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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: "I like your videos, but …" 203 comments · Page 8 of 9
Is the Patreon really worth it if I only got this video like an hour before
Is the Patreon really worth it if I only got this video like an hour before
Identity Attack0.009545447
Insult0.015720926
Profanity0.03339528
Threat0.015429466
Severe Toxicity0.004081726
Low Tox 0.071337044 Low Con 0.284 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
I would quite like to see Tyler do a video on Benidorm and how the Spanish feel about the huge amount British people there
I would quite like to see Tyler do a video on Benidorm and how the Spanish feel about the huge amount British people there
Identity Attack0.044870727
Insult0.017088935
Profanity0.032142747
Threat0.013528148
Severe Toxicity0.003929138
Low Tox 0.069754265 Moderate Con 0.467
Jan 27, 2026 Inside Canada's Indian Invasion...
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My …
Hey! Im a sikh that was born in canada, with my parents, grand father, great grand father also being in this beutiful country. I wanted to start of by saying a couple of things. My home was in brampton for a long time and I have personally seen the safety gone down, my family used to come back from trips with our garage open and everything would be completely fine. The long term sikhs and indians came and actually contributing positively and that can be seen with how good canada was pre 2020. Immigration too an extent was good, but mass immigration was never a good idea. In 2018-2019 the old time punjabi community was heavily against so many students coming in, so much so people that were indian had "no students" signs when renting their basements. It's sad to see people that came here running things so badly and ruining the effort and contributions made by many(I even face the consqeunces of things I have never done). Remeber don't be afraid to call out people for their bullshit, but also dont bash innocent people. Now many ppl came to canada and have done good like sikhs having the highest donors of blood, plasma, and platelets. We also giveway a lot in charity and food. A good news is Canada is cracking down on these bad people and quickly, and many good people who came are returning back home. I have seen a lot of videos online, but please remember algorithms and pushed media make things seem worse than they actually are. My message is I'm sorry for how these people are acting, my recent trip to Canada(brampton) I saw better quality service and more white folk too. Stay safe and god bless!
Identity Attack0.039456755
Insult0.022448512
Profanity0.027000591
Threat0.008181547
Severe Toxicity0.0032043457
Low Tox 0.06421452 Constructive 0.862 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Like the video but please don't use the ai slop for visualizing I think we got the driving part of the video pretty well
Like the video but please don't use the ai slop for visualizing I think we got the driving part of the video pretty well
Identity Attack0.009693438
Insult0.018452216
Profanity0.028776871
Threat0.011741633
Severe Toxicity0.0034332275
Low Tox 0.06381883 Moderate Con 0.433 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton city government is not doing enough to integrate Indians into Canadian society. And by that I simply mean building closer relationships with the locals. More community events like festivals need to be held. Not …
Brampton city government is not doing enough to integrate Indians into Canadian society. And by that I simply mean building closer relationships with the locals. More community events like festivals need to be held. Not purely Indian festivals, but mixed culture festivals. That would build more understanding and friendlier relations. The earlier generations of Indian immigrants in this video look like they have integrated well identifying as both Indian and Canadian. That's the ideal, I feel.
Identity Attack0.05976611
Insult0.017743196
Profanity0.012551232
Threat0.006427396
Severe Toxicity0.001745224
Low Tox 0.059974585 Constructive 0.769
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
You walking through the house looked like a video game..
You walking through the house looked like a video game..
Identity Attack0.0031818156
Insult0.021094928
Profanity0.017094411
Threat0.008077981
Severe Toxicity0.001821518
Low Tox 0.057748068 Moderate Con 0.333
Jan 27, 2026 Inside Canada's Indian Invasion...
Great video man, continue to be cautious, situations like this can turn extremely dangerous in an instant, always put your health amd safety above your work
Great video man, continue to be cautious, situations like this can turn extremely dangerous in an instant, always put your health amd safety above your work
Identity Attack0.004421244
Insult0.014086916
Profanity0.015249812
Threat0.010265815
Severe Toxicity0.0022506714
Low Tox 0.056263726 Constructive 0.572 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I've seen many videos like this on Youtube . After Indian Canadian , The most common ethnic groups I saw in Canada were Arabs and Africans . There are especially many Arabs in the French-speaking …
I've seen many videos like this on Youtube . After Indian Canadian , The most common ethnic groups I saw in Canada were Arabs and Africans . There are especially many Arabs in the French-speaking provinces of Canada , such as Montreal , Quebec , Ontario and New Brunswick. And some of the Arabs there even speak Amazigh , a North African language , among themselves.
Identity Attack0.060220852
Insult0.014162917
Profanity0.016752819
Threat0.0073918556
Severe Toxicity0.0020503998
Low Tox 0.050821137 Constructive 0.609 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Whilst I do like your content, overall, there's a certain, i don't know, to some of your more recent stuff. After the young man who said he'd rather live in Punjab for the rest of …
Whilst I do like your content, overall, there's a certain, i don't know, to some of your more recent stuff. After the young man who said he'd rather live in Punjab for the rest of his life said that, you go on to show us a video of a not so good looking area of Puniab, is it? What exactly is that about?
