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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 1210 of 1230
Don't go to the States at all if you don't have to.
Don't go to the States at all if you don't have to.
· 10: Cluster #9
Close reading → Video sentiment →
Identity Attack0.0006170139
Insult0.0007531519
Profanity0.000046621062
Threat0.00008048282
Severe Toxicity0.0000023980044
Low Tox 0.0030502991
Dec 10, 2025
私は日本人だが、移民問題で苦しんでいる、とくに移民の東南アジア人の犯罪は日本で問題となりつつある。
私は日本人だが、移民問題で苦しんでいる、とくに移民の東南アジア人の犯罪は日本で問題となりつつある。
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0038107792
Insult0.008006879
Profanity0.008093451
Threat0.005348852
Severe Toxicity0.000705719
Low Tox 0.0030158549 Moderate Con 0.401 Comparative_Framing
Feb 28, 2026 Inside Canada's Indian Invasion...
Canada has been seen as multicultural ONLY BY THE GOVERNMENT not by Canadians
Canada has been seen as multicultural ONLY BY THE GOVERNMENT not by Canadians
· 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0020929498
Insult0.00058655854
Profanity0.000024226221
Threat0.000040483275
Severe Toxicity0.0000024816304
Low Tox 0.0029421959
Apr 15, 2025
canadians are just straight confused if they are choosing to go down there voluntarily 🤦‍♂️ probably the albertan separatists looking for a new home 😂
canadians are just straight confused if they are choosing to go down there voluntarily 🤦‍♂️ probably the albertan separatists looking for a new home 😂
· 39: Cluster #38
Close reading → Discourse → Video sentiment →
Identity Attack0.0021610456
Insult0.0005809147
Profanity0.000030460635
Threat0.000070051035
Severe Toxicity0.0000026030807
Low Tox 0.0029380107 Humor_Satire
Dec 10, 2025 1 likes
Моя мечта когда нибудь отправиться в туристическое путешествие в Канаду, думаю что надо поторопиться..
Моя мечта когда нибудь отправиться в туристическое путешествие в Канаду, думаю что надо поторопиться..
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0013966691
Insult0.0056223646
Profanity0.010535837
Threat0.0054208627
Severe Toxicity0.00028014183
Low Tox 0.002890194 Moderate Con 0.354 Advertisement_Spam
Feb 24, 2026 Inside Canada's Indian Invasion...
Without the influx of migrants, wages will increase and Canadians can afford to have children.
Without the influx of migrants, wages will increase and Canadians can afford to have children.
· 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0022546225
Insult0.00046997625
Profanity0.000014073342
Threat0.000089552865
Severe Toxicity0.0000027010585
Low Tox 0.0028452694
Apr 14, 2025
What did they do, flush the toilets?
What did they do, flush the toilets?
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00018895973
Insult0.0009158768
Profanity0.000056719964
Threat0.00015615602
Severe Toxicity0.0000024577573
Low Tox 0.0028360956
Apr 20, 2025
Better yet, travel in Canada. Sorry not Sorry America.
Better yet, travel in Canada. Sorry not Sorry America.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0003998768
Insult0.00078987423
Profanity0.00006805514
Threat0.000094691604
Severe Toxicity0.0000026975215
Low Tox 0.002832108
Dec 8, 2025 1 likes
Canadians stop travel to USA.This is the smart choice
Canadians stop travel to USA.This is the smart choice
· 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.0017890383
Insult0.000649502
Profanity0.00002931179
Threat0.000073175244
Severe Toxicity0.0000025628387
Low Tox 0.0028294753 Call_To_Action
Dec 9, 2025
That's the Liberal government for you. Promise you the moon to get your vote, and then do the rug-pull. They do this to homegrown Canadians too.
That's the Liberal government for you. Promise you the moon to get your vote, and then do the rug-pull. They do this to homegrown Canadians too.
Canada's tighter immigration policy divides the country • … · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.0005989399
Insult0.00091336184
Profanity0.00006148579
Threat0.000085087275
Severe Toxicity0.0000023829673
Low Tox 0.0028087383 Policy_Critique
Mar 3, 2026 Canada's tighter immigration policy divides …
GREAT!! Lets get rid of these imports that use all of what people that were born here have paid for.
GREAT!! Lets get rid of these imports that use all of what people that were born here have paid for.
· 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.00030003712
Insult0.0005755397
Profanity0.00003203911
Threat0.0002352621
Severe Toxicity0.000002753686
Low Tox 0.0026706909
Apr 19, 2025
No worries, will never set foot in america again!💪🇨🇦
No worries, will never set foot in america again!💪🇨🇦
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0004998911
Insult0.00048103833
Profanity0.00006249111
Threat0.000297731
Severe Toxicity0.0000037516254
Low Tox 0.0026456749
Dec 9, 2025
Nope. I'm going to Iceland again.
