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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 watched a video on …" 135 comments · Page 3 of 6
They don't have data. Video caption on screen is absolutely misguiding. The video caption mentioned 79000 as a figure and then the captions was mentioning Indians. If you watch the video, then we realised that …
They don't have data. Video caption on screen is absolutely misguiding. The video caption mentioned 79000 as a figure and then the captions was mentioning Indians. If you watch the video, then we realised that they don't have the actual DATA. This makes video absolutely misleading because those who just read caption will accuse INDIANs.
Identity Attack0.26663736
Insult0.061801232
Profanity0.02795705
Threat0.0103175985
Severe Toxicity0.005340576
Low Tox 0.21776234 Constructive 0.511
Sep 29, 2025 IRCC Names India in Study …
Tyler, I’m really hoping you see this post. I have such a ground breaking idea for a video, that only you could probably accomplish. After watching so much of this epstein content over the last …
Tyler, I’m really hoping you see this post. I have such a ground breaking idea for a video, that only you could probably accomplish. After watching so much of this epstein content over the last week I’ve came to a conclusion that is safe, legal and would probably be the biggest videos in history if done. Around the island is international waters. What do you think is around that island? If you see this comment just reply and I’ll give you the idea for free, I just want these horrible people brought to justice WITH PROOF!!! Thanks bud, hopefully you see this.
Identity Attack0.008213525
Insult0.1505596
Profanity0.062454045
Threat0.010705971
Severe Toxicity0.004386902
Low Tox 0.19986437 Constructive 0.641 Meta_Commentary
Feb 7, 2026 Inside Canada's Indian Invasion...
I have watched this video and i just want to say that indian people from Hindu and sikh or any other community except muslims will respect canadian culture and rules of Canadian govt. They are …
I have watched this video and i just want to say that indian people from Hindu and sikh or any other community except muslims will respect canadian culture and rules of Canadian govt. They are hardworking. I also request people from the community as mentioned above, please respect the nation and their culture and don't try to make Canada to India.
Identity Attack0.27682206
Insult0.04910661
Profanity0.019485557
Threat0.0070164283
Severe Toxicity0.004196167
Low Tox 0.19939905 Constructive 0.747 Identity_Assertion
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
I felt sikh after watching this video
I felt sikh after watching this video
Identity Attack0.06385879
Insult0.032138187
Profanity0.0715894
Threat0.012751401
Severe Toxicity0.007896423
Low Tox 0.17718399 Moderate Con 0.412 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Even though people watching this video here have vegetative mindset have to say canada is land of immigrants and this problem is never gonna end it will just shape a new country be ready fir …
Even though people watching this video here have vegetative mindset have to say canada is land of immigrants and this problem is never gonna end it will just shape a new country be ready fir it
Identity Attack0.12735364
Insult0.061626412
Profanity0.014805742
Threat0.007301235
Severe Toxicity0.003643036
Low Tox 0.17111848 Low Con 0.206 Comparative_Framing
Feb 27, 2026 Inside Canada's Indian Invasion...
i’m in a taxi in the UK watching this and no joke my punjabi taxi driver just mentioned mid-video how his entire family is in brampton
i’m in a taxi in the UK watching this and no joke my punjabi taxi driver just mentioned mid-video how his entire family is in brampton
Identity Attack0.08583717
Insult0.033680726
Profanity0.075468846
Threat0.012130005
Severe Toxicity0.007972717
Low Tox 0.17025198 Moderate Con 0.485 Personal_Narrative
Jan 27, 2026 709 likes Inside Canada's Indian Invasion...
fire vid man i was so excited to watch this bro. keep up the good work I love liking small creators videos. 😆
fire vid man i was so excited to watch this bro. keep up the good work I love liking small creators videos. 😆
Identity Attack0.015254694
Insult0.024511116
Profanity0.072882555
Threat0.04233929
Severe Toxicity0.008163452
Low Tox 0.13561769 Constructive 0.511 Meta_Commentary
Feb 25, 2026 Inside Canada's Indian Invasion...
That guy talking about Islam video, is at least 10 years old. I watched that when I immigrated to another country. So this report is far behind of times. Just like Canada my country is …
That guy talking about Islam video, is at least 10 years old. I watched that when I immigrated to another country. So this report is far behind of times. Just like Canada my country is getting bashed for non action, questioning or awareness. Canadian govt had been informed time and again about the criminals they are importing but they did not care. Unfortunately the media covered up and independent sources like this forum did not exist at the time.
Identity Attack0.099899694
Insult0.047349896
Profanity0.013780965
Threat0.007262398
Severe Toxicity0.0027656555
Low Tox 0.1269396 Constructive 0.699
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
watching this before the Indian Canadian population try to take this video down ❤
watching this before the Indian Canadian population try to take this video down ❤
Identity Attack0.10221587
Insult0.028502205
Profanity0.02023706
Threat0.01119791
Severe Toxicity0.004234314
Low Tox 0.12520397 Moderate Con 0.332
Jan 27, 2026 Inside Canada's Indian Invasion...
