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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: "Have any of you attempted …" 50 comments · Page 2 of 2
Every western government hates its own people and has been attempting to finish off its own civilization. Worse, the people still believe their government.
Every western government hates its own people and has been attempting to finish off its own civilization. Worse, the people still believe their government.
Identity Attack0.105836816
Insult0.08459369
Profanity0.035900343
Threat0.019573374
Severe Toxicity0.00579834
Low Tox 0.25462922 Low Con 0.117 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Across both Alberta and British Columbia, when in a large center, it is quite easy to believe you are in India not Canada. Thanks Eastern Canada for continuing to elect Governments who in a desperate …
Across both Alberta and British Columbia, when in a large center, it is quite easy to believe you are in India not Canada. Thanks Eastern Canada for continuing to elect Governments who in a desperate attempt to hide their miserable economic performance have relied on immigration to falsely boost the numbers. Albertans want out.
Identity Attack0.099899694
Insult0.113185234
Profanity0.016172111
Threat0.006835188
Severe Toxicity0.0033187866
Low Tox 0.20149297 Moderate Con 0.486 Policy_Critique
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I wonder if they discussed how when Indian students who unalive themselves in Canada, the deaths are not treated as such. There are many families who have the remains of their kids (usually young males) …
I wonder if they discussed how when Indian students who unalive themselves in Canada, the deaths are not treated as such. There are many families who have the remains of their kids (usually young males) repatriated and the death is left unclear. The gov’t of Canada has been obfuscating many such deaths. Was it the Canadian govt fully at fault for the deaths? Not quite… these students are often met with predatory individuals who take advantage of their vulnerable situations: such as predatory landlords who have sometimes 15 or more students renting one house, or unjust working conditions because the employer knows that the immigrants citizenship hopes are tied to the job, etc etc. Ultimately, it’s the Canadian government turning a blind eye to these realities and trying to make the deaths appear due to things other than unalive attempts. This shouldn’t be surprising considering the way the Canadian government has been pushing dystopian legislation around their medically assisted dying program (MAiD). Canada’s medically assisted dying program has the least guardrails of any program of that type in other countries. Not just this, but the legislation for MAiD comes at a time when Canada’s healthcare and mental healthcare systems are collapsing. Trudeau said he would address this with one his re-election promises in 2021: he promised 5 billion for mental health programs. I’ve worked in the field for almost 20 years with youth and that money never arrived, nor has any serious attempt to fund programs occurred since the brutal Canadian pandemic policies massively exacerbated the youth mental health crisis. Perhaps one day someone will be able to trace how the 5 Billion promised was send off in provincial transfers that did not benefit any programs and likely only helped pay for all the upper management, because Canada’s healthcare, education and mental health care systems are absurdly top-heavy. Canada becomes moral dystopian by the day, with regular folks (working class, blue collar, low-income) bearing the burden. Everyday more people join the rank of the oppressed regular people while a few who work in the government or favored industries are overpaid and the stats around all of this corruption are further obfuscated and buried. And as all this occurs, you see bureaucrats like the on in this video smug in their knowledge that most Canadians will never learn how dark the truth is.
Identity Attack0.10221587
Insult0.06722072
Profanity0.018734055
Threat0.024235269
Severe Toxicity0.004386902
Low Tox 0.165053 Constructive 0.679
Sep 30, 2025 1 likes IRCC Names India in Study …
The sad reality is that if our government wasn't taxing our young Canadians to death from the moment they get started at attempting to build a future for themselves, the young Canadians would actually be …
The sad reality is that if our government wasn't taxing our young Canadians to death from the moment they get started at attempting to build a future for themselves, the young Canadians would actually be putting thought into having children and starting families. But the reality is they can't afford it and everyone knows that our young Canadians don't make the list of government handouts. As a child immigrant to Canada, I am absolutely disgusted with what we've turned into and how easy it is for today's immigrants to come here, it's like spitting in the faces of immigrants like my parents and many others who had to work their asses off to be here and make a life for themselves and their kids. Every older generation immigrant I have spoken with says they feel like all of their sacrifice was for nothing. When we immigrated here, we kept our traditions, but we also embraced Canadian traditions and I passed our traditions onto my child, but she was raised Canadian and she embraces both. Our whole family has been proudly Canadian since the day we came here and it breaks our hearts to see what our Canada has become. Love that you put this out on YouTube so more people can wake up to the realities of the state of Canada. Great work!! 🙌
Identity Attack0.042550452
Insult0.05086332
