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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: "You can’t make it make …" 1,431 comments · Page 54 of 58
🎶 Dare to be a Daniel Dare to stand alone Dare to have porpose true Dare to make it known 🎶
🎶 Dare to be a Daniel Dare to stand alone Dare to have porpose true Dare to make it known 🎶
Identity Attack0.004846719
Insult0.011008898
Profanity0.019280603
Threat0.008065036
Severe Toxicity0.0016212463
Low Tox 0.024967449 Moderate Con 0.31 Meta_Commentary
Aug 25, 2025 Why Canadians Are Turning Against …
Great! attempt but would not be complete unless you make similar reports for cities like Markham, Scarborough, Richmond Hill. It is true there should not be any discrimination based on colors, ethnicity and religion. Especially …
Great! attempt but would not be complete unless you make similar reports for cities like Markham, Scarborough, Richmond Hill. It is true there should not be any discrimination based on colors, ethnicity and religion. Especially in careers, business and opportunities. Let us all support talent to grow and nurture.
Identity Attack0.012842959
Insult0.009070885
Profanity0.010228404
Threat0.0062396824
Severe Toxicity0.00078201294
Low Tox 0.024613906 Constructive 0.739
Oct 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Very Helpful video. Just passed my test today. Thanks for making this video.
Very Helpful video. Just passed my test today. Thanks for making this video.
Identity Attack0.007806548
Insult0.009982891
Profanity0.021125201
Threat0.011430934
Severe Toxicity0.0025558472
Low Tox 0.024613906 Constructive 0.537 Meta_Commentary
Feb 23, 2026 4 likes Canadian Citizenship Test 2025 – …
The country does not make the culture. The culture makes the country. I guess what Canada is going to turn into.
The country does not make the culture. The culture makes the country. I guess what Canada is going to turn into.
Identity Attack0.011321344
Insult0.011008898
Profanity0.010228404
Threat0.0063497215
Severe Toxicity0.0009536743
Low Tox 0.02449606 Low Con 0.232
Sep 21, 2025 7 likes Inside Canada's Indian Metropolis (Brampton)
Just make volunteering mandatory, if they can’t work and if they want free healthcare
Just make volunteering mandatory, if they can’t work and if they want free healthcare
Identity Attack0.0037552824
Insult0.0103248935
Profanity0.010604155
Threat0.00746953
Severe Toxicity0.00091552734
Low Tox 0.024378212 Low Con 0.223 Policy_Critique
Feb 23, 2026 9 likes 'We do know that there's …
Soon they will make brampton to be independent country
Soon they will make brampton to be independent country
Identity Attack0.00880549
Insult0.010020891
Profanity0.014669105
Threat0.00789674
Severe Toxicity0.0012493134
Low Tox 0.024260364 Low Con 0.159 Fear_Threat
Feb 22, 2026 Inside Canada's Indian Invasion...
I hope you make donations to the Whittaker family
I hope you make donations to the Whittaker family
Identity Attack0.0051427023
Insult0.0116169015
Profanity0.015181494
Threat0.007948523
Severe Toxicity0.0015354156
Low Tox 0.02402467 Moderate Con 0.402 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Making Indigenous languages official in Canada faces struggles due to the deep, ongoing impact of colonization (residential schools, assimilation policies), the sheer number of endangered languages (over 70), lack of constitutional protection like English/French have, …
Making Indigenous languages official in Canada faces struggles due to the deep, ongoing impact of colonization (residential schools, assimilation policies), the sheer number of endangered languages (over 70), lack of constitutional protection like English/French have, funding gaps, and challenges implementing legislation like the Indigenous Languages Act effectively, despite strong community efforts for revitalization. The core issue is moving beyond mere documentation to ensuring effective support for daily use, education, and government services, a goal hindered by historical trauma and systemic neglect.  Key Struggles & Challenges: Colonial Legacy: Policies like the Indian Act and residential schools suppressed languages, causing massive loss, with trauma still affecting intergenerational transmission. Constitutional Gap: Unlike English and French, Indigenous languages lack explicit, strong constitutional rights (e.g., in the Charter) for government services, as noted in this article from indigenouswatchdog.org. Urgency & Scarcity: Most of Canada's 70+ Indigenous languages are endangered, with many facing imminent extinction, requiring immediate action from the last fluent elders. Implementation of Legislation: The Indigenous Languages Act (2019) aims to support revitalization, but it's criticized for being non-binding and not creating effective rights, meaning legal recognition doesn't always translate to real-world resources or services. Funding & Resource Gaps: While funding exists, it's often insufficient, limited in scope, or not reaching grassroots efforts effectively, making comprehensive revitalization difficult. Integration Challenges: Integrating Indigenous languages into education (K-12, higher ed) and public services (health, justice) remains a significant hurdle, even where there's political will, as seen in territories with official Indigenous languages.
