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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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Search comment text, filter by category or toxicity level
Active: "I really appreciate all your …" 13 comments
I'd really appreciate it if the Indians in Ontario would actually leave for the US. Sadly, it seems they are staying here
I'd really appreciate it if the Indians in Ontario would actually leave for the US. Sadly, it seems they are staying here
Identity Attack0.40713623
Insult0.15414265
Profanity0.042413518
Threat0.009929225
Severe Toxicity0.015092585
Moderate 0.33255672 Constructive 0.526 Fear_Threat
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Why treat foreigners with hospitality, when the foreigners don't appreciate anything they are given. If we did any of that disrespect in foreigners country. Really? Think about it. Why are so many allowing this?? Why …
Why treat foreigners with hospitality, when the foreigners don't appreciate anything they are given. If we did any of that disrespect in foreigners country. Really? Think about it. Why are so many allowing this?? Why tolerate it in our home country. These foreigners don't care. The elites don't care. The so call government dont care... why would any woman want to bring babies into this world to have them suffer just like every human generations pass. Yes... so true. Immigrants house all into groups no privacy. All work for little to nothing, shame on all ceos. Going against their own country men.
Identity Attack0.37292135
Insult0.21836096
Profanity0.07223598
Threat0.012751401
Severe Toxicity0.014511578
Moderate 0.32712606 Constructive 0.545
Sep 10, 2025 Why Canadians Are Turning Against …
I really appreciate that you did this video to try and shine some light on what's happening in Canada. However, this was such a missed opportunity. There was never any questions about why millions of …
I really appreciate that you did this video to try and shine some light on what's happening in Canada. However, this was such a missed opportunity. There was never any questions about why millions of indians have been allowed in the country in record numbers. There is so much fraud in the government with their diploma mills, drug trafficking and employment scams. This video could have been so much bigger and exposed the corruption in the Canadian government. This is not what Canadians want
Identity Attack0.16373143
Insult0.09563028
Profanity0.017436003
Threat0.007301235
Severe Toxicity0.004425049
Low Tox 0.2028889 Constructive 0.698 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canadians don't want people who won't pledge allegiance to the country above all else, and who refuse to assimilate to our country's judeo-christian heritage. Carney has 3 passports - can he really be loyal to …
Canadians don't want people who won't pledge allegiance to the country above all else, and who refuse to assimilate to our country's judeo-christian heritage. Carney has 3 passports - can he really be loyal to our country and it's citizens. So far, he has proven himself to prefer a World New Order, and friend to the world's most dangerous country, China. Would Carneys wife appreciate it if he had two mistresses?
Identity Attack0.18313584
Insult0.06512285
Profanity0.013063621
Threat0.0077802283
Severe Toxicity0.0051879883
Low Tox 0.19694418 Moderate Con 0.464 Identity_Assertion
Feb 18, 2026 LILLEY UNLEASHED: The fall of …
I felt compelled to write this. I appreciate you getting both sides and also asking some "hard" hitting questions that would mostly be seen as a rhetorical with a lot of people who have a …
I felt compelled to write this. I appreciate you getting both sides and also asking some "hard" hitting questions that would mostly be seen as a rhetorical with a lot of people who have a distaste for Indians (You pay international student tuition, complain about it, why are you here in the first place?). However I really appreciate that you do show the beautiful side of a community just trying to keep each other safe and well fed, while unfortunately it's a bit more explicit in the Western world that we tend to be more 'figure it out by yourself. Life yourself by your bootstraps' type of mentality. There is an immigration issue, specifically a resesntement feeling within the country, but it's still important to humanize people and communities.
Identity Attack0.06704199
Insult0.037980765
Profanity0.03464781
Threat0.008026198
Severe Toxicity0.0029945374
Low Tox 0.1100022 Constructive 0.885 Moral_Argument
Oct 4, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
If we really see the forest for the trees... This is a worldwide agenda... To.. create a helplessness around the socio economic politics.. to even out the playing field of... Everyone.. & the lack of …
If we really see the forest for the trees... This is a worldwide agenda... To.. create a helplessness around the socio economic politics.. to even out the playing field of... Everyone.. & the lack of judicial reform.. to ensure Chaos.. & the eventual Militarized police officers... & The acceptance of law and...Dis. order..... . This really ruins it for the people who appreciate the opportunity for Canadian citizens who really do wish to be legitimate taxpayers & actually work.... ... Just another example of how the government is utterly COMPLICIT in denigrating the Judicial SYSTEM... ... .... This is not a Party Partisanship issue... . It is the.. weakening of our system as a whole... ... As we have seen... The demographics of crime... Is an extreme issue... Not to be taken lightly.... This is beyond sad... It is sheer Apathy.. of the Canadian government to... Protect against outside influences.... Perhaps we might consider that.... ... Some people don't have a creed of .. Civil obedience... Our laws must change... & Radically... As .. some are just given to the thoughts of... Scamming the system... & Trying to get away with.. whatever they can... We need actual... Teeth in our Judicial SYSTEM.. 😮...
