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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

click to expand

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: "Smuggler is not punjabi he …" 10 comments
This smuggler isn’t even speaking Punjabi, it’s all Hindi pretending to be a punjabi person lol. Even got you to meet up at a gurdwara so he has cover. Anyone that’s originally from Punjab wouldn’t …
This smuggler isn’t even speaking Punjabi, it’s all Hindi pretending to be a punjabi person lol. Even got you to meet up at a gurdwara so he has cover. Anyone that’s originally from Punjab wouldn’t be speaking Hindi when trying to translate it, dudes a scumbag
Identity Attack0.36942887
Insult0.6677319
Profanity0.4170448
Threat0.033386398
Severe Toxicity0.20067264
Moderate 0.6426206 Moderate Con 0.336 Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Smuggler is not punjabi he is speaking in urdu because he is from pakistan he is liar
Smuggler is not punjabi he is speaking in urdu because he is from pakistan he is liar
Identity Attack0.44690517
Insult0.5678696
Profanity0.29209393
Threat0.085497424
Severe Toxicity0.16960317
Moderate 0.49139655 Low Con 0.176 Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
🛑🛑Your Sidhu smuggler wasn’t a PUNJABI he was a Hindu from haryana speaking Hindi and haryanvi, they do that to spoil the name of punjabis & they do a lot of illegal activities in Canada, …
🛑🛑Your Sidhu smuggler wasn’t a PUNJABI he was a Hindu from haryana speaking Hindi and haryanvi, they do that to spoil the name of punjabis & they do a lot of illegal activities in Canada, including extortions !!!! Please make sure you don’t give out wrong information, and spread misinformation towards Punjabis 😊 thank you love your channel ☮️☮️☮️☮️
Identity Attack0.3819294
Insult0.35016364
Profanity0.09260304
Threat0.0347677
Severe Toxicity0.024631912
Moderate 0.39987978 Constructive 0.701
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
16:58 17:14 17:46 all these instances you say it’s “Punjabi” when in reality it is Hindi. You are spreading misinformation for some unknown reason. Your Smuggler is faking his identity and you’re too oblivious to …
16:58 17:14 17:46 all these instances you say it’s “Punjabi” when in reality it is Hindi. You are spreading misinformation for some unknown reason. Your Smuggler is faking his identity and you’re too oblivious to it.
Identity Attack0.17769934
Insult0.26957804
Profanity0.13168186
Threat0.019746035
Severe Toxicity0.019482423
Moderate 0.37751234 Low Con 0.232 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Brooo!! The smuggler ain’t speaking Punjabi!! They just using fake namess! He is probably speaking haryanvi or hindi ….
Brooo!! The smuggler ain’t speaking Punjabi!! They just using fake namess! He is probably speaking haryanvi or hindi ….
Identity Attack0.18705739
Insult0.3682569
Profanity0.15371579
Threat0.024062606
Severe Toxicity0.01986976
Moderate 0.33836752 Low Con 0.224 Question
Feb 21, 2026 Inside Canada's Indian Invasion...
Smuggler speaking Hindi not Punjabi lool
Smuggler speaking Hindi not Punjabi lool
Identity Attack0.17614605
Insult0.37279442
Profanity0.26621178
Threat0.025098583
Severe Toxicity0.023364257
Moderate 0.33504707 Low Con 0.264 Humor_Satire
Feb 17, 2026 Inside Canada's Indian Invasion...
The human smuggler isn’t talking in Punjabi it’s actually hindi and haryanvi and they’re not Punjabi or Sikh they’re haryanvi
The human smuggler isn’t talking in Punjabi it’s actually hindi and haryanvi and they’re not Punjabi or Sikh they’re haryanvi
Identity Attack0.23163283
Insult0.24928534
Profanity0.12035047
Threat0.02924249
Severe Toxicity0.021548226
Low Tox 0.25462922 Low Con 0.25 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
IMPORTANT-Before posting anything, it’s important to understand the situation clearly. Many Punjabis feel frustrated because they believe they are not given the freedom and respect they deserve within India bcz of Hindu and other communities. …
IMPORTANT-Before posting anything, it’s important to understand the situation clearly. Many Punjabis feel frustrated because they believe they are not given the freedom and respect they deserve within India bcz of Hindu and other communities. In this particular case, the smuggler was not Punjabi but a Hindu who was speaking Hindi. Incidents like this increase the frustration among some Punjabis and contribute to the demand for greater autonomy or a separate homeland. Many feel they are tired of being blamed or judged because of actions that are not even connected to their community. That's why we ask for separate land from them bcz we are fed up too.
Identity Attack0.1714862
Insult0.06267534
Profanity0.039407436
Threat0.015947454
Severe Toxicity0.0060653687
Low Tox 0.15932569 Constructive 0.813 Identity_Assertion
Feb 16, 2026 Inside Canada's Indian Invasion...
IMPORTANT-Before posting anything, it’s important to understand the situation clearly. Many Punjabis feel frustrated because they believe they are not given the freedom and respect they deserve within India bcz of Hindu and other communities. …
IMPORTANT-Before posting anything, it’s important to understand the situation clearly. Many Punjabis feel frustrated because they believe they are not given the freedom and respect they deserve within India bcz of Hindu and other communities. In this particular case, the smuggler was not Punjabi but a Hindu who was speaking Hindi. Incidents like this increase the frustration among some Punjabis and contribute to the demand for greater autonomy or a separate homeland. Many feel they are tired of being blamed or judged because of actions that are not even connected to their community. That's why we ask for separate land from them bcz we are fed up too.
Identity Attack0.17070955
Insult0.06285016
Profanity0.03915693
Threat0.016120117
Severe Toxicity0.0061035156
Low Tox 0.15932569 Constructive 0.813 Identity_Assertion
Feb 16, 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...

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.