Identity Attack0.009471451
Insult0.013668913
Profanity0.010621235
Threat0.006550381
Severe Toxicity0.00091552734
Low Tox 0.023906821 Constructive 0.629 Policy_Critique
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
hi, i just want to say thank you. i watched your video and completed my test 18 out of 20. Thank you so much for making this video
hi, i just want to say thank you. i watched your video and completed my test 18 out of 20. Thank you so much for making this video
Identity Attack0.008028535
Insult0.010362893
Profanity0.021740068
Threat0.010705971
Severe Toxicity0.002746582
Low Tox 0.023788974 Constructive 0.573 Meta_Commentary
Jun 21, 2025 2 likes Canadian Citizenship Test 2025 – …
Make Canada Canadian again!
Make Canada Canadian again!
Identity Attack0.012340514
Insult0.00971689
Profanity0.012073003
Threat0.007598988
Severe Toxicity0.0016021729
Low Tox 0.023553278 Moderate Con 0.324 Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
FREE CASH. Make sure you have identification otherwise you won't be able to withdraw any winnings and they will lock your account. I can't understand exactly why they want id off you but apparently it's …
FREE CASH. Make sure you have identification otherwise you won't be able to withdraw any winnings and they will lock your account. I can't understand exactly why they want id off you but apparently it's to keep the site safe 😄 yet TESTER UP is exactly the same sort of app and you don't need id to withdraw. Be careful because I honestly think it's a data harvester under the guise of a game app.
Identity Attack0.0023031165
Insult0.010210892
Profanity0.013268576
Threat0.007521313
Severe Toxicity0.0009822845
Low Tox 0.022728346 Constructive 0.718 Advertisement_Spam
Jan 27, 2026 Inside Canada's Indian Invasion...
I complain about getting waiting on CT scans and MRI scans appointments 4-5 weeks outs here in the USA. But 13 months for an appointment! That just makes no sense to live like that.
I complain about getting waiting on CT scans and MRI scans appointments 4-5 weeks outs here in the USA. But 13 months for an appointment! That just makes no sense to live like that.
Identity Attack0.002293867
Insult0.011274899
Profanity0.012482914
Threat0.006375613
Severe Toxicity0.00074386597
Low Tox 0.022610499 Constructive 0.6
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
You forgot to mention they increased the payroll tax which makes the tax cut null and worse you will still pay more tax this year
You forgot to mention they increased the payroll tax which makes the tax cut null and worse you will still pay more tax this year
Identity Attack0.0014336669
Insult0.013516913
Profanity0.01128734
Threat0.0061231707
Severe Toxicity0.0008010864
Low Tox 0.02249265 Moderate Con 0.325
Jan 15, 2026 2 likes Canada’s new rules in 2026
No Vacancy. Time to go. 1. Ask 2. Tell 3. Make
No Vacancy. Time to go. 1. Ask 2. Tell 3. Make
Identity Attack0.002552852
Insult0.00983089
Profanity0.0127903465
Threat0.008712323
Severe Toxicity0.0012683868
Low Tox 0.022256956 Low Con 0.277 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I'd love you to come to Sarnia, Ontario and see the takeover here. Nobody talks about it much. Woke city council tries to make sure of that.
