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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: "Why fix your country when …" 72 comments · Page 3 of 3
Listen, immigration has always been a strength in this country but bringing millions of immigrants at the same time into a country made no sense. Trudeau's government should be ashamed but they'll never take responsibility …
Listen, immigration has always been a strength in this country but bringing millions of immigrants at the same time into a country made no sense. Trudeau's government should be ashamed but they'll never take responsibility for their mistakes. Now everything is messed up and it's going to take years to fix. Unfortunately these TFWP programs all need to stop - Canada is broken right now.
Identity Attack0.052490227
Insult0.060927123
Profanity0.013712646
Threat0.0071847234
Severe Toxicity0.0025367737
Low Tox 0.12520397 Constructive 0.562 Policy_Critique
Nov 21, 2025 Quebec Ends Economic Immigration Program …
As someone who is born in Canada as an Indian. This is absolutely sad to here. I want the best for Canadians who are born and raised here. I have 10 years of experience working …
As someone who is born in Canada as an Indian. This is absolutely sad to here. I want the best for Canadians who are born and raised here. I have 10 years of experience working in the nation I was raised and I am having some people have my job who aren't even fit for the job. It makes no sense to me. Our wages have stalled due to international students for a better life, but at the end I want money just like other Canadians who have been here for ages. Also we need to end why our government allows lucrative hiring contracts overseas for cheaper positions in certain degrees and diplomas. In addition, why are all of our call centers placed all over the world. From Africa, south east Asia, South Asia. Those jobs can be available here. We can have a decomcratic country if our country didn't care about just "growth" we didn't need more immigration. We needed systematic change in government, schools, common sense, I could go on. I think us as Canadians don't know how corrupt the world really is. Look at other countries and how they work. It's lucrative essentives to benefit only certain people. I would rather have our tax payer money be used to fix the system. My dad's been here since the 1980s and he is sad for everyone. This is a loss on both ends. We didn't create new universities, new highways to support the population, no hospitals, new schools. I remember when my class sizes were 18 to 20 kids. We need change, not radical because we were never that. Let's do what we do best and be Canadians for us first.
Identity Attack0.09410924
Insult0.04383647
Profanity0.019758832
Threat0.0074306927
Severe Toxicity0.0032806396
Low Tox 0.11419344 Constructive 0.85 Personal_Narrative
Oct 1, 2025 1 likes IRCC Names India in Study …
This is a USA channel. They should be fixing the mess Trump has made in their country instead of meddling in Canadian politics.
This is a USA channel. They should be fixing the mess Trump has made in their country instead of meddling in Canadian politics.
Identity Attack0.024801146
Insult0.05203446
Profanity0.014259194
Threat0.007145886
Severe Toxicity0.001707077
Low Tox 0.112746716 Low Con 0.099 Meta_Commentary
Feb 17, 2026 1 likes Inside Canada's Indian Invasion...
Trudeau and Jagmeet had a deal. What wad it? Since then this has become a huge problem. Don't expect the feds to fix this overnight. Stop immigration for 5-10yrs and hire a dept to verify …
Trudeau and Jagmeet had a deal. What wad it? Since then this has become a huge problem. Don't expect the feds to fix this overnight. Stop immigration for 5-10yrs and hire a dept to verify ALL student visa, biometrics, overstays, etc. Start a dept to do surprise visits to all work establishments for documentation of all employees. Stop giving money away to refugees unless 100% verified to be actual refugee. Don't bring your culture to another country if you left your country. When you leave you adapt to the countries way of life. Canada is not for you of you cannot respect Canadians way of life.. We don't want your cultures, we already have our own Canadian way of life.
Identity Attack0.047448806
Insult0.046764325
Profanity0.01893901
Threat0.007922632
Severe Toxicity0.0032234192
Low Tox 0.11202335 Constructive 0.63
Aug 25, 2025 Why Canadians Are Turning Against …
Canada will need a Revolution, Canadians vs. Liberals, to fix this country.
Canada will need a Revolution, Canadians vs. Liberals, to fix this country.
