threat0.01052473
Severe Toxicity0.023645958
Moderate 0.50789946 Moderate Con 0.379 Identity Attack Insult Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada is REAPING fruits of Supporting TERRORISTS from INDIA, namely KHALISTANI in the name of Freedom of Speech. What was Canadeans were expecting? Something NICE out of such SUPPORT? 😂😂😂
Canada is REAPING fruits of Supporting TERRORISTS from INDIA, namely KHALISTANI in the name of Freedom of Speech. What was Canadeans were expecting? Something NICE out of such SUPPORT? 😂😂😂
Identity Attack0.44690517
Insult0.36193377
Profanity0.026044132
Threat0.011068452
Severe Toxicity0.023076924
Moderate 0.40891263 Low Con 0.2
Aug 25, 2025 Why Canadians Are Turning Against …
11:00 what did sikh man say that they can't speak freely in india?😂 What a joke? People literally abuse every govt on India online offline doesn't matter it's left or right..indian doesn't have civic sense …
11:00 what did sikh man say that they can't speak freely in india?😂 What a joke? People literally abuse every govt on India online offline doesn't matter it's left or right..indian doesn't have civic sense doesn't follow rule especially those traffic rules in Brampton and in india bcoz in india they got too much freedom in the name of so fundamental rights,free speech..... These people go in foreign countries and say they got tortured by indian govt they don't have freedom like seriously? This is literally hilarious things....99% Sikh driving truck in foreign countries and talking about freedom... Educated, middle class sikh working in India , have sikh military regiment, and punjab state have Sikh govt and they aren't able to speak right? Govt need to indentify such traitors.....and cancel their Visa and sieze Thier property in India......
Identity Attack0.38445538
Insult0.27763805
Profanity0.19524631
Threat0.13211988
Severe Toxicity0.02383376
Moderate 0.37751234 Constructive 0.522 Identity_Assertion
Feb 4, 2026 Inside Canada's Indian Invasion...
⚠️ Freedom of Speech ≠ Freedom of Hate Speech. 1. Do they have any Valid Answer for Why They Hate Indians? 2. Do they have any Logical Explanation for How Indians are Harming People Across …
⚠️ Freedom of Speech ≠ Freedom of Hate Speech. 1. Do they have any Valid Answer for Why They Hate Indians? 2. Do they have any Logical Explanation for How Indians are Harming People Across the World? 📌 The Answer is NO. 👾 Any Negative Action or Thought By An Individual from India ≠ Every or Many Indians' Action or Thought. 👾 Minor Exceptions Do Not Represent Most of the Indians. 🤖 Spreading Hatred Because of a Minor or No Reason is a Sign of Poor Mental Condition or Lack of Proper Education & Awareness. 🇮🇳 India is Much Bigger than Someone's Imagination. 🇮🇳 Being An Indian is a Matter of Pride. 1. India is the World's Largest Democracy. 2. India is One of the World’s Oldest Civilizations. 3. India has the World's Oldest Religion. 4. India is One of the Most Diverse Countries in the World. 5. India is One of the Fastest-growing Major Economies in the World. 6. India is the 4th Largest Economy in the World. 7. India has One of the Fastest-growing Startup Ecosystems in the World. 8. India is the Home to 18% of Total Humanity on Earth. 9. India has One of the Most Influencial Cultural Diversities in the World. 10. India Produces World's 2nd Most STEM (Science, Technology, Engineering & Mathematics) Graduates Every Year. 11. India has One of the Largest Youth Work forces in the World. 12. India has the 2nd Largest Active Military Personnel in the World. 13. India is the 4th Powerful Military in the World. 14. India is the World's Pharmacy that Provides 20% of the World’s Generic Medicines. 15. India is the First Country to Reach Mars Orbit on its First Attempt. 16. India is the First Country to Land near the Moon’s South Pole. 17. Many Scientific & Mathematical Concepts Like Zero, Decimal System, Yoga, Astronomy, Metallurgy were Originated in India. 18. India has the World's Largest Highly Skilled Diaspora across the Countries. 19. India is the CEO Capital of the World leading World's Largest Corporations. 20. India has 3rd Highest Billionaires in the World. 21. About 11% of All the American Unicorn Startups are Co-founded by Indian Origin Citizens. 22. About 10% of Total US Patents are Attributed to the Indian-origin Inventors. 23. About 10% of Total US Physicians are of Indian Origin. 24. Indian Diaspora Contributes more than 5% of Total US Income Taxes Annually. 25. Indian Diaspora Contributes more than 5% of the UK’s Total GDP. 26. About 60% of all Hotels in the United States are Owned By Indian-origin Businessmen. 27. About 40% of all Convenience Stores in the US are Owned By Indian-origins. 28. Indian Origins are the Highest-earning Ethnic Group in the U.S. 29. Indian Diaspora Holds over 300 High-ranking Government Positions Across the Countries. 30. India Survived & Rebuilt itself after Centuries of Foreign Invasions & Colonization. 🤔 Actions of Individuals ≠ Actions of 1.4 Billion Indians.
