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Imports +../_images/17cb0028e34ef8aca7bd2ca2f2039d88493fe841bc991cd7bb3969a4c91966f0.png
diff --git a/lectures/19_time-series.html b/lectures/19_time-series.html index 2a84c92..e54506f 100644 --- a/lectures/19_time-series.html +++ b/lectures/19_time-series.html @@ -418,6 +418,11 @@

Contents

Lecture 19: Time series#

UBC 2023-24

Instructor: Varada Kolhatkar and Andrew Roth

+

+

The picture is created using DALL-E!

+
+

This illustration shows a cityscape with skyscrapers, each featuring digital billboards displaying time-series graphs. These graphs represent various types of data such as stock market trends, weather patterns, and population growth, set against the backdrop of a bustling city with people of diverse descents and genders. This setting should provide a compelling and relatable context for your introduction to time-series lecture.

+

Imports, announcements, LO#

@@ -2330,7 +2335,7 @@

Lag-based features +../_images/332f7fb5059e8aa63cd4e626942c06be6239b23050894e9d482a6966e86209ed.png

The results are better than Ridge with lag features but they are not as good as the results with our previously engineered features. How about combining lag-based features and the previously extracted features?

@@ -2349,11 +2354,11 @@

Lag-based features -
Train-set R^2: 0.95
-Test-set R^2: 0.81
+
Train-set R^2: 0.96
+Test-set R^2: 0.80
 

 

-../_images/c08f86cea0da2332b3a196db5d3390cc21994b5430be9b839d21ab9f5081e989.png
+../_images/7e340328569f28198ac43ab844a588c3a94ef2d869929950fd3c32b064e95beb.png

Some improvement but we are getting better results without the lag features in this case.

@@ -2453,36 +2458,36 @@

Cross-validation -../../_images/5a79f0fe6407e4934ef019946b276fd0480fa33949dee58d16e1a0afec676dbb.png +../../_images/20031552772bb9c2966ff9377aa840b09e8b492ec7448791d3aff0752da5df45.png
diff --git a/lectures/class_demos/15_class-demo.html b/lectures/class_demos/15_class-demo.html index 6e2d165..cdcbb93 100644 --- a/lectures/class_demos/15_class-demo.html +++ b/lectures/class_demos/15_class-demo.html @@ -380,7 +380,7 @@

