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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: "Watched this once and I …" 374 comments · Page 11 of 15
Just as I was looking for something to watch you uploaded and it couldnt have been better timing 😂
Just as I was looking for something to watch you uploaded and it couldnt have been better timing 😂
Identity Attack0.0073625734
Insult0.018001022
Profanity0.035148825
Threat0.012181788
Severe Toxicity0.004081726
Low Tox 0.079250954 Moderate Con 0.451
Jan 27, 2026 10 likes Inside Canada's Indian Invasion...
hardest watch yet
hardest watch yet
Identity Attack0.0073995716
Insult0.016708933
Profanity0.036651865
Threat0.013165667
Severe Toxicity0.004463196
Low Tox 0.07687678 Low Con 0.284 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
My mother came to Canada in 1965 with her family. She learned how to speak english by watching kids shows on TV. She had 4 girls by 1979. She could speak fluent English by that …
My mother came to Canada in 1965 with her family. She learned how to speak english by watching kids shows on TV. She had 4 girls by 1979. She could speak fluent English by that time. We lived in low rentals with other immigrants. It was all about one another. The many different cultures came together and shared. We were all dirt poor, but we all accepted one another for who we are. No one was better than another. Every kid I grew up with was a tried and true Canadian. Every single one became a citizen if they weren't born here. We all learned from one another. This Canada? It's not the Canada I know. I was born in Ontario. Many of my family members are still there. They're looked down upon. What? They're Canadians but they're looked down upon for being in that same small town. It's Sad. We need another peaceful protest in Ottawa. Save our Canada.
Identity Attack0.027011903
Insult0.031256735
Profanity0.026454043
Threat0.0071199946
Severe Toxicity0.0022220612
Low Tox 0.075294 Constructive 0.844 Personal_Narrative
Aug 27, 2025 Why Canadians Are Turning Against …
I absolutely LOVE what that woman wrote and read to us. She is absolutely correct. I feel the very same way and I'm sure many Canadians do as well. I'm also tired of walking on …
I absolutely LOVE what that woman wrote and read to us. She is absolutely correct. I feel the very same way and I'm sure many Canadians do as well. I'm also tired of walking on eggshells while watching everything I love disappear to make way for an entirely different culture, especially one that is completely incompatible with the Canadian values and freedoms I grew up with.
Identity Attack0.04203484
Insult0.025800243
Profanity0.019212283
Threat0.0063885585
Severe Toxicity0.0020313263
Low Tox 0.07450261 Constructive 0.793
Aug 25, 2025 91 likes Why Canadians Are Turning Against …
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 – …
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank …
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank $200,000 of hard earned money into the Canadian Education system — Not as a fast track gimmick to immigrate, but so I could achieve my dream as a Game Developer. This money was family income, earned on 1/4th the salary, taking 4x longer to save. I was a great privileged to me. Today 15 years later, no one would ever think I'm from India. I sound Canadian, I behave Canadian, I have Canadian values, and I am Canadian. I came here because I loved Canada. I would watch hours upon hours of indigenous history, and on my Citizenship day, I watched Juno Beach to celebrate. However I must say this... I suffered through s*icidal depression here for 8 years, because I had far less leverage here than in a developing country, and it's really telling what sort of situation we're all in... Rent caps in Canada were removed... The housing market was open to foreign investors / and real estate monopolies with a 20% year-on-year rise... Rents went from 1000$ to 2100$ MINIMUM for a 1 bedroom through Trudeau's term and the govt said "It's not a federal responsibility"... Auto insurance is like 2.5-3.5k a year in Ontario and if you get a dent, you pay a deductable... I was quoted 8500$ for two wisdom teeth surgeries while it costed me 260$ abroad... During Covid - property owners, banks, and grocery stores exploited our misery and made record profits!... The govt stopped filtering through it's immigrants with "interviews", and it's operating like a scam — "Bring all your foreign money, convert it to CAD, and keep our GDP stable.. while we neither have the infrastructure, nor the job market to support these numbers". I think some accountability is due... these issues are "symptoms", not the problem — The problem is our Liberal govt / policies, and our wonderful voting body who voted Liberal term after term after term while complaining. Why does this govt safeguard extremism, foreign politics, foreign separatism? Khalistanis are as much of a threat / nuance to India than it is to Canada, but in Canada they actually have a unrestricted platform. Instead of resenting immigrants, we need to start resenting how mismanaged Canada is by our govt, and hold our voting body accountable. We had a chance to vote differently, but once again a repackaged and rebranded Liberal term. Because my ethnicity is Indian, I've become an object of collective resentment / hatred, and I don't think that's fair.. Please direct it at your vote, and govt level policies. Why should I (and other's like me) be crucified with the sins of other immigrants? It's like hating all your neighbors in a burning building, when the management has been lighting the fire.
