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Canadian Immigration Dashboard [ CID ]
Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "😂😂😂😂😂😂😂😂 welcome to 🇨🇦👈 where …" 262 comments · Page 7 of 11
Let’s quit dancing around the subject. Legitimate, contributing, screened immigrants are welcome. Freeloading refugees are not. True refugees cannot afford to migrate to a country and claim asylum. If Canada can has room, we will …
Let’s quit dancing around the subject. Legitimate, contributing, screened immigrants are welcome. Freeloading refugees are not. True refugees cannot afford to migrate to a country and claim asylum. If Canada can has room, we will seek them out and bring them here.
Identity Attack0.07921951
Insult0.03070583
Profanity0.011902207
Threat0.00780612
Severe Toxicity0.0024795532
Low Tox 0.11192002 Moderate Con 0.486 Policy_Critique
Feb 23, 2026 3 likes 'We do know that there's …
My girlfriend lives in Brampton, it’s a really nice city and I’ve always felt welcome there as a white guy dating a Punjabi woman. Theres a lot of cities like this surrounding the GTA, Richmond …
My girlfriend lives in Brampton, it’s a really nice city and I’ve always felt welcome there as a white guy dating a Punjabi woman. Theres a lot of cities like this surrounding the GTA, Richmond Hill with Iranians, Markham with Chinese, Etobicoke with Ukrainians. Brampton has Punjabis. Brampton is probably the most successful out of all of them, prosperous, growing rapidly and it has a low crime rate.
Identity Attack0.10293542
Insult0.023608726
Profanity0.029186781
Threat0.008815889
Severe Toxicity0.0039100647
Low Tox 0.11150667 Constructive 0.744 Personal_Narrative
Oct 26, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
they have worn out their welcome
they have worn out their welcome
Identity Attack0.01766643
Insult0.030595649
Profanity0.032643758
Threat0.009437286
Severe Toxicity0.0030136108
Low Tox 0.11140333 Moderate Con 0.314
Jan 27, 2026 Inside Canada's Indian Invasion...
I heard why the government did the immigrants wrong. I was talking to an uber driver and my pharmacist. They told me the promises of luxury in Canada has and offered for them to live …
I heard why the government did the immigrants wrong. I was talking to an uber driver and my pharmacist. They told me the promises of luxury in Canada has and offered for them to live a better lives. They didn't know after they came here for work and or college/university they become in major debt. They said that they're in a luxury debt and never getting out of debt knowing that they're stuck in Canada and can't be allowed to leave unless they pay off the debts. That's 100 % wrong to do that to people when they know they don't feel welcomed and want to go home. I'm a metis Canadian and I had to leave Ontario to find affordability and miss my home. GOVERNMENT THIS IS YOUR FAULT AND YOU KNOW IT! Let them go home in debt. You made this mess. FIX IT! Including the baby boomers that made the problem started 8 % rate interests to buy houses. That was a mistake that should be bought 1 house and nothing else. I forgot to add something. The uber driver told me that india doesn't know that it's a debt luxury trap that you can't leave unless you pay your debt. He felt alone and found some people and the internet to make himself feel better temporary. TEMPORARY! He hates it here, but he respects Canadians. He feels sorry for the new ones that are coming to become debt trap. It's the same for the pharmacy. She got into college to be a pharmacy and bought the store. She is on low income but doesn't qualify for any supports like benefits to pay off her medical things. The reason she can't because they'll see the pharmacy store is income. Wait what? So she doesn't quilify for benefits because she's making income to pay off her massive loan to do her job. It's not enough to live by as what she told me. She also does misses home, but also traped in luxury debt. This is what I have learned so far. I went through a car accident and coudln't get out of the car. I thought in Brampton, Ontario was the rudest people on the planet, but was saved by the angels of indian people saved me out of the vehicle from the smoke. I still thank you! There is still good people out there and some are stupid people out there. Keep it up because being kind gets you to be positive to others and make things better when the world is fcked right now.
