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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: "Is this what it’s like …" 2,805 comments · Page 97 of 113
We need to see people being charged and walked in front of cameras. We need criminals to go to court, be convicted and let the public see the process. I/we feel like nothing ever happens- …
We need to see people being charged and walked in front of cameras. We need criminals to go to court, be convicted and let the public see the process. I/we feel like nothing ever happens- no charges or convictions. The public needs to see something be done and that is also a deterrent!!! Justice matters!!
Identity Attack0.0048837173
Insult0.023608726
Profanity0.012312118
Threat0.021127338
Severe Toxicity0.0021648407
Low Tox 0.06579731 Constructive 0.641 Call_To_Action
Feb 18, 2026 29 likes Canadian immigration officers investigating hundreds …
14:52 as a Catholic in Toronto, I greatly appreciate what this man says about faith. I have strong reservations about immigration, but it's guys like him who make me think twice
14:52 as a Catholic in Toronto, I greatly appreciate what this man says about faith. I have strong reservations about immigration, but it's guys like him who make me think twice
Identity Attack0.038167715
Insult0.02425329
Profanity0.011543535
Threat0.006149062
Severe Toxicity0.0012397766
Low Tox 0.06500591 Constructive 0.788
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Your grandfathers worked together to give you an easy life. You took it for granted and gave it away like it was free. You will learn. Nature is cruel. You have invited nature back. Good …
Your grandfathers worked together to give you an easy life. You took it for granted and gave it away like it was free. You will learn. Nature is cruel. You have invited nature back. Good luck.
Identity Attack0.003385304
Insult0.026702631
Profanity0.012141321
Threat0.0068999166
Severe Toxicity0.0014019012
Low Tox 0.06500591 Moderate Con 0.453
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My …
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My home was in brampton for a long time and I have personally seen the safety gone down, my family used to come back from trips with our garage open and everything would be completely fine. The long term sikhs and indians came and actually contributing positively and that can be seen with how good canada was pre 2020. Immigration too an extent was good, but mass immigration was never a good idea. In 2018-2019 the old time punjabi community was heavily against so many students coming in, so much so people that were indian had "no students" signs when renting their basements. It's sad to see people that came here running things so badly and ruining the effort and contributions made by many(I even face the consqeunces of things I have never done). Remeber don't be afraid to call out people for their bullshit, but also dont bash innocent people. Now many ppl came to canada and have done good like sikhs having the highest donors of blood, plasma, and platelets. We also giveway a lot in charity and food. A good news is Canada is cracking down on these bad people and quickly, and many good people who came are returning back home. I have seen a lot of videos online, but please remember algorithms and pushed media make things seem worse than they actually are. My message is I'm sorry for how these people are acting, my recent trip to Canada(brampton) I saw better quality service and more white folk too. Stay safe and god bless!
Identity Attack0.039456755
Insult0.022448512
Profanity0.027000591
Threat0.008181547
Severe Toxicity0.0032043457
Low Tox 0.06421452 Constructive 0.862 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
This has happened to our town too it looks like a foreign country in the evening
This has happened to our town too it looks like a foreign country in the evening
Identity Attack0.034816213
Insult0.017227544
Profanity0.017436003
Threat0.00789674
Severe Toxicity0.0023460388
Low Tox 0.06381883 Moderate Con 0.389
Jan 27, 2026 Inside Canada's Indian Invasion...