Profanity0.025770858
Threat0.01119791
Severe Toxicity0.0037765503
Low Tox 0.11419344 Constructive 0.837 Personal_Narrative
Aug 25, 2025 18 likes Why Canadians Are Turning Against …
dude on the bike is trying to attempt to speedrun the US citizenship test. Give this man a burger and get him over here immediately
dude on the bike is trying to attempt to speedrun the US citizenship test. Give this man a burger and get him over here immediately
Identity Attack0.011247349
Insult0.034782536
Profanity0.016889455
Threat0.023889944
Severe Toxicity0.0029182434
Low Tox 0.112953395 Low Con 0.253 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
This is what gets me, I’m an immigrant. I came from a place where we speak a broken dialect of English. As part of my processing, I had to demonstrate my ability to speak the …
This is what gets me, I’m an immigrant. I came from a place where we speak a broken dialect of English. As part of my processing, I had to demonstrate my ability to speak the queen’s english. To work, the expectation is you’re able to communicate effectively with whoever you’re interfacing. These folks come here, make zero attempt to improve or learn English or French - the national languages. They go home after the day is done, revert to their native tongue. How would you ever perfect something like a language without some degree practice and immersion? And they do this with their generations. The 1st and sometimes 2nd generation kids will speak their native tongue first, before learning English or French. It’s like the language they should speak to effectively work and live in Canada is an accessory. The govt at all levels encourage this by having driving tests and forms in other languages. And don’t get me started on the pockets - Brampton for example. The politicians kowtow to the voters and give in to them having huge temples, and nonstandard shopping complexes. It’s a running joke how many Indians will be living in the same house, renting from other Indians collecting money under the table in completely unsanctioned and illegal rental scenarios. Companies set up by Indians, to service Indians. So they don’t even care to present as Canadian business with English / French. I’m in the midst of charting my family’s exit from Canada. It’s become something entirely unrecognizable. Where those who know how to game the system get ahead, those of us who play the rules - stay behind. I’ve worked my way up to being upper middle class. I’m about done paying for Indian “students” who later claim to be refugees. Who are now claiming to be in gay relationships, to support their refugee cases. It’s all a joke.
Identity Attack0.06431354
Insult0.035443626
Profanity0.026317406
Threat0.0073789097
Severe Toxicity0.0031089783
Low Tox 0.11161 Constructive 0.681 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank you for making this, I live in Surrey and you can go an entire day without seeing anyone else. Them being here is not the problem. The problem is the government working only for …
Thank you for making this, I live in Surrey and you can go an entire day without seeing anyone else. Them being here is not the problem. The problem is the government working only for them, some of them not even attempting to assimilate and a choice few of them bringing over their gang violence (again, only a few bad apples, most are fabulous people).
Identity Attack0.021585498
Insult0.037395194
Profanity0.015147334
Threat0.0086087575
Severe Toxicity0.0020122528
Low Tox 0.10522962 Constructive 0.755 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Hopefully just Indians, the others actually attempted to assimilate.
Hopefully just Indians, the others actually attempted to assimilate.
Identity Attack0.15526927
Insult0.004422498
Profanity0.00058548915
Threat0.0027542922
Severe Toxicity0.000015683296
Low Tox 0.10309766
Apr 15, 2025
Even skilled trade jobs are marketed to international students as a pathway to obtain permanent residency in Canada. the Canadian immigration system currently faces issues with corruption. This environment creates opportunities for scams, prompting individuals …
Even skilled trade jobs are marketed to international students as a pathway to obtain permanent residency in Canada. the Canadian immigration system currently faces issues with corruption. This environment creates opportunities for scams, prompting individuals to engage in various forms of fraud to gain extra points and secure invitations for permanent residency. On housing, seems that the government is attempting to inflate housing prices, as this strategy significantly boosts the economy by presenting favorable GDP figures on paper.
Identity Attack0.017465452
Insult0.046178754
Profanity0.016172111
Threat0.006977591
Severe Toxicity0.0019454956
Low Tox 0.09611836 Moderate Con 0.484 Unverified_Claim
Jun 23, 2025 How Canada broke its immigration …
I only watch this video 4 times and passed in 1st attempt 19/20 thanks
I only watch this video 4 times and passed in 1st attempt 19/20 thanks
Identity Attack0.007843546
Insult0.013706914
Profanity0.027410502
Threat0.017674083
Severe Toxicity0.004348755
Low Tox 0.059479803 Constructive 0.502
Dec 19, 2025 6 likes Canadian Citizenship Test 2025 – …
Oh, some departments knew....sure CSIS would know because it did stop a few terror attack attempts 😊
Oh, some departments knew....sure CSIS would know because it did stop a few terror attack attempts 😊
Identity Attack0.0058456613
Insult0.0151129225
Profanity0.011406898
Threat0.01187109
Severe Toxicity0.0015544891
Low Tox 0.0466155 Low Con 0.244 Humor_Satire
Sep 29, 2025 IRCC Names India in Study …
I watched this video twice, and got 18/20 in first attempt, without reading guide, really helpful video!
