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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: "This is same thing the …" 894 comments · Page 30 of 36
0:52 It should be more appropriate if “ But the first thing we saw in the city was this” car crashing with a background music of welcome to brampton.
0:52 It should be more appropriate if “ But the first thing we saw in the city was this” car crashing with a background music of welcome to brampton.
Identity Attack0.004994711
Insult0.014162917
Profanity0.017299367
Threat0.019746035
Severe Toxicity0.002784729
Low Tox 0.06263174 Low Con 0.294
Sep 30, 2025 Inside Canada's Indian Metropolis (Brampton)
It's one thing to refuse a claim it's another to make sure they are out of the country!!!
It's one thing to refuse a claim it's another to make sure they are out of the country!!!
Identity Attack0.016460562
Insult0.01929015
Profanity0.013029462
Threat0.008427517
Severe Toxicity0.0017356873
Low Tox 0.06184035 Moderate Con 0.386
Dec 23, 2025 156 likes Deportations From Canada at Their …
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)
well you do have to give people a chance to assimilate though, only thing is that sometimes people over there send them here to earn money and you have to admire that there is risk …
well you do have to give people a chance to assimilate though, only thing is that sometimes people over there send them here to earn money and you have to admire that there is risk of rejection for them as well and may be no picnic to move to a strange country just for money!.
Identity Attack0.029402243
Insult0.018710041
Profanity0.016889455
Threat0.0066798385
Severe Toxicity0.0015544891
Low Tox 0.06025757 Constructive 0.712
Oct 18, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
It's wild how many people were afraid to elaborate on why things have gotten worse.
It's wild how many people were afraid to elaborate on why things have gotten worse.
Identity Attack0.003144818
Insult0.02373764
Profanity0.019075647
Threat0.0072365063
Severe Toxicity0.0011444092
Low Tox 0.05799546 Moderate Con 0.354 Meta_Commentary
Jan 29, 2026 1 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 …
Intense Concentration of any one ethnic group in on area typically ends up becoming a problem. The birth rate in Canada is insufficient, immigration will always drive the country’s growth but it needs to be …
Intense Concentration of any one ethnic group in on area typically ends up becoming a problem. The birth rate in Canada is insufficient, immigration will always drive the country’s growth but it needs to be diluted with multiple ethnic groups. Nearly a million Indians in one small area will make the area just like India. Conestoga college has done the same thing to Kitchener.
Identity Attack0.04925346
Insult0.015948927
Profanity0.011133623
Threat0.0069905366
Severe Toxicity0.0015258789
Low Tox 0.05725329 Constructive 0.539 Policy_Critique
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
How about the Emigration problem? Immigration from another country is one thing; Losing a worker to Emigration is another. This is what happened in the Netherlands: After the war, there was massive unemployment. (since not …
How about the Emigration problem? Immigration from another country is one thing; Losing a worker to Emigration is another. This is what happened in the Netherlands: After the war, there was massive unemployment. (since not everyone is fit to work in construction) So we sent 5% of the country away, mostly to Canada. Most everyone who emigrated was fit and of working age. A lot of them where farmers. Twenty years later there was a massive labour shortage. Our country needed fit men of working age. So we got immigrants.
Identity Attack0.02048012
Insult0.022964163
Profanity0.01309778
Threat0.0069905366
Severe Toxicity0.0016498566
Low Tox 0.056758508 Constructive 0.628 Comparative_Framing
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The government is ignoring the call to fix the immigration crisis in Canada especially in Brampton 😢trust me bad things is gonna happen
The government is ignoring the call to fix the immigration crisis in Canada especially in Brampton 😢trust me bad things is gonna happen
Identity Attack0.022992345
Insult0.017012933
Profanity0.011492296
Threat0.008375733
Severe Toxicity0.0014591217
Low Tox 0.055521555 Moderate Con 0.338 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I am a Korean international student studying in Canada. These types of news makes me really frustrated.. I heard that due to these reasons, immigration officers has been taking very long time to process study …
I am a Korean international student studying in Canada. These types of news makes me really frustrated.. I heard that due to these reasons, immigration officers has been taking very long time to process study visa permits. I 100% agree with immigration officers that they need to carefully review the applications, because I also think things like this shouldn’t happen in any countries. But, I’m getting frustrated because this is delaying innocent international students’ visa process as well. I’ve finished my undergraduate studies and I decided to pursue master’s under a professor i met in my current university. I was very excited to study the field, and i applied for study extension visa months ago, and still haven’t gotten any updates from IRCC. So I couldn’t get enrolled in Fall semester. I’m still waiting, and i really hope that i can continue studying.. luckily my professor understood this situation and he said he can hold a position for me, but i’m still very anxious about all the situation. I hope all people who come to Canada are honest and don’t do illegal things. I really want them to realize that they are affecting students who just want to study. They are taking away the opportunity for others to learn.
