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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 #}

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Active: "Do not visit!" 217 comments · Page 7 of 9
Come visit Australia (and particularly the big cities like Sydney, Melbourne & Brisbane) and you'll find exactly the same thing here. We are in the middle of a huge immigration wave initiated by the socialist …
Come visit Australia (and particularly the big cities like Sydney, Melbourne & Brisbane) and you'll find exactly the same thing here. We are in the middle of a huge immigration wave initiated by the socialist Labor government that is overwhelming infrastructure, housing supply & affordability and healthcare services. Driving standards have also decreased markedly and at the same time vehicle accident rates have risen exponentially, along with a steep and sustained increase in car insurance premiums in the time since this current immigration wave began after Covid due to increased accident rates and fraudulent insurance claims. Indians make up the second largest group of these new immigrants.
Identity Attack0.018771807
Insult0.028612386
Profanity0.01490822
Threat0.007249452
Severe Toxicity0.0020313263
Low Tox 0.06817148 Constructive 0.68
Jan 27, 2026 Inside Canada's Indian Invasion...
A better idea is to visit a friendlier country like Iran or North Korea.
A better idea is to visit a friendlier country like Iran or North Korea.
Identity Attack0.04394128
Insult0.008035453
Profanity0.00012725375
Threat0.002808112
Severe Toxicity0.0000099527415
Low Tox 0.06725414
Dec 10, 2025
The administrative people that are approving these applications are from India too. I am a canadian business man that tried 2 times to bring a visitor over from another country on a visit . Was …
The administrative people that are approving these applications are from India too. I am a canadian business man that tried 2 times to bring a visitor over from another country on a visit . Was declined 2 times and at the bottom of the rejection letter was signed by somone from india
Identity Attack0.053854458
Insult0.019096779
Profanity0.0118338885
Threat0.006530962
Severe Toxicity0.0016498566
Low Tox 0.05799546 Constructive 0.644 Unverified_Claim
Nov 24, 2025 IRCC Names India in Study …
I live in a similar area in the UK. Many people can't see how communities are being destroyed. I feel for Canada. I visited Quebec and prefer there as the French language stops this from …
I live in a similar area in the UK. Many people can't see how communities are being destroyed. I feel for Canada. I visited Quebec and prefer there as the French language stops this from happening there!
Identity Attack0.022791367
Insult0.018258847
Profanity0.011970525
Threat0.010990778
Severe Toxicity0.0019550323
Low Tox 0.05750068 Constructive 0.838 Comparative_Framing
Jan 3, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
When did people visiting a country working on a temporary Visa develop the idea that they were automatically entitled to citizenship? To be clear the only reason we have immigration is because we don't make …
When did people visiting a country working on a temporary Visa develop the idea that they were automatically entitled to citizenship? To be clear the only reason we have immigration is because we don't make enough of our own babies. there are a number of other considerations that would restrict immigration. a sovereign country has a right to determine when, how many, from where and why they accept people from other parts of the world to become citizens of their country. And they get to set the terms . PERIOD
Identity Attack0.023193322
Insult0.022706337
Profanity0.015898837
Threat0.007145886
Severe Toxicity0.0017166138
Low Tox 0.057005897 Constructive 0.585
Nov 24, 2025 Quebec Ends Economic Immigration Program …
I would recommend him visiting a Indian majority town in Iselin, NJ.
I would recommend him visiting a Indian majority town in Iselin, NJ.
Identity Attack0.031980325
Insult0.01625293
Profanity0.014361672
Threat0.008336896
Severe Toxicity0.0018024445
Low Tox 0.050573748 Moderate Con 0.464 Comparative_Framing
Feb 26, 2026 4 likes Inside Canada's Indian Invasion...
Dear Canadians, I know this is no consolation, but you are not alone in facing this problem. Here in Western Europe, in countries like the UK, Belgium, Germany, Sweden, and France, something similar is happening. …
Dear Canadians, I know this is no consolation, but you are not alone in facing this problem. Here in Western Europe, in countries like the UK, Belgium, Germany, Sweden, and France, something similar is happening. Here, it's different groups causing trouble and slowly but surely gaining majorities in cities. The EU is also now starting to make agreements with India, which will most likely lead to further migration to Europe. For me, Canada will always be the proud country I was fortunate enough to visit 20 years ago.
