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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 1202 of 1230
I recently took the test and passed (17/20). In my experience, only a few questions were similar to this video. The real test focused more on understanding concepts from the Discover Canada guide rather than …
I recently took the test and passed (17/20). In my experience, only a few questions were similar to this video. The real test focused more on understanding concepts from the Discover Canada guide rather than repeated practice questions. Still helpful for revision, but definitely prioritize the official book/guide.
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 73: Cluster #72
Close reading → Discourse → Video sentiment →
Identity Attack0.0018221445
Insult0.0068003717
Profanity0.009476901
Threat0.00598724
Severe Toxicity0.00042200089
Low Tox 0.007099825 Constructive 0.733 Personal_Narrative
Mar 1, 2026 2 likes Canadian Citizenship Test 2025 – …
Learing Center 2.0
Learing Center 2.0
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0017943961
Insult0.0067908717
Profanity0.011389818
Threat0.0063497215
Severe Toxicity0.0007247925
Low Tox 0.007099825 Low Con 0.277 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank you Trudeau.
Thank you Trudeau.
Inside Canada's Indian Invasion... · 142: Cluster #141
Close reading → Discourse → Video sentiment →
Identity Attack0.0016834025
Insult0.0069333725
Profanity0.010057608
Threat0.0062137907
Severe Toxicity0.00066280365
Low Tox 0.007099825 Moderate Con 0.435 Identity_Assertion
Feb 25, 2026 Inside Canada's Indian Invasion...
why aren't they required to have a return airline ticket?
why aren't they required to have a return airline ticket?
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0016094068
Insult0.0064393696
Profanity0.009852652
Threat0.006272047
Severe Toxicity0.000500679
Low Tox 0.0070684096 Low Con 0.257 Question
Dec 25, 2025 Deportations From Canada at Their …
Professional advice to cross the border? Easier to just not visit the States. Other countries treat Canadians far better. Up yours, Trump.
Professional advice to cross the border? Easier to just not visit the States. Other countries treat Canadians far better. Up yours, Trump.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0009050994
Insult0.0032416207
Profanity0.000049248803
Threat0.000065566164
Severe Toxicity0.0000019561185
Low Tox 0.0070605753 Comparative_Framing
Dec 8, 2025
car insurance went up 30%
car insurance went up 30%
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.0013966691
Insult0.006372869
Profanity0.009818493
Threat0.0061166976
Severe Toxicity0.0005555153
Low Tox 0.0070369947 Low Con 0.255 Economic_Argument
Feb 24, 2026 Inside Canada's Indian Invasion...
Good decision!
Good decision!
Quebec Ends Economic Immigration Program | Your Morning · 24: Cluster #23
Close reading → Discourse → Video sentiment →
Identity Attack0.00155391
Insult0.00647737
Profanity0.010501678
Threat0.0067769317
Severe Toxicity0.0007534027
Low Tox 0.0070369947 Moderate Con 0.427 Solidarity
Nov 21, 2025 Quebec Ends Economic Immigration Program …
Thank you JamCan for what you said....truly you are right....
Thank you JamCan for what you said....truly you are right....
Why Canadians Are Turning Against Immigrants. · 64: Cluster #63
Close reading → Discourse → Video sentiment →
Identity Attack0.0014614153
Insult0.0066958712
Profanity0.00998929
Threat0.0063626673
Severe Toxicity0.0006055832
Low Tox 0.0070369947 Constructive 0.588 Solidarity
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
Great job Canada!🇨🇦 !
Great job Canada!🇨🇦 !
Canada's tighter immigration policy divides the country • … · 28: Cluster #27
Close reading → Discourse → Video sentiment →
Identity Attack0.0030708222
Insult0.00650587
Profanity0.010655395
Threat0.0065115434
Severe Toxicity0.000834465
Low Tox 0.0070369947 Moderate Con 0.394 Solidarity
Feb 11, 2026 Canada's tighter immigration policy divides …
Thanks a lot , I just cleared the test on June 15, 2025. Most of the questions were similar , I just heard/watched this test once, did not read the discover Canada book at all, …
Thanks a lot , I just cleared the test on June 15, 2025. Most of the questions were similar , I just heard/watched this test once, did not read the discover Canada book at all, this video is sufficient. Scored 17/20.
