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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: "Good for you" 1,080 comments · Page 33 of 44
Whilst I do like your content, overall, there's a certain, i don't know, to some of your more recent stuff. After the young man who said he'd rather live in Punjab for the rest of …
Whilst I do like your content, overall, there's a certain, i don't know, to some of your more recent stuff. After the young man who said he'd rather live in Punjab for the rest of his life said that, you go on to show us a video of a not so good looking area of Puniab, is it? What exactly is that about?
Identity Attack0.01565665
Insult0.019225692
Profanity0.017777596
Threat0.0076119336
Severe Toxicity0.0015544891
Low Tox 0.04785245 Constructive 0.598 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
We learn in University that Canada has improved from identity politics (Canada's culture and values) to diversity politics and it's a GOOD thing. Don't question it, you don't need an identity in order to have …
We learn in University that Canada has improved from identity politics (Canada's culture and values) to diversity politics and it's a GOOD thing. Don't question it, you don't need an identity in order to have a culture... We are doomed
Identity Attack0.013244915
Insult0.021997316
Profanity0.011902207
Threat0.0063626673
Severe Toxicity0.0010538101
Low Tox 0.04785245 Constructive 0.62 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
I don’t believe these numbers. The Liberals are failing in the polls and desperate for voters. Canadian media hides the serious immigration problems in European countries. Many European countries are NOW they are taking serious …
I don’t believe these numbers. The Liberals are failing in the polls and desperate for voters. Canadian media hides the serious immigration problems in European countries. Many European countries are NOW they are taking serious steps to decrease and even stop immigration. Denmark a good example.
Identity Attack0.022590388
Insult0.02012808
Profanity0.010330882
Threat0.0065244893
Severe Toxicity0.0011491776
Low Tox 0.04735767 Moderate Con 0.456 Unverified_Claim
Dec 31, 2025 Deportations From Canada at Their …
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...
as an Indian i believe Canada should do something to fix this issue because not only is this destroying the somewhat good reputation we had, its also rendering people unable to find jobs. I have …
as an Indian i believe Canada should do something to fix this issue because not only is this destroying the somewhat good reputation we had, its also rendering people unable to find jobs. I have some good friends who are living in Canada(they're canadian) and are drastically searching for a job they're overqualified for which just breaks my heart
Identity Attack0.021585498
Insult0.018774498
Profanity0.01309778
Threat0.0074954215
Severe Toxicity0.0011825562
Low Tox 0.045873325 Constructive 0.741 Personal_Narrative
Feb 5, 2026 Inside Canada's Indian Invasion...
HEY NEIGHBORS Y'ALL BETTER UNITE AND FIGHT FOR Y'ALLS COUNTRY BEFORE IT IS TO LATE. GOD BLESS FROM THE GOOD U.S.A.😇
HEY NEIGHBORS Y'ALL BETTER UNITE AND FIGHT FOR Y'ALLS COUNTRY BEFORE IT IS TO LATE. GOD BLESS FROM THE GOOD U.S.A.😇
Identity Attack0.009027477
Insult0.013326911
Profanity0.013951761
Threat0.011767523
Severe Toxicity0.0025558472
Low Tox 0.045625936 Moderate Con 0.438 Call_To_Action
Sep 9, 2025 2 likes Why Canadians Are Turning Against …
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I …
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I don't even know if there is an office or representative in Ontario right now! I wish! Their policies (on paper) seem great, and geared more towards a 'Canada first'/'Canadians First' approach. They touch on a lot of topics and there seem to be a lot of things they want to change! But a government is still a government, they will be motivated by money regardless of any good intentions they may have. So if and when things change, WE NEED TO HOLD THEM ACCOUNTABLE! We as the citizens have the power to change things for the better! It's just unfortunate that I see so many people getting pushed down or ignored or hated because they are speaking their mind. Remember, Canada dosen't have laws like the US, our freedoms aren't as protected nor do we have the same freedoms they do (like owning and protecting your own property, or self defense!) We as people need to start being honest and expressing things instead of being terrified of the backlash (of which there will be in these times). The only way we can make progress is by deciding to get out of our comfort zones and standing for what is right! For the freedoms and protections we deserve! To make a future worth living for us and our children! It will not be easy, but when is change ever easy? I hope that one day I won't be terrified of the thought of bringing a life into this world and country. I hope I can be stable enough to be able to give my future children a decent life. But right now? I would never want to have children, things are too unstable and I don't want to bring a child into this country and force them to live a terrible life they never asked for! I desperately want to be able to keep hoping for a better future, a better country, and people who can enjoy their lives instead of constantly worrying and stressing about everything. I hope some can consider looking into the Libertarian party as well! They may be small right now, but they seem to be wanting to right the wrongs that have occured.