Lecture 15: Class demo

-../../_images/677e0a4cd1a99211e9badf13c46c091f1a395e026378a1cbcb8f253ffd9f06c2.png +../../_images/81880b22cbff8195d2839d72b073af99c325b5df2788819f1a3188759c8376f8.png
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33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 53, 56, 57, 58, 59, 60], "found": [1, 8, 15, 18, 20, 22, 25, 28, 35, 37, 48, 51, 53, 54, 57, 59], "after": [1, 5, 7, 8, 9, 11, 13, 15, 17, 18, 21, 22, 24, 25, 26, 27, 28, 30, 31, 32, 33, 37, 42, 43, 44, 48, 50, 51, 53, 55, 56, 57, 58, 59], "5": [1, 5, 19, 20, 22, 23, 27, 31, 34, 35, 36, 38, 39, 40, 41, 42, 45, 47, 48, 49, 51, 53, 57, 59], "dai": [1, 5, 9, 15, 25, 28, 30, 34, 37, 51, 56, 57], "That": [1, 13, 14, 15, 17, 19, 20, 22, 23, 24, 26, 27, 28, 29, 31, 32, 33, 45, 46, 48, 49, 50, 52, 53, 55], "said": [1, 15, 17, 19, 24, 27, 28, 29, 38, 45, 51, 53, 55], "consid": [1, 8, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 31, 39, 41, 46, 47, 49, 50, 51, 52, 53, 54, 55, 57, 59, 60], "backup": [1, 8], "resourc": [1, 4, 6, 14, 23, 24, 29, 30, 46, 50, 55, 56], "complet": [1, 7, 13, 17, 20, 23, 24, 25, 34, 37, 43, 46, 49, 50, 51, 57, 58, 60], "reli": [1, 15, 25, 27, 31, 51, 53, 59], "get": [1, 5, 6, 7, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31, 32, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 49, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60], "lot": [1, 6, 10, 13, 14, 16, 18, 19, 20, 21, 22, 24, 25, 27, 30, 31, 32, 33, 37, 38, 46, 50, 51, 52, 53, 56, 57], "show": [1, 5, 8, 11, 13, 14, 15, 17, 18, 20, 21, 22, 23, 25, 26, 27, 28, 30, 31, 32, 35, 36, 37, 38, 39, 40, 41, 42, 43, 46, 48, 49, 52, 53, 54, 56, 58, 59], "up": [1, 8, 9, 14, 17, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 37, 38, 42, 44, 45, 46, 47, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59], "run": [1, 5, 6, 8, 9, 11, 13, 15, 16, 18, 20, 21, 22, 24, 25, 26, 27, 28, 29, 30, 33, 38, 40, 41, 46, 48, 50, 51, 52, 53, 54, 55, 56, 58, 59], "semi": [1, 29, 55], "flip": [1, 15, 21, 22, 47, 48], "classroom": [1, 57], "There": [1, 3, 6, 9, 10, 11, 13, 14, 15, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 37, 38, 40, 41, 45, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57], "pre": [1, 11, 13, 23, 25, 26, 33, 36, 40, 49, 51, 52], "watch": [1, 13, 16, 19, 26, 28, 29, 38, 52, 54, 55], "mani": [1, 3, 6, 9, 13, 14, 15, 16, 17, 19, 21, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 35, 37, 38, 43, 44, 45, 47, 49, 50, 51, 52, 53, 54, 56, 59], "least": [1, 5, 13, 15, 16, 21, 22, 25, 26, 27, 28, 33, 38, 51, 52, 53, 54, 57, 59], "first": [1, 2, 5, 9, 13, 14, 16, 18, 19, 20, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 34, 37, 38, 39, 44, 46, 49, 50, 51, 52, 53, 54, 55, 56, 59, 60], "half": [1, 7, 13, 14, 19, 25, 27, 45, 51, 53], "post": [1, 5, 7, 8, 9, 13, 14, 17, 21, 22, 29, 31, 43, 48, 52, 53, 54, 55, 57], "below": [1, 6, 9, 11, 13, 14, 15, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 36, 37, 39, 40, 41, 43, 44, 45, 48, 49, 50, 51, 52, 53, 54, 55, 56, 58, 59, 60], "try": [1, 5, 6, 7, 9, 11, 13, 14, 15, 16, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 34, 35, 36, 38, 39, 40, 41, 43, 46, 48, 49, 50, 51, 52, 54, 55, 56, 57, 58, 59], "befor": [1, 5, 11, 14, 15, 16, 18, 19, 22, 23, 26, 27, 28, 29, 30, 31, 32, 37, 38, 40, 43, 45, 48, 52, 53, 54, 55, 56, 57, 58, 59], "correspond": [1, 13, 14, 15, 16, 18, 19, 20, 21, 22, 24, 26, 28, 31, 36, 41, 47, 48, 50, 52, 54, 58], "dure": [1, 9, 13, 14, 16, 18, 19, 20, 23, 24, 25, 28, 37, 42, 45, 46, 49, 50, 51, 54, 55, 57, 59], "summar": [1, 13, 19, 21, 22, 26, 29, 47, 52, 55], "point": [1, 5, 12, 13, 14, 15, 17, 18, 19, 20, 22, 25, 27, 30, 32, 35, 37, 38, 39, 40, 41, 45, 46, 48, 51, 53, 56, 58, 59, 60], "focu": [1, 13, 17, 18, 19, 27, 28, 31, 37, 45, 53, 54, 57, 58], "demo": [1, 15, 16, 17, 23, 26, 43, 49, 52], "worksheet": [1, 13, 14, 16, 44, 57], "q": [1, 28], "develop": [1, 2, 10, 12, 13, 15, 17, 18, 20, 21, 22, 23, 25, 26, 30, 43, 47, 48, 51, 56], "directli": [1, 9, 18, 22, 30, 37, 48, 49, 56], "check": [1, 5, 8, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 31, 32, 33, 34, 35, 38, 45, 48, 51, 52, 53, 55, 57, 58, 59, 60], "them": [1, 3, 5, 8, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 28, 29, 30, 31, 32, 36, 37, 38, 39, 43, 45, 46, 47, 49, 50, 51, 52, 54, 55, 56, 57, 58, 59], "thei": [1, 8, 9, 13, 14, 15, 16, 19, 20, 21, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 38, 39, 45, 46, 47, 50, 51, 52, 53, 54, 55, 56, 58, 59], "might": [1, 7, 8, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 33, 37, 38, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 57, 59], "draft": 1, "form": [1, 13, 18, 21, 25, 27, 28, 29, 38, 44, 51, 53, 54, 55, 57], "onc": [1, 7, 8, 9, 11, 13, 14, 15, 17, 18, 20, 25, 27, 28, 29, 30, 36, 43, 44, 46, 51, 53, 54, 55, 56, 57, 58], "topic": [1, 3, 9, 12, 13, 14, 19, 21, 22, 26, 28, 30, 48, 52, 54, 56, 57], "vs": [1, 4, 8, 18, 19, 20, 31, 32, 33, 35, 36, 44, 59], "340": [1, 4, 14, 23, 25, 30, 31, 32, 41, 49, 51, 56], "imagin": [1, 13, 14, 15, 17, 19, 21, 24, 25, 26, 29, 32, 43, 45, 47, 50, 51], "intro": [1, 30, 52, 56], "1": [1, 9, 10, 24, 31, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 50, 57], "n": [1, 14, 16, 19, 20, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 34, 35, 38, 45, 48, 50, 51, 52, 53, 54, 55, 56, 58, 59], "decis": [1, 3, 7, 15, 17, 20, 21, 23, 25, 30, 38, 42, 43, 46, 49, 51, 56, 59], "tree": [1, 3, 13, 15, 16, 17, 18, 19, 20, 22, 25, 27, 30, 31, 38, 42, 43, 44, 45, 46, 48, 51, 53, 56, 59], "2": [1, 5, 9, 10, 11, 21, 23, 24, 25, 28, 31, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 47, 50, 54, 57], "3": [1, 9, 11, 18, 19, 20, 21, 22, 23, 24, 28, 29, 30, 31, 33, 34, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 47, 48, 49, 50, 54, 55, 56, 57, 59], "less": [1, 6, 7, 13, 16, 18, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 32, 33, 34, 38, 39, 43, 46, 48, 49, 50, 51, 53, 54, 55], "depth": [1, 14, 15, 20, 23, 27, 35, 38, 45, 46, 49, 53], "14": [1, 9, 13, 14, 15, 16, 17, 18, 20, 21, 22, 25, 27, 28, 30, 31, 32, 34, 35, 36, 37, 41, 43, 46, 47, 48, 49, 51, 53, 54, 55, 56, 58], "ml": [1, 3, 10, 12, 14, 17, 23, 27, 30, 37, 43, 47, 49, 53, 56], "fundament": [1, 3, 10, 12, 13, 17, 19, 20, 22, 25, 30, 32, 43, 45, 46, 48, 51, 56], "similar": [1, 11, 14, 15, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 33, 36, 45, 46, 47, 48, 49, 51, 52, 53, 54, 58], "k": [1, 8, 12, 15, 19, 21, 22, 23, 25, 29, 30, 32, 34, 36, 38, 40, 41, 43, 45, 48, 49, 51, 55, 56], "nn": [1, 17, 30, 36, 38, 40, 41, 43, 56, 59], "svm": [1, 15, 17, 18, 20, 23, 24, 25, 30, 31, 42, 43, 44, 46, 49, 50, 51, 56, 60], "rbf": [1, 15, 17, 19, 20, 23, 24, 25, 42, 43, 45, 46, 49, 50, 51], "kernel": [1, 11, 13, 14, 15, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 43, 44, 45, 50, 51, 58, 59, 60], "21": [1, 9, 13, 14, 16, 17, 18, 21, 22, 25, 26, 28, 31, 32, 34, 35, 