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: "It was so bad for …" 741 comments · Page 24 of 30
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal …
Appluses for hearing one side of the story. Care to hear the perspective of an Indian Immigrant in Canada? Then read on. I believe most people are barking up the wrong tree. As a legal immigrant who migrated here with a nuclear family only on merit, I believe I earn the privilege to voice my thoughts here. First of all, rather than blaming the hoards of Indian immigrants, why don't anyone ask questions to the people who allowed it? Why not ask the politicians who vetoed it? Why not ask the police who is not able to stop reckless drivers? Why not ask the minister's who allow hospitals to run under staffed? USA has a massive Indian diaspora. But they are mostly IT workers and CEOs and Doctors. So who was at mistake of bringing illiterate, uncouth Indians to Canada? After earning all the required merit, and paying as much taxes from my family that is equivalent to minimum wages of at least 4 people, it hurts me to see undeserving people taking benefits of the system, while we get the short end. No one seemed too concerned when Indian students brought in so much money and revived some dead economies. No one blamed thousands of Punjabi businesses bringing in dollars into the economy. India, with its 150 billion people has s#!to eaters and people who can buy out Canada. You only see the bad. Press the government to bring in good people. Doctors, engineers, lawyers, scientists, business people, who will add value to the country and generate you jobs and salaries and grow this country. Not cooks and drivers only. Khalistan and Pro-BJP factions are both bad outside India. They all should go back and let the peace loving Indians and Canadians live here in peace. I don't hate anyone, but just the people who make my home country and me look bad. We ain't that bad after all.
Identity Attack0.105836816
Insult0.05262003
Profanity0.016172111
Threat0.007909686
Severe Toxicity0.0029945374
Low Tox 0.15158679 Constructive 0.821 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Canadas standard of living is now below the UK and the UK is failing badly. We must stop this mass immigration.
Canadas standard of living is now below the UK and the UK is failing badly. We must stop this mass immigration.
Identity Attack0.10221587
Insult0.042665333
Profanity0.012107162
Threat0.008090926
Severe Toxicity0.003376007
Low Tox 0.15158679 Moderate Con 0.474
Nov 24, 2025 Quebec Ends Economic Immigration Program …
Everyone is too scared to say it. But we hate it. Our Healthcare system is buckling, housing prices rising, all kinds of bad effects.
Everyone is too scared to say it. But we hate it. Our Healthcare system is buckling, housing prices rising, all kinds of bad effects.
Identity Attack0.0091384705
Insult0.046764325
Profanity0.03339528
Threat0.00780612
Severe Toxicity0.0027275085
Low Tox 0.15048122 Moderate Con 0.467 Fear_Threat
Jan 28, 2026 2,203 likes Inside Canada's Indian Invasion...
Can anyone tell me why did you zoom at slippers ? Like why it’s bad that you can see his feet or you can wear with socks .
Can anyone tell me why did you zoom at slippers ? Like why it’s bad that you can see his feet or you can wear with socks .
Identity Attack0.006030651
Insult0.030044744
Profanity0.052934792
Threat0.009307829
Severe Toxicity0.0044059753
Low Tox 0.14950264 Moderate Con 0.324 Meta_Commentary
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
brampton is not that bad I lived there along time and indians stay to themselves but they are awesome people with a strong community and they care.
brampton is not that bad I lived there along time and indians stay to themselves but they are awesome people with a strong community and they care.
Identity Attack0.1444726
Insult0.034782536
Profanity0.052934792
Threat0.008336896
Severe Toxicity0.0050354004
Low Tox 0.14950264 Constructive 0.702
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians are generally good people some might have issues but hey no one ain't perfect. Now the issue is I prefer migrants to assimilate e.g. I am a japanese migrant in canada so I decided …
Indians are generally good people some might have issues but hey no one ain't perfect. Now the issue is I prefer migrants to assimilate e.g. I am a japanese migrant in canada so I decided to do things to be canadian speak English, Go skiing and live like everyone else Not building my own japan town or whatever. Also the second issue is Mass migration because these people once they come they start promoting it back home so more people come so it pretty much a point of no return. Also using the canada for a stop over for usa is very weird reason but don't do that that just sets a bad example to your people
Identity Attack0.12556632
Insult0.037980765
Profanity0.03840541
Threat0.0077025536
Severe Toxicity0.004673004
Low Tox 0.147767 Constructive 0.717
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
It's nothing but a bad woke. Maybe Canada will wake up out of this bad woke !! W.E.F.
It's nothing but a bad woke. Maybe Canada will wake up out of this bad woke !! W.E.F.
Identity Attack0.017264472
Insult0.0670459
Profanity0.019963788
Threat0.008492245
Severe Toxicity0.0028038025
Low Tox 0.147767 Low Con 0.205 Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I’m not surprised by the bad driving. Have you seen drivers in India. They turn two lanes into three. Crossing the street there is risking your life! When I was there, I almost had a …
I’m not surprised by the bad driving. Have you seen drivers in India. They turn two lanes into three. Crossing the street there is risking your life! When I was there, I almost had a heart attack and prayed every time I had to get into a car.
