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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 1119 of 1230
We need our own i.c.e division
We need our own i.c.e division
IRCC Names India in Study Permit Fraud | … · 126: Cluster #125
Close reading → Video sentiment →
Identity Attack0.0046987277
Insult0.009127886
Profanity0.013644327
Threat0.0078449575
Severe Toxicity0.0011873245
Low Tox 0.019226074 Low Con 0.284
Sep 29, 2025 1 likes IRCC Names India in Study …
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Why Canadians Are Turning Against Immigrants.
Close reading → Video sentiment →
Identity Attack0.005660672
Insult0.009488888
Profanity0.018734055
Threat0.0091524795
Severe Toxicity0.0020313263
Low Tox 0.019226074 Moderate Con 0.486
Aug 24, 2025 1 likes Why Canadians Are Turning Against …
It's about time
It's about time
Quebec Ends Economic Immigration Program | Your Morning · 51: Cluster #50
Close reading → Discourse → Video sentiment →
Identity Attack0.003903274
Insult0.008633883
Profanity0.01627459
Threat0.008893564
Severe Toxicity0.0015449524
Low Tox 0.019226074 Low Con 0.288 Policy_Critique
Nov 21, 2025 Quebec Ends Economic Immigration Program …
Wow
Wow
Inside Canada's Indian Invasion...
Close reading → Video sentiment →
Identity Attack0.0034777985
Insult0.009526889
Profanity0.016889455
Threat0.007573096
Severe Toxicity0.0015068054
Low Tox 0.019226074 Moderate Con 0.475
Jan 29, 2026 Inside Canada's Indian Invasion...
Bike guy is an absolute legend.
Bike guy is an absolute legend.
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.003884775
Insult0.011046898
Profanity0.015010698
Threat0.007262398
Severe Toxicity0.0012397766
Low Tox 0.019226074 Moderate Con 0.439 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
CANADA IS LIKE THAT! WE CAN'T GO TO CANADA .WE ALL GET CHECK ! ASIAN HERE
CANADA IS LIKE THAT! WE CAN'T GO TO CANADA .WE ALL GET CHECK ! ASIAN HERE
· 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.020465802
Insult0.0029913438
Profanity0.00009030148
Threat0.00020251989
Severe Toxicity0.0000040622645
Low Tox 0.019197736 Unverified_Claim
Dec 11, 2025
This is because the Canadian government’s decade of unvetted immigration.
This is because the Canadian government’s decade of unvetted immigration.
· 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.00456813
Insult0.005338501
Profanity0.000034871184
Threat0.00010889099
Severe Toxicity0.000002251686
Low Tox 0.019138617 Unverified_Claim
Dec 7, 2025 42 likes
The schools are in Mississauga, one town over. Over run
The schools are in Mississauga, one town over. Over run
Inside Canada's Indian Invasion... · 186: Cluster #185
Close reading → Discourse → Video sentiment →
Identity Attack0.0051797
Insult0.010248893
Profanity0.011031146
Threat0.0071070488
Severe Toxicity0.0009918213
Low Tox 0.019100413 Moderate Con 0.365 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Wow
Wow
IRCC Names India in Study Permit Fraud | …
Close reading → Video sentiment →
Identity Attack0.0034408006
Insult0.009450888
Profanity0.016821137
Threat0.007534259
Severe Toxicity0.0014877319
Low Tox 0.019100413 Moderate Con 0.47
Oct 1, 2025 IRCC Names India in Study …
Thank you for showing this
Thank you for showing this
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.004846719
Insult0.009564889
Profanity0.01764096
Threat0.008789998
Severe Toxicity0.0018501282
Low Tox 0.019100413 Moderate Con 0.424 Meta_Commentary
Nov 22, 2025 Thousands of refugees allowed into …
Government is also responsible for a lot
Government is also responsible for a lot
Inside Canada's Indian Invasion... · 49: Cluster #48
Close reading → Discourse → Video sentiment →
Identity Attack0.0054756827
Insult0.009906891
Profanity0.013951761
Threat0.007029374
Severe Toxicity0.0009918213
Low Tox 0.019100413 Low Con 0.228 Policy_Critique
Feb 22, 2026 Inside Canada's Indian Invasion...
It’s a good thing they legally don’t need to wear a motorcycle helmet. Since they are such great drivers and wear a helmet full time. 😅
It’s a good thing they legally don’t need to wear a motorcycle helmet. Since they are such great drivers and wear a helmet full time. 😅
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0025713511
Insult0.009944891
Profanity0.012858666
Threat0.0071070488
Severe Toxicity0.001001358
Low Tox 0.019100413 Low Con 0.269
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank you so much to the person who made this video! I just took my test today and passed on my first attemp, I got 19 out of 20. I’ve watched this video 6 times …
Thank you so much to the person who made this video! I just took my test today and passed on my first attemp, I got 19 out of 20. I’ve watched this video 6 times and never read the book. This video is good enough to help me with the test.
