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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: "As a Canadian we need …" 446 comments · Page 16 of 18
I love how we have brought millions of new "skilled" Canadians into the country and they say there's not enough workers with skills to run our upcoming projects. With that big of backlog sounds like …
I love how we have brought millions of new "skilled" Canadians into the country and they say there's not enough workers with skills to run our upcoming projects. With that big of backlog sounds like you need to shut the program down until you get caught up. This seems quite mis-managed, who was in charge for the last 10 years to let this spiral out of control so badly?
Identity Attack0.01565665
Insult0.025929155
Profanity0.011014067
Threat0.0067316215
Severe Toxicity0.0012397766
Low Tox 0.055274166 Constructive 0.677 Policy_Critique
Jan 21, 2026 Why Canada’s immigration system has …
Its all the rich and powerful that can exploit cheap labour that are in favour of immigration. Most Canadians cant find jobs, most of the average population is struggling, its unfortunate our government for the …
Its all the rich and powerful that can exploit cheap labour that are in favour of immigration. Most Canadians cant find jobs, most of the average population is struggling, its unfortunate our government for the past decade has only been listening to the needs of the rich
Identity Attack0.024801146
Insult0.0233509
Profanity0.010143006
Threat0.0062396824
Severe Toxicity0.0010919571
Low Tox 0.054531995 Moderate Con 0.493 Economic_Argument
Feb 13, 2026 Why Canada’s immigration system has …
As a indo-canadian born here something needs to be done. We need to make More noise. We all need to pressure the government more and get them to change the rules now and not slowly …
As a indo-canadian born here something needs to be done. We need to make More noise. We all need to pressure the government more and get them to change the rules now and not slowly 😢.
Identity Attack0.021183543
Insult0.017163089
Profanity0.01261955
Threat0.010731863
Severe Toxicity0.0016784668
Low Tox 0.05280026 Constructive 0.612
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadians need the jobs!!!!
Canadians need the jobs!!!!
Identity Attack0.07855553
Insult0.004643395
Profanity0.00010958474
Threat0.0007404929
Severe Toxicity0.000007705613
Low Tox 0.05195343 Economic_Argument
Apr 16, 2025 1 likes
Because th3 government has let business hire immigrants who are subsidized by them and companies take the jobs for canadian citizens and give to them if not they have to pay higher wages to us …
Because th3 government has let business hire immigrants who are subsidized by them and companies take the jobs for canadian citizens and give to them if not they have to pay higher wages to us that is needed and thats how
Identity Attack0.034816213
Insult0.017485369
Profanity0.012073003
Threat0.006149062
Severe Toxicity0.0015068054
Low Tox 0.05131592 Moderate Con 0.314 Economic_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
Canadian sleeping in their Cars🚙 in extreme cold weather conditions can’t find jobs / affordable housing our youths need job/affordable housing / future Our Gov. Must step in to clear the mess
Canadian sleeping in their Cars🚙 in extreme cold weather conditions can’t find jobs / affordable housing our youths need job/affordable housing / future Our Gov. Must step in to clear the mess
Identity Attack0.022590388
Insult0.02103047
Profanity0.010467518
Threat0.006420923
Severe Toxicity0.0018024445
Low Tox 0.050821137 Moderate Con 0.459 Economic_Argument
Jan 18, 2026 3 likes 2.9 million Canadian temporary visas …
Canada needs repatriation uf it wants to survive. Young Canadians can't afford housing or families. (Or is that the plan?)
Canada needs repatriation uf it wants to survive. Young Canadians can't afford housing or families. (Or is that the plan?)
