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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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "He's fantastic...THIS is what a …" 11 comments
You Canadians belittled us Quebecois and cried in our ears how fantastic your multiculturalism is. Now you will drown in your bullshit😂. Rest in peace Canada
You Canadians belittled us Quebecois and cried in our ears how fantastic your multiculturalism is. Now you will drown in your bullshit😂. Rest in peace Canada
Identity Attack0.5075293
Insult0.6120431
Profanity0.6321197
Threat0.4326697
Severe Toxicity0.29050803
Toxic 0.7510937 Low Con 0.282 Identity Attack Insult
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Fantastic. That's how you get after these fraudulent people. Keep going. Canadians are behind you.
Fantastic. That's how you get after these fraudulent people. Keep going. Canadians are behind you.
Identity Attack0.23542951
Insult0.4339631
Profanity0.024541125
Threat0.008582866
Severe Toxicity0.008888245
Moderate 0.39441586 Moderate Con 0.447
Sep 30, 2025 IRCC Names India in Study …
Here is a aggressively neutral take as a Canadian elementary school teacher in an area with an extremely high Indian population (around half our school is ethnically Indian). It is also my own opinion, and …
Here is a aggressively neutral take as a Canadian elementary school teacher in an area with an extremely high Indian population (around half our school is ethnically Indian). It is also my own opinion, and some opinions on the internet suck: The good: Cultural integration IS possible (the Indian families are more into hockey than the white families where I live), tons of cross-cultural friendships, beautiful blend of cultural celebrations, top achievers are almost always second-generation immigrants, kids are growing up to love their parents' culture while also loving Canada's, many fantastic families who engage their children well and raise them very respectfully, religious temples that will feed an amazing meal to ANYBODY who walks into them (as long as you cover your hair), low rates of family trauma (drugs, abuse, divorce, etc.), families that take care of their elders The rough: Not all families are interested in being Canadian (some families just send their kids to Indian speaking private schools, live in Indian areas, and only seem to practice Indian ways of life - what's even the point?), many Indian families retreated into their home-lives during Covid which removed their children from integration opportunities, a very small percentage of the families are absolutely TERRIBLE at parenting and treat their sons and daughters with different levels of respect, multi-family households pay a single property tax which makes the contribution per taxpayer much smaller (while social benefits are equal to anybody else), some crime such as extortion and gang activity has been imported into the country, some individuals' disregard for rules and laws (setting fireworks on Diwali in the middle of a dry, grassy field is just plain stupid), some Indian communities seem to vote blindly for their own ilk during local elections without any regard for policy or experience, LMIA immigration program has been corrupted by the nepotism of bad actors and the greed of large corporations (wages can be federally subsidized which makes it cheaper to hire immigrants than the 16 year old down the street). Many of these families were simply making good choices for their own family, so don't blame the people themselves for this - blame the government that allowed it to fester unsustainably. I'll continue to stick up for the majority of these beautiful families though - haters be darned! Watching these kids grow up gives me some hope for humanity!
Identity Attack0.2964622
Insult0.21368977
Profanity0.25915453
Threat0.008272167
Severe Toxicity0.01644827
Moderate 0.31825066 Constructive 0.786 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I've met some wonderful, polite, hard working, immigrants that have come recently, but there's also far too many committing the most and worst crimes like grape, human trafficking, drugs, murder and more. And the migrant …
I've met some wonderful, polite, hard working, immigrants that have come recently, but there's also far too many committing the most and worst crimes like grape, human trafficking, drugs, murder and more. And the migrant truckers, jesus. Almost lost both of my parents to one of them!!!! We've got a serious problem and need to weed out the bad ones, send them packing. Fantastic video.
Identity Attack0.27778897
Insult0.1342682
Profanity0.059948977
Threat0.063999176
Severe Toxicity0.013736901
Low Tox 0.28547668 Constructive 0.759
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Omg Gary you are fantastically hilarious. You might want to think of laying low for a bit. Lmfao. I couldn't of said it myself
Omg Gary you are fantastically hilarious. You might want to think of laying low for a bit. Lmfao. I couldn't of said it myself
Identity Attack0.010137413
Insult0.09563028
Profanity0.08581402
Threat0.010162249
Severe Toxicity0.0076293945
Low Tox 0.24442963 Moderate Con 0.39 Humor_Satire
Jan 28, 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 …
They don't have a clue. Fantastic civil service we have here.
They don't have a clue. Fantastic civil service we have here.
Identity Attack0.0023123662
Insult0.024768941
Profanity0.010911589
Threat0.0061296434
Severe Toxicity0.0007867813
Low Tox 0.0414203 Moderate Con 0.357 Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
Hey, it's a fantastic vote getting machine
Hey, it's a fantastic vote getting machine
Identity Attack0.004402745
Insult0.012452906
Profanity0.017299367
Threat0.008103873
Severe Toxicity0.0017261505
Low Tox 0.028502874 Low Con 0.275
Nov 21, 2025 Thousands of refugees allowed into …
This Ganar woman is fantastic!!
This Ganar woman is fantastic!!
Identity Attack0.009286462
Insult0.012452906
Profanity0.024472807
Threat0.008440462
Severe Toxicity0.0023078918
Low Tox 0.028385026 Moderate Con 0.383
Sep 29, 2025 IRCC Names India in Study …
Fantastic, more more more is needed.😂
Fantastic, more more more is needed.😂
Identity Attack0.0032003147
Insult0.010210892
Profanity0.015010698
Threat0.008336896
Severe Toxicity0.0016975403
Low Tox 0.023317585 Moderate Con 0.403 Humor_Satire
Dec 24, 2025 12 likes Deportations From Canada at Their …
Fantastic work as always Michelle 🙏🏻
Fantastic work as always Michelle 🙏🏻
Identity Attack0.0018313939
Insult0.0066293706
Profanity0.010706633
Threat0.0065115434
Severe Toxicity0.0007867813
Low Tox 0.00713124 Moderate Con 0.444 Meta_Commentary
Oct 1, 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.