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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: "so many of the same …" 1,340 comments · Page 49 of 54
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 …
CBC does not inform public opinion but tries to form it. This is a typical example of it. It is wrong on so many levels.
CBC does not inform public opinion but tries to form it. This is a typical example of it. It is wrong on so many levels.
Identity Attack0.0027563404
Insult0.02283525
Profanity0.009681856
Threat0.005935457
Severe Toxicity0.00066280365
Low Tox 0.03781283 Moderate Con 0.352
Jan 19, 2019 1 likes How much do refugees and …
Too many in parialament as well
Too many in parialament as well
Identity Attack0.011691323
Insult0.013782915
Profanity0.0166845
Threat0.007353018
Severe Toxicity0.0015354156
Low Tox 0.037577134 Low Con 0.29
Sep 20, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
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 …
I'm surprised how nice and clean that city looks. I have been to many Canadian city's that are not this clean.
I'm surprised how nice and clean that city looks. I have been to many Canadian city's that are not this clean.
Identity Attack0.017264472
Insult0.016784932
Profanity0.010740792
Threat0.006272047
Severe Toxicity0.0009012222
Low Tox 0.036870047 Constructive 0.636 Comparative_Framing
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Every country has visa's for students-workers-tourists..Many from India going to China-Russia..No debt traps, education subsidized..CGTN The Point-Hub-Heat, Shanghai Eye, RT International, Aljazeera, TRT World..Alex Reporterfy Media
Every country has visa's for students-workers-tourists..Many from India going to China-Russia..No debt traps, education subsidized..CGTN The Point-Hub-Heat, Shanghai Eye, RT International, Aljazeera, TRT World..Alex Reporterfy Media
Identity Attack0.018872296
Insult0.014960921
Profanity0.012585391
Threat0.0067963502
Severe Toxicity0.001411438
Low Tox 0.036634352 Moderate Con 0.44
Sep 29, 2025 IRCC Names India in Study …
I'm sad that so many people are going through so much pain, according to the polls this is what you asked for you all saw what the liberals did in the past so why would …
I'm sad that so many people are going through so much pain, according to the polls this is what you asked for you all saw what the liberals did in the past so why would you give them 4 more years.
Identity Attack0.0076215584
Insult0.01632893
Profanity0.011492296
Threat0.00704232
Severe Toxicity0.0010347366
Low Tox 0.036634352 Constructive 0.635 Moral_Argument
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
People have migrated from their homelands to other countries in different centuries—some in the 16th, 17th, 18th, 19th, 20th, and 21st centuries. I don’t understand why people claim that “we have lost our identity.” The …
People have migrated from their homelands to other countries in different centuries—some in the 16th, 17th, 18th, 19th, 20th, and 21st centuries. I don’t understand why people claim that “we have lost our identity.” The shift from being a majority to a minority is largely about timing—some people’s ancestors arrived earlier than others, usually in search of better opportunities they couldn’t find at home. Most people don’t want to leave their motherland, but they move out of necessity, not preference. Throughout history, Western and Middle Eastern powers destroyed economies, accumulated global wealth for themselves, and caused immense suffering through violence, forced conversions, and plundering. This exploitation is a major reason why some countries today struggle to reach the living standards seen in the West. The long-term effects of colonialism, conflict, and migration continue to shape societies and opportunities for many people.