Identity Attack0.029402243
Insult0.015948927
Profanity0.010689554
Threat0.007340072
Severe Toxicity0.0016498566
Low Tox 0.048594624 Moderate Con 0.336
Nov 26, 2025 Quebec Ends Economic Immigration Program …
English and French colonization had a devastating and intentional impact on the Indigenous languages of Canada, leading to the severe endangerment and, in some cases, extinction of many languages. This was achieved through explicit colonial …
English and French colonization had a devastating and intentional impact on the Indigenous languages of Canada, leading to the severe endangerment and, in some cases, extinction of many languages. This was achieved through explicit colonial policies aimed at cultural assimilation and the suppression of Indigenous identities.  Key Impacts of Colonization Forced Assimilation via Residential Schools: The most significant factor in language loss was the government-funded, church-run residential school system, which operated from the 19th century to the late 20th century. Indigenous children were forcibly removed from their families and communities and sent to these schools. Punishment for Speaking Native Tongues: In the schools, children were forbidden to speak their Indigenous languages and were often subjected to severe physical, emotional, and sexual abuse if they did. Intergenerational Trauma and Knowledge Loss: The experience in residential schools caused profound trauma. Survivors often did not teach their children their traditional languages, partly out of fear of punishment and partly because their own fluency had been impacted, which inhibited the languages from being passed to the next generation. Discriminatory Legislation: The Indian Act: This legislation, along with other colonial policies, was used to suppress Indigenous cultural expression, including language. Official Languages Act: Canada's official language policies recognize only English and French as dominant languages, effectively marginalizing the over 60 distinct Indigenous languages that existed on the land long before European settlement. Dispossession of Land: Forcible removal of Indigenous communities from their traditional lands and onto reserves disrupted the deep connection between language, culture, and the natural environment. Indigenous languages often encode unique knowledge about local ecosystems, which was lost when communities were displaced. Social Stigmatization: Colonial ideologies viewed Indigenous cultures and languages as "inferior" or "savage," promoting English and French as the languages of "modernity" and "progress". This created a social hierarchy where speaking an Indigenous language could be a barrier to education and employment opportunities in the dominant society.  Current Situation and Revitalization Efforts The legacy of these policies has resulted in low numbers of fluent Indigenous language speakers today, with many languages considered endangered or critically endangered. However, there are significant ongoing efforts toward language revitalization.  The Canadian federal government passed the Indigenous Languages Act in 2019, which aims to support the efforts of Indigenous peoples to reclaim, revitalize, maintain, and strengthen their languages. Indigenous communities, educational institutions, and organizations are actively working to preserve languages through immersion programs, community initiatives, and documentation. UNESCO has declared 2022 to 2032 the International Decade of Indigenous Languages to draw global attention to the urgent need for preservation and promotion.
Identity Attack0.026408968
Insult0.019934712
Profanity0.014122557
Threat0.008738215
Severe Toxicity0.0016593933
Low Tox 0.04735767 Constructive 0.612 Moral_Argument
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
Canada must repeat what it did in the 1930's and the 1940's. Canada needs to bring 5 million immigrants from Eastern Europe, like Poland, Portugal, Romania, Ukraine, Russia, Serbia, Bosnia, Lithuania, Estonia, Hungary, Macedonia etc. …
Canada must repeat what it did in the 1930's and the 1940's. Canada needs to bring 5 million immigrants from Eastern Europe, like Poland, Portugal, Romania, Ukraine, Russia, Serbia, Bosnia, Lithuania, Estonia, Hungary, Macedonia etc. Just look at the Eastern Europeans in Canada, they and their Canadian born children and grandchildren have learned and speak English language fluently. In Canada, people speak English and French. The British and the French values must be upheld. God save the King.
Identity Attack0.031722516
Insult0.014580919
Profanity0.010365041
Threat0.007534259
Severe Toxicity0.0018882751
Low Tox 0.04711028 Constructive 0.54 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
The questioner is just proving her own questions? What is non-compliance as a student? Not going to the college? How many colleges shut down their courses within the said period? Do you expect students to …
The questioner is just proving her own questions? What is non-compliance as a student? Not going to the college? How many colleges shut down their courses within the said period? Do you expect students to be firever students? What if they get work permit while still being student? This is very possible for the IT engineers from India, they are student here but get a job in USA or any other country and they leave. Where are the statistics of students who got married to Canadian nationals and decided to stop studying because of family expenses? It will be easy to track down the fees transfer and return of these said 8% non-compliant students. Did they get their money back? If not, then why didn't colleges paid the remaining fees back and report that non-obligatory to the study visa rules? Or, was the past govt quite about this because Canada needed cheap labor and money in other colleges accounts?
Identity Attack0.014551271
Insult0.021546122
Profanity0.013780965
Threat0.006763986
Severe Toxicity0.0014305115
Low Tox 0.0466155 Constructive 0.511 Question
Sep 29, 2025 IRCC Names India in Study …
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I …
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I don't even know if there is an office or representative in Ontario right now! I wish! Their policies (on paper) seem great, and geared more towards a 'Canada first'/'Canadians First' approach. They touch on a lot of topics and there seem to be a lot of things they want to change! But a government is still a government, they will be motivated by money regardless of any good intentions they may have. So if and when things change, WE NEED TO HOLD THEM ACCOUNTABLE! We as the citizens have the power to change things for the better! It's just unfortunate that I see so many people getting pushed down or ignored or hated because they are speaking their mind. Remember, Canada dosen't have laws like the US, our freedoms aren't as protected nor do we have the same freedoms they do (like owning and protecting your own property, or self defense!) We as people need to start being honest and expressing things instead of being terrified of the backlash (of which there will be in these times). The only way we can make progress is by deciding to get out of our comfort zones and standing for what is right! For the freedoms and protections we deserve! To make a future worth living for us and our children! It will not be easy, but when is change ever easy? I hope that one day I won't be terrified of the thought of bringing a life into this world and country. I hope I can be stable enough to be able to give my future children a decent life. But right now? I would never want to have children, things are too unstable and I don't want to bring a child into this country and force them to live a terrible life they never asked for! I desperately want to be able to keep hoping for a better future, a better country, and people who can enjoy their lives instead of constantly worrying and stressing about everything. I hope some can consider looking into the Libertarian party as well! They may be small right now, but they seem to be wanting to right the wrongs that have occured.
