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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

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Active: "well this is what you …" 686 comments · Page 23 of 28
Well, that's one city to avoid in Canada. Please don't bring this to the west. Stay in the east, please.
Well, that's one city to avoid in Canada. Please don't bring this to the west. Stay in the east, please.
Identity Attack0.023193322
Insult0.014884921
Profanity0.010245483
Threat0.007365964
Severe Toxicity0.0014209747
Low Tox 0.044388983 Moderate Con 0.439
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
As a Canadian. This is it. Tyler nailed it. It takes an American to call it as it is. I could shake Tyler's hand, well done.
As a Canadian. This is it. Tyler nailed it. It takes an American to call it as it is. I could shake Tyler's hand, well done.
Identity Attack0.014149316
Insult0.018967867
Profanity0.011970525
Threat0.008103873
Severe Toxicity0.001335144
Low Tox 0.044141594 Constructive 0.632 Solidarity
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
well, Canadians will wait eighteen hours in a waiting room with pleasure and not raise the issue because they are afraid of being called mean names. Is that what you are saying? Therefore, if that …
well, Canadians will wait eighteen hours in a waiting room with pleasure and not raise the issue because they are afraid of being called mean names. Is that what you are saying? Therefore, if that were the case the health, and safety of Canadians is in question because no one wants to see reality. Canada cannot save the world when the boat is sinking at home. Sad state of affairs and no one wants to address the dangers at home.
Identity Attack0.022791367
Insult0.018710041
Profanity0.009750174
Threat0.0066798385
Severe Toxicity0.0012397766
Low Tox 0.043646812 Constructive 0.523 Fear_Threat
Feb 26, 2026 11 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Well we are over flowed and the government needs to take care of its own people
Well we are over flowed and the government needs to take care of its own people
Identity Attack0.00828752
Insult0.018452216
Profanity0.015591404
Threat0.00713294
Severe Toxicity0.0013637543
Low Tox 0.042657252 Moderate Con 0.318
Jan 18, 2026 2.9 million Canadian temporary visas …
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)
They bring jobs.. um.. well.. I mean.. we end up with more social workers .. more handers of money
They bring jobs.. um.. well.. I mean.. we end up with more social workers .. more handers of money
Identity Attack0.006696612
Insult0.017292
Profanity0.015864678
Threat0.0063885585
Severe Toxicity0.0012969971
Low Tox 0.041915078 Moderate Con 0.313
Apr 29, 2018 5 likes How much do refugees and …
Canada went to war in world war 1 and 2. Fought a foreign nation and won, well now its domestic and for sure you guys can win again. They just came the last 5 years. …
Canada went to war in world war 1 and 2. Fought a foreign nation and won, well now its domestic and for sure you guys can win again. They just came the last 5 years. Take canada back.
Identity Attack0.014048826
Insult0.01648093
Profanity0.010757872
Threat0.007741391
Severe Toxicity0.0014591217
Low Tox 0.03969839 Constructive 0.524 Fear_Threat
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
found your channel via this video in my suggested while i was working.... really well put together video... i subed and il share. appreciate you making this content... far to few people out there arent …
found your channel via this video in my suggested while i was working.... really well put together video... i subed and il share. appreciate you making this content... far to few people out there arent awake to what the future is going to be like.
Identity Attack0.010951365
Insult0.013440913
Profanity0.026454043
Threat0.012130005
Severe Toxicity0.0030326843
Low Tox 0.038991302 Constructive 0.662
Sep 10, 2025 5 likes Why Canadians Are Turning Against …
Well said, that woman !!
Well said, that woman !!
