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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
30,738 comments · Page 1117 of 1230
Sighn hortons
Sighn hortons
Inside Canada's Indian Invasion... · 105: Cluster #104
Close reading → Discourse → Video sentiment →
Identity Attack0.004920715
Insult0.010286893
Profanity0.016957775
Threat0.008129764
Severe Toxicity0.0015068054
Low Tox 0.019477395 Low Con 0.284 Advertisement_Spam
Jan 27, 2026 Inside Canada's Indian Invasion...
What about tougher laws for those aiding and abetting this flow… particularly through First Nations lands. 😊
What about tougher laws for those aiding and abetting this flow… particularly through First Nations lands. 😊
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.005771666
Insult0.008994885
Profanity0.010245483
Threat0.0067898775
Severe Toxicity0.00074386597
Low Tox 0.019477395 Moderate Con 0.325 Call_To_Action
Feb 18, 2026 1 likes LILLEY UNLEASHED: The fall of …
2nd province to smartin up.
2nd province to smartin up.
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.003607291
Insult0.010856897
Profanity0.010279642
Threat0.006848133
Severe Toxicity0.0008249283
Low Tox 0.019477395 Low Con 0.225
Nov 22, 2025 Quebec Ends Economic Immigration Program …
Rent control and lower food
Rent control and lower food
Canada’s new rules in 2026 · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0022291208
Insult0.010172892
Profanity0.010672474
Threat0.0061878995
Severe Toxicity0.0007390976
Low Tox 0.019477395 Low Con 0.25 Policy_Critique
Jan 14, 2026 Canada’s new rules in 2026
Who voted Liberal ?
Who voted Liberal ?
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0076585566
Insult0.009640889
Profanity0.0113215
Threat0.0064144502
Severe Toxicity0.0008583069
Low Tox 0.019477395 Moderate Con 0.357 Question
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
INDIA
INDIA
Inside Canada's Indian Invasion... · 109: Cluster #108
Close reading → Video sentiment →
Identity Attack0.010433395
Insult0.009298887
Profanity0.016069634
Threat0.007534259
Severe Toxicity0.0016117096
Low Tox 0.019477395 Moderate Con 0.491
Jan 27, 2026 Inside Canada's Indian Invasion...
Upgrade the network infrastructure in Atlantic Canada, it's like we're living in the 1980's over here...
Upgrade the network infrastructure in Atlantic Canada, it's like we're living in the 1980's over here...
Canada’s new rules in 2026 · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.004180758
Insult0.0113509
Profanity0.00995513
Threat0.006045496
Severe Toxicity0.00071048737
Low Tox 0.019477395 Moderate Con 0.307
Jan 12, 2026 Canada’s new rules in 2026
I did not even know there were cars in Canada...
I did not even know there were cars in Canada...
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.00880549
Insult0.0096028885
Profanity0.010330882
Threat0.0064079775
Severe Toxicity0.0010347366
Low Tox 0.019477395 Moderate Con 0.328
Jan 27, 2026 Inside Canada's Indian Invasion...
I can find a steady Job now hopefully and pay if my credit card debts
I can find a steady Job now hopefully and pay if my credit card debts
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0028673338
Insult0.008310881
Profanity0.01354185
Threat0.007340072
Severe Toxicity0.0010633469
Low Tox 0.019351736 Moderate Con 0.433
Nov 27, 2025 Quebec Ends Economic Immigration Program …
We cannot say "I don't agree with this" without losing our jobs which a lot of our taxes goes to foreign wages and Canada keeps printing money.
We cannot say "I don't agree with this" without losing our jobs which a lot of our taxes goes to foreign wages and Canada keeps printing money.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.006178642
Insult0.010248893
Profanity0.010057608
Threat0.0060325502
Severe Toxicity0.0006580353
Low Tox 0.019351736 Constructive 0.53 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
Your new Subscriber 👍🏽
Your new Subscriber 👍🏽
Why Canadians Are Turning Against Immigrants. · 36: Cluster #35
Close reading → Discourse → Video sentiment →
Identity Attack0.0048097214
Insult0.00975489
Profanity0.018665737
Threat0.008867673
Severe Toxicity0.0018692017
Low Tox 0.019351736 Moderate Con 0.44 Meta_Commentary
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
⚠️
⚠️
Canada’s new rules in 2026
Close reading → Video sentiment →
Identity Attack0.0037922803
Insult0.0088618845
Profanity0.017367685
Threat0.007832011
Severe Toxicity0.0016784668
Low Tox 0.019351736 Moderate Con 0.454
Jan 12, 2026 Canada’s new rules in 2026
We need ice here too.
We need ice here too.
