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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: "They have studied and are …" 193 comments · Page 8 of 8
Make it harder for them to work security, uber, truck driving. Inclusive to work only in field of study.
Make it harder for them to work security, uber, truck driving. Inclusive to work only in field of study.
Identity Attack0.0023493639
Insult0.009564889
Profanity0.009903891
Threat0.0070164283
Severe Toxicity0.0006723404
Low Tox 0.01608456 Low Con 0.265 Policy_Critique
Feb 23, 2026 Canadian immigration officers investigating hundreds …
Thank you for this material. I got a 19/20 studying this! 👍🏼
Thank you for this material. I got a 19/20 studying this! 👍🏼
Identity Attack0.0042547537
Insult0.008652883
Profanity0.014259194
Threat0.0082074385
Severe Toxicity0.0012302399
Low Tox 0.015896067 Constructive 0.569 Meta_Commentary
Feb 21, 2026 2 likes Canadian Citizenship Test 2025 – …
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 – …
One student was complaining because she was inly allowed by the Gov’t to work 3 days? I’ m even wondering, why complain while they were given the privilege to work while study - even working …
One student was complaining because she was inly allowed by the Gov’t to work 3 days? I’ m even wondering, why complain while they were given the privilege to work while study - even working 5 days a week
Identity Attack0.0023401144
Insult0.009184887
Profanity0.010040528
Threat0.005945166
Severe Toxicity0.0005030632
Low Tox 0.01438814 Moderate Con 0.49 Policy_Critique
Nov 1, 2025 IRCC Names India in Study …
Its easy to solve make student pay 10k refundable after 5 months from attending university or whatever program they are joining to guarantee they are here to study also please start taking their finger print …
Its easy to solve make student pay 10k refundable after 5 months from attending university or whatever program they are joining to guarantee they are here to study also please start taking their finger print , students must show where they are staying , we have been saying this over and over
Identity Attack0.0019978844
Insult0.008804884
Profanity0.010792031
Threat0.006194372
Severe Toxicity0.00057935715
Low Tox 0.0143253105 Constructive 0.666
Sep 29, 2025 IRCC Names India in Study …
That’s the harsh reality. During Trudeau’s time, Canada saw a significant influx of newcomers, which put pressure on housing, the labour market, and healthcare. It’s normal for a country to tighten immigration for a few …
That’s the harsh reality. During Trudeau’s time, Canada saw a significant influx of newcomers, which put pressure on housing, the labour market, and healthcare. It’s normal for a country to tighten immigration for a few years; lower quotas naturally mean higher requirements. Coming on a study permit or a work permit doesn’t guarantee permanent residency. Once a temporary status expires, and if there’s no other legal pathway to stay, the person must leave Canada.
Identity Attack0.004236255
Insult0.008690883
Profanity0.00904991
Threat0.0061037517
Severe Toxicity0.0005674362
Low Tox 0.013822667 Constructive 0.522 Economic_Argument
Feb 11, 2026 Canada's tighter immigration policy divides …
Thanks so much, I only studied the first 150 questions and passed with 18\\20
Thanks so much, I only studied the first 150 questions and passed with 18\\20
Identity Attack0.0039402717
Insult0.008006879
Profanity0.0138151245
Threat0.0074565844
Severe Toxicity0.0010442734
Low Tox 0.013445686 Constructive 0.546
Aug 25, 2025 3 likes Canadian Citizenship Test 2025 – …
Only studied 200 questions and I just passed!!! Thank you!!!❤
Only studied 200 questions and I just passed!!! Thank you!!!❤
Identity Attack0.0027748393
Insult0.008006879
Profanity0.013780965
Threat0.007301235
Severe Toxicity0.0010824203
Low Tox 0.012503231 Moderate Con 0.461 Meta_Commentary
Dec 10, 2025 5 likes Canadian Citizenship Test 2025 – …
Hello! I am coming to Canada next year as a student, my parents have given me permission to study abroad. 😊😊❤
Hello! I am coming to Canada next year as a student, my parents have given me permission to study abroad. 😊😊❤
Identity Attack0.0051797
Insult0.0072468747
Profanity0.011082385
Threat0.0066215824
Severe Toxicity0.0008058548
Low Tox 0.0109324735 Constructive 0.608 Personal_Narrative
Jan 16, 2026 3 likes Inside Canada's Indian Metropolis (Brampton)
Awesome study guide!!! Thank you very much !!!
Awesome study guide!!! Thank you very much !!!
