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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 1120 of 1230
Dear Canada, I admire your politeness, can do attitude to acquire better business with other countries and your stand for”Elbows Up”! I am sorry the U.S.A. is not a better and respectful neighbor through our …
Dear Canada, I admire your politeness, can do attitude to acquire better business with other countries and your stand for”Elbows Up”! I am sorry the U.S.A. is not a better and respectful neighbor through our current shameless government administration. Be well and do what you must.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00013077578
Insult0.015129442
Profanity0.00017793183
Threat0.000048101545
Severe Toxicity0.0000022707145
Low Tox 0.019032147
Dec 10, 2025
That's by design. Divide and conquer.
That's by design. Divide and conquer.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0030153254
Insult0.008519882
Profanity0.011492296
Threat0.009256045
Severe Toxicity0.0011205673
Low Tox 0.018974753 Low Con 0.191
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
How about slashing the numbers by 90%?
How about slashing the numbers by 90%?
New rules, regulations take effect across Canada · 9: Cluster #8
Close reading → Video sentiment →
Identity Attack0.00258985
Insult0.007721877
Profanity0.012346277
Threat0.009851551
Severe Toxicity0.0013160706
Low Tox 0.018974753 Low Con 0.173
Jan 4, 2026 10 likes New rules, regulations take effect …
Thank you for speaking the truth
Thank you for speaking the truth
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0032003147
Insult0.010020891
Profanity0.0137468055
Threat0.0072882893
Severe Toxicity0.0011396408
Low Tox 0.018974753 Moderate Con 0.417 Meta_Commentary
Aug 30, 2025 3 likes Why Canadians Are Turning Against …
Who's from Canada🇨🇦
Who's from Canada🇨🇦
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.01087737
Insult0.009450888
Profanity0.013473531
Threat0.006738094
Severe Toxicity0.0012874603
Low Tox 0.018974753 Moderate Con 0.367 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Still not enough.
Still not enough.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0022568693
Insult0.009393888
Profanity0.01220964
Threat0.007547205
Severe Toxicity0.0011348724
Low Tox 0.018974753 Moderate Con 0.356
Dec 31, 2025 1 likes Deportations From Canada at Their …
I agreed, I am very sad about,
I agreed, I am very sad about,
Inside Canada's Indian Metropolis (Brampton) · 168: Cluster #167
Close reading → Video sentiment →
Identity Attack0.0037182847
Insult0.009488888
Profanity0.013917602
Threat0.006874025
Severe Toxicity0.00093460083
Low Tox 0.018974753 Constructive 0.536
Oct 28, 2025 Inside Canada's Indian Metropolis (Brampton)
🇨🇦☃
🇨🇦☃
Inside Canada's Indian Invasion...
Close reading → Video sentiment →
Identity Attack0.0062526376
Insult0.00979289
Profanity0.019690514
Threat0.007961469
Severe Toxicity0.0020503998
Low Tox 0.018974753 Moderate Con 0.352
Jan 27, 2026 Inside Canada's Indian Invasion...
I know a guy who owns a veterinary practice in Brampton. He says their sign near the road gets taken out by a car almost monthly
I know a guy who owns a veterinary practice in Brampton. He says their sign near the road gets taken out by a car almost monthly
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.002830336
Insult0.008766884
Profanity0.011936366
Threat0.008867673
Severe Toxicity0.0010347366
Low Tox 0.018974753 Moderate Con 0.495 Personal_Narrative
Jan 27, 2026 16 likes Inside Canada's Indian Invasion...
@5:37 Tell that to Minnesota
@5:37 Tell that to Minnesota
Inside Canada's Indian Invasion... · 246: Cluster #245
Close reading → Discourse → Video sentiment →
Identity Attack0.006992595
Insult0.008823884
Profanity0.0137468055
Threat0.008427517
Severe Toxicity0.0012159348
Low Tox 0.018974753 Moderate Con 0.339 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Just give us Alberta! We'll take great care of it 😘
Just give us Alberta! We'll take great care of it 😘
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0042547537
Insult0.009545889
Profanity0.013712646
Threat0.007870848
Severe Toxicity0.0013923645
Low Tox 0.018974753 Moderate Con 0.415 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Welcome
Welcome
Migrants cross into Canada near Hemmingford · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.004846719
Insult0.009089886
Profanity0.017026093
Threat0.00866054
Severe Toxicity0.0016975403
Low Tox 0.018974753
Jan 5, 2026 Migrants cross into Canada near …
Student visas and any other should have a zero strike policy.
Student visas and any other should have a zero strike policy.
