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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 #}

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Active: "At least they don’t 💣 …" 316 comments · Page 12 of 13
I was the lawyer invited to this interview, and after reading some comments celebrating the end of the PEQ, I feel the need to clarify a few things. The people affected by this are not …
I was the lawyer invited to this interview, and after reading some comments celebrating the end of the PEQ, I feel the need to clarify a few things. The people affected by this are not “abusing the system.” this was the program for people that came here legally and are working. To qualify for the PEQ, they had to be working full time, they pay taxes, they speak the language. They’re fixing our roads, keeping hospitals running, welding, machining, doing the jobs most of us take for granted every single day. The hard truth is that Canadians have stopped having enough children, and we simply don’t have enough young people with the skills to fill these roles. Yes, we absolutely should invest more in education and trade programs for our youth — my employer clients are begging young people to become mechanics, welders, skilled workers, often in the regions. Most don’t take those jobs, and even when they do, training takes two to three years. Our industries need people now, or parts of the economy will stall, and that affects all of us as Quebecers and Canadians. These workers are not asking for charity. They are already on the front lines keeping key sectors alive. Ending programs like the PEQ doesn’t punish “illegals” or “free riders”; it punishes people who are already integrated, working, and contributing to the society we all share. Also, all they are asking is for the new rules to not be applied to them retroactively, only for those coming new into the country, otherwise it is rug pulling those already here that played by the rules, and when the government does it to us we don't like, on principle of fairness, whatever you think of the numbers, too high too low, doesn't matters, it is the least we can all get behind as humans.
Identity Attack0.008583503
Insult0.028281843
Profanity0.01893901
Threat0.007197669
Severe Toxicity0.0017166138
Low Tox 0.058737632 Constructive 0.841 Personal_Narrative
Nov 22, 2025 Quebec Ends Economic Immigration Program …
At least no ones on fent and welfare🤷‍♂️🤷‍♂️
At least no ones on fent and welfare🤷‍♂️🤷‍♂️
Identity Attack0.0050317086
Insult0.021417208
Profanity0.018392462
Threat0.0066798385
Severe Toxicity0.0017738342
Low Tox 0.057748068 Low Con 0.25 Economic_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
My Granparents, parents, settled the homestead in 1896 near Rossland BC. How it used to work, how things are supposed to work, is the Government serves the needs and demands of the people. The people …
My Granparents, parents, settled the homestead in 1896 near Rossland BC. How it used to work, how things are supposed to work, is the Government serves the needs and demands of the people. The people don't serve the Government nor any Corporation or Public/Private Partnership. This means that the Government doesn't prevent people from doing what they do and they don't use force to extort the fruit of everyone's labor to the point of enslavement. In 1896 and throughout my Grandfather's life from 1902 to 1976, one would do for themselves if they weren't working for someone else. In other words, you found something needed be done, something the community around you required or was lacking, you opened shop and got after it. You can't work today because you require licensing for everything, you require permission for everything, everything is regulated. People have it in their minds that it's so much better today then it was then, that it's "safer". But it's not, that's a lie. My family, although never wealthy, ate good food, always had a roof over their heads, plenty of family around and always had something to do or at least could always find something to work at. Most importantly, they always had hope because they had freedom. No one has any hope anymore and the people coming here aren't just bringing their culture to overtake our culture, they are coming with anger. With envy, resentment and malice. My family didn't come here with those things, they came to Canada with hope and determination to integrate and prosper with freedom. The other side of my family fled Bolshevism when they left Russia and came here and that side had the exact same hope in freedom to work hard and prosper. Now all generational wealth, freedom, prosperity and hope is all but completely stolen. We don't need more regulations. We don't need more benefits. We don't need more Government. We need less, we need it all to go away because I know for a fact, you give people the freedom to go about their lives, the society or community they form, always tends towards peaceful, prosperous organization. You give people the freedom to build and produce and they'll get after it immediately and that opens the door for all other manner