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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: "Indian Pakistan Bangladesh and all …" 13 comments
Seriously? If need to ask for immigrants opinion on this issue, it only means 1 thing. Canada's leaders are stupid and lack general knowledge about Asians. Especially Muslims from the Middle East, Pakistan, Bangladesh, Africa …
Seriously? If need to ask for immigrants opinion on this issue, it only means 1 thing. Canada's leaders are stupid and lack general knowledge about Asians. Especially Muslims from the Middle East, Pakistan, Bangladesh, Africa and Punjabis from India who have become society's nuisance. So don't group them as Indians. Hindus are never a problem. Learn to identify the different ethnicity. Yes go ahead and call me a racist. But the fact is the problem persists.
Identity Attack0.56711763
Insult0.6675394
Profanity0.22622968
Threat0.011042561
Severe Toxicity0.03321367
Moderate 0.6491204 Constructive 0.501 Identity Attack Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian Pakistan Bangladesh and all Muslim need to be deported.
Indian Pakistan Bangladesh and all Muslim need to be deported.
Identity Attack0.7063701
Insult0.50440645
Profanity0.2666764
Threat0.44942492
Severe Toxicity0.45895407
Moderate 0.62702215 Low Con 0.116 Identity Attack Insult Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada MP’s are Hindu Indians, UK MP’s are Pakistan and Bangladesh are distroying Christian countries, kick out Hindu people from Christian countries only solution.✍🏻😎🇮🇱🇺🇸🇬🇧
Canada MP’s are Hindu Indians, UK MP’s are Pakistan and Bangladesh are distroying Christian countries, kick out Hindu people from Christian countries only solution.✍🏻😎🇮🇱🇺🇸🇬🇧
Identity Attack0.6458014
Insult0.5130944
Profanity0.2661081
Threat0.5195707
Severe Toxicity0.45895407
Moderate 0.5885171 Moderate Con 0.339 Identity Attack Insult Threat Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Okay yall hate indians so much yeah? I wish the muslims on you , the beautiful Rp gangs of Bangladesh and pakistan would be better for canada 😂😂
Okay yall hate indians so much yeah? I wish the muslims on you , the beautiful Rp gangs of Bangladesh and pakistan would be better for canada 😂😂
Identity Attack0.55044734
Insult0.29855028
Profanity0.11354194
Threat0.028206514
Severe Toxicity0.023106033
Moderate 0.47119883 Low Con 0.231 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
World population is 8.2 BILLION. indian subcontinent is 2 BILLION (india, Pakistan, Bangladesh - all are the same nation, just divided by artificiai borders ). Plus Indian disapora around the world over 50 million. Fertility …
World population is 8.2 BILLION. indian subcontinent is 2 BILLION (india, Pakistan, Bangladesh - all are the same nation, just divided by artificiai borders ). Plus Indian disapora around the world over 50 million. Fertility rate is 1.95 (in 2025), one of the highest in the world. Every fourth person in the world is Indian. They cannot assimilate anywhere because they stubbornly stick to their traditions, religions and gods (in that they are fanatics) and style of clothing to deliberately underscore theit difference.
Identity Attack0.3817989
Insult0.24561718
Profanity0.12220735
Threat0.020091362
Severe Toxicity0.023076924
Moderate 0.32764325 Moderate Con 0.357
Nov 21, 2025 Why Canadians Are Turning Against …
I think in comments every Indian is trying to justifying the illegal immigrants. So every indian, should also accept the illegal immigrants from bangladesh and Pakistan which are coming to India
I think in comments every Indian is trying to justifying the illegal immigrants. So every indian, should also accept the illegal immigrants from bangladesh and Pakistan which are coming to India
Identity Attack0.38176915
Insult0.15343215
Profanity0.06345607
Threat0.011353259
Severe Toxicity0.013478675
Moderate 0.30514878 Moderate Con 0.483
Oct 29, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in Texas, and I am not in support of our senator or governor selling out to India, that's why every gas station has an Indian inside it, that's why you don't see Latino/ …
I live in Texas, and I am not in support of our senator or governor selling out to India, that's why every gas station has an Indian inside it, that's why you don't see Latino/ Latina owned phone service stores and they were replaced with Indians. That's what our tax dollars are being fed to, and me as a Texan feeling replaced, radicalized, and fed up with the b.s I'm highly considering investing/ building my own compound in the newr future. I love for Pakistan 🇵🇰 I love Bangladesh 🇧🇩 I love Turkey 🇹🇷 I DO NOT love India 🚫 India 🚫
Identity Attack0.316
Insult0.16124763
Profanity0.17987521
Threat0.0138755
Severe Toxicity0.02077355
Low Tox 0.29771072 Constructive 0.767 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadian government should do something. Votebank politics ruined nations. Just like how india hated bangladesh and pakistan immigrants. So do canadians and other nations people's too. Its common sense. Why would someone want others to …
Canadian government should do something. Votebank politics ruined nations. Just like how india hated bangladesh and pakistan immigrants. So do canadians and other nations people's too. Its common sense. Why would someone want others to move up and settle in their own region. Who made canada a Canada, of course its the Europeans. African muslims immigrants and Indians are same. Difference is one is doing it aggressively and another one doing it silently. Also don't forget the civic sense, indiscipline and behaviours of Indians. Canadian government should do something. Votebank politics ruined nations.
