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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

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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: "When did he wake up …" 147 comments · Page 5 of 6
😭 what is wrong with some Canadians ? wake up. I think it's time to let the young people vote and the old people should sit it out, no offense.
😭 what is wrong with some Canadians ? wake up. I think it's time to let the young people vote and the old people should sit it out, no offense.
Identity Attack0.07508347
Insult0.042665333
Profanity0.014566627
Threat0.00933372
Severe Toxicity0.0032806396
Low Tox 0.13908891 Moderate Con 0.447 Call_To_Action
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
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
Malaysia need to wake up
Malaysia need to wake up
Identity Attack0.10221587
Insult0.029273475
Profanity0.029596692
Threat0.019573374
Severe Toxicity0.005531311
Low Tox 0.13388206 Low Con 0.245 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
The 3rd world has been weaponized against the first world. I wish people would wake up.
The 3rd world has been weaponized against the first world. I wish people would wake up.
Identity Attack0.055673428
Insult0.026444806
Profanity0.01805087
Threat0.034422375
Severe Toxicity0.0051498413
Low Tox 0.13388206 Moderate Con 0.312 Fear_Threat
Feb 17, 2026 2 likes Inside Canada's Indian Invasion...
It’s getting harder and harder for people to watch what happens in the House of Commons without feeling downright furious. Every day, Canadians work long hours, pay crushing taxes, and deal with rising costs — …
It’s getting harder and harder for people to watch what happens in the House of Commons without feeling downright furious. Every day, Canadians work long hours, pay crushing taxes, and deal with rising costs — and for what? To watch elected officials sit in Parliament and turn Canadian issues into a circus. It feels like half the time they’re more interested in scoring cheap political points than actually solving anything. The constant bickering, yelling, and rehearsed “outrage” looks less like leadership and more like a never‑ending performance meant to distract us from how little actually gets done. How much do you think each of them makes just sitting there doing nothing all day, and calling it a job. THE REAL CROOKS OF CANADA Politicians. Blame the Indians who come to work in Canada when send billions to Ukraine. WAKE UP CANADA TO REAL PROBLEM
Identity Attack0.026609946
Insult0.07016616
Profanity0.020168742
Threat0.008077981
Severe Toxicity0.0027656555
Low Tox 0.12867521 Moderate Con 0.49 Policy_Critique
Feb 5, 2026 Inside Canada's Indian Invasion...
Canada needs a big deportation time to take our country back. Canada needs to wake up and stand up
Canada needs a big deportation time to take our country back. Canada needs to wake up and stand up
Identity Attack0.06476828
Insult0.027347196
Profanity0.013200258
Threat0.022335978
Severe Toxicity0.0044441223
Low Tox 0.11912931 Low Con 0.22
Aug 27, 2025 Why Canadians Are Turning Against …
Liberals always take tax dollars and give them to non paying tax people when will Canadians wake up
Liberals always take tax dollars and give them to non paying tax people when will Canadians wake up
Identity Attack0.06522302
Insult0.05144889
Profanity0.012995303
Threat0.007081157
Severe Toxicity0.0025939941
Low Tox 0.11429678 Low Con 0.248 Economic_Argument
Dec 27, 2025 Thousands of refugees allowed into …
wake up! American, dont let this happend in USA!
wake up! American, dont let this happend in USA!
Identity Attack0.057037655
Insult0.02708937
Profanity0.014532468
Threat0.010757755
Severe Toxicity0.00289917
Low Tox 0.11429678 Low Con 0.226 Call_To_Action
Sep 21, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
The sad reality is that if our government wasn't taxing our young Canadians to death from the moment they get started at attempting to build a future for themselves, the young Canadians would actually be …
The sad reality is that if our government wasn't taxing our young Canadians to death from the moment they get started at attempting to build a future for themselves, the young Canadians would actually be putting thought into having children and starting families. But the reality is they can't afford it and everyone knows that our young Canadians don't make the list of government handouts. As a child immigrant to Canada, I am absolutely disgusted with what we've turned into and how easy it is for today's immigrants to come here, it's like spitting in the faces of immigrants like my parents and many others who had to work their asses off to be here and make a life for themselves and their kids. Every older generation immigrant I have spoken with says they feel like all of their sacrifice was for nothing. When we immigrated here, we kept our traditions, but we also embraced Canadian traditions and I passed our traditions onto my child, but she was raised Canadian and she embraces both. Our whole family has been proudly Canadian since the day we came here and it breaks our hearts to see what our Canada has become. Love that you put this out on YouTube so more people can wake up to the realities of the state of Canada. Great work!! 🙌
Identity Attack0.042550452
Insult0.05086332
Profanity0.025770858
Threat0.01119791
Severe Toxicity0.0037765503
Low Tox 0.11419344 Constructive 0.837 Personal_Narrative
Aug 25, 2025 18 likes Why Canadians Are Turning Against …
canadians and her multicultural ways simply can not compete against india, africa, south asia and various latin american countries because of 1 thing - birth rates. and when i say the canadian way and what …
canadians and her multicultural ways simply can not compete against india, africa, south asia and various latin american countries because of 1 thing - birth rates. and when i say the canadian way and what 'used' to be a balanced multicultural way of life - is now being completely replaced by, majority led, india and a select handful of a few other nations - philippines, nigeria, bangladesh and some middle eastern nations. most of these nations - minus the philippines - have very different values and laws from the west. gender inequality, caste systems and not to mention religious / secular conflicts. racism is also incredible in those nations - again, minus the philippines. the only reason i include the philippines on this list as well is because their numbers are also very high in terms of the recent immigration scams but still not as high as india - who by large is the biggest scammer by a mile. these nations export canadian capital to their home nations and recycle the cash and bring in more of their own people. it is blatant soft power take over of canada without firing a single shot. canadians need to wake up and bring back balanced immigration. i will never accept sharia law, caste systems of gender inequality in canada but it is already here and their population is hundreds to thousands of times more than canada and they are already establishing incredibly strong roots here.
