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diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
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diff --git a/index.html b/index.html
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@@ -382,7 +382,7 @@ <h3 class="anchored" data-anchor-id="grading-breakdown">Grading breakdown</h3>
 |     |2025-03-20    |Tiffany    |Further logistic regression/PCA        |Principal components analysis                                               |                                                                 |
 |   12|2025-03-25    |Lucy       |Model selection in logistic regression |Likelihood and deviance                                                     |Quiz 21/22, Mini-HW 10, HW 2                                     |
 |     |2025-03-27    |Lucy       |Poisson regression/PCR                 |Principal components regression                                             |                                                                 |
-|   13|2025-03-01    |Tiffany    |Further Poisson regression             |Likelihood and deviance and (OPTIONAL) Generalized linear models            |Quiz 23/24, Lab Activity 9, Mini-HW 11, Complete group project   |
+|   13|2025-03-01    |Tiffany    |Further Poisson regression             |(OPTIONAL) Generalized linear models                                        |Quiz 23/24, Lab Activity 9, Mini-HW 11, Complete group project   |
 |     |2025-04-03    |Lucy       |Final review                           |                                                                            |                                                                 |
 |   14|2025-04-08    |Tiffany    |TBD                                    |                                                                            |                                                                 |
 

diff --git a/schedule.html b/schedule.html
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@@ -379,7 +379,7 @@ <h1 class="title">Schedule</h1>
 <td style="text-align: left;">2025-03-01</td>
 <td style="text-align: left;">Tiffany</td>
 <td style="text-align: left;">Further Poisson regression</td>
-<td style="text-align: left;">Likelihood and deviance and (OPTIONAL) Generalized linear models</td>
+<td style="text-align: left;">(OPTIONAL) Generalized linear models</td>
 <td style="text-align: left;">Quiz 23/24, Lab Activity 9, Mini-HW 11, Complete group project</td>
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diff --git a/search.json b/search.json
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-    "text": "Week\nLecture Dates\nInstructor\nTopic\nPre-work (Pencast)\nAssessments due\n\n\n\n\n1\n2025-01-07\nLucy\nIntroduction to STAT 306\nIntroduction to relationships in data\nQuiz 1/2\n\n\n\n2025-01-09\nTiffany\nLeast square estimation\nLeast square estimation\n\n\n\n2\n2025-01-14\nLucy\nProperties of the simple linear model\nResiduals and (OPTIONAL) Normal probability plots\nQuiz 3/4, Lab Activity 1, Mini-HW 1\n\n\n\n2025-01-16\nTiffany\nConfidence intervals\nProperties of estimators\n\n\n\n3\n2025-01-21\nLucy\nPrediction intervals\nConfidence and prediction intervals\nQuiz 5/6, Lab Activity 2, Mini-HW 2\n\n\n\n2025-01-23\nTiffany\nInference in regression\nDistributional theory\n\n\n\n4\n2025-01-28\nLucy\nMatrix formulation of linear models\nMatrix representation of linear models\nQuiz 7/8, Lab Activity 3, Mini-HW 3\n\n\n\n2025-01-30\nTiffany\nProperties of least squares estimators\nEstimator properties in matrix form\n\n\n\n5\n2025-02-04\nLucy\nProperties of residuals\nFurther properties of residuals and (OPTIONAL) Advanced distribution theory\nQuiz 9/10, Lab Activity 4, Mini-HW 4\n\n\n\n2025-02-06\nTiffany\nCategorical variables\nDummy variables in linear models\n\n\n\n6\n2025-02-11\nLucy\nMore on categorical variables\nAdvanced dummy variables\nQuiz 11/12, Lab Activity 5, Mini-HW 5\n\n\n\n2025-02-13\nTiffany\nQuadratic models and curve fitting\nCollinearity\n\n\n\n7\n2025-02-18\n\nMidterm break\n\n\n\n\n\n2025-02-20\n\n\n\n\n\n\n8\n2025-02-25\nTiffany\nCase