Like the video but please don't use the ai slop for visualizing I think we got the driving part of the video pretty well
Like the video but please don't use the ai slop for visualizing I think we got the driving part of the video pretty well
Identity Attack0.009693438
Insult0.018452216
Profanity0.028776871
Threat0.011741633
Severe Toxicity0.0034332275
Low Tox 0.06381883 Moderate Con 0.433 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
From what I heard coming from other source .Also when I see them at food banks taking home more than $150.00 in groceries from just 1 food bank they goto 9 amonth .their cell phones …
From what I heard coming from other source .Also when I see them at food banks taking home more than $150.00 in groceries from just 1 food bank they goto 9 amonth .their cell phones are top of the line .Clothes and shoes brand name only .Gold jewllery ladys purses $300.00 and up .And they all have cars from 40 thousand and up . One place i never see them is value village .How do they do iit ?I had 2 kids and on welfare a few years back and I had a hard time trying to get some things that we badly needed and could not afford and things were a lot cheaper .The most I ever spent at no frills been on assistance was $75.00 for the whole month .6 years ago and no cell phone gold. or cars .So how these people do it ?oh and by the way I go ti no frills once a week .Those same refugees are there every thursday spending $500.00. on goceries and none of them work .Some time neighbours talk and thats how things are know .Our government is a big lier .We the tax payers are paying for all of these Once a refugee of this country one canot be sent back or deported so if this refugee never finds a job you the tax payer and I will pay for his or her assistance and maybe for a life time .like in the case of gypsies refugees they are all on assistance go to all the food banks rob the community of their belongins their cars items from stores donations in front of churches and stores they dress the best also spend hundreds of dollars on food they shop for clothes at the mall and we the tax payer brake our backs 6 days a week 10 hours a day like me and I cant afford even half of what these people can .So even if they become criminals we have to support them .Some refugee law and rights should be changed to ensure that tax payers are not been taking advantage of .
Identity Attack0.00932346
Insult0.027841117
Profanity0.025907494
Threat0.006647474
Severe Toxicity0.0019931793
Low Tox 0.063423134 Constructive 0.726
Jun 16, 2018 3 likes How much do refugees and …
The first thing that needs to happen is to take the multiculturalism rule out of the charter of rights. Go ahead, be multi cultural but within the 4 walls of your house. If you are …
The first thing that needs to happen is to take the multiculturalism rule out of the charter of rights. Go ahead, be multi cultural but within the 4 walls of your house. If you are unable to assimilate and learn the language and adopt the culture of the place you'd like to potentially call home then perhaps it isn't quite home then is it?
Identity Attack0.036878675
Insult0.018129934
Profanity0.012722028
Threat0.007857903
Severe Toxicity0.0016403198
Low Tox 0.06263174 Moderate Con 0.473 Policy_Critique
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Why even move to a new country if you just make it like the one you left?????
Why even move to a new country if you just make it like the one you left?????
Identity Attack0.013345404
Insult0.021417208
Profanity0.013610168
Threat0.006576272
Severe Toxicity0.0016403198
Low Tox 0.06263174 Low Con 0.293 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Most Americans living in the U.S. today aren’t originally from there — their ancestors migrated from Europe just a few centuries ago. Yet documentaries like this make it seem as if others are ‘taking over’ …
Most Americans living in the U.S. today aren’t originally from there — their ancestors migrated from Europe just a few centuries ago. Yet documentaries like this make it seem as if others are ‘taking over’ their land. The same story exists in places like Australia, where the original Indigenous population is now a small minority. Over time, migration changes every country’s demographics — it’s a global reality, not an invasion. Even cities like London, Toronto, or New York are built by immigrants from across the world. So before calling it a ‘takeover,’ remember that every nation today stands on layers of migration, adaptation, and cultural exchange.
Identity Attack0.030433474
Insult0.024511116
Profanity0.01627459
Threat0.007353018
Severe Toxicity0.0018596649
Low Tox 0.06263174 Constructive 0.602 Comparative_Framing
Oct 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
There’s nothing down there I need to see or do that bad to be treated like a criminal
There’s nothing down there I need to see or do that bad to be treated like a criminal
Identity Attack0.0035630031
Insult0.009448885
Profanity0.0001628137
Threat0.010949813
Severe Toxicity0.000013081967
Low Tox 0.06238377 Comparative_Framing
Dec 9, 2025 15 likes
It doesn't even feel like we're living in a first world country any more.
It doesn't even feel like we're living in a first world country any more.
Identity Attack0.018068384
Insult0.020643732
Profanity0.018392462
Threat0.0070164283
Severe Toxicity0.0017738342
Low Tox 0.061444655 Low Con 0.285
Nov 18, 2025 1 likes Why Canadians Are Turning Against …
I am concerned about the comments here! Right now we need to welcome people from the US escaping ICE! We need to be humane! I agree that we need to be discerning to risky people, …
I am concerned about the comments here! Right now we need to welcome people from the US escaping ICE! We need to be humane! I agree that we need to be discerning to risky people, and there needs to be limits. But this is an emergency situation! We need to help good people who are at risk and just wanting a better life! How would you like to be in their shoes?? It would be scary! Lets be the safe place to land for these good people!! Even though I am tenth generation Canadian, we are all immigrants except for the First Nations People.