Identity Attack0.011247349
Insult0.022448512
Profanity0.015932998
Threat0.00704232
Severe Toxicity0.0015640259
Low Tox 0.045378547 Constructive 0.875 Call_To_Action
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Millions of people can’t buy food, homes, pay rent or even enjoy their lives. Drowning in debt for basic goods & we have tax payer money being wasted on this committee to potentially locate less …
Millions of people can’t buy food, homes, pay rent or even enjoy their lives. Drowning in debt for basic goods & we have tax payer money being wasted on this committee to potentially locate less than 50,000 people which reflects 0.12% of the population…. This money would have been better used giving low income ppl a random cash bonus 😩
Identity Attack0.003385304
Insult0.020579277
Profanity0.012073003
Threat0.0063432488
Severe Toxicity0.001168251
Low Tox 0.045131154 Moderate Con 0.449
Oct 1, 2025 IRCC Names India in Study …
Good riddance!
Good riddance!
Identity Attack0.0029228306
Insult0.014808921
Profanity0.014942379
Threat0.011793415
Severe Toxicity0.0021839142
Low Tox 0.045131154 Moderate Con 0.364
Nov 24, 2025 Quebec Ends Economic Immigration Program …
🌈🧬🦄🧬🌈 Even many of the Punjabi people agree it is just way too many in Canada. The Punjabi people are mostly very nice good people though. 🇨🇦✨🇨🇦
🌈🧬🦄🧬🌈 Even many of the Punjabi people agree it is just way too many in Canada. The Punjabi people are mostly very nice good people though. 🇨🇦✨🇨🇦
Identity Attack0.04306607
Insult0.015416925
Profanity0.015010698
Threat0.0066798385
Severe Toxicity0.0018978119
Low Tox 0.044883765 Constructive 0.689 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question …
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question 215. One time only—yes, one time only. Then I took the test, and on my first attempt I passed with 15 correct answers out of 20. I honestly can’t believe it. I didn’t realize how much I knew until I was sitting there answering the questions. About 50% of them came directly from the first 215 questions in the video. I am truly, deeply grateful to everyone who worked on this video. It’s not just good—it’s amazing. After nine years of struggle with this citizenship journey, I finally feel like I can breathe… like I can fly a little. Thank you all, from the bottom of my heart. 🤍
Identity Attack0.0037922803
Insult0.020256994
Profanity0.021603432
Threat0.007573096
Severe Toxicity0.0016975403
Low Tox 0.044636376 Constructive 0.713 Personal_Narrative
Jan 25, 2026 4 likes Canadian Citizenship Test 2025 – …
The guy on the bicycle was pretty good
The guy on the bicycle was pretty good
Identity Attack0.0071775843
Insult0.016024929
Profanity0.020442016
Threat0.010783645
Severe Toxicity0.0029754639
Low Tox 0.044388983 Moderate Con 0.383 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
“80% good 20% bad” reminds me of 50/50 😂😂
“80% good 20% bad” reminds me of 50/50 😂😂
Identity Attack0.0046987277
Insult0.015568925
Profanity0.01805087
Threat0.006537435
Severe Toxicity0.0014972687
Low Tox 0.044388983 Moderate Con 0.333 Humor_Satire
Feb 14, 2026 Inside Canada's Indian Invasion...
Everyone said they are good but the title of the video doesn’t says so
Everyone said they are good but the title of the video doesn’t says so
Identity Attack0.009101473
Insult0.014390918
Profanity0.022901481
Threat0.008026198
Severe Toxicity0.0021743774
Low Tox 0.044388983 Low Con 0.261 Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Good bye Canada, Alberta is leaving!
Good bye Canada, Alberta is leaving!