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 73: Cluster #72
Close reading → Discourse → Video sentiment →
Identity Attack0.0019978844
Insult0.0065913703
Profanity0.009613537
Threat0.0062785195
Severe Toxicity0.0005555153
Low Tox 0.0070055793 Constructive 0.634 Personal_Narrative
Jun 16, 2025 15 likes Canadian Citizenship Test 2025 – …
If you make over 80k and have other investment income you will be put through layers and layers of taxes making your financial position not much different than if you had made 60k
If you make over 80k and have other investment income you will be put through layers and layers of taxes making your financial position not much different than if you had made 60k
New rules, regulations take effect across Canada · 12: Cluster #11
Close reading → Video sentiment →
Identity Attack0.0013689207
Insult0.00654387
Profanity0.00993805
Threat0.00598724
Severe Toxicity0.0004506111
Low Tox 0.0070055793 Moderate Con 0.308
Jan 5, 2026 New rules, regulations take effect …
WE NEED TO DO WHAT USA IS DOING SEND THEM BACK
WE NEED TO DO WHAT USA IS DOING SEND THEM BACK
· 17: Cluster #16
Close reading → Discourse → Video sentiment →
Identity Attack0.00043493015
Insult0.0010040705
Profanity0.00007652149
Threat0.0038450288
Severe Toxicity0.000007402302
Low Tox 0.00697039 Call_To_Action
Apr 14, 2025
I'm too busy boycotting usa
I'm too busy boycotting usa
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00064797327
Insult0.0015811198
Profanity0.00003636156
Threat0.00015977018
Severe Toxicity0.0000020801513
Low Tox 0.0069594835
Dec 7, 2025 10 likes
Unless iv committed a crime why would i give my fingerprints ?
Unless iv committed a crime why would i give my fingerprints ?
· 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.00040770718
Insult0.0004780354
Profanity0.000086797845
Threat0.003922708
Severe Toxicity0.000009638651
Low Tox 0.0069581727 Moral_Argument
Dec 10, 2025
Well done Quebec!
Well done Quebec!
Quebec Ends Economic Immigration Program | Your Morning · 96: Cluster #95
Close reading → Discourse → Video sentiment →
Identity Attack0.0022198714
Insult0.0066863713
Profanity0.010262563
Threat0.006330303
Severe Toxicity0.0007009506
Low Tox 0.006942749 Moderate Con 0.406 Solidarity
Nov 21, 2025 72 likes Quebec Ends Economic Immigration Program …
/r/bramptondriving
/r/bramptondriving
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.0010821873
Insult0.0066863713
Profanity0.01442999
Threat0.0059386934
Severe Toxicity0.0010538101
Low Tox 0.006942749 Low Con 0.223 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Just want to highlight something critically important : Canada had in their past gone through a 10 million increase from 20 to 30 million ppl in 30 years from 1970 to 2000. then in the …
Just want to highlight something critically important : Canada had in their past gone through a 10 million increase from 20 to 30 million ppl in 30 years from 1970 to 2000. then in the next 25 years, going from 30 to 40 million ppl. so essentially it's not just population increase which only accelerated a bit, but it's the fact they didn't expand their economic market size to accomodate and reflect the needs that come with this increase.