Identity Attack0.024600167
Insult0.024640027
Profanity0.01627459
Threat0.0077025536
Severe Toxicity0.0018310547
Low Tox 0.06104896 Constructive 0.859
Dec 29, 2025 Deportations From Canada at Their …
I'm born in Quebec, I moved in different provinces for work and when I came back, i was treated like an immigrant. Go figure
I'm born in Quebec, I moved in different provinces for work and when I came back, i was treated like an immigrant. Go figure
Identity Attack0.04280826
Insult0.019419061
Profanity0.011406898
Threat0.0061814263
Severe Toxicity0.0012969971
Low Tox 0.06065326 Constructive 0.617
Nov 23, 2025 13 likes Quebec Ends Economic Immigration Program …
Looks like a snowy version of Australia
Looks like a snowy version of Australia
Identity Attack0.034042787
Insult0.020772645
Profanity0.021056883
Threat0.00823333
Severe Toxicity0.0030708313
Low Tox 0.06065326 Low Con 0.276
Jan 27, 2026 Inside Canada's Indian Invasion...
This story tells you so much though . This city seems to be an example of how canadas integration policy isn’t working . Look what everyone said -> they couldn’t find jobs , none of …
This story tells you so much though . This city seems to be an example of how canadas integration policy isn’t working . Look what everyone said -> they couldn’t find jobs , none of the Canadians accepted foreign work experience so they created thier own jobs . B4 asking why aren’t you integrating has Canada asked the tough questions to themselves why do they make it hard for ppl to find jobs in the first place ? In India community is a strong feature no matter where you are they will create an environment that replicates home to ensure their roots stay strong and it’s also for support, loneliness and many things . Now ppl from India don’t just come to Canada due to job crisis back home they come bcz they want to escape the 1.4 billion population and suffocation that comes with it . The negative thing about Indians is they don’t know what’s right n wrong . It’s a thin line bcz that common sense isn’t taught in India . In India your in a race if you snooze you loose so those bad habits of trying to beat the competition comes with a world of bad manners and bad civic sense . Which now unfortunately due to cities like these won’t go away . They’ll stay the same bcz Brampton is that home away from home comfort pillow tat screams LETS NOT CHANGE .
Identity Attack0.03223813
Insult0.026702631
Profanity0.015249812
Threat0.006479179
Severe Toxicity0.0018978119
Low Tox 0.06065326 Constructive 0.671 Policy_Critique
Nov 9, 2025 Inside Canada's Indian Metropolis (Brampton)
They are not paid for by the Feds. It's paid by over taxed and beleaguered Canadians like ME! I want it to stop!!!!!
They are not paid for by the Feds. It's paid by over taxed and beleaguered Canadians like ME! I want it to stop!!!!!
Identity Attack0.021585498
Insult0.0233509
Profanity0.012346277
Threat0.0069387536
Severe Toxicity0.0016021729
Low Tox 0.06025757 Constructive 0.536 Economic_Argument
Feb 24, 2026 'We do know that there's …
As an Indian I'd say it's cheap to move to another country for economic benefits... it's like extracting wealth from another country and their people. If one really likes some country then they should already …
As an Indian I'd say it's cheap to move to another country for economic benefits... it's like extracting wealth from another country and their people. If one really likes some country then they should already have enough money to live and support themselves.
