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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: "This is the result when …" 96 comments · Page 4 of 4
Its not just diploma mills. I did an MBA at Schulich School of Business in Toronto from 2021-2023 and about 80% of students were from India. Of that 80%, about 50% barely spoke english and …
Its not just diploma mills. I did an MBA at Schulich School of Business in Toronto from 2021-2023 and about 80% of students were from India. Of that 80%, about 50% barely spoke english and had experience that was substantially less rigorous than the domestic students. I'm glad the government is starting to address this but their scope is too narrow - it is not just "diploma mills", institutions we once thought were reputable are also being diluted and the quality of education is decreasing precipitously across the board as a result.
Identity Attack0.015857628
Insult0.019870255
Profanity0.013029462
Threat0.00666042
Severe Toxicity0.0012397766
Low Tox 0.040430736 Constructive 0.76 Personal_Narrative
Oct 1, 2025 69 likes 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)
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)
Keep voting liberal and you'll keep getting the same results.
Keep voting liberal and you'll keep getting the same results.
Identity Attack0.012061302
Insult0.014504919
Profanity0.010945748
Threat0.007068211
Severe Toxicity0.0012207031
Low Tox 0.034277402 Low Con 0.195 Call_To_Action
Aug 25, 2025 Why Canadians Are Turning Against …
This is a multifaceted problem for us. Firstly we keep emigrating people in, to deal with a declining population, instead of addressing the issues directly resulting in declining population, like the housing problem, cost of …
This is a multifaceted problem for us. Firstly we keep emigrating people in, to deal with a declining population, instead of addressing the issues directly resulting in declining population, like the housing problem, cost of living, under paying jobs, and astronomical Post secondary prices to get basic diplomas I know for a fact that 90's babies will be the last generation to have more then one child. Another issue is the recruitment centers in India, funded by Canadian corporations looking for cheap labor, promising the world to struggling Indians only to back out of every promise they made, and put the burden on the government and Canadians. This plus a lack of population control in India, is set that to have Indians to be over 25% of the global population in the next 50 years.
Identity Attack0.012061302
Insult0.016784932
Profanity0.0128245065
Threat0.0067186756
Severe Toxicity0.0013065338
Low Tox 0.03357032 Constructive 0.641 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
This is a direct result of Liberal policies, but there's a very simple solution. Vote conservative!
This is a direct result of Liberal policies, but there's a very simple solution. Vote conservative!
Identity Attack0.011099357
Insult0.014580919
Profanity0.011526455
Threat0.007081157
Severe Toxicity0.0011968613
Low Tox 0.032391842 Moderate Con 0.379
Aug 25, 2025 3 likes Why Canadians Are Turning Against …
I just want to say thank you to the person who prepare this video.pass my exam today i got 19/20 i watch it two time and get good result .❤
I just want to say thank you to the person who prepare this video.pass my exam today i got 19/20 i watch it two time and get good result .❤
Identity Attack0.007288578
Insult0.0107048955
Profanity0.022354934
Threat0.010395273
Severe Toxicity0.0028038025
Low Tox 0.030741978 Constructive 0.585 Personal_Narrative
May 29, 2025 15 likes Canadian Citizenship Test 2025 – …
I just want to say Thank you for making this video. I pass my exam today and got 19/20 I watched this video twice and got good result . Thanks
I just want to say Thank you for making this video. I pass my exam today and got 19/20 I watched this video twice and got good result . Thanks
Identity Attack0.007917541
Insult0.0107048955
Profanity0.023106437
Threat0.010162249
Severe Toxicity0.0027275085
Low Tox 0.029563503 Constructive 0.608 Personal_Narrative
Jun 5, 2025 4 likes Canadian Citizenship Test 2025 – …
Why is about the money being 'saved'? Why pose it that way Vassy? What about the the LEGITIMATE Canadians who, as a result of this policy, are suffering or waiting for life sustaining care?
Why is about the money being 'saved'? Why pose it that way Vassy? What about the the LEGITIMATE Canadians who, as a result of this policy, are suffering or waiting for life sustaining care?