Identity Attack0.10221587
Insult0.039737478
Profanity0.016342908
Threat0.007081157
Severe Toxicity0.00333786
Low Tox 0.11398677 Moderate Con 0.434
Sep 29, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
All comes back to the fake printed from nothing backed by nothing money system. Play Monopoly? WHAT happens at the end ? Wake up. Fake currency is NOT MONEY!
All comes back to the fake printed from nothing backed by nothing money system. Play Monopoly? WHAT happens at the end ? Wake up. Fake currency is NOT MONEY!
Identity Attack0.003884775
Insult0.054376744
Profanity0.016821137
Threat0.006479179
Severe Toxicity0.0017166138
Low Tox 0.112746716 Low Con 0.135 Unverified_Claim
Aug 26, 2025 Why Canadians Are Turning Against …
Problem is the people keep electing liberal progressive woke making policies against its own people. Till people wake up you all going to the drain. We here in US at lease hold the line for …
Problem is the people keep electing liberal progressive woke making policies against its own people. Till people wake up you all going to the drain. We here in US at lease hold the line for a while with Trump in office hoping the next one will continue his fight for his people. Canadians are the one to blame and not this politicians. Elbow up huh??? You really don’t know how Trump trying to save North America and recalibrate it for the goodness of its people living in it.
Identity Attack0.041003603
Insult0.054962315
Profanity0.015249812
Threat0.0074048014
Severe Toxicity0.0024318695
Low Tox 0.112643376 Constructive 0.506 Policy_Critique
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Canadians can't afford to have babies. I don't know what makes the government or the immigrants they bring in think that, after the free government stipends and support ends, theyll be able to afford to …
Canadians can't afford to have babies. I don't know what makes the government or the immigrants they bring in think that, after the free government stipends and support ends, theyll be able to afford to have babies. They won't. They'll be in the same position most Canadians are in: working their life away to pay their bills, and having the government take half their income in the form of taxes in order to pay for all the NEW immigrants who arrive. I'm guessing that's partly why a lot of new immigrants are leaving Canada shortly after they arrive: they were sold a fairy tale that no longer exists, and probably won't exist again until Canadians wake up and vote out the Liberal party.
Identity Attack0.08087392
Insult0.035333443
Profanity0.015010698
Threat0.007353018
Severe Toxicity0.0032043457
Low Tox 0.112540044 Constructive 0.594
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl with IELTS comes to Canada, then calls her husband here. Many of these are nothing more than contract marriages, where once the boy arrives, they go their separate ways. This is blatant abuse of the system and has created a wave of people entering Canada without even basic English skills. IRCC needs to wake up and fix this. Students on study or work visas must not be allowed to bring their spouses. If someone wants to come, let them take an English test themselves and prove they’re qualified. Study permits should only be issued for genuine university students, not random private colleges being used as back doors into the country. On top of that, no work permits should be given while on a study visa. Employers who hire students illegally on cash as cheap labour should face strict penalties, heavy fines, and blacklisting. Until these loopholes are closed, Canada’s immigration system will continue to be exploited and lose credibility. IRCC, this is not immigration — this is fraud facilitated by weak laws.
Identity Attack0.05089863
Insult0.045007613
Profanity0.015147334
Threat0.0071070488
Severe Toxicity0.0025558472
Low Tox 0.1104733 Constructive 0.664 Policy_Critique
Oct 4, 2025 IRCC Names India in Study …
Stop being silent .... wake up people.
Stop being silent .... wake up people.