Identity Attack0.012340514
Insult0.01632893
Profanity0.013063621
Threat0.0076119336
Severe Toxicity0.0016880035
Low Tox 0.038991302 Moderate Con 0.471 Meta_Commentary
Nov 10, 2025 Inside Canada's Indian Metropolis (Brampton)
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated …
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated in the 80s and 90s had to assimilate and become “Canadian” which in hindsight was for the best. I learned about my culture and language at home, but my parents, emphasized the importance of being “Canadian first” and being a part of society and “fitting in.” This wasn’t at all a bad thing. I learned to ski, skate, make ice lollies with snow and syrup, went camping, played sports… I feel embarrassed when Indians are looked at in this light, but its true. 90% of this new wave of immigrants on “student visas,” dont intend to actually obtain any sort of an education, instead they use it as a pathway for permanent residency. I know this because I have relatives who say this out loud behind closed doors. I don’t agree with any of it, and quite frankly it’s very embarrassing, but most of us first generation Indian Canadians feel very upset about how its all played out and the negative light in which our people are now viewed under. Personally, I agree they arent interested in becoming culturally Canadian, they just want to be in Canada for financial reasons. They stay in their groups, dont integrate and think somehow this will play out well. It isnt discrimination when your own people also feel this way. I have yet to meet a first gen Canadian who disagrees
Identity Attack0.02138452
Insult0.017088935
Profanity0.014874061
Threat0.0066215824
Severe Toxicity0.0014781952
Low Tox 0.037577134 Constructive 0.762 Personal_Narrative
Feb 3, 2026 Inside Canada's Indian Metropolis (Brampton)
Too many in parialament as well
Too many in parialament as well
Identity Attack0.011691323
Insult0.013782915
Profanity0.0166845
Threat0.007353018
Severe Toxicity0.0015354156
Low Tox 0.037577134 Low Con 0.29
Sep 20, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
I immigrated to Canada in 2020 during peak COVID. I lost my job working in the Middle East and I had my PR so it made sense moving to Canada for good. I’m a chemical …
I immigrated to Canada in 2020 during peak COVID. I lost my job working in the Middle East and I had my PR so it made sense moving to Canada for good. I’m a chemical engineer who worked in oil and gas for about 10 years in the Middle East. Once I landed in Canada, I went to work in Amazon Fullfillment Centre the week after I completed my quarantine. It was hard labor working for $16 per hour in Toronto. I worked for 10 months while working on my qualifications and engineering license. After that I was hired by an oil and gas contracting company and worked as a Trainee engineer after which I was promoted to Senior engineer in a year after I received my engineering license. I moved 4 cities in 4 years for my job. Now I am settled, own a home, got married to my long time girl friend and work at an Oil and Gas company which pays well. What I learnt through my experience is that Canada is a land of opportunities and people respect you for the work you do whatever it may be and do not judge you, all that we will have to do is work hard and improve on your skills. Integrate with the society, donate and volunteer. That’s how new immigrants can integrate. If you aren’t open minded and want to stay as you stayed in your country then you will not develop and it will hinder yours and the country’s progress.
Identity Attack0.011987305
Insult0.017292
Profanity0.018187506
Threat0.007029374
Severe Toxicity0.0017356873
Low Tox 0.037105743 Constructive 0.833 Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
They are starting to take a lot of union jobs as well as undercutting contractors and working for cash. I’m a contractor and it’s been getting a lot worse. People are quoting under material costs. …
They are starting to take a lot of union jobs as well as undercutting contractors and working for cash. I’m a contractor and it’s been getting a lot worse. People are quoting under material costs. Taking the money and running out of Canada with it.
