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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: "We’re with you, CANADA! ❤️" 325 comments · Page 13 of 13
Its always always about attracting "doctors and engineers" whereas the overwhelming majority of Immigrants that I encounter here in AB is from low income groups. Besides of that having a degree from outside of Canada …
Its always always about attracting "doctors and engineers" whereas the overwhelming majority of Immigrants that I encounter here in AB is from low income groups. Besides of that having a degree from outside of Canada might help you to enter the country but has no practical value inside of it. All the engineers that I know here had to re-study in Canada again.
Identity Attack0.035331827
Insult0.019161236
Profanity0.010296722
Threat0.0059775305
Severe Toxicity0.0011777878
Low Tox 0.050078966 Constructive 0.719
Nov 26, 2025 Quebec Ends Economic Immigration Program …
as an Indian i believe Canada should do something to fix this issue because not only is this destroying the somewhat good reputation we had, its also rendering people unable to find jobs. I have …
as an Indian i believe Canada should do something to fix this issue because not only is this destroying the somewhat good reputation we had, its also rendering people unable to find jobs. I have some good friends who are living in Canada(they're canadian) and are drastically searching for a job they're overqualified for which just breaks my heart
Identity Attack0.021585498
Insult0.018774498
Profanity0.01309778
Threat0.0074954215
Severe Toxicity0.0011825562
Low Tox 0.045873325 Constructive 0.741 Personal_Narrative
Feb 5, 2026 Inside Canada's Indian Invasion...
Immigration is a federal responsibility, not provincial and Canada should remain a welcoming country to all immigrants imo, but, if you're here on a work or student visa, newcomers should have to prove employment, training, …
Immigration is a federal responsibility, not provincial and Canada should remain a welcoming country to all immigrants imo, but, if you're here on a work or student visa, newcomers should have to prove employment, training, full-time enrollment, and residency on a quarterly basis. It would drastically limit people becoming ghosts in the system. Refugees and asylum seekers should be allowed 1 appeal only and removed immediately if their claim has been denied. A 90-day grace period should be enacted to get their paperwork and affairs in order. If you're here for a better life, steps should be taken to ensure you're actively trying to accomplish that goal until citizenship is granted. Jmho.
Identity Attack0.024198212
Insult0.018323302
Profanity0.012107162
Threat0.008712323
Severe Toxicity0.0018596649
Low Tox 0.045625936 Constructive 0.697 Policy_Critique
Feb 24, 2026 LILLEY UNLEASHED: The fall of …
Eventually we’re going to lose our already fragile identity and be simply pushed out. The takeover has already begun and has clearly swung in their favour. R.I.P the Canada I once knew and loved.
Eventually we’re going to lose our already fragile identity and be simply pushed out. The takeover has already begun and has clearly swung in their favour. R.I.P the Canada I once knew and loved.
Identity Attack0.01374736
Insult0.016556932
Profanity0.010809111
Threat0.009955117
Severe Toxicity0.0015640259
Low Tox 0.043646812 Moderate Con 0.407 Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Because too many aren’t coming to be “Canadian” they’re coming to express and expand their culture in Canada.
Because too many aren’t coming to be “Canadian” they’re coming to express and expand their culture in Canada.
Identity Attack0.029917859
Insult0.015644927
Profanity0.010279642
Threat0.006330303
Severe Toxicity0.0012588501
Low Tox 0.04315203 Moderate Con 0.398
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t …
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t pass the IELTS (English proficiency test) entered the country on visitor visas or through spousal sponsorships—some of which were questionable or fraudulent. During that time, the government was converting visitor visas into work permits with little to no scrutiny. Background checks and rejections were rare. Meanwhile, colleges rapidly expanded their intake capacity—understandably so, since international students pay three to four times more in tuition. At the same time, due to inflationary pressures, the government allowed international students to work 40 hours per week instead of the previous 20-hour limit. This created a new, ready-to-work labor force in just a year or two, heavily impacting the retail sector. As a result, a large portion of retail jobs shifted toward a single ethnic group, while many Canadian citizens found themselves sidelined. One key factor was flexibility. Many immigrant communities—particularly Indian—were more willing to accept irregular hours and last-minute shifts, often adopting a more compliant, “yes sir” attitude that employers found appealing. However, I’m already beginning to notice changes in the retail landscape, likely due to the government finally tightening immigration rules. Going forward, we don’t need to close our doors—but we do need smarter immigration policies, with proper checks and balances, to ensure fairness and sustainability for everyone.