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.004384246
Insult0.00819688
Profanity0.010672474
Threat0.007948523
Severe Toxicity0.0007581711
Low Tox 0.018974753 Low Con 0.207
Sep 30, 2025 IRCC Names India in Study …
Why Portugal bro…
Why Portugal bro…
Inside Canada's Indian Invasion... · 158: Cluster #157
Close reading → Discourse → Video sentiment →
Identity Attack0.0075105648
Insult0.008690883
Profanity0.014703264
Threat0.006912862
Severe Toxicity0.0012207031
Low Tox 0.018974753 Moderate Con 0.369 Question
Jan 28, 2026 Inside Canada's Indian Invasion...
Many in Saskatchewan, please check 😂
Many in Saskatchewan, please check 😂
IRCC Names India in Study Permit Fraud | … · 42: Cluster #41
Close reading → Video sentiment →
Identity Attack0.006030651
Insult0.00971689
Profanity0.012482914
Threat0.00704232
Severe Toxicity0.0010490417
Low Tox 0.018974753 Moderate Con 0.416
Sep 28, 2025 IRCC Names India in Study …
Yea that did happen
Yea that did happen
Inside Canada's Indian Invasion... · 28: Cluster #27
Close reading → Discourse → Video sentiment →
Identity Attack0.0033298072
Insult0.008234881
Profanity0.016172111
Threat0.008259222
Severe Toxicity0.0013446808
Low Tox 0.018974753 Moderate Con 0.383 Meta_Commentary
Feb 7, 2026 Inside Canada's Indian Invasion...
This is Canada?
This is Canada?
Inside Canada's Indian Metropolis (Brampton) · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.011025362
Insult0.008937885
Profanity0.010894509
Threat0.0061749537
Severe Toxicity0.00088214874
Low Tox 0.018974753 Moderate Con 0.34
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Inada
Inada
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.008250522
Insult0.009393888
Profanity0.016001316
Threat0.007754337
Severe Toxicity0.0013923645
Low Tox 0.018974753 Moderate Con 0.45
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
I want to learn only the 1st 150 questions
I want to learn only the 1st 150 questions
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.004606233
Insult0.008253881
Profanity0.016547862
Threat0.008323951
Severe Toxicity0.0012683868
Low Tox 0.018974753 Moderate Con 0.36 Question
Jul 31, 2025 2 likes Canadian Citizenship Test 2025 – …
money
money
Inside Canada's Indian Invasion... · 197: Cluster #196
Close reading → Video sentiment →
Identity Attack0.0032373124
Insult0.008918885
Profanity0.015728042
Threat0.0071588317
Severe Toxicity0.0011348724
Low Tox 0.018974753 Moderate Con 0.438
Jan 27, 2026 Inside Canada's Indian Invasion...
I agree 100%..we are ALL brought here in hopes of a better life..which means one must assimulate to the countries belief systems and customes..while maintaning your own at the same time..assimulation is just respecting all …
I agree 100%..we are ALL brought here in hopes of a better life..which means one must assimulate to the countries belief systems and customes..while maintaning your own at the same time..assimulation is just respecting all people.
Why Canadians Are Turning Against Immigrants. · 16: Cluster #15
Close reading → Video sentiment →
Identity Attack0.0046987277
Insult0.010248893
Profanity0.011902207
Threat0.006097279
Severe Toxicity0.00068187714
Low Tox 0.018974753 Constructive 0.746
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
same thing in Australia
same thing in Australia
Inside Canada's Indian Invasion... · 31: Cluster #30
Close reading → Discourse → Video sentiment →
Identity Attack0.010507392
Insult0.008348881
Profanity0.015728042
Threat0.007624879
Severe Toxicity0.0012302399
Low Tox 0.018974753 Moderate Con 0.361 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Thanks for FINALLY coming to Canada Tyler…lots to expose up here
Thanks for FINALLY coming to Canada Tyler…lots to expose up here
Inside Canada's Indian Invasion... · 72: Cluster #71
Close reading → Video sentiment →
Identity Attack0.0047727237
Insult0.010742896
Profanity0.010467518
Threat0.0066345283
Severe Toxicity0.00088214874
Low Tox 0.018849092 Moderate Con 0.445
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Liberal voter, I don't see a problem 🤷🏻
As a Liberal voter, I don't see a problem 🤷🏻
How Canada broke its immigration system · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.006363631
Insult0.009545889
Profanity0.013371054
Threat0.0067186756
Severe Toxicity0.001039505
Low Tox 0.018849092 Moderate Con 0.435 Identity_Assertion
Jul 5, 2025 1 likes How Canada broke its immigration …
NE calgary is the same
NE calgary is the same
Inside Canada's Indian Invasion... · 42: Cluster #41
Close reading → Discourse → Video sentiment →
Identity Attack0.0052906936
Insult0.010666896
Profanity0.01261955
Threat0.006822242
Severe Toxicity0.0009965897
Low Tox 0.018849092 Moderate Con 0.359 Meta_Commentary
Jan 29, 2026 2 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.