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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: "We need the immigrants who …" 539 comments · Page 21 of 22
I understand needing a cap on overwhelming immigration numbers. However, this was very badly handled.
I understand needing a cap on overwhelming immigration numbers. However, this was very badly handled.
Identity Attack0.01656105
Insult0.01465692
Profanity0.011594773
Threat0.006861079
Severe Toxicity0.0010919571
Low Tox 0.0438942 Moderate Con 0.495
Nov 24, 2025 Quebec Ends Economic Immigration Program …
FOLKS We need to pause/reverse immigration so that Canada can catch up on integrating the people that are here already.
FOLKS We need to pause/reverse immigration so that Canada can catch up on integrating the people that are here already.
Identity Attack0.025002124
Insult0.012528907
Profanity0.010655395
Threat0.007094103
Severe Toxicity0.0015258789
Low Tox 0.0438942 Moderate Con 0.412 Call_To_Action
Feb 18, 2026 1 likes LILLEY UNLEASHED: The fall of …
Canada has a huge problem with its policy on skilled programs. Any other developed country including Australia honour the preceding policy if the applicant arrived in the country before the program is closed or the …
Canada has a huge problem with its policy on skilled programs. Any other developed country including Australia honour the preceding policy if the applicant arrived in the country before the program is closed or the policy is reversed. Canada does not. This is not just unethical but has a very negative impact on future immigration when levels do subside where our economy needs more immigrants.
Identity Attack0.019274252
Insult0.019741343
Profanity0.010450439
Threat0.0061166976
Severe Toxicity0.0010681152
Low Tox 0.043646812 Constructive 0.586 Policy_Critique
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
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 …
We need pre Trudeau (Pierre) immigration laws. Stop spending our tax dollars on this.
We need pre Trudeau (Pierre) immigration laws. Stop spending our tax dollars on this.
Identity Attack0.018771807
Insult0.015340924
Profanity0.009622077
Threat0.006479179
Severe Toxicity0.0011396408
Low Tox 0.04290464 Low Con 0.267
Dec 25, 2025 1 likes Deportations From Canada at Their …
We need a moratorium on immigration.
We need a moratorium on immigration.
Identity Attack0.021987455
Insult0.0114649
Profanity0.0117997285
Threat0.00746953
Severe Toxicity0.0014209747
Low Tox 0.04216247 Low Con 0.216
Nov 21, 2025 2 likes Quebec Ends Economic Immigration Program …
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 …
We need to have what they need ? How about what we need? I don't care what immigration lawyer says. It's his business. Who said that studying abroad gives you a right to stay there? …
We need to have what they need ? How about what we need? I don't care what immigration lawyer says. It's his business. Who said that studying abroad gives you a right to stay there? Same with temporary workers. It is TEMPORARY. It shouldn't be automatic for students, they get an education and we choose who we want to stay.
Identity Attack0.01555616
Insult0.014808921
Profanity0.012517073
Threat0.0061231707
Severe Toxicity0.00096797943
Low Tox 0.039462693 Constructive 0.646 Policy_Critique
Jan 20, 2026 6 likes Why Canada’s immigration system has …
I have heard the skilled laborer argument for years. Canadian governments keep saying we need to bolster the work force with immigrants. I've heard this for 20+ years, and they're still saying it. It hasn't …
I have heard the skilled laborer argument for years. Canadian governments keep saying we need to bolster the work force with immigrants. I've heard this for 20+ years, and they're still saying it. It hasn't worked because bringing in immigrants only treats the symptoms not the cause.
Identity Attack0.025002124
Insult0.014124917
Profanity0.00997221
Threat0.0066927844
Severe Toxicity0.0011301041
Low Tox 0.039226998 Constructive 0.626 Policy_Critique
Jun 21, 2025 1 likes How Canada broke its immigration …
Governments need to start thinking what to do when AI replaces most workers. Hundreds of thousands of people will be unemployed and this will happen sooner than we can imagine. Québec may need immigrants in …
Governments need to start thinking what to do when AI replaces most workers. Hundreds of thousands of people will be unemployed and this will happen sooner than we can imagine. Québec may need immigrants in the very short term, but it will need to deal with mass unemployment in 3 years from now, being very optimistic. Immigration in the AI era needs to be rethought. Being an immigrant myself, I advocate for skilled immigration, but we are on the brink of a social disruption. It's time to take it slow.
Identity Attack0.013546381
Insult0.017872108
Profanity0.011253181
Threat0.0076507707
Severe Toxicity0.0012207031
Low Tox 0.038991302 Constructive 0.75
Nov 21, 2025 Quebec Ends Economic Immigration Program …
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)
This woman should be the minister of Immigration. We need real Canadians in power positions.
