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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

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
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
Active: "Biased is that what all …" 60 comments · Page 3 of 3
Immigration lawyer talking about immigration not biased at all 😂
Immigration lawyer talking about immigration not biased at all 😂
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.03249594
Insult0.02193286
Profanity0.016342908
Threat0.006492125
Severe Toxicity0.0019550323
Low Tox 0.08241652 Low Con 0.203
Dec 25, 2025 Deportations From Canada at Their …
Of course ctv and cbc only interview the woke side,,,,this is denying us real democracy when they show bias
Of course ctv and cbc only interview the woke side,,,,this is denying us real democracy when they show bias
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.008842488
Insult0.026831545
Profanity0.012141321
Threat0.0063238298
Severe Toxicity0.0010538101
Low Tox 0.058737632 Low Con 0.223 Policy_Critique
Nov 22, 2025 Quebec Ends Economic Immigration Program …
There is no divide. Try not to inject bias.
There is no divide. Try not to inject bias.
Canada's tighter immigration policy divides the country • … · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.0028118372
Insult0.01819439
Profanity0.0127561875
Threat0.0072365063
Severe Toxicity0.0009918213
Low Tox 0.044636376 Low Con 0.233 Meta_Commentary
Feb 11, 2026 Canada's tighter immigration policy divides …
Great video, I expected a biased video but truly enjoyed this great researched video✨
Great video, I expected a biased video but truly enjoyed this great researched video✨
Inside Canada's Indian Metropolis (Brampton) · 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.009212466
Insult0.013440913
Profanity0.026044132
Threat0.010110466
Severe Toxicity0.002784729
Low Tox 0.03969839 Moderate Con 0.478 Meta_Commentary
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
This is totally biased piece, typical of CBC. The last statscan review of refugee claimants had 90% on social assistance after the first year and 50% on welfare after 5 years. Using the Vietnamese boat …
This is totally biased piece, typical of CBC. The last statscan review of refugee claimants had 90% on social assistance after the first year and 50% on welfare after 5 years. Using the Vietnamese boat people as an example is plain wrong as it was a different time and demographic.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.011617327
Insult0.017936565
Profanity0.009733095
Threat0.0059322207
Severe Toxicity0.0007534027
Low Tox 0.036870047 Constructive 0.613
Jan 19, 2019 How much do refugees and …
Non biased journalism, appreciate what you do!
Non biased journalism, appreciate what you do!
Inside Canada's Indian Metropolis (Brampton) · 61: Cluster #60
Close reading → Video sentiment →
Identity Attack0.0034592997
Insult0.016860934
Profanity0.010365041
Threat0.0061814263
Severe Toxicity0.00066280365
Low Tox 0.032863233 Constructive 0.539
Nov 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Capturing the world without bias or fear
Capturing the world without bias or fear
Inside Canada's Indian Metropolis (Brampton) · 61: Cluster #60
Close reading → Discourse → Video sentiment →
Identity Attack0.0073625734
Insult0.010286893
Profanity0.017845914
Threat0.011430934
Severe Toxicity0.0019454956
Low Tox 0.032627538 Low Con 0.264 Meta_Commentary
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Thank you. Non biased report. You looked at both sides of the coin objectively. That's how you do a documentary!
Thank you. Non biased report. You looked at both sides of the coin objectively. That's how you do a documentary!
Inside Canada's Indian Metropolis (Brampton) · 61: Cluster #60
Close reading → Video sentiment →
Identity Attack0.0018406434
Insult0.014960921
Profanity0.010723713
Threat0.006045496
Severe Toxicity0.0006198883
Low Tox 0.025792383 Constructive 0.6
Sep 20, 2025 58 likes Inside Canada's Indian Metropolis (Brampton)
To answer your last question, it is because they want this... look up harjeet sing. He was the top general of canada. And when the afganistan withdrawl happened, lets say canadian troops showed bias as …
To answer your last question, it is because they want this... look up harjeet sing. He was the top general of canada. And when the afganistan withdrawl happened, lets say canadian troops showed bias as to who was being pulled from the warzone...
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.006363631
Insult0.011920903
Profanity0.00993805
Threat0.0072365063
Severe Toxicity0.0007677078
Low Tox 0.024378212 Moderate Con 0.473 Unverified_Claim
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Good journalism. No bias. Listening to both sides.
Good journalism. No bias. Listening to both sides.
Inside Canada's Indian Metropolis (Brampton) · 61: Cluster #60
Close reading → Discourse → Video sentiment →
Identity Attack0.0024603575
Insult0.007892879
Profanity0.010057608
Threat0.006427396
Severe Toxicity0.00056028366
Low Tox 0.011937759 Moderate Con 0.45 Meta_Commentary
Sep 21, 2025 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.