I watch every video and I was pumped when I saw this. I live 30 mins from Brampton and it isn’t just there, it’s our entire country
I watch every video and I was pumped when I saw this. I live 30 mins from Brampton and it isn’t just there, it’s our entire country
Identity Attack0.011839314
Insult0.024640027
Profanity0.10240069
Threat0.011560392
Severe Toxicity0.005760193
Low Tox 0.11912931 Constructive 0.556 Fear_Threat
Jan 27, 2026 116 likes Inside Canada's Indian Invasion...
Hi from Indiana. I’m not familiar with life in Canada and I’m shocked to watch what is going on right now in your video. Maybe it’s not too late if your government can figure out …
Hi from Indiana. I’m not familiar with life in Canada and I’m shocked to watch what is going on right now in your video. Maybe it’s not too late if your government can figure out to modify some of the immigration laws that will give back the power, the benefit, and advantage to a natural born Canadian. 800 thousand foreigners coming in in the last three months? What’s with that? That’s so shocking. Looks like a legalized invasion/occupation. I’m like you, I was a legal immigrant from Asia in the late 70s retired now and love my great state of Indiana. My family has been here for almost 50 years fully acculturated to the values and culture of American life with my husband and two grown boys. This is my adopted beloved country now. I am everything that it is about. I still know how to speak my birth language only when I go home for vacation. I don’t use it even to speak to a fellow Asian when I see that an English speaking native born American is within ear’s reach. That young lady might be dead with brain tumor before she gets her MRI. That’s unacceptable. Here you go to the ER and if you need an MRI you get admitted and most like have it the next day. Or Y
Identity Attack0.06294931
Insult0.035443626
Profanity0.01982715
Threat0.0074436385
Severe Toxicity0.0029945374
Low Tox 0.11192002 Constructive 0.824
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Tyler, hi from Russia. I'm using a VPN to watch your video, but soon I won't even have that option. They're promising to shut down the internet in Russia on March 1st. Our government is …
Tyler, hi from Russia. I'm using a VPN to watch your video, but soon I won't even have that option. They're promising to shut down the internet in Russia on March 1st. Our government is doing it. We're already cut off from half the world. It's scary to live in Russia. We used to have peace, but now our country is restricting us. Goodbye, Tyler. 😢❤ Тайлер, привет из России, я сижу на vpn что бы увидеть твой ролик, но скоро у меня не будет даже такой возможности с 1 марта в России обещают отключить интернет, это делает наше государство, мы уже отрезаны от половины мира, (многое я не могу говорить) в России страшно жить, когда то у нас было спокойно, но теперь нас ограничевает наша страна, прощай Тайлер😢❤
Identity Attack0.04641757
Insult0.0314771
Profanity0.070942834
Threat0.012285355
Severe Toxicity0.0077438354
Low Tox 0.10783285 Constructive 0.622 Personal_Narrative
Feb 19, 2026 3 likes Inside Canada's Indian Invasion...
I have learned something from watching this video. They seem like like really kind people. Though they are new, they are still learning how to assimilate to our culture, and there's no reason to be …
I have learned something from watching this video. They seem like like really kind people. Though they are new, they are still learning how to assimilate to our culture, and there's no reason to be predujice against them. It’s the government that’s exploiting them.
Identity Attack0.034300596
Insult0.024897853
Profanity0.032142747
Threat0.010576514
Severe Toxicity0.0028038025
Low Tox 0.10002319 Constructive 0.647 Solidarity
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Got recommended. Just popping in to say they have to go back. This is not acceptable. I'm too mad to watch the video.
Got recommended. Just popping in to say they have to go back. This is not acceptable. I'm too mad to watch the video.
Identity Attack0.0051427023
Insult0.026702631
Profanity0.022901481
Threat0.009126588
Severe Toxicity0.0021362305
Low Tox 0.09915545 Moderate Con 0.478
Oct 17, 2025 Inside Canada's Indian Metropolis (Brampton)
Why is it that while watching this video I got like 5 adds in there language?😂
Why is it that while watching this video I got like 5 adds in there language?😂
Identity Attack0.010655383
Insult0.017872108
Profanity0.035649836
Threat0.010084574
Severe Toxicity0.0038719177
Low Tox 0.09033044 Moderate Con 0.374 Humor_Satire
Jan 28, 2026 5 likes Inside Canada's Indian Invasion...
Watching this video is sufficient ? or we need to practice more?
Watching this video is sufficient ? or we need to practice more?
Identity Attack0.009286462
Insult0.015948927
Profanity0.027273865
Threat0.011793415
Severe Toxicity0.004043579
Low Tox 0.069754265 Low Con 0.299 Question
Jan 19, 2026 Canadian Citizenship Test 2025 – …
Honestly it's so depressing i don't even wan't to watch the video. Reason alot of the people i know have moved out of big cities.
Honestly it's so depressing i don't even wan't to watch the video. Reason alot of the people i know have moved out of big cities.
Identity Attack0.007547563
Insult0.018258847
Profanity0.02167175
Threat0.008272167
Severe Toxicity0.001821518
Low Tox 0.063423134 Constructive 0.518 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
In this video, people make statements about government programs that are not true, but the filmmakers do not investigate the veracity of these statements. Because I knew that some of the statements are false, I …
In this video, people make statements about government programs that are not true, but the filmmakers do not investigate the veracity of these statements. Because I knew that some of the statements are false, I started to question the truth behind everything that was said. Eventually I stopped watching, because this isn’t a documentary, it’s just people filming other people while they share their personal opinions.
