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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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "I am so ashamed and …" 40 comments · Page 2 of 2
Why was it when Harper was Prime Minister, our Country was prosperous . Then Trudeau hit, followed by elbows up Carnage Carney and look where we are now. People who voted in this mess should …
Why was it when Harper was Prime Minister, our Country was prosperous . Then Trudeau hit, followed by elbows up Carnage Carney and look where we are now. People who voted in this mess should be ashamed for being part of destroying this Country.
Identity Attack0.015757138
Insult0.27558193
Profanity0.023516348
Threat0.033386398
Severe Toxicity0.0061798096
Moderate 0.3127066 Moderate Con 0.346 Policy_Critique
Aug 26, 2025 Why Canadians Are Turning Against …
Canada’s government should be ashamed
Canada’s government should be ashamed
Identity Attack0.18158256
Insult0.20901857
Profanity0.049928714
Threat0.012958534
Severe Toxicity0.0076293945
Moderate 0.30527395 Low Con 0.159 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
If I was an indigenous “Native (North) American” I’d be ashamed and furious at how brainwashed (by the tribe of Israel) the modern yt person is to just give back the land that my ancestors …
If I was an indigenous “Native (North) American” I’d be ashamed and furious at how brainwashed (by the tribe of Israel) the modern yt person is to just give back the land that my ancestors bled for and lost to any random brownoid from any corner of the globe. We won this land after conquest and we should respect it and ourselves by keeping it traditional to our culture.
Identity Attack0.28034934
Insult0.16480011
Profanity0.0913099
Threat0.010421164
Severe Toxicity0.011062622
Low Tox 0.28857216 Moderate Con 0.489 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
As an Indian I am completely ashamed of the way Indians are representing our country outside and honestly I understand the point of view from the Canadians ,when u migrate to another country you are …
As an Indian I am completely ashamed of the way Indians are representing our country outside and honestly I understand the point of view from the Canadians ,when u migrate to another country you are supposed to adjust to their culture and their principles but unfortunately these people have turned it into a mini india there which simantaneously affects a lot of Indians who live outside as well because they have to deal with stereotypical and racial comments.I am completely against the way they celebrate our festivals outside its a nuisance to both the countries.
Identity Attack0.36702603
Insult0.16802633
Profanity0.058946952
Threat0.0091524795
Severe Toxicity0.01159668
Low Tox 0.28674445 Constructive 0.784 Identity_Assertion
Dec 21, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Bro as an Indian living in india I am just feeling ashamed
Bro as an Indian living in india I am just feeling ashamed
Identity Attack0.2795294
Insult0.083112895
Profanity0.08290444
Threat0.010239923
Severe Toxicity0.010299683
Low Tox 0.27412915 Moderate Con 0.481 Personal_Narrative
Feb 14, 2026 Inside Canada's Indian Invasion...
Please don't say indian I feel ashamed, the so called invaders are from punjab which is the north part of india who speaks Hindi. We are from south most tip of india :kerala we don't …
Please don't say indian I feel ashamed, the so called invaders are from punjab which is the north part of india who speaks Hindi. We are from south most tip of india :kerala we don't invade any country we blend with other country's culture. And we speak "malayalam" as our language. India does consist of 28 completely different states and 22 plus different languages. Everyone is different in their culture and language spoken and the food itself. And I am also sad I came to canada from kerala to get a foreign exposure but sadly I saw more punjabis, gujaratis and many hindi language speaking north indians more than canadians😢. We keralites get the racism not from canadians but from these so called Punjabis and gujaratis the hindi speaking people. Its awful
Identity Attack0.27701542
Insult0.15343215
Profanity0.054437835
Threat0.008945347
Severe Toxicity0.009117126
Low Tox 0.26104406 Constructive 0.794 Personal_Narrative
Feb 24, 2026 Inside Canada's Indian Invasion...
As a person from India, I feel ashamed to know that large numbers of Indians are involved in fraudulent document submissions. Student visas, LMIA , PNPs , and even intra company transfers are widely misused.
As a person from India, I feel ashamed to know that large numbers of Indians are involved in fraudulent document submissions. Student visas, LMIA , PNPs , and even intra company transfers are widely misused.
Identity Attack0.28034934
Insult0.08582769
Profanity0.026180768
Threat0.008362788
Severe Toxicity0.0064468384
Low Tox 0.25462922 Constructive 0.623 Personal_Narrative
Nov 4, 2025 IRCC Names India in Study …
I am shocked to hear this from a CBC reporter saying IMMIGRANTS get money from the government!! Where on earth did you get this ,outrageous information!! People who apply to come to Canada as legal …
I am shocked to hear this from a CBC reporter saying IMMIGRANTS get money from the government!! Where on earth did you get this ,outrageous information!! People who apply to come to Canada as legal immigrants , have to go through a strict points system.that can take years . Plus medical and security checks. They have to speak English or French , be educated and most of all have a skill ,trade or profession that Canada needs!as Canada does not have enough highly skilled workers. Like IT professionals, doctors ,engineers, nurses etc. They have to have a job offer .etc etc .They have to have the means to support themselves and their family . It is appalling to hear this nonsense and misinformation. Secondly when talking about refugees the ones who come across the border with no documentation, come on their own and do not fall in the 3 categories you mention? How outrageous are you to say the ones coming in illegally across the border are 1 privately sponsored, 2 government sponsored 3 or mix of both! This sort of wrong , I’ll informed information from CBC Reporter like you that causes racism, you should be ashamed-of yourself to do this outrageous, misleading and wrong information.CBC should apologize and remove this misinformation.