Identity Attack0.0027378413
Insult0.0074368757
Profanity0.013610168
Threat0.0074565844
Severe Toxicity0.001077652
Low Tox 0.010429831 Moderate Con 0.472 Meta_Commentary
Jul 18, 2025 3 likes Canadian Citizenship Test 2025 – …
I just took the Canadian citizenship exam and scored 19 out of 20. I only watched this video once and read the study guide once. Thank you!
I just took the Canadian citizenship exam and scored 19 out of 20. I only watched this video once and read the study guide once. Thank you!
Identity Attack0.0042177555
Insult0.007360875
Profanity0.010091767
Threat0.0064532873
Severe Toxicity0.000705719
Low Tox 0.010304171 Constructive 0.602
Jun 25, 2025 8 likes Canadian Citizenship Test 2025 – …
I passed my citizenship test today. 20/20. I spent two days studying the questions until I could complete all the questions.
I passed my citizenship test today. 20/20. I spent two days studying the questions until I could complete all the questions.
Identity Attack0.0029783275
Insult0.006676871
Profanity0.011201942
Threat0.006757513
Severe Toxicity0.0006866455
Low Tox 0.010115679 Moderate Con 0.476
Dec 20, 2025 3 likes Canadian Citizenship Test 2025 – …
Canadian colleges and universities international student department would have the records of all students who were processed through that institution-but did not show up for the studies just showed up inside of Canada. I don’t …
Canadian colleges and universities international student department would have the records of all students who were processed through that institution-but did not show up for the studies just showed up inside of Canada. I don’t know why our system doesn’t catch these student visa access to country, but don’t show up for the study…?
Identity Attack0.0036627878
Insult0.0072468747
Profanity0.009408582
Threat0.0058739646
Severe Toxicity0.00045776367
Low Tox 0.008921904 Constructive 0.529 Policy_Critique
Nov 22, 2025 1 likes IRCC Names India in Study …
Thank you so much this is a super helpful video I passed my test for second time on November 20, 2025 I just watched this video and never study discover Canada all my questions were …
Thank you so much this is a super helpful video I passed my test for second time on November 20, 2025 I just watched this video and never study discover Canada all my questions were from this video much recommended 😊🎉
Identity Attack0.0035147965
Insult0.006657871
Profanity0.010928668
Threat0.006641001
Severe Toxicity0.0007343292
Low Tox 0.008733413 Constructive 0.642
Dec 1, 2025 4 likes Canadian Citizenship Test 2025 – …
Super helpful! Thank you for this video! 🙏 Most questions were True/False and fill-in-the-blanks, with a few MCQs. I scored 20/20 and finished in 5 minutes. Also study the Discover Canada PDF along with this. …
Super helpful! Thank you for this video! 🙏 Most questions were True/False and fill-in-the-blanks, with a few MCQs. I scored 20/20 and finished in 5 minutes. Also study the Discover Canada PDF along with this. Highly recommended!🎉🎉🎉
Identity Attack0.002192123
Insult0.0070473733
Profanity0.009835573
Threat0.006194372
Severe Toxicity0.0005364418
Low Tox 0.00804228 Constructive 0.674
Dec 31, 2025 6 likes Canadian Citizenship Test 2025 – …
Canada used and earned money from international students and put so many rules them to leave. Canada doesn't want educated ppl they want refugees to run their country. Those who doesn't even have any language …
Canada used and earned money from international students and put so many rules them to leave. Canada doesn't want educated ppl they want refugees to run their country. Those who doesn't even have any language Proficiency. This country is run by headless ppl. They have to enrol int. Students from other countries not only India. Iran , Sudan they give easy work permit and PR. But those who did Masters studies no points.
Identity Attack0.000442064
Insult0.00022481215
Profanity0.00003744095
Threat0.000044459546
Severe Toxicity0.000002927076
Low Tox 0.00088779686 Policy_Critique
Apr 19, 2025 1 likes
It's sobering to realize that many who have studied, worked, and built lives in Canada may now be left in limbo. The question isn't just about policy—it’s about identity, belonging, and the kind of future …
It's sobering to realize that many who have studied, worked, and built lives in Canada may now be left in limbo. The question isn't just about policy—it’s about identity, belonging, and the kind of future Canada envisions for itself. Can a nation remain strong while turning away those who have already contributed to its strength?
Identity Attack0.00004286426
Insult0.00014268374
Profanity0.000018013197
Threat0.000017618344
Severe Toxicity0.0000025745335
Low Tox 0.00029857497 Moral_Argument
Apr 19, 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.