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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 #}

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Active: "Thumbnail 😂😂😂😂" 53 comments · Page 2 of 3
Brother at one side you say you are doing nothing wrong and Indians attack you for no reason but your thumbnail justifies those attacks. Btw I didn't find anything else offensive from your side in …
Brother at one side you say you are doing nothing wrong and Indians attack you for no reason but your thumbnail justifies those attacks. Btw I didn't find anything else offensive from your side in the video keep it up👍
Identity Attack0.23770751
Insult0.0777699
Profanity0.075468846
Threat0.059796512
Severe Toxicity0.013672344
Moderate 0.30452284 Constructive 0.674 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I saw that original thumbnail dawg you not slick
I saw that original thumbnail dawg you not slick
Identity Attack0.015757138
Insult0.08558089
Profanity0.24147889
Threat0.013010317
Severe Toxicity0.017416617
Moderate 0.30439767 Moderate Con 0.364 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
whats with the racist thumbnails
whats with the racist thumbnails
Identity Attack0.18546575
Insult0.0838533
Profanity0.10549548
Threat0.010395273
Severe Toxicity0.0118255615
Low Tox 0.28857216 Low Con 0.26
Jan 27, 2026 Inside Canada's Indian Invasion...
Holy moley how many dogwhistles can you pack into a thumbnail
Holy moley how many dogwhistles can you pack into a thumbnail
Identity Attack0.014249804
Insult0.09563028
Profanity0.12903778
Threat0.042662576
Severe Toxicity0.01735206
Low Tox 0.2854971 Low Con 0.188 Meta_Commentary
Jun 20, 2025 1 likes How Canada broke its immigration …
That thumbnail is some sloooppp 😂😂
That thumbnail is some sloooppp 😂😂
Identity Attack0.010581387
Insult0.071116626
Profanity0.16869035
Threat0.010291707
Severe Toxicity0.012207031
Low Tox 0.2763787 Low Con 0.251 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
The Thumbnail before this one was crazy work
The Thumbnail before this one was crazy work
Identity Attack0.0056236745
Insult0.14874944
Profanity0.11663672
Threat0.008220384
Severe Toxicity0.0052261353
Low Tox 0.25462922 Low Con 0.292 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I clicked on the thumbnail thinking 'wow India is finally developed enough to create its own pleasant suburban towns' but no, they are just leaving in droves and leaching onto other pre developed countries.
I clicked on the thumbnail thinking 'wow India is finally developed enough to create its own pleasant suburban towns' but no, they are just leaving in droves and leaching onto other pre developed countries.
Identity Attack0.22631748
Insult0.07998765
Profanity0.06295506
Threat0.012854968
Severe Toxicity0.0076293945
Low Tox 0.21241048 Moderate Con 0.348
Oct 10, 2025 17 likes Inside Canada's Indian Metropolis (Brampton)
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two provinces/states - Punjab and Gujarat. From Punjab - Most of the population who migrates to Canada are villagers. They are notoriously famous in Punjab cities as well for creating trouble. They have no civic sense, always getting involved in illegal stuff, some use drugs, no etiquettes, poor hygiene and very arrogant sometimes. Another thing, Canadian government over the years stopped taking in-person interviews and got lenient with rules for gaining a visa especially for students which doesn't make sense and one should be catious so of what kind of people they are letting in their country. This leads to letting in a bunch of wrong people who are already a troublemaker in Punjab and then represents a bad of side of Indians. A side note - Every Indian province is very very different and not all people are same in India. It's definitely a shit situation which shows Canadian government definitely needed a better way to handle immigration. A lot of international students has been exploited by the system as well if you get to know from there point of view as well. Seeing the thumbnail and title of this video shows what kind of a person Tyler is. Without a proper research and understanding, he just made a video to appease people who hates on Indians. Title says Invasion, is he for real? I see way more Chinese immigrants here in Canada than any other nationality. Punjabi Indians are to be blamed as for creating a bad picture for themselves but hating on whole country without knowing them feels prejudiced. I hope whoever is reading to really open their eyes and understands that this is a government failure for not having strict rules and regulations. Indians have been immigrating to Canada for more than 100 years but you see them as a problem now due to last 8 years of bad decisions. Last thing, you see more Indians in Tim Hortons and mock them, is that a bad thing on loving and supporting a Canadian brand? Definitely poor english speaking employees is a problem, but that is a management issue. You don't like it, have a word with the Manager if they don't act on it, then I guess they don't really care for your opinion. Its on you now whether you want your coffee or better english 😂
Identity Attack0.17536941
Insult0.08831572
Profanity0.022423252
Threat0.008789998
Severe Toxicity0.0049591064
Low Tox 0.20009702 Constructive 0.774 Policy_Critique
Feb 20, 2026 Inside Canada's Indian Invasion...
What's the purpose of a thumbnail with dirty streets
What's the purpose of a thumbnail with dirty streets
Identity Attack0.009693438
Insult0.06023245
Profanity0.079025
Threat0.01238892
Severe Toxicity0.00579834
Low Tox 0.18174082 Low Con 0.228 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
they ruined my town... that thumbnail is actually so accurate!
they ruined my town... that thumbnail is actually so accurate!