37, 41, 44, 47, 48, 51, 52, 55], "preprocess": [1, 12, 13, 15, 19, 20, 21, 23, 24, 25, 27, 28, 30, 32, 34, 36, 37, 39, 45, 46, 47, 49, 50, 51, 53, 54, 56], "sklearn": [1, 13, 15, 16, 19, 22, 25, 27, 28, 30, 31, 32, 33, 34, 35, 36, 38, 39, 40, 41, 42, 45, 47, 48, 51, 53, 54, 56, 58, 59, 60], "pipelin": 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14, 16, 18, 22, 23, 24, 25, 26, 30, 32, 36, 37, 38, 42, 45, 48, 49, 50, 51, 52, 56, 59, 60], "set": [1, 9, 10, 14, 16, 17, 18, 19, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 37, 38, 39, 43, 44, 45, 48, 49, 50, 51, 52, 53, 54, 55, 56, 58, 59], "8": [1, 9, 10, 14, 15, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 39, 40, 41, 42, 43, 44, 45, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 59], "differ": [1, 3, 6, 9, 11, 12, 13, 14, 15, 16, 18, 19, 23, 25, 26, 27, 28, 29, 30, 31, 32, 34, 35, 37, 40, 43, 44, 45, 46, 49, 51, 52, 53, 54, 55, 56, 58, 59, 60], "05": [1, 9, 16, 17, 20, 21, 22, 27, 28, 31, 32, 37, 39, 46, 48, 53, 54, 55], "evalu": [1, 9, 12, 14, 15, 20, 22, 24, 26, 31, 39, 46, 47, 50, 52, 58, 60], "metric": [1, 12, 16, 18, 23, 24, 25, 26, 27, 28, 29, 30, 32, 37, 41, 49, 50, 51, 52, 53, 54, 55, 56], "classif": [1, 3, 12, 15, 16, 17, 18, 19, 22, 23, 24, 25, 29, 31, 32, 35, 40, 41, 43, 45, 48, 49, 50, 51, 55, 58], "refer": [1, 9, 13, 14, 15, 16, 17, 18, 19, 21, 24, 26, 28, 29, 30, 47, 50, 52, 54, 55, 56, 57, 58, 59, 60], "9": [1, 5, 9, 11, 13, 14, 15, 16, 17, 18, 19, 20, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 51, 52, 53, 54, 55, 56, 58, 59], "regress": [1, 3, 12, 13, 17, 18, 24, 25, 31, 32, 35, 38, 39, 43, 46, 47, 50, 58, 59], "move": [1, 8, 19, 24, 25, 28, 38, 45, 50, 51], "thursdai": [1, 21, 22, 24, 48, 57], "ensembl": [1, 12, 22, 24, 25, 27, 28, 31, 32, 48, 50, 51, 53, 54], "interpret": [1, 11, 12, 16, 17, 21, 22, 23, 25, 26, 27, 28, 30, 32, 40, 43, 47, 48, 49, 51, 52, 53, 54, 56], "new": [1, 7, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 30, 31, 32, 36, 37, 38, 43, 46, 49, 50, 51, 52, 53, 54, 56], "engin": [1, 10, 12, 13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 28, 29, 35, 38, 42, 44, 48, 54, 55, 60], "24": [1, 9, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 36, 37, 40, 41, 42, 43, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], "select": [1, 6, 7, 11, 12, 15, 16, 17, 18, 19, 20, 21, 22, 23, 30, 31, 33, 43, 44, 45, 46, 47, 48, 49, 56], "none": [1, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 31, 32, 35, 38, 40, 41, 43, 45, 46, 47, 48, 49, 51, 53, 55, 58, 59, 60], "31": [1, 9, 13, 16, 17, 18, 19, 21, 22, 24, 25, 26, 31, 35, 39, 40, 41, 43, 47, 48, 49, 50, 51, 52, 55], "cluster": [1, 3, 12, 29, 31, 55], "nov": [1, 31, 54, 56], "07": [1, 9, 20, 22, 25, 31, 37, 46, 48, 51], "simpl": [1, 14, 16, 17, 21, 22, 23, 24, 27, 28, 29, 31, 33, 34, 38, 39, 42, 48, 49, 50, 53, 54, 55, 60], "recommend": [1, 3, 9, 11, 12, 15, 16, 20, 21, 26, 29, 30, 38, 46, 52, 55, 56, 57], "system": [1, 3, 5, 6, 7, 11, 12, 13, 15, 16, 18, 21, 24, 26, 29, 31, 39, 50, 52, 55], "09": [1, 9, 15, 18, 20, 22, 28, 31, 39, 46, 48], "data": [1, 3, 6, 8, 9, 10, 11, 12, 27, 32, 33, 34, 36, 38, 40, 41, 42, 43, 45, 47, 57, 59, 60], "embed": [1, 12, 18, 30, 56], "16": [1, 9, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 25, 27, 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12], "analysi": [1, 3, 10, 12, 13, 14, 21, 22, 26, 27, 29, 52, 55], "highli": [1, 11, 17, 24, 28, 38, 43, 50, 54], "call": [1, 9, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 58, 59, 60], "bullshit": [1, 32], "censor": [1, 12], "commun": [1, 3, 11, 12, 13, 18, 20, 22, 46, 48, 55, 57], "bs": [1, 22, 48], "chapter": 1, "short": [1, 15, 20, 23, 46, 57], "47": [1, 9, 13, 14, 15, 16, 17, 19, 20, 22, 25, 28, 35, 38, 46, 48, 51], "min": [1, 19, 22, 27, 31, 35, 37, 41, 45, 47, 48, 53, 58, 59], "total": [1, 9, 13, 14, 17, 18, 21, 22, 23, 25, 28, 29, 31, 32, 44, 47, 48, 49, 51, 54, 55, 58], "read": [1, 5, 8, 13, 16, 17, 18, 21, 22, 23, 24, 29, 31, 33, 36, 38, 48, 49, 51, 55, 57, 60], "graph": [1, 30, 36, 40, 41, 56], "becaus": [1, 9, 11, 13, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 36, 38, 39, 40, 41, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57], "i": [1, 6, 8, 9, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 34, 36, 37, 38, 40, 41, 43, 44, 45, 46, 47, 48, 50, 51, 52, 53, 54, 55, 56, 57, 58], "t": [1, 5, 6, 8, 9, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 34, 35, 36, 37, 38, 40, 41, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59], "sabrina": 1, "ethic": [1, 12, 13], "50": [1, 9, 13, 16, 17, 18, 21, 22, 23, 25, 27, 28, 29, 30, 31, 32, 34, 35, 37, 39, 40, 44, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 60], "scienc": [1, 3, 10, 11, 12, 13, 18, 26, 31, 42, 44, 52], "fun": [1, 13, 21, 29, 30, 55, 56], "llm": 1, "deploy": [1, 2, 12, 24, 31, 50], "conclus": 1, "pleas": [1, 5, 8, 13, 14, 17, 18, 20, 21, 22, 23, 25, 28, 29, 30, 35, 36, 37, 38, 39, 40, 41, 43, 45, 46, 47, 48, 49, 54, 55, 56, 57, 58, 59, 60], "campu": [1, 25, 51, 57], "rule": [1, 9, 13, 14, 16, 19, 21, 23, 29, 37, 38, 39, 42, 45, 55, 57, 59], "mask": [1, 43, 46, 57], "go": [1, 6, 8, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 31, 32, 34, 36, 38, 40, 41, 43, 44, 45, 46, 47, 48, 49, 50, 51, 53, 54, 55, 56, 57, 58, 59], "longer": [1, 20, 21, 30, 32, 46, 47, 56, 57], "requir": [1, 6, 8, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 43, 44, 46, 47, 49, 50, 51, 52, 53, 55, 56, 57, 58, 59, 60], "faculti": [1, 13, 57], "staff": [1, 7, 57], "wear": [1, 13, 57], "medic": [1, 13, 21, 26, 47, 52, 57], "continu": [1, 18, 20, 22, 23, 26, 31, 37, 46, 48, 49, 57, 58], "worn": [1, 57], "indoor": [1, 57], "health": [1, 28, 29, 54, 55, 57], "ill": [1, 57], "believ": [1, 8, 13, 20, 24, 31, 35, 46, 50, 57, 59], "symptom": [1, 57], "been": [1, 5, 7, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 43, 44, 45, 46, 47, 48, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60], "expos": [1, 38, 57], "sar": [1, 57], "cov": [1, 52, 57], "thrive": [1, 57], "self": [1, 9, 13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 28, 32, 34, 35, 37, 38, 40, 41, 48, 57, 60], "tool": [1, 9, 12, 18, 19, 20, 21, 22, 27, 28, 31, 32, 38, 42, 46, 47, 48, 50, 53, 57, 58, 59, 60], "guidanc": [1, 24, 50, 57], "download": [1, 6, 8, 11, 13, 14, 17, 19, 22, 24, 25, 29, 30, 33, 34, 35, 48, 50, 51, 54, 55, 56, 57], "bc": [1, 13, 57], "support": [1, 11, 13, 14, 15, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 43, 44, 47, 48, 49, 50, 51, 53, 55, 57, 58, 59, 60], "app": [1, 13, 14, 57], "io": [1, 10, 13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 30, 32, 35, 38, 40, 48, 51, 56, 57, 60], "android": [1, 57], "devic": [1, 30, 36, 40, 41, 56, 57], "instruct": [1, 4, 5, 6, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 44, 57, 59, 60], "advic": [1, 15, 51, 57], "stai": [1, 13, 21, 32, 57], "home": [1, 14, 19, 