studies\nResearch studies\nQuiz 13/14, Mini-HW 6, HW 1\n\n\n\n2025-02-27\nTiffany\nPartial correlation and midterm review\nPartial correlation\n\n\n\n9\n2025-03-04\nLucy\nModel selection\nModel selection methods\nQuiz 15/16, Lab Activity 6, Mini-HW 7, Group project proposal\n\n\n\n2025-03-06\nTiffany\nLeverage and influence\nInfluence, leverage, and outliers\n\n\n\n10\n2025-03-11\nLucy\nTransformations\nTransformations\nQuiz 17/18, Lab Activity 7, Mini-HW 8\n\n\n\n2025-03-13\nTiffany\nContinuous interactions\nInteraction between continuous covariates\n\n\n\n11\n2025-03-18\nLucy\nModelling a binary response\nModelling a binary response\nQuiz 19/20, Lab Activity 8, Mini-HW 9, Group project peer review\n\n\n\n2025-03-20\nTiffany\nFurther logistic regression/PCA\nPrincipal components analysis\n\n\n\n12\n2025-03-25\nLucy\nModel selection in logistic regression\nLikelihood and deviance\nQuiz 21/22, Mini-HW 10, HW 2\n\n\n\n2025-03-27\nLucy\nPoisson regression/PCR\nPrincipal components regression\n\n\n\n13\n2025-03-01\nTiffany\nFurther Poisson regression\nLikelihood and deviance and (OPTIONAL) Generalized linear models\nQuiz 23/24, Lab Activity 9, Mini-HW 11, Complete group project\n\n\n\n2025-04-03\nLucy\nFinal review\n\n\n\n\n14\n2025-04-08\nTiffany\nTBD",
+    "text": "Week\nLecture Dates\nInstructor\nTopic\nPre-work (Pencast)\nAssessments due\n\n\n\n\n1\n2025-01-07\nLucy\nIntroduction to STAT 306\nIntroduction to relationships in data\nQuiz 1/2\n\n\n\n2025-01-09\nTiffany\nLeast square estimation\nLeast square estimation\n\n\n\n2\n2025-01-14\nLucy\nProperties of the simple linear model\nResiduals and (OPTIONAL) Normal probability plots\nQuiz 3/4, Lab Activity 1, Mini-HW 1\n\n\n\n2025-01-16\nTiffany\nConfidence intervals\nProperties of estimators\n\n\n\n3\n2025-01-21\nLucy\nPrediction intervals\nConfidence and prediction intervals\nQuiz 5/6, Lab Activity 2, Mini-HW 2\n\n\n\n2025-01-23\nTiffany\nInference in regression\nDistributional theory\n\n\n\n4\n2025-01-28\nLucy\nMatrix formulation of linear models\nMatrix representation of linear models\nQuiz 7/8, Lab Activity 3, Mini-HW 3\n\n\n\n2025-01-30\nTiffany\nProperties of least squares estimators\nEstimator properties in matrix form\n\n\n\n5\n2025-02-04\nLucy\nProperties of residuals\nFurther properties of residuals and (OPTIONAL) Advanced distribution theory\nQuiz 9/10, Lab Activity 4, Mini-HW 4\n\n\n\n2025-02-06\nTiffany\nCategorical variables\nDummy variables in linear models\n\n\n\n6\n2025-02-11\nLucy\nMore on categorical variables\nAdvanced dummy variables\nQuiz 11/12, Lab Activity 5, Mini-HW 5\n\n\n\n2025-02-13\nTiffany\nQuadratic models and curve fitting\nCollinearity\n\n\n\n7\n2025-02-18\n\nMidterm break\n\n\n\n\n\n2025-02-20\n\n\n\n\n\n\n8\n2025-02-25\nTiffany\nCase studies\nResearch studies\nQuiz 13/14, Mini-HW 6, HW 1\n\n\n\n2025-02-27\nTiffany\nPartial correlation and midterm review\nPartial correlation\n\n\n\n9\n2025-03-04\nLucy\nModel selection\nModel selection methods\nQuiz 15/16, Lab Activity 6, Mini-HW 7, Group project proposal\n\n\n\n2025-03-06\nTiffany\nLeverage and influence\nInfluence, leverage, and outliers\n\n\n\n10\n2025-03-11\nLucy\nTransformations\nTransformations\nQuiz 17/18, Lab Activity 7, Mini-HW 8\n\n\n\n2025-03-13\nTiffany\nContinuous interactions\nInteraction between continuous covariates\n\n\n\n11\n2025-03-18\nLucy\nModelling a binary response\nModelling a binary response\nQuiz 19/20, Lab Activity 8, Mini-HW 9, Group project peer review\n\n\n\n2025-03-20\nTiffany\nFurther logistic regression/PCA\nPrincipal components analysis\n\n\n\n12\n2025-03-25\nLucy\nModel selection in logistic regression\nLikelihood and deviance\nQuiz 21/22, Mini-HW 10, HW 2\n\n\n\n2025-03-27\nLucy\nPoisson regression/PCR\nPrincipal components regression\n\n\n\n13\n2025-03-01\nTiffany\nFurther Poisson regression\n(OPTIONAL) Generalized linear models\nQuiz 23/24, Lab Activity 9, Mini-HW 11, Complete group project\n\n\n\n2025-04-03\nLucy\nFinal review\n\n\n\n\n14\n2025-04-08\nTiffany\nTBD",
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