Why Canadians Are Turning Against Immigrants. · 82: Cluster #81
Close reading → Discourse → Video sentiment →
Identity Attack0.003144818
Insult0.008576883
Profanity0.012961143
Threat0.00866054
Severe Toxicity0.0014972687
Low Tox 0.019351736 Moderate Con 0.326 Meta_Commentary
Aug 25, 2025 36 likes Why Canadians Are Turning Against …
He also promised a Pipeline to Alberta 😂😂😂😂
He also promised a Pipeline to Alberta 😂😂😂😂
New rules, regulations take effect across Canada · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0022661188
Insult0.009678889
Profanity0.01084327
Threat0.007197669
Severe Toxicity0.0010490417
Low Tox 0.019351736 Low Con 0.148
Jan 8, 2026 New rules, regulations take effect …
Here comes digital ID
Here comes digital ID
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0045507364
Insult0.008538882
Profanity0.015693882
Threat0.008531082
Severe Toxicity0.0014781952
Low Tox 0.019351736 Low Con 0.295
Oct 1, 2025 IRCC Names India in Study …
Provate a guidare in Italia allora ahaha
Provate a guidare in Italia allora ahaha
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.0055866763
Insult0.013364912
Profanity0.011936366
Threat0.005744507
Severe Toxicity0.0009775162
Low Tox 0.019351736 Low Con 0.162 Meta_Commentary
Feb 11, 2026 Inside Canada's Indian Invasion...
What security screening? Pls wow
What security screening? Pls wow
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.002626848
Insult0.008633883
Profanity0.013883443
Threat0.0073789097
Severe Toxicity0.0012207031
Low Tox 0.019351736 Low Con 0.268 Question
Nov 24, 2025 1 likes Thousands of refugees allowed into …
Petition to upload the full interview with the legend on the bike!
Petition to upload the full interview with the legend on the bike!
Inside Canada's Indian Invasion... · 315: Cluster #314
Close reading → Discourse → Video sentiment →
Identity Attack0.0029228306
Insult0.009108886
Profanity0.013268576
Threat0.008362788
Severe Toxicity0.0011777878
Low Tox 0.019351736 Moderate Con 0.32 Call_To_Action
Jan 27, 2026 32 likes Inside Canada's Indian Invasion...
I have a question, does our Prime minister Mark Carney watch this video?
I have a question, does our Prime minister Mark Carney watch this video?
Inside Canada's Indian Metropolis (Brampton) · 256: Cluster #255
Close reading → Discourse → Video sentiment →
Identity Attack0.0029968263
Insult0.009450888
Profanity0.012551232
Threat0.0068869707
Severe Toxicity0.0009012222
Low Tox 0.019351736 Moderate Con 0.389 Question
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
Being a citizen of Canada and 'Canadian' are two very different things.
Being a citizen of Canada and 'Canadian' are two very different things.
Inside Canada's Indian Metropolis (Brampton) · 364: Cluster #363
Close reading → Discourse → Video sentiment →
Identity Attack0.012139536
Insult0.009051885
Profanity0.010125926
Threat0.005877201
Severe Toxicity0.00079631805
Low Tox 0.019351736 Moderate Con 0.384 Identity_Assertion
Sep 23, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
This is what I’ve been waiting for!!!
This is what I’ve been waiting for!!!
Inside Canada's Indian Invasion... · 216: Cluster #215
Close reading → Discourse → Video sentiment →
Identity Attack0.0027748393
Insult0.008994885
Profanity0.015659723
Threat0.0078449575
Severe Toxicity0.0015544891
Low Tox 0.019351736 Moderate Con 0.448 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
BRAMLADESH!
BRAMLADESH!
Inside Canada's Indian Metropolis (Brampton) · 81: Cluster #80
Close reading → Video sentiment →
Identity Attack0.008546505
Insult0.01309891
Profanity0.021945024
Threat0.009204263
Severe Toxicity0.0028419495
Low Tox 0.019351736 Low Con 0.27
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
They help the economy man
They help the economy man
Inside Canada's Indian Invasion... · 165: Cluster #164
Close reading → Discourse → Video sentiment →
Identity Attack0.0061046463
Insult0.00975489
Profanity0.015454767
Threat0.0074954215
Severe Toxicity0.0013446808
Low Tox 0.019351736 Moderate Con 0.305 Economic_Argument
Mar 2, 2026 Inside Canada's Indian Invasion...
Brampton has been like this for YEARS. I'm from Ottawa, and it doesn't look like that here.
Brampton has been like this for YEARS. I'm from Ottawa, and it doesn't look like that here.
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0050687063
Insult0.0114269
Profanity0.010313802
Threat0.0059386934
Severe Toxicity0.0006532669
Low Tox 0.019351736 Constructive 0.587 Comparative_Framing
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
This ain’t it chief.
This ain’t it chief.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0018776412
Insult0.010742896
Profanity0.012448754
Threat0.0064597605
Severe Toxicity0.00071048737
Low Tox 0.019351736 Low Con 0.236
Dec 17, 2018 How much do refugees and …
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.