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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 1135 of 1230
Hopefully the trades go back to normal. All those Dr's and lawyers seem to like the job sites.
Hopefully the trades go back to normal. All those Dr's and lawyers seem to like the job sites.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.003144818
Insult0.011046898
Profanity0.010518758
Threat0.0062979385
Severe Toxicity0.000667572
Low Tox 0.017215505 Moderate Con 0.403
Dec 28, 2025 Deportations From Canada at Their …
Umm that’s still a lot.
Umm that’s still a lot.
New rules, regulations take effect across Canada · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0027748393
Insult0.008766884
Profanity0.013951761
Threat0.0071070488
Severe Toxicity0.0010919571
Low Tox 0.017215505 Moderate Con 0.302 Question
Jan 5, 2026 New rules, regulations take effect …
Temporary means a specific amount of time! Once the time has run out that means one needs to prepare to return to where one came from. Not assuming one has automatically gained citizenship finishing the …
Temporary means a specific amount of time! Once the time has run out that means one needs to prepare to return to where one came from. Not assuming one has automatically gained citizenship finishing the temporary workers permits/visa. Time's up,time to carry on!
Quebec Ends Economic Immigration Program | Your Morning · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.0029968263
Insult0.008956885
Profanity0.010757872
Threat0.0072235605
Severe Toxicity0.00084400177
Low Tox 0.017215505 Constructive 0.531 Policy_Critique
Nov 24, 2025 Quebec Ends Economic Immigration Program …
Thank you so much! This video helps a lot for the citizenship exam. However, I recommend reading the book carefully two or three times as well, because I had some questions that were not covered …
Thank you so much! This video helps a lot for the citizenship exam. However, I recommend reading the book carefully two or three times as well, because I had some questions that were not covered in this video.pass my exam 18/20 yesterday
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 73: Cluster #72
Close reading → Discourse → Video sentiment →
Identity Attack0.004846719
Insult0.008272881
Profanity0.016172111
Threat0.008505191
Severe Toxicity0.001449585
Low Tox 0.017215505 Constructive 0.678 Personal_Narrative
Jan 4, 2026 1 likes Canadian Citizenship Test 2025 – …
The great replacement is happening everywhere…
The great replacement is happening everywhere…
Inside Canada's Indian Invasion... · 120: Cluster #119
Close reading → Discourse → Video sentiment →
Identity Attack0.0025158543
Insult0.0081208795
Profanity0.011389818
Threat0.0071717775
Severe Toxicity0.00093460083
Low Tox 0.017215505 Low Con 0.248 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Come to Calgary NE next... I have been unemployed for years because of this same problem.
Come to Calgary NE next... I have been unemployed for years because of this same problem.
Inside Canada's Indian Invasion... · 42: Cluster #41
Close reading → Discourse → Video sentiment →
Identity Attack0.004680229
Insult0.009070885
Profanity0.00948544
Threat0.0066086366
Severe Toxicity0.00068187714
Low Tox 0.017215505 Constructive 0.587 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Bramladesh..
Bramladesh..
Inside Canada's Indian Invasion... · 206: Cluster #205
Close reading → Discourse → Video sentiment →
Identity Attack0.0070665907
Insult0.01313691
Profanity0.02071529
Threat0.008181547
Severe Toxicity0.0018882751
Low Tox 0.017215505 Low Con 0.208 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
It about money money ?
It about money money ?
Why Canadians Are Turning Against Immigrants. · 17: Cluster #16
Close reading → Video sentiment →
Identity Attack0.0022753682
Insult0.008937885
Profanity0.013371054
Threat0.0064079775
Severe Toxicity0.000910759
Low Tox 0.017215505 Low Con 0.299
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
look like montreal!
look like montreal!
Inside Canada's Indian Metropolis (Brampton) · 192: Cluster #191
Close reading → Discourse → Video sentiment →
Identity Attack0.004994711
Insult0.009640889
Profanity0.011475217
Threat0.0067898775
Severe Toxicity0.0010156631
Low Tox 0.017215505 Low Con 0.28 Meta_Commentary
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Enforce reform
Enforce reform
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.004402745
Insult0.008766884
Profanity0.013917602
Threat0.008090926
Severe Toxicity0.0012397766
Low Tox 0.017215505 Moderate Con 0.303 Call_To_Action
Jan 29, 2026 Inside Canada's Indian Invasion...
What about students who used to come with real studying intentions? What about real good schools, with solid programs? Canada has lost its reputation completely as a destination for international students. It is the last …
What about students who used to come with real studying intentions? What about real good schools, with solid programs? Canada has lost its reputation completely as a destination for international students. It is the last among developed countries, and now domestic programs are closing down because of not enough financing. Domestic tuition fees rise.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 49: Cluster #48
Close reading → Discourse → Video sentiment →
Identity Attack0.005956655
Insult0.010210892
Profanity0.0093915025
Threat0.005906329
Severe Toxicity0.00064373016
Low Tox 0.017215505 Moderate Con 0.403 Policy_Critique
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
It’s all about the profits. It’s no longer about the people that’s how much money government can make off the people.
It’s all about the profits. It’s no longer about the people that’s how much money government can make off the people.