Identity Attack0.011247349
Insult0.022448512
Profanity0.015932998
Threat0.00704232
Severe Toxicity0.0015640259
Low Tox 0.045378547 Constructive 0.875 Call_To_Action
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
I still don't understand why we brought them here. Why did we need to make it impossible for our young people to find jobs? It only benefits corporations not the Canadian citizens.
I still don't understand why we brought them here. Why did we need to make it impossible for our young people to find jobs? It only benefits corporations not the Canadian citizens.
Identity Attack0.026609946
Insult0.016784932
Profanity0.009784333
Threat0.006272047
Severe Toxicity0.0013065338
Low Tox 0.044388983 Constructive 0.567 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I am an immigrant in Canada and these students assume their permanent residency is guaranteed after their studies but nobody was given 100% "assurance" but these students "assumed." The country does not need any more …
I am an immigrant in Canada and these students assume their permanent residency is guaranteed after their studies but nobody was given 100% "assurance" but these students "assumed." The country does not need any more uber/skip the dishes drivers or salespersons. There is no need any more Temporary Foreign Workers until the economy improves. At the moment, the Canadian economy is in limbo.
Identity Attack0.020982565
Insult0.017807651
Profanity0.011014067
Threat0.006058442
Severe Toxicity0.0010538101
Low Tox 0.044141594 Constructive 0.705 Personal_Narrative
Feb 25, 2026 Canada's tighter immigration policy divides …
this should be Canadian CITIZEN employees. not new Canadian employees looking for PR. and the temporary foreign worker program needs to be abolished.
this should be Canadian CITIZEN employees. not new Canadian employees looking for PR. and the temporary foreign worker program needs to be abolished.
Identity Attack0.027614836
Insult0.014732921
Profanity0.010228404
Threat0.007301235
Severe Toxicity0.001411438
Low Tox 0.043646812 Moderate Con 0.334 Policy_Critique
Jan 4, 2026 New rules, regulations take effect …
Tyler as a Canadian i couldent be happier your doing this you are the hero we need but dont deserve
Tyler as a Canadian i couldent be happier your doing this you are the hero we need but dont deserve
Identity Attack0.0066596144
Insult0.018581128
Profanity0.013951761
Threat0.008738215
Severe Toxicity0.0017547607
Low Tox 0.04290464 Moderate Con 0.495 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian the Left government needs to go first from Canada
As a Canadian the Left government needs to go first from Canada
Identity Attack0.019977676
Insult0.017163089
Profanity0.010757872
Threat0.007081157
Severe Toxicity0.0013065338
Low Tox 0.04240986 Low Con 0.256 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
The Canadian politicians and policy makers who allowed this to happen need to be held accountable!
The Canadian politicians and policy makers who allowed this to happen need to be held accountable!
Identity Attack0.01555616
Insult0.018323302
Profanity0.00948544
Threat0.0079873605
Severe Toxicity0.0013446808
Low Tox 0.04166769 Moderate Con 0.338
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
We need government/leaders that are proud to be Canadian, whom will do anything to keep our culture alive, that will work on improving the country and persevere into making this once great country great again! …
We need government/leaders that are proud to be Canadian, whom will do anything to keep our culture alive, that will work on improving the country and persevere into making this once great country great again! Instead of selling out!
Identity Attack0.008028535
Insult0.018065477
Profanity0.0103821205
Threat0.0065568537
Severe Toxicity0.0010061264
Low Tox 0.0414203 Moderate Con 0.483
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
the problem is that they came in such mass from one area. hence they never needed to adapt or assimilate with current Canadian culture. no other culture acts this way btw.
the problem is that they came in such mass from one area. hence they never needed to adapt or assimilate with current Canadian culture. no other culture acts this way btw.
Identity Attack0.027815815
Insult0.014960921
Profanity0.010467518
Threat0.006097279
Severe Toxicity0.0012493134
Low Tox 0.041172907 Low Con 0.265 Identity_Assertion
Oct 22, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
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 …
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 …
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 …

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.