Identity Attack0.0073255757
Insult0.014352918
Profanity0.009920971
Threat0.0063108844
Severe Toxicity0.0009536743
Low Tox 0.028031485 Moderate Con 0.476 Policy_Critique
Feb 24, 2026 9 likes 'We do know that there's …
Stephen Harper had the immigration quotas set, Trudeau wanted to be the "big man" and doubled what Harper was bringing in - the result? You be the judge.
Stephen Harper had the immigration quotas set, Trudeau wanted to be the "big man" and doubled what Harper was bringing in - the result? You be the judge.
Identity Attack0.0039402717
Insult0.01617693
Profanity0.009920971
Threat0.0063950317
Severe Toxicity0.00074386597
Low Tox 0.027677942 Moderate Con 0.373
Jun 27, 2025 2 likes How Canada broke its immigration …
Soo it's too much work to deny the person than it is to just let them in. Hmm no wonder the results.
Soo it's too much work to deny the person than it is to just let them in. Hmm no wonder the results.
Identity Attack0.0026083488
Insult0.0118069025
Profanity0.010706633
Threat0.007793174
Severe Toxicity0.00094890594
Low Tox 0.027442247 Moderate Con 0.311 Policy_Critique
Feb 17, 2026 14 likes LILLEY UNLEASHED: The fall of …
Thanks for sharing this video! Got 18/20 today..May 24,2025 waiting for official result
Thanks for sharing this video! Got 18/20 today..May 24,2025 waiting for official result
Identity Attack0.0071405866
Insult0.009070885
Profanity0.019143965
Threat0.010757755
Severe Toxicity0.0025558472
Low Tox 0.026499467 Moderate Con 0.49
May 25, 2025 4 likes Canadian Citizenship Test 2025 – …
Someone help please When I can get my results after in person test ?
Someone help please When I can get my results after in person test ?
Identity Attack0.0047357255
Insult0.007778878
Profanity0.016957775
Threat0.008893564
Severe Toxicity0.0015640259
Low Tox 0.020842785 Moderate Con 0.437
Nov 22, 2025 Canadian Citizenship Test 2025 – …
My grand parents left in the 40's and 50s, went to the UK and now we live in NZ. There is a complete disconnect between the old and new as well as the fact that …
My grand parents left in the 40's and 50s, went to the UK and now we live in NZ. There is a complete disconnect between the old and new as well as the fact that assimilation simply isnt necessary because you can access all the culture (music, family/social connetion) on your phone. Previously you needed to integrate in order to survive; now life is more hermetic and as a result less integration occurs out of necessity.
Identity Attack0.007917541
Insult0.009906891
Profanity0.0117997285
Threat0.006155535
Severe Toxicity0.0008773804
Low Tox 0.019728716 Constructive 0.776
Oct 19, 2025 9 likes Inside Canada's Indian Metropolis (Brampton)
Trudeau needed to be in the government. The only way to do that was to get support from Jagmeet. And that meant helping Jagmeet win, which needed the import of Jagmeet's voters! And the results …
Trudeau needed to be in the government. The only way to do that was to get support from Jagmeet. And that meant helping Jagmeet win, which needed the import of Jagmeet's voters! And the results are there for everyone to see!
Identity Attack0.0024973555
Insult0.011236899
Profanity0.010228404
Threat0.006155535
Severe Toxicity0.0006246567
Low Tox 0.01646154 Constructive 0.561 Policy_Critique
Feb 16, 2026 1 likes Why Canadians Are Turning Against …
Successfull people don't become that way overnight. What most people see at a glance-wealth, a great career, purpose-is the result of hard work and hustle over time. I pray that anyone who reads this will …
Successfull people don't become that way overnight. What most people see at a glance-wealth, a great career, purpose-is the result of hard work and hustle over time. I pray that anyone who reads this will be successful in life..
Identity Attack0.0024048607
Insult0.008956885
Profanity0.0113385795
Threat0.0065827454
Severe Toxicity0.0006580353
Low Tox 0.015267765 Constructive 0.661 Advertisement_Spam
Dec 8, 2025 140 likes Inside Canada's Indian Metropolis (Brampton)
Hi I gave my test today 16 June . I scored 17/20 . My results are unofficial. I have watched this video several times some questions were from this video but most of the questions …
Hi I gave my test today 16 June . I scored 17/20 . My results are unofficial. I have watched this video several times some questions were from this video but most of the questions were very tricky some were like out of the source what I have studied. I suggest please read discover canada book and then watch this video.
