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: "You always been there , …" 403 comments · Page 16 of 17
I always wanted to come to canada to drive a taxi. Now i am a liberal supporter!
I always wanted to come to canada to drive a taxi. Now i am a liberal supporter!
Identity Attack0.009212466
Insult0.011198899
Profanity0.011116544
Threat0.007301235
Severe Toxicity0.0012493134
Low Tox 0.026028076 Moderate Con 0.48 Humor_Satire
Dec 26, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
Tyler Oliveira will always be superior . Best place to get honest insight and first look is his channel. Thank you for such peak entertainment, genuine knowledge, and honest news .
Tyler Oliveira will always be superior . Best place to get honest insight and first look is his channel. Thank you for such peak entertainment, genuine knowledge, and honest news .
Identity Attack0.0044582416
Insult0.011274899
Profanity0.015488927
Threat0.0073789097
Severe Toxicity0.0011301041
Low Tox 0.022728346 Constructive 0.503 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
80% will always be on welfare. So says the German, French and U.K. governments.
80% will always be on welfare. So says the German, French and U.K. governments.
Identity Attack0.009989422
Insult0.009317887
Profanity0.011628932
Threat0.0064015044
Severe Toxicity0.00094890594
Low Tox 0.022021262 Low Con 0.172
Nov 23, 2017 57 likes How much do refugees and …
I'll always say Merry Christmas
I'll always say Merry Christmas
Identity Attack0.0061046463
Insult0.009032886
Profanity0.018119188
Threat0.008220384
Severe Toxicity0.0017738342
Low Tox 0.021903414 Moderate Con 0.438 Identity_Assertion
Aug 26, 2025 41 likes Why Canadians Are Turning Against …
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 …
Temporary is always permanent in the United States.
Temporary is always permanent in the United States.
Identity Attack0.0063266335
Insult0.009526889
Profanity0.011594773
Threat0.006653947
Severe Toxicity0.0008869171
Low Tox 0.018849092 Low Con 0.184 Comparative_Framing
Feb 13, 2026 Canada's tighter immigration policy divides …
Please always have two MPs on your show at all times to show both sides of the argument.
Please always have two MPs on your show at all times to show both sides of the argument.
Identity Attack0.0027008436
Insult0.010362893
Profanity0.011082385
Threat0.0067898775
Severe Toxicity0.0006723404
Low Tox 0.018095128 Moderate Con 0.413 Call_To_Action
Feb 24, 2026 'We do know that there's …
i love your work, always an interesting watch
i love your work, always an interesting watch
Identity Attack0.005253696
Insult0.008937885
Profanity0.017982552
Threat0.008492245
Severe Toxicity0.0016307831
Low Tox 0.017341165 Moderate Con 0.41 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Come to temples, if you need food, always happy to share. Come to my home, we will share.
Come to temples, if you need food, always happy to share. Come to my home, we will share.
Identity Attack0.007473567
Insult0.007873878
Profanity0.012482914
Threat0.0071199946
Severe Toxicity0.0012111664
Low Tox 0.017089844 Moderate Con 0.479 Solidarity
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Agree with everything you said but TBH you were safe there. That was a nice hostel. Nicer than 75% that I’ve seen. Great video, as always!
Agree with everything you said but TBH you were safe there. That was a nice hostel. Nicer than 75% that I’ve seen. Great video, as always!
Identity Attack0.0035517942
Insult0.009108886
Profanity0.015864678
Threat0.0072365063
Severe Toxicity0.0013065338
Low Tox 0.016210219 Constructive 0.673 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Where the earth is stepped on, there the sky is upheld. Appreciate local culture. Always cooperate and communicate.
Where the earth is stepped on, there the sky is upheld. Appreciate local culture. Always cooperate and communicate.
Identity Attack0.0034038029
Insult0.00813988
Profanity0.011475217
Threat0.0067769317
Severe Toxicity0.0008010864
Low Tox 0.015016444 Moderate Con 0.462 Solidarity
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Thanks Tyler. Continue to be the truth in all this chaos. We love you and keep going brother in. Christ God Blesd you all. Jesus loves you and is King. Christ always and forever.
Thanks Tyler. Continue to be the truth in all this chaos. We love you and keep going brother in. Christ God Blesd you all. Jesus loves you and is King. Christ always and forever.
Identity Attack0.0043657473
Insult0.008234881
Profanity0.012175481
Threat0.006375613
Severe Toxicity0.00084400177
Low Tox 0.014073989 Constructive 0.516 Solidarity
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
That’s what happens when you don’t fight for cultural preservation. QC was always right.
That’s what happens when you don’t fight for cultural preservation. QC was always right.
