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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: "So Punjab is not a …" 274 comments · Page 8 of 11
2:25 Then tell them to go to Punjab lol a great example by the host!
2:25 Then tell them to go to Punjab lol a great example by the host!
Identity Attack0.073429056
Insult0.043250903
Profanity0.07967158
Threat0.025443908
Severe Toxicity0.010528564
Low Tox 0.1893425 Moderate Con 0.305 Humor_Satire
Feb 8, 2026 Inside Canada's Indian Invasion...
See the thing is cultural shock... First of all the sikhs come from a very conservatives cultural and so in cannada the britishers and french settler earlier so their will be a cultural shock... And …
See the thing is cultural shock... First of all the sikhs come from a very conservatives cultural and so in cannada the britishers and french settler earlier so their will be a cultural shock... And , The main point is the Sikh genocide , so particuarally in 1980's their was a fight between Indian government and radical sikh group to make another own country. So in the civil war our government launched Operation Blue Star in this the holyiest place the Golden temple for sikhs was attacked by Indian army and killed the main terrosist and somehow the main part of Golden Templen was burn.. So then the Sikhs were very government. Then, our prime minister Indhira Ghandhi was assisinate by their sikh body guard and then bcz she was very influencial person, people started riots and revoluting again the Sikhs , like in the main cities like the capital New Delhi people throw stones and boycott the Sikhs and the goverment stop funding their state PUNJAB so their was low job oppurnities and they economically.. So a mass migeration movement happen that every sikh families were moving in Cannada for good quality of Life....
Identity Attack0.20878418
Insult0.06477321
Profanity0.023584666
Threat0.02924249
Severe Toxicity0.0064468384
Low Tox 0.1883923 Constructive 0.686
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
I moved to Brampton got married w White lady got citizenship & collected Govt money all along 😅 & Govt appointed free Lawyer for my immigration case; now im divorced & am sponsoring my whole …
I moved to Brampton got married w White lady got citizenship & collected Govt money all along 😅 & Govt appointed free Lawyer for my immigration case; now im divorced & am sponsoring my whole family & past wife from Punjab..all is well 😊
Identity Attack0.17070955
Insult0.035553806
Profanity0.023584666
Threat0.008764107
Severe Toxicity0.005722046
Low Tox 0.18174082 Constructive 0.701 Personal_Narrative
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
As somebody from southern Indian state of Kerala , I don't relate to any of these. This is pure Punjab, the original Punjab that spreads across West India and Pakistan. It's their culture, language, food …
As somebody from southern Indian state of Kerala , I don't relate to any of these. This is pure Punjab, the original Punjab that spreads across West India and Pakistan. It's their culture, language, food religion etc. and belive me they can be a nuisance too. They are a people who refuse to change.
Identity Attack0.1232452
Insult0.0777699
Profanity0.04742365
Threat0.008505191
Severe Toxicity0.0044441223
Low Tox 0.17631748 Constructive 0.735 Personal_Narrative
Feb 6, 2026 Inside Canada's Indian Invasion...
Candan sikhs are saying : I am from Punjab Candan Hindus are saying : Iam from India.
Candan sikhs are saying : I am from Punjab Candan Hindus are saying : Iam from India.
Identity Attack0.19495805
Insult0.070482984
Profanity0.07708528
Threat0.011819307
Severe Toxicity0.012207031
Low Tox 0.17371799 Moderate Con 0.383 Identity_Assertion
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Just so you know, lots of indians, punjabis come to canada because its cheap ans easy too get too from the punjab region.
Just so you know, lots of indians, punjabis come to canada because its cheap ans easy too get too from the punjab region.
Identity Attack0.22261032
Insult0.053791173
Profanity0.020988565
Threat0.0068287146
Severe Toxicity0.004081726
Low Tox 0.17371799 Moderate Con 0.44 Economic_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
I don’t get why she said she doesn’t feel any racism in Canada. Like do you feel it in Punjab or smth that’s why you had to move?
I don’t get why she said she doesn’t feel any racism in Canada. Like do you feel it in Punjab or smth that’s why you had to move?
Identity Attack0.10221587
Insult0.0623257
Profanity0.05017922
Threat0.006848133
Severe Toxicity0.00415802
Low Tox 0.17025198 Moderate Con 0.463 Question
Feb 8, 2026 2 likes Inside Canada's Indian Invasion...
