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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 do other Countries need …" 515 comments · Page 20 of 21
If the dont leave voluntarily, then we need ice like moves, i have been living in canada for 25 years, when we applied to come here, we had to wait years where my country was …
If the dont leave voluntarily, then we need ice like moves, i have been living in canada for 25 years, when we applied to come here, we had to wait years where my country was in civil war. These ppl that are here as a student and temporary residents,, must understand the law and that there is a legal way to come and live here. If they force themselves to stay, then we need worse than ice for them to face.. with crimes, healthcare and employment rate down, its the best option
Identity Attack0.008657498
Insult0.018001022
Profanity0.011458136
Threat0.008453408
Severe Toxicity0.0014877319
Low Tox 0.04067813 Constructive 0.736 Personal_Narrative
Jan 16, 2026 2.9 million Canadian temporary visas …
INTERNATIONAL.STUDENTS IF ITS TRUE IF ITS TRUE, ACCORDING TO.INSTITUTION OR COLLEGE PAID DOUBLE TUTION FEE MORE THAN THE LOCAL CANADIAN OR PERMANENT RESIDENT, IF THIS IS TRUE, FROM THE COUNTRY OF ORIGIN WHERE THEY CAME …
INTERNATIONAL.STUDENTS IF ITS TRUE IF ITS TRUE, ACCORDING TO.INSTITUTION OR COLLEGE PAID DOUBLE TUTION FEE MORE THAN THE LOCAL CANADIAN OR PERMANENT RESIDENT, IF THIS IS TRUE, FROM THE COUNTRY OF ORIGIN WHERE THEY CAME FROM, DOES THE SCHOOL OR ANY INSTITUTIONIM CANADA DO THE SAME REQUIREMENTS THAT NEEDED BEFORE YOU ELIGIBLE TO ACCEPT IN CANADIAN COLLEGE OR UNIVERSITY?? SUCH AS, HIGH SCHOOL GPA? ENGLISH PROFICIENCY IN PROGRAM OR COURSE NEEDED??AND MORE MANDATED REQUIRED BY COLLEGES OR UNIVERSITY??
Identity Attack0.010581387
Insult0.018967867
Profanity0.012892825
Threat0.0062785195
Severe Toxicity0.0015926361
Low Tox 0.039935954 Moderate Con 0.34
Oct 17, 2025 IRCC Names India in Study …
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)
There are lots of programs across Canada, if Quebec doesn't many French and English speakers can move to another province easily. I don't understand the protest. As a migrant, I believe we don't need to …
There are lots of programs across Canada, if Quebec doesn't many French and English speakers can move to another province easily. I don't understand the protest. As a migrant, I believe we don't need to protest the host country of their migration
Identity Attack0.025404079
Insult0.013212911
Profanity0.010160086
Threat0.006207318
Severe Toxicity0.00096797943
Low Tox 0.038048524 Constructive 0.791 Policy_Critique
Nov 21, 2025 20 likes Quebec Ends Economic Immigration Program …
Here after dont get down anyone. As you need money you get down. Better developed the country from agriculture
Here after dont get down anyone. As you need money you get down. Better developed the country from agriculture
Identity Attack0.0032558115
Insult0.015796926
Profanity0.012482914
Threat0.0069646453
Severe Toxicity0.0011348724
Low Tox 0.03781283 Moderate Con 0.348 Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
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 …
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
I'll tell you how it happened. Because we're too nice. We've let this happen because we didn't want to speak up against it. But now our back is against the wall in our own country. …
I'll tell you how it happened. Because we're too nice. We've let this happen because we didn't want to speak up against it. But now our back is against the wall in our own country. We need to stand up eventually.
Identity Attack0.009434453
Insult0.012680908
Profanity0.011902207
Threat0.0078449575
Severe Toxicity0.0011539459
Low Tox 0.034041706 Moderate Con 0.472
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
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...
Country needs serious help, Canadians will never own homes w these house prices!
Country needs serious help, Canadians will never own homes w these house prices!
Identity Attack0.014752249
Insult0.014504919
Profanity0.009434202
Threat0.006246155
Severe Toxicity0.00096797943
Low Tox 0.032391842 Low Con 0.243 Economic_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Do it! We don’t need to support anyone else. Let’s get this country in order and take care of our own first!
Do it! We don’t need to support anyone else. Let’s get this country in order and take care of our own first!