21, 28, 34, 37, 51, 55, 57, 59], "recent": [1, 9, 11, 13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 28, 29, 31, 32, 33, 34, 35, 37, 38, 39, 40, 41, 43, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60], "test": [1, 8, 9, 11, 13, 14, 16, 17, 18, 19, 21, 22, 23, 24, 27, 28, 30, 32, 34, 37, 38, 41, 42, 43, 44, 45, 47, 48, 49, 50, 53, 54, 56, 57, 58, 59], "posit": [1, 13, 14, 15, 16, 17, 18, 19, 22, 23, 24, 25, 28, 29, 31, 39, 45, 48, 49, 50, 51, 55, 57], "quarantin": [1, 57], "websit": [1, 5, 11, 55, 57], "should": [1, 6, 8, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19, 21, 24, 25, 26, 29, 30, 31, 32, 35, 37, 45, 50, 51, 52, 55, 56, 57, 58, 59, 60], "isol": [1, 11, 21, 22, 24, 48, 50, 57], "monitor": [1, 14, 29, 55, 57], "precaut": [1, 57], "help": [1, 4, 8, 11, 13, 15, 17, 18, 20, 21, 24, 26, 27, 28, 31, 32, 37, 46, 47, 50, 52, 53, 54, 57, 58, 59, 60], "reduc": [1, 8, 9, 13, 16, 20, 21, 22, 23, 24, 25, 28, 29, 30, 34, 46, 49, 50, 51, 54, 55, 56, 57], "risk": [1, 13, 21, 25, 51, 57], "keep": [1, 15, 16, 17, 18, 21, 23, 24, 25, 28, 29, 32, 35, 38, 47, 49, 50, 51, 52, 54, 55, 57, 59, 60], "everyon": [1, 7, 13, 33, 57], "safer": [1, 57], "mark": [1, 7, 8, 13, 20, 21, 27, 46, 57], "scheme": 1, "flexibl": [1, 13, 25, 29, 30, 34, 51, 52, 56, 57, 58], "priorit": [1, 25, 51, 57], "still": [1, 5, 11, 13, 15, 20, 21, 22, 23, 25, 26, 28, 31, 32, 34, 38, 39, 46, 48, 49, 51, 52, 57], "abl": [1, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 34, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 57], "succe": [1, 13, 25, 51, 57], "onlin": [1, 2, 4, 6, 8, 11, 14, 29, 38, 55, 57], "done": [1, 6, 11, 13, 15, 18, 20, 21, 30, 31, 38, 44, 54, 56, 57, 58], "hand": [1, 5, 10, 12, 13, 21, 28, 37, 41, 57], "held": [1, 57], "But": [1, 9, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 37, 39, 40, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 56, 57, 59, 60], "need": [1, 6, 8, 9, 11, 13, 14, 16, 18, 21, 22, 23, 24, 25, 26, 27, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 44, 47, 48, 49, 50, 51, 52, 53, 57, 58, 59], "present": [1, 8, 15, 16, 21, 28, 29, 31, 36, 38, 51, 54, 55, 57], "write": [1, 5, 8, 12, 13, 15, 20, 24, 25, 26, 29, 39, 51, 52, 55, 57, 59, 60], "unless": [1, 8, 13, 30, 33, 38, 56, 57], "legitim": [1, 57], "most": [1, 8, 9, 11, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 32, 33, 34, 35, 37, 39, 40, 41, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60], "activ": [1, 5, 11, 13, 20, 34, 57, 58], "few": [1, 9, 13, 19, 22, 23, 25, 28, 30, 31, 37, 38, 48, 49, 51, 54, 55, 56, 57, 59], "offic": [1, 5, 11, 13, 16, 57], "hour": [1, 5, 11, 13, 16, 21, 23, 24, 25, 28, 31, 39, 49, 50, 51, 54, 57, 58], "which": [1, 5, 7, 8, 9, 11, 15, 16, 17, 18, 19, 20, 22, 24, 25, 28, 29, 30, 31, 32, 33, 35, 36, 37, 38, 39, 43, 44, 45, 46, 48, 50, 51, 54, 55, 56, 57, 58, 59], "s": [1, 5, 6, 8, 9, 10, 11, 14, 19, 20, 23, 25, 26, 27, 29, 30, 32, 33, 35, 36, 38, 41, 42, 43, 45, 46, 47, 48, 49, 51, 52, 53, 56, 57, 58, 59, 60], "grei": 1, "tradit": [1, 13, 28, 30, 32, 54, 56], "ancestr": 1, "unced": 1, "territori": [1, 13], "xwm\u0259\u03b8kw\u0259y": 1, "\u0259m": 1, "musqueam": 1, "pepl": 1, "situat": [1, 7, 13, 21, 23, 26, 30, 32, 49, 52, 56, 57], "ha": [1, 2, 3, 6, 7, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60], "place": [1, 6, 31, 38], "peopl": [1, 5, 13, 14, 15, 17, 19, 21, 23, 24, 25, 28, 29, 30, 31, 32, 38, 39, 41, 51, 54, 55, 56], "who": [1, 5, 6, 7, 13, 18, 21, 25, 26, 28, 31, 32, 33, 38, 51, 53, 55, 58], "millennia": 1, "pass": [1, 9, 13, 14, 15, 17, 18, 19, 21, 22, 23, 24, 25, 26, 29, 30, 33, 34, 37, 40, 44, 45, 48, 49, 50, 51, 52, 55, 56, 58, 60], "cultur": [1, 30, 56], "histori": [1, 13, 19, 28, 31, 45, 54], "one": [1, 7, 9, 10, 11, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 26, 27, 28, 30, 31, 32, 33, 35, 36, 37, 39, 42, 43, 44, 45, 46, 47, 49, 50, 52, 53, 54, 56, 57, 58, 59], "gener": [1, 8, 9, 10, 13, 14, 17, 18, 20, 21, 22, 24, 27, 29, 30, 31, 32, 38, 39, 43, 46, 47, 50, 52, 53, 55, 56, 57, 59], "site": [1, 6, 9, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 24, 25, 28, 32, 34, 35, 37, 38, 40, 41, 48, 51, 58, 59, 60], "It": [1, 3, 5, 8, 9, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 36, 37, 38, 41, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 59], "recognit": [1, 13, 14, 16, 21, 29, 33, 55], "our": [1, 6, 7, 9, 11, 13, 14, 16, 18, 19, 20, 21, 22, 23, 26, 27, 28, 29, 30, 31, 33, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 52, 53, 54, 55, 56, 58, 59, 60], "relationship": [1, 12, 21, 23, 24, 25, 28, 31, 38, 39, 49, 50, 51], "doe": [1, 6, 9, 11, 13, 15, 16, 17, 18, 20, 21, 22, 23, 24, 25, 26, 28, 29, 31, 32, 35, 37, 38, 42, 43, 44, 46, 48, 49, 50, 51, 54, 55, 58, 59, 60], "appear": [1, 3, 8, 14, 18, 23, 29, 33, 49, 55, 60], "just": [1, 5, 8, 9, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 28, 29, 30, 31, 32, 37, 38, 45, 46, 47, 48, 49, 50, 51, 52, 54, 55, 56, 59], "formal": 1, "take": [1, 3, 5, 6, 7, 11, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 26, 28, 29, 30, 31, 32, 34, 37, 45, 46, 47, 48, 49, 50, 51, 52, 55, 56, 58, 59], "moment": [1, 13, 21, 28, 54, 55, 56], "appreci": [1, 12, 38], "mean": [1, 6, 7, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 25, 28, 30, 31, 32, 34, 35, 36, 37, 38, 40, 41, 43, 44, 46, 47, 49, 50, 51, 54, 56, 59, 60], "behind": [1, 12, 19, 45], "word": [1, 12, 13, 19, 20, 21, 26, 27, 28, 30, 31, 32, 35, 37, 38, 42, 45, 52, 53, 54, 56, 58, 60], "recogn": [1, 12, 15, 27, 31, 53], "tradition": 1, "occupi": 1, "nation": 1, "part": [1, 5, 10, 11, 13, 17, 18, 19, 20, 21, 23, 24, 25, 27, 29, 31, 34, 46, 47, 49, 50, 51, 53, 55], "countri": [1, 13, 15, 16, 18, 19, 21, 23, 24, 29, 39, 45, 49, 50, 55], "down": [1, 13, 15, 21, 24, 32, 37, 47, 50, 55], "wa": [1, 2, 5, 6, 11, 13, 14, 15, 16, 17, 19, 20, 21, 23, 24, 25, 26, 28, 29, 30, 32, 33, 37, 38, 43, 49, 50, 51, 52, 54, 55, 56, 58, 59, 60], "turn": [1, 5, 13, 15, 29, 30, 32, 36, 38, 40, 41, 55, 56], "over": [1, 13, 15, 20, 22, 24, 28, 29, 31, 32, 33, 34, 38, 42, 46, 48, 50, 54, 55, 57], "crown": 1, "govern": [1, 29, 34, 55], "treati": 1, "agreement": [1, 32], "As": [1, 5, 13, 15, 18, 20, 22, 23, 24, 30, 31, 32, 33, 38, 44, 45, 48, 49, 50, 59], "begin": [1, 13, 14, 19, 25, 28, 29, 31, 32, 37, 45, 51, 54, 55, 60], "journei": [1, 27, 53], "some": [1, 2, 5, 7, 8, 9, 11, 13, 15, 16, 17, 18, 19, 22, 24, 26, 27, 30, 31, 32, 33, 34, 35, 36, 38, 39, 40, 41, 43, 47, 48, 50, 52, 53, 56, 57, 58, 59], "about": [1, 3, 5, 8, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 27, 30, 31, 32, 33, 34, 35, 37, 38, 40, 42, 45, 46, 47, 48, 49, 50, 53, 56, 57, 58, 59], "honour": 1, "its": [1, 9, 12, 13, 15, 16, 18, 19, 21, 24, 25, 26, 27, 29, 30, 31, 32, 36, 37, 38, 45, 47, 50, 51, 52, 53, 55, 56, 58, 60], "origin": [1, 9, 13, 17, 18, 21, 23, 24, 25, 26, 28, 29, 30, 31, 32, 43, 44, 49, 50, 51, 54, 55, 56], "inhabit": [1, 