I'd love you to come to Sarnia, Ontario and see the takeover here. Nobody talks about it much. Woke city council tries to make sure of that.
Identity Attack0.0029413297
Insult0.012718908
Profanity0.011902207
Threat0.0065180166
Severe Toxicity0.0008010864
Low Tox 0.022139108 Moderate Con 0.475 Fear_Threat
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
How about you tell us how they make their money instead of just telling us how we make money.
How about you tell us how they make their money instead of just telling us how we make money.
Identity Attack0.0016834025
Insult0.011958904
Profanity0.011236101
Threat0.0060325502
Severe Toxicity0.00056266785
Low Tox 0.022021262 Low Con 0.23 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
ALL IS BY DESIGN. Thanks to Open Society's policies, which were in the making for 30 years, and so many saw it. Now we pay for this
ALL IS BY DESIGN. Thanks to Open Society's policies, which were in the making for 30 years, and so many saw it. Now we pay for this
Identity Attack0.0026453468
Insult0.0116169015
Profanity0.010433359
Threat0.0064985976
Severe Toxicity0.00076293945
Low Tox 0.021903414 Moderate Con 0.446 Unverified_Claim
Feb 18, 2026 30 likes Canadian immigration officers investigating hundreds …
I like you & your attitude about coming to Canada. I’m subscribing. I feel for the young girl looking for a job. There are tons of jobs on indeed in my city. I apply for …
I like you & your attitude about coming to Canada. I’m subscribing. I feel for the young girl looking for a job. There are tons of jobs on indeed in my city. I apply for both part & full time. I apply for at least 10-20 a day. I’m not getting calls for interviews. I’ve even applied twice to one job because I was not chosen but 2 weeks later the same position was back. I’m fortunate enough to not have to work. I have a husband that makes a very good salary that pays for all of the bills , groceries & vacations. Up until Covid collapsed my 2 franchises & I was sinking more money in than making it I had to sell one for 1/3 of what I paid for it & give the other away. I started a small business at home doing lash extensions. I have my regular clients. But if I want to save my own money it’s not sustainable or steady. I want to work because I enjoy leaving my home not to just go grocery shopping or visit family. That’s even if they are home from work. I like having a purpose. I’m skilled in accounting, cleaning, sales, marketing, customer service you name it. Many might say that I’m very lucky. I am very blessed but it’s also very lonely. Plus I have always worked & had independence. I hate asking my husband to send me money so I can pay my cell, credit card bills. I don’t even go shopping without him for new clothes because I rely on him to pay for those too. Hypothetically we broke up tomorrow I’d be screwed. I worry about if he dies. There’s life insurance but we still have a mortgage to pay & monthly bills. Plus of course I’d make sure his kids got some too. Not to mention I’ve had mental health struggles with social anxiety & agoraphobia years ago. The more I stay home the more I get anxious about going out. Days can get boring & then I find myself napping all afternoon. I need a job. I just want my own money. I don’t want to go to my husband every 3 months & ask him to send me 2000.00 to clear up my overdraft for one business day. I don’t even want to have to use it. Sorry for the rant but I feel that even when filing out applications many times I’m asked if I’m racialized. In other words is my skin brown.