Identity Attack0.060675595
Insult0.03566399
Profanity0.019348921
Threat0.0074824756
Severe Toxicity0.002822876
Low Tox 0.11129999 Constructive 0.816
Sep 10, 2025 2 likes Why Canadians Are Turning Against …
When I moved here 7 years ago, Canada felt like heaven. People were respectful, culture was strong, even Tims had great customer service. I was eager to adapt, made Canadian friends, worked in a church …
When I moved here 7 years ago, Canada felt like heaven. People were respectful, culture was strong, even Tims had great customer service. I was eager to adapt, made Canadian friends, worked in a church Downtown, Barrie to assimilate. Now it feels totally different, more chaotic almost third world in parts. Honestly, I don’t blame immigrants, I blame the laws. They’re too soft, and people take advantage. Refugee protection, settlement aid, multiculturalism sounds welcoming on paper, but in practice, they’re dragging the country down.
Identity Attack0.06476828
Insult0.04207976
Profanity0.019212283
Threat0.006699257
Severe Toxicity0.002937317
Low Tox 0.11098998 Constructive 0.78
Aug 25, 2025 65 likes Why Canadians Are Turning Against …
Now all of Canada knows how all of us Americans who have been screaming this in our country for years feel.. And ya'll were calling us names lol.. Welcome to the real world Canada 😂
Now all of Canada knows how all of us Americans who have been screaming this in our country for years feel.. And ya'll were calling us names lol.. Welcome to the real world Canada 😂
Identity Attack0.03894114
Insult0.039444692
Profanity0.019007329
Threat0.0066668927
Severe Toxicity0.0025939941
Low Tox 0.11088664 Moderate Con 0.444 Comparative_Framing
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
I find this quite funny and ironic. Welcome to the real world where nations overlap nations were wars or fight by by immigration where culture is getting shocked like lightning. I have no mercy and …
I find this quite funny and ironic. Welcome to the real world where nations overlap nations were wars or fight by by immigration where culture is getting shocked like lightning. I have no mercy and I don’t feel any remorse for your privilege people they were that were once on the high table now you are on the bottom and this is what happens when the real world comes alive.
Identity Attack0.031464707
Insult0.0350029
Profanity0.014839902
Threat0.007586042
Severe Toxicity0.0020217896
Low Tox 0.11067997 Moderate Con 0.443
Aug 25, 2025 Why Canadians Are Turning Against …
welcome to CANINDIAN😂
welcome to CANINDIAN😂
Identity Attack0.057037655
Insult0.029383656
Profanity0.05017922
Threat0.009825659
Severe Toxicity0.0065612793
Low Tox 0.11057663 Moderate Con 0.394
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Welcome to the Liberal's Canada. We're cooked!
Welcome to the Liberal's Canada. We're cooked!
Identity Attack0.036105253
Insult0.034341812
Profanity0.0166845
Threat0.008039144
Severe Toxicity0.0032043457
Low Tox 0.11057663 Low Con 0.241 Policy_Critique
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
So, the Canadian government welcomes immigrants. Are they open to Palestinian immigration? Or was the recent recognition of the "state of Palestine" a way to keep the Palestinians where they are ... instead of in …
So, the Canadian government welcomes immigrants. Are they open to Palestinian immigration? Or was the recent recognition of the "state of Palestine" a way to keep the Palestinians where they are ... instead of in Canada?
Identity Attack0.10221587
Insult0.022899706
Profanity0.011184863
Threat0.0067057298
Severe Toxicity0.0023269653
Low Tox 0.10913446 Moderate Con 0.36 Question
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
To be honest the problem with Canada is that they are not having strict immigration checks like the USA which has in turn resulted in non-qualified people coming from India to name sake colleges over …
To be honest the problem with Canada is that they are not having strict immigration checks like the USA which has in turn resulted in non-qualified people coming from India to name sake colleges over there . A lot of people just used to drive trucks or do odd jobs over here in India . I really think Canada's welcoming nature has been misused in the wrong way.