Nope. I'm going to Iceland again.
· 11: Cluster #10
Close reading → Discourse → Video sentiment →
Identity Attack0.00042877372
Insult0.00065214117
Profanity0.000028667559
Threat0.00015168998
Severe Toxicity0.0000024178405
Low Tox 0.002633422 Personal_Narrative
Dec 8, 2025 1 likes
Canadians need to understand that these regulations also apply to foreigners coming to Canada.
Canadians need to understand that these regulations also apply to foreigners coming to Canada.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0026705156
Insult0.0004082799
Profanity0.00002867319
Threat0.000085169915
Severe Toxicity0.0000033612018
Low Tox 0.0026279856
Dec 10, 2025
Let's go somewhere
Let's go somewhere
· 24: Cluster #23
Close reading → Video sentiment →
Identity Attack0.00028258504
Insult0.0007044204
Profanity0.000052455915
Threat0.00024677883
Severe Toxicity0.0000027934939
Low Tox 0.0025972333
Dec 8, 2025 1 likes
Do not go to the USA.
Do not go to the USA.
· 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.0006725041
Insult0.0006493416
Profanity0.000033552704
Threat0.000066376386
Severe Toxicity0.000002196411
Low Tox 0.0025925818 Call_To_Action
Dec 8, 2025
Terrible interview, he didn't actually answer the question: do we now need to be fingerprinted and photographed?
Terrible interview, he didn't actually answer the question: do we now need to be fingerprinted and photographed?
· 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.00012398607
Insult0.0005295133
Profanity0.00003452148
Threat0.00044521966
Severe Toxicity0.000004065311
Low Tox 0.0025781742 Question
Dec 10, 2025
You don’t even know what you talking about
You don’t even know what you talking about
· 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.00010716649
Insult0.0018532146
Profanity0.000048046117
Threat0.000038576105
Severe Toxicity0.0000020008054
Low Tox 0.0025595655
Apr 14, 2025 2 likes
Stay In Canada
Stay In Canada
· 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.0009965189
Insult0.0005088399
Profanity0.00002492529
Threat0.00012982875
Severe Toxicity0.000002437508
Low Tox 0.0025419306
Dec 12, 2025
MAGASTAN!!!!
MAGASTAN!!!!
· 46: Cluster #45
Close reading → Video sentiment →
Identity Attack0.00038856754
Insult0.0006614761
Profanity0.00012824692
Threat0.00015926536
Severe Toxicity0.0000032342284
Low Tox 0.002533243
Dec 8, 2025
So, is that bad
So, is that bad
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00017560336
Insult0.0008771326
Profanity0.00006052926
Threat0.0000905026
Severe Toxicity0.0000022726297
Low Tox 0.0025195864
Apr 20, 2025
Mp Amritpal singh https://youtube.com/shorts/v-DcB76k9F4?feature=share
Mp Amritpal singh https://youtube.com/shorts/v-DcB76k9F4?feature=share
Inside Canada's Indian Metropolis (Brampton) · 372: Cluster #371
Close reading → Video sentiment →
Identity Attack0.0013226734
Insult0.00650587
Profanity0.010296722
Threat0.005948403
Severe Toxicity0.00044584274
Low Tox 0.0024975047 Low Con 0.268
Dec 12, 2025 Inside Canada's Indian Metropolis (Brampton)
If Canadians don't like it, just don't go. Entering another country is a privilege not a right. Canada can impose the same on visitors from other countries if we think it is necessary.
If Canadians don't like it, just don't go. Entering another country is a privilege not a right. Canada can impose the same on visitors from other countries if we think it is necessary.
· 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.0023125063
Insult0.00042345727
Profanity0.000029053697
Threat0.00006308459
Severe Toxicity0.0000027806877
Low Tox 0.0024623123
Dec 7, 2025 69 likes
that will just make less tourist to the states
that will just make less tourist to the states
· 37: Cluster #36
Close reading → Video sentiment →
Identity Attack0.0006357281
Insult0.00056272413
Profanity0.000022255881
Threat0.000055655488
Severe Toxicity0.0000020489954
Low Tox 0.0024468375
Dec 12, 2025 1 likes
ROFLMAO.....
ROFLMAO.....
· 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.00014104963
Insult0.001427088
Profanity0.00006299075
Threat0.000048095168
Severe Toxicity0.000001863843
Low Tox 0.002437565 Humor_Satire
Apr 17, 2025
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.