Identity Attack0.04280826
Insult0.019354604
Profanity0.019348921
Threat0.0067963502
Severe Toxicity0.0017166138
Low Tox 0.06025757 Constructive 0.614
Aug 25, 2025 12 likes Why Canadians Are Turning Against …
Its true about the government supporting them for the rest of there life, the man upstairs (indian) has five people on his check, he also receives extra for a pregnancy. When I seen the statement …
Its true about the government supporting them for the rest of there life, the man upstairs (indian) has five people on his check, he also receives extra for a pregnancy. When I seen the statement I was like that should tell the government alot! He also receive double of me for gst 🤦‍♀️
Identity Attack0.037136484
Insult0.020192537
Profanity0.017367685
Threat0.006543908
Severe Toxicity0.0017547607
Low Tox 0.059974585 Constructive 0.748 Economic_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
Yes, Canada’s asylum system is currently facing intense scrutiny due to record-high claim volumes and allegations of systemic fraud. THE SCALE OF THE PROBLEM Backlog Explosion: The inventory of pending asylum claims has surged significantly, …
Yes, Canada’s asylum system is currently facing intense scrutiny due to record-high claim volumes and allegations of systemic fraud. THE SCALE OF THE PROBLEM Backlog Explosion: The inventory of pending asylum claims has surged significantly, reaching approximately 300,000 active cases as of late 2025. Rising Claim Volumes: Annual claims reached a record 190,000 in 2024, though they decreased by about a third in early 2025 following new policy measures. Removal Gap: Criticisms have been raised regarding the low rate of deportations; reports indicate that 86% of rejected claimants remain in Canada. SOURCES OF "BOGUS" CLAIMS International Student Surge: There has been an "alarming trend" of international students claiming asylum to remain in the country after their study permits expire or in response to new caps on student visas. Fraud Networks: Investigations have highlighted vulnerabilities where unauthorized agents and transnational fraud networks counsel migrants to submit fabricated narratives or forged documents. "Rubber-Stamping" Allegations: A recent report by the C.D. Howe Institute warned that a paper-based "fast-track" system for certain high-risk countries may be bypassing essential security screenings and in-person questioning. ECONOMIC AND SOCIAL IMPACT Healthcare Costs: The Interim Federal Health Program (IFHP), which provides medical benefits to claimants, saw its budget jump from roughly $66 million to over $1 billion annually. Policy Shift: To reduce incentives for non-genuine claims, the government is introducing a co-pay system for supplementary health services (like dental and vision) starting May 1, 2026. CONSEQUENCES OF FRAUD For individuals, filing a "bogus" or misrepresented claim carries severe penalties: A five-year ban from entering or remaining in Canada. Permanent record of fraud with Immigration, Refugees and Citizenship Canada (IRCC). Loss of current temporary or permanent resident status
Identity Attack0.011099357
Insult0.02425329
Profanity0.015181494
Threat0.008181547
Severe Toxicity0.0019359589
Low Tox 0.059974585 Constructive 0.668 Policy_Critique
Feb 25, 2026 'We do know that there's …
Brampton city government is not doing enough to integrate Indians into Canadian society. And by that I simply mean building closer relationships with the locals. More community events like festivals need to be held. Not …
Brampton city government is not doing enough to integrate Indians into Canadian society. And by that I simply mean building closer relationships with the locals. More community events like festivals need to be held. Not purely Indian festivals, but mixed culture festivals. That would build more understanding and friendlier relations. The earlier generations of Indian immigrants in this video look like they have integrated well identifying as both Indian and Canadian. That's the ideal, I feel.
Identity Attack0.05976611
Insult0.017743196
Profanity0.012551232
Threat0.006427396
Severe Toxicity0.001745224
Low Tox 0.059974585 Constructive 0.769
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
looks like an inside job
looks like an inside job
Identity Attack0.0030153254
Insult0.01838776
Profanity0.033645786
Threat0.006912862
Severe Toxicity0.0025558472
Low Tox 0.059727192 Low Con 0.233 Unverified_Claim
Oct 2, 2025 IRCC Names India in Study …
I like that guy on the bike ❤. He has some "cajones" got to love it!
I like that guy on the bike ❤. He has some "cajones" got to love it!
Identity Attack0.0064006294
Insult0.019483518
Profanity0.026454043
Threat0.010369381
Severe Toxicity0.0029754639
Low Tox 0.059479803 Constructive 0.542 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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 …
We like to bring in people from everywhere and pay them more money than working Canadians get using tax dollars. Then they collect OAS and leave the country, pass away and their families collect on …
We like to bring in people from everywhere and pay them more money than working Canadians get using tax dollars. Then they collect OAS and leave the country, pass away and their families collect on that OAS for as long as they can without consequence
Identity Attack0.02821777
Insult0.019161236
Profanity0.010740792
Threat0.0075083673
Severe Toxicity0.0017356873
Low Tox 0.058737632 Moderate Con 0.381
Jun 22, 2025 How Canada broke its immigration …

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.