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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.

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Active: "I a, Pakistani let me …" 12 comments
These racists cowards would rather stay silent and let their communities be overrun by muslim immigrants who forms gangs, deal drugs and groom poor young women, than live around and look at brown people. The …
These racists cowards would rather stay silent and let their communities be overrun by muslim immigrants who forms gangs, deal drugs and groom poor young women, than live around and look at brown people. The guy who said he faced discrimination standing in a line while a lady was served first (lol) should know mostly Indians dont run butcher shops, those must be Pakistani or smth
Identity Attack0.5983441
Insult0.56997263
Profanity0.3122265
Threat0.085497424
Severe Toxicity0.16960317
Moderate 0.60254884 Moderate Con 0.479 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Great a Pakistani saying India lol So this has been since 2016.. before that everything was vetted and was a complete lock down on applications and students. Only 2% were non compliant in general. Everyone …
Great a Pakistani saying India lol So this has been since 2016.. before that everything was vetted and was a complete lock down on applications and students. Only 2% were non compliant in general. Everyone else got jobs or went back. Trudeau let a lot of garbage in!!
Identity Attack0.43896464
Insult0.5362655
Profanity0.11477985
Threat0.008285114
Severe Toxicity0.020644438
Moderate 0.52139956 Moderate Con 0.453 Insult
Oct 4, 2025 1 likes IRCC Names India in Study …
Send all Indian back Let Pakistani and Arabs to come they are white, they've honest and hard work people Canadian girls love Pakistani men and Arabs boys they are handsome too
Send all Indian back Let Pakistani and Arabs to come they are white, they've honest and hard work people Canadian girls love Pakistani men and Arabs boys they are handsome too
Identity Attack0.53446084
Insult0.2679134
Profanity0.11230402
Threat0.031314444
Severe Toxicity0.02453801
Moderate 0.4421347 Moderate Con 0.391 Identity Attack Identity_Assertion
Feb 26, 2026 Inside Canada's Indian Invasion...
Mark Carney has approved 250,000 new imigrants from India and Pakistan. They are immigrants with money so this makes it acceptable to let them gain citizenship. Scarborough will be the capital city where 100% per …
Mark Carney has approved 250,000 new imigrants from India and Pakistan. They are immigrants with money so this makes it acceptable to let them gain citizenship. Scarborough will be the capital city where 100% per cent of the workforce will be Hindu or Pakistani. NO WHITES ALLOWED. Tim Horton's is now hiring.....
Identity Attack0.45348886
Insult0.16758773
Profanity0.036401358
Threat0.012337137
Severe Toxicity0.017029278
Moderate 0.37694603 Moderate Con 0.457 Unverified_Claim
Sep 3, 2025 Why Canadians Are Turning Against …
Like father like son, Uk let’s in too many Pakistanis and Canada let’s in too many Indians.
Like father like son, Uk let’s in too many Pakistanis and Canada let’s in too many Indians.
Identity Attack0.38826546
Insult0.12883772
Profanity0.038154904
Threat0.05042134
Severe Toxicity0.01935331
Moderate 0.33338684 Low Con 0.203 Comparative_Framing
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I a, Pakistani let me tell why won’t assimilate it’s cuz you guys make fun of our accent and culture so we say is they can look down on us even if we assimilate why …
I a, Pakistani let me tell why won’t assimilate it’s cuz you guys make fun of our accent and culture so we say is they can look down on us even if we assimilate why assimilate at all honestly it feels so good no need to speak French or English I only speak English at school even that is interrupted by speaking desi languages like Punjabi Hindi Urdu and others like we can integrate but never assimilate and also not to mention stereotypes you guys do on us so we just say if they gonna treat us negatively why not just take jobs and business we aren’t gonna be treated any better so why not make most out of it and why you guys mad other people have their own communities culture and language you guys were also immigrants not even immigrants but colonizers who literally gcided the natives also why you mad like they are successful and made their own community and support eachother that’s why they aren’t homeless they support eachother and are willing to compromise
Identity Attack0.29951343
Insult0.14150882
Profanity0.17987521
Threat0.045895394
Severe Toxicity0.023076924
Moderate 0.31825066 Constructive 0.747 Personal_Narrative
Oct 11, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I am an Indian and I would say Canada belongs to white people, and we should respect their social values. Canadians dont let Canada to turn into Punjab India or into any other country. Canada …
I am an Indian and I would say Canada belongs to white people, and we should respect their social values. Canadians dont let Canada to turn into Punjab India or into any other country. Canada has a great culture. Preserve your culture Preserve your identity Canadian authorities and Native Canadians must make sure that strict civic sense to be followed by every immigrant.Make English language mandatory for every immigrant. Also every brown skinned is not Indians. Many Pakistani and Bangladeshi also tag themselves as Indians. And Indians who want to turn Canada like their homeland they please come back to India if you miss so much your country why to be in foreign land.
