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: "The FACTS is that there …" 357 comments · Page 8 of 15
bike bro spitting facts! he needs his own podcast!!
bike bro spitting facts! he needs his own podcast!!
Identity Attack0.0055496786
Insult0.10587067
Profanity0.057944927
Threat0.0077802283
Severe Toxicity0.0044059753
Low Tox 0.2359567 Moderate Con 0.366 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Guy on the bike is spitting facts
Guy on the bike is spitting facts
Identity Attack0.009249465
Insult0.13245803
Profanity0.09066332
Threat0.010084574
Severe Toxicity0.005683899
Low Tox 0.23523538 Moderate Con 0.322 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Arrest them at Tim Hortons the who lot..fact
Arrest them at Tim Hortons the who lot..fact
Identity Attack0.010803374
Insult0.06424874
Profanity0.030639706
Threat0.26455072
Severe Toxicity0.0073623657
Low Tox 0.23451406 Low Con 0.16
Nov 5, 2025 IRCC Names India in Study …
at 12:13 driver holding a drink lol 🤣you shure your not from Brampton ? more jobs since the great economic world wide downfall back in the 2000`s ? pardon the pun, thats the problem i …
at 12:13 driver holding a drink lol 🤣you shure your not from Brampton ? more jobs since the great economic world wide downfall back in the 2000`s ? pardon the pun, thats the problem i dont see indians causing acidents i see other ethencities driving wild from increased traffic but theres a sign near Toronto ``all roads lead to Bramton inst it a fact the roads in canada are all conected to brampton . but every ethenicity throughout the years has run brampton look at populations from the past its a brampton thing, only drivers have issues with are intiled people the wealthy in brampton drive way too fast ! not any others its simple people got to drive slower thats all especialy morning traffic they go nuts. the people born in canada are being too agressive as they drive thats what i have seen ! new drivers are making too many mistakes and experienced drivers are driving any ways they want thats the issues ! Cool video dude .....
Identity Attack0.10699738
Insult0.10148193
Profanity0.043415543
Threat0.009696201
Severe Toxicity0.008354187
Low Tox 0.23415339 Constructive 0.692 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Guy on the bike is spitting nothing but facts
Guy on the bike is spitting nothing but facts
Identity Attack0.0074365693
Insult0.13607834
Profanity0.07967158
Threat0.008556974
Severe Toxicity0.0049209595
Low Tox 0.2330714 Low Con 0.27 Meta_Commentary
Feb 27, 2026 Inside Canada's Indian Invasion...
Bike guy spitting facts!
Bike guy spitting facts!
Identity Attack0.005438685
Insult0.1640896
Profanity0.06646215
Threat0.009230154
Severe Toxicity0.0049591064
Low Tox 0.2330714 Moderate Con 0.325 Meta_Commentary
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Jeez my mans on the bicycle with his mittens really doesn't care what your feelings think about facts
Jeez my mans on the bicycle with his mittens really doesn't care what your feelings think about facts
Identity Attack0.012441003
Insult0.06599696
Profanity0.110447146
Threat0.011405042
Severe Toxicity0.008354187
Low Tox 0.23235008 Moderate Con 0.317 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Bike dude lowkey speaking facts
Bike dude lowkey speaking facts
Identity Attack0.012061302
Insult0.1669316
Profanity0.082581155
Threat0.0074048014
Severe Toxicity0.005645752
Low Tox 0.2312681 Moderate Con 0.301 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m gonna comment here with a lil rant and I’m Indian woman, and I know my comment here would probably invite a lot of racist remarks . I am working very hard in my country …
I’m gonna comment here with a lil rant and I’m Indian woman, and I know my comment here would probably invite a lot of racist remarks . I am working very hard in my country to be a doctor and I wanna leave my country (because no opportunities ) and move to a better and a safer country where I’m respected as a woman , which my country fails to . Now , I have to give a lot of exams and fill up a lot of visa requirements to be in any better country and I’m absolutely fine with it . But I’m not fine with the fact that countries like Canada , Australia , uk etc are immigrating people from India who are not educated , don’t wanna assimilate, with very eased up visa requirements, easy pr facilities because these countries want cheap labor and when these bottom of barrel uneducated folks move to another country they do shady businesses , start making huge communities of similar people having similar views and this leads to chaos and a backlash , racism on a particular ethnicity, stereotypes and so and so . I’m not saying my people aren’t flawed , they are but why the government is so easy in immigrating uneducated uncouth people from 3rd world countries where even these people wouldn’t be hired in some great companies or give anything great to build a valuable society , why people who are talented and literally would assimilate, has respect , is educated literally would bring a change for better is sidelined or toughened up their immigration process ? I might come off as very rude and jealous by my comment and actually im kinda jealous but I really wanna know and I observed this pattern a lot . All educated people wanting to move out are struggling while these kinda are just migrating so so easily and most even have permanent residencies WHAT ???
