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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

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Active: "So Punjab is not a …" 274 comments · Page 10 of 11
Punjab the red neck state of India. In India they are truck drivers and in the west they are truck drivers. Great progression.
Punjab the red neck state of India. In India they are truck drivers and in the west they are truck drivers. Great progression.
Identity Attack0.057037655
Insult0.030375287
Profanity0.017436003
Threat0.007586042
Severe Toxicity0.0028800964
Low Tox 0.0926474 Moderate Con 0.378 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
10 years ago, I had an job interview with rcmp at surrey bc detachment. 3 panels interviewers, 2 of them are indian male, and one white female. One indian male interviewer asked me if I …
10 years ago, I had an job interview with rcmp at surrey bc detachment. 3 panels interviewers, 2 of them are indian male, and one white female. One indian male interviewer asked me if I could speak punjab.
Identity Attack0.10221587
Insult0.018323302
Profanity0.019690514
Threat0.008039144
Severe Toxicity0.0022792816
Low Tox 0.091913216 Constructive 0.613
Oct 3, 2025 3 likes IRCC Names India in Study …
Come to the Central Valley California it's exactly like this. Specifically from Punjab. They had those Khalistan posters all over the place here too.
Come to the Central Valley California it's exactly like this. Specifically from Punjab. They had those Khalistan posters all over the place here too.
Identity Attack0.05976611
Insult0.021417208
Profanity0.021056883
Threat0.008349842
Severe Toxicity0.0029563904
Low Tox 0.08241652 Constructive 0.594 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Ok out of all the videos of Punjab he showed this 2:31
Ok out of all the videos of Punjab he showed this 2:31
Identity Attack0.020078164
Insult0.016708933
Profanity0.035399333
Threat0.011922873
Severe Toxicity0.005378723
Low Tox 0.07845957 Low Con 0.295 Meta_Commentary
Feb 3, 2026 6 likes Inside Canada's Indian Invasion...
What I really found out from this video today that India and Punjab are 2 different countries......😂
What I really found out from this video today that India and Punjab are 2 different countries......😂
Identity Attack0.04048799
Insult0.01767874
Profanity0.028230323
Threat0.008582866
Severe Toxicity0.0035095215
Low Tox 0.077668175 Moderate Con 0.431 Humor_Satire
Feb 25, 2026 Inside Canada's Indian Invasion...
You should go just north of the Pearson airport to The (Great Punjab Business Centre) there is like 20+ immigration lawyers on 1 plaza and trucking school there is also another plaza that looks just …
You should go just north of the Pearson airport to The (Great Punjab Business Centre) there is like 20+ immigration lawyers on 1 plaza and trucking school there is also another plaza that looks just like this one in Surrey BC- (Payal Business Centre) both of these places have the biggest Indian population's no other culture needs this many immigration lawyers
Identity Attack0.052944973
Insult0.020579277
Profanity0.014874061
Threat0.006977591
Severe Toxicity0.0022697449
Low Tox 0.07687678 Constructive 0.616 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
There are places in Punjab India where entire villages have migrated to Canada en mass. And having criminal record did not stop them from migrating no questions asked just come..
There are places in Punjab India where entire villages have migrated to Canada en mass. And having criminal record did not stop them from migrating no questions asked just come..
Identity Attack0.041261412
Insult0.023995465
Profanity0.010125926
Threat0.0064727063
Severe Toxicity0.0014400482
Low Tox 0.07608539 Constructive 0.524 Unverified_Claim
Feb 18, 2026 5 likes Canadian immigration officers investigating hundreds …
For punjab you could have shown golden temple. Any sardar riding a bike on a road is not Punjab. It could be anywhere in the country
For punjab you could have shown golden temple. Any sardar riding a bike on a road is not Punjab. It could be anywhere in the country
Identity Attack0.04435511
Insult0.027347196
Profanity0.018597418
Threat0.008323951
Severe Toxicity0.0028038025
Low Tox 0.07450261 Moderate Con 0.301 Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
Well its not really India, its more like Punjab!
Well its not really India, its more like Punjab!
Identity Attack0.05089863
Insult0.019870255
Profanity0.026590679
Threat0.007974415
Severe Toxicity0.0032997131
Low Tox 0.067380086 Low Con 0.215
Jan 27, 2026 Inside Canada's Indian Invasion...
What is punjab, why don’t they call themselves the same
What is punjab, why don’t they call themselves the same
Identity Attack0.04023018
Insult0.023608726
Profanity0.020988565
Threat0.007832011
Severe Toxicity0.002632141
Low Tox 0.0665887 Low Con 0.194 Question
Jan 28, 2026 Inside Canada's Indian Invasion...