Identity Attack0.02821777
Insult0.020966014
Profanity0.013473531
Threat0.007327127
Severe Toxicity0.00166893
Low Tox 0.050573748 Constructive 0.795 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
If This Comment Gets 10K Likes, Tyler Should Visit Brampton For A Part 2 (So He Can Investigate The Safety
If This Comment Gets 10K Likes, Tyler Should Visit Brampton For A Part 2 (So He Can Investigate The Safety
Identity Attack0.004402745
Insult0.017485369
Profanity0.017436003
Threat0.009696201
Severe Toxicity0.0021076202
Low Tox 0.049089402 Low Con 0.178 Question
Feb 12, 2026 Inside Canada's Indian Invasion...
Bro didn't visit east coast. That would be a wholesome video.
Bro didn't visit east coast. That would be a wholesome video.
Identity Attack0.013345404
Insult0.013782915
Profanity0.024677763
Threat0.010576514
Severe Toxicity0.0030136108
Low Tox 0.04834723 Moderate Con 0.321 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
I was born and raised in the downtown area of Brampton and moved out about 5 years ago. It really is not what is used to be when I was growing up, i hate having …
I was born and raised in the downtown area of Brampton and moved out about 5 years ago. It really is not what is used to be when I was growing up, i hate having to drive there for appointments or visiting family/friends.
Identity Attack0.006955597
Insult0.017936565
Profanity0.021808386
Threat0.0066798385
Severe Toxicity0.0013637543
Low Tox 0.04834723 Constructive 0.7 Personal_Narrative
Feb 26, 2026 Inside Canada's Indian Invasion...
Always respect the values of the places you visit or live in, especially as an immigrant. That goes for ANYONE
Always respect the values of the places you visit or live in, especially as an immigrant. That goes for ANYONE
Identity Attack0.030433474
Insult0.013288911
Profanity0.013439372
Threat0.0062849927
Severe Toxicity0.0011539459
Low Tox 0.04735767 Moderate Con 0.498 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro @TylerOliveira you need to come to Frisco Texas is another place you need to visit
Bro @TylerOliveira you need to come to Frisco Texas is another place you need to visit
Identity Attack0.01087737
Insult0.01648093
Profanity0.017914234
Threat0.008867673
Severe Toxicity0.0023937225
Low Tox 0.045378547 Moderate Con 0.418 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
You should try to visit the forbidden zones of the Grand Canyon
You should try to visit the forbidden zones of the Grand Canyon
Identity Attack0.005364689
Insult0.014124917
Profanity0.013951761
Threat0.008168601
Severe Toxicity0.0012588501
Low Tox 0.040430736 Low Con 0.263 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Snippet: Getting a college degree in native land should be less stressful than studying abroad -- as in studying in Canada or United States. Foreign countries and its schools would most likely have a higher …
Snippet: Getting a college degree in native land should be less stressful than studying abroad -- as in studying in Canada or United States. Foreign countries and its schools would most likely have a higher standards and expectations foreign students might find more textually challenging and tuition-costly. Immigration or Immigrant Policy is an entirely separate entry into a foreign country vs. based on student's visa, which is timed. I would go back home and finish up school there and earn back home -- visiting other land temporarily is fine, but not live with them full-time. FYI - Canada & USA are brothers biologically -- they are Anglo-Saxon and owned both countries and everything in it. be blessed. nov2025
Identity Attack0.014450782
Insult0.018258847
Profanity0.01220964
Threat0.006738094
Severe Toxicity0.0013160706
Low Tox 0.03969839 Constructive 0.759
Nov 25, 2025 Quebec Ends Economic Immigration Program …
Visit India. You will get to see what the future of Brampton would look like. Congratulations
Visit India. You will get to see what the future of Brampton would look like. Congratulations
Identity Attack0.019475231
Insult0.0129089095
Profanity0.01579636
Threat0.009230154
Severe Toxicity0.0022697449
Low Tox 0.038991302 Moderate Con 0.444
Sep 25, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Another important concern is that visa officers in certain countries who facilitated fake applications through bribery should be thoroughly investigated, while many genuine and legitimate visitor‑visa applicants — who simply wished to visit Canada and …
Another important concern is that visa officers in certain countries who facilitated fake applications through bribery should be thoroughly investigated, while many genuine and legitimate visitor‑visa applicants — who simply wished to visit Canada and enjoy places like Niagara Falls — were unfairly rejected. The full staff in these offices should be reassigned, and the approval systems and procedures should be completely overhauled to ensure transparency, accountability, and proper decision‑making going forward. Immigrants who have legitimately obtained Permanent Residence or Canadian citizenship are also facing unfair barriers, especially in the job market. Despite having full legal status, many are not even given interview opportunities, while corrupted or poorly monitored ATS systems are being exploited by bad actors. Employers — including major banks and other leading organizations — have hired temporary workers without properly verifying their status or detecting fake documentation. Canada needs a clear hiring principle: priority should be given to Canadian citizens and Permanent Residents first, and only when no qualified applicants exist should other categories be considered. LMIA approvals should be paused to prevent misuse and ensure fairness for those who have followed the legal pathway. Strengthening verification processes and enforcing employer accountability would help restore integrity and fairness in both the immigration and employment systems. Many of these immigrants have sacrificed their assets and life savings in their home countries, embraced Canada as their new motherland, and now find themselves suffering with no realistic path to return — making fairness and accountability in the system even more essential.