Identity Attack0.07177465
Insult0.031036375
Profanity0.011816809
Threat0.011741633
Severe Toxicity0.003376007
Low Tox 0.11150667 Low Con 0.214 Call_To_Action
Jan 5, 2026 Migrants cross into Canada near …
They have a massive country why don’t they fix their country before jumping ship and making everywhere else where they left. It’s not racist or xenophobic to ask why people would rather make a new …
They have a massive country why don’t they fix their country before jumping ship and making everywhere else where they left. It’s not racist or xenophobic to ask why people would rather make a new country into their home country as opposed to fixing their problems at home.
Identity Attack0.06567776
Insult0.030265106
Profanity0.015249812
Threat0.0074824756
Severe Toxicity0.0026130676
Low Tox 0.11109332 Moderate Con 0.392 Policy_Critique
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl with IELTS comes to Canada, then calls her husband here. Many of these are nothing more than contract marriages, where once the boy arrives, they go their separate ways. This is blatant abuse of the system and has created a wave of people entering Canada without even basic English skills. IRCC needs to wake up and fix this. Students on study or work visas must not be allowed to bring their spouses. If someone wants to come, let them take an English test themselves and prove they’re qualified. Study permits should only be issued for genuine university students, not random private colleges being used as back doors into the country. On top of that, no work permits should be given while on a study visa. Employers who hire students illegally on cash as cheap labour should face strict penalties, heavy fines, and blacklisting. Until these loopholes are closed, Canada’s immigration system will continue to be exploited and lose credibility. IRCC, this is not immigration — this is fraud facilitated by weak laws.
Identity Attack0.05089863
Insult0.045007613
Profanity0.015147334
Threat0.0071070488
Severe Toxicity0.0025558472
Low Tox 0.1104733 Constructive 0.664 Policy_Critique
Oct 4, 2025 IRCC Names India in Study …
As a Canadian I think immigration is a good thing, but the liberal government has completely broken that system. The people coming here do not assimilate into Canadian culture and they do not respect this …
As a Canadian I think immigration is a good thing, but the liberal government has completely broken that system. The people coming here do not assimilate into Canadian culture and they do not respect this country. This isn't the Canada I grew up in and it's not the Canada that I want to keep living in. I hope it will be fixed. I love Canada
Identity Attack0.06385879
Insult0.028832749
Profanity0.011133623
Threat0.0067186756
Severe Toxicity0.002231598
Low Tox 0.10045706 Constructive 0.625
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Reduce pressure on housing”? Please. Three houses on my street are sitting empty, owned by wealthy people who don’t even live in Canada. That’s the reality on the ground. You can cut immigration all you …
Reduce pressure on housing”? Please. Three houses on my street are sitting empty, owned by wealthy people who don’t even live in Canada. That’s the reality on the ground. You can cut immigration all you want, and it still won’t fix the housing crisis. And let’s be precise: immigrants are not the same as migrants. Canada has high levels of legal, permanent immigration, but very little irregular or transient migration compared to other Western countries. The problem isn’t people needing homes. It’s homes being treated like safety-deposit boxes for the global rich. Empty houses, speculative ownership, and capital parked in real estate do far more damage than newcomers ever could. Blaming immigration is just a convenient distraction from the real issue: housing has been turned into an investment vehicle instead of a place to live.
Identity Attack0.035847444
Insult0.029604018
Profanity0.013576009
Threat0.007353018
Severe Toxicity0.0020599365
Low Tox 0.08637348 Constructive 0.615 Policy_Critique
Feb 11, 2026 7 likes Canada's tighter immigration policy divides …
Instead of relying on immigration, Canada should focus on innovation — create robots, invest in R&D, and encourage its own population to have more children. Solving the labour shortage domestically is a long-term solution. Bringing …
Instead of relying on immigration, Canada should focus on innovation — create robots, invest in R&D, and encourage its own population to have more children. Solving the labour shortage domestically is a long-term solution. Bringing in large numbers of people from 3rd world countries won’t fix the real issues — it may even harm the system over time. Speaking as an Indian, I can say that many of our people don’t adapt to the host country’s culture or values; instead, they often bring the same mindset that created problems back home. Look at India — poor infrastructure, declining quality of life, and a government more focused on propaganda than progress. Importing that mentality, even among the so-called “educated,” won’t benefit Canada. Core values and a willingness to evolve matter far more than degrees. Your govt should also stop permit or spending public money on building temples, mosques, or any religious structures. Why do we even need them? Faith is a personal matter — keep your beliefs and celebrations at home. Things starts with these things only.
