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Canadian Immigration Dashboard [ CID ]
Civility Analysis

Discourse Quality

Toxicity and constructive discourse scores from Google's Perspective API (via Communalytic).

Comments Scored
55,769
Embeddings
55,418
Avg Toxicity
0.2446
Avg Constructive
0.4192
Highly Toxic (>0.5)
7,830
14.0% of scored

Toxicity Breakdown by Video (Top 10)

Average toxicity scores across comments on each video — bars show how commenters' language scores on each toxicity dimension.

Constructive vs Toxic

Each point is a comment. X-axis = toxicity, Y-axis = average constructive score (affinity, compassion, curiosity, nuance, personal story, reasoning, respect).

27,099
Constructive & Civil
2,759
Passionate but Toxic
19,440
Neutral / Low Signal
4,931
Purely Toxic

Based on 54,229 comments with both toxicity and constructive scores.

Toxicity & Constructiveness Over Time

Monthly average toxicity vs constructive scores — track how discourse quality shifts around key events.

Discourse Quality Score by Video (Top 10)

Composite score = avg constructive - avg toxicity, computed from comment-level Perspective API scores. Green bars = net constructive discourse; red bars = net toxic discourse.

Discourse Quality Score by Channel (Top 10)

Same composite score aggregated by channel — based on comment toxicity/constructiveness scores, not the channel's own content. Which channels' comment sections foster constructive vs toxic discussion?

{# 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: Tox: 0.7 – 1 1,756 comments · Page 71 of 71
Hell no !!! WTF IS HAPPENING TO YOU
Hell no !!! WTF IS HAPPENING TO YOU
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.021585498
Insult0.34135336
Profanity0.6528205
Threat0.033386398
Severe Toxicity0.23226175
Toxic 0.7105462 Low Con 0.256 Fear_Threat
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
@pwilla everytime you use '🖕🏻' emoji yho modrs vegne bloat and graped by me 🖕🏻🖕🏻🖕🏻 keep crying and see my reply in my channel bot pjeet. Only yall can never do anything weak beta male …
@pwilla everytime you use '🖕🏻' emoji yho modrs vegne bloat and graped by me 🖕🏻🖕🏻🖕🏻 keep crying and see my reply in my channel bot pjeet. Only yall can never do anything weak beta male I already tracked yo beatch ahh location now yho ahh will be greped endlessly along with yho modr and Your curryhole can only🖕🏻 and do whatever bs with yoself and yo restarded 304 modr ever , can never even touch anyone irl. 🖕🏻🖕🏻🖕🏻♾️ keep crying bot
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.27991617
Insult0.58196646
Profanity0.47191826
Threat0.3733964
Severe Toxicity0.45895407
Toxic 0.7105462 Moderate Con 0.328 Insult Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
Bloody Indians
Bloody Indians
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6990888
Insult0.5935568
Profanity0.39409557
Threat0.06626215
Severe Toxicity0.35368225
Toxic 0.7105462 Moderate Con 0.332 Identity Attack Insult Identity_Assertion
Oct 1, 2025 IRCC Names India in Study …
Indians and their love for poop💩 😂
Indians and their love for poop💩 😂
Inside Canada's Indian Invasion... · 52: Cluster #51
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.53014356
Profanity0.47001255
Threat0.033386398
Severe Toxicity0.35368225
Toxic 0.7105462 Low Con 0.169 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
They even dedicate in Walmart bathroom floors. Nasty PIGS
They even dedicate in Walmart bathroom floors. Nasty PIGS
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.057037655
Insult0.71551245
Profanity0.29279903
Threat0.009799767
Severe Toxicity0.02444411
Toxic 0.7105462 Low Con 0.197 Insult Identity_Assertion
Aug 30, 2025 Why Canadians Are Turning Against …
Holy shit, someone finally said it on a larger scale.
Holy shit, someone finally said it on a larger scale.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.012240025
Insult0.24928534
Profanity0.8255558
Threat0.008129764
Severe Toxicity0.067522444
Toxic 0.7105462 Moderate Con 0.365 Solidarity
Jan 28, 2026 Inside Canada's Indian Invasion...
Data source: comment_perspective_scores (Google Perspective API via Communalytic) · Scores are probability values (0-1) indicating how likely a reader would perceive the interaction as toxic or constructive.