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Video sentiment →
Identity Attack0.0058086636
Insult0.008994885
Profanity0.019280603
Threat0.009359611
Severe Toxicity0.0017261505
Low Tox 0.019100413 Constructive 0.643
Jul 22, 2025 38 likes Canadian Citizenship Test 2025 – …
Saar do not redeem!!! 😂
Saar do not redeem!!! 😂
Inside Canada's Indian Invasion... · 145: Cluster #144
Close reading → Discourse → Video sentiment →
Identity Attack0.0010775626
Insult0.013744914
Profanity0.025770858
Threat0.0056538866
Severe Toxicity0.0024795532
Low Tox 0.019100413 Low Con 0.258 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Wow
Wow
IRCC Names India in Study Permit Fraud | …
Close reading → Video sentiment →
Identity Attack0.0034408006
Insult0.009450888
Profanity0.016821137
Threat0.007534259
Severe Toxicity0.0014877319
Low Tox 0.019100413 Moderate Con 0.47
Sep 30, 2025 IRCC Names India in Study …
Thank you Michelle Remple (sorry if I'm misspelling your name )for some reason It sound different if I say it
Thank you Michelle Remple (sorry if I'm misspelling your name )for some reason It sound different if I say it
IRCC Names India in Study Permit Fraud | … · 92: Cluster #91
Close reading → Video sentiment →
Identity Attack0.0045137387
Insult0.009678889
Profanity0.013883443
Threat0.007262398
Severe Toxicity0.0012969971
Low Tox 0.019100413 Constructive 0.515
Oct 19, 2025 IRCC Names India in Study …
Very late
Very late
Canadian immigration officers investigating hundreds identified by extortion … · 131: Cluster #130
Close reading → Video sentiment →
Identity Attack0.0030153254
Insult0.0092228865
Profanity0.015283971
Threat0.008220384
Severe Toxicity0.001373291
Low Tox 0.019100413 Moderate Con 0.413
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Asmon just talked about this…
Asmon just talked about this…
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0034408006
Insult0.009431887
Profanity0.015864678
Threat0.0077025536
Severe Toxicity0.0011634827
Low Tox 0.019100413 Moderate Con 0.312 Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
😂😂😂😂😂😅😅😅😅
😂😂😂😂😂😅😅😅😅
IRCC Names India in Study Permit Fraud | … · 69: Cluster #68
Close reading → Video sentiment →
Identity Attack0.001655654
Insult0.009241886
Profanity0.024951037
Threat0.0059904763
Severe Toxicity0.0025749207
Low Tox 0.019100413 Moderate Con 0.432
Sep 30, 2025 IRCC Names India in Study …
3:18 - Have you noticed any big demographic here in Brampton? "I can't be specific, because I'm a city worker" Exactly, people can't speak against any of this of we risk our jobs
3:18 - Have you noticed any big demographic here in Brampton? "I can't be specific, because I'm a city worker" Exactly, people can't speak against any of this of we risk our jobs
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0031263188
Insult0.010058892
Profanity0.009852652
Threat0.006485652
Severe Toxicity0.0006079674
Low Tox 0.019100413 Constructive 0.611 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
They are all in Ontario!! Esp in Brampton an Mississauga!!
They are all in Ontario!! Esp in Brampton an Mississauga!!
IRCC Names India in Study Permit Fraud | … · 186: Cluster #185
Close reading → Video sentiment →
Identity Attack0.009767435
Insult0.009507888
Profanity0.010450439
Threat0.0062849927
Severe Toxicity0.0010681152
Low Tox 0.019100413 Moderate Con 0.39
Sep 28, 2025 18 likes IRCC Names India in Study …
Keep up the good work
Keep up the good work
Inside Canada's Indian Invasion... · 284: Cluster #283
Close reading → Discourse → Video sentiment →
Identity Attack0.0046987277
Insult0.009241886
Profanity0.017299367
Threat0.008815889
Severe Toxicity0.0016403198
Low Tox 0.019100413 Moderate Con 0.404 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Looks like Edison, New Jersey.
Looks like Edison, New Jersey.
Inside Canada's Indian Invasion... · 94: Cluster #93
Close reading → Video sentiment →
Identity Attack0.006881601
Insult0.010362893
Profanity0.012892825
Threat0.0072365063
Severe Toxicity0.0011444092
Low Tox 0.019100413 Low Con 0.212
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
No one from the surrounding cities in the GTA want to step foot in Brampton. May as well be a different country.
No one from the surrounding cities in the GTA want to step foot in Brampton. May as well be a different country.
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.00621564
Insult0.010058892
Profanity0.010125926
Threat0.0064015044
Severe Toxicity0.0007247925
Low Tox 0.019100413 Moderate Con 0.352
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Stockton, Fresno , and Modesto in California are getting close to Brampton
Stockton, Fresno , and Modesto in California are getting close to Brampton
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.005105704
Insult0.010552894
Profanity0.012038844
Threat0.007068211
Severe Toxicity0.00096321106
Low Tox 0.019100413 Low Con 0.262
Jan 27, 2026 45 likes 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.