Identity Attack0.17614605
Insult0.076185785
Profanity0.13256322
Threat0.013579931
Severe Toxicity0.012283325
Low Tox 0.22980402 Constructive 0.778 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
I like that polish guy 😂 spitting facts
I like that polish guy 😂 spitting facts
Identity Attack0.08500996
Insult0.07270074
Profanity0.11292298
Threat0.013424582
Severe Toxicity0.008506775
Low Tox 0.22712809 Moderate Con 0.398 Meta_Commentary
Oct 15, 2025 Inside Canada's Indian Metropolis (Brampton)
Thank you for shining a light on this. Our country is being invaded by a hostile force and the government is allowing it to happen. The fake colleges which are riddled with fraud aren’t even …
Thank you for shining a light on this. Our country is being invaded by a hostile force and the government is allowing it to happen. The fake colleges which are riddled with fraud aren’t even being investigated and in fact, are bankrolling the invasion.
Identity Attack0.031980325
Insult0.15343215
Profanity0.016547862
Threat0.008323951
Severe Toxicity0.0033950806
Low Tox 0.22445217 Moderate Con 0.419 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Liberal corruption is endless. The mainstream media will continue to publish and support false facts while protecting Liberal optics.
Liberal corruption is endless. The mainstream media will continue to publish and support false facts while protecting Liberal optics.
Identity Attack0.06294931
Insult0.15556364
Profanity0.015113175
Threat0.0075083673
Severe Toxicity0.00289917
Low Tox 0.22043827 Low Con 0.101 Policy_Critique
Jan 15, 2026 7 likes 2.9 million Canadian temporary visas …
Indians are tamils from sri lanka they are dravidians the dna stems from north africa punjabis are not indian or tamils nor are they dravidians fun fact.
Indians are tamils from sri lanka they are dravidians the dna stems from north africa punjabis are not indian or tamils nor are they dravidians fun fact.
Identity Attack0.2783691
Insult0.070482984
Profanity0.0715894
Threat0.009126588
Severe Toxicity0.010223389
Low Tox 0.2191003 Moderate Con 0.307 Unverified_Claim
Feb 24, 2026 Inside Canada's Indian Invasion...
Bike guy spitting straight facts 💯
Bike guy spitting straight facts 💯
Identity Attack0.024801146
Insult0.086852804
Profanity0.09551262
Threat0.01187109
Severe Toxicity0.0077438354
Low Tox 0.21374844 Moderate Con 0.338
Jan 27, 2026 Inside Canada's Indian Invasion...
Respect to that guy on the bike. He is not being racist he is just speaking facts. Unfortunately ppl now call you racist for speaking facts.
Respect to that guy on the bike. He is not being racist he is just speaking facts. Unfortunately ppl now call you racist for speaking facts.
Identity Attack0.10221587
Insult0.08558089
Profanity0.035900343
Threat0.0074436385
Severe Toxicity0.0043678284
Low Tox 0.21241048 Constructive 0.594 Identity_Assertion
Feb 22, 2026 Inside Canada's Indian Invasion...
The funniest thing I’ve noticed with some Indian immigrants is that they genuinely believe they don’t have an accent when speaking English. In fact, they often think the way they say the words is how …
The funniest thing I’ve noticed with some Indian immigrants is that they genuinely believe they don’t have an accent when speaking English. In fact, they often think the way they say the words is how English is supposed to sound.
Identity Attack0.2795294
Insult0.06459839
Profanity0.056441884
Threat0.007340072
Severe Toxicity0.0061416626
Low Tox 0.21107252 Moderate Con 0.409 Humor_Satire
Nov 13, 2025 Inside Canada's Indian Metropolis (Brampton)
Why blame India for this issue? An entire ecosystem lures students with false promises of a better life in Canada, charging them exorbitant fees, often around $60,000. Upon arrival, these students find themselves stranded, unable …
Why blame India for this issue? An entire ecosystem lures students with false promises of a better life in Canada, charging them exorbitant fees, often around $60,000. Upon arrival, these students find themselves stranded, unable to afford returning home, and forced into low-wage labor. This system begins with the overstaffed Canadian embassy in India, which issues visas, enabling those who profit from this cheap labor in canada. India itself is not responsible. In fact, when Indian authorities raised concerns about criminals exploiting this system to flee to Canada, Prime Minister Justin Trudeau deflected by accusing India in the Nijjar case. White Canadians also share responsibility, as they have not taken the time to understand this issue. Indians who migrated to Canada before 2021 are likely to suffer due to this situation.
