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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

click to expand

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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "Good video but just have …" 77 comments · Page 3 of 4
Good video but that thumbnail is an L
Good video but that thumbnail is an L
Identity Attack0.00984143
Insult0.022512967
Profanity0.046922635
Threat0.011275585
Severe Toxicity0.0043678284
Low Tox 0.09112182 Low Con 0.274 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Overall good video. But balanced journalism shouldn't just be pitting people against each other. You're lucky the Indian and sikh community is so welcoming and ethical
Overall good video. But balanced journalism shouldn't just be pitting people against each other. You're lucky the Indian and sikh community is so welcoming and ethical
Identity Attack0.04512853
Insult0.02012808
Profanity0.022013342
Threat0.010783645
Severe Toxicity0.0026512146
Low Tox 0.07845957 Constructive 0.673 Meta_Commentary
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
Good propaganda video.. conveniently hiding the facts that you didn’t wanna show...
Good propaganda video.. conveniently hiding the facts that you didn’t wanna show...
Identity Attack0.0030338243
Insult0.021352753
Profanity0.013883443
Threat0.007029374
Severe Toxicity0.0014686584
Low Tox 0.05725329 Low Con 0.139
Mar 4, 2019 How much do refugees and …
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...
Good video though, freedom of speech
Good video though, freedom of speech
Identity Attack0.012943448
Insult0.012870909
Profanity0.025634222
Threat0.012026439
Severe Toxicity0.0031661987
Low Tox 0.04711028 Moderate Con 0.386 Meta_Commentary
Jan 28, 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 – …
Everyone said they are good but the title of the video doesn’t says so
Everyone said they are good but the title of the video doesn’t says so
Identity Attack0.009101473
Insult0.014390918
Profanity0.022901481
Threat0.008026198
Severe Toxicity0.0021743774
Low Tox 0.044388983 Low Con 0.261 Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Great video and good work exposing this!!!! 💪🦅💯
Great video and good work exposing this!!!! 💪🦅💯
Identity Attack0.009249465
Insult0.012756908
Profanity0.027273865
Threat0.0138755
Severe Toxicity0.0041007996
Low Tox 0.04240986 Moderate Con 0.374 Solidarity
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
video started with hate vibes & ends with good vibes, loved the video, you covered both the aspects . we indian spread love whenever we go. we are not hurting anyone, please respect us & …
video started with hate vibes & ends with good vibes, loved the video, you covered both the aspects . we indian spread love whenever we go. we are not hurting anyone, please respect us & please don’t jealous from us, we learn from everyone. we respect every canadian.
Identity Attack0.013847848
Insult0.014048916
Profanity0.01627459
Threat0.0070034824
Severe Toxicity0.0014209747
Low Tox 0.039935954 Constructive 0.675
Jan 13, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Finally we getting a good video on this topic
Finally we getting a good video on this topic
Identity Attack0.009693438
Insult0.011160898
Profanity0.025360947
Threat0.011922873
Severe Toxicity0.0030899048
Low Tox 0.036162965 Low Con 0.237 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Just took the exam today, passed 18/20 . Watched this video and read the book once. Thank you and Good Luck to everyone on their immigration adventure!
Just took the exam today, passed 18/20 . Watched this video and read the book once. Thank you and Good Luck to everyone on their immigration adventure!
Identity Attack0.017967897
Insult0.011046898
Profanity0.011782649
Threat0.006861079
Severe Toxicity0.0014781952
Low Tox 0.032863233 Constructive 0.616
Dec 11, 2025 7 likes Canadian Citizenship Test 2025 – …
@rocanews very good video
@rocanews very good video
Identity Attack0.009989422
Insult0.011122898
Profanity0.024472807
Threat0.011819307
Severe Toxicity0.0034332275
Low Tox 0.031449065 Moderate Con 0.435 Meta_Commentary
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
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 – …
good video
good video
Identity Attack0.009175468
Insult0.010742896
Profanity0.02344803
Threat0.010913103
Severe Toxicity0.0029945374
Low Tox 0.028620722 Moderate Con 0.455
Jun 2, 2025 2 likes Canadian Citizenship Test 2025 – …
Just completed mine — got 19 correct! A few tips: this video helps a lot, but I recommend going through the study guide at least once before watching this video. Also, an app called Citizenship …
Just completed mine — got 19 correct! A few tips: this video helps a lot, but I recommend going through the study guide at least once before watching this video. Also, an app called Citizenship was really useful as well. Good luck to everyone. It's easy don't be over stress.
Identity Attack0.0054756827
Insult0.012186904
Profanity0.017436003
Threat0.009204263
Severe Toxicity0.0016021729
Low Tox 0.028502874 Constructive 0.738
Jul 23, 2025 12 likes Canadian Citizenship Test 2025 – …
Good video, but the use of the term managed integration is problematic. It was managed admission, integration is not part of Canadian immigration.
Good video, but the use of the term managed integration is problematic. It was managed admission, integration is not part of Canadian immigration.
