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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 1136 of 1230
Michelle is such a good interviewer. I love her.
Michelle is such a good interviewer. I love her.
IRCC Names India in Study Permit Fraud | … · 92: Cluster #91
Close reading → Video sentiment →
Identity Attack0.005438685
Insult0.009241886
Profanity0.015830519
Threat0.0076637166
Severe Toxicity0.0013542175
Low Tox 0.017089844 Moderate Con 0.468
Oct 2, 2025 IRCC Names India in Study …
Yeetdajeet
Yeetdajeet
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.001572409
Insult0.011198899
Profanity0.036651865
Threat0.006136116
Severe Toxicity0.0031852722
Low Tox 0.017089844 Low Con 0.245
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Thank you ❤❤ for this video.
Thank you ❤❤ for this video.
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.006289636
Insult0.008291881
Profanity0.018665737
Threat0.009851551
Severe Toxicity0.0023174286
Low Tox 0.017089844 Constructive 0.504 Solidarity
Jan 4, 2026 1 likes Canadian Citizenship Test 2025 – …
Same going on in Australia.
Same going on in Australia.
Inside Canada's Indian Invasion... · 31: Cluster #30
Close reading → Discourse → Video sentiment →
Identity Attack0.009064475
Insult0.00810188
Profanity0.012892825
Threat0.007353018
Severe Toxicity0.0011014938
Low Tox 0.017089844 Moderate Con 0.369 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Can I get the soft copy of the questions?
Can I get the soft copy of the questions?
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 330: Cluster #329
Close reading → Discourse → Video sentiment →
Identity Attack0.0035147965
Insult0.008310881
Profanity0.014942379
Threat0.008362788
Severe Toxicity0.001168251
Low Tox 0.017089844 Moderate Con 0.344 Question
Feb 26, 2026 Canadian Citizenship Test 2025 – …
Come to temples, if you need food, always happy to share. Come to my home, we will share.
Come to temples, if you need food, always happy to share. Come to my home, we will share.
Inside Canada's Indian Metropolis (Brampton) · 141: Cluster #140
Close reading → Discourse → Video sentiment →
Identity Attack0.007473567
Insult0.007873878
Profanity0.012482914
Threat0.0071199946
Severe Toxicity0.0012111664
Low Tox 0.017089844 Moderate Con 0.479 Solidarity
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Maybe they should get the money from Trudeau And Jagmeet Sing
Maybe they should get the money from Trudeau And Jagmeet Sing
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0023678627
Insult0.0113509
Profanity0.010296722
Threat0.006485652
Severe Toxicity0.0007534027
Low Tox 0.017089844 Low Con 0.183
Dec 24, 2025 Deportations From Canada at Their …
I’m 25 and if I had a child right now I’d need to work a second job just to keep from going into debt. That’s why birth rates are low. It’s an economic problem, not …
I’m 25 and if I had a child right now I’d need to work a second job just to keep from going into debt. That’s why birth rates are low. It’s an economic problem, not a fertility problem.
Why Canadians Are Turning Against Immigrants. · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.00310782
Insult0.008500882
Profanity0.010979908
Threat0.0065050707
Severe Toxicity0.000667572
Low Tox 0.017089844 Moderate Con 0.464 Economic_Argument
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Well.. Arguably Nova Scotia had the advantage of being a eastern port with the potential to be greater GDP than Manhattan. Many people blame its zero or negative growth on restrictive immigration policy, whereas the …
Well.. Arguably Nova Scotia had the advantage of being a eastern port with the potential to be greater GDP than Manhattan. Many people blame its zero or negative growth on restrictive immigration policy, whereas the USA pretty much just let everyone in. Mind you, nowadays you need to be making about $140,000 USD to survive as a renter in Manhattan, so - maybe it was the correct move.
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0061046463
Insult0.009317887
Profanity0.009869732
Threat0.0060778605
Severe Toxicity0.00062942505
Low Tox 0.017089844 Constructive 0.557 Comparative_Framing
Jun 21, 2025 1 likes How Canada broke its immigration …
Good...we welcome far too many people!!
Good...we welcome far too many people!!
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0043657473
Insult0.0092228865
Profanity0.013234417
Threat0.006912862
Severe Toxicity0.0011110306
Low Tox 0.017089844 Moderate Con 0.421
Nov 20, 2025 208 likes Quebec Ends Economic Immigration Program …
Surrey, bc
Surrey, bc
Inside Canada's Indian Invasion... · 133: Cluster #132
Close reading → Video sentiment →
Identity Attack0.00414376
Insult0.010020891
Profanity0.016752819
Threat0.007081157
Severe Toxicity0.0013160706
Low Tox 0.017089844 Moderate Con 0.385
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
Check the people who let them in as well, maybe they are in on it? This is a lot more organized than you might think.