This woman should be the minister of Immigration. We need real Canadians in power positions.
Identity Attack0.018269362
Insult0.015036922
Profanity0.010740792
Threat0.0067769317
Severe Toxicity0.0011777878
Low Tox 0.03734144 Moderate Con 0.336 Identity_Assertion
Feb 25, 2026 'We do know that there's …
Another important concern is that visa officers in certain countries who facilitated fake applications through bribery should be thoroughly investigated, while many genuine and legitimate visitor‑visa applicants — who simply wished to visit Canada and …
Another important concern is that visa officers in certain countries who facilitated fake applications through bribery should be thoroughly investigated, while many genuine and legitimate visitor‑visa applicants — who simply wished to visit Canada and enjoy places like Niagara Falls — were unfairly rejected. The full staff in these offices should be reassigned, and the approval systems and procedures should be completely overhauled to ensure transparency, accountability, and proper decision‑making going forward. Immigrants who have legitimately obtained Permanent Residence or Canadian citizenship are also facing unfair barriers, especially in the job market. Despite having full legal status, many are not even given interview opportunities, while corrupted or poorly monitored ATS systems are being exploited by bad actors. Employers — including major banks and other leading organizations — have hired temporary workers without properly verifying their status or detecting fake documentation. Canada needs a clear hiring principle: priority should be given to Canadian citizens and Permanent Residents first, and only when no qualified applicants exist should other categories be considered. LMIA approvals should be paused to prevent misuse and ensure fairness for those who have followed the legal pathway. Strengthening verification processes and enforcing employer accountability would help restore integrity and fairness in both the immigration and employment systems. Many of these immigrants have sacrificed their assets and life savings in their home countries, embraced Canada as their new motherland, and now find themselves suffering with no realistic path to return — making fairness and accountability in the system even more essential.
Identity Attack0.0071405866
Insult0.021803947
Profanity0.011646013
Threat0.006848133
Severe Toxicity0.0010585785
Low Tox 0.037105743 Constructive 0.723
Jan 4, 2026 Deportations From Canada at Their …
Canadians need to understand we have a huge immigration problem. We need to close temporatly our borders. stable our immigration, Health and assitenace programs. We need to fix our problems before we coulld help someone …
Canadians need to understand we have a huge immigration problem. We need to close temporatly our borders. stable our immigration, Health and assitenace programs. We need to fix our problems before we coulld help someone else. We are a sinking ship at the momment. lets not bring everyone down with it.
Identity Attack0.017264472
Insult0.013478912
Profanity0.010313802
Threat0.007870848
Severe Toxicity0.0011587143
Low Tox 0.036162965 Constructive 0.604 Fear_Threat
Nov 24, 2025 1 likes Quebec Ends Economic Immigration Program …
I feel bad that many of these people were given false hope, but this reduction was needed. In the early 2020's immigration levels reached levels that were simply too high. We had a population growth …
I feel bad that many of these people were given false hope, but this reduction was needed. In the early 2020's immigration levels reached levels that were simply too high. We had a population growth rate similar to Sudan. It strained our education, health care and prevented young people from getting jobs. We are a nation that welcomes immigration, but it cannot be at a level beyond our capacities.
Identity Attack0.014048826
Insult0.013896915
Profanity0.01261955
Threat0.006977591
Severe Toxicity0.0010251999
Low Tox 0.034277402 Constructive 0.764 Moral_Argument
Feb 12, 2026 2 likes 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
If you have a problem with immigration then you need to talk to your government and city council about it. These people are coming legally per your country’s rule, so no point blaming them to …
If you have a problem with immigration then you need to talk to your government and city council about it. These people are coming legally per your country’s rule, so no point blaming them to be there. You should have a problem with your government to stop this not the people.
Identity Attack0.017063495
Insult0.012414906
Profanity0.0103821205
Threat0.0066345283
Severe Toxicity0.00086307526
Low Tox 0.033334624 Constructive 0.59 Moral_Argument
Feb 9, 2026 3 likes Inside Canada's Indian Invasion...
Finally, the government is trying to correct the underlying issue related to foreign students and the colleges involvement. All the colleges recruiting international students should adhere to strict rules and regulations . They should not …
Finally, the government is trying to correct the underlying issue related to foreign students and the colleges involvement. All the colleges recruiting international students should adhere to strict rules and regulations . They should not ignore students' bad behaviors and false credentials in order to obtain a student permit in Canada. Also, Canada Immigration also needs to scrutinize both students and colleagues
Identity Attack0.012061302
Insult0.01648093
Profanity0.009681856
Threat0.006246155
Severe Toxicity0.0008249283
Low Tox 0.032156147 Constructive 0.53
Sep 29, 2025 IRCC Names India in Study …
Why stop there? Until they fix inflation and every other housing issue CANADIAN citizens need a break. We do need immigration, controlled and properly maintained immigration.