13], "cours": [2, 3, 5, 6, 7, 8, 11, 14, 15, 16, 18, 19, 21, 22, 23, 24, 25, 26, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 40, 41, 45, 47, 48, 49, 50, 51, 52, 55, 56, 58], "design": [2, 13, 14, 27, 28, 30, 53, 54, 56], "taught": [2, 18, 29, 55, 57], "spring": 2, "2020": [2, 25, 51], "further": [2, 21, 23, 26, 30, 32, 33, 35, 39, 52, 55, 56], "materi": [2, 9, 11, 13, 14, 15, 16, 29, 32, 55, 57], "exercis": [2, 10, 13], "come": [2, 11, 13, 14, 17, 18, 21, 25, 28, 29, 30, 31, 32, 38, 47, 51, 54, 55, 56, 58, 59], "introduct": [2, 10, 12, 31, 32, 35], "machin": [2, 3, 10, 11, 12, 17, 18, 20, 22, 23, 24, 25, 28, 29, 30, 31, 33, 34, 37, 42, 43, 44, 46, 47, 48, 49, 50, 51, 54, 55, 56, 57, 58, 59], "learn": [2, 3, 10, 11, 34, 37, 40, 42, 57, 58, 59], "haylei": [2, 14], "boyc": [2, 14], "sincer": 2, "thank": [2, 28, 31, 59], "toma": 2, "beuzen": 2, "contribut": [2, 16, 19, 24, 30, 50, 52, 56, 57], "close": [3, 13, 15, 19, 20, 21, 25, 26, 27, 29, 31, 41, 45, 46, 47, 51, 53, 55, 57, 59], "relat": [3, 7, 13, 19, 21, 22, 23, 24, 25, 26, 28, 31, 32, 33, 45, 48, 49, 50, 51, 52, 54, 57], "field": [3, 5, 13, 18, 29, 30, 31, 55, 56], "make": [3, 5, 6, 7, 8, 11, 12, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 38, 39, 42, 43, 44, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60], "predict": [3, 12, 15, 16, 17, 20, 21, 22, 25, 26, 27, 31, 34, 35, 37, 38, 39, 42, 43, 44, 46, 47, 48, 51, 52, 53, 56, 59, 60], "produc": [3, 8, 13, 22, 24, 27, 37, 48, 49, 50, 53], "insight": [3, 12, 16, 21, 24, 26, 50, 52], "overlap": [3, 15, 26, 52], "between": [3, 9, 11, 12, 13, 15, 18, 19, 21, 22, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 35, 37, 38, 40, 41, 42, 45, 47, 49, 50, 51, 52, 53, 54, 56, 59], "howev": [3, 9, 13, 17, 18, 21, 22, 24, 26, 30, 31, 32, 36, 39, 43, 50, 52, 57, 58, 59, 60], "wherea": [3, 14, 19, 20, 22, 24, 27, 37, 45, 48, 50, 53], "involv": [3, 5, 13, 20, 22, 23, 27, 29, 30, 46, 48, 49, 53, 55, 56], "implement": [3, 5, 13, 17, 21, 22, 23, 25, 26, 27, 28, 29, 30, 32, 43, 49, 51, 53, 54, 55], "algorithm": [3, 12, 13, 15, 17, 18, 21, 22, 23, 24, 28, 29, 30, 34, 39, 43, 44, 48, 49, 50, 54, 55, 56, 59], "scratch": [3, 30, 56], "broader": [3, 23, 29, 49, 55], "like": [3, 5, 8, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 37, 38, 40, 41, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 60], "clean": [3, 27, 35, 37, 38, 53, 57], "result": [3, 8, 9, 11, 12, 13, 15, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 30, 31, 32, 37, 38, 43, 45, 46, 48, 49, 50, 51, 52, 53, 56, 57, 58, 59], "goe": [3, 13, 15, 16, 18, 21, 23, 24, 27, 28, 30, 44, 50, 53, 54, 56], "deeper": [3, 13, 20, 21, 22], "mathemat": [3, 18, 23, 42, 44, 49], "numer": [3, 14, 17, 18, 19, 21, 22, 23, 28, 29, 31, 32, 36, 37, 43, 44, 48, 49, 54, 55], "consider": [3, 12, 21, 23, 26, 28, 49, 52, 54], "underli": [3, 24, 25, 26, 50, 51, 52], "prerequisit": [3, 32, 57], "especi": [3, 13, 14, 16, 20, 21, 23, 31, 38, 47], "math": [3, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 44, 51, 52, 54, 58, 59, 60], "best": [3, 8, 13, 14, 15, 16, 20, 21, 22, 23, 24, 26, 27, 28, 35, 36, 38, 39, 46, 47, 48, 49, 50, 52, 53, 54], "choic": [3, 16, 20, 22, 23, 24, 25, 26, 27, 28, 31, 46, 49, 50, 51, 52, 53, 54], "depend": [3, 9, 11, 13, 14, 15, 16, 18, 20, 21, 22, 23, 26, 27, 31, 32, 38, 45, 46, 48, 49, 52, 53], "interest": [3, 13, 15, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 31, 32, 34, 37, 38, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], "goal": [3, 12, 16, 17, 20, 21, 25, 26, 27, 28, 43, 46, 47, 51, 52, 54, 58], "perfectli": 3, "both": [3, 7, 13, 14, 15, 16, 18, 19, 20, 21, 22, 23, 24, 25, 26, 28, 29, 30, 31, 32, 37, 38, 39, 43, 45, 46, 48, 49, 50, 51, 52, 54, 55, 56, 57, 58, 59, 60], "onli": [3, 5, 9, 11, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 46, 47, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59], "natur": [3, 13, 18, 21, 23, 25, 30, 37, 38, 51, 56, 57], "languag": [3, 10, 13, 17, 18, 25, 28, 30, 33, 34, 43, 51, 54, 56], "process": [3, 6, 12, 13, 14, 17, 18, 20, 25, 27, 30, 33, 46, 51, 53, 56, 58, 59], "probabilist": [3, 52, 55], "loss": [3, 21, 22, 23, 24, 32, 39, 48, 49, 50], "function": [3, 13, 14, 15, 16, 18, 20, 21, 23, 24, 25, 28, 30, 31, 32, 33, 34, 36, 49, 50, 51, 52, 54, 55, 56, 58, 59], "major": [3, 13, 15, 16, 17, 18, 29, 42, 44, 55, 59], "dimension": [3, 9, 19, 20, 21, 23, 25, 26, 29, 34, 36, 43, 45, 46, 49, 51, 52, 55], "reduct": [3, 21, 23, 25, 26, 49, 51, 52], "typic": [3, 13, 14, 16, 17, 19, 20, 21, 22, 23, 26, 31, 45, 47, 48, 49, 52], "veri": [3, 5, 6, 9, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 37, 38, 40, 43, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58], "basic": [3, 9, 13, 14, 20, 25, 28, 32, 51, 54, 60], "method": [3, 12, 14, 16, 17, 19, 21, 23, 24, 27, 28, 29, 30, 31, 32, 34, 35, 36, 38, 43, 45, 47, 49, 50, 53, 54, 55, 56, 58, 59], "knn": [3, 15, 16, 17, 18, 19, 24, 25, 28, 30, 42, 43, 44, 45, 50, 51, 54, 56], "etc": [3, 8, 9, 14, 25, 28, 30, 31, 32, 41, 50, 51, 54, 55, 56, 57], "deep": [3, 10, 12, 13, 20, 24, 25, 29, 32, 34, 46, 50, 51, 55], "submiss": [4, 15, 16, 55, 58], "grade": [4, 8, 15, 17, 18, 20, 35, 42, 43, 44, 46], "polici": [4, 5, 8, 13, 57], "environ": [4, 6, 9, 13, 17, 18, 20, 21, 22, 23, 24, 25, 29, 30, 33, 34, 35, 36, 37, 38, 39, 40, 41, 43, 46, 48, 49, 50, 51, 55, 56, 58, 59], "setup": [4, 8, 11, 13], "git": [4, 8, 9, 13], "ask": [4, 8, 11, 13, 14, 15, 16, 18, 21, 25, 26, 28, 29, 32, 47, 51, 54, 55, 58], "python": [4, 5, 12, 20, 22, 25, 28, 29, 30, 31, 32, 34, 51, 56, 57], "textbook": [4, 10, 55], "well": [5, 6, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 26, 27, 28, 30, 31, 32, 38, 43, 46, 47, 48, 49, 50, 52, 53, 54, 56, 57], "asid": [5, 13, 15, 23, 38, 49], "standard": [5, 7, 15, 17, 20, 23, 24, 25, 39, 43, 46, 49, 50, 51, 59], "ubc": [5, 6, 9, 10, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 42, 43, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], "here": [5, 6, 8, 9, 10, 11, 13, 14, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 37, 38, 40, 41, 43, 44, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 60], "re": [5, 9, 13, 14, 15, 18, 20, 21, 22, 23, 24, 26, 28, 29, 30, 31, 32, 34, 38, 48, 49, 50, 52, 54, 55, 56, 58], "expect": [5, 8, 9, 13, 15, 16, 17, 18, 19, 20, 21, 22, 24, 25, 26, 27, 28, 30, 31, 32, 34, 36, 38, 45, 46, 47, 48, 50, 51, 52, 53, 54, 56, 58, 59], "platform": 5, "when": [5, 7, 8, 11, 13, 14, 15, 16, 18, 19, 21, 22, 23, 24, 25, 27, 28, 29, 30, 31, 32, 33, 35, 36, 37, 38, 42, 43, 44, 45, 47, 48, 49, 50, 51, 53, 54, 55, 56, 57, 58, 60], "offens": [5, 28, 54], "disrespect": 5, "quick": [5, 13, 29, 55, 59], "search": [5, 6, 11, 22, 28, 48, 54, 59], "sure": [5, 8, 9, 11, 13, 15, 18, 21, 22, 23, 24, 27, 31, 39, 49, 50, 51, 55, 56, 58, 59], "hasn": [5, 13, 28, 54, 55], "alreadi": [5, 9, 11, 13, 21, 22, 24, 25, 26, 28, 29, 31, 32, 48, 50, 51, 52, 54, 