📖 Rapid Indian Immigration in Canadian Cities (0:00 - 2:10) ├─ 0:00 Racism and Stereotypes Against Indian Immigrants ├─ 0:32 Mass Migration of Indian Immigrants to Canada ├─ 1:00 Human Smuggling and Immigration Issues └─ …
📖 Rapid Indian Immigration in Canadian Cities (0:00 - 2:10) ├─ 0:00 Racism and Stereotypes Against Indian Immigrants ├─ 0:32 Mass Migration of Indian Immigrants to Canada ├─ 1:00 Human Smuggling and Immigration Issues └─ 1:50 Immigration and Cultural Assimilation in Canada 📖 Impact of Indian Immigration on Local Communities (2:10 - 3:20) └─ 2:10 Impact of Indian Immigration on Local Communities 📖 Racial Tensions and Demographic Changes in Bmpton (3:20 - 4:38) ├─ 3:20 Racial Diversity and Demographic Changes └─ 3:58 Racial Tensions and Experiences in Multicultural Settings 📖 Racism and Xenophobia in Canadian Communities (4:38 - 6:09) ├─ 4:38 Racism and Xenophobia in Canadian Communities ├─ 5:14 Negative Views on Immigration and Cultural Differences └─ 5:49 Consequences of Demographic Replacement in Bmpton 📖 Driving Habits and Road Safety Concerns (6:09 - 7:30) ├─ 6:09 Distracted and Aggressive Driving in Canada ├─ 6:43 Poor Driving Habits in Canada └─ 7:04 Distracted Driving in Bmpton Residents 📖 Indian Immigration and Economic Impact (7:30 - 8:48) ├─ 7:30 Immigrant Experiences in Canada's Indian Community └─ 8:17 Rise of Ethnic Nationalism in Canada 📖 Hanuman Symbolism in Multicultural Communities (8:48 - 10:25) ├─ 8:48 Canada's Changing Demographics and Cultural Symbols ├─ 9:29 Earning Money through Mobile Games └─ 9:58 Making Money with Mobile Apps 📖 Punjabi Independence Movement and Human Smuggling (10:25 - 11:46) ├─ 10:25 Punjab Independence Movement and Kalistan ├─ 10:50 India's Economic and Political Challenges └─ 11:13 Human Smuggling Across the Canada-US Border 📖 Human Trafficking Sting Operation Setup (11:46 - 13:34) ├─ 11:46 Arranging a Pickup for Human Trafficking ├─ 12:20 Human Trafficking Sting Operation Risks and Preparations └─ 12:50 Human Trafficking and Kidnapping Fears and Preparations 📖 Human Trafficking through Student Visa Scams (13:34 - 14:49) 📖 Crossing the US-Canada Border Illegally (14:49 - 16:56) ├─ 14:49 Crossing the US-Canada Border Illegally ├─ 15:20 Crossing the Canadian Border Anxieties ├─ 15:50 Traveling to Canada in Winter └─ 16:18 Phone Theft and Harassment Tactics 📖 Crossing the Border Illegally with a Smuggler (16:56 - 18:21) ├─ 16:56 Crossing the Border Illegally in Canada ├─ 17:29 Smuggling Items Past Border Patrol └─ 17:53 Safety Concerns in Traveling to Canada 📖 Human Smuggling Operation in Canada (18:21 - 22:02) ├─ 18:21 Crossing the Border Illegally with Smugglers ├─ 19:04 Emergency Preparations and Safe Houses └─ 19:45 Human Smuggling Operations in Canada Exposed
Identity Attack0.06249457
Insult0.02212623
Profanity0.019690514
Threat0.0104988385
Severe Toxicity0.005302429
Low Tox 0.06500591 Constructive 0.543
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Punjab??? Why don't they say INDIA???
Punjab??? Why don't they say INDIA???
Identity Attack0.047706615
Insult0.018129934
Profanity0.020920247
Threat0.0076119336
Severe Toxicity0.0028800964
Low Tox 0.06381883 Low Con 0.264 Identity_Assertion
Feb 20, 2026 1 likes Inside Canada's Indian Invasion...
