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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: "What will I do without …" 416 comments · Page 15 of 17
Well what are their motives from India ? The motive is earning 3k a yr in salary without a degree in India. India is a developing country. Their hunger to earn a bigger salary is …
Well what are their motives from India ? The motive is earning 3k a yr in salary without a degree in India. India is a developing country. Their hunger to earn a bigger salary is obvious.
Identity Attack0.048480038
Insult0.023866551
Profanity0.013166099
Threat0.006763986
Severe Toxicity0.0016975403
Low Tox 0.07608539 Low Con 0.297
Sep 29, 2025 IRCC Names India in Study …
why did he end the video so suddenly without any closure?
why did he end the video so suddenly without any closure?
Identity Attack0.0055866763
Insult0.014238917
Profanity0.028093686
Threat0.01101667
Severe Toxicity0.003452301
Low Tox 0.07450261 Low Con 0.281 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Well, I'm gonna give you Canada Immigration an advice on how to catch these people and all those in other countries who has the same situation. These people are doing jobs like delivery like Uber, …
Well, I'm gonna give you Canada Immigration an advice on how to catch these people and all those in other countries who has the same situation. These people are doing jobs like delivery like Uber, Skip, Doordash, etc., BUT...they are not using their legal name to apply for that instead they are using another person's account to do that job, whose account is legal and had been in the job for so many years. The connection between those people is not relevant to any gang or organizations but they operate like one, the advantage is both parties earn money while in their eyes is "legal". This is normal settings in my country(3rd world country), you have several taxis and you need to hire drivers to operate, its up to you if you're gonna hire legit drivers or not, the only difference is that the undocumented driver is cheaper. And how do I know these things, I work in a fastfood chain in Waterloo, you need to identify which order the driver will pickup and the delivery driver need to verify the order by the order number through the app but sometimes you can see the Account's photo is different from the delivery driver, so yeah, that's the gist of it. I have no idea why modern countries like Canada and America are so "dumb" or lack of critical thinking when it comes to crimes like this, but I guess people and politicians are the same all over the world. And now, they are bringing more people without checking their background, if there's any criminal record or such, oh yeah, speaking of that, how do you verify those records from another country if those records can be produced with 3rd party company in which an employee from a government institution is behind it to make it more look like it is legit.
Identity Attack0.025203101
Insult0.028392024
Profanity0.016889455
Threat0.0076119336
Severe Toxicity0.0020217896
Low Tox 0.07054565 Constructive 0.755
Sep 29, 2025 IRCC Names India in Study …
And Brampton is known as the capital of truck licenses without the proper test. The TV show Marketplace exposed that situation a few years ago. I'm new to Canada, but one thing about people from …
And Brampton is known as the capital of truck licenses without the proper test. The TV show Marketplace exposed that situation a few years ago. I'm new to Canada, but one thing about people from India is that if they have the opportunity to skip or cheat on a test, they take it. I know this firsthand. Another important fact is the population of India; they are around 1,300 millons people, but only 1% of those people can collapse the immigration system of a country, in this case, Canada. And Canada allowed it. Last but not least, I don't know if deodorant is forbidden in India, but they smell really bad.