Check the people who let them in as well, maybe they are in on it? This is a lot more organized than you might think.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0028118372
Insult0.009013886
Profanity0.012004685
Threat0.007586042
Severe Toxicity0.00084877014
Low Tox 0.017089844 Low Con 0.263 Unverified_Claim
Feb 21, 2026 Canadian immigration officers investigating hundreds …
But food cost 500% more in the last 6 years thanks for nothing
But food cost 500% more in the last 6 years thanks for nothing
Canada’s new rules in 2026 · 11: Cluster #10
Close reading → Discourse → Video sentiment →
Identity Attack0.0015169121
Insult0.010400894
Profanity0.010911589
Threat0.0060131317
Severe Toxicity0.00071048737
Low Tox 0.017089844 Moderate Con 0.319 Economic_Argument
Jan 14, 2026 1 likes Canada’s new rules in 2026
Trudeau did this
Trudeau did this
Inside Canada's Indian Invasion... · 142: Cluster #141
Close reading → Discourse → Video sentiment →
Identity Attack0.0029413297
Insult0.009868891
Profanity0.012243799
Threat0.0068999166
Severe Toxicity0.0010490417
Low Tox 0.017089844 Moderate Con 0.322 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Federal government quietly approving PR to many of them with low CRS scores.
Federal government quietly approving PR to many of them with low CRS scores.
2.9 million Canadian temporary visas expire in 2025-2026 · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0034223017
Insult0.010590895
Profanity0.010228404
Threat0.0064079775
Severe Toxicity0.00069618225
Low Tox 0.017089844 Low Con 0.23 Unverified_Claim
Jan 15, 2026 29 likes 2.9 million Canadian temporary visas …
Is there a part 2 to this?
Is there a part 2 to this?
Inside Canada's Indian Invasion... · 301: Cluster #300
Close reading → Discourse → Video sentiment →
Identity Attack0.003644289
Insult0.007854878
Profanity0.016411226
Threat0.008738215
Severe Toxicity0.0014305115
Low Tox 0.017089844 Low Con 0.242 Question
Jan 28, 2026 40 likes Inside Canada's Indian Invasion...
No only Canada, many countries in the world are going to hard times with everything so expensive.
No only Canada, many countries in the world are going to hard times with everything so expensive.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0044582416
Insult0.009564889
Profanity0.009639157
Threat0.006479179
Severe Toxicity0.00059843063
Low Tox 0.017089844 Moderate Con 0.469 Economic_Argument
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
Haven’t even watch it yet and as a Canadian THANK YOU!
Haven’t even watch it yet and as a Canadian THANK YOU!
Inside Canada's Indian Invasion... · 96: Cluster #95
Close reading → Discourse → Video sentiment →
Identity Attack0.006437627
Insult0.008823884
Profanity0.011184863
Threat0.006602164
Severe Toxicity0.0010967255
Low Tox 0.017089844 Moderate Con 0.475 Solidarity
Jan 27, 2026 8 likes Inside Canada's Indian Invasion...
Win for free speech!
Win for free speech!
Inside Canada's Indian Invasion... · 115: Cluster #114
Close reading → Discourse → Video sentiment →
Identity Attack0.0026638457
Insult0.008899884
Profanity0.012004685
Threat0.007793174
Severe Toxicity0.0010347366
Low Tox 0.017089844 Moderate Con 0.309 Call_To_Action
Feb 3, 2026 Inside Canada's Indian Invasion...
MORE
MORE
2.9 million Canadian temporary visas expire in 2025-2026 · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.003607291
Insult0.008785884
Profanity0.015420608
Threat0.007741391
Severe Toxicity0.0015258789
Low Tox 0.016964182 Moderate Con 0.49
Jan 31, 2026 2.9 million Canadian temporary visas …
I have said it multiple time. The flood gates where open after the 2021 elections when the NDP<>Liberal government was formed.
I have said it multiple time. The flood gates where open after the 2021 elections when the NDP<>Liberal government was formed.
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0028673338
Insult0.010628895
Profanity0.010467518
Threat0.0063367756
Severe Toxicity0.000667572
Low Tox 0.016964182 Moderate Con 0.394 Policy_Critique
Jan 20, 2026 Why Canada’s immigration system has …
Panchapi Panchapi PANCHAPIIIII .....
Panchapi Panchapi PANCHAPIIIII .....
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.004088263
Insult0.0140109155
Profanity0.017367685
Threat0.007262398
Severe Toxicity0.001449585
Low Tox 0.016964182 Low Con 0.222 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
4:22 "I have contracts with the buildings"........."while I ride a bus".........????
4:22 "I have contracts with the buildings"........."while I ride a bus".........????
Inside Canada's Indian Invasion... · 269: Cluster #268
Close reading → Video sentiment →
Identity Attack0.0015446605
Insult0.0076268767
Profanity0.010757872
Threat0.006861079
Severe Toxicity0.0008678436
Low Tox 0.016964182 Moderate Con 0.357
Jan 27, 2026 Inside Canada's Indian Invasion...
When you are in another country(even in their own country), please follow the rules and regulations of that place, be kind and friendly to the people there, and be respectful to their culture. One should …
When you are in another country(even in their own country), please follow the rules and regulations of that place, be kind and friendly to the people there, and be respectful to their culture. One should have the civic sense to behave well in a community. ❤
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.009175468
Insult0.00817788
Profanity0.013507691
Threat0.0066345283
Severe Toxicity0.0007867813
Low Tox 0.016964182 Constructive 0.57 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Thanks to the parties
Thanks to the parties
Inside Canada's Indian Metropolis (Brampton) · 64: Cluster #63
Close reading → Discourse → Video sentiment →
Identity Attack0.0051797
Insult0.008538882
Profanity0.016172111
Threat0.008466354
Severe Toxicity0.0016784668
Low Tox 0.016964182 Moderate Con 0.354 Meta_Commentary
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
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.