Identity Attack0.01139534
Insult0.05144889
Profanity0.01764096
Threat0.007521313
Severe Toxicity0.0023174286
Low Tox 0.103494145 Moderate Con 0.496 Fear_Threat
Dec 24, 2025 Deportations From Canada at Their …
found your channel via this video in my suggested while i was working.... really well put together video... i subed and il share. appreciate you making this content... far to few people out there arent …
found your channel via this video in my suggested while i was working.... really well put together video... i subed and il share. appreciate you making this content... far to few people out there arent awake to what the future is going to be like.
Identity Attack0.010951365
Insult0.013440913
Profanity0.026454043
Threat0.012130005
Severe Toxicity0.0030326843
Low Tox 0.038991302 Constructive 0.662
Sep 10, 2025 5 likes Why Canadians Are Turning Against …
I love Punjabis. They are the most humble and kind people to be around. Chardi Kala high spirits all around. I feel very good around them and don't feel judged. Being myself feels ok around …
I love Punjabis. They are the most humble and kind people to be around. Chardi Kala high spirits all around. I feel very good around them and don't feel judged. Being myself feels ok around them. They like to to take care of others. They will commonly ask you if you are OK and need water, food, anything. Langar/ community kichen is inbedded in culture and makes sure everyone eats in the same humble setting. They think communally and make sure to ask all parties how they feel about a particular topic, especially before making a decision. They appreciate when you try to understand them. They love when you speak their language. These people are blessed and I love them. I really hope that people bridge the gap between each other and love thy neighbour. God Bless Chardi Kala rahin.
Identity Attack0.020279141
Insult0.017614283
Profanity0.027547138
Threat0.00933372
Severe Toxicity0.0030708313
Low Tox 0.036870047 Constructive 0.817
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
I really appreciate all your hard work,by watching your video I passed my test in 7 minutes,thank you so very much may God continue to bless!
I really appreciate all your hard work,by watching your video I passed my test in 7 minutes,thank you so very much may God continue to bless!
Identity Attack0.009767435
Insult0.010172892
Profanity0.021740068
Threat0.010447056
Severe Toxicity0.002632141
Low Tox 0.027913637 Constructive 0.636 Meta_Commentary
Dec 29, 2025 2 likes Canadian Citizenship Test 2025 – …
To all my viewers and subscribers, I really appreciate your comments. Although I'm late to respond to some due to the overwhelming amount, I'll do my best to touch base. Once again, I want to …
To all my viewers and subscribers, I really appreciate your comments. Although I'm late to respond to some due to the overwhelming amount, I'll do my best to touch base. Once again, I want to thank you all for your engagement. Stay tuned for more. 😊😊😊
Identity Attack0.007991537
Insult0.009906891
Profanity0.018255826
Threat0.0100069
Severe Toxicity0.0019168854
Low Tox 0.025085296 Constructive 0.679 Meta_Commentary
Aug 30, 2025 3 likes Why Canadians Are Turning Against …
Tyler, I really appreciate everything you do and have done to shed light on some of these things for everyone. But man, I worry you're gonna end up seriously injured, or worse. I fear for …
Tyler, I really appreciate everything you do and have done to shed light on some of these things for everyone. But man, I worry you're gonna end up seriously injured, or worse. I fear for your safety. I honestly wish you wouldn't do some of these undercover operations. It's not worth it! However, God bless you and please be safe.
Identity Attack0.0014984132
Insult0.010818896
Profanity0.011184863
Threat0.009437286
Severe Toxicity0.0010490417
Low Tox 0.024142517 Constructive 0.75 Solidarity
Mar 1, 2026 Inside Canada's Indian Invasion...
11:33 Thankyou for showing the postive side of Brampton as well! Really appreciate that.
11:33 Thankyou for showing the postive side of Brampton as well! Really appreciate that.
Identity Attack0.0042732526
Insult0.008994885
Profanity0.012995303
Threat0.0074436385
Severe Toxicity0.0010299683
Low Tox 0.015644746 Constructive 0.635 Solidarity
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Just wanted to say thanks for making this video! 😊 It really helped me prepare and I passed my Canadian citizenship test 18 out of 20 today! 🙌 Appreciate your effort in sharing this info. …
Just wanted to say thanks for making this video! 😊 It really helped me prepare and I passed my Canadian citizenship test 18 out of 20 today! 🙌 Appreciate your effort in sharing this info. 👍
Identity Attack0.0042917514
Insult0.0066293706
Profanity0.010552917
Threat0.0065827454
Severe Toxicity0.00071048737
Low Tox 0.008482091 Constructive 0.678
Jan 12, 2026 2 likes Canadian Citizenship Test 2025 – …

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.