Identity Attack0.036105253
Insult0.027730936
Profanity0.015693882
Threat0.0076507707
Severe Toxicity0.0019073486
Low Tox 0.07054565 Constructive 0.679
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm pretty much exactly where that lady in the car is at. Enough to make rent, pay my monthly cell phone bill, and internet, but the rest? Not enough for food, no emergency funds if …
I'm pretty much exactly where that lady in the car is at. Enough to make rent, pay my monthly cell phone bill, and internet, but the rest? Not enough for food, no emergency funds if something breaks or needs replacing, etc. Can't even save and put money away. I sat down and balanced my budget, looking at what I could keep or toss. Figured out what to do for cheapening food costs as much as I could (without doing food bank), and the most I can afford for rent is $700 a month. That's basically a room in someone's house. That's it. As an Adult, I'm disgusted it's come to this. But what angers me MOST of all, is the Landlord's I gotta argue with. Surrey, BC used to be the cheap end of Vancouver. The welfare type housing, and low-income area. Then we had this huge book of Middle Eastern people come flying in at top speed, steam roll the community and make it theirs. They bought up all the cheap housing, ripped it down even though it was not that bad of a house, then built these custom 5-6 room mini mansions. The standards for the area skyrocketed, and the cost of their mortgage is likely also sky high because of what they built... So what do they do? Rent the rooms, force people 2 to a room with no privacy, and if you WANT a private room? Nearly $1000. Oh... And let's not forget the discrimination issues. If you're not going to temple or Gudwara, forget it. If you aren't pure vegetarian, forget it. And because all the other renters are "brown" and under 30yrs old, Adults are considered unwelcome. If you have a disability and don't work, you're automatically labelled a drug user (which isn't always truth). Even if you offer proof of income, and resources or phone numbers to call, they won't bother. Too much work. This sh*t needs to stop. I look in other cities near by, and it's happening in ALL OF THEM. I cant even relocate to get away from this crap. I'm done. I have no car to live out of, so that's not an option. I'm not a drug user, never will be but and all the shelters are now "low barrier". Screw that. So now what? Go back to work with a broken lower back?? Desk job search when I should be recovering and resting? Like, the suggestions are welcome, but be realistic. I'm in constant pain on heavy duty drugs to get by right now. No spouce. No parents or friends to leech off of. I feel utterly abandoned by our government.
Identity Attack0.004180758
Insult0.029714199
Profanity0.024951037
Threat0.006763986
Severe Toxicity0.0019836426
Low Tox 0.06579731 Constructive 0.775 Personal_Narrative
Aug 25, 2025 10 likes Why Canadians Are Turning Against …
Immigrants enrich the cultural fabric of Canada and add to the wealth of the whole country via their tax contributions. Anyone not aware of these positive effects needs to lean into the subject and seriously …
Immigrants enrich the cultural fabric of Canada and add to the wealth of the whole country via their tax contributions. Anyone not aware of these positive effects needs to lean into the subject and seriously inform themselves. Without immigration Canada's pension system would fail all people over 65.
Identity Attack0.04177703
Insult0.01838776
Profanity0.010604155
Threat0.0065180166
Severe Toxicity0.0012302399
Low Tox 0.063027434 Constructive 0.665 Moral_Argument
Oct 16, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
You gotta admit the hospitality and the common good of a human being, offering food and treating people with kindness without discrimination was really nice to see from that Hindu gentleman at the temple handing …
You gotta admit the hospitality and the common good of a human being, offering food and treating people with kindness without discrimination was really nice to see from that Hindu gentleman at the temple handing out free food. Nothing billion dollars.
Identity Attack0.04512853
Insult0.020450363
Profanity0.012038844
Threat0.006272047
Severe Toxicity0.001449585
Low Tox 0.06025757 Constructive 0.628 Solidarity
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
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 …
1st world countries have been living the high life for to long anyway. It's good to see the world change but not into a rich or poor without middle class
1st world countries have been living the high life for to long anyway. It's good to see the world change but not into a rich or poor without middle class
Identity Attack0.024600167
Insult0.020063626
Profanity0.014703264
Threat0.006809296
Severe Toxicity0.0016212463
Low Tox 0.05750068 Moderate Con 0.427
Aug 26, 2025 Why Canadians Are Turning Against …
Brampton has the cheapest rental rates in GTA, plus a lotta warehousing jobs if ya stay in Brampton. Plus the only region where ya can survive without speaking an iota of english. You can survive …
Brampton has the cheapest rental rates in GTA, plus a lotta warehousing jobs if ya stay in Brampton. Plus the only region where ya can survive without speaking an iota of english. You can survive just by knowing Punjabi.