of trades and skills that just fill any hole in a community or society. And that's a fact about the organizational tendencies of human beings. There's nothing stopping us from providing for ourselves but a cartel Government in the business of extortion and human enslavement. They foment chaos and division in order to justify the revoking of more freedoms to enslave more people. People themselves, they look to get along, get to work, raise families and, as best they can, enjoy life. Once we start expecting a Government to take care of us we've institutionalized prisoners who have lost all human dignity. When you "buy in" to all the rhetoric of so called autonomy, ask yourself, how autonomous are you without a family? Just because you're alone in a box in a city, stacked one on top of the other, weighted down by a landslide of rules, collecting benefits from the Government, doesn't make you autonomous. People say, "no one can afford a family". Yet those coming in have large families and they seem to be making out just fine. It's the brainwashing of our culture that set us up. Over time we've convinced the proper way to do things is everyone to grow up and go their own way, leaving each other relying on benefits from the government in old age or illness or whatever calamity might strike in life. There's always something that comes along. With family you have human resource, a plethora of skills and you have your "insurance", free of extortion. Everything that comes from a government is conditional and sooner or later their conditions rule over our condition, even though it's our labor that provides for them. The answer isn't more benefits, as I've said. The answer is simply less government, so we can all get to the business of providing for ourselves and helping our communities prosper. We need to do this with family because alone, we are all isolated and powerless. No one stands alone and a house divided cannot stand.
Identity Attack0.008768492
Insult0.027841117
Profanity0.016821137
Threat0.007249452
Severe Toxicity0.0016498566
Low Tox 0.057748068 Constructive 0.801
Aug 25, 2025 6 likes Why Canadians Are Turning Against …
Itd be different if at least half of them would come here and respect the country. But that is not the case.
Itd be different if at least half of them would come here and respect the country. But that is not the case.
Identity Attack0.023193322
Insult0.018581128
Profanity0.012107162
Threat0.0064079775
Severe Toxicity0.001335144
Low Tox 0.055026773 Moderate Con 0.371 Moral_Argument
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
Be prepared to the outcome that the North American Free Trade Agreement is completely dead and out of touch for at least 5 years! Canada needs to be tough, smart and practical in facing the …
Be prepared to the outcome that the North American Free Trade Agreement is completely dead and out of touch for at least 5 years! Canada needs to be tough, smart and practical in facing the reality.
Identity Attack0.006955597
Insult0.021481665
Profanity0.011902207
Threat0.008815889
Severe Toxicity0.0014972687
Low Tox 0.051563308 Low Con 0.3
Jan 3, 2026 3 likes New rules, regulations take effect …
At least they speak English 😂
At least they speak English 😂
Identity Attack0.017264472
Insult0.016784932
Profanity0.020988565
Threat0.0073918556
Severe Toxicity0.0018882751
Low Tox 0.049089402 Low Con 0.275 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
At least deodorant isn't flying off the shelves there!!
At least deodorant isn't flying off the shelves there!!
Identity Attack0.0023493639
Insult0.016936934
Profanity0.0157622
Threat0.0076507707
Severe Toxicity0.0015354156
Low Tox 0.044388983 Low Con 0.247
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
All my respect for you went out the window when you shilled for a platform that tracks their users for pocket change. Do better or at least state the privacy risks of using it.
All my respect for you went out the window when you shilled for a platform that tracks their users for pocket change. Do better or at least state the privacy risks of using it.
Identity Attack0.0016186562
Insult0.020063626
Profanity0.013371054
Threat0.006433869
Severe Toxicity0.00084877014
Low Tox 0.043399423 Moderate Con 0.312 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
I agree that immigrants should adapt local culture and assimilate but I do not think immigrants have to be exatcly the same. bruce Lee adapted local culture while adding something new and beneficial for the …
I agree that immigrants should adapt local culture and assimilate but I do not think immigrants have to be exatcly the same. bruce Lee adapted local culture while adding something new and beneficial for the locals. If the things you bring is beneficial to the locals, then I do not think it is problematic if you bring them in while keeping ur original identity. I’m an exporter, if your exports align with destination country’s customs and at least certain aspects of it. It increases your export success rate. On contrary, if there is nothing that connects the locals, it will doom to failure.