Identity Attack0.014048826
Insult0.016784932
Profanity0.013917602
Threat0.0068287146
Severe Toxicity0.0011873245
Low Tox 0.03639866 Constructive 0.702 Moral_Argument
Oct 15, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
Ahhhhhh, this is a shame! But, I sort of understand why,,,, too many bad apples,,,,,,
Ahhhhhh, this is a shame! But, I sort of understand why,,,, too many bad apples,,,,,,
Identity Attack0.00035709247
Insult0.027655354
Profanity0.00036779357
Threat0.00013332375
Severe Toxicity0.0000034502195
Low Tox 0.035748348 Fear_Threat
Dec 9, 2025
Bring many many more here🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉
Bring many many more here🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉🎉
Identity Attack0.007917541
Insult0.012414906
Profanity0.02344803
Threat0.01101667
Severe Toxicity0.0032424927
Low Tox 0.035691574 Moderate Con 0.371 Solidarity
Oct 5, 2025 1 likes How Canada broke its immigration …
Most Canadians are not against immigration. We just took too many immigrants in there wasn’t enough places for them to live. It wasn’t fair to them or the people living here. Things had to change. …
Most Canadians are not against immigration. We just took too many immigrants in there wasn’t enough places for them to live. It wasn’t fair to them or the people living here. Things had to change. It’s not that we don’t want people coming. It’s just that we have no housing housing has to increase by millions of unitsand we were in the process of doing that right now.
Identity Attack0.02439919
Insult0.013250912
Profanity0.010057608
Threat0.0063497215
Severe Toxicity0.0011491776
Low Tox 0.035220183 Constructive 0.691 Economic_Argument
Feb 12, 2026 2 likes Canada's tighter immigration policy divides …
I think it is important to give some scrutiny and take a thorough look at things. Some give free food but it does not mean they are contributing net to our society. In the past …
I think it is important to give some scrutiny and take a thorough look at things. Some give free food but it does not mean they are contributing net to our society. In the past many local Canadians volunteered extensively in our community. That has gone away in present day. Dont let someone giving a free lunch fool you into thinking they do nothing wrong
Identity Attack0.0046987277
Insult0.018774498
Profanity0.015830519
Threat0.006925808
Severe Toxicity0.0008773804
Low Tox 0.035220183 Constructive 0.791
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
I just finished my test January 28 2026 19/20. , I got multiple True/False questions as many people. One was about Olympic gold medal winner in 2010 Vancouver was Men's team. True. I remember a …
I just finished my test January 28 2026 19/20. , I got multiple True/False questions as many people. One was about Olympic gold medal winner in 2010 Vancouver was Men's team. True. I remember a question about start of the modern energy industry, it had given timefram and what was the energy . I chose the Oil Alberta 1947 , which was correct. It has I think hydroelectricity Quebec 1980 as another answer closest for choice. Another question I remember True false , it has 3 names Question was are these one of the great inventors of Canada. So I would suggest you take note of Greatest inventors of Canada. There are multiple. Many answers of questions are too easy to eliminate because they don't make sense at all. You are mostly between 2 answers easily. If you just study this video I think you'll surely pass 😅. Another question was ; Who are appointed by on the advice of Prime minister? Answers; Memebers of parliement Mayors Senators Citizens Obviously Senators was the answer but answers might differ, so just study the other applicable answers for the questions.
Identity Attack0.0055866763
Insult0.016936934
Profanity0.015215653
Threat0.007353018
Severe Toxicity0.0014209747
Low Tox 0.034984488 Constructive 0.721 Meta_Commentary
Jan 28, 2026 8 likes Canadian Citizenship Test 2025 – …
This feels 6-8 years too late, You could even argue it as far back as 2010. We should've never kept our numbers at such high of a % of our population, it should've always been …
This feels 6-8 years too late, You could even argue it as far back as 2010. We should've never kept our numbers at such high of a % of our population, it should've always been focused industries only such as agriculture. Instead our business model is basically : Cheap Labour via Worker Visas, Housing Market due to quick and massive population boost and Student Visas making them pay 3.5x more than regular students that encourages post-secondary schools to choose international over domestic which may also have long-term consequences as we see many immigrants go back to their home or take their degree to a higher paying nation.
Identity Attack0.003884775
Insult0.019419061
Profanity0.013576009
Threat0.00636914
Severe Toxicity0.0010824203
Low Tox 0.034748793 Constructive 0.527 Policy_Critique
Jan 19, 2026 9 likes Why Canada’s immigration system has …
I think immigration would result in assimilation if you had small numbers of people from all countries. But many countries around the world have millions of immigrants from only a few countries like India etc.