Identity Attack0.0024418586
Insult0.008880884
Profanity0.009109689
Threat0.0059160385
Severe Toxicity0.0005221367
Low Tox 0.013005874 Moderate Con 0.423 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I've always treated others as how I'd like to be treated. 😊at 54 I can say I've noticed that this doesn't work out so well. ❤Canada
I've always treated others as how I'd like to be treated. 😊at 54 I can say I've noticed that this doesn't work out so well. ❤Canada
Identity Attack0.004328749
Insult0.008348881
Profanity0.010313802
Threat0.0060778605
Severe Toxicity0.0006198883
Low Tox 0.0126288915 Constructive 0.747 Personal_Narrative
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
There's always hope it's true
There's always hope it's true
Identity Attack0.0035147965
Insult0.0074558756
Profanity0.013610168
Threat0.0073918556
Severe Toxicity0.0011777878
Low Tox 0.011749268 Low Con 0.265
Dec 29, 2025 Deportations From Canada at Their …
100% right as always !
100% right as always !
Identity Attack0.0020626306
Insult0.007303875
Profanity0.011628932
Threat0.006912862
Severe Toxicity0.000910759
Low Tox 0.01017851 Moderate Con 0.416 Solidarity
Feb 21, 2026 1 likes LILLEY UNLEASHED: The fall of …
I believe Prince William …. Always. ❤
I believe Prince William …. Always. ❤
Identity Attack0.0031263188
Insult0.0072088744
Profanity0.0118680475
Threat0.006925808
Severe Toxicity0.0009822845
Low Tox 0.008984734 Moderate Con 0.469 Meta_Commentary
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Fantastic work as always Michelle 🙏🏻
Fantastic work as always Michelle 🙏🏻
Identity Attack0.0018313939
Insult0.0066293706
Profanity0.010706633
Threat0.0065115434
Severe Toxicity0.0007867813
Low Tox 0.00713124 Moderate Con 0.444 Meta_Commentary
Oct 1, 2025 IRCC Names India in Study …
It’s a few bad apples as always causing this. RVers are welcomed as always aftsome paperwork 😕
It’s a few bad apples as always causing this. RVers are welcomed as always aftsome paperwork 😕
Identity Attack0.000121445264
Insult0.004171694
Profanity0.000111321504
Threat0.00009101201
Severe Toxicity0.0000026847254
Low Tox 0.006306295 Policy_Critique
Dec 10, 2025
Do it,and if will happen show the proof before blahh blahh.so we can believe .canada is sinking the economy.crime rate increase every day.poor getting more poorer even canadian citizens .stop always planning if can’t do …
Do it,and if will happen show the proof before blahh blahh.so we can believe .canada is sinking the economy.crime rate increase every day.poor getting more poorer even canadian citizens .stop always planning if can’t do it.
Identity Attack0.0005643715
Insult0.00059326214
Profanity0.000052429514
Threat0.000051472347
Severe Toxicity0.0000025432173
Low Tox 0.0021074854
Apr 20, 2025
Canada always follow America no matter what.
Canada always follow America no matter what.
Identity Attack0.00038239782
Insult0.00031467067
Profanity0.0000282539
Threat0.000053893524
Severe Toxicity0.0000021217368
Low Tox 0.0012569824 Comparative_Framing
Apr 15, 2025 2 likes
It is a international Border ! Never found it Hostile, always polite everytime.
It is a international Border ! Never found it Hostile, always polite everytime.
Identity Attack0.00017678474
Insult0.0003913064
Profanity0.000019848316
Threat0.00003090356
Severe Toxicity0.0000017126586
Low Tox 0.0011853065 Personal_Narrative
Dec 7, 2025 33 likes
Why is Pierre bringing Immigration law that’s why I’m not voting for him are no goverment Canada always follow the American he’s bringing tuf immigrating laws Canada is going to become like America like what …
Why is Pierre bringing Immigration law that’s why I’m not voting for him are no goverment Canada always follow the American he’s bringing tuf immigrating laws Canada is going to become like America like what trump is doing that’s why America treated Canadian the way they does Canadian always follow the American I have seen trump in Pierre look what trum put Canada through and he brieng in that immigration law it’s Just going to make Canada like america
Identity Attack0.00010044
Insult0.00032364624
Profanity0.000028711169
Threat0.00003159364
Severe Toxicity0.0000019860133
Low Tox 0.0007863873
Apr 14, 2025 1 likes
Why is Pierre bringing Immigration law that’s why I’m not voting for him are no goverment Canada always follow the American he’s bringing tuf immigrating laws Canada is going to become like America like what …
Why is Pierre bringing Immigration law that’s why I’m not voting for him are no goverment Canada always follow the American he’s bringing tuf immigrating laws Canada is going to become like America like what trump is doing that’s why America treated Canadian the way they does Canadian always follow the American I have seen trump in Pierre look what trum put Canada through and he brieng in that immigration law it’s Just going to make Canada like america
Identity Attack0.00010044
Insult0.00032364624
Profanity0.000028711169
Threat0.00003159364
Severe Toxicity0.0000019860133
Low Tox 0.0007863873
Apr 14, 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.