Identity Attack0.0071405866
Insult0.021803947
Profanity0.011646013
Threat0.006848133
Severe Toxicity0.0010585785
Low Tox 0.037105743 Constructive 0.723
Jan 4, 2026 Deportations From Canada at Their …
Im also an immigrant but I came here because I liked Canadian culture, I didn't want to bring my Country's culture here. I simply wanted to live a North American lifestyle. This is entirely different. …
Im also an immigrant but I came here because I liked Canadian culture, I didn't want to bring my Country's culture here. I simply wanted to live a North American lifestyle. This is entirely different. Its just changing your location, and continuing to live in a mini India inside a different geography. If I want to experience my country's culture again and if I miss it I simply do a visit to my family back home.
Identity Attack0.025002124
Insult0.012414906
Profanity0.011816809
Threat0.0062008454
Severe Toxicity0.0011301041
Low Tox 0.034513097 Constructive 0.717
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
bro i was in brampton waiting for my bus back to my city i could’ve visited you!
bro i was in brampton waiting for my bus back to my city i could’ve visited you!
Identity Attack0.005660672
Insult0.012870909
Profanity0.017162729
Threat0.009540852
Severe Toxicity0.0017642975
Low Tox 0.033334624 Constructive 0.519 Personal_Narrative
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
Wanted to visit Canada in some day 😂 now I have doubts
Wanted to visit Canada in some day 😂 now I have doubts
Identity Attack0.016360072
Insult0.011996903
Profanity0.014703264
Threat0.0074565844
Severe Toxicity0.0015068054
Low Tox 0.032391842 Moderate Con 0.386 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Come visit surrey!!punjabi hood!
Come visit surrey!!punjabi hood!
Identity Attack0.01656105
Insult0.017356457
Profanity0.02433617
Threat0.010162249
Severe Toxicity0.0037384033
Low Tox 0.030506283 Low Con 0.284 Meta_Commentary
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Tyler should visit Surrey next he’ll have a field day there
Tyler should visit Surrey next he’ll have a field day there
Identity Attack0.0045322375
Insult0.013364912
Profanity0.01535229
Threat0.008893564
Severe Toxicity0.0014305115
Low Tox 0.030388435 Low Con 0.254 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Wow the man himself was in Browntown??? I'm in a neighbouring city, and they've flooded here as well. Alright Tyler, been watching a lot of your vids, but now you earned a sub from me …
Wow the man himself was in Browntown??? I'm in a neighbouring city, and they've flooded here as well. Alright Tyler, been watching a lot of your vids, but now you earned a sub from me for visiting! Keep up the great work, and Stay Safe!
Identity Attack0.006622616
Insult0.01313691
Profanity0.016103793
Threat0.007961469
Severe Toxicity0.0014972687
Low Tox 0.030270588 Constructive 0.757 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
And your relatives can visit you too.
And your relatives can visit you too.
Identity Attack0.003348306
Insult0.0115029
Profanity0.0127903465
Threat0.007974415
Severe Toxicity0.0012969971
Low Tox 0.029563503 Moderate Con 0.412 Solidarity
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I'd like the "Government Sponsored" asylum seeker program please and a Canadian passport. I'm not really interested in working. Can I collect my Canadian welfare benefits from Miami? I can still fly back to visit …
I'd like the "Government Sponsored" asylum seeker program please and a Canadian passport. I'm not really interested in working. Can I collect my Canadian welfare benefits from Miami? I can still fly back to visit your office a couple times a year if you want.
Identity Attack0.010803374
Insult0.012756908
Profanity0.009622077
Threat0.006265574
Severe Toxicity0.0009822845
Low Tox 0.028620722 Constructive 0.674
Dec 29, 2017 8 likes How much do refugees and …
Visiting Canada and India at same time is awesome 😂
Visiting Canada and India at same time is awesome 😂
Identity Attack0.012943448
Insult0.011046898
Profanity0.016411226
Threat0.0074306927
Severe Toxicity0.0018024445
Low Tox 0.028149333 Moderate Con 0.433 Humor_Satire
Feb 25, 2026 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.