Identity Attack0.0043657473
Insult0.008709883
Profanity0.013268576
Threat0.0072882893
Severe Toxicity0.0009393692
Low Tox 0.015204934 Constructive 0.735 Personal_Narrative
Jun 17, 2025 5 likes Canadian Citizenship Test 2025 – …
Same old story, if we only look for the desired result, the cause remains unchanged...
Same old story, if we only look for the desired result, the cause remains unchanged...
Identity Attack0.0016094068
Insult0.0075128763
Profanity0.009784333
Threat0.006356194
Severe Toxicity0.00051021576
Low Tox 0.010429831 Low Con 0.187 Meta_Commentary
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Some forms of Immigration are the source of most Countries Problems. Notice Japan doesn't have much crime? Result of low Immigration.
Some forms of Immigration are the source of most Countries Problems. Notice Japan doesn't have much crime? Result of low Immigration.
Identity Attack0.00048063428
Insult0.00042148045
Profanity0.000014219203
Threat0.00003481287
Severe Toxicity0.0000018648884
Low Tox 0.0017440983
Apr 14, 2025
Not relevant anymore after election results
Not relevant anymore after election results
Identity Attack0.00005093382
Insult0.00019291072
Profanity0.000015817128
Threat0.00001687386
Severe Toxicity0.000001932623
Low Tox 0.00041091064
May 2, 2025 1 likes
I am supportive of immigration, but I believe there should be a cap of no more than 1-2.5% annually. A significant number of migrants moving to Canada from the same region or country could cause …
I am supportive of immigration, but I believe there should be a cap of no more than 1-2.5% annually. A significant number of migrants moving to Canada from the same region or country could cause issues, as this can lead to the formation of "mini-bubble" societies within Canada. These groups may sometimes become the dominant demographic and undermine the existing communities that have contributed to building Canada for decades. We cannot expect new immigrants to seamlessly merge into Canadian society. This is a major oversight by Canada’s Immigration Department. Digital applications from foreign nations may play a role in this phenomenon. There should also be regulations concerning how many new immigrants can be brought in by family members. For instance, one new citizen can legally bring both of their parents and their spouse, which is fair. However, there have been cases where this process is repeated multiple times within ten years, leading to a 1:15 ratio, where one person can bring in six to eight relatives. If there is a labor shortage in essential fields, Canada can offer long-term residency to those who continue to work in those sectors, such as caretakers. However, the pathway to citizenship could be lengthened or require a higher standard. For instance, the requirements could extend from X years of living in Canada to X+5 years, as well as passing a basic Canadian citizenship test, either written or verbal. While an increase of five years may seem unfair or lengthy, it is essential. A newborn child from a Canadian family requires 18 years to gain voting rights in elections, whereas new immigrants—especially those who come for study for four to six years—can potentially gain both citizenship and voting rights sooner if they meet the previous administration's standard. Children under the age of 18 can gain citizenship in as little as X-4 years, regardless of their full integration into Canadian society. This loophole is sometimes abused and provides preferential treatment that favors this process over existing Canadian. In my opinion, it would be fairer to calculate the duration of "living in Canada" based on the number of years they have paid "income taxes" in Canada. This is important because many individuals with multiple passports pay taxes elsewhere while benefiting from Canadian healthcare and other services. The investment in home buying as a pathway to citizenship has contributed to the housing crisis, resulting in numerous empty homes in various regions. While it may offer short-term economic benefits that some politicians favor, it is detrimental to Canada as a whole. If buying a house is the only requirement for citizenship, wouldn't a large portion of the global population be eligible for U.S. citizenship just by investing in U.S. businesses or stocks? This perspective may seem illogical when looking at it from outside the box. Apologies for being a bit wordy; I had much more to say. Nonetheless, I also support temporary residency for up to 6-9 months for those who have been evacuated due to war, natural disasters, or similar circumstances. Special exceptions can be granted for families with members working in critical fields that merit such considerations (high-end industry).
Identity Attack0.000069526875
Insult0.00010191088
Profanity0.000024604129
Threat0.0000227671
Severe Toxicity0.000003976266
Low Tox 0.00024560353 Policy_Critique
Apr 15, 2025 11 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.