Identity Attack0.023997234
Insult0.017088935
Profanity0.014190876
Threat0.006912862
Severe Toxicity0.0014877319
Low Tox 0.04216247 Constructive 0.737 Moral_Argument
Nov 24, 2025 1 likes Why Canadians Are Turning Against …
Thanks Michelle for bring this to our attention. Now I'm wondering what is it going to cost to find 79,000+ students so they can eventually be deported? I'm going to guess at least 1000.00 per …
Thanks Michelle for bring this to our attention. Now I'm wondering what is it going to cost to find 79,000+ students so they can eventually be deported? I'm going to guess at least 1000.00 per day per person to track them down. This should be deducted from the Liberal party's salary and not the tax payers! Or better yet, seize/freeze Trudeau's bank account/pension!!!!
Identity Attack0.006955597
Insult0.017292
Profanity0.0103821205
Threat0.008311004
Severe Toxicity0.0013446808
Low Tox 0.041915078 Constructive 0.637
Sep 29, 2025 IRCC Names India in Study …
A least they are friendly 😂
A least they are friendly 😂
Identity Attack0.0071405866
Insult0.015568925
Profanity0.022764845
Threat0.0074565844
Severe Toxicity0.0017738342
Low Tox 0.039226998 Moderate Con 0.373 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
My husband rented to a chinese guy for a while. After he moved out we were still getting mail for this guy……he had at least 5 different names he was using regarding bills, etc. How …
My husband rented to a chinese guy for a while. After he moved out we were still getting mail for this guy……he had at least 5 different names he was using regarding bills, etc. How do you trace these people?
Identity Attack0.028016793
Insult0.012338906
Profanity0.01490822
Threat0.0072365063
Severe Toxicity0.0012874603
Low Tox 0.03781283 Constructive 0.672
Oct 3, 2025 IRCC Names India in Study …
Looks like I’m moving to Brampton Ontario 😎✌️ I will be posting at least 5 videos per day for sure 😅
Looks like I’m moving to Brampton Ontario 😎✌️ I will be posting at least 5 videos per day for sure 😅
Identity Attack0.007214582
Insult0.011882903
Profanity0.01982715
Threat0.010654188
Severe Toxicity0.0026130676
Low Tox 0.03309893 Moderate Con 0.397 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
That's good because they enjoyed living over there, we also are all the same people's who lived in this cruel world, so let's just enjoy it even if it's not right anymore, but at least …
That's good because they enjoyed living over there, we also are all the same people's who lived in this cruel world, so let's just enjoy it even if it's not right anymore, but at least we are still good people's.
Identity Attack0.007029593
Insult0.012680908
Profanity0.019690514
Threat0.007741391
Severe Toxicity0.0014781952
Low Tox 0.032863233 Constructive 0.595 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
at least these guys work
at least these guys work
Identity Attack0.008879486
Insult0.014162917
Profanity0.01893901
Threat0.007521313
Severe Toxicity0.0016021729
Low Tox 0.032391842 Moderate Con 0.303 Solidarity
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
To be here as a citizen today, I had to pay CAD$35.000 for a two years program in Toronto. But to get the study visa I had to prove a lot of things, including money, …
To be here as a citizen today, I had to pay CAD$35.000 for a two years program in Toronto. But to get the study visa I had to prove a lot of things, including money, proof that I had paid the college (at least 1st year), English, a Bachelor degree (education), a clear criminal history, and what attach me to my country. I had to study hard, and only after graduation I could have 3y work permit. By working in Canada I could get more point to become a permanent resident. After 2y having my PR, I could get the citizenship, but I had to prove I pay taxes, clear criminal history, and other things that show I would be a good citizen. So, I worked (and still work) hard, I am currently in two jobs and at school taking my masters, I respect the laws, I respect the culture (I never tried to impose mine), and I pay over CAD$10.000 in taxes per year on my income. That said, I feel as a slap on my face when fraudulent and dishonest people are able to be here cheating the system in any way. Some people may say I am an immigrant against immigration. NO, I am in favor of people taking the right path to immigrate, and make real contributions for this country, not coming to be scammers and criminals.