55], "answer": [5, 7, 8, 13, 14, 15, 20, 21, 23, 26, 28, 29, 30, 31, 46, 49, 52, 54, 55, 56, 57, 58, 59, 60], "filter": [5, 12, 13, 15, 26, 52], "tag": [5, 25, 29, 34, 51, 55], "keyword": [5, 14, 20, 25, 51], "amount": [5, 13, 15, 19, 20, 21, 22, 24, 26, 28, 30, 31, 32, 39, 45, 46, 47, 48, 50, 52, 54, 56], "thought": [5, 16, 24, 26, 32, 38], "effort": [5, 11, 13, 20, 25, 26, 30, 46, 51, 56, 57], "don": [5, 11, 13, 15, 18, 20, 21, 23, 24, 25, 26, 27, 28, 30, 31, 32, 35, 36, 37, 38, 44, 46, 47, 49, 50, 51, 53, 54, 55, 56], "whose": [5, 13, 38], "googl": [5, 13, 14, 15, 23, 24, 25, 26, 28, 29, 39, 51, 52, 54, 55], "These": [5, 11, 13, 14, 15, 16, 19, 21, 22, 23, 24, 25, 26, 31, 45, 48, 49, 50, 51, 52], "awai": [5, 7, 13, 14, 19, 26, 28, 30, 32, 33, 38, 52, 54, 56], "being": [5, 13, 15, 17, 21, 22, 23, 24, 26, 27, 28, 29, 32, 43, 47, 50, 52, 53, 54, 55], "stuck": [5, 9], "second": [5, 7, 13, 14, 19, 23, 24, 27, 31, 38, 49, 50, 53, 57], "solv": [5, 13, 14, 16, 25, 26, 28, 29, 51, 55, 57], "On": [5, 13, 17, 18, 20, 21, 22, 23, 24, 25, 27, 30, 32, 35, 36, 37, 38, 39, 40, 41, 43, 46, 48, 49, 50, 53, 56], "wait": [5, 14, 16, 18, 32, 44, 57, 59], "until": [5, 14, 15, 20, 25, 26, 27, 28, 32, 41, 46, 51, 52, 53, 55, 59], "pain": [5, 30, 31, 56], "debug": [5, 24, 50], "At": [5, 13, 15, 19, 21, 23, 25, 26, 30, 31, 45, 49, 51, 52, 56], "becom": [5, 13, 15, 16, 19, 20, 21, 24, 25, 26, 29, 43, 45, 46, 50, 51, 52, 55], "wast": [5, 13, 18, 38], "exception": 5, "frustrat": [5, 7, 20, 38, 46], "bug": [5, 9, 53], "happen": [5, 7, 13, 16, 18, 20, 23, 24, 25, 28, 31, 32, 33, 37, 42, 46, 49, 50, 51, 54], "rough": 5, "someth": [5, 11, 13, 14, 18, 21, 22, 23, 24, 26, 28, 31, 32, 33, 48, 50, 52, 54], "minut": [5, 13, 14, 25, 32, 38, 51, 57], "avoid": [5, 8, 9, 14, 17, 21, 22, 27, 31, 39, 48, 51, 53, 57], "partial": [5, 32], "code": [5, 8, 9, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 34, 35, 36, 37, 38, 39, 40, 41, 43, 44, 45, 46, 47, 49, 50, 51, 52, 53, 54, 55, 56, 58, 59, 60], "much": [5, 6, 9, 13, 14, 15, 16, 17, 18, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 34, 35, 38, 41, 47, 49, 50, 51, 52, 53, 54, 55, 56, 57], "relev": [5, 9, 12, 14, 16, 17, 20, 24, 31, 43, 50], "possibl": [5, 6, 7, 8, 9, 13, 14, 15, 17, 20, 21, 23, 24, 27, 28, 30, 32, 35, 37, 38, 39, 40, 42, 43, 46, 47, 49, 50, 53, 54, 56], "librari": [5, 9, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 44, 51, 55, 56, 58, 59, 60], "oper": [5, 9, 11, 18, 29, 55], "command": [5, 11, 13, 21, 29, 34, 58], "execut": [5, 26], "entir": [5, 9, 13, 15, 22, 25, 30, 31, 38, 51, 56, 59], "error": [5, 7, 8, 9, 11, 12, 13, 14, 16, 17, 18, 19, 23, 24, 25, 32, 35, 37, 38, 44, 45, 49, 50, 51, 58, 60], "messag": [5, 7, 11, 15, 18, 33, 44], "reproduc": [5, 15, 20, 23, 46, 57], "exact": [5, 26, 32], "traceback": [5, 9, 13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 28, 32, 33, 34, 35, 37, 38, 39, 40, 41, 43, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 58, 59, 60], "line": [5, 9, 11, 13, 14, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 28, 29, 30, 31, 32, 33, 34, 35, 37, 38, 39, 40, 41, 43, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 58, 59, 60], "number": [5, 7, 9, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 24, 25, 27, 28, 29, 30, 32, 33, 34, 40, 41, 42, 43, 44, 45, 46, 47, 48, 50, 51, 53, 54, 55, 56, 58, 59, 60], "figur": [5, 9, 11, 13, 14, 20, 22, 24, 25, 26, 27, 28, 30, 31, 32, 36, 39, 40, 41, 46, 50, 51, 52, 53, 54, 56, 58, 59], "yourself": [5, 12, 18, 21, 28, 47, 54, 55], "delet": [5, 8, 17, 28, 43], "ideal": [5, 21, 23, 25, 28, 32, 37, 47, 49, 51, 54], "d": [5, 9, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31, 33, 43, 44, 45, 46, 47, 48, 49, 51, 52, 53, 54, 55, 56, 58], "own": [5, 6, 9, 13, 15, 16, 17, 21, 22, 24, 25, 26, 27, 29, 30, 31, 50, 51, 52, 53, 55, 56, 58], "benefit": [5, 16, 23, 27, 29, 42, 53, 55], "equat": [5, 13, 19, 29, 45, 51, 55], "latex": [5, 8, 13], "syntax": [5, 9, 13, 25, 44, 51, 60], "surround": [5, 12], "two": [5, 7, 9, 10, 13, 14, 15, 16, 17, 19, 20, 21, 23, 24, 25, 26, 28, 29, 30, 31, 32, 33, 34, 37, 38, 39, 40, 42, 43, 44, 45, 46, 47, 49, 50, 51, 52, 54, 55, 56, 57, 59, 60], "dollar": [5, 19, 22, 48], "sign": [5, 13, 22, 24, 38, 48, 50, 57], "x": [5, 9, 11, 15, 16, 17, 18, 19, 21, 23, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 39, 42, 43, 44, 45, 49, 50, 51, 52, 53, 54, 55, 56, 58, 59], "render": [5, 8, 13, 17, 18, 20, 21, 22, 23, 25, 26, 29, 30, 35, 36, 37, 38, 39, 40, 41, 43, 46, 48, 49, 51, 52, 55, 56, 58], "nice": [5, 9, 13, 20, 21, 23, 24, 27, 30, 32, 49, 50, 56], "discuss": [5, 13, 15, 16, 17, 19, 24, 25, 26, 27, 30, 31, 43, 47, 50, 51, 52, 53, 56, 57, 60], "either": [5, 14, 15, 16, 18, 21, 24, 26, 27, 29, 30, 31, 44, 50, 52, 53, 55, 56, 59], "tutori": [5, 6, 10, 11, 13, 16, 28, 30, 47, 54, 56, 57], "instructor": [5, 7, 8, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 42, 43, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57], "think": [5, 13, 14, 15, 16, 18, 19, 21, 22, 24, 25, 26, 28, 30, 31, 32, 37, 38, 39, 42, 44, 48, 50, 51, 52, 54, 56, 58, 60], "ye": [5, 13, 14, 17, 18, 24, 25, 26, 27, 28, 30, 31, 37, 42, 43, 44, 50, 51, 52, 53, 54, 56, 58], "formul": [5, 20, 46], "want": [5, 7, 8, 9, 11, 13, 14, 15, 16, 17, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31, 33, 34, 36, 37, 38, 39, 43, 47, 48, 49, 51, 52, 53, 55, 56, 58, 59], "review": [5, 19, 25, 57], "brief": [5, 19, 23, 45, 49], "explan": [5, 15, 16], "extra": [5, 13, 31, 38, 57], "fanci": [5, 13, 20], "append": [5, 9, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 41, 43, 44, 45, 46, 47, 49, 50, 51, 52, 53, 54, 55, 56], "l123": 5, "end": [5, 9, 12, 13, 15, 19, 20, 21, 25, 26, 27, 28, 29, 31, 32, 35, 45, 46, 47, 51, 53, 54, 55, 57, 58], "url": [5, 15, 21, 32, 33, 57], "would": [5, 13, 14, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 35, 37, 42, 43, 44, 45, 46, 48, 49, 50, 51, 52, 53, 55, 56, 57, 58], "123": [5, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 30, 31, 32, 34, 35, 37, 38, 39, 40, 41, 43, 45, 46, 47, 48, 49, 50, 51, 56, 59, 60], "rang": [5, 9, 15, 16, 17, 18, 19, 23, 25, 26, 28, 29, 30, 31, 32, 34, 37, 40, 41, 43, 45, 46, 49, 51, 52, 54, 55, 56, 58, 59, 60], "l9": 5, "l17": 5, "highlight": [5, 30, 56], "list": [5, 9, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 26, 28, 29, 32, 34, 38, 40, 41, 46, 47, 48, 49, 50, 52, 54, 55, 57, 58, 59], "send": [5, 13, 57], "teach": [5, 13, 17, 29, 33, 47, 55], "team": [5, 9, 13, 23, 28, 29, 34, 47, 54, 55], "respons": [5, 8, 13, 14, 15, 16, 31, 38, 57], "coupl": [5, 13, 14, 20, 24, 25, 27, 28, 46, 50, 51, 53], "type": [5, 9, 11, 12, 14, 16, 17, 18, 20, 23, 25, 27, 30, 37, 38, 44, 46, 49, 50, 51, 56, 58, 59, 60], "clearli": [5, 7, 8, 20, 23, 24, 31, 46, 50, 57], "name": [5, 6, 7, 9, 11, 13, 14, 16, 17, 18, 20, 21, 23, 24, 25, 26, 30, 31, 32, 33, 34, 35, 37, 38, 39, 40, 41, 43, 45, 46, 47, 48, 49, 50, 