Identity Attack0.2869935
Insult0.12702756
Profanity0.020988565
Threat0.009981008
Severe Toxicity0.0075912476
Low Tox 0.25915736 Constructive 0.583 Policy_Critique
Oct 9, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
We are neighbors of India and all neighboring countries are suffering since 1757 when hindus brought down the richest kingdom on earth and tookover the empire and the indian hindus helped the british as collaborators …
We are neighbors of India and all neighboring countries are suffering since 1757 when hindus brought down the richest kingdom on earth and tookover the empire and the indian hindus helped the british as collaborators to replaced the bengal king and British occupied another 190 years. They are waging wars with the neighbors, but in 1962 chinese beat them badly, so they are not fighting with the chinese, but still fighting with Pakistan, Kashimiris , Bangladesh, Nepal, Srilanka, Maldives and all neighbors hate india.
Identity Attack0.28622448
Insult0.13064787
Profanity0.08840031
Threat0.061412923
Severe Toxicity0.015415368
Low Tox 0.25462922 Constructive 0.541 Comparative_Framing
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Guys just wanna clarify all Indians not punjabis and all brown people are from Indian they can be from srilanka ,Pakistan,Bangladesh
Guys just wanna clarify all Indians not punjabis and all brown people are from Indian they can be from srilanka ,Pakistan,Bangladesh
Identity Attack0.28883415
Insult0.11616662
Profanity0.10301965
Threat0.021127338
Severe Toxicity0.01896597
Low Tox 0.23523538 Moderate Con 0.382 Question
Mar 1, 2026 Inside Canada's Indian Invasion...
STOP ISSUING VISITOR VISA AND STUDENT FOR INDIAN BANGLADESH AND PAKISTAN. STUDENT VISA ASK THEM TO TRANSFER ALL THE TUTION FEES INCLUDING LUVING EXOENSE IN ADVANCE IN CANADA AND LOCK THE FUND. ALSO STUDENT SHOULD …
STOP ISSUING VISITOR VISA AND STUDENT FOR INDIAN BANGLADESH AND PAKISTAN. STUDENT VISA ASK THEM TO TRANSFER ALL THE TUTION FEES INCLUDING LUVING EXOENSE IN ADVANCE IN CANADA AND LOCK THE FUND. ALSO STUDENT SHOULD ONLY ONLY WORK IN CAMPUS. PERIOD. TRUST ME YOU WILL SEE 99 PERCENT OF THESE PROBLEM WILL GO AWAY. CANADIANS WILL GET JOB. THINGS WILL BE NORMAL.
Identity Attack0.1444726
Insult0.04442204
Profanity0.015318131
Threat0.0078449575
Severe Toxicity0.0052261353
Low Tox 0.16158698 Moderate Con 0.413
Sep 28, 2025 IRCC Names India in Study …
To be fair the Indians are not bad people. Thats Pakistan, Bangladesh. Other side. We 🇬🇧 fought alongside the Indians. There cool. Most of them. Smart too.
To be fair the Indians are not bad people. Thats Pakistan, Bangladesh. Other side. We 🇬🇧 fought alongside the Indians. There cool. Most of them. Smart too.
Identity Attack0.08583717
Insult0.026702631
Profanity0.02932342
Threat0.01119791
Severe Toxicity0.0041389465
Low Tox 0.11057663 Constructive 0.632 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Indian spirituality penetrated western thinking in the 1960s and that was followed by cuisine from India, Pakistan, Bangladesh, Nepal etc. So generally people in the US, Canada, UK, Australia, etc have welcomed people from the …
Indian spirituality penetrated western thinking in the 1960s and that was followed by cuisine from India, Pakistan, Bangladesh, Nepal etc. So generally people in the US, Canada, UK, Australia, etc have welcomed people from the Indian sub-continent. Obviously immigration whether from India or another country needs to be moderated in order to give the immigrants time to adapt to the Canadian way of life
Identity Attack0.09162762
Insult0.02193286
Profanity0.013951761
Threat0.006479179
Severe Toxicity0.0021266937
Low Tox 0.091913216 Constructive 0.623 Comparative_Framing
Oct 3, 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.