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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 958 of 1230
This should have never been permitted....the change in this country is rapid & shocking!
This should have never been permitted....the change in this country is rapid & shocking!
Inside Canada's Indian Metropolis (Brampton) · 199: Cluster #198
Close reading → Video sentiment →
Identity Attack0.0073255757
Insult0.017163089
Profanity0.011236101
Threat0.006874025
Severe Toxicity0.0011777878
Low Tox 0.044883765 Low Con 0.282
Sep 19, 2025 484 likes Inside Canada's Indian Metropolis (Brampton)
If they wear sandals, they probably are
If they wear sandals, they probably are
Inside Canada's Indian Invasion... · 211: Cluster #210
Close reading → Video sentiment →
Identity Attack0.0065486208
Insult0.015340924
Profanity0.024951037
Threat0.007547205
Severe Toxicity0.0018501282
Low Tox 0.044883765 Low Con 0.265
Jan 27, 2026 Inside Canada's Indian Invasion...
Go to Vancouver BC all these temples
Go to Vancouver BC all these temples
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.025002124
Insult0.015948927
Profanity0.015659723
Threat0.008194493
Severe Toxicity0.002298355
Low Tox 0.044883765 Low Con 0.292 Identity_Assertion
Oct 8, 2025 IRCC Names India in Study …
Its finished for Canada, ITS OVER
Its finished for Canada, ITS OVER
Inside Canada's Indian Metropolis (Brampton) · 194: Cluster #193
Close reading → Video sentiment →
Identity Attack0.011987305
Insult0.014086916
Profanity0.0128245065
Threat0.011249693
Severe Toxicity0.0024795532
Low Tox 0.044883765 Low Con 0.288
Oct 1, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Native canadian????
Native canadian????
Inside Canada's Indian Invasion... · 290: Cluster #289
Close reading → Discourse → Video sentiment →
Identity Attack0.03249594
Insult0.013668913
Profanity0.011116544
Threat0.0062267366
Severe Toxicity0.0015735626
Low Tox 0.044883765 Moderate Con 0.378 Question
Jan 28, 2026 Inside Canada's Indian Invasion...
They are all over the place working without even studying as student.
They are all over the place working without even studying as student.
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.004439743
Insult0.021481665
Profanity0.011782649
Threat0.006375613
Severe Toxicity0.0009918213
Low Tox 0.044883765 Moderate Con 0.303
Nov 6, 2025 IRCC Names India in Study …
Yoo the temple at Montreal THAT WAS A STREET AWAY FROM MY HOME😭
Yoo the temple at Montreal THAT WAS A STREET AWAY FROM MY HOME😭
Inside Canada's Indian Invasion... · 192: Cluster #191
Close reading → Discourse → Video sentiment →
Identity Attack0.011839314
Insult0.014352918
Profanity0.015215653
Threat0.00713294
Severe Toxicity0.0023078918
Low Tox 0.044883765 Moderate Con 0.375 Personal_Narrative
Jan 29, 2026 5 likes Inside Canada's Indian Invasion...
Literally makes Kamala Harris look intelligent with those kind of answers to legit questions.
Literally makes Kamala Harris look intelligent with those kind of answers to legit questions.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.0030523231
Insult0.024768941
Profanity0.012551232
Threat0.0061231707
Severe Toxicity0.0009250641
Low Tox 0.044883765 Low Con 0.243 Meta_Commentary
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Hey looks just like Australia!
Hey looks just like Australia!
Inside Canada's Indian Invasion... · 31: Cluster #30
Close reading → Discourse → Video sentiment →
Identity Attack0.028016793
Insult0.014732921
Profanity0.017026093
Threat0.007935578
Severe Toxicity0.0025749207
Low Tox 0.044883765 Moderate Con 0.376 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Yes, Canada is included on the list because the liberal government is not protecting our border and letting criminals entering our country.
Yes, Canada is included on the list because the liberal government is not protecting our border and letting criminals entering our country.
· 27: Cluster #26
Close reading → Video sentiment →
Identity Attack0.0049571013
Insult0.014769657
Profanity0.000078386074
Threat0.00045619477
Severe Toxicity0.0000037441553
Low Tox 0.044679325
Dec 10, 2025
Canadians have not been passive. The government has a mission, allow all immigrants to enter Canada even if the citizens are totally against it.
Canadians have not been passive. The government has a mission, allow all immigrants to enter Canada even if the citizens are totally against it.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.029660052
Insult0.015948927
Profanity0.010177165
Threat0.006602164
Severe Toxicity0.0010728836
Low Tox 0.044636376 Moderate Con 0.495
Sep 7, 2025 3 likes Why Canadians Are Turning Against …
this vedio is so much helpful to prepare the citizenship test I clear my test today
this vedio is so much helpful to prepare the citizenship test I clear my test today
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 73: Cluster #72
Close reading → Video sentiment →
Identity Attack0.011025362
Insult0.012224905
Profanity0.021056883
Threat0.0100069
Severe Toxicity0.0027656555
Low Tox 0.044636376 Constructive 0.527
Sep 19, 2025 4 likes Canadian Citizenship Test 2025 – …
Thank-you Tyler as a Canadian this is a real problem do one of their truck drivers next.
Thank-you Tyler as a Canadian this is a real problem do one of their truck drivers next.
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.01766643
Insult0.018838953
Profanity0.009451281
Threat0.006809296
Severe Toxicity0.0013065338
Low Tox 0.044636376 Constructive 0.576 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
The United States government should be harshly criticizing Canada's immigration standards.