Identity Attack0.050443888
Insult0.027841117
Profanity0.013302735
Threat0.007365964
Severe Toxicity0.0021076202
Low Tox 0.081625134 Constructive 0.682
Oct 10, 2025 IRCC Names India in Study …
If you come to canada, seeking asylum, or immigrating, they should all be required to work day 1, Healthcare, fine, handouts no. Welfare no. Work. Like my family when they immigrated. All the government needs …
If you come to canada, seeking asylum, or immigrating, they should all be required to work day 1, Healthcare, fine, handouts no. Welfare no. Work. Like my family when they immigrated. All the government needs to do is set up programs with farmers, or any industry to provide worker spots. Fed Government can either top up(not preferred) or like the good old days require an employer to provide lodging, for a nominal rate, towards their total income paid(3 square included). My and countless other families/ people had to enter the country that way, and it worked. So if it ain't broke, don't fix it!
Identity Attack0.029660052
Insult0.028392024
Profanity0.0157622
Threat0.0069646453
Severe Toxicity0.0022792816
Low Tox 0.08083374 Constructive 0.78 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Immigration so unfair.. what they did. Look now, Canada is not the sane it was used to be. So how they will fix this issue. They should stop giving them PR n work permit so …
Immigration so unfair.. what they did. Look now, Canada is not the sane it was used to be. So how they will fix this issue. They should stop giving them PR n work permit so the citizenship holders will find job. All those who have not given work permit n PR have to leave the country. They have already enough was given PR.
Identity Attack0.031464707
Insult0.024382202
Profanity0.010809111
Threat0.006537435
Severe Toxicity0.0016117096
Low Tox 0.079250954 Moderate Con 0.496
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Here's the root of most of the problems, its gov. policy, you take in a million new people a year, give them everything and your dollar ends up losing value, so even though your working …
Here's the root of most of the problems, its gov. policy, you take in a million new people a year, give them everything and your dollar ends up losing value, so even though your working hard, you cannot get ahead in this country. So you end up going into a debt that you can't pay off and the problems increase. Taxes go up value of the dollar keeps going down, so in the end its a no win situation for most of the general population and its the same when you retire, you get an income that's not enough even to pay for rent in the city you were brought up in. This is a very serious problem and gov. does not seem to do anything about it, food banks are overwhelmed along with medical staff, food prices and rents have gone out of sight as far as prices are concerned. We have a national debt that never gets paid and a gov. that spends more money than it takes in in taxes. And a dollar thats going to H in a handbasket. Too much crime, too much violence, too many traffic jams and too much drug use. I have written to this liberal gov. and told them how to fix these problems but they don't listen, their agenda is with the WEF, you will have nothing and you will be happy, right, no. Canada is now a bankrupt country and going to a third world status, I guess you get what you vote for and I did not vote for this gov. to ruin the country. Hey note that this is just the start, its going to get a whole lot worse down the road as we all suffer another great depression, then things really get bad.
Identity Attack0.008176526
Insult0.029163294
Profanity0.017982552
Threat0.0068869707
Severe Toxicity0.0017166138
Low Tox 0.0665887 Constructive 0.691 Economic_Argument
Aug 28, 2025 6 likes Why Canadians Are Turning Against …
Country’s broken need to wake up and fix
Country’s broken need to wake up and fix
Identity Attack0.008250522
Insult0.021803947
Profanity0.01846078
Threat0.010809537
Severe Toxicity0.0020694733
Low Tox 0.059727192 Low Con 0.132 Call_To_Action
Sep 29, 2025 IRCC Names India in Study …
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 …
I don't know how every day Canadians are expected to fix this mess when our wealthy, well connected ppl can't. Based on the last two elections - voting isn’t going to fix it either when …
I don't know how every day Canadians are expected to fix this mess when our wealthy, well connected ppl can't. Based on the last two elections - voting isn’t going to fix it either when elections are being rigged and infringed upon. I love my Country but I would welcome being the 51 st state right now because I am so discouraged and see no hope or change on the horizon.