I went to Brampton last week and whole city seems like it's Punjab of India or Pakistan 😂
I went to Brampton last week and whole city seems like it's Punjab of India or Pakistan 😂
Identity Attack0.18158256
Insult0.03511308
Profanity0.066963166
Threat0.010680079
Severe Toxicity0.006828308
Low Tox 0.1693855 Moderate Con 0.469
Dec 28, 2025 Inside Canada's Indian Metropolis (Brampton)
I was in Niagra Falls a year ago. I thought I was in Punjab. Not the friendliest people. Very clannish and shifty. Act suspicious of everyone. I was also nearly ran off the road by …
I was in Niagra Falls a year ago. I thought I was in Punjab. Not the friendliest people. Very clannish and shifty. Act suspicious of everyone. I was also nearly ran off the road by one who deliberately tried to sideswipe me in a tractor trailer. Very dangerous!
Identity Attack0.083355546
Insult0.06250052
Profanity0.03990845
Threat0.04167421
Severe Toxicity0.0065994263
Low Tox 0.16591948 Constructive 0.682 Personal_Narrative
Jan 27, 2026 72 likes Inside Canada's Indian Invasion...
There are two punjabs the real punjab is in india and one punjab is in pakistan so ask them because indian punjabi will never say tey come from punjab they say they come from india
There are two punjabs the real punjab is in india and one punjab is in pakistan so ask them because indian punjabi will never say tey come from punjab they say they come from india
Identity Attack0.20680901
Insult0.0623257
Profanity0.06295506
Threat0.011560392
Severe Toxicity0.009651184
Low Tox 0.1641865 Moderate Con 0.349 Identity_Assertion
Feb 12, 2026 Inside Canada's Indian Invasion...
Why are these people saying Punjab? Say india! God!
Why are these people saying Punjab? Say india! God!
Identity Attack0.116281845
Insult0.042665333
Profanity0.052183274
Threat0.011042561
Severe Toxicity0.008087158
Low Tox 0.16158698 Low Con 0.229 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada let in pubjabis from the smallest of villages in Punjab and now all Indians are depicted like this. It’s so sad that Indians in general are scapegoated when it’s the government, particularly IRCC’s fault …
Canada let in pubjabis from the smallest of villages in Punjab and now all Indians are depicted like this. It’s so sad that Indians in general are scapegoated when it’s the government, particularly IRCC’s fault for not adequately enforcing their guidelines or doing their due diligence with who they let into the country.
Identity Attack0.17070955
Insult0.058475737
Profanity0.015386449
Threat0.0075083673
Severe Toxicity0.003528595
Low Tox 0.16043124 Constructive 0.547
Nov 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Punjab is not India. They are not considered themselves as Indian
Punjab is not India. They are not considered themselves as Indian
Identity Attack0.17070955
Insult0.033019636
Profanity0.035399333
Threat0.007857903
Severe Toxicity0.0051116943
Low Tox 0.1587729 Low Con 0.232 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I have ti give some context here especaly w the Punjab's and sheiks- they are a heavily persecuted community in Both india and Pakistan, there state of Punjab was split into 2 during the partition, …
I have ti give some context here especaly w the Punjab's and sheiks- they are a heavily persecuted community in Both india and Pakistan, there state of Punjab was split into 2 during the partition, and they often end up getting in the crossfire between the Muslims and Hindus sadly hence why they are eager to leave
Identity Attack0.18313584
Insult0.058475737
Profanity0.043916557
Threat0.012906751
Severe Toxicity0.0065612793
Low Tox 0.1587729 Constructive 0.734 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
They're all Punjabis. 👳‍♂️ Brampton is called Mini Punjab, not Mini India.
They're all Punjabis. 👳‍♂️ Brampton is called Mini Punjab, not Mini India.
Identity Attack0.17459276
Insult0.06285016
Profanity0.040158957
Threat0.0072882893
Severe Toxicity0.0059127808
Low Tox 0.15600902 Moderate Con 0.382 Identity_Assertion
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
Now I understand why Canada doesn't want to be the 51st State. Canada is already New Punjab they don't share our culture or values anymore.
Now I understand why Canada doesn't want to be the 51st State. Canada is already New Punjab they don't share our culture or values anymore.
Identity Attack0.116281845
Insult0.054962315
Profanity0.014259194
Threat0.007081157
Severe Toxicity0.0043678284
Low Tox 0.15324512 Constructive 0.508 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I am sure all the Punjabis that you have spoken to have a Bachelors degree at least.I am not from Punjab, but i was fascinated to see Punjab, you should go to Chandigarh.The people in …
I am sure all the Punjabis that you have spoken to have a Bachelors degree at least.I am not from Punjab, but i was fascinated to see Punjab, you should go to Chandigarh.The people in Punjab want their children to study abroad so that they dont get into drugs and all.Also, it is just a showoff thing to show pictures of pre owned dodge challenger and mustangs to their friends and family back home.
