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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

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Active: "Polish guy saying they don't …" 10 comments
How the fuck can anyone drive an uber without a license !! Total BS !! And the guy not even trying to cross question the polish guy clearly shows how rigged up this "random" encounter …
How the fuck can anyone drive an uber without a license !! Total BS !! And the guy not even trying to cross question the polish guy clearly shows how rigged up this "random" encounter is !! And that MF says he grew up in Poland byt speaks in a perfect Canadian accent !! At least "try" to make this whole thing authentic man !!
Identity Attack0.25647953
Insult0.48228607
Profanity0.6370159
Threat0.019055385
Severe Toxicity0.232236
Moderate 0.68408644 Moderate Con 0.389 Meta_Commentary
Jan 5, 2026 Inside Canada's Indian Metropolis (Brampton)
That polish guy was saying he don't like Indian family as they walk naked...😅...well who is saying..😂 9:00
That polish guy was saying he don't like Indian family as they walk naked...😅...well who is saying..😂 9:00
Identity Attack0.46028158
Insult0.29855028
Profanity0.29209393
Threat0.10389658
Severe Toxicity0.07542343
Moderate 0.51980776 Moderate Con 0.422
Nov 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I love this Polish guy… when he say they are dirty people. They don’t close the window, they walk around naked while he is walking naked outside..😀😀😀
I love this Polish guy… when he say they are dirty people. They don’t close the window, they walk around naked while he is walking naked outside..😀😀😀
Identity Attack0.37012735
Insult0.36798462
Profanity0.3320008
Threat0.058180105
Severe Toxicity0.024960563
Moderate 0.47119883 Moderate Con 0.399 Humor_Satire
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
This Polish white guy standing in the street 'naked' says, "they don't even cover their windows and walk around naked inside." Hahahhaahha the irony
This Polish white guy standing in the street 'naked' says, "they don't even cover their windows and walk around naked inside." Hahahhaahha the irony
Identity Attack0.46028158
Insult0.31740165
Profanity0.22572558
Threat0.027343199
Severe Toxicity0.023246882
Moderate 0.4398409 Moderate Con 0.331 Humor_Satire
Jan 2, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
That polish guy saying Indians walk naked inside their houses, while walking naked on the streets. And people saying Indians don’t assimilate, when do white people assimilate with others. And if people don’t keep their …
That polish guy saying Indians walk naked inside their houses, while walking naked on the streets. And people saying Indians don’t assimilate, when do white people assimilate with others. And if people don’t keep their neighborhood clean and work only on clash, then it’s the system’s fault and pole hole that is letting them exploit it, fix the system. And why the heck the Gov letting immigrants in if it’s doing no good to the country. Simply because left a gov that will put a stop to immigration.
Identity Attack0.40158966
Insult0.35161978
Profanity0.3351773
Threat0.029587816
Severe Toxicity0.023317307
Moderate 0.40614098 Constructive 0.517
Sep 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
What the 'polish' guy is saying and the 'redneck' guy is saying is pure bias!! If a 3000 sq ft home has 3 generations living then that would easily be anywhere from 5-12 people depending …
What the 'polish' guy is saying and the 'redneck' guy is saying is pure bias!! If a 3000 sq ft home has 3 generations living then that would easily be anywhere from 5-12 people depending on the number of children or sibling the earning member(s) have. The only problem is when these homes are converted to rooming units. Otherwise it is perfectly legal for extended families to live under one roof as first immigrants to gain foothold and then move on!! The fore fathers of the current white population did this as well !! Also, these immigrants and students are NOT housed in hotels and such, it is the refugees from Syria, Palestine and Ukraine (and other war torn countries) that Liberals brought in that are housed in hotels. So this is misinformation. What I do notice is that these losers are jealous of the hard work that the indian immigrants are capable of doing and feel intimidated. If this is any comfort, many indians are actually choosing to go back to India as opportunities are better and more and they have seen what Canada has to offer. There needs to be responsible reporting happening not just interview any guy on the streets who has 0 knowledge of the current political scenario.
Identity Attack0.36702603
Insult0.21368977
Profanity0.07255927
Threat0.011327368
Severe Toxicity0.013672344
Moderate 0.3266089 Constructive 0.746
Jan 7, 2026 Inside Canada's Indian Metropolis (Brampton)
This is lowkey racist cause what do you mean “why?” Canada is run like USA not the Northern European countries. The population size it’s too small to sustain that so Immigration is needed literally. And …
This is lowkey racist cause what do you mean “why?” Canada is run like USA not the Northern European countries. The population size it’s too small to sustain that so Immigration is needed literally. And Desis just happen to be the people willing to migrate and “create” a city out of nothing as you say. This is not showing both sides of anything. The Polish guy was just racist lol “ they all look the same” We are other-ized by the average Canadian and face bias often, at work or in regular social situations. Then the nice Canadian wonders why we hang out amongst ourselves and prefer employing each other lol
Identity Attack0.28034934
Insult0.24928534
Profanity0.056441884
Threat0.008285114
Severe Toxicity0.011444092
Moderate 0.31963667 Constructive 0.681
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
This is a great mini doc that takes time to hear out all sides. It's interesting how white immigrants see themselves on a higher tier, the Polish guy was saying Indian immigrants all get hotels- …
This is a great mini doc that takes time to hear out all sides. It's interesting how white immigrants see themselves on a higher tier, the Polish guy was saying Indian immigrants all get hotels- totally untrue! If you compare how the anti-immigrant ppl are speaking vs the immigrants you can see which side the hatred is coming from. I like when the Sikh temple leader tells him we see eachother as the same, we are all human- this strongly counters the thoughts ppl have on Indians clinging to their own. Ofc not all think like him
Identity Attack0.31307843
Insult0.113185234
Profanity0.08128801
Threat0.013269233
Severe Toxicity0.010375977
Low Tox 0.27525392 Constructive 0.831
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Polish guy saying they don't work while they live in a mansion like that that doesn't sounds right. Surely there's an element of jealousy around this anti migrant rheotric.
Polish guy saying they don't work while they live in a mansion like that that doesn't sounds right. Surely there's an element of jealousy around this anti migrant rheotric.
Identity Attack0.24970764
Insult0.07016616
Profanity0.02119352
Threat0.007262398
Severe Toxicity0.004119873
Low Tox 0.23090743 Constructive 0.516 Policy_Critique
Sep 22, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
guy at 8:00, no shirt, I'm thinking he must be polish. He Says" im coming from Poland". you could spot polish people a mile away...
guy at 8:00, no shirt, I'm thinking he must be polish. He Says" im coming from Poland". you could spot polish people a mile away...
Identity Attack0.18705739
Insult0.054962315
Profanity0.058445938
Threat0.016292779
Severe Toxicity0.00705719
Low Tox 0.19986437 Moderate Con 0.463 Comparative_Framing
Oct 17, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)

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.