Identity Attack0.014551271
Insult0.02567133
Profanity0.01309778
Threat0.0067445673
Severe Toxicity0.0012683868
Low Tox 0.054531995 Constructive 0.658 Policy_Critique
Feb 24, 2026 LILLEY UNLEASHED: The fall of …
*They are everywhere thanks to the easy access to U.S. and Canada, it will be late when those countries try to fix that!* *They come with all benefits to work the next day they arrive, …
*They are everywhere thanks to the easy access to U.S. and Canada, it will be late when those countries try to fix that!* *They come with all benefits to work the next day they arrive, Kerala, the State where most of them come to American Continent!*
Identity Attack0.017967897
Insult0.011996903
Profanity0.012892825
Threat0.0066798385
Severe Toxicity0.0013923645
Low Tox 0.034513097 Moderate Con 0.367 Fear_Threat
Feb 25, 2026 Inside Canada's Indian Invasion...
WE HAVE A LOT OF ISSUES AND CONCERNS TO FIX AND ADDRESS IN OUR COUNTRY, INFLATION, LOTS OF PROTEST STRIKES, AND MORE, CANADIAN FIRST, CANADIAN ECONOMY, IMMIGRATION MUST CHANGE ASAP,
WE HAVE A LOT OF ISSUES AND CONCERNS TO FIX AND ADDRESS IN OUR COUNTRY, INFLATION, LOTS OF PROTEST STRIKES, AND MORE, CANADIAN FIRST, CANADIAN ECONOMY, IMMIGRATION MUST CHANGE ASAP,
Identity Attack0.012541492
Insult0.0103248935
Profanity0.009195087
Threat0.0067963502
Severe Toxicity0.0011587143
Low Tox 0.026263772 Moderate Con 0.401
Oct 17, 2025 IRCC Names India in Study …
"Canada's tighter immigration policy *UNITES* the country". There, I fixed the title for you.
"Canada's tighter immigration policy *UNITES* the country". There, I fixed the title for you.
Identity Attack0.010063417
Insult0.011046898
Profanity0.010587076
Threat0.0061231707
Severe Toxicity0.00091552734
Low Tox 0.024849601 Moderate Con 0.397 Humor_Satire
Feb 11, 2026 418 likes Canada's tighter immigration policy divides …
Put a limit per country ....problem fixed. You're welcome
Put a limit per country ....problem fixed. You're welcome
Identity Attack0.006622616
Insult0.008291881
Profanity0.010569996
Threat0.0071199946
Severe Toxicity0.0010061264
Low Tox 0.020231359 Low Con 0.209 Policy_Critique
Oct 22, 2025 IRCC Names India in Study …
That's fine. I think we have permanent residents and new naturalized citizens that went to America that never came back to our country for decades that are not being reported to the public. America is …
That's fine. I think we have permanent residents and new naturalized citizens that went to America that never came back to our country for decades that are not being reported to the public. America is just trying to fix loophooles for their country.
Identity Attack0.00016808667
Insult0.0010283373
Profanity0.00006494519
Threat0.00003096067
Severe Toxicity0.000002250703
Low Tox 0.0021313783
Dec 7, 2025 3 likes
🎉IRCC has discovered excessive abuse and fraud in the immigration system. Immigration is federal and they have the absolute power and rights to enforce the laws to cancel visas. The immigration system was abused and …
🎉IRCC has discovered excessive abuse and fraud in the immigration system. Immigration is federal and they have the absolute power and rights to enforce the laws to cancel visas. The immigration system was abused and in a complete mess. Every country must fix their own citizens or country problems first before bringing in foreigners to make it worse. Sorry-the liberal government failed with its policies for the last 9 years how can we trust them now?😨
Identity Attack0.000080583275
Insult0.00046100013
Profanity0.000023650031
Threat0.000024857662
Severe Toxicity0.0000017907762
Low Tox 0.0010544771 Unverified_Claim
Apr 18, 2025 1 likes

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.