How Canada broke its immigration system · 137: Cluster #136
Close reading → Video sentiment →
Identity Attack0.0021551251
Insult0.0069143726
Profanity0.0092292465
Threat0.005854546
Severe Toxicity0.00044345856
Low Tox 0.006942749 Moderate Con 0.458
Jun 24, 2025 1 likes How Canada broke its immigration …
I wrote my citizenship test 20/20 today. While the questions in the actual test were not the same as this video, this video helped me to review and prepare with confidence. I read the discover …
I wrote my citizenship test 20/20 today. While the questions in the actual test were not the same as this video, this video helped me to review and prepare with confidence. I read the discover Canada guide cover to cover thrice and went over this quiz twice. What really helped is that this quiz refers you to the exact line and the page of the handbook which helped a lot in preparation. Good luck everyone!
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 73: Cluster #72
Close reading → Discourse → Video sentiment →
Identity Attack0.0022846176
Insult0.00648687
Profanity0.010108846
Threat0.006375613
Severe Toxicity0.00057935715
Low Tox 0.006942749 Constructive 0.743 Personal_Narrative
Mar 1, 2026 1 likes Canadian Citizenship Test 2025 – …
Bengaluru, Ontario
Bengaluru, Ontario
Inside Canada's Indian Invasion... · 186: Cluster #185
Close reading → Discourse → Video sentiment →
Identity Attack0.0027378413
Insult0.0067338715
Profanity0.01173141
Threat0.0065568537
Severe Toxicity0.0007343292
Low Tox 0.0069113337 Moderate Con 0.379 Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Good it's about time that Canada 🇨🇦 fix it immigration problems 👏👏👏
Good it's about time that Canada 🇨🇦 fix it immigration problems 👏👏👏
· 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0032835726
Insult0.0010267367
Profanity0.00002168846
Threat0.00014306411
Severe Toxicity0.0000024727594
Low Tox 0.006903894 Call_To_Action
Apr 16, 2025 6 likes
Great job Rikki!
Great job Rikki!
Why Canadians Are Turning Against Immigrants. · 24: Cluster #23
Close reading → Video sentiment →
Identity Attack0.0016094068
Insult0.007303875
Profanity0.013610168
Threat0.006356194
Severe Toxicity0.001335144
Low Tox 0.0068799187 Moderate Con 0.403
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Thank you so much to the person who made this!I passed my citizenship test with a score of 19 out of 20! I read the Discover Canada book twice and watched this video three times …
Thank you so much to the person who made this!I passed my citizenship test with a score of 19 out of 20! I read the Discover Canada book twice and watched this video three times ,it really helped me prepare.August 6, 2025 Thanks again!
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 73: Cluster #72
Close reading → Discourse → Video sentiment →
Identity Attack0.0023493639
Insult0.0064488696
Profanity0.009630617
Threat0.006485652
Severe Toxicity0.0005865097
Low Tox 0.0068799187 Constructive 0.678 Personal_Narrative
Aug 7, 2025 7 likes Canadian Citizenship Test 2025 – …
How about a rule that requires a by-election every time a MP quits their party to verify their constituents’ choice?
How about a rule that requires a by-election every time a MP quits their party to verify their constituents’ choice?
New rules, regulations take effect across Canada · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0015261616
Insult0.0066958712
Profanity0.009289024
Threat0.0060325502
Severe Toxicity0.0003862381
Low Tox 0.0068799187 Low Con 0.274 Call_To_Action
Jan 4, 2026 23 likes New rules, regulations take effect …
Congrats, Aisling, on this interview! 🎉 Susanna
Congrats, Aisling, on this interview! 🎉 Susanna
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0020811295
Insult0.00654387
Profanity0.011133623
Threat0.006822242
Severe Toxicity0.00071525574
Low Tox 0.0068799187 Moderate Con 0.425 Meta_Commentary
Dec 29, 2025 Deportations From Canada at Their …
Thank you for doing this, Tyler!!
Thank you for doing this, Tyler!!
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Discourse → Video sentiment →
Identity Attack0.001692652
Insult0.006705371
Profanity0.011560614
Threat0.0069516995
Severe Toxicity0.0008010864
Low Tox 0.0068799187 Moderate Con 0.461 Solidarity
Jan 27, 2026 3 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.