Identity Attack0.012842959
Insult0.012490907
Profanity0.00998929
Threat0.006039023
Severe Toxicity0.00088214874
Low Tox 0.027560094 Constructive 0.578
Jun 24, 2025 1 likes How Canada broke its immigration …
Love your videos. To me, a good content creator keeps your eyes glued to the screen from start to finish. I feel most of your videos do that for me. Keep it up thanks for …
Love your videos. To me, a good content creator keeps your eyes glued to the screen from start to finish. I feel most of your videos do that for me. Keep it up thanks for what you do !
Identity Attack0.0071035884
Insult0.010894896
Profanity0.02167175
Threat0.011146127
Severe Toxicity0.0026130676
Low Tox 0.026617315 Constructive 0.629
Sep 19, 2025 25 likes Inside Canada's Indian Metropolis (Brampton)
I am a new permanent resident in Canada. This video is very true regarding our integration. You are absolutely right. Newcomers must integrate, as it is the beginning of a new life in a new …
I am a new permanent resident in Canada. This video is very true regarding our integration. You are absolutely right. Newcomers must integrate, as it is the beginning of a new life in a new environment. What I do not fully agree with is when you complain about the social benefits given by the government to newcomers. It is not free money; we will pay it back later in taxes. We cannot build life projects depending on these benefits. Ask each newcomer if they are satisfied with these benefits rather than a good job. We want to contribute to the economy of this beautiful country. For example, I came to Canada with specific goals, including starting an IT company, which was difficult to achieve at home due to lack of opportunities. So, don't blame immigrants too much; in my opinion, responsibilities should be shared among all of us, including the government.
Identity Attack0.006696612
Insult0.013896915
Profanity0.011816809
Threat0.0062526283
Severe Toxicity0.0008869171
Low Tox 0.024260364 Constructive 0.915 Personal_Narrative
Sep 5, 2025 1 likes Why Canadians Are Turning Against …
I am a new comer and I want to prepare for citizenship test. Should I watch this video several times or study discover Canada book? My English is also not good, would it be possible …
I am a new comer and I want to prepare for citizenship test. Should I watch this video several times or study discover Canada book? My English is also not good, would it be possible to only watch this video and pass test? Thank you
Identity Attack0.00847251
Insult0.010096892
Profanity0.01128734
Threat0.0067898775
Severe Toxicity0.0009775162
Low Tox 0.023199737 Constructive 0.528
Apr 20, 2025 4 likes Canadian Citizenship Test 2025 – …
Tyler I appreciate your on the ground journalism. I know rage baiting gets the views etc.. in these times, it would be nice for you to release a video relating to unity and love though. …
Tyler I appreciate your on the ground journalism. I know rage baiting gets the views etc.. in these times, it would be nice for you to release a video relating to unity and love though. With your audience I think it could be very impactful. You have a voice you can use for good as well. Just a thought ❤
Identity Attack0.0043657473
Insult0.011578901
Profanity0.015659723
Threat0.0074824756
Severe Toxicity0.0010585785
Low Tox 0.02249265 Constructive 0.789 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Good evening! I just want to say thank you to the person who made and uploaded this video. I only listened to this video twice and passed my citizenship examination today. All the questions and …
Good evening! I just want to say thank you to the person who made and uploaded this video. I only listened to this video twice and passed my citizenship examination today. All the questions and answers in this video are very helpful. I highly recommend this video to those who are planning to take their citizenship exam. I wish you all the best. Cheers!
Identity Attack0.007029593
Insult0.009089886
Profanity0.01805087
Threat0.009385503
Severe Toxicity0.0018119812
Low Tox 0.02107848 Constructive 0.711 Personal_Narrative
Jun 2, 2025 5 likes Canadian Citizenship Test 2025 – …
Thank you so much to the person who made this video! I just took my test today and passed on my first attemp, I got 19 out of 20. I’ve watched this video 6 times …
Thank you so much to the person who made this video! I just took my test today and passed on my first attemp, I got 19 out of 20. I’ve watched this video 6 times and never read the book. This video is good enough to help me with the test.
Identity Attack0.0058086636
Insult0.008994885
Profanity0.019280603
Threat0.009359611
Severe Toxicity0.0017261505
Low Tox 0.019100413 Constructive 0.643
Jul 22, 2025 38 likes Canadian Citizenship Test 2025 – …
I watched this video 3-4 times and got 19/20 and read discover Canada as well 1 time, such a good and helpful video
I watched this video 3-4 times and got 19/20 and read discover Canada as well 1 time, such a good and helpful video
Identity Attack0.004384246
Insult0.0074178753
Profanity0.013131939
Threat0.007365964
Severe Toxicity0.0011825562
Low Tox 0.012691722 Constructive 0.561 Meta_Commentary
Feb 19, 2026 8 likes Canadian Citizenship Test 2025 – …
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 – …

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.