Identity Attack0.038167715
Insult0.021675033
Profanity0.013371054
Threat0.006602164
Severe Toxicity0.0017929077
Low Tox 0.057005897 Constructive 0.534
Jan 27, 2026 Inside Canada's Indian Invasion...
Who's responsible for this mess? Do we even have number of people living here without status? Asking to Canadian over 50 years old who didn't vote for change!
Who's responsible for this mess? Do we even have number of people living here without status? Asking to Canadian over 50 years old who didn't vote for change!
Identity Attack0.023796257
Insult0.022706337
Profanity0.01128734
Threat0.006433869
Severe Toxicity0.0013542175
Low Tox 0.057005897 Constructive 0.505
Jan 15, 2026 2.9 million Canadian temporary visas …
If Quebec can loosen their language-related laws, existing Canadian citizens and permanent residents from across the country can actually get decent jobs without having to get in foreign workers.
If Quebec can loosen their language-related laws, existing Canadian citizens and permanent residents from across the country can actually get decent jobs without having to get in foreign workers.
Identity Attack0.041261412
Insult0.020256994
Profanity0.010826191
Threat0.006433869
Severe Toxicity0.0014781952
Low Tox 0.054531995 Moderate Con 0.4 Policy_Critique
Feb 13, 2026 Canada's tighter immigration policy divides …
Was watching this, being stuck on TTC traffic. Not even in rush hour with a full bus of ppl loudly on their phones speaking Indian + watching loud videos without Earbuds also in that language. …
Was watching this, being stuck on TTC traffic. Not even in rush hour with a full bus of ppl loudly on their phones speaking Indian + watching loud videos without Earbuds also in that language. Being 25 minutes delayed on my "35 minute" trip
Identity Attack0.022590388
Insult0.018774498
Profanity0.020373698
Threat0.007909686
Severe Toxicity0.0019741058
Low Tox 0.054531995 Constructive 0.52 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
“I can go days without speaking English”
“I can go days without speaking English”
Identity Attack0.020279141
Insult0.013630914
Profanity0.019485557
Threat0.009463178
Severe Toxicity0.001821518
Low Tox 0.05354243 Moderate Con 0.358 Identity_Assertion
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
she was blinking and moving restlessly in her chair, and was unable to answer any question without reading from her papers.
she was blinking and moving restlessly in her chair, and was unable to answer any question without reading from her papers.
Identity Attack0.0027563404
Insult0.021803947
Profanity0.0127561875
Threat0.007598988
Severe Toxicity0.0012302399
Low Tox 0.05304765 Moderate Con 0.325
Nov 23, 2025 4 likes Thousands of refugees allowed into …
M. Carney's plan is working as intended. We need to keep these expired temporary foreign workers here in Canada, without them, doctors and police officers would be out of work. So keeping them here creates …
M. Carney's plan is working as intended. We need to keep these expired temporary foreign workers here in Canada, without them, doctors and police officers would be out of work. So keeping them here creates more jobs. I don't care how much it costs, we can always raise taxes. On top of that, Lena Diab has great salad recipes..!
Identity Attack0.01766643
Insult0.020321451
Profanity0.012312118
Threat0.0067186756
Severe Toxicity0.0013446808
Low Tox 0.04760506 Constructive 0.837 Unverified_Claim
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I watched this video twice, and got 18/20 in first attempt, without reading guide, really helpful video!
I watched this video twice, and got 18/20 in first attempt, without reading guide, really helpful video!
Identity Attack0.008102531
Insult0.013402912
Profanity0.026454043
Threat0.012026439
Severe Toxicity0.0032424927
Low Tox 0.045625936 Constructive 0.501 Meta_Commentary
Sep 15, 2025 4 likes Canadian Citizenship Test 2025 – …
They are all over the place working without even studying as student.
They are all over the place working without even studying as student.