Identity Attack0.07921951
Insult0.033570543
Profanity0.011970525
Threat0.0061296434
Severe Toxicity0.0019550323
Low Tox 0.10870059 Constructive 0.67 Policy_Critique
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
thank you for this video. if you want to come to canada and be a part of canada you are welcome. but if you want to come and turn it into the country you came …
thank you for this video. if you want to come to canada and be a part of canada you are welcome. but if you want to come and turn it into the country you came from you need to go back to that country.
Identity Attack0.056582913
Insult0.026058068
Profanity0.012722028
Threat0.007262398
Severe Toxicity0.002298355
Low Tox 0.10653123 Moderate Con 0.494 Identity_Assertion
Nov 25, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I welcome diversity in Canada but people here illegally and breaking laws (usually against their own community) should be removed from Canada in an expedited fashion. Special courts and changes to the law may be …
I welcome diversity in Canada but people here illegally and breaking laws (usually against their own community) should be removed from Canada in an expedited fashion. Special courts and changes to the law may be necessary to expedite removals.
Identity Attack0.048480038
Insult0.02618698
Profanity0.011099464
Threat0.025271246
Severe Toxicity0.0031280518
Low Tox 0.103494145 Constructive 0.656 Policy_Critique
Feb 20, 2026 Canadian immigration officers investigating hundreds …
Well, as much as I don't like saying it, Canadians repeatedly voted for this. And still will not admit their own part in the problem. Denial makes no difference to facts. If open the front …
Well, as much as I don't like saying it, Canadians repeatedly voted for this. And still will not admit their own part in the problem. Denial makes no difference to facts. If open the front door, the back door the side door the pet entrance, the chimney, the gates and virtue signal "welcome" is it possible that those who have failed to make a nice home for themselves, see yours and rush into it to occupy it? And then being the failures at home-making that they provenly are (5000 years of proof - certainly, 80years of visible recorded evidence- since the Brits left them to do it on their own) turn yours into a squalid mess?
Identity Attack0.02439919
Insult0.045593183
Profanity0.01627459
Threat0.007365964
Severe Toxicity0.0024318695
Low Tox 0.102192536 Moderate Con 0.432
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
@3:24 welcome to canada where words are restricted by threat of unemployment.
@3:24 welcome to canada where words are restricted by threat of unemployment.
Identity Attack0.047448806
Insult0.0279513
Profanity0.010996987
Threat0.0100069
Severe Toxicity0.0026893616
Low Tox 0.102192536 Low Con 0.178 Policy_Critique
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Welcome to Canindia!!!!
Welcome to Canindia!!!!
Identity Attack0.057492398
Insult0.026960457
Profanity0.030639706
Threat0.010084574
Severe Toxicity0.0060272217
Low Tox 0.102192536 Moderate Con 0.387 Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
6:51 ‘TDS Sports’ in Canada… is TDS the new LGBT? If you have TDS you are welcome here!
6:51 ‘TDS Sports’ in Canada… is TDS the new LGBT? If you have TDS you are welcome here!