Identity Attack0.3817989
Insult0.09563028
Profanity0.044167064
Threat0.010913103
Severe Toxicity0.01159668
Low Tox 0.29405528 Constructive 0.746 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Not everyone from Punjab is bad but surely khalistan agenda people are not the right ones And also I really don't feel happy about how canada is letting people in who are not good at …
Not everyone from Punjab is bad but surely khalistan agenda people are not the right ones And also I really don't feel happy about how canada is letting people in who are not good at basic things too Your rules look compromised hence you are spoiling your country It's going to be very soon when your country is going to turn into a Pakistani vassal just like UK Because khalistan and Pakistan are linked Edit: I'm from Bharat aka india
Identity Attack0.2831485
Insult0.15911613
Profanity0.04141149
Threat0.014738814
Severe Toxicity0.012703998
Low Tox 0.27975297 Moderate Con 0.478 Fear_Threat
Feb 12, 2026 1 likes Inside Canada's Indian Invasion...
Is this turban people from pakistan? pakistan has this people and also named as punjab, In order to promote terrorism in India and to intrude India's internal affairs , Canadian government let the Sikh immigrants …
Is this turban people from pakistan? pakistan has this people and also named as punjab, In order to promote terrorism in India and to intrude India's internal affairs , Canadian government let the Sikh immigrants to enter illegally in favour. Similarly british government let Pakistanis illegally inside to trouble for kashmir issue. People has to question their poltiicans and remove if they entered illegally ...
Identity Attack0.3043136
Insult0.089778624
Profanity0.02167175
Threat0.05203775
Severe Toxicity0.01083374
Low Tox 0.25915736 Moderate Con 0.481
Oct 28, 2025 Inside Canada's Indian Metropolis (Brampton)
"if more immigrants came we should be very happy" oh is that so? so... if they were.... lets say.... pakistani? would you still feel the same there buddy? if there was mass migration by the …
"if more immigrants came we should be very happy" oh is that so? so... if they were.... lets say.... pakistani? would you still feel the same there buddy? if there was mass migration by the people you literally kicked out of your country 60 years ago would that make you happy?
Identity Attack0.27914262
Insult0.075868964
Profanity0.025770858
Threat0.014911477
Severe Toxicity0.0090408325
Low Tox 0.25462922 Moderate Con 0.374 Fear_Threat
Feb 4, 2026 Inside Canada's Indian Metropolis (Brampton)
Canada has let in too many Palestinians, ISIS, Pakistanis, Bangladeshis and Khalistanis who are now ‘Canadian’ and commit crimes on both sides of the border. Plus as the Canadian economy crumbles, many genuine Canadians are …
Canada has let in too many Palestinians, ISIS, Pakistanis, Bangladeshis and Khalistanis who are now ‘Canadian’ and commit crimes on both sides of the border. Plus as the Canadian economy crumbles, many genuine Canadians are trying to move to the United States.
Identity Attack0.096797325
Insult0.0060958085
Profanity0.00014097943
Threat0.001232904
Severe Toxicity0.000010263199
Low Tox 0.077135615
Dec 11, 2025
Accountability should fall on the Government of Canada. They stopped screening properly. There used to be a point system that determined who could immigrate, and it actually worked. I’m of Pakistani descent, born and raised …
Accountability should fall on the Government of Canada. They stopped screening properly. There used to be a point system that determined who could immigrate, and it actually worked. I’m of Pakistani descent, born and raised here, and when I’m in Brampton and walk into a Circle K, people start speaking to me in Hindi or Punjabi right away — it’s a trip. At the same time, I’m not saying everyone coming is bad. A lot of international students and new immigrants are hardworking people who want to build a better life. But plenty are also gaming the system. The real issue is that Canada messed up by letting in too many at once, with no structure to help them assimilate. When there’s no integration, no surprise people just act like they’re back home.
Identity Attack0.037909906
Insult0.02618698
Profanity0.015693882
Threat0.007301235
Severe Toxicity0.0018024445
Low Tox 0.067380086 Constructive 0.77 Policy_Critique
Sep 21, 2025 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.