Identity Attack0.010211408
Insult0.020772645
Profanity0.012961143
Threat0.006757513
Severe Toxicity0.0012016296
Low Tox 0.03828422 Constructive 0.779
Oct 1, 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)
I'm working full-time single women living pay cheque to pay cheque. I live in Vancouver and I can barely afford my basic living. My whole cheque goes into rent and rest in groceries. No saving, …
I'm working full-time single women living pay cheque to pay cheque. I live in Vancouver and I can barely afford my basic living. My whole cheque goes into rent and rest in groceries. No saving, no fun activities. I can’t go out, eat out, if you really think about it, it's really depressing that you're working full-time still you're not able to live your life. Canada is going down and will lose good people because of affordability issues.
Identity Attack0.010803374
Insult0.015188923
Profanity0.010945748
Threat0.0064015044
Severe Toxicity0.0010442734
Low Tox 0.035220183 Constructive 0.633
Aug 29, 2025 6 likes Why Canadians Are Turning Against …
IMO France 24's reporting is a little confused on this issue. You're getting the perspective of 1) immigrants that have been denied a path to citizenship and 2) corporations that can't offer attractive wages to …
IMO France 24's reporting is a little confused on this issue. You're getting the perspective of 1) immigrants that have been denied a path to citizenship and 2) corporations that can't offer attractive wages to Canadians. We have far too many companies whose business model is that Canada should be a low-cost labour source, i.e. they've invested in a future supporting immigrants and not Canadians.
Identity Attack0.023595277
Insult0.013782915
Profanity0.009852652
Threat0.0059904763
Severe Toxicity0.0010585785
Low Tox 0.034277402 Constructive 0.713 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
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
You couldn’t survive the cold in Canada Tyler!!😂I’m 3 minutes in & you’re freezing 🥶
You couldn’t survive the cold in Canada Tyler!!😂I’m 3 minutes in & you’re freezing 🥶
Identity Attack0.003311308
Insult0.015948927
Profanity0.016547862
Threat0.0069516995
Severe Toxicity0.0018501282
Low Tox 0.032863233 Moderate Con 0.484
Jan 27, 2026 Inside Canada's Indian Invasion...
Omg you’re in Ontario, Canada!!!!! I honestly never go to Brampton but welcome to Canada !!!! 🇨🇦
Omg you’re in Ontario, Canada!!!!! I honestly never go to Brampton but welcome to Canada !!!! 🇨🇦
Identity Attack0.013546381
Insult0.012186904
Profanity0.013678487
Threat0.0064015044
Severe Toxicity0.0013828278
Low Tox 0.032627538 Constructive 0.539 Solidarity
Jan 27, 2026 15 likes Inside Canada's Indian Invasion...
In Canada we have two colloquial names for Bramption 1.) Bramladesh and 2.) Browntown (which if you say it fast sounds like you're just saying Brampton anyway)
In Canada we have two colloquial names for Bramption 1.) Bramladesh and 2.) Browntown (which if you say it fast sounds like you're just saying Brampton anyway)
Identity Attack0.009693438
Insult0.015340924
Profanity0.011594773
Threat0.006485652
Severe Toxicity0.0010824203
Low Tox 0.030034892 Moderate Con 0.439 Humor_Satire
Jan 29, 2026 59 likes Inside Canada's Indian Invasion...
Canada and it's citizens are AMAZING for all the programs that help facilitate this. Canada's food banks are the most generous in the entire world. Come one, come all - Canada will give you free …
Canada and it's citizens are AMAZING for all the programs that help facilitate this. Canada's food banks are the most generous in the entire world. Come one, come all - Canada will give you free health insurance and better than basic income, just claim refugee. It'll take years to progress. Canada will also give interest free loans while you're here. Most just pool up their funds and buy businesses outright. There is simply no reason why not to leave America and go to Canada.
Identity Attack0.010433395
Insult0.011692902
Profanity0.010245483
Threat0.006110225
Severe Toxicity0.0010347366
Low Tox 0.025556687 Constructive 0.753 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
They're all over canada now!
They're all over canada now!
Identity Attack0.008879486
Insult0.011122898
Profanity0.0118680475
Threat0.0076766624
Severe Toxicity0.0013923645
Low Tox 0.023317585 Moderate Con 0.326 Fear_Threat
Mar 2, 2026 Inside Canada's Indian Invasion...
I don't get if, If you're already in Canada why would you want to move to the US ?
I don't get if, If you're already in Canada why would you want to move to the US ?
Identity Attack0.012641981
Insult0.009469888
Profanity0.010689554
Threat0.0062137907
Severe Toxicity0.000910759
Low Tox 0.022610499 Moderate Con 0.302 Question
Feb 5, 2026 Inside Canada's Indian Invasion...
We’re done in Canada. We’re so open minded…..you get it.
We’re done in Canada. We’re so open minded…..you get it.