Identity Attack0.11047905
Insult0.09855611
Profanity0.13432594
Threat0.0074048014
Severe Toxicity0.008087158
Low Tox 0.24282593 Constructive 0.636
Jun 14, 2024 How much do refugees and …
I'm ashamed as an indian national, the least they could do is integrate - I don't find other nationals having the same trend, why just us everywhere!?
I'm ashamed as an indian national, the least they could do is integrate - I don't find other nationals having the same trend, why just us everywhere!?
Identity Attack0.25140062
Insult0.07333439
Profanity0.062454045
Threat0.008466354
Severe Toxicity0.006713867
Low Tox 0.2396185 Constructive 0.604 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
As an Indian i feel really ashamed of the kind of precedence we are setting in Canada.
As an Indian i feel really ashamed of the kind of precedence we are setting in Canada.
Identity Attack0.16373143
Insult0.06564732
Profanity0.023721304
Threat0.0071847234
Severe Toxicity0.0036239624
Low Tox 0.19504376 Moderate Con 0.463 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
9:25 when that person said ' I am proud to be Canadian', as an Indian I feel ashamed of that person. What is not there in India. Of course we can go to countries like …
9:25 when that person said ' I am proud to be Canadian', as an Indian I feel ashamed of that person. What is not there in India. Of course we can go to countries like Canada, USA to build a better professional life but not for a long time. Definitely not. It is someone else country. We don't have the right to take away their property.
Identity Attack0.17226285
Insult0.061626412
Profanity0.0166845
Threat0.007365964
Severe Toxicity0.003566742
Low Tox 0.18744208 Constructive 0.681
Oct 7, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
2026 Ashamed of nothing , offended by everything , no accountability for anything, contribute to nothing, entitled to everything, blame everyone else for everything! Meh
2026 Ashamed of nothing , offended by everything , no accountability for anything, contribute to nothing, entitled to everything, blame everyone else for everything! Meh
Identity Attack0.00569767
Insult0.07840354
Profanity0.018119188
Threat0.007417747
Severe Toxicity0.002822876
Low Tox 0.17891699 Low Con 0.276 Identity_Assertion
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
Ashamed your elected leaders allowed this to happen. They gave away the town.
Ashamed your elected leaders allowed this to happen. They gave away the town.
Identity Attack0.006289636
Insult0.07365121
Profanity0.015898837
Threat0.008311004
Severe Toxicity0.00207901
Low Tox 0.15213956 Moderate Con 0.33
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Discuting! There is family who were in Québec for 2-3 years and learn french, have a job and there children go to school and now are afraid to be deported! It is unfair because they …
Discuting! There is family who were in Québec for 2-3 years and learn french, have a job and there children go to school and now are afraid to be deported! It is unfair because they were in a program who said that come to Canada and you will have citizenship if you adapt to our country. We change the rules in middle of the program!!! Those people left everything to come to our country! It's an honor for us that they choose to come here. We need people for specific jobs and send them back??? That is looking like Trump manner!!! We should be angry and ashame of the way liberal treat those people!!! We live in a really crual world! Where are our humanity and empathy??? There is a lot of good people who come here to have a good life and be good citizens. I met an young woman from Ukraine and I said to her: I love Ukraine! She jump in my arms and put her head in my shoulder!!! That is a moment I will never forget...
Identity Attack0.058856625
Insult0.061626412
Profanity0.017777596
Threat0.007624879
Severe Toxicity0.004081726
Low Tox 0.1460314 Constructive 0.792 Moral_Argument
Jan 1, 2026 Deportations From Canada at Their …
Listen, immigration has always been a strength in this country but bringing millions of immigrants at the same time into a country made no sense. Trudeau's government should be ashamed but they'll never take responsibility …
Listen, immigration has always been a strength in this country but bringing millions of immigrants at the same time into a country made no sense. Trudeau's government should be ashamed but they'll never take responsibility for their mistakes. Now everything is messed up and it's going to take years to fix. Unfortunately these TFWP programs all need to stop - Canada is broken right now.
Identity Attack0.052490227
Insult0.060927123
Profanity0.013712646
Threat0.0071847234
Severe Toxicity0.0025367737
Low Tox 0.12520397 Constructive 0.562 Policy_Critique
Nov 21, 2025 Quebec Ends Economic Immigration Program …

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.