Identity Attack0.006178642
Insult0.039444692
Profanity0.02208166
Threat0.017674083
Severe Toxicity0.0035095215
Low Tox 0.16043124 Moderate Con 0.415 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Maybe add some ai cows in thumbnails too Lil bro
Maybe add some ai cows in thumbnails too Lil bro
Identity Attack0.012641981
Insult0.03827355
Profanity0.09001675
Threat0.013372798
Severe Toxicity0.0077056885
Low Tox 0.15932569 Low Con 0.251 Meta_Commentary
Feb 16, 2026 Inside Canada's Indian Invasion...
Isn't the thumbnail so disrespectful? Like the littering and stuff? What are you trying to convey Tyler???
Isn't the thumbnail so disrespectful? Like the littering and stuff? What are you trying to convey Tyler???
Identity Attack0.003884775
Insult0.061101943
Profanity0.014395831
Threat0.006420923
Severe Toxicity0.0015449524
Low Tox 0.11367676 Low Con 0.233 Meta_Commentary
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
No problem with the video, but bro change the thumbnail it clearly looks like you are trying to push an agenda, Brampton is clean in the actual video
No problem with the video, but bro change the thumbnail it clearly looks like you are trying to push an agenda, Brampton is clean in the actual video
Identity Attack0.010433395
Insult0.028722567
Profanity0.029050145
Threat0.01101667
Severe Toxicity0.0043296814
Low Tox 0.112643376 Moderate Con 0.441 Meta_Commentary
Feb 3, 2026 3 likes Inside Canada's Indian Invasion...
Change your thumbnail bro
Change your thumbnail bro
Identity Attack0.005919657
Insult0.027605021
Profanity0.035148825
Threat0.010809537
Severe Toxicity0.0037956238
Low Tox 0.1100022 Low Con 0.277 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
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...
Buddy in red on the thumbnail looks like Devon Larratt lol
Buddy in red on the thumbnail looks like Devon Larratt lol
Identity Attack0.009545447
Insult0.028061481
Profanity0.03189224
Threat0.008194493
Severe Toxicity0.00289917
Low Tox 0.09033044 Low Con 0.233 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Ai thumbnail to clickbaiting
Ai thumbnail to clickbaiting
Identity Attack0.0056236745
Insult0.016708933
Profanity0.035900343
Threat0.0138755
Severe Toxicity0.0032234192
Low Tox 0.07371122 Low Con 0.167 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Can’t wait for this one Tyler, can tell by the thumbnail you’re gonna nail it 🤣
Can’t wait for this one Tyler, can tell by the thumbnail you’re gonna nail it 🤣
Identity Attack0.004236255
Insult0.019741343
Profanity0.024267852
Threat0.016292779
Severe Toxicity0.0032997131
Low Tox 0.069754265 Moderate Con 0.394 Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Bro what is that thumbnail genuinely 💔💔
Bro what is that thumbnail genuinely 💔💔
Identity Attack0.006992595
Insult0.014314918
Profanity0.032142747
Threat0.010913103
Severe Toxicity0.0041007996
Low Tox 0.06381883 Moderate Con 0.352 Meta_Commentary
Jan 28, 2026 13 likes Inside Canada's Indian Invasion...
The first thumbnail made me laugh hard 😂
The first thumbnail made me laugh hard 😂
Identity Attack0.008139528
Insult0.0154929245
Profanity0.040409464
Threat0.0130621
Severe Toxicity0.0048828125
Low Tox 0.059232414 Moderate Con 0.382 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Oh come on! The first thumbnail was hilarious! 👱‍♀
Oh come on! The first thumbnail was hilarious! 👱‍♀
Identity Attack0.006030651
Insult0.01819439
Profanity0.028913507
Threat0.010162249
Severe Toxicity0.0030326843
Low Tox 0.057005897 Moderate Con 0.328 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Using a thumbnail and title that exaggerates hardship or selectively shows problems just to attract Indian audiences doesn’t feel honest. Every country — India, Canada, or anywhere else — has positives and negatives. Respect the …
Using a thumbnail and title that exaggerates hardship or selectively shows problems just to attract Indian audiences doesn’t feel honest. Every country — India, Canada, or anywhere else — has positives and negatives. Respect the viewers enough to show reality, not just negativity for clicks.
Identity Attack0.040745795
Insult0.019934712
Profanity0.011902207
Threat0.0064144502
Severe Toxicity0.0011634827
Low Tox 0.056263726 Constructive 0.548 Meta_Commentary
Feb 22, 2026 1 likes Inside Canada's Indian Invasion...
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...
Bro what that thumbnail bro ?
Bro what that thumbnail bro ?
Identity Attack0.006696612
Insult0.013972916
Profanity0.03339528
Threat0.011327368
Severe Toxicity0.0032997131
Low Tox 0.05205809 Moderate Con 0.313 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Wonder why he changed the thumbnail 😂😂😂
Wonder why he changed the thumbnail 😂😂😂
Identity Attack0.005253696
Insult0.013706914
Profanity0.024472807
Threat0.008815889
Severe Toxicity0.002708435
Low Tox 0.050821137 Low Con 0.257
Jan 27, 2026 8 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.