Identity Attack0.008620501
Insult0.020643732
Profanity0.024131214
Threat0.008401625
Severe Toxicity0.0018882751
Low Tox 0.061444655 Moderate Con 0.488 Meta_Commentary
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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 – …
I prepared for exam by watching this video only and i never read the book. I scored 19/20. Thank you so much whoever created this video.
I prepared for exam by watching this video only and i never read the book. I scored 19/20. Thank you so much whoever created this video.
Identity Attack0.0071035884
Insult0.01617693
Profanity0.023106437
Threat0.009955117
Severe Toxicity0.0030136108
Low Tox 0.059232414 Constructive 0.539
Jul 6, 2025 3 likes Canadian Citizenship Test 2025 – …
Great video. More need to see this. XQC should react. I won a PS5. And with my 5090 too. Saba, Nimi Nightmare and Ironmouse should watch too.
Great video. More need to see this. XQC should react. I won a PS5. And with my 5090 too. Saba, Nimi Nightmare and Ironmouse should watch too.
Identity Attack0.011987305
Insult0.014960921
Profanity0.028776871
Threat0.017156094
Severe Toxicity0.0038528442
Low Tox 0.05824285 Constructive 0.57 Advertisement_Spam
Jan 27, 2026 Inside Canada's Indian Invasion...
Excellent video my friend! I am first Nations. Aboriginal. My family has been in Canada for approximately 500 to 700 generations give or take. Which is about 5000 or 10,000 years. I am Inuit. I …
Excellent video my friend! I am first Nations. Aboriginal. My family has been in Canada for approximately 500 to 700 generations give or take. Which is about 5000 or 10,000 years. I am Inuit. I believe that it will get to a point where Canadians will not be passive anymore. There is going to be a breaking point and I don't know when that will be. But I do believe Canadians are strong enough and they will not allow it to get to a certain point after that breaking point. I can already see the tensions happening. I can already see the uneasiness of Canadians and it's bound to hit a boiling point. Just in the past 10 years I have watched my country morph into something that's almost unrecognizable.
Identity Attack0.026207991
Insult0.02212623
Profanity0.017777596
Threat0.008582866
Severe Toxicity0.0021839142
Low Tox 0.056263726 Constructive 0.838
Sep 6, 2025 9 likes Why Canadians Are Turning Against …
Was watching this, being stuck on TTC traffic. Not even in rush hour with a full bus of ppl loudly on their phones speaking Indian + watching loud videos without Earbuds also in that language. …
Was watching this, being stuck on TTC traffic. Not even in rush hour with a full bus of ppl loudly on their phones speaking Indian + watching loud videos without Earbuds also in that language. Being 25 minutes delayed on my "35 minute" trip
Identity Attack0.022590388
Insult0.018774498
Profanity0.020373698
Threat0.007909686
Severe Toxicity0.0019741058
Low Tox 0.054531995 Constructive 0.52 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small …
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small Punjabi student population, the students for the most part were not hassled nor did they hassel back. My next and biggest Indian experience was a job from 1984-1991 I worked for an Indian family and got to see a portion of Toronto's Indian population. Culturally there were big differences however I enjoyed my experience working with them. My point being you say in your video 'sudden indian.' this is 2026 and I have been experiencing as have Canadians, the Punjabi culture for over 46 years so this is not a sudden or new occurance. And lastly as far as cultures from other countries go, having Hindu's or even Sihk's as neighbors is far better than other ethnic possibilities, so I do not have any issue with Punjabi Canadians! Anyhow continue your video just wanted to add my comment as I am living in Canada with Indians and want to express my opinion.
Identity Attack0.042292643
Insult0.020063626
Profanity0.021603432
Threat0.008311004
Severe Toxicity0.002632141
Low Tox 0.05378982 Constructive 0.888 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I have such mixed feelings watching this video and the following is just my opinion. I am an immigrant from India too and I love my country's values and culture but I also realize its …
I have such mixed feelings watching this video and the following is just my opinion. I am an immigrant from India too and I love my country's values and culture but I also realize its drawbacks. When I came here, my immediate instinct was not to change everything to how it was back home...It was rather to learn the culture and values of Canada too (which I know is in and itself a mixture of multiple cultures). If you are reading this my fellow Indians, It is truly my most humble request to remember that you don't have have to quit your culture, but that does not mean that you make no effort or take part in involving yourself in other cultures or mock them. You have the chance to better a country that has offered YOU a better life. Please don't ruin things for other immigrants or Canadians. We are resilient, and we can choose the best of both worlds.
Identity Attack0.035331827
Insult0.020837102
Profanity0.018324144
Threat0.0071070488
Severe Toxicity0.0020980835
Low Tox 0.05354243 Constructive 0.863 Personal_Narrative
Nov 1, 2025 78 likes Inside Canada's Indian Metropolis (Brampton)

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.