Identity Attack0.018972786
Insult0.01767874
Profanity0.010621235
Threat0.007624879
Severe Toxicity0.0018024445
Low Tox 0.044141594 Moderate Con 0.349 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
This gentleman told the truth. You're not to change the culture, you're to become part of it. All cultures have things that are good, wven great. To learn those great things from other cultures is …
This gentleman told the truth. You're not to change the culture, you're to become part of it. All cultures have things that are good, wven great. To learn those great things from other cultures is ok. But this lady speaks the truth.
Identity Attack0.013244915
Insult0.020256994
Profanity0.012585391
Threat0.006272047
Severe Toxicity0.0011110306
Low Tox 0.0438942 Constructive 0.738 Moral_Argument
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
I think the problem is the government need to educate people coming to American learn the culture and respect the people and culture. I learn a lot from the culture and good pole.
I think the problem is the government need to educate people coming to American learn the culture and respect the people and culture. I learn a lot from the culture and good pole.
Identity Attack0.022992345
Insult0.015264924
Profanity0.014532468
Threat0.0063950317
Severe Toxicity0.0012397766
Low Tox 0.04290464 Constructive 0.729 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Guy on the bike was a real one, good on him 😂
Guy on the bike was a real one, good on him 😂
Identity Attack0.0035702933
Insult0.017227544
Profanity0.020100424
Threat0.010369381
Severe Toxicity0.0022888184
Low Tox 0.042657252 Moderate Con 0.434 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Great video and good work exposing this!!!! 💪🦅💯
Great video and good work exposing this!!!! 💪🦅💯
Identity Attack0.009249465
Insult0.012756908
Profanity0.027273865
Threat0.0138755
Severe Toxicity0.0041007996
Low Tox 0.04240986 Moderate Con 0.374 Solidarity
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
It's actually good for their native countries to have qualified and educated citizens to uplift type 3 countries to 2nd and 1st types. It is unfortunate for immigrant lawyers, but they can always change their …
It's actually good for their native countries to have qualified and educated citizens to uplift type 3 countries to 2nd and 1st types. It is unfortunate for immigrant lawyers, but they can always change their emphasis of law.
Identity Attack0.029917859
Insult0.015796926
Profanity0.011253181
Threat0.006136116
Severe Toxicity0.0011062622
Low Tox 0.04166769 Constructive 0.64
Nov 21, 2025 1 likes Quebec Ends Economic Immigration Program …
I lived near 49th and Fraser in Vancouver also known as Little India. Sikhs are really good neighbors. I wish I lived there now.
I lived near 49th and Fraser in Vancouver also known as Little India. Sikhs are really good neighbors. I wish I lived there now.
Identity Attack0.029402243
Insult0.013364912
Profanity0.01620627
Threat0.008039144
Severe Toxicity0.0022125244
Low Tox 0.0414203 Constructive 0.75 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Talking about free education and health care, I've heard it's a disaster. Free schools are not as good as private and health care... you don't get to see the doctor physically for a long time
Talking about free education and health care, I've heard it's a disaster. Free schools are not as good as private and health care... you don't get to see the doctor physically for a long time
Identity Attack0.004846719
Insult0.018774498
Profanity0.01309778
Threat0.006738094
Severe Toxicity0.0010108948
Low Tox 0.0414203 Constructive 0.7 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Good for Quebec! Now we need remigration
Good for Quebec! Now we need remigration
Identity Attack0.017163984
Insult0.012490907
Profanity0.010996987
Threat0.007547205
Severe Toxicity0.0014591217
Low Tox 0.04067813 Moderate Con 0.326
Nov 26, 2025 Quebec Ends Economic Immigration Program …
My goodness, pray for those who changed that Church.
My goodness, pray for those who changed that Church.
Identity Attack0.023796257
Insult0.012414906
Profanity0.012004685
Threat0.0071070488
Severe Toxicity0.0015449524
Low Tox 0.040183347 Moderate Con 0.403
Nov 16, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I love a good curry.
I love a good curry.
Identity Attack0.005512681
Insult0.012984909
Profanity0.023652986
Threat0.008453408
Severe Toxicity0.0026130676
Low Tox 0.040183347 Moderate Con 0.458 Meta_Commentary
Oct 1, 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.