I am an Indo-canadian who migrated from UAE 2 decades ago. Came thro proper channel of PR and became a citizen 4 yrs later. Qualified as a CPA burning the midnight oil, raised 2 kids …
I am an Indo-canadian who migrated from UAE 2 decades ago. Came thro proper channel of PR and became a citizen 4 yrs later. Qualified as a CPA burning the midnight oil, raised 2 kids thro Univ who are employed now. Trudeau, to be in power, joined hands with Jagmeet Singh. I know of a 2 shutter shop in Brampton East, registered as a college, which issued 4000 student visas. I wonder whether the Immigration dept checked on the college before issuing the visas. Now, we have students, whose visas have expired, whose families in India have mortgaged everything (primarily from Punjab, Haryana & Gujarat) who are here working for cash. I think we must revisit the files, track them out, see their educational background and give them opportunites. Indian origin folks must also educate their families back home on reality. With a growth rate of 7% + India is the country to be in, for these youngsters, to grow in life
Identity Attack0.01656105
Insult0.02618698
Profanity0.015249812
Threat0.0070034824
Severe Toxicity0.0017642975
Low Tox 0.056758508 Constructive 0.839 Personal_Narrative
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Omg you came here! Thanks so much for covering this. I was shoveling snow all day and didn’t see a single punjab with a shovel in their hand
Omg you came here! Thanks so much for covering this. I was shoveling snow all day and didn’t see a single punjab with a shovel in their hand
Identity Attack0.023796257
Insult0.019934712
Profanity0.028913507
Threat0.009696201
Severe Toxicity0.0031471252
Low Tox 0.055521555 Constructive 0.532 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
@TylerOliveira Each State in INDIA🇮🇳 has its Own Culture, Language, Heritage, Cuisine, Traditional Dances and Festivals. Don't Flex the Words in your Video. They are from Punjab and in Punjab they Speak Punjabi. Note: 85% …
@TylerOliveira  Each State in INDIA🇮🇳 has its Own Culture, Language, Heritage, Cuisine, Traditional Dances and Festivals. Don't Flex the Words in your Video. They are from Punjab and in Punjab they Speak Punjabi. Note: 85% of Indian Born and Canadian Indian Born are Punjabis Rest are Haryanvi, Gujarati, Tamilan, Teluguits, Malyalis, Bengalis are remaining 14% in Canada 🇨🇦. -------- My Language is Kannada and we are not even 1% of Canadian Indian Population.
Identity Attack0.041003603
Insult0.017485369
Profanity0.012243799
Threat0.0059257476
Severe Toxicity0.0016498566
Low Tox 0.050573748 Constructive 0.628 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Many Punjabis say from Punjab whereas the rest say from India.
Many Punjabis say from Punjab whereas the rest say from India.
Identity Attack0.052490227
Insult0.017807651
Profanity0.019212283
Threat0.006925808
Severe Toxicity0.0017642975
Low Tox 0.049831573 Low Con 0.293 Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
Total population of Punjab is not even 1 % of india
Total population of Punjab is not even 1 % of india
Identity Attack0.036878675
Insult0.016860934
Profanity0.022833163
Threat0.0074954215
Severe Toxicity0.0025558472
Low Tox 0.049584184 Low Con 0.147 Comparative_Framing
Feb 6, 2026 Inside Canada's Indian Invasion...
Everyone punjab 😅
Everyone punjab 😅
Identity Attack0.036878675
Insult0.028612386
Profanity0.03840541
Threat0.009463178
Severe Toxicity0.004234314
Low Tox 0.049584184 Moderate Con 0.356 Identity_Assertion
Feb 21, 2026 Inside Canada's Indian Invasion...
Why do some of them answer with Punjab instead of India when asked where they are from.... hmmm
Why do some of them answer with Punjab instead of India when asked where they are from.... hmmm
Identity Attack0.033784978
Insult0.017012933
Profanity0.0147374235
Threat0.0068999166
Severe Toxicity0.0015449524
Low Tox 0.048842013 Low Con 0.277
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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...
"Punjab" is an Indian State. I do not know why they say that they are from Punjab.
"Punjab" is an Indian State. I do not know why they say that they are from Punjab.
Identity Attack0.037394293
Insult0.014390918
Profanity0.01982715
Threat0.0072365063
Severe Toxicity0.0017261505
Low Tox 0.044388983 Moderate Con 0.424 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I did two work trips near Toronto, in a community predominately Indian and Punjab, and both times I worked with the same two Indian local contractors. The second time I came back unannounced, which lapsed …
I did two work trips near Toronto, in a community predominately Indian and Punjab, and both times I worked with the same two Indian local contractors. The second time I came back unannounced, which lapsed by like 6 months, they somehow remembered my name 😅 They weren't the brightest but I absolutely appreciate the respect they showed me, especially when they kept calling me Mr. FirstName.
Identity Attack0.029144434
Insult0.018001022
Profanity0.013951761
Threat0.006479179
Severe Toxicity0.0013637543
Low Tox 0.042657252 Constructive 0.755 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
PUNJAB ZINDABAD RAHHHHHHHHHHHHHHHH
PUNJAB ZINDABAD RAHHHHHHHHHHHHHHHH
Identity Attack0.026007013
Insult0.024124376
Profanity0.03189224
Threat0.015774792
Severe Toxicity0.0077056885
Low Tox 0.03969839 Low Con 0.146 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
99% of people are from Punjab, not from whole India.
99% of people are from Punjab, not from whole India.
Identity Attack0.034042787
Insult0.013744914
Profanity0.017914234
Threat0.006427396
Severe Toxicity0.0015163422
Low Tox 0.03781283 Low Con 0.263 Unverified_Claim
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Punjab= India.
Punjab= India.
Identity Attack0.029660052
Insult0.020450363
Profanity0.01941724
Threat0.0075083673
Severe Toxicity0.003566742
Low Tox 0.036162965 Low Con 0.292 Identity_Assertion
Jan 29, 2026 1 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.