Identity Attack0.20878418
Insult0.0836065
Profanity0.029888187
Threat0.010032792
Severe Toxicity0.00459671
Low Tox 0.20973456 Constructive 0.624 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
A good friend of mine lives in Northeast Calgary and I drove to her house right before Nick Shirley exposed all of the fraud in Minnesota. I'm only bringing that up so you understand where …
A good friend of mine lives in Northeast Calgary and I drove to her house right before Nick Shirley exposed all of the fraud in Minnesota. I'm only bringing that up so you understand where I'm coming from when I say this. I wasn't influenced by him finding these fraudulent daycares because this was prior to that. When I went to her house I had to Google maps it. Everybody in Calgary knows the Northeast is all Indian. As a matter of fact I counted how many people I saw that weren't Indian when I was there cuz I thought it was funny. I saw two white people and one Asian in the whole quarter of the city. When I got to her house I said to her why do you have so many businesses around your house it doesn't even make sense and then I showed her the Google maps and there had to be seven or eight daycares a trucking company and a bricklaying company and a drywall company. All of these businesses that don't have signs because I went and looked. These people are doing the same fraud here. This is what's killing our country. Our money is worthless because of them and they are taking all of the homes so homes are unaffordable for Canadians. On top of that they get into management and jobs and only hire their people and don't hire Canadians. We are under attack. It doesn't have to be somebody storming our beaches to attack us. Our country is under attack and we're in denial.
Identity Attack0.17381613
Insult0.100019015
Profanity0.05017922
Threat0.008841781
Severe Toxicity0.0063323975
Low Tox 0.20839658 Constructive 0.826 Fear_Threat
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
I get a lot of mail for my job. Over the past year, all of the delivery guys in my area (Nova Scotia) have slowly been swapped for Indian men. I try to interact with …
I get a lot of mail for my job. Over the past year, all of the delivery guys in my area (Nova Scotia) have slowly been swapped for Indian men. I try to interact with them on friendly terms as I did with all of the folks that used to deliver my packages. They generally completely disregard me, don't look at me, don't smile, act completely aloof and cold, throw the package on my deck, sit in their truck on their phone for 10-15 minutes, and then rip out (generally driving over my grass) and speed down the road texting all the while. It is a drastic, drastic change we are being forced to swallow. I'm sure CBC would call me alt-right just for daring to ponder that fact, but it is the reality of the situation. Gas on the flames of a housing/ inflation crisis. It is absolute unchecked insanity.
Identity Attack0.18313584
Insult0.082866095
Profanity0.12727508
Threat0.03373172
Severe Toxicity0.011367798
Low Tox 0.2043827 Constructive 0.687
Nov 16, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
They laugh and scoff at the fact they can fake any amount of english to live here.
They laugh and scoff at the fact they can fake any amount of english to live here.
Identity Attack0.06522302
Insult0.0777699
Profanity0.05243378
Threat0.0091524795
Severe Toxicity0.0043678284
Low Tox 0.20242359 Low Con 0.225 Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
For a fact they don't pay taxes Its against their culture 😮😅😅😮😅
For a fact they don't pay taxes Its against their culture 😮😅😅😮😅
Identity Attack0.16159154
Insult0.06757036
Profanity0.01893901
Threat0.006977591
Severe Toxicity0.0049972534
Low Tox 0.20195828 Low Con 0.269
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
DUDE ON THE BIKE SPITTING FACTS
DUDE ON THE BIKE SPITTING FACTS
Identity Attack0.009471451
Insult0.07935401
Profanity0.05243378
Threat0.011767523
Severe Toxicity0.0065612793
Low Tox 0.20149297 Low Con 0.16 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
The fact that they know there is rampant fraud and don't have any idea where almost 100k people is beyond disturbing, but hey let's keep letting more in🤦‍♂️🤦‍♂️
The fact that they know there is rampant fraud and don't have any idea where almost 100k people is beyond disturbing, but hey let's keep letting more in🤦‍♂️🤦‍♂️
Identity Attack0.01374736
Insult0.0808917
Profanity0.040910475
Threat0.007754337
Severe Toxicity0.0040626526
Low Tox 0.20126031 Low Con 0.28
Oct 9, 2025 IRCC Names India in Study …
They are too many migrants in Canada, thats a fact. A lot if illegals as well.
They are too many migrants in Canada, thats a fact. A lot if illegals as well.
Identity Attack0.22063516
Insult0.06652143
Profanity0.013985921
Threat0.006304411
Severe Toxicity0.0039100647
Low Tox 0.20102765 Moderate Con 0.395 Fear_Threat
Feb 12, 2026 1 likes Canada's tighter immigration policy divides …
Missing key facts here. India has the highest violations but also the highest representation amongst students. Because the fees these institutions are asking for can only be paid by Indian/Chinese parents. The real question is, …
Missing key facts here. India has the highest violations but also the highest representation amongst students. Because the fees these institutions are asking for can only be paid by Indian/Chinese parents. The real question is, is the proportion of the people who is dishonest is same in all international students regardless of their country or not? These people spends tonnes of money not for the non value diploma Canada offers but the chance of permanently staying in Canada and will be dishonest to make that happen.
Identity Attack0.17536941
Insult0.0838533
Profanity0.019758832
Threat0.007819066
Severe Toxicity0.004196167
Low Tox 0.19986437 Moderate Con 0.494 Policy_Critique
Sep 30, 2025 1 likes IRCC Names India in Study …

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.