Identity Attack0.10221587
Insult0.06372428
Profanity0.029460056
Threat0.009359611
Severe Toxicity0.0048065186
Low Tox 0.15269235 Constructive 0.694 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Why punjabis say they from punjab 😂😂 not india
Why punjabis say they from punjab 😂😂 not india
Identity Attack0.16159154
Insult0.07903719
Profanity0.07805514
Threat0.010032792
Severe Toxicity0.010910034
Low Tox 0.15158679 Low Con 0.225
Jan 27, 2026 Inside Canada's Indian Invasion...
All those fake certificate producing factories in Punjab and Haryana!!!
All those fake certificate producing factories in Punjab and Haryana!!!
Identity Attack0.059311368
Insult0.14512913
Profanity0.04742365
Threat0.011146127
Severe Toxicity0.0062942505
Low Tox 0.15158679 Low Con 0.188
Jan 7, 2026 IRCC Names India in Study …
Translation Punjab = Pakistan Punjab.
Translation Punjab = Pakistan Punjab.
Identity Attack0.16159154
Insult0.07903719
Profanity0.066963166
Threat0.011974656
Severe Toxicity0.017674843
Low Tox 0.15158679 Low Con 0.257 Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
The fact that they r all from punjab is straight
The fact that they r all from punjab is straight
Identity Attack0.1232452
Insult0.033680726
Profanity0.042413518
Threat0.007741391
Severe Toxicity0.0059509277
Low Tox 0.1460314 Low Con 0.202
Jan 27, 2026 Inside Canada's Indian Invasion...
8:38 Did they move out from India to Canada because of their demand of Khalistan . Simply answer is —- A big NO . They were taken there by British in world war as a …
8:38 Did they move out from India to Canada because of their demand of Khalistan . Simply answer is —- A big NO . They were taken there by British in world war as a worker and some sort of soldier , but they were not the only indian, but some others not from Punjab also went there . Yeah, punjabi sikh are more in number , they have organised groups and institutions there . Some are anti India and some are not , but normal Indians go there seeking more opportunities and income .
Identity Attack0.14233272
Insult0.035333443
Profanity0.017914234
Threat0.007961469
Severe Toxicity0.003604889
Low Tox 0.14429577 Constructive 0.601 Comparative_Framing
Feb 4, 2026 2 likes Inside Canada's Indian Invasion...
Punjabs everywhere
Punjabs everywhere
Identity Attack0.11860296
Insult0.035553806
Profanity0.053435806
Threat0.010835429
Severe Toxicity0.008583069
Low Tox 0.14082454 Moderate Con 0.388 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Most of Indians who call themselves Punjabi don't even wanna acknowledge that Punjab is not a country but a state that belongs to India. So why don't you just say Punjab India? Only Punjab.
Most of Indians who call themselves Punjabi don't even wanna acknowledge that Punjab is not a country but a state that belongs to India. So why don't you just say Punjab India? Only Punjab.
Identity Attack0.13377325
Insult0.035443626
Profanity0.02030538
Threat0.00713294
Severe Toxicity0.0038337708
Low Tox 0.13388206 Moderate Con 0.304 Identity_Assertion
Feb 27, 2026 Inside Canada's Indian Invasion...
I’m the son of Indian immigrants who came into Melbourne, Australia 34 years ago, my mom came with her family of 8 and my father came here by himself. The exact same thing is happening …
I’m the son of Indian immigrants who came into Melbourne, Australia 34 years ago, my mom came with her family of 8 and my father came here by himself. The exact same thing is happening over here. We have suburbs in our eastern side which have turned into pockets of Punjab and Haryana. We have been in the restaurant industry for 30 years now, these students are taking our cash in what is a ‘cashless economy’. We’ve had one particular instance where a former employee faked her marriage certificates in order to get her permanent residency, now she’s in trouble with the authorities and may face some years in jail. The problem is they like taking ‘shortcuts’ and then they get stuck and expect us as employers to save them. The systems put into place have been exhausted to the point where is it useless.
Identity Attack0.083355546
Insult0.06023245
Profanity0.04867618
Threat0.009825659
Severe Toxicity0.0048065186
Low Tox 0.13388206 Constructive 0.795 Personal_Narrative
Oct 9, 2025 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.