The United States government should be harshly criticizing Canada's immigration standards.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.026609946
Insult0.014276917
Profanity0.010313802
Threat0.0071847234
Severe Toxicity0.0011062622
Low Tox 0.044636376 Low Con 0.195 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
We need the break this incumbency in Ottawa.
We need the break this incumbency in Ottawa.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 56: Cluster #55
Close reading → Discourse → Video sentiment →
Identity Attack0.0061046463
Insult0.017872108
Profanity0.010996987
Threat0.0116639575
Severe Toxicity0.0016975403
Low Tox 0.044636376 Low Con 0.281 Call_To_Action
Feb 26, 2026 6 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
This is a problem not just in Canada. But throughout the Anglosphere, Europe, and Nato affiliates generally. Love from the UK 🇬🇧 Joe Public is steaming about it, and the lid is coming off the …
This is a problem not just in Canada. But throughout the Anglosphere, Europe, and Nato affiliates generally. Love from the UK 🇬🇧 Joe Public is steaming about it, and the lid is coming off the pressure cooker soon.
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.011987305
Insult0.01838776
Profanity0.012722028
Threat0.00789674
Severe Toxicity0.0013446808
Low Tox 0.044636376 Moderate Con 0.456 Comparative_Framing
Feb 25, 2026 Inside Canada's Indian Invasion...
Bicycle guy is Based
Bicycle guy is Based
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.00847251
Insult0.02173949
Profanity0.019143965
Threat0.007521313
Severe Toxicity0.00166893
Low Tox 0.044636376 Moderate Con 0.319 Humor_Satire
Feb 22, 2026 Inside Canada's Indian Invasion...
Bike dude is my spirit brother, facts brother
Bike dude is my spirit brother, facts brother
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0074365693
Insult0.018838953
Profanity0.021125201
Threat0.0076766624
Severe Toxicity0.0020313263
Low Tox 0.044636376 Moderate Con 0.445 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
SMH!
SMH!
Inside Canada's Indian Invasion... · 174: Cluster #173
Close reading → Video sentiment →
Identity Attack0.002885833
Insult0.018581128
Profanity0.043415543
Threat0.006770459
Severe Toxicity0.0025749207
Low Tox 0.044636376 Moderate Con 0.426
Jan 28, 2026 Inside Canada's Indian Invasion...
There is no divide. Try not to inject bias.
There is no divide. Try not to inject bias.
Canada's tighter immigration policy divides the country • … · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.0028118372
Insult0.01819439
Profanity0.0127561875
Threat0.0072365063
Severe Toxicity0.0009918213
Low Tox 0.044636376 Low Con 0.233 Meta_Commentary
Feb 11, 2026 Canada's tighter immigration policy divides …
I thought they all moved to Australia 🦘
I thought they all moved to Australia 🦘
Inside Canada's Indian Invasion... · 31: Cluster #30
Close reading → Discourse → Video sentiment →
Identity Attack0.022992345
Insult0.015796926
Profanity0.020510335
Threat0.007857903
Severe Toxicity0.0022220612
Low Tox 0.044636376 Moderate Con 0.358 Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Dude I don't see the problem. Sure, it's different. But man, how can you say no to that FOOD!
Dude I don't see the problem. Sure, it's different. But man, how can you say no to that FOOD!
Inside Canada's Indian Metropolis (Brampton) · 342: Cluster #341
Close reading → Video sentiment →
Identity Attack0.0061046463
Insult0.01617693
Profanity0.021330157
Threat0.0071199946
Severe Toxicity0.0019264221
Low Tox 0.044636376 Constructive 0.559
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
@WestJett you will enjoy this
@WestJett you will enjoy this
Inside Canada's Indian Invasion... · 90: Cluster #89
Close reading → Video sentiment →
Identity Attack0.006178642
Insult0.01309891
Profanity0.025497584
Threat0.011353259
Severe Toxicity0.003490448
Low Tox 0.044636376 Moderate Con 0.425
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The older gentleman with the cap on backwards was very considerate and polite. He is 100% right in the proper way.
The older gentleman with the cap on backwards was very considerate and polite. He is 100% right in the proper way.
Inside Canada's Indian Metropolis (Brampton) · 148: Cluster #147
Close reading → Discourse → Video sentiment →
Identity Attack0.004606233
Insult0.019225692
Profanity0.016752819
Threat0.007314181
Severe Toxicity0.0015926361
Low Tox 0.044636376 Constructive 0.622 Solidarity
Sep 18, 2025 Inside Canada's Indian Metropolis (Brampton)
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question …
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question 215. One time only—yes, one time only. Then I took the test, and on my first attempt I passed with 15 correct answers out of 20. I honestly can’t believe it. I didn’t realize how much I knew until I was sitting there answering the questions. About 50% of them came directly from the first 215 questions in the video. I am truly, deeply grateful to everyone who worked on this video. It’s not just good—it’s amazing. After nine years of struggle with this citizenship journey, I finally feel like I can breathe… like I can fly a little. Thank you all, from the bottom of my heart. 🤍
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.0037922803
Insult0.020256994
Profanity0.021603432
Threat0.007573096
Severe Toxicity0.0016975403
Low Tox 0.044636376 Constructive 0.713 Personal_Narrative
Jan 25, 2026 4 likes Canadian Citizenship Test 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.