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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: 0.5 – 1 4,704 comments · Page 189 of 189
Probably have the best food!!!! And at least theyre not muslims
Probably have the best food!!!! And at least theyre not muslims
Inside Canada's Indian Metropolis (Brampton) · 21: Cluster #20
Close reading → Video sentiment →
Identity Attack0.5948528
Insult0.27558193
Profanity0.16217725
Threat0.013269233
Severe Toxicity0.038593806
Moderate 0.5024724 Low Con 0.286 Identity Attack
Oct 31, 2025 Inside Canada's Indian Metropolis (Brampton)
I hate my country.
I hate my country.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.20434737
Profanity0.26098207
Threat0.016810767
Severe Toxicity0.023076924
Moderate 0.5024724 Moderate Con 0.39
Jan 27, 2026 Inside Canada's Indian Invasion...
9:04 I didn't see a human, all I saw was a cockroach.
9:04 I didn't see a human, all I saw was a cockroach.
Inside Canada's Indian Metropolis (Brampton) · 144: Cluster #143
Close reading → Video sentiment →
Identity Attack0.07094744
Insult0.40243408
Profanity0.39026237
Threat0.030623792
Severe Toxicity0.03590374
Moderate 0.5024724 Moderate Con 0.337
Jan 5, 2026 Inside Canada's Indian Metropolis (Brampton)
Canada is beyond screwed already, this ship is sinking fast...
Canada is beyond screwed already, this ship is sinking fast...
New rules, regulations take effect across Canada · 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.316
Insult0.49151286
Profanity0.352205
Threat0.010058682
Severe Toxicity0.023076924
Moderate 0.5024724 Low Con 0.19
Jan 8, 2026 New rules, regulations take effect …
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.