I think immigration would result in assimilation if you had small numbers of people from all countries. But many countries around the world have millions of immigrants from only a few countries like India etc.
Identity Attack0.025806036
Insult0.010476895
Profanity0.014600786
Threat0.0070164283
Severe Toxicity0.0014591217
Low Tox 0.034748793 Moderate Con 0.495 Policy_Critique
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Thank God Take birth control if there are too many in poor countries. Dump it there by air! regularily😂😂😂😂😂😂
Thank God Take birth control if there are too many in poor countries. Dump it there by air! regularily😂😂😂😂😂😂
Identity Attack0.0021052153
Insult0.002611604
Profanity0.00045627786
Threat0.014628023
Severe Toxicity0.000018632369
Low Tox 0.034747977 Humor_Satire
Apr 13, 2025
TFWP, LMIA all permits stop immediately four five years, Canadian so many they have no job
TFWP, LMIA all permits stop immediately four five years, Canadian so many they have no job
Identity Attack0.018872296
Insult0.013516913
Profanity0.010160086
Threat0.006317357
Severe Toxicity0.0010538101
Low Tox 0.034513097 Low Con 0.297
Sep 28, 2025 3 likes IRCC Names India in Study …
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 …
IMO France 24's reporting is a little confused on this issue. You're getting the perspective of 1) immigrants that have been denied a path to citizenship and 2) corporations that can't offer attractive wages to …
IMO France 24's reporting is a little confused on this issue. You're getting the perspective of 1) immigrants that have been denied a path to citizenship and 2) corporations that can't offer attractive wages to Canadians. We have far too many companies whose business model is that Canada should be a low-cost labour source, i.e. they've invested in a future supporting immigrants and not Canadians.
Identity Attack0.023595277
Insult0.013782915
Profanity0.009852652
Threat0.0059904763
Severe Toxicity0.0010585785
Low Tox 0.034277402 Constructive 0.713 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
Deportation is always expensive. Using the numbers in this video, it's over $4k per deportee. The real problem is that too many are let into Canada in the first place. As well, it sounds like …
Deportation is always expensive. Using the numbers in this video, it's over $4k per deportee. The real problem is that too many are let into Canada in the first place. As well, it sounds like they are mainly going after refugee claimants, but there are similarly large, if not larger, numbers of TFWs and international "students" (who are not really students) with expired visas.
Identity Attack0.014450782
Insult0.012756908
Profanity0.010296722
Threat0.006382086
Severe Toxicity0.0008869171
Low Tox 0.032863233 Constructive 0.683
Dec 30, 2025 Deportations From Canada at Their …
India i think spread in many countries!
India i think spread in many countries!
Identity Attack0.021183543
Insult0.0113889
Profanity0.019690514
Threat0.00866054
Severe Toxicity0.0020122528
Low Tox 0.032863233 Moderate Con 0.339 Comparative_Framing
Feb 9, 2026 Inside Canada's Indian Invasion...
Come to New Zealand and you'll see exactly the same. Probably a similar experience in many western countries sadly
Come to New Zealand and you'll see exactly the same. Probably a similar experience in many western countries sadly
Identity Attack0.015154205
Insult0.012680908
Profanity0.012585391
Threat0.006874025
Severe Toxicity0.0011539459
Low Tox 0.032627538 Moderate Con 0.5
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Man im glad you made this video! I was wondering why so many were coming to Canada.
Man im glad you made this video! I was wondering why so many were coming to Canada.
Identity Attack0.019374741
Insult0.010818896
Profanity0.015454767
Threat0.007534259
Severe Toxicity0.0015354156
Low Tox 0.032627538 Constructive 0.555 Question
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
There are too many people who are oblivious to the end game.
There are too many people who are oblivious to the end game.
Identity Attack0.0034223017
Insult0.014504919
Profanity0.013029462
Threat0.007249452
Severe Toxicity0.0008773804
Low Tox 0.032627538 Low Con 0.178 Unverified_Claim
Aug 25, 2025 1 likes Why Canadians Are Turning Against …

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.