Identity Attack0.005771666
Insult0.012946909
Profanity0.013576009
Threat0.006382086
Severe Toxicity0.0010490417
Low Tox 0.021549871 Constructive 0.835 Personal_Narrative
Sep 8, 2025 Why Canadians Are Turning Against …
Maybe every taxpayer citizen of their country should do their own shutdown in unity and the government economicswill shut down because it will stop the flow of money and they need citizens money to make …
Maybe every taxpayer citizen of their country should do their own shutdown in unity and the government economicswill shut down because it will stop the flow of money and they need citizens money to make it work they would have no choice but to change legislation to protect their citizens instead of these citizens because all they did was use these do’s and do nots to make this socialism and make it work for them that’s why they do it it’s economic gain for them it’s huge profits
Identity Attack0.004236255
Insult0.010856897
Profanity0.012038844
Threat0.0066798385
Severe Toxicity0.0008773804
Low Tox 0.021549871 Low Con 0.283
Jan 28, 2018 3 likes How much do refugees and …
Yep I'm barely making it
Yep I'm barely making it
Identity Attack0.0037922803
Insult0.009393888
Profanity0.018119188
Threat0.0079873605
Severe Toxicity0.0012969971
Low Tox 0.021549871 Moderate Con 0.445 Personal_Narrative
Aug 25, 2025 Why Canadians Are Turning Against …
I typically do not agree with a lot of what the conservatives say, and I usually do not like anything that Michelle Rempel Garner says (or the way she says it). However, what she said …
I typically do not agree with a lot of what the conservatives say, and I usually do not like anything that Michelle Rempel Garner says (or the way she says it). However, what she said here, and the way she said it, makes complete sense. I was a bit disappointed that there are no actual numbers as to how much the government would save, but it doesn't seem like a bad idea to put the legislation in place, and whatever they save is a bonus. imho Be the Change You Wish to See in the World 💖
Identity Attack0.0040512653
Insult0.011730902
Profanity0.011697251
Threat0.0062914654
Severe Toxicity0.00074863434
Low Tox 0.021314176 Constructive 0.763 Policy_Critique
Feb 23, 2026 11 likes 'We do know that there's …
Grandfathering is legit. Make laws for the future not the past.
Grandfathering is legit. Make laws for the future not the past.
Identity Attack0.0034038029
Insult0.008519882
Profanity0.0113044195
Threat0.007637825
Severe Toxicity0.0010347366
Low Tox 0.021196328 Moderate Con 0.377 Policy_Critique
Feb 11, 2026 5 likes Canada's tighter immigration policy divides …
Canada is the most friendly country in the world, they should accept alll the refugees all around thr world! That's they responsibility, and they are glad to do so😊😊😊😊Make the world a better place
Canada is the most friendly country in the world, they should accept alll the refugees all around thr world! That's they responsibility, and they are glad to do so😊😊😊😊Make the world a better place
Identity Attack0.010211408
Insult0.009127886
Profanity0.011902207
Threat0.006589218
Severe Toxicity0.001115799
Low Tox 0.020960633 Constructive 0.627
Nov 26, 2025 1 likes Thousands of refugees allowed into …
Canada has population growth problem and government tried solving it by laxing immigration laws. For example Canada can't even build it's own car because it would take massive investment and it won't be profitable because …
Canada has population growth problem and government tried solving it by laxing immigration laws. For example Canada can't even build it's own car because it would take massive investment and it won't be profitable because of it's tiny population comparing to other countries therefor making the Canadian economy limited.
Identity Attack0.009434453
Insult0.011008898
Profanity0.009007211
Threat0.0059613483
Severe Toxicity0.0006723404
Low Tox 0.020842785 Moderate Con 0.322 Economic_Argument
Feb 6, 2026 Inside Canada's Indian Metropolis (Brampton)
STOP handing out permanent residency status for students. Mm and 5 year citizenship process, and grandparents and parent visas. Maybe put military service attachment and see how many will really stay. Make it mandatory that …
STOP handing out permanent residency status for students. Mm and 5 year citizenship process, and grandparents and parent visas. Maybe put military service attachment and see how many will really stay. Make it mandatory that they can only apply for refugee status from home country. Not at the airport.
Identity Attack0.0071405866
Insult0.009165886
Profanity0.009767254
Threat0.0066668927
Severe Toxicity0.0007343292
Low Tox 0.020842785 Moderate Con 0.456 Policy_Critique
Feb 23, 2026 Canadian immigration officers investigating hundreds …

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.