Identity Attack0.0068446035
Insult0.018581128
Profanity0.010962827
Threat0.0065050707
Severe Toxicity0.0009584427
Low Tox 0.036162965 Constructive 0.539 Economic_Argument
Oct 11, 2025 IRCC Names India in Study …
United States needs to follow this as well 😂
United States needs to follow this as well 😂
Identity Attack0.008953481
Insult0.012566907
Profanity0.02167175
Threat0.009411395
Severe Toxicity0.0021076202
Low Tox 0.03545588 Low Con 0.154
Nov 22, 2025 Quebec Ends Economic Immigration Program …
Very well edited!!!1!1!111!1!!1
Very well edited!!!1!1!111!1!!1
Identity Attack0.0061416444
Insult0.0115029
Profanity0.023516348
Threat0.010550622
Severe Toxicity0.0033187866
Low Tox 0.034984488 Moderate Con 0.423
Sep 18, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
there is one way to solve this problem and that is financial punishment for rule breaking. it's the only thing these people understand. and i think whoever opened the flood gates understands this very well …
there is one way to solve this problem and that is financial punishment for rule breaking. it's the only thing these people understand. and i think whoever opened the flood gates understands this very well also
Identity Attack0.0026453468
Insult0.011730902
Profanity0.011628932
Threat0.011715741
Severe Toxicity0.0013923645
Low Tox 0.034748793 Moderate Con 0.302 Policy_Critique
Feb 7, 2026 Inside Canada's Indian Invasion...
Good the more immigrants that leave the better it will be for Canada they come here for a better life for safety for this for that they're all set up by the government giving houses …
Good the more immigrants that leave the better it will be for Canada they come here for a better life for safety for this for that they're all set up by the government giving houses cars don't have to worry about nothing it's all provided for them through the taxpayers money well the real Canadians are living out on the streets and eating out of garbage bins I don't have a bed or a roof over their heads due to the immigrants coming into our country then they come into our country in protest terrorist actions destroy our buildings are statues our churches block our streets hospitals shopping malls an etcetera they disrespect our rules and regulations and think they can voice their opinion on everything and get away with it they come here most of them with a green card as a visitor from another land overseas and yes they think they're a real Canadian but never contribute never done nothing for the country but just take from the real Canadians that made the country to what it is today and it's all government doing before they give a house or car or anything that they get the immigrants get if you're standing alongside of one peppermint will give it to the immigrant faster than what they'll give to a real Canadian they're more or less told to sleep on the streets and eat out of garbage bins because he's immigrants deserve nothing but the best in our country we have to show them that they are welcomed no they're not welcome anymore Canadian should come first not somebody that came in on a boat or an airplane from another country and overseas it's a government can't look after their own then they shouldn't be in the government because our prime minister is supposed to be protecting the real Canadians not the ones that are coming in over our borders I wonder if that's ever going to change probably not because they still need these foreigners votes just stay in the position where they're at Canada has become a very undeveloped country now in Canada has been put into a lot of danger due to the terrorism that's in our country from the people that they bought in our country from overseas I mean just look at all the protesting from the palestines and Hamas people what they've done so far to Canada we see it on the news just about every day ask for their rights anyways I can keep going on but it's not worth my time tomorrow is never promised it's just that I know Canada is sinking and sinking fast due to our government and their policies but when it sinks do you think the government's going to stand on board and go down with the ship nope I'll be in another country safe and sound
Identity Attack0.014712535
Insult0.008164782
Profanity0.00007872977
Threat0.0002559232
Severe Toxicity0.0000045725806
Low Tox 0.034101393 Fear_Threat
May 6, 2025 1 likes
Guys, this isn't going to end well for us if you haven't realized it yet.
Guys, this isn't going to end well for us if you haven't realized it yet.
Identity Attack0.0035517942
Insult0.012186904
Profanity0.015249812
Threat0.009126588
Severe Toxicity0.0012397766
Low Tox 0.03357032 Low Con 0.204
Jan 27, 2026 Inside Canada's Indian Invasion...
0:16 Well, thats quite the opening statement.
0:16 Well, thats quite the opening statement.
Identity Attack0.006511623
Insult0.011084898
Profanity0.02119352
Threat0.00948907
Severe Toxicity0.0022029877
Low Tox 0.033334624 Moderate Con 0.351 Meta_Commentary
Jan 27, 2026 13 likes Inside Canada's Indian Invasion...