Identity Attack0.01565665
Insult0.019225692
Profanity0.017777596
Threat0.0076119336
Severe Toxicity0.0015544891
Low Tox 0.04785245 Constructive 0.598 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
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 – …
Sometimes I don’t understand why people create content online that highlights specific communities or cultures in ways that can reinforce stereotypes. Just because someone belongs to a certain background doesn’t mean they represent everything shown …
Sometimes I don’t understand why people create content online that highlights specific communities or cultures in ways that can reinforce stereotypes. Just because someone belongs to a certain background doesn’t mean they represent everything shown on social media. Content like this can make others form generalized opinions, which can feel unfair and frustrating for individuals who don’t relate to those portrayals. The internet gives everyone a platform, but with that comes responsibility. Before creating content about communities, it’s important to remember that cultures are diverse and complex, and no single video can define them. At the end of the day, being respectful and human should come first. Which ethnicity you belong to , I can find 1000 flaws in your ethnicity. Just be humans . YouTube gives you leverage to talk shit. @TylerOliveira
Identity Attack0.008509507
Insult0.018710041
Profanity0.023106437
Threat0.0076507707
Severe Toxicity0.0015544891
Low Tox 0.04166769 Constructive 0.815 Moral_Argument
Feb 21, 2026 Inside Canada's Indian Invasion...
found your channel via this video in my suggested while i was working.... really well put together video... i subed and il share. appreciate you making this content... far to few people out there arent …
found your channel via this video in my suggested while i was working.... really well put together video... i subed and il share. appreciate you making this content... far to few people out there arent awake to what the future is going to be like.
Identity Attack0.010951365
Insult0.013440913
Profanity0.026454043
Threat0.012130005
Severe Toxicity0.0030326843
Low Tox 0.038991302 Constructive 0.662
Sep 10, 2025 5 likes Why Canadians Are Turning Against …
I have to say the video at 25:00 really looks like AI generated. While not inaccurate of experiences i think more weight would be given for real world examples.
I have to say the video at 25:00 really looks like AI generated. While not inaccurate of experiences i think more weight would be given for real world examples.
Identity Attack0.008028535
Insult0.014314918
Profanity0.020920247
Threat0.009100696
Severe Toxicity0.0021266937
Low Tox 0.036870047 Constructive 0.635 Meta_Commentary
Aug 26, 2025 Why Canadians Are Turning Against …
Upgrade to the last video, "Don't they like us?" Stephen Harper opened the flood gates. Treadeu held then opened too long.
Upgrade to the last video, "Don't they like us?" Stephen Harper opened the flood gates. Treadeu held then opened too long.
Identity Attack0.0037367835
Insult0.014428918
Profanity0.014225035
Threat0.008194493
Severe Toxicity0.0012493134
Low Tox 0.034748793 Low Con 0.265
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
Looks like I’m moving to Brampton Ontario 😎✌️ I will be posting at least 5 videos per day for sure 😅
Looks like I’m moving to Brampton Ontario 😎✌️ I will be posting at least 5 videos per day for sure 😅
Identity Attack0.007214582
Insult0.011882903
Profanity0.01982715
Threat0.010654188
Severe Toxicity0.0026130676
Low Tox 0.03309893 Moderate Con 0.397 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
Thank you so much for this video. I just passed the test with 17/20. Few questions are out of this video. And some are tricky. I did some other mock tests as well like Richmond …
Thank you so much for this video. I just passed the test with 17/20. Few questions are out of this video. And some are tricky. I did some other mock tests as well like Richmond Library, studied the map and etc. Some I remember are: 1. What is the common term for someone elected in Federal elections? A. Riding Winner B. Member of Parliament C. Senate D. Federal Executive. 2. Which of the following represents being Canadian and expresses national identity? A. Symbols like Maple leaf B. Equality C. Unity D. Human Right Commission 3. Jury duty consists of partial jurors and past jurors (in similar meaning) True or False. 4. French and English are: A. Fighting rebellion in 1800s B. French joined hands with Americans to fight against English C. Lived together for 300 years D. All of the above 5. Got a basic question about suffrage movement 6. What are prairie provinces? Saskatchewan, Alberta, Manitoba (SAM) 7. I got a question about provinces from west to east on Canada map. Please look and memorize the provinces locations. 8. Got a question about Peace Arch in Blaine 9. Question about Peace Tower like what was built after first world War. 10. Question about Aboriginals. Ans: First Nations, Metis and Inuits 11. Branches of Parliament Ans: Sovereign, House of commons and Senate 12. Courts do: Ans: Settle disputes These all what I remember. I am not sure which ones I got wrong. Might be in the first 5 I posted here. Test is not difficult but it is better to go through this video multiple times and do some other mock tests as well, in my opinion. Thank you and All the Best 😊
Identity Attack0.010729378
Insult0.017227544
Profanity0.015010698
Threat0.006647474
Severe Toxicity0.0014209747
Low Tox 0.032863233 Constructive 0.818 Personal_Narrative
Feb 10, 2026 21 likes Canadian Citizenship Test 2025 – …
I'd like to see a video explaining how refugees give back more than they gain in the beginning, as you claimed at the end?