Identity Attack0.10221587
Insult0.03768798
Profanity0.014498309
Threat0.012647836
Severe Toxicity0.00415802
Low Tox 0.1460314 Constructive 0.622 Comparative_Framing
Mar 1, 2026 2 likes Inside Canada's Indian Invasion...
i like being a multi culture country (canada) but different cultures have there strong points and weak points . mostly if there coming from another country..for example im by a college.. alot of indians. so …
i like being a multi culture country (canada) but different cultures have there strong points and weak points . mostly if there coming from another country..for example im by a college.. alot of indians. so there smart and keep to themselves..(good thing i guess) but if you try talking to your indian neighbour there anti social with you. (bad thing) im white in a small biker town.. were generally friendly with first impression but can be judgemental. so. take people for who they are.
Identity Attack0.16159154
Insult0.032028005
Profanity0.019485557
Threat0.006712203
Severe Toxicity0.002937317
Low Tox 0.1460314 Constructive 0.71 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
4:58 As an African, im not offended at all. Our brothers and sisters abroad have been painting a vividly bad image of us, but we do have a lot of intelligent and kind hearted people …
4:58 As an African, im not offended at all. Our brothers and sisters abroad have been painting a vividly bad image of us, but we do have a lot of intelligent and kind hearted people too. 4:59
Identity Attack0.089973204
Insult0.029493837
Profanity0.055940874
Threat0.011819307
Severe Toxicity0.005302429
Low Tox 0.14256015 Constructive 0.732 Solidarity
Jan 28, 2026 Inside Canada's Indian Invasion...
Immigration is great when it's done the right way...We we have now is the BAD WAY.
Immigration is great when it's done the right way...We we have now is the BAD WAY.
Identity Attack0.07012023
Insult0.030044744
Profanity0.014088398
Threat0.0062849927
Severe Toxicity0.002822876
Low Tox 0.14082454 Moderate Con 0.416 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
My brother married a philapin and she was here 3 months at my house then left him to live on her own because he didn’t have money so people like that need to be shipped …
My brother married a philapin and she was here 3 months at my house then left him to live on her own because he didn’t have money so people like that need to be shipped bad because they use people just to get here
Identity Attack0.039456755
Insult0.05144889
Profanity0.028230323
Threat0.008867673
Severe Toxicity0.0032615662
Low Tox 0.14082454 Moderate Con 0.494
Sep 1, 2025 1 likes Why Canadians Are Turning Against …
Dear Conservative Spokesperson: It's too bad you guys just can't help yourselves. Instead of criticizing policies or programmes, you feel most comfortable hurling personal insults. This is but one reason that Poilievre and Conservatives will …
Dear Conservative Spokesperson: It's too bad you guys just can't help yourselves. Instead of criticizing policies or programmes, you feel most comfortable hurling personal insults. This is but one reason that Poilievre and Conservatives will never win.
Identity Attack0.012240025
Insult0.06739554
Profanity0.012687869
Threat0.0084793
Severe Toxicity0.0019550323
Low Tox 0.13908891 Moderate Con 0.451 Policy_Critique
Feb 27, 2026 2 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
My only issue is if you come here, AT LEAST LEARN THE BASICS of the language here, not speak your own language and expect people to understand or translate. That and don't bring the bad …
My only issue is if you come here, AT LEAST LEARN THE BASICS of the language here, not speak your own language and expect people to understand or translate. That and don't bring the bad mannerisms from your country here. Food and fine arts culture is fine though.
Identity Attack0.06476828
Insult0.034341812
Profanity0.020168742
Threat0.006861079
Severe Toxicity0.0033569336
Low Tox 0.13908891 Constructive 0.638
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Liberals have destroyed Canada. Wake up people. I’ll never vote for liberals. Carney is a bad omen. I can’t trust the liberal leadership. Vote for conservatives.
Liberals have destroyed Canada. Wake up people. I’ll never vote for liberals. Carney is a bad omen. I can’t trust the liberal leadership. Vote for conservatives.
Identity Attack0.0018554581
Insult0.045218043
Profanity0.0005508565
Threat0.00457396
Severe Toxicity0.000010511292
Low Tox 0.13473196 Policy_Critique
Apr 15, 2025 1 likes
People shouldn’t blame immigrants they should blame the bad people or bad government system most of Canadians have a background immigrant we know Canada needs more population but not bad ones
People shouldn’t blame immigrants they should blame the bad people or bad government system most of Canadians have a background immigrant we know Canada needs more population but not bad ones
Identity Attack0.10221587
Insult0.036545437
Profanity0.013371054
Threat0.006530962
Severe Toxicity0.0024986267
Low Tox 0.13214645 Moderate Con 0.435
Aug 25, 2025 Why Canadians Are Turning Against …
I get what Tyler’s trying to say or do which is to inform; but this type of content only further divides an already fragmented world. Could lead to race wars making people believe there race …
I get what Tyler’s trying to say or do which is to inform; but this type of content only further divides an already fragmented world. Could lead to race wars making people believe there race is superior than others. There are good and bad people in every race
Identity Attack0.10221587
Insult0.026960457
Profanity0.025087673
Threat0.010835429
Severe Toxicity0.0038719177
Low Tox 0.13041082 Constructive 0.692 Moral_Argument
Feb 26, 2026 2 likes Inside Canada's Indian Invasion...