Well ... Y'all let them in
Well ... Y'all let them in
Identity Attack0.004347248
Insult0.012376905
Profanity0.017504321
Threat0.010576514
Severe Toxicity0.0018501282
Low Tox 0.033334624 Low Con 0.233 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
incredible video , well done ..,
incredible video , well done ..,
Identity Attack0.008546505
Insult0.0113889
Profanity0.026454043
Threat0.012906751
Severe Toxicity0.0044059753
Low Tox 0.03309893 Moderate Con 0.486 Meta_Commentary
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
I want to say thank you for high lighting this problem in a compassionate and professional manner, this video is not blaming the newcomers, it is the govt who did not have the foresight to …
I want to say thank you for high lighting this problem in a compassionate and professional manner, this video is not blaming the newcomers, it is the govt who did not have the foresight to see a problem before opening the flood gates. My grandpa was an immigrant, my husband's grandparents were as well. They came here with nothing, no handouts, worked hard in this country ❤
Identity Attack0.016058605
Insult0.012376905
Profanity0.013507691
Threat0.006699257
Severe Toxicity0.0011014938
Low Tox 0.03309893 Constructive 0.845
Nov 23, 2025 1 likes Why Canadians Are Turning Against …
Deportation is always expensive. Using the numbers in this video, it's over $4k per deportee. The real problem is that too many are let into Canada in the first place. As well, it sounds like …
Deportation is always expensive. Using the numbers in this video, it's over $4k per deportee. The real problem is that too many are let into Canada in the first place. As well, it sounds like they are mainly going after refugee claimants, but there are similarly large, if not larger, numbers of TFWs and international "students" (who are not really students) with expired visas.
Identity Attack0.014450782
Insult0.012756908
Profanity0.010296722
Threat0.006382086
Severe Toxicity0.0008869171
Low Tox 0.032863233 Constructive 0.683
Dec 30, 2025 Deportations From Canada at Their …
Thank you so much for this video. I just passed the test with 17/20. Few questions are out of this video. And some are tricky. I did some other mock tests as well like Richmond …
Thank you so much for this video. I just passed the test with 17/20. Few questions are out of this video. And some are tricky. I did some other mock tests as well like Richmond Library, studied the map and etc. Some I remember are: 1. What is the common term for someone elected in Federal elections? A. Riding Winner B. Member of Parliament C. Senate D. Federal Executive. 2. Which of the following represents being Canadian and expresses national identity? A. Symbols like Maple leaf B. Equality C. Unity D. Human Right Commission 3. Jury duty consists of partial jurors and past jurors (in similar meaning) True or False. 4. French and English are: A. Fighting rebellion in 1800s B. French joined hands with Americans to fight against English C. Lived together for 300 years D. All of the above 5. Got a basic question about suffrage movement 6. What are prairie provinces? Saskatchewan, Alberta, Manitoba (SAM) 7. I got a question about provinces from west to east on Canada map. Please look and memorize the provinces locations. 8. Got a question about Peace Arch in Blaine 9. Question about Peace Tower like what was built after first world War. 10. Question about Aboriginals. Ans: First Nations, Metis and Inuits 11. Branches of Parliament Ans: Sovereign, House of commons and Senate 12. Courts do: Ans: Settle disputes These all what I remember. I am not sure which ones I got wrong. Might be in the first 5 I posted here. Test is not difficult but it is better to go through this video multiple times and do some other mock tests as well, in my opinion. Thank you and All the Best 😊
Identity Attack0.010729378
Insult0.017227544
Profanity0.015010698
Threat0.006647474
Severe Toxicity0.0014209747
Low Tox 0.032863233 Constructive 0.818 Personal_Narrative
Feb 10, 2026 21 likes Canadian Citizenship Test 2025 – …
Well this is insider info that ICE is taking the illegal alien situation seriously and is carefully investigating the US Cana border
Well this is insider info that ICE is taking the illegal alien situation seriously and is carefully investigating the US Cana border
Identity Attack0.016360072
Insult0.012718908
Profanity0.010911589
Threat0.0064597605
Severe Toxicity0.0010204315
Low Tox 0.032627538 Moderate Con 0.337 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.