Why Canadians Are Turning Against Immigrants. · 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.0021551251
Insult0.00979289
Profanity0.011646013
Threat0.0063238298
Severe Toxicity0.00054359436
Low Tox 0.017215505 Low Con 0.195 Policy_Critique
Aug 26, 2025 3 likes Why Canadians Are Turning Against …
Hi❤
Hi❤
Inside Canada's Indian Invasion...
Close reading → Video sentiment →
Identity Attack0.004606233
Insult0.009469888
Profanity0.019622196
Threat0.0076637166
Severe Toxicity0.0017166138
Low Tox 0.017215505 Moderate Con 0.464
Jan 27, 2026 Inside Canada's Indian Invasion...
We need ICE over here in Canada.
We need ICE over here in Canada.
Inside Canada's Indian Invasion... · 177: Cluster #176
Close reading → Discourse → Video sentiment →
Identity Attack0.005364689
Insult0.008462882
Profanity0.010365041
Threat0.008285114
Severe Toxicity0.0013446808
Low Tox 0.017089844 Moderate Con 0.333 Call_To_Action
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Having the same issue in Central California as well they are everywhere
Having the same issue in Central California as well they are everywhere
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.006770608
Insult0.008747884
Profanity0.01086035
Threat0.0064079775
Severe Toxicity0.0007390976
Low Tox 0.017089844 Moderate Con 0.425 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
I miss the old canada
I miss the old canada
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.00847251
Insult0.008918885
Profanity0.011475217
Threat0.0068869707
Severe Toxicity0.0010061264
Low Tox 0.017089844 Moderate Con 0.441 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
This AI??
This AI??
Canada’s new rules in 2026 · 39: Cluster #38
Close reading → Video sentiment →
Identity Attack0.003311308
Insult0.008937885
Profanity0.014293353
Threat0.0070034824
Severe Toxicity0.0010919571
Low Tox 0.017089844 Moderate Con 0.413
Jan 19, 2026 Canada’s new rules in 2026
Can Canadians apply for refugee status in Canada?
Can Canadians apply for refugee status in Canada?
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.010951365
Insult0.0077028773
Profanity0.010655395
Threat0.006530962
Severe Toxicity0.00089645386
Low Tox 0.017089844 Low Con 0.256 Question
Nov 21, 2025 1 likes Thousands of refugees allowed into …
Candia is its new name .
Candia is its new name .
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0037182847
Insult0.009640889
Profanity0.013883443
Threat0.0072882893
Severe Toxicity0.0012207031
Low Tox 0.017089844 Low Con 0.194 Humor_Satire
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton become New Delhi
Brampton become New Delhi
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00621564
Insult0.0151129225
Profanity0.015249812
Threat0.008129764
Severe Toxicity0.0015258789
Low Tox 0.017089844 Low Con 0.293 Identity_Assertion
Feb 26, 2026 1 likes Inside Canada's Indian Invasion...
American here. Good luck Canada
American here. Good luck Canada
Canadian immigration officers investigating hundreds identified by extortion … · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.009027477
Insult0.008234881
Profanity0.011167783
Threat0.0070552654
Severe Toxicity0.0011396408
Low Tox 0.017089844 Moderate Con 0.468 Solidarity
Feb 19, 2026 Canadian immigration officers investigating hundreds …
Same thing in England
Same thing in England
Why Canadians Are Turning Against Immigrants. · 63: Cluster #62
Close reading → Video sentiment →
Identity Attack0.008842488
Insult0.008234881
Profanity0.01627459
Threat0.0074306927
Severe Toxicity0.0012493134
Low Tox 0.017089844 Moderate Con 0.387
Aug 25, 2025 Why Canadians Are Turning Against …
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 …
I wonder if this activity is to ELEVATE THE POLICE BUDGET TO BILLIONS AND BILLIONS OF DOLLARS 💸 💵 IN THEIR FAVOR? A CHIEF MALES 350K A ACCIDENT SCENE CALL ASKS 15K TO 20K A …
I wonder if this activity is to ELEVATE THE POLICE BUDGET TO BILLIONS AND BILLIONS OF DOLLARS 💸 💵 IN THEIR FAVOR? A CHIEF MALES 350K A ACCIDENT SCENE CALL ASKS 15K TO 20K A MONTH FOR CALL LIST A PROVINCE HAS AVERAGE 20000 ON FORCE EACH MAKING BETWEEN 70K TO 140K EACK A YEARLY! THIS IS A BUSINESS AND BUSINESS IS GOOD 👍
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0021458757
Insult0.009203887
Profanity0.010433359
Threat0.006647474
Severe Toxicity0.001001358
Low Tox 0.017089844 Moderate Con 0.428 Economic_Argument
Feb 18, 2026 Canadian immigration officers investigating hundreds …
The correct title : Inside Canada's Punjabi Metropolis.
The correct title : Inside Canada's Punjabi Metropolis.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.007843546
Insult0.00979289
Profanity0.01041628
Threat0.0063950317
Severe Toxicity0.00093460083
Low Tox 0.017089844 Low Con 0.23
Sep 19, 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.