Ty Tyler ❤I’m from Manitoba it’s bad here too
Ty Tyler ❤I’m from Manitoba it’s bad here too
Identity Attack0.06385879
Insult0.046764325
Profanity0.02126184
Threat0.006770459
Severe Toxicity0.0026130676
Low Tox 0.12867521 Constructive 0.523 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
You should come and see the Canadian dream being sold to Punjabis here. Also watch the movie "Dunkee" and you'll all know how bad the desperation to move to the west, is. Btw i live …
You should come and see the Canadian dream being sold to Punjabis here. Also watch the movie "Dunkee" and you'll all know how bad the desperation to move to the west, is. Btw i live in India and have no plans on migrating anywhere. It ain't great here but if we all keep leaving for greener pastures, it won't ever get better. We literally have a Visa temple in South India where people go to pray for their Visas to get approved. It's extremely sad honestly.
Identity Attack0.10221587
Insult0.04090862
Profanity0.015420608
Threat0.006861079
Severe Toxicity0.002937317
Low Tox 0.12867521 Constructive 0.673 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Not all are bad news Please do an amish video,
Not all are bad news Please do an amish video,
Identity Attack0.023193322
Insult0.025284592
Profanity0.058445938
Threat0.027688526
Severe Toxicity0.007171631
Low Tox 0.12867521 Low Con 0.251 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
How about immigrants pay a nominal fee to gain entry to Canada covering legal processing that proves they are not criminals and that they can support themselves while here. Failure to these comply with these …
How about immigrants pay a nominal fee to gain entry to Canada covering legal processing that proves they are not criminals and that they can support themselves while here. Failure to these comply with these terms or any bad behaviour should result in automatic deportation. Otherwise, who is to pay for all their needs. Canadian households can no longer bear the weight of this illogical 'aid' to foreigners.
Identity Attack0.10221587
Insult0.046178754
Profanity0.012038844
Threat0.007081157
Severe Toxicity0.0024795532
Low Tox 0.12867521 Moderate Con 0.434
Dec 12, 2025 Quebec Ends Economic Immigration Program …
Carney has done nothing to combat poverty and income inequality. He would rather give handouts to the rich and Big Corp. Further proof the Lib's and Con's are just two sides of the same bad …
Carney has done nothing to combat poverty and income inequality. He would rather give handouts to the rich and Big Corp. Further proof the Lib's and Con's are just two sides of the same bad coin!
Identity Attack0.009360458
Insult0.07396803
Profanity0.015181494
Threat0.006259101
Severe Toxicity0.0016212463
Low Tox 0.123468354 Moderate Con 0.407 Policy_Critique
Jan 12, 2026 1 likes Canada’s new rules in 2026
Bad drivers is an understatement...now imagine them in a big rig flying through the Rocky mountains calgary to the coast and its a nightmare to be on the highway in the winter now.....its insane on …
Bad drivers is an understatement...now imagine them in a big rig flying through the Rocky mountains calgary to the coast and its a nightmare to be on the highway in the winter now.....its insane on the amount of wrecks on the highway when i head west now ......we need some serious changes this is not the canada i loved 20 years ago.
Identity Attack0.0102854045
Insult0.07460167
Profanity0.0166845
Threat0.006757513
Severe Toxicity0.0021839142
Low Tox 0.121732734 Constructive 0.634 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Mass arrests, pull them over and ask them for ID. We are at a breaking point in this country. No jobs, bad economy stagnant growth. The same old politics playing between liberals and conservatives has …
Mass arrests, pull them over and ask them for ID. We are at a breaking point in this country. No jobs, bad economy stagnant growth. The same old politics playing between liberals and conservatives has cost the Canadian people a lot. We are getting tired!!
Identity Attack0.019776696
Insult0.03768798
Profanity0.013029462
Threat0.040638234
Severe Toxicity0.003566742
Low Tox 0.1182615 Moderate Con 0.455
Sep 29, 2025 12 likes IRCC Names India in Study …
Come to BC , especially Vancouver Island to do this lol 😂 it's bad here
Come to BC , especially Vancouver Island to do this lol 😂 it's bad here
Identity Attack0.026007013
Insult0.037980765
Profanity0.026590679
Threat0.008323951
Severe Toxicity0.0030517578
Low Tox 0.1182615 Moderate Con 0.423
Jan 27, 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.