Why stop there? Until they fix inflation and every other housing issue CANADIAN citizens need a break. We do need immigration, controlled and properly maintained immigration.
Identity Attack0.014551271
Insult0.012604907
Profanity0.009750174
Threat0.0066151097
Severe Toxicity0.0010633469
Low Tox 0.03192045 Constructive 0.501
Dec 24, 2025 1 likes Deportations From Canada at Their …
Canada needs a visa/immigration cap per country. Right now immigration is about bolstering vote bank
Canada needs a visa/immigration cap per country. Right now immigration is about bolstering vote bank
Identity Attack0.012842959
Insult0.011236899
Profanity0.010125926
Threat0.00666042
Severe Toxicity0.0009822845
Low Tox 0.029563503 Low Con 0.213 Policy_Critique
Feb 11, 2026 3 likes Canada's tighter immigration policy divides …
This is the system: Student immigrates to Canada on a student Visa, gets a Diploma which they use to get a Post-Graduation Work Permit, this is used to get Permanent Residence (PR). After 3 years …
This is the system: Student immigrates to Canada on a student Visa, gets a Diploma which they use to get a Post-Graduation Work Permit, this is used to get Permanent Residence (PR). After 3 years apply for Citizenship, which makes it easier to bring their parents into Canada. Those parents apply for PR, then wait 3 years, after which they can also apply for Citizenship. If they are 55+ years old, they don't need to take the test or prove they can speak the English. They just apply and get become Citizens. All of this while enjoying the benefits of a Socialized Healthcare, Old Age Pension after 65+, Canada Child Benefit paid to parents with kids under 18, and more. This is not a sustainable economic model, we WILL run out of money. Technically we already have 😂
Identity Attack0.00984143
Insult0.014124917
Profanity0.01265371
Threat0.0065115434
Severe Toxicity0.0011348724
Low Tox 0.028149333 Constructive 0.612 Economic_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Why because you don't have money and source of increasing GDP except immigration,Look how everybody was complaining about students influx now all the colleges are crying for funding,More student bring more funds and more taxes …
Why because you don't have money and source of increasing GDP except immigration,Look how everybody was complaining about students influx now all the colleges are crying for funding,More student bring more funds and more taxes to the government for developing cities like Brampton ,Only problem is vetting that need to done properly,can't expect higher low wage worker to build silicon cities in Canada.High skill professionals are the need of the hour.
Identity Attack0.007214582
Insult0.015036922
Profanity0.010296722
Threat0.005906329
Severe Toxicity0.000834465
Low Tox 0.028149333 Constructive 0.598
Jan 5, 2026 Inside Canada's Indian Metropolis (Brampton)
When Immigrating to a country you need to assimilate to the country you are going to not the country you are from. There is a reson you left the country leave that country identity gone …
When Immigrating to a country you need to assimilate to the country you are going to not the country you are from. There is a reson you left the country leave that country identity gone dont being it to a new place.
Identity Attack0.014852738
Insult0.00983089
Profanity0.010672474
Threat0.0062267366
Severe Toxicity0.000872612
Low Tox 0.027324399 Moderate Con 0.489 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
this is a 180 from the past 5 years, however, it is a false promise. once the immigration cuts are out of recent memory of the voter base, restaurants begin to need customers (11,000 shuttered …
this is a 180 from the past 5 years, however, it is a false promise. once the immigration cuts are out of recent memory of the voter base, restaurants begin to need customers (11,000 shuttered in 2 years), colleges get surplus nostalgia, and landlords demand their inflated rental income (see economic rent), the government will ramp the numbers up again.
Identity Attack0.0062526376
Insult0.01309891
Profanity0.010604155
Threat0.0065827454
Severe Toxicity0.00081062317
Low Tox 0.026970858 Constructive 0.518 Policy_Critique
Jan 19, 2026 1 likes Why Canada’s immigration system has …
It's about time. We need to have the immigration system we used to have before J Trudeau.
It's about time. We need to have the immigration system we used to have before J Trudeau.
Identity Attack0.008509507
Insult0.012300906
Profanity0.009630617
Threat0.006641001
Severe Toxicity0.0009393692
Low Tox 0.026735162 Moderate Con 0.451
Dec 28, 2025 Deportations From Canada at Their …

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.