Identity Attack0.006696612
Insult0.0129089095
Profanity0.010723713
Threat0.007301235
Severe Toxicity0.001001358
Low Tox 0.032156147 Moderate Con 0.36
Jan 17, 2026 2.9 million Canadian temporary visas …
I want all my money back that I paid taxes for and you took way too much off my cheques if it’s my country and my career and I don’t approve of the last 58 …
I want all my money back that I paid taxes for and you took way too much off my cheques if it’s my country and my career and I don’t approve of the last 58 years of being taken for granted need a great lawyer fighting for me
Identity Attack0.0025158543
Insult0.014314918
Profanity0.012141321
Threat0.0065050707
Severe Toxicity0.00091552734
Low Tox 0.031684756 Constructive 0.543
Aug 29, 2025 Why Canadians Are Turning Against …
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 …
The country needs the right type of temporary workers that can support the building of housing and not cheap agriculture labor. Also from a student point of view; if they are studying in areas which …
The country needs the right type of temporary workers that can support the building of housing and not cheap agriculture labor. Also from a student point of view; if they are studying in areas which aren't aligned to the needs of the country then need to go back home. It would be a disservice to Canadian's and the students to keep them here.
Identity Attack0.008768492
Insult0.015188923
Profanity0.009434202
Threat0.0062008454
Severe Toxicity0.00084400177
Low Tox 0.029563503 Constructive 0.682 Policy_Critique
Feb 22, 2026 Canada's tighter immigration policy divides …
Wouldn’t even need to tell people what country they came from. Thats easy.
Wouldn’t even need to tell people what country they came from. Thats easy.
Identity Attack0.008657498
Insult0.011198899
Profanity0.012175481
Threat0.006433869
Severe Toxicity0.0009012222
Low Tox 0.028502874 Low Con 0.198
Sep 29, 2025 IRCC Names India in Study …
to be honest canada could not come up with population needed to sustain itself, you need a large population for this country to run.
to be honest canada could not come up with population needed to sustain itself, you need a large population for this country to run.
Identity Attack0.011839314
Insult0.012794908
Profanity0.010279642
Threat0.0067057298
Severe Toxicity0.0011396408
Low Tox 0.028385026 Low Con 0.168 Economic_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Americans need to prepare for less tourists entering the country because of Trump .
Americans need to prepare for less tourists entering the country because of Trump .
Identity Attack0.0041163866
Insult0.0088118715
Profanity0.00006622502
Threat0.00028477522
Severe Toxicity0.0000031009802
Low Tox 0.028317513 Comparative_Framing
Dec 10, 2025
The whole country needs to do this.
The whole country needs to do this.
Identity Attack0.0053276913
Insult0.008937885
Profanity0.014874061
Threat0.010680079
Severe Toxicity0.0019741058
Low Tox 0.027677942 Low Con 0.29
Nov 27, 2025 Quebec Ends Economic Immigration Program …
why there is a need for international student program it is no benefit for the host countries
why there is a need for international student program it is no benefit for the host countries
Identity Attack0.009249465
Insult0.010134893
Profanity0.013405213
Threat0.00636914
Severe Toxicity0.0009918213
Low Tox 0.027560094 Low Con 0.216
Sep 28, 2025 10 likes IRCC Names India in Study …
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...
Why does a country of 55 million (already significant immigration population) need diversity from a country of 1.4 billion?
Why does a country of 55 million (already significant immigration population) need diversity from a country of 1.4 billion?
Identity Attack0.012541492
Insult0.009545889
Profanity0.010228404
Threat0.0059807673
Severe Toxicity0.0008869171
Low Tox 0.026028076 Low Con 0.218 Policy_Critique
Jan 27, 2026 25 likes Inside Canada's Indian Invasion...
This is the type of person that this country needs !
This is the type of person that this country needs !
Identity Attack0.004920715
Insult0.0114269
Profanity0.012277958
Threat0.008116818
Severe Toxicity0.0014781952
Low Tox 0.025320992 Moderate Con 0.356
Oct 1, 2025 1 likes IRCC Names India in Study …
If you move to another country you need to be part of their culture and their way of life, speak their language and become one of them..but people love to move to Canada to take …
If you move to another country you need to be part of their culture and their way of life, speak their language and become one of them..but people love to move to Canada to take advantage of all the freedoms and continue doing what they are doing.
Identity Attack0.014048826
Insult0.0114649
Profanity0.010023449
Threat0.0059807673
Severe Toxicity0.0009059906
Low Tox 0.025320992 Moderate Con 0.481 Identity_Assertion
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
Need to have a electronic translator to find out whats truly being said in our great country
Need to have a electronic translator to find out whats truly being said in our great country
Identity Attack0.005771666
Insult0.010362893
Profanity0.013917602
Threat0.007547205
Severe Toxicity0.0011110306
Low Tox 0.023199737 Moderate Con 0.373
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
This why every country needs a Donald Trump!
This why every country needs a Donald Trump!
Identity Attack0.0041067624
Insult0.011198899
Profanity0.012551232
Threat0.006874025
Severe Toxicity0.0012683868
Low Tox 0.02308189 Low Con 0.231 Call_To_Action
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.