51, 52, 53, 56, 58, 59, 60], "explain": [5, 8, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31, 32, 42, 43, 44, 45, 46, 47, 48, 49, 51, 52, 53, 54, 55, 56], "concern": [5, 12, 18, 23, 49], "control": [6, 8, 9, 13, 14, 15, 16, 18, 19, 22, 23, 30, 38, 41, 45, 48, 49, 51, 52, 56, 57], "roughli": [6, 15, 29, 55], "speak": [6, 28], "care": [6, 8, 15, 17, 20, 21, 22, 24, 25, 26, 31, 32, 35, 42, 43, 44, 46, 47, 50, 51, 52], "togeth": [6, 9, 13, 14, 16, 17, 18, 26, 29, 37, 38, 52, 55], "collabor": [6, 8, 12, 13], "corpor": [6, 13, 25, 51], "product": [6, 20, 25, 28, 46, 51, 54], "Their": 6, "server": 6, "host": [6, 32], "serv": [6, 13, 14, 24, 50], "central": 6, "sync": 6, "won": [6, 11, 13, 14, 15, 16, 18, 19, 25, 26, 29, 30, 31, 32, 44, 45, 51, 54, 55, 56], "enterpris": 6, "allow": [6, 8, 11, 13, 15, 16, 17, 20, 21, 25, 29, 31, 32, 43, 47, 51, 55, 57, 58], "custom": [6, 9, 13, 14, 18, 21, 22, 25, 28, 33, 34, 37, 40, 44, 47, 48, 51, 54], "remain": [6, 13, 22, 25, 28, 31, 51, 54, 57], "canada": [6, 15, 16, 18, 19, 25, 29, 34, 51, 55], "henc": [6, 21, 22, 24, 26, 47, 50, 52], "pertain": 6, "those": [6, 9, 11, 13, 14, 15, 17, 22, 23, 24, 28, 32, 38, 43, 48, 49, 50, 54, 55], "comfort": 6, "sort": [6, 14, 15, 17, 28, 29, 30, 31, 38, 40, 41, 54, 55, 56, 58, 59], "thing": [6, 8, 9, 13, 14, 15, 16, 20, 21, 24, 25, 26, 27, 28, 30, 31, 32, 33, 37, 38, 46, 47, 50, 51, 52, 53, 54, 56, 60], "told": [6, 28, 57], "easier": [6, 8, 11, 21, 24, 25, 26, 28, 29, 40, 47, 50, 51, 52, 54, 55], "feel": [6, 7, 9, 13, 15, 37, 38], "rout": [6, 14, 31], "instead": [6, 9, 11, 13, 14, 15, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 32, 34, 45, 46, 47, 48, 49, 51, 52, 53, 54, 55, 56], "web": [6, 13, 29, 55], "base": [6, 9, 11, 12, 13, 14, 15, 17, 18, 19, 20, 21, 22, 24, 26, 27, 29, 32, 34, 36, 37, 43, 45, 46, 47, 48, 50, 52, 53, 55, 57, 58, 59], "sinc": [6, 13, 19, 22, 24, 25, 26, 28, 30, 31, 32, 34, 36, 42, 45, 48, 50, 51, 52, 54, 56], "clone": [6, 11, 13], "order": [6, 9, 13, 14, 15, 17, 18, 19, 20, 21, 22, 24, 25, 26, 27, 28, 29, 31, 33, 34, 37, 38, 42, 43, 44, 46, 48, 50, 51, 52, 53, 54, 55, 58, 59], "lectur": [6, 8, 9, 11, 44, 45, 57, 58, 59, 60], "notebook": [6, 8, 10, 11, 14, 15, 16, 17, 18, 20, 21, 22, 23, 24, 25, 30, 35, 36, 37, 38, 39, 40, 41, 43, 46, 48, 49, 50, 56, 58, 59, 60], "local": [6, 8, 11, 21, 24, 25, 26, 30, 48, 49, 50, 51, 56, 58], "open": [6, 7, 11, 13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 30, 35, 38, 41, 48, 56, 57, 60], "termin": [6, 11, 13, 14, 26, 52, 58], "util": [6, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 30, 34, 35, 36, 37, 38, 39, 40, 41, 43, 44, 45, 46, 47, 48, 49, 50, 56], "folder": [6, 7, 8, 17, 40, 41, 60], "spotlight": [6, 11], "xcode": 6, "packag": [6, 9, 12, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 24, 25, 26, 27, 29, 32, 34, 35, 37, 38, 40, 41, 46, 48, 51, 52, 53, 55, 58, 59, 60], "manag": [6, 12, 13, 28, 31, 32], "sudo": 6, "apt": 6, "trick": [6, 22, 48], "scm": 6, "click": [6, 21, 28, 47, 54], "accept": [6, 8, 9, 21, 22, 29, 34, 48, 55, 58], "default": [6, 8, 11, 13, 14, 15, 18, 19, 20, 21, 22, 23, 26, 27, 30, 31, 32, 36, 39, 45, 47, 48, 49, 51, 52, 56, 60], "minim": [6, 14, 22, 26, 27, 51, 52, 53], "unix": [6, 31], "bash": 6, "shell": [6, 10, 13, 38], "return": [6, 9, 11, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 34, 35, 36, 37, 38, 40, 41, 44, 47, 48, 51, 53, 54, 55, 56, 58, 59, 60], "success": [6, 9, 11, 13, 21, 23, 28, 30, 31, 49, 54, 56], "One": [6, 9, 13, 14, 15, 18, 19, 20, 21, 24, 26, 27, 28, 32, 37, 38, 44, 45, 46, 47, 50, 52, 54, 59], "carpentri": 6, "challeng": [7, 12, 13, 15, 25, 28, 31, 33, 51, 54, 59, 60], "report": [7, 13, 14, 20, 22, 25, 31, 46, 51], "regrad": 7, "request": [7, 17, 29, 43, 55, 57], "grading_concern": 7, "state": [7, 9, 15, 21, 23, 24, 25, 28, 49, 50, 51, 54, 55, 58], "perceiv": 7, "rais": [7, 9, 13, 18, 21, 28, 31, 32, 37, 40, 41, 58, 59], "perfect": [7, 14, 15, 21, 22, 24, 25, 32, 35, 36, 47, 48, 50, 51, 58], "random": [7, 9, 12, 15, 16, 19, 21, 25, 26, 27, 28, 29, 31, 32, 34, 36, 40, 41, 42, 45, 47, 51, 52, 53, 54, 55, 58], "normal": [7, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 36, 37, 39, 40, 41, 47, 48, 49, 50, 51, 52, 53, 55, 56], "than": [7, 13, 14, 15, 16, 17, 19, 21, 22, 23, 24, 26, 27, 28, 29, 30, 31, 32, 33, 36, 37, 38, 39, 41, 43, 44, 47, 48, 49, 50, 52, 53, 54, 55, 56, 57], "deserv": [7, 13, 38], "case": [7, 11, 12, 13, 14, 15, 16, 17, 20, 21, 22, 23, 24, 25, 26, 28, 29, 30, 31, 32, 37, 38, 43, 45, 46, 47, 48, 49, 50, 51, 52, 54, 55, 56, 57, 58, 59], "exploit": [7, 38], "consist": [7, 8, 14, 15, 17, 18, 26, 37, 52], "complain": [7, 25, 51], "too": [7, 13, 15, 17, 18, 20, 22, 23, 24, 26, 28, 31, 32, 38, 41, 44, 46, 48, 49, 50, 54, 55, 57, 59], "low": [7, 13, 15, 16, 20, 21, 22, 24, 25, 26, 27, 32, 37, 46, 47, 48, 50, 51, 52, 53], "high": [7, 12, 13, 15, 16, 19, 20, 21, 22, 23, 24, 25, 27, 28, 30, 31, 32, 37, 43, 45, 47, 48, 49, 50, 51, 53, 54, 56], "unfortun": [7, 20, 24, 26, 27, 46, 50, 52, 53, 59], "could": [7, 9, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 25, 26, 28, 29, 31, 32, 33, 39, 43, 44, 46, 47, 48, 49, 51, 52, 54, 55, 57, 59], "spent": [7, 17, 25, 28, 51, 54], "better": [7, 13, 14, 16, 17, 18, 19, 22, 23, 24, 27, 28, 29, 30, 31, 36, 37, 40, 42, 43, 45, 46, 47, 48, 49, 50, 53, 54, 55, 56, 57], "my": [7, 11, 13, 20, 21, 24, 25, 26, 29, 30, 46, 47, 51, 52, 55, 56, 58], "view": [7, 8, 13, 14, 27, 30, 31, 32, 35, 53, 56], "overzeal": 7, "contest": 7, "penal": [7, 32, 52], "classmat": [7, 15, 57, 58], "gain": [7, 12, 14, 21, 23, 24, 39, 49, 50], "sometim": [7, 13, 14, 15, 18, 19, 20, 21, 23, 24, 29, 50, 55], "seriou": [7, 21, 28, 29, 54, 55], "grader": [7, 13, 14, 58, 59, 60], "did": [7, 13, 14, 16, 24, 25, 26, 29, 31, 38, 50, 51, 52, 55], "question": [7, 8, 43, 47, 48, 51, 52, 56, 57, 58], "deviat": [7, 15, 17, 23, 24, 43, 49, 50, 59], "unknown": [7, 37, 42, 44, 45], "Such": [7, 31], "quit": [7, 13, 14, 17, 20, 21, 22, 24, 25, 27, 29, 30, 31, 32, 36, 40, 41, 43, 46, 47, 48, 50, 51, 53, 55, 56], "fair": [7, 15, 17, 22, 24, 26, 48, 50, 52, 57, 59], "sens": [7, 13, 15, 18, 19, 21, 22, 24, 25, 26, 29, 31, 32, 34, 38, 47, 50, 51, 52, 55, 60], "bring": [7, 13, 24, 25, 27, 35, 42, 50, 51, 53], "attent": [7, 28, 54], "balanc": [7, 16, 23, 28, 30, 37, 38, 39, 49, 54, 56], "side": [7, 13, 55, 59], "difficult": [7, 8, 13, 21, 25, 26, 38, 47, 51, 52], "deem": 7, "unreason": [7, 22, 48], "receiv": [7, 8, 18, 27, 30, 31, 33, 38, 44, 53, 56, 58], "warn": [7, 13, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 44, 48, 49, 50, 58, 59, 60], "lose": [7, 18], "privileg": 7, "remaind": 7, "extrem": [7, 18, 21, 23, 24, 25, 28, 32, 49, 50, 51, 54], "minor": [7, 13], "complaint": [7, 57], "e": [7, 8, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 58], "g": [7, 8, 9, 12, 13, 14, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 44, 46, 47, 48, 49, 50, 