Identity Attack0.0025158543
Insult0.05086332
Profanity0.013200258
Threat0.008000307
Severe Toxicity0.0017261505
Low Tox 0.10870059 Low Con 0.26 Call_To_Action
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
now quebec will have peace... they should have known their actions would have consequences ... blocking road for public prayers .. not because the want to pray but to show dominance .. i live in …
now quebec will have peace... they should have known their actions would have consequences ... blocking road for public prayers .. not because the want to pray but to show dominance .. i live in dubai .. nobody blocks roads to pray here ,... either pray at home or in mosque ... i hope europe wakes up too ... see how fast energy returns ? they didnt have good intentions for canada ... they just wanted to spread their extreme ideology
Identity Attack0.05794714
Insult0.030265106
Profanity0.0118338885
Threat0.0071717775
Severe Toxicity0.0022411346
Low Tox 0.102626406 Constructive 0.574 Fear_Threat
Nov 24, 2025 Quebec Ends Economic Immigration Program …
People in the west better wake up real fast.
People in the west better wake up real fast.
Identity Attack0.05794714
Insult0.025929155
Profanity0.021535112
Threat0.008893564
Severe Toxicity0.0031280518
Low Tox 0.102192536 Low Con 0.145 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They don't value the canadian way its time canadians wake up and get some of them shipped out but they use studying for there way in
They don't value the canadian way its time canadians wake up and get some of them shipped out but they use studying for there way in
Identity Attack0.062039822
Insult0.028722567
Profanity0.013473531
Threat0.007586042
Severe Toxicity0.0024414062
Low Tox 0.09872158 Low Con 0.246
Aug 26, 2025 Why Canadians Are Turning Against …
Are there 800k Canadians living in India? The West needs to wake up fast.
Are there 800k Canadians living in India? The West needs to wake up fast.
Identity Attack0.061130337
Insult0.025026767
Profanity0.012551232
Threat0.00789674
Severe Toxicity0.002784729
Low Tox 0.09741997 Low Con 0.192
Sep 22, 2025 307 likes Inside Canada's Indian Metropolis (Brampton)
Indians make up just 5.1% of Canada’s population according to 2021 census, can someone explain how can this overpower other communities, yet we’re often the easiest target for blame. Instead of taking responsibility, some choose …
Indians make up just 5.1% of Canada’s population according to 2021 census, can someone explain how can this overpower other communities, yet we’re often the easiest target for blame. Instead of taking responsibility, some choose to point fingers. Behind every smile is struggle, loneliness, and silent battles but we still wake up every day and work twice as hard without complaining
Identity Attack0.06613251
Insult0.02373764
Profanity0.011253181
Threat0.0064532873
Severe Toxicity0.0016593933
Low Tox 0.09308127 Constructive 0.672 Moral_Argument
Feb 17, 2026 Inside Canada's Indian Invasion...
all the left-wing parties do exactly the same thing: bring in lots of people, manipulate election, and claim more control. they are all the same. Look what happened in Europe, UK, Australia, NewZealand, and UsA. …
all the left-wing parties do exactly the same thing: bring in lots of people, manipulate election, and claim more control. they are all the same. Look what happened in Europe, UK, Australia, NewZealand, and UsA. Canadian people, wake up, Vote Conservatives, Save Canada.
Identity Attack0.029144434
Insult0.032689095
Profanity0.011184863
Threat0.0067834044
Severe Toxicity0.0015544891
Low Tox 0.0926474 Moderate Con 0.388 Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Immigration must be controlled. You don't want Immigration to overwhelm the native population otherwise the culture will change. Canada wake up!!!
Immigration must be controlled. You don't want Immigration to overwhelm the native population otherwise the culture will change. Canada wake up!!!
Identity Attack0.04925346
Insult0.019547975
Profanity0.011219022
Threat0.008453408
Severe Toxicity0.0022697449
Low Tox 0.08874765 Moderate Con 0.323 Fear_Threat
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
Oh My Beloved 🇨🇦❤ 😢💔 Wakes Up soooo LATEEEEE😢 What DAMAGE has been done to You❤ is IRREPARABEL 💔 GOD Bless 🇨🇦❤️ Ameen
Oh My Beloved 🇨🇦❤ 😢💔 Wakes Up soooo LATEEEEE😢 What DAMAGE has been done to You❤ is IRREPARABEL 💔 GOD Bless 🇨🇦❤️ Ameen
Identity Attack0.013847848
Insult0.021546122
Profanity0.024677763
Threat0.010343489
Severe Toxicity0.004348755
Low Tox 0.081625134 Moderate Con 0.467
Oct 2, 2025 IRCC Names India in Study …
80,000. People loose in Canada?????? Let's wake Up Canada
80,000. People loose in Canada?????? Let's wake Up Canada
Identity Attack0.022188433
Insult0.021675033
Profanity0.011082385
Threat0.008712323
Severe Toxicity0.0023269653
Low Tox 0.06421452 Moderate Con 0.403
Nov 5, 2025 IRCC Names India in Study …
This is the beginning of what they are doing to America and what they've already done to Europe, wake up Canada
This is the beginning of what they are doing to America and what they've already done to Europe, wake up Canada
Identity Attack0.026408968
Insult0.020192537
Profanity0.012551232
Threat0.009256045
Severe Toxicity0.0022506714
Low Tox 0.062236045 Low Con 0.211 Fear_Threat
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.