Identity Attack0.0050687063
Insult0.010666896
Profanity0.010996987
Threat0.006874025
Severe Toxicity0.000872612
Low Tox 0.019603057 Low Con 0.286 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Upgrade the network infrastructure in Atlantic Canada, it's like we're living in the 1980's over here...
Upgrade the network infrastructure in Atlantic Canada, it's like we're living in the 1980's over here...
Identity Attack0.004180758
Insult0.0113509
Profanity0.00995513
Threat0.006045496
Severe Toxicity0.00071048737
Low Tox 0.019477395 Moderate Con 0.307
Jan 12, 2026 Canada’s new rules in 2026
You know you’re in Canada when the opposition party is held to a higher standard of conduct than the actual government…
You know you’re in Canada when the opposition party is held to a higher standard of conduct than the actual government…
Identity Attack0.006622616
Insult0.010970897
Profanity0.009451281
Threat0.0059160385
Severe Toxicity0.00062942505
Low Tox 0.017592486 Low Con 0.195 Policy_Critique
Feb 26, 2026 85 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
News reports in Europe indicate that Switzerland may be holding a referendum in July 2026 to cap the population of that country at 10 million. If the population at any point reaches 9.5 million, then …
News reports in Europe indicate that Switzerland may be holding a referendum in July 2026 to cap the population of that country at 10 million. If the population at any point reaches 9.5 million, then Switzerland would be obligated to withdraw from certain treaties involving free movement of European citizens. Perhaps It's something to consider here in Canada, capping the population at no more than 40 million. Oops. We're already past that.
Identity Attack0.006770608
Insult0.009070885
Profanity0.0108774295
Threat0.0063950317
Severe Toxicity0.0008201599
Low Tox 0.017592486 Moderate Con 0.477 Comparative_Framing
Feb 22, 2026 1 likes LILLEY UNLEASHED: The fall of …
Just to be clear, federal government and IRCC make decisions on our refugee system and it has doubled since 2017, spending over 2.5 billion in taxpayer dollars. Now it's costing us nearly 100 million to …
Just to be clear, federal government and IRCC make decisions on our refugee system and it has doubled since 2017, spending over 2.5 billion in taxpayer dollars. Now it's costing us nearly 100 million to remove them. All while homelessness population has doubled in Canada over same time period. Forget the figure heads of the parties, don't forget this when you're deciding what party to vote for
Identity Attack0.0045137387
Insult0.009545889
Profanity0.009570839
Threat0.0069646453
Severe Toxicity0.0007677078
Low Tox 0.017341165 Constructive 0.735
Dec 26, 2025 2 likes Deportations From Canada at Their …
So glad you're doing these types of videos talking about the state of Canada right now. Please keep doing the work that you do!!!
So glad you're doing these types of videos talking about the state of Canada right now. Please keep doing the work that you do!!!
Identity Attack0.00449524
Insult0.008386881
Profanity0.012141321
Threat0.006861079
Severe Toxicity0.0009727478
Low Tox 0.014011159 Constructive 0.598
Oct 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Just in case you guys didn’t get the memo, the government plans on raising the population of Canada to 100 million people by 2050 is what their plan is we don’t have the infrastructure or …
Just in case you guys didn’t get the memo, the government plans on raising the population of Canada to 100 million people by 2050 is what their plan is we don’t have the infrastructure or the housing or the medical staff or the schooling to make this possible, but they’re gonna try it anyways
Identity Attack0.00310782
Insult0.008500882
Profanity0.010211324
Threat0.0062979385
Severe Toxicity0.0006532669
Low Tox 0.01237757 Low Con 0.218
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Omg Tyler you’re here! Love from Canada! 🇨🇦 ❤
Omg Tyler you’re here! Love from Canada! 🇨🇦 ❤
Identity Attack0.0029043318
Insult0.0068668723
Profanity0.011936366
Threat0.006492125
Severe Toxicity0.00082969666
Low Tox 0.007916619 Constructive 0.53 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
To the people that compiled these questions, thank you!! 👏🏻👏🏻I just took the test and got 20/20. I watched this video multiple times and it really helped me know so many details I missed out …
To the people that compiled these questions, thank you!! 👏🏻👏🏻I just took the test and got 20/20. I watched this video multiple times and it really helped me know so many details I missed out when reading discover Canada. If you’re in doubt, don’t be. This is an excellent resource that can get you to pass the test in one sitting!
Identity Attack0.0017666477
Insult0.0068098716
Profanity0.00993805
Threat0.006162008
Severe Toxicity0.00046730042
Low Tox 0.007602467 Constructive 0.685 Solidarity
Dec 27, 2025 11 likes Canadian Citizenship Test 2025 – …

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.