I watched this video twice, and got 18/20 in first attempt, without reading guide, really helpful video!
Identity Attack0.008102531
Insult0.013402912
Profanity0.026454043
Threat0.012026439
Severe Toxicity0.0032424927
Low Tox 0.045625936 Constructive 0.501 Meta_Commentary
Sep 15, 2025 4 likes Canadian Citizenship Test 2025 – …
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question …
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question 215. One time only—yes, one time only. Then I took the test, and on my first attempt I passed with 15 correct answers out of 20. I honestly can’t believe it. I didn’t realize how much I knew until I was sitting there answering the questions. About 50% of them came directly from the first 215 questions in the video. I am truly, deeply grateful to everyone who worked on this video. It’s not just good—it’s amazing. After nine years of struggle with this citizenship journey, I finally feel like I can breathe… like I can fly a little. Thank you all, from the bottom of my heart. 🤍
Identity Attack0.0037922803
Insult0.020256994
Profanity0.021603432
Threat0.007573096
Severe Toxicity0.0016975403
Low Tox 0.044636376 Constructive 0.713 Personal_Narrative
Jan 25, 2026 4 likes Canadian Citizenship Test 2025 – …
Thank you so much for this video I got 19/20 first attempt
Thank you so much for this video I got 19/20 first attempt
Identity Attack0.009471451
Insult0.012832909
Profanity0.028230323
Threat0.012233571
Severe Toxicity0.0038146973
Low Tox 0.043399423 Constructive 0.502
Dec 9, 2025 5 likes Canadian Citizenship Test 2025 – …
Have any of you attempted to work with C&I? I did after adopting a children. 10 years ago, it was a breeze. First (and only) visitor record, valid for 2 years, with citizenship application quickly …
Have any of you attempted to work with C&I? I did after adopting a children. 10 years ago, it was a breeze. First (and only) visitor record, valid for 2 years, with citizenship application quickly processed and granted, and passport also procured in less than 1 year. Fast forward a few years. Now it was 1st visitor record, valid for 1 year. Prior to expiration, days spent trying to navigate a messed up website to submit required information and apply for extension to stay. Then wait for a year or more, to finally receive another visitor record that was valid for 6 months. Rinse and repeat. All for our adopted preschooler to legally remain in Canada. Finally, after 5+ years, citizenship was processed and granted.
Identity Attack0.0026453468
Insult0.023221988
Profanity0.015659723
Threat0.0066086366
Severe Toxicity0.0012207031
Low Tox 0.0414203 Constructive 0.798 Personal_Narrative
Jan 15, 2026 2.9 million Canadian temporary visas …
I have a test next week. Be honest, I am so nervous and worry. i hope i pass my test in one attempt insallah
I have a test next week. Be honest, I am so nervous and worry. i hope i pass my test in one attempt insallah
Identity Attack0.011691323
Insult0.012110904
Profanity0.022218296
Threat0.009644418
Severe Toxicity0.0019836426
Low Tox 0.037577134 Constructive 0.505 Meta_Commentary
Jul 17, 2025 12 likes Canadian Citizenship Test 2025 – …
I scored 17 outta 20 on my first attempt by just watching this video and without reading the whole book, thank you very much whoever created this video, kudos to you 👏
I scored 17 outta 20 on my first attempt by just watching this video and without reading the whole book, thank you very much whoever created this video, kudos to you 👏
Identity Attack0.005919657
Insult0.011198899
Profanity0.020920247
Threat0.009955117
Severe Toxicity0.0024604797
Low Tox 0.031684756 Constructive 0.563
Jan 9, 2026 6 likes Canadian Citizenship Test 2025 – …
Today i gave my test and got 18/20 correct. After watching this video. I passed the test in first attempt. Didn’t study anything else except this video. Very helpful thank you so much for uploading …
Today i gave my test and got 18/20 correct. After watching this video. I passed the test in first attempt. Didn’t study anything else except this video. Very helpful thank you so much for uploading it🙏🙏
Identity Attack0.00673361
Insult0.010058892
Profanity0.019212283
Threat0.009437286
Severe Toxicity0.0021362305
Low Tox 0.027206551 Constructive 0.557
Dec 14, 2025 9 likes Canadian Citizenship Test 2025 – …
I just want to say Thank you to the person who created this video, today I pass my exam and I got 16/20 in first attempt . Thank you so much for this helpful video
I just want to say Thank you to the person who created this video, today I pass my exam and I got 16/20 in first attempt . Thank you so much for this helpful video
Identity Attack0.006437627
Insult0.010210892
Profanity0.019963788
Threat0.009230154
Severe Toxicity0.0022411346
Low Tox 0.025792383 Constructive 0.586 Personal_Narrative
Jun 5, 2025 8 likes Canadian Citizenship Test 2025 – …
Great! attempt but would not be complete unless you make similar reports for cities like Markham, Scarborough, Richmond Hill. It is true there should not be any discrimination based on colors, ethnicity and religion. Especially …
Great! attempt but would not be complete unless you make similar reports for cities like Markham, Scarborough, Richmond Hill. It is true there should not be any discrimination based on colors, ethnicity and religion. Especially in careers, business and opportunities. Let us all support talent to grow and nurture.