Identity Attack0.39334553
Insult0.25998658
Profanity0.14313951
Threat0.046541955
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.601 Moral_Argument
Feb 20, 2026 1 likes Inside Canada's Indian Invasion...
If a Canadian speaks facts about whats happening in Canada we are called racist and held accountable. Theres no freedom of speech anymore. I get banned for 24 hrs for speaking the truth on social …
If a Canadian speaks facts about whats happening in Canada we are called racist and held accountable. Theres no freedom of speech anymore. I get banned for 24 hrs for speaking the truth on social media. Canada has become a joke. Canadians are moving away and migrants keep coming in. Because we can't get the support from our government and costs r sky high and jobs r no longer givin to Canadians only immigrants. Migrants come in with smiles but have a plan to destroy us and take over. Same as greedy liberals
Identity Attack0.3817989
Insult0.30326313
Profanity0.039407436
Threat0.016638106
Severe Toxicity0.016964722
Moderate 0.36095104 Constructive 0.559
Sep 11, 2025 2 likes Why Canadians Are Turning Against …
The reason khalistan referendums happen in Western countries it's because if you try voicing your opinion in india, you will be murdered or jailed. Cow dung is treated better than freedom of speech there. No …
The reason khalistan referendums happen in Western countries it's because if you try voicing your opinion in india, you will be murdered or jailed. Cow dung is treated better than freedom of speech there. No different from the free tibet protests. Largley peacefull, and non-binding referendums.
Identity Attack0.11860296
Insult0.07365121
Profanity0.040910475
Threat0.30463433
Severe Toxicity0.013543231
Low Tox 0.2648175 Moderate Con 0.406 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
As a Canadian it is hilarious to see how hunched over Tyler is in the cold that I am so used to lol. I want to know what job the racist guy on the bike …
As a Canadian it is hilarious to see how hunched over Tyler is in the cold that I am so used to lol. I want to know what job the racist guy on the bike has that allows him so much freedom of speech. As far as I know most places will fire you if they find out you said that stuff on the internet. We have no real freedom of speech in Canada, less so after Trudy. He must be self employed or unemployed or doing something shady under the table that allows him more freedom than other Canadians.
Identity Attack0.105256535
Insult0.20434737
Profanity0.019690514
Threat0.00933372
Severe Toxicity0.005836487
Low Tox 0.2553839 Constructive 0.567 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadian culture used to be the best culture but liberal government and recent migrants have ruined Canadian culture. Liberal policies have ruined jobs /justice system and freedom of speech and cost of living. Its so …
Canadian culture used to be the best culture but liberal government and recent migrants have ruined Canadian culture. Liberal policies have ruined jobs /justice system and freedom of speech and cost of living. Its so sad
Identity Attack0.21470967
Insult0.089778624
Profanity0.013405213
Threat0.008440462
Severe Toxicity0.0045394897
Low Tox 0.23739935 Moderate Con 0.471
Sep 11, 2025 2 likes Why Canadians Are Turning Against …
Cant wait to see the stories of Tyler getting threatened for freedom of speech
Cant wait to see the stories of Tyler getting threatened for freedom of speech
Identity Attack0.009545447
Insult0.026831545
Profanity0.019485557
Threat0.13751452
Severe Toxicity0.005340576
Low Tox 0.17371799 Low Con 0.283 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
This is done deliberately. The government does not support freedom, free speech, decency, Christian values, live and let live. They allowed the radicals, every country that does not respect the people. The global elites of …
This is done deliberately. The government does not support freedom, free speech, decency, Christian values, live and let live. They allowed the radicals, every country that does not respect the people. The global elites of which Trudeau and Carney and every politician follows along. End goal depopulation, and slavery for those who are left breathing.
Identity Attack0.05794714
Insult0.045007613
Profanity0.012004685
Threat0.010239923
Severe Toxicity0.0028800964
Low Tox 0.1373533 Low Con 0.273 Unverified_Claim
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I have a sociology background and I'm from the Ottawa area in Canada. I'm legitimately surprised to actually had some people actually speaking so openly against the Indian invasion. Many Canadians could lose their jobs …
I have a sociology background and I'm from the Ottawa area in Canada. I'm legitimately surprised to actually had some people actually speaking so openly against the Indian invasion. Many Canadians could lose their jobs over having an opinion that goes against the current state of immigration. Canadians don't actually have the Freedom of Speech many Americans enjoy.
Identity Attack0.10221587
Insult0.030595649
Profanity0.01261955
Threat0.006925808
Severe Toxicity0.0024795532
Low Tox 0.11429678 Constructive 0.777 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Good video though, freedom of speech
Good video though, freedom of speech
Identity Attack0.012943448
Insult0.012870909
Profanity0.025634222
Threat0.012026439
Severe Toxicity0.0031661987
Low Tox 0.04711028 Moderate Con 0.386 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...

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.