Skip to content
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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "I am embarrassed to say …" 7 comments
WHAT A SHAME,BECAUSE OF THEIR FRAUD,HOW MANY CANADIAN FAMILIES,STUDENTS,YOUTHS,ADULTS LOST THEIR JOB,LOST THEIR HOMES. MS.ZAFAR IS LYING LYING,LYING,HOW CAN A LARGE NUMBER OF INDIAN STUDENTS CAN DISAPPEAR,THEY THINK,BY SAYING" DISAPPEARED, THE STUDENTS AND THEIR STATUS …
WHAT A SHAME,BECAUSE OF THEIR FRAUD,HOW MANY CANADIAN FAMILIES,STUDENTS,YOUTHS,ADULTS LOST THEIR JOB,LOST THEIR HOMES. MS.ZAFAR IS LYING LYING,LYING,HOW CAN A LARGE NUMBER OF INDIAN STUDENTS CAN DISAPPEAR,THEY THINK,BY SAYING" DISAPPEARED, THE STUDENTS AND THEIR STATUS WILL BE PORTECTED. 100% THEY MADE LOTS OF MONEY FROM THESE STUDENTS AND LET THEM DISAPPEAR. SHAME THEY SHOULD BE REMOVED FROM IRCC. THEY ARE INCOMPETENT AND GENETICALLY FRAUD. REMOVE,REMOVE,THEY BELONG IN THE PRISON,IF THEY ARE NOT HONEST AND DONT TRY TO TRACK THOSE DISAPPEARED STUDENT. THEY SHOULD BE SENT TO PRISON.THEY KNEW IT,THEY HAVE THEIR PHONE AND THEIR ADDRESS. WHAT A SHAME. WE CANADIANS DONT WANT FRAUD,CROOKED PEOPLE WORKING IN IRCC. SHAME,DISGUSTING,WHAT AN EMBARRASSMENT.
Identity Attack0.27991617
Insult0.54471385
Profanity0.10425757
Threat0.18597278
Severe Toxicity0.043077253
Moderate 0.5140397 Moderate Con 0.373 Insult
Oct 10, 2025 1 likes IRCC Names India in Study …
Lena Diab is an embarrassment, and sadly, I say that as someone who lives in her riding and sees her up close (shame on my neighbours!). And I think we have to assume that she …
Lena Diab is an embarrassment, and sadly, I say that as someone who lives in her riding and sees her up close (shame on my neighbours!). And I think we have to assume that she remains the Immigration Minister because Carney wants the file to be mismanaged, or he would replace her.
Identity Attack0.015757138
Insult0.48627716
Profanity0.06044999
Threat0.010447056
Severe Toxicity0.011291504
Moderate 0.4269174 Constructive 0.582 Policy_Critique
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
9:04 "they walk naked, so its kind of embarrassing" says the dude who is walking naked....
9:04 "they walk naked, so its kind of embarrassing" says the dude who is walking naked....
Identity Attack0.04203484
Insult0.18728738
Profanity0.25367188
Threat0.020954676
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.239 Humor_Satire
Sep 22, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
´´I worked... These people don´t work. They work for cash...´´ Literally contradicted himself in the same sentence. Buddy just say you are racist at this point, and stop embarrassing yourself. 😂
´´I worked... These people don´t work. They work for cash...´´ Literally contradicted himself in the same sentence. Buddy just say you are racist at this point, and stop embarrassing yourself. 😂
Identity Attack0.08004672
Insult0.40243408
Profanity0.07708528
Threat0.008298059
Severe Toxicity0.010604858
Moderate 0.39644176 Low Con 0.2 Humor_Satire
Oct 17, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
So embarrassing to see fellow Indians behaving this way. The other immigrant groups are also doing their own s&!t. This is so wrong, discourteous and the sense of entitlement is so misplaced. As human being …
So embarrassing to see fellow Indians behaving this way. The other immigrant groups are also doing their own s&!t. This is so wrong, discourteous and the sense of entitlement is so misplaced. As human being we should respect the host culture and not behave like aspiring neo-colonizers. Add value to places that you call home and become an unobtrusive part of the mosaic. Those of us who say this, face hate from our own!😢
Identity Attack0.34649673
Insult0.31740165
Profanity0.07870171
Threat0.0115345
Severe Toxicity0.014769804
Moderate 0.37576625 Constructive 0.684 Moral_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
I have only one question.. why is the government allowing them into the country ? What is the reason and who is it benefiting??? As I commented before , my parents came to Canada in …
I have only one question.. why is the government allowing them into the country ? What is the reason and who is it benefiting??? As I commented before , my parents came to Canada in 1966 I was just a baby , Canada had endless jobs in manufacturing, and especially in the construction sector , I will say that immigrants back then , Italians , and Portuguese really built this country , the men and women worked sometimes two jobs , no hand out from the government , no sick days , Canada was beautiful growing up , .. that’s how I remember it , other immigrants followed , from Poland , and then the Indians started to come in by the 80”s .. fast forward to now , I’m embarrassed of our country , it’s disgraceful and disgusting, the transition from back then to now , I feel like I’m living in India , dirty , scammers , gangs , thief’s , murders , ignorant , entitlement; disrespectful etc .. facts , one thing that I can’t wrap my head around is the language barrier , why are these people working in customer service ? Why are they dealing with the public ??? Why are they in the health care industry, nurses , doctors etc , when they can’t speak the language???? Why are they accepted in these highly skilled positions? Just because you have the skill ? Isn’t knowing the language and being able to communicate a requirement regardless what job you have ? Why is the government allowing them in this country and then paying for them to have all these resources available to them ? Why ?? We need to start helping the people that have contributed to this country , that paid taxes and their dues FIRST … we do not have enough affordable housing , jobs , hospitals ,etc .Canada has falling , they are a financial strain on this country , it needs to STOP.. this isn’t the 60”s anymore Canada is to the max , no opportunity here anymore , send them back !
Identity Attack0.06249457
Insult0.05964688
Profanity0.018324144
Threat0.0072106146
Severe Toxicity0.0032043457
Low Tox 0.12260055 Constructive 0.724
Aug 27, 2025 2 likes Why Canadians Are Turning Against …
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated …
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated in the 80s and 90s had to assimilate and become “Canadian” which in hindsight was for the best. I learned about my culture and language at home, but my parents, emphasized the importance of being “Canadian first” and being a part of society and “fitting in.” This wasn’t at all a bad thing. I learned to ski, skate, make ice lollies with snow and syrup, went camping, played sports… I feel embarrassed when Indians are looked at in this light, but its true. 90% of this new wave of immigrants on “student visas,” dont intend to actually obtain any sort of an education, instead they use it as a pathway for permanent residency. I know this because I have relatives who say this out loud behind closed doors. I don’t agree with any of it, and quite frankly it’s very embarrassing, but most of us first generation Indian Canadians feel very upset about how its all played out and the negative light in which our people are now viewed under. Personally, I agree they arent interested in becoming culturally Canadian, they just want to be in Canada for financial reasons. They stay in their groups, dont integrate and think somehow this will play out well. It isnt discrimination when your own people also feel this way. I have yet to meet a first gen Canadian who disagrees
Identity Attack0.02138452
Insult0.017088935
Profanity0.014874061
Threat0.0066215824
Severe Toxicity0.0014781952
Low Tox 0.037577134 Constructive 0.762 Personal_Narrative
Feb 3, 2026 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.