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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 #}

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Active: "Brother brother brother all was …" 105 comments · Page 4 of 5
My Brothers And Sisters, Just Curious, What Year Did India 🇮🇳 People, Started Coming To Canada 🇨🇦 🍁? And What Year Did African People From The Countries Of Nigeria 🇳🇬, Uganda 🇺🇬, South Sudan 🇸🇸, …
My Brothers And Sisters, Just Curious, What Year Did India 🇮🇳 People, Started Coming To Canada 🇨🇦 🍁? And What Year Did African People From The Countries Of Nigeria 🇳🇬, Uganda 🇺🇬, South Sudan 🇸🇸, Sudan 🇸🇩, And Kenya 🇰🇪 To, Started Coming To Canada 🍁 🇨🇦 ?
Identity Attack0.07094744
Insult0.018065477
Profanity0.015659723
Threat0.0066798385
Severe Toxicity0.00289917
Low Tox 0.077668175 Moderate Con 0.322
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
Its happening in all the west unfortunately brother
Its happening in all the west unfortunately brother
Identity Attack0.022590388
Insult0.015948927
Profanity0.020920247
Threat0.0091524795
Severe Toxicity0.0022506714
Low Tox 0.05824285 Moderate Con 0.361 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Brace yourselves brothers and sister . Beware of "solutions" they offer!!!
Brace yourselves brothers and sister . Beware of "solutions" they offer!!!
Identity Attack0.0055866763
Insult0.020192537
Profanity0.01535229
Threat0.0097738765
Severe Toxicity0.0015640259
Low Tox 0.05799546 Low Con 0.273
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
From the UK, learning about the same problems our Canadian brothers face is sad but interesting. Its almost refreshing to see the patterns and that I'm not crazy , but its very sad all the …
From the UK, learning about the same problems our Canadian brothers face is sad but interesting. Its almost refreshing to see the patterns and that I'm not crazy , but its very sad all the same. Sending many blessings x
Identity Attack0.012139536
Insult0.028612386
Profanity0.020100424
Threat0.0063497215
Severe Toxicity0.0012493134
Low Tox 0.055768944 Constructive 0.746 Comparative_Framing
Nov 10, 2025 1 likes Why Canadians Are Turning Against …
Immigration not problem , i am immigrant and now Canadian citizen i used to save money, now i have no money whatever i earn go into bills. Soo much of tax. I can’t even rent …
Immigration not problem , i am immigrant and now Canadian citizen i used to save money, now i have no money whatever i earn go into bills. Soo much of tax. I can’t even rent a basement maybe just a room. I told everyone not to come to canada. My brother payed 40,000$ in education with single day job. So he thinking going back nothing here. And its everywhere not just in canada
Identity Attack0.027815815
Insult0.017227544
Profanity0.011970525
Threat0.0062267366
Severe Toxicity0.0014305115
Low Tox 0.05255287 Constructive 0.656
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
Bike dude is my spirit brother, facts brother
Bike dude is my spirit brother, facts brother
Identity Attack0.0074365693
Insult0.018838953
Profanity0.021125201
Threat0.0076766624
Severe Toxicity0.0020313263
Low Tox 0.044636376 Moderate Con 0.445 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
Canada? Brother come to Frisco Texas.
Canada? Brother come to Frisco Texas.
Identity Attack0.018872296
Insult0.015644927
Profanity0.012414595
Threat0.007547205
Severe Toxicity0.0018692017
Low Tox 0.04315203 Moderate Con 0.384 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Brother you should've messaged me I would've bought you a coffee from Singh Hortons.
Brother you should've messaged me I would've bought you a coffee from Singh Hortons.
Identity Attack0.005401687
Insult0.016784932
Profanity0.017162729
Threat0.009048914
Severe Toxicity0.001821518
Low Tox 0.042657252 Constructive 0.599 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Snippet: Getting a college degree in native land should be less stressful than studying abroad -- as in studying in Canada or United States. Foreign countries and its schools would most likely have a higher …
Snippet: Getting a college degree in native land should be less stressful than studying abroad -- as in studying in Canada or United States. Foreign countries and its schools would most likely have a higher standards and expectations foreign students might find more textually challenging and tuition-costly. Immigration or Immigrant Policy is an entirely separate entry into a foreign country vs. based on student's visa, which is timed. I would go back home and finish up school there and earn back home -- visiting other land temporarily is fine, but not live with them full-time. FYI - Canada & USA are brothers biologically -- they are Anglo-Saxon and owned both countries and everything in it. be blessed. nov2025
Identity Attack0.014450782
Insult0.018258847
Profanity0.01220964
Threat0.006738094
Severe Toxicity0.0013160706
Low Tox 0.03969839 Constructive 0.759
Nov 25, 2025 Quebec Ends Economic Immigration Program …
My brother works for immigration Canada, he said that although Carney said immigrants are deported, but in reality his government is bringing in more Asylum refugees into Canada, which means Canadians will have to take …
My brother works for immigration Canada, he said that although Carney said immigrants are deported, but in reality his government is bringing in more Asylum refugees into Canada, which means Canadians will have to take care of them with their tax dollars. Carney told the immigration workers not to tell anyone about this.
Identity Attack0.022791367
Insult0.013782915
Profanity0.010450439
Threat0.006763986
Severe Toxicity0.0010871887
Low Tox 0.03734144 Constructive 0.693
Dec 24, 2025 8 likes Deportations From Canada at Their …
punjabi are the best / elite of india. punjabis are good people. sat sri akal my brothers and sisters
punjabi are the best / elite of india. punjabis are good people. sat sri akal my brothers and sisters
Identity Attack0.024801146
Insult0.013782915
Profanity0.02385794
Threat0.009981008
Severe Toxicity0.0032806396
Low Tox 0.03592727 Moderate Con 0.458 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Respect to bike brother for speaking the truth
Respect to bike brother for speaking the truth
Identity Attack0.0059936526
Insult0.014276917
Profanity0.016957775
Threat0.007624879
Severe Toxicity0.0014019012
Low Tox 0.033334624 Moderate Con 0.403 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
On a roll lately brother.