Identity Attack0.023595277
Insult0.022512967
Profanity0.016957775
Threat0.0077802283
Severe Toxicity0.001783371
Low Tox 0.055274166 Constructive 0.858 Personal_Narrative
Sep 29, 2025 3 likes IRCC Names India in Study …
If you Canadians do nothing for that I’m telling you from experience you done the next years. I’m from Greece I move to Canada 2012 I didn’t speak English I go to college to learn …
If you Canadians do nothing for that I’m telling you from experience you done the next years. I’m from Greece I move to Canada 2012 I didn’t speak English I go to college to learn English I follow the rules pay tax respect. in greece same thing happened, and rest of ther Europe (do something or you done)
Identity Attack0.0376521
Insult0.018774498
Profanity0.0118680475
Threat0.0065697995
Severe Toxicity0.0015640259
Low Tox 0.054284602 Constructive 0.601
Aug 27, 2025 2 likes Why Canadians Are Turning Against …
The first thing you absolutely need to do when you immigrate to a country that doesn't speak your language is to learn it. Period.
The first thing you absolutely need to do when you immigrate to a country that doesn't speak your language is to learn it. Period.
Identity Attack0.027011903
Insult0.014504919
Profanity0.01354185
Threat0.006479179
Severe Toxicity0.0011539459
Low Tox 0.054037213 Low Con 0.238 Policy_Critique
Sep 7, 2025 7 likes Why Canadians Are Turning Against …
Seeing this video after living in Brampton, this might be the coolest thing that’s happened to our town tbh
Seeing this video after living in Brampton, this might be the coolest thing that’s happened to our town tbh
Identity Attack0.011765319
Insult0.013326911
Profanity0.035399333
Threat0.0115345
Severe Toxicity0.0041007996
Low Tox 0.05378982 Moderate Con 0.457 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
Well life in every country is the same. Big picture is change is here. Adept!!!. I learned some Punjabi to buy a used car from a Punjabi guy. Got a better deal just for that …
Well life in every country is the same. Big picture is change is here. Adept!!!. I learned some Punjabi to buy a used car from a Punjabi guy. Got a better deal just for that little thing. Just saying😁
Identity Attack0.035331827
Insult0.018581128
Profanity0.019553876
Threat0.0078449575
Severe Toxicity0.0024414062
Low Tox 0.05354243 Constructive 0.669
Sep 29, 2025 Why Canadians Are Turning Against …
I have such mixed feelings watching this video and the following is just my opinion. I am an immigrant from India too and I love my country's values and culture but I also realize its …
I have such mixed feelings watching this video and the following is just my opinion. I am an immigrant from India too and I love my country's values and culture but I also realize its drawbacks. When I came here, my immediate instinct was not to change everything to how it was back home...It was rather to learn the culture and values of Canada too (which I know is in and itself a mixture of multiple cultures). If you are reading this my fellow Indians, It is truly my most humble request to remember that you don't have have to quit your culture, but that does not mean that you make no effort or take part in involving yourself in other cultures or mock them. You have the chance to better a country that has offered YOU a better life. Please don't ruin things for other immigrants or Canadians. We are resilient, and we can choose the best of both worlds.
Identity Attack0.035331827
Insult0.020837102
Profanity0.018324144
Threat0.0071070488
Severe Toxicity0.0020980835
Low Tox 0.05354243 Constructive 0.863 Personal_Narrative
Nov 1, 2025 78 likes Inside Canada's Indian Metropolis (Brampton)
this is on the whole government. and their liberal way of doing things. when are you going to start talking about all the money going to ukrainie. and how carney is funneling money to them …
this is on the whole government. and their liberal way of doing things. when are you going to start talking about all the money going to ukrainie. and how carney is funneling money to them when brookfield is there with their nuclear plants they want to protect!!