I'd like to see a video explaining how refugees give back more than they gain in the beginning, as you claimed at the end?
Identity Attack0.01465176
Insult0.010666896
Profanity0.011406898
Threat0.0067963502
Severe Toxicity0.0009441376
Low Tox 0.029445656 Moderate Con 0.48
Dec 24, 2018 63 likes How much do refugees and …
I disagree with one thing you said at the beginning of this well done video. You said have we become too passive or too conservative? No, Conservatives haven't had a voice in the past 10 …
I disagree with one thing you said at the beginning of this well done video. You said have we become too passive or too conservative? No, Conservatives haven't had a voice in the past 10 years. We've become too Liberal. It was JT with his government and advisors like MC, who did this.
Identity Attack0.0043657473
Insult0.01640493
Profanity0.011782649
Threat0.0063432488
Severe Toxicity0.00084400177
Low Tox 0.028974265 Constructive 0.759
Aug 29, 2025 Why Canadians Are Turning Against …
I would like to say thank you for your video, I passed my test, I got 18/20 today 18 July 2025 5:06 pm . I appreciate it. The questions are very easy, no need to …
I would like to say thank you for your video, I passed my test, I got 18/20 today 18 July 2025 5:06 pm . I appreciate it. The questions are very easy, no need to fret.
Identity Attack0.007917541
Insult0.011274899
Profanity0.024131214
Threat0.010032792
Severe Toxicity0.002193451
Low Tox 0.028856417 Constructive 0.715 Meta_Commentary
Jul 18, 2025 13 likes Canadian Citizenship Test 2025 – …
Thank you for doing a video on this!! I’m Canadian and I I love everyone, but this is really what Canada is like now…. It’s changed a lot.
Thank you for doing a video on this!! I’m Canadian and I I love everyone, but this is really what Canada is like now…. It’s changed a lot.
Identity Attack0.014752249
Insult0.0113889
Profanity0.014874061
Threat0.007883795
Severe Toxicity0.0017356873
Low Tox 0.026617315 Constructive 0.603 Fear_Threat
Feb 9, 2026 2 likes Inside Canada's Indian Invasion...
Unbelievable! Not a single question on the exam came from the 411 questions—I wasted two full days watching the videos three times! Luckily, I studied the Discover Canada book and managed to get 17 questions …
Unbelievable! Not a single question on the exam came from the 411 questions—I wasted two full days watching the videos three times! Luckily, I studied the Discover Canada book and managed to get 17 questions right, just barely passing. Don’t fall for it like I did!
Identity Attack0.0016279058
Insult0.013174911
Profanity0.011423977
Threat0.006136116
Severe Toxicity0.00074863434
Low Tox 0.024849601 Constructive 0.593
Sep 20, 2025 2 likes Canadian Citizenship Test 2025 – …
This explains why the country doesn't feel like Canada anymore and why you can't find a job/home to save your life. Great video, very informative.
This explains why the country doesn't feel like Canada anymore and why you can't find a job/home to save your life. Great video, very informative.
Identity Attack0.008509507
Insult0.011882903
Profanity0.009493981
Threat0.006207318
Severe Toxicity0.00092983246
Low Tox 0.023199737 Constructive 0.621 Identity_Assertion
Jun 20, 2025 5 likes How Canada broke its immigration …
I really liked this video. You showed many perspectives and respected peoples boundaries. Respect!
I really liked this video. You showed many perspectives and respected peoples boundaries. Respect!
Identity Attack0.008065533
Insult0.009298887
Profanity0.020783609
Threat0.0100069
Severe Toxicity0.0023555756
Low Tox 0.02249265 Constructive 0.659
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Love Tylers videos. I feel like its been a huge and successful journey. Been here since the Big Chungus days when he was still going to UCLA. Then was here for the period where it …
Love Tylers videos. I feel like its been a huge and successful journey. Been here since the Big Chungus days when he was still going to UCLA. Then was here for the period where it seemed like Tyler was going to quit YouTube and follow in his dads footsteps. Tyler didn't give up and is where he is now through perserverance. Great job Tyler!
Identity Attack0.00466173
Insult0.010780896
Profanity0.017367685
Threat0.007793174
Severe Toxicity0.0012683868
Low Tox 0.02107848 Constructive 0.751 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...

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.