On a roll lately brother.
Identity Attack0.0035702933
Insult0.014086916
Profanity0.018392462
Threat0.0089712385
Severe Toxicity0.0017356873
Low Tox 0.03309893 Moderate Con 0.465
Jan 27, 2026 37 likes Inside Canada's Indian Invasion...
Just wanna say, cause I don't think its said enough, I commend the journalistic integrity that you started out with and maintain throughout your work. Thank you for your commitment to hearing many sides of …
Just wanna say, cause I don't think its said enough, I commend the journalistic integrity that you started out with and maintain throughout your work. Thank you for your commitment to hearing many sides of the story. My brother is a journalist in NYC and he also amplifies voices that are so often drowned out by louder, flashier ones. As a Canadian, who was born in South Africa, but have grown up in BC since elementary school, I feel incredibly grateful for the opportunity this country has given my family. We all work hard to build on the values shared in this nation. I love learning about aspects of Canada that I am unfamiliar with, but ultimately help shape its identity. 🙏
Identity Attack0.0076585566
Insult0.01819439
Profanity0.014771583
Threat0.006686311
Severe Toxicity0.0011396408
Low Tox 0.03109552 Constructive 0.882 Solidarity
Oct 8, 2025 21 likes Inside Canada's Indian Metropolis (Brampton)
Welcome to the gta brother
Welcome to the gta brother
Identity Attack0.007917541
Insult0.011996903
Profanity0.02119352
Threat0.0100069
Severe Toxicity0.0022697449
Low Tox 0.03062413 Moderate Con 0.323 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Love and ✌️ Peace everyone 😅..... We are all 1 my brothers no such thing as a take over. Love
Love and ✌️ Peace everyone 😅..... We are all 1 my brothers no such thing as a take over. Love
Identity Attack0.0059936526
Insult0.011312899
Profanity0.019348921
Threat0.008945347
Severe Toxicity0.0018024445
Low Tox 0.029327808 Constructive 0.507 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
brother ur in Brampton that's pretty awesome wish i could meet you buddy cheers!!
brother ur in Brampton that's pretty awesome wish i could meet you buddy cheers!!
Identity Attack0.0076215584
Insult0.0116169015
Profanity0.02030538
Threat0.009799767
Severe Toxicity0.00207901
Low Tox 0.027913637 Constructive 0.658 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Good Documentary Brother lots to learn from your.
Good Documentary Brother lots to learn from your.
Identity Attack0.002885833
Insult0.013972916
Profanity0.012175481
Threat0.0069387536
Severe Toxicity0.00096797943
Low Tox 0.026145924 Moderate Con 0.451
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
8:25 brother's we have a Canadian brother who knows.
8:25 brother's we have a Canadian brother who knows.
Identity Attack0.012842959
Insult0.010628895
Profanity0.012722028
Threat0.0072235605
Severe Toxicity0.0013446808
Low Tox 0.025792383 Constructive 0.565 Meta_Commentary
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Great documentary brother
Great documentary brother
Identity Attack0.00673361
Insult0.0103248935
Profanity0.01887069
Threat0.009178371
Severe Toxicity0.0018596649
Low Tox 0.02343543 Moderate Con 0.44 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Brother it's Punjab Pronounce it Panjab
Brother it's Punjab Pronounce it Panjab
Identity Attack0.013948337
Insult0.014580919
Profanity0.020510335
Threat0.008867673
Severe Toxicity0.0024986267
Low Tox 0.022964042 Moderate Con 0.353 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Bike guy is my hero! Say it like it is brother! He found his chance to voice his opinions to a large audience and he took it!
Bike guy is my hero! Say it like it is brother! He found his chance to voice his opinions to a large audience and he took it!
Identity Attack0.0027933381
Insult0.0115029
Profanity0.013131939
Threat0.007327127
Severe Toxicity0.000910759
Low Tox 0.022374803 Constructive 0.618 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Love you brother ❤❤❤
Love you brother ❤❤❤
Identity Attack0.0066596144
Insult0.009678889
Profanity0.020988565
Threat0.008764107
Severe Toxicity0.0021839142
Low Tox 0.02072494 Moderate Con 0.496 Solidarity
Feb 22, 2026 Inside Canada's Indian Invasion...
10:26 this guy is one of the good ones. Paid his dues, studied hard, working as a nurse in a time where they are incredibly needed. Kudos brother.
10:26 this guy is one of the good ones. Paid his dues, studied hard, working as a nurse in a time where they are incredibly needed. Kudos brother.
Identity Attack0.0054756827
Insult0.009545889
Profanity0.017436003
Threat0.008867673
Severe Toxicity0.0016403198
Low Tox 0.019980038 Constructive 0.726
Oct 12, 2025 105 likes Inside Canada's Indian Metropolis (Brampton)
Canadian brothers, hold strong, we’ll have our homes again ✊🏻 Much love from your southern neighbor 🇺🇸
Canadian brothers, hold strong, we’ll have our homes again ✊🏻 Much love from your southern neighbor 🇺🇸
Identity Attack0.009286462
Insult0.008880884
Profanity0.011423977
Threat0.0074306927
Severe Toxicity0.0011825562
Low Tox 0.01822079 Moderate Con 0.495 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...

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.