Identity Attack0.026810925
Insult0.027218282
Profanity0.022354934
Threat0.0074436385
Severe Toxicity0.0024795532
Low Tox 0.0665887 Constructive 0.817 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
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)
Our infrastructure can't handle the rapid influx of immigrants. Watching from Guelph, ON. Just up the road from Brampton
Our infrastructure can't handle the rapid influx of immigrants. Watching from Guelph, ON. Just up the road from Brampton
Identity Attack0.038425524
Insult0.017012933
Profanity0.010638315
Threat0.0069646453
Severe Toxicity0.001707077
Low Tox 0.06025757 Constructive 0.574 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Another banger to watch while eating biryani :)
Another banger to watch while eating biryani :)
Identity Attack0.005919657
Insult0.017163089
Profanity0.023243073
Threat0.009256045
Severe Toxicity0.00289917
Low Tox 0.059727192 Moderate Con 0.392 Humor_Satire
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
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...
gettin in an early watch! lol
gettin in an early watch! lol
Identity Attack0.0034962974
Insult0.019870255
Profanity0.023994578
Threat0.009281937
Severe Toxicity0.0022506714
Low Tox 0.056758508 Moderate Con 0.42
Jan 27, 2026 Inside Canada's Indian Invasion...
A concern is the pivot toward foreign military recruitment. If extortion and fraud isn't enough of a problem now, consider future disloyaly risks with our military. And here we go again, with 'express entry' and …
A concern is the pivot toward foreign military recruitment. If extortion and fraud isn't enough of a problem now, consider future disloyaly risks with our military. And here we go again, with 'express entry' and even an invitation to reply. Watch that back door. Also, way too much money is leaving the country. It's not just about attracting investment but getting it to stay. The immigration policies, ironically, are 'not' diversified.
Identity Attack0.015757138
Insult0.022448512
Profanity0.011663092
Threat0.0076766624
Severe Toxicity0.001335144
Low Tox 0.056263726 Constructive 0.632 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
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 …
I love your content but you have to work on your thumbnails because the portray a certain kind of view before you even watch it
I love your content but you have to work on your thumbnails because the portray a certain kind of view before you even watch it
Identity Attack0.006696612
Insult0.019096779
Profanity0.022354934
Threat0.00967031
Severe Toxicity0.0021743774
Low Tox 0.055274166 Moderate Con 0.336 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
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...
🎉🎉 watching this video when I get time no other sources got 19/20 just yesterday .
🎉🎉 watching this video when I get time no other sources got 19/20 just yesterday .
Identity Attack0.008213525
Insult0.014086916
Profanity0.027273865
Threat0.012699619
Severe Toxicity0.0036239624
Low Tox 0.05354243 Moderate Con 0.391 Meta_Commentary
Feb 13, 2026 3 likes Canadian Citizenship Test 2025 – …
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)
As a Canadian I couldn't watch this, it's so painful...
As a Canadian I couldn't watch this, it's so painful...
Identity Attack0.019877186
Insult0.01767874
Profanity0.0103992
Threat0.0073789097
Severe Toxicity0.0014591217
Low Tox 0.05255287 Moderate Con 0.482 Personal_Narrative
Jan 27, 2026 222 likes Inside Canada's Indian Invasion...
Watch the English in 2025. Canada is too polite to copy Britain. But that is the way out.
Watch the English in 2025. Canada is too polite to copy Britain. But that is the way out.
Identity Attack0.028418748
Insult0.019934712
Profanity0.011526455
Threat0.007353018
Severe Toxicity0.0015163422
Low Tox 0.05205809 Low Con 0.166
Aug 25, 2025 Why Canadians Are Turning Against …
Watch this to the end !!!
Watch this to the end !!!
Identity Attack0.0034777985
Insult0.012338906
Profanity0.021125201
Threat0.01508414
Severe Toxicity0.0030899048
Low Tox 0.051810697 Moderate Con 0.306
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
as someone who lives in India.. I mean Canada, im excited to watch this video
as someone who lives in India.. I mean Canada, im excited to watch this video
Identity Attack0.035074018
Insult0.013288911
Profanity0.024267852
Threat0.009204263
Severe Toxicity0.002861023
Low Tox 0.050573748 Moderate Con 0.483
Jan 27, 2026 1,126 likes 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.