Identity Attack0.004439743
Insult0.021481665
Profanity0.011782649
Threat0.006375613
Severe Toxicity0.0009918213
Low Tox 0.044883765 Moderate Con 0.303
Nov 6, 2025 IRCC Names India in Study …
I'm a immigrant, came here without any English, but learned the language. I was born in Brazil and I watch more Hockey then soccer. I always do the best I can to be integrated within …
I'm a immigrant, came here without any English, but learned the language. I was born in Brazil and I watch more Hockey then soccer. I always do the best I can to be integrated within society, helping and doing the best I can so anywhere I go and tell them where I live to represent the county and show them how respectful we are!I feel sad watching people trying to change the culture instead of adapting to Canada's Culture. I'm not a person that get's angry easily but I find really hard not to feel displeased with the lack of respect to the County and it's culture. Just my two cents
Identity Attack0.019877186
Insult0.020063626
Profanity0.015728042
Threat0.006861079
Severe Toxicity0.001411438
Low Tox 0.0438942 Constructive 0.858
Aug 27, 2025 Why Canadians Are Turning Against …
It's not right or tight yet. Lot of work needs to be done. Lot of people need to be sent back home. Unfortunately last 10 years immigration was done without any proper plans or objectives. …
It's not right or tight yet. Lot of work needs to be done. Lot of people need to be sent back home. Unfortunately last 10 years immigration was done without any proper plans or objectives. We all agree to that.
Identity Attack0.020580608
Insult0.014390918
Profanity0.010587076
Threat0.006925808
Severe Toxicity0.0011873245
Low Tox 0.043399423 Constructive 0.67 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
So many Canadians without health care...even the Liberal 'free health care' is not free or accessible for Canadians...
So many Canadians without health care...even the Liberal 'free health care' is not free or accessible for Canadians...
Identity Attack0.026810925
Insult0.01648093
Profanity0.009562299
Threat0.006058442
Severe Toxicity0.0010871887
Low Tox 0.043399423 Moderate Con 0.349 Policy_Critique
Feb 26, 2026 11 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of …
Cultural clustering is a natural phenomenon. Even within India, if someone moves from the North to the South (or vice versa), they often seek out people from their own region/religion/community to feel a sense of familiarity and comfort. Brampton’s story reflects this same human instinct to find community and preserve traditions in a new place without disturbing the territorial harmony(but that didn't go well). At the same time, Indian culture and values are inherently inclusive, with a long history of adapting and coexisting with diverse communities. The real challenge lies not in immigrants forming close-knit groups, but in how well both newcomers and longtime residents accept and integrate with each other. When mutual respect and openness exist, diversity becomes a strength rather than a division. That said, the scale and pace of Brampton’s demographic change raise important policy questions. The Canadian government should have anticipated and planned for this transformation much earlier. Whether they did not act, or could not act, is a question only they can answer but it is central to understanding today’s challenges.
Identity Attack0.031464707
Insult0.018323302
Profanity0.016172111
Threat0.0072882893
Severe Toxicity0.0016307831
Low Tox 0.042657252 Constructive 0.725 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
So there is already 1 million Canadians without work and it's hurting our young Canadians where is the 1 million in waiting getting a job. We need new immigration laws its way out of hand.
So there is already 1 million Canadians without work and it's hurting our young Canadians where is the 1 million in waiting getting a job. We need new immigration laws its way out of hand.
Identity Attack0.018771807
Insult0.014390918
Profanity0.009733095
Threat0.0070552654
Severe Toxicity0.0011301041
Low Tox 0.039935954 Constructive 0.597 Economic_Argument
Jan 20, 2026 5 likes Why Canada’s immigration system has …
Many people they just take advantage their failure to conflict that that’s how they benefit anyhow I hope we all get along together without blaming anybody
Many people they just take advantage their failure to conflict that that’s how they benefit anyhow I hope we all get along together without blaming anybody
Identity Attack0.005364689
Insult0.018516673
Profanity0.015557245
Threat0.0069516995
Severe Toxicity0.0010299683
Low Tox 0.03969839 Moderate Con 0.436 Solidarity
Aug 25, 2025 Why Canadians Are Turning Against …

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.