Identity Attack0.012842959
Insult0.009070885
Profanity0.010228404
Threat0.0062396824
Severe Toxicity0.00078201294
Low Tox 0.024613906 Constructive 0.739
Oct 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I attempted to try the test after watching this video once, and after my first test; I passed! This video is amazing, thank you for making this—it really helped. I’m so grateful. 🎉
I attempted to try the test after watching this video once, and after my first test; I passed! This video is amazing, thank you for making this—it really helped. I’m so grateful. 🎉
Identity Attack0.0054756827
Insult0.008519882
Profanity0.017572641
Threat0.009540852
Severe Toxicity0.00166893
Low Tox 0.01646154 Constructive 0.602 Meta_Commentary
Sep 9, 2025 3 likes Canadian Citizenship Test 2025 – …
Only video you should be watching to prep for canadian citizenship, only watched the video once 19/20 passed in first attempt Sep 21 2025
Only video you should be watching to prep for canadian citizenship, only watched the video once 19/20 passed in first attempt Sep 21 2025
Identity Attack0.0068076057
Insult0.0086718835
Profanity0.009750174
Threat0.006530962
Severe Toxicity0.00078201294
Low Tox 0.016210219 Moderate Con 0.378
Sep 21, 2025 3 likes Canadian Citizenship Test 2025 – …
Compare the way people drive over there, as fast as possible and absolutely zero rules. It's happening in the US as well, so many non drivers that attempt it every day.
Compare the way people drive over there, as fast as possible and absolutely zero rules. It's happening in the US as well, so many non drivers that attempt it every day.
Identity Attack0.0027748393
Insult0.008918885
Profanity0.009767254
Threat0.006265574
Severe Toxicity0.0005698204
Low Tox 0.014953613 Moderate Con 0.498 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Attempted my test in Jan 2026, yes this video helps but you must read the official discover Canada guide at least once and have a good knowledge of you local, provincial, federal government at current …
Attempted my test in Jan 2026, yes this video helps but you must read the official discover Canada guide at least once and have a good knowledge of you local, provincial, federal government at current time. Also question from this video can be asked in form of true/false, so it’s important to pay proper attention to what you reading. Good luck.
Identity Attack0.0020071338
Insult0.0077408776
Profanity0.00950252
Threat0.0062267366
Severe Toxicity0.00051498413
Low Tox 0.009613037 Constructive 0.707
Jan 10, 2026 2 likes Canadian Citizenship Test 2025 – …
Thank you for the video. I just took my test Jan 19/2026 got 19/20 on my first attempt. I read 2 chapters of discover Canada, found it was hard to follow and watched this video …
Thank you for the video. I just took my test Jan 19/2026 got 19/20 on my first attempt. I read 2 chapters of discover Canada, found it was hard to follow and watched this video 3 times instead. I took notes and read all the explanation with each questions. Wrote down the events according to timeline really helped. This video gave me a really solid foundation, but still had maybe 4-5 questions that wasn’t part of these questions.
Identity Attack0.0022846176
Insult0.006353869
Profanity0.010108846
Threat0.0063238298
Severe Toxicity0.00054597855
Low Tox 0.0060631246 Constructive 0.698
Jan 20, 2026 2 likes Canadian Citizenship Test 2025 – …

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.