Identity Attack0.009249465
Insult0.02212623
Profanity0.013268576
Threat0.0076119336
Severe Toxicity0.0015640259
Low Tox 0.05354243 Moderate Con 0.319 Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Carneys got bigger things on his mind today 01/03
Carneys got bigger things on his mind today 01/03
Identity Attack0.0025713511
Insult0.02708937
Profanity0.01490822
Threat0.0072106146
Severe Toxicity0.0013828278
Low Tox 0.05280026 Low Con 0.282 Meta_Commentary
Jan 4, 2026 New rules, regulations take effect …
Do not judge, lest ye be judged. I can see (soon) people advocating for things that they called others "evil" for only half a century ago.
Do not judge, lest ye be judged. I can see (soon) people advocating for things that they called others "evil" for only half a century ago.
Identity Attack0.0036627878
Insult0.023866551
Profanity0.013371054
Threat0.0077025536
Severe Toxicity0.0011062622
Low Tox 0.05280026 Moderate Con 0.436 Moral_Argument
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
This is actually a very good thing, Im glad there are more Indians in Canada now
This is actually a very good thing, Im glad there are more Indians in Canada now
Identity Attack0.046159767
Insult0.015036922
Profanity0.01982715
Threat0.007961469
Severe Toxicity0.0028419495
Low Tox 0.05255287 Moderate Con 0.477 Solidarity
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
The duality is interesting. I live in an area with a high Indian population but they're very friendly and hard-working. They're a big factor as to why the area is the highest median salary in …
The duality is interesting. I live in an area with a high Indian population but they're very friendly and hard-working. They're a big factor as to why the area is the highest median salary in the state. It's more so a people thing, not a race thing..
Identity Attack0.048737846
Insult0.014314918
Profanity0.01764096
Threat0.0064015044
Severe Toxicity0.0018119812
Low Tox 0.05255287 Constructive 0.779
Jan 27, 2026 Inside Canada's Indian Invasion...
Good thing I know Buddy on the bike. Dude is about to lose his job. Thank God for the internet.
Good thing I know Buddy on the bike. Dude is about to lose his job. Thank God for the internet.
Identity Attack0.005956655
Insult0.020063626
Profanity0.015318131
Threat0.0079873605
Severe Toxicity0.0014305115
Low Tox 0.05255287 Constructive 0.508
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This worldwide invasion will stop when laws change. Uk is having the Denmark immigration policy i hope this works if not we will improve it. And our law will get better. Things are about to …
This worldwide invasion will stop when laws change. Uk is having the Denmark immigration policy i hope this works if not we will improve it. And our law will get better. Things are about to change in the uk. It takes time though.
Identity Attack0.031464707
Insult0.013858915
Profanity0.015659723
Threat0.008013252
Severe Toxicity0.0019931793
Low Tox 0.051563308 Constructive 0.644 Fear_Threat
Nov 16, 2025 Inside Canada's Indian Metropolis (Brampton)
I’ve lived in Canada for 30 years, but I became unemployed in 2021. This is the first time I’ve been out of work for more than a year and a half. I’ve applied online for …
I’ve lived in Canada for 30 years, but I became unemployed in 2021. This is the first time I’ve been out of work for more than a year and a half. I’ve applied online for over 20 jobs, but unfortunately I haven’t received any responses. This has never happened to me before. When I first came to Canada, it felt very safe—you could even leave your door unlocked at night. Things have changed a lot since then. Nowadays, there are many new immigrants and refugees, which has also changed the job market. I’ve noticed that many companies prefer hiring workers with student visas, because the government subsidizes part of their wages. That makes it more cost-effective for companies compared to hiring Canadian workers. I heard this directly from my former manager. As a result, some of my old colleagues now only get one or two days of work per week, while companies continue bringing in new employees.
Identity Attack0.0233943
Insult0.021868404
Profanity0.016001316
Threat0.00704232
Severe Toxicity0.001745224
Low Tox 0.050573748 Constructive 0.796
Aug 25, 2025 26 likes Why Canadians Are Turning Against …
Why are they getting ANY of my tax money? The only thing my Dad go t when we emigrated was a job, a skilled one, and no one handed him that.
Why are they getting ANY of my tax money? The only thing my Dad go t when we emigrated was a job, a skilled one, and no one handed him that.
Identity Attack0.019274252
Insult0.016100928
Profanity0.012995303
Threat0.0061878995
Severe Toxicity0.0011301041
Low Tox 0.050573748 Moderate Con 0.48
Jun 25, 2025 How much do refugees and …

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.