Identity Attack0.0076955543
Insult0.017227544
Profanity0.015079016
Threat0.006492125
Severe Toxicity0.0011730194
Low Tox 0.03192045 Constructive 0.774
Oct 10, 2025 IRCC Names India in Study …
At least they are working and not just live in the country on welfare
At least they are working and not just live in the country on welfare
Identity Attack0.009619443
Insult0.012946909
Profanity0.011936366
Threat0.0060325502
Severe Toxicity0.0009202957
Low Tox 0.03062413 Moderate Con 0.331 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
At least they are self aware of the situation More than can be said about most Americans on literally any topic
At least they are self aware of the situation More than can be said about most Americans on literally any topic
Identity Attack0.010211408
Insult0.0140109155
Profanity0.013405213
Threat0.006848133
Severe Toxicity0.0009965897
Low Tox 0.03015274 Low Con 0.221 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada needs Trump or at least become 51st
Canada needs Trump or at least become 51st
Identity Attack0.006881601
Insult0.014162917
Profanity0.0118338885
Threat0.007974415
Severe Toxicity0.0012397766
Low Tox 0.030034892 Low Con 0.09
Jan 27, 2026 Inside Canada's Indian Invasion...
At least the government is doing the exact opposite of what Trump has been doing.
At least the government is doing the exact opposite of what Trump has been doing.
Identity Attack0.0023586133
Insult0.017088935
Profanity0.010040528
Threat0.006039023
Severe Toxicity0.000667572
Low Tox 0.029563503 Low Con 0.185 Comparative_Framing
Jan 17, 2026 Canada’s new rules in 2026
I don’t see the problem let them practise their culture and language they pay taxes and stuff and at least put some effort in learning ur stuff
I don’t see the problem let them practise their culture and language they pay taxes and stuff and at least put some effort in learning ur stuff
Identity Attack0.00847251
Insult0.01306091
Profanity0.011560614
Threat0.0063950317
Severe Toxicity0.000872612
Low Tox 0.02873857 Moderate Con 0.365 Solidarity
Oct 11, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
At least we can always complain online.
At least we can always complain online.
Identity Attack0.0025158543
Insult0.0113889
Profanity0.013917602
Threat0.007922632
Severe Toxicity0.00096321106
Low Tox 0.028502874 Moderate Con 0.367 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Just completed mine — got 19 correct! A few tips: this video helps a lot, but I recommend going through the study guide at least once before watching this video. Also, an app called Citizenship …
Just completed mine — got 19 correct! A few tips: this video helps a lot, but I recommend going through the study guide at least once before watching this video. Also, an app called Citizenship was really useful as well. Good luck to everyone. It's easy don't be over stress.
Identity Attack0.0054756827
Insult0.012186904
Profanity0.017436003
Threat0.009204263
Severe Toxicity0.0016021729
Low Tox 0.028502874 Constructive 0.738
Jul 23, 2025 12 likes Canadian Citizenship Test 2025 – …
They successfully pushed me out of southern Ontario. At least I feel like I live in Canada again, for now.
They successfully pushed me out of southern Ontario. At least I feel like I live in Canada again, for now.
Identity Attack0.01374736
Insult0.0107048955
Profanity0.011406898
Threat0.007365964
Severe Toxicity0.001168251
Low Tox 0.026970858 Moderate Con 0.459 Personal_Narrative
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
At least they seem like they can hold jobs and speak the native language so can assimilate(as much as their overwhelming numbers allow) well enough. The poor driving performance is an extreme safety issue that …
At least they seem like they can hold jobs and speak the native language so can assimilate(as much as their overwhelming numbers allow) well enough. The poor driving performance is an extreme safety issue that needs addressed ASAP, immediately, yesterday.
Identity Attack0.0037367835
Insult0.01617693
Profanity0.0094256615
Threat0.0061231707
Severe Toxicity0.0007247925
Low Tox 0.026499467 Moderate Con 0.484 Fear_Threat
Jan 28, 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.