Identity Attack0.07921951
Insult0.022706337
Profanity0.015488927
Threat0.007314181
Severe Toxicity0.0027275085
Low Tox 0.1013248 Low Con 0.235 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
As an immigrant like myself, I came to study in Canada. I came to learn Canadian culture which has always been polite, humble, and friendly. Nowadays I am seeing things have changed compare with 22 …
As an immigrant like myself, I came to study in Canada. I came to learn Canadian culture which has always been polite, humble, and friendly. Nowadays I am seeing things have changed compare with 22 years ago when I came here. I learned true Canadian cultures from my host family and my Canadian friends. Honestly, there are some immigrants who are coming to Canada who are not trying to learn and even tried to integrate into the culture. You don't come to someone's home and destroy it. You want to make yourself welcomed in Canada. Canada is an amazing country please don't destroy it. I worked hard to stay in Canada and I love this country. I also pay my taxes for some people to get their free stuffs when they entered into Canada, what is going on? Love Canada and let's us united again. ❤❤❤❤❤
Identity Attack0.048737846
Insult0.032689095
Profanity0.022423252
Threat0.009230154
Severe Toxicity0.0027275085
Low Tox 0.09828771 Constructive 0.866
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
Welcome to the Turbanization of Canada
Welcome to the Turbanization of Canada
Identity Attack0.045901958
Insult0.028942931
Profanity0.015181494
Threat0.008841781
Severe Toxicity0.0035095215
Low Tox 0.09785384 Low Con 0.232 Identity_Assertion
Aug 31, 2025 2 likes How Canada broke its immigration …
Brampton has a far larger population than 800k. What planet are you people on? Even the welcome to Brampton signs state well over a million and those signs are at least a decade or more …
Brampton has a far larger population than 800k. What planet are you people on? Even the welcome to Brampton signs state well over a million and those signs are at least a decade or more old.
Identity Attack0.0066596144
Insult0.031036375
Profanity0.02167175
Threat0.0064532873
Severe Toxicity0.0020885468
Low Tox 0.09655223 Moderate Con 0.47 Unverified_Claim
Jan 3, 2026 Inside Canada's Indian Metropolis (Brampton)
I believe there is at least half a million people from India in Canada maybe 90% of those have already overstayed their welcome in Canada and they're getting away with it they go to work …
I believe there is at least half a million people from India in Canada maybe 90% of those have already overstayed their welcome in Canada and they're getting away with it they go to work for Indian trucking companies that paid them as contractors so the company pays them as contractors and it's up to that employee whether or not they file their taxes while they can't even they don't even have a social insurance number
Identity Attack0.07425626
Insult0.023608726
Profanity0.0138151245
Threat0.0064144502
Severe Toxicity0.0021457672
Low Tox 0.09394901 Constructive 0.592 Unverified_Claim
Feb 19, 2026 Canadian immigration officers investigating hundreds …
I think it’s a rush decision. Canada needs skilled worker to fill labor shortage and should welcome people truly threatened by political persecution. The problem in Canada is treating large amount unskilled economical migrants as …
I think it’s a rush decision. Canada needs skilled worker to fill labor shortage and should welcome people truly threatened by political persecution. The problem in Canada is treating large amount unskilled economical migrants as political asylum seekers.
Identity Attack0.03894114
Insult0.03070583
Profanity0.011970525
Threat0.008362788
Severe Toxicity0.0017356873
Low Tox 0.091913216 Constructive 0.572 Policy_Critique
Nov 22, 2025 Quebec Ends Economic Immigration Program …
Indian spirituality penetrated western thinking in the 1960s and that was followed by cuisine from India, Pakistan, Bangladesh, Nepal etc. So generally people in the US, Canada, UK, Australia, etc have welcomed people from the …
Indian spirituality penetrated western thinking in the 1960s and that was followed by cuisine from India, Pakistan, Bangladesh, Nepal etc. So generally people in the US, Canada, UK, Australia, etc have welcomed people from the Indian sub-continent. Obviously immigration whether from India or another country needs to be moderated in order to give the immigrants time to adapt to the Canadian way of life
Identity Attack0.09162762
Insult0.02193286
Profanity0.013951761
Threat0.006479179
Severe Toxicity0.0021266937
Low Tox 0.091913216 Constructive 0.623 Comparative_Framing
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Welcome to Canindia 🤫
Welcome to Canindia 🤫
Identity Attack0.042550452
Insult0.028502205
Profanity0.04742365
Threat0.010369381
Severe Toxicity0.0065231323
Low Tox 0.091913216 Moderate Con 0.317
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
welcome to CANINDIA
welcome to CANINDIA
Identity Attack0.029917859
Insult0.02264188
Profanity0.039407436
Threat0.010835429
Severe Toxicity0.005531311
Low Tox 0.08716487 Low Con 0.291
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)

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.