51, 53, 54, 55, 56, 58], "repeatedli": [7, 33], "same": [7, 8, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 25, 26, 27, 28, 29, 30, 31, 32, 35, 39, 43, 44, 45, 47, 49, 51, 52, 53, 54, 55, 56], "issu": [7, 13, 23, 32, 34, 49, 57], "reach": [7, 13, 26, 52], "guid": [8, 10, 13, 25, 30, 51, 56, 58], "everi": [8, 9, 13, 14, 15, 18, 23, 27, 31, 49, 53], "hw": [8, 13], "announc": [8, 38], "along": [8, 14, 18, 21, 30, 31, 56], "anticip": [8, 57], "pull": [8, 11, 17, 19, 29, 43, 55], "privat": [8, 11, 21, 24, 49, 50], "unfinish": [8, 22, 48], "To": [8, 9, 11, 13, 14, 15, 16, 17, 18, 19, 22, 23, 25, 27, 29, 30, 31, 34, 36, 37, 40, 41, 45, 49, 51, 53, 55, 56, 57], "ensur": [8, 12, 17, 23, 43, 49], "output": [8, 9, 11, 13, 14, 15, 18, 19, 21, 23, 24, 28, 30, 31, 34, 37, 40, 41, 45, 46, 49, 50, 56, 57, 58, 59], "plot": [8, 13, 14, 15, 16, 17, 19, 20, 21, 22, 25, 28, 30, 31, 32, 35, 36, 37, 39, 43, 45, 46, 47, 48, 53, 54, 56, 58, 59], "properli": [8, 13, 32, 37, 55, 58], "failur": [8, 13, 57], "deduct": 8, "bundl": [8, 11], "fine": [8, 13, 17, 18, 21, 30, 31, 47, 56], "leav": [8, 14, 27, 28, 30, 32, 38, 53, 56], "paper": [8, 24, 25, 26, 29, 30, 32, 33, 50, 51, 55, 56], "Be": [8, 13, 24, 28, 50, 54, 59], "written": [8, 13, 18, 31], "easi": [8, 16, 17, 19, 23, 24, 25, 26, 27, 29, 45, 49, 50, 51, 52, 53, 55], "ta": [8, 22, 24, 48, 50, 54], "aren": [8, 22, 25, 26, 30, 31, 48, 51, 52, 55, 56, 58], "clear": [8, 12, 21, 26, 28, 47, 52, 54, 58, 59], "correct": [8, 13, 14, 15, 16, 21, 23, 24, 28, 29, 32, 33, 47, 49, 50, 55, 58], "cell": [8, 9, 13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 28, 30, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 43, 44, 45, 46, 47, 48, 49, 50, 51, 54, 55, 56, 58, 59, 60], "around": [8, 13, 16, 18, 21, 22, 28, 31, 32, 38, 44, 47, 48, 58, 59], "valu": [8, 9, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 58, 59, 60], "tabl": [8, 37], "displai": [8, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 27, 28, 31, 32, 33, 35, 37, 38, 39, 43, 44, 45, 46, 47, 49, 53, 54, 58, 59, 60], "calcul": [8, 15, 16, 17, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 35, 40, 43, 46, 47, 49, 50, 51, 52, 53, 54, 55, 56, 60], "suffici": [8, 28, 29, 54, 55], "store": [8, 9, 16, 17, 18, 20, 23, 24, 25, 27, 30, 31, 32, 34, 37, 38, 46, 53, 55, 58, 59, 60], "variabl": [8, 9, 14, 17, 18, 19, 20, 22, 24, 25, 30, 31, 43, 44, 48, 50, 51, 52, 56, 58, 59, 60], "nor": [8, 13, 15, 18, 44, 55], "print": [8, 9, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 34, 36, 38, 39, 41, 43, 44, 46, 47, 48, 49, 50, 51, 53, 54, 55, 56, 59], "actual": [8, 13, 19, 21, 23, 24, 26, 28, 29, 31, 32, 38, 47, 49, 50, 52, 54, 55], "save": [8, 9, 18, 20, 24, 25, 30, 31, 46, 50, 51, 54, 56, 58], "shown": [8, 11, 13, 14, 16, 21, 23, 24, 26, 27, 31, 49, 50, 53], "screen": [8, 13, 38], "likewis": 8, "assert": [8, 13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 39, 48, 49, 50, 58, 59, 60], "statement": [8, 15, 16, 17, 18, 19, 20, 21, 22, 25, 30, 43, 44, 45, 46, 47, 48, 49, 51, 56], "left": [8, 13, 20, 21, 22, 26, 27, 29, 31, 32, 46, 47, 48, 52, 53, 55], "unsur": 8, "exactli": [8, 13, 15, 24, 26, 28, 45, 50], "emb": [8, 21, 26, 27, 53, 58], "ipynb": [8, 9, 13, 15, 58, 59, 60], "axi": [8, 9, 13, 14, 15, 17, 18, 19, 24, 26, 27, 28, 29, 30, 31, 36, 38, 40, 41, 43, 45, 50, 52, 53, 55, 56], "label": [8, 9, 14, 15, 16, 17, 18, 21, 22, 23, 24, 25, 27, 28, 29, 30, 31, 32, 34, 36, 38, 39, 41, 43, 44, 47, 48, 49, 50, 51, 53, 54, 55, 56, 59], "multipl": [8, 9, 15, 19, 20, 23, 29, 30, 31, 32, 44, 45, 46, 49, 55, 56, 59], "curv": [8, 9, 12, 26, 52], "legend": [8, 9, 16, 19, 21, 22, 25, 26, 30, 31, 32, 39, 44, 45, 47, 48, 51, 52, 56], "accompani": [8, 13, 14], "what": [8, 9, 10, 14, 16, 20, 27, 30, 31, 34, 35, 36, 38, 42, 45, 46, 53, 56, 58, 59, 60], "put": [8, 9, 11, 13, 14, 15, 17, 18, 25, 26, 27, 36, 37, 38, 43, 44, 51, 53], "titl": [8, 15, 19, 22, 25, 27, 30, 31, 32, 35, 36, 40, 41, 45, 51, 53, 56, 58, 59], "imag": [8, 12, 15, 21, 24, 25, 26, 27, 31, 39, 41, 47, 50, 51, 52, 53, 58, 59], "itself": [8, 13, 21, 23, 27, 38, 47, 49, 53, 55], "train": [8, 16, 17, 20, 22, 23, 24, 25, 26, 28, 32, 33, 35, 36, 37, 38, 40, 41, 43, 44, 45, 46, 48, 49, 50, 51, 52, 54, 59], "caption": [8, 30, 56], "underneath": 8, "regardless": [8, 13], "big": [8, 13, 16, 18, 20, 21, 23, 25, 26, 27, 28, 29, 30, 32, 37, 38, 46, 47, 51, 52, 53, 54, 55, 56], "enough": [8, 13, 16, 18, 21, 22, 23, 26, 28, 33, 42, 47, 49, 52, 54], "strain": 8, "zoom": [8, 38], "tini": [8, 15, 21, 27, 29, 40, 41, 53, 55], "alon": [8, 13], "onward": 8, "group": [8, 12, 14, 15, 16, 18, 19, 23, 25, 28, 29, 31, 37, 51, 54, 55, 58, 59], "soon": [8, 13, 16, 17, 31, 47], "By": [8, 12, 13, 15, 16, 18, 21, 23, 26, 30, 32, 47, 49, 51, 52, 56, 59], "rational": 8, "solut": [8, 14, 15, 17, 23, 26, 32, 33, 43, 52, 57, 58, 59], "shortli": 8, "deadlin": [8, 21], "overal": [8, 11, 21, 24, 26, 30, 37, 38, 39, 40, 50, 52, 56, 57], "whole": [8, 13, 15, 20, 22, 28, 38, 46, 48, 54], "circumst": 8, "academ": [8, 25, 51], "concess": 8, "pin": [8, 14, 30], "outsid": [8, 13, 21, 23, 24, 28, 29, 31, 47, 49, 50, 54], "snippet": [8, 13], "stack": [8, 12, 37, 42], "overflow": 8, "start": [8, 9, 11, 13, 14, 15, 21, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 37, 38, 40, 41, 49, 50, 51, 52, 53, 54, 56, 58, 59], "each": [8, 9, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 34, 36, 37, 38, 40, 41, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59], "consequ": [8, 13, 18, 21, 28, 38, 39, 47, 54], "citat": 8, "contain": [9, 11, 13, 14, 17, 18, 19, 22, 25, 28, 29, 30, 33, 44, 51, 54, 55, 56, 58, 60], "1st": [9, 13, 21, 23, 24, 31, 39, 49, 50], "offer": [9, 12, 13, 23, 28, 32, 54, 57], "decid": [9, 13, 14, 16, 19, 23, 24, 25, 26, 27, 29, 31, 32, 33, 42, 45, 49, 50, 51, 52, 53, 55, 58, 59], "stop": [9, 29, 32, 35, 37, 55], "alloc": [9, 29, 30, 34, 55, 56], "import": [9, 12, 38, 39, 40, 41, 43, 44, 46, 48, 51, 53, 55, 56, 57], "np": [9, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 58, 59, 60], "pd": [9, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 58, 59, 60], "familiar": [9, 12, 13, 14, 17, 43, 57, 60], "matlab": 9, "pyplot": [9, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 30, 31, 32, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 56, 58, 59, 60], "plt": [9, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 30, 31, 32, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 56, 58, 59, 60], "now": [9, 11, 13, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 28, 29, 30, 31, 34, 36, 37, 38, 39, 40, 41, 45, 46, 47, 48, 49, 50, 51, 54, 55, 56, 58, 59, 60], "y": [9, 15, 16, 17, 18, 19, 20, 21, 23, 25, 26, 27, 28, 30, 31, 32, 34, 35, 36, 37, 39, 42, 44, 45, 46, 47, 49, 50, 51, 52, 53, 54, 55, 56, 59], "line2d": 9, "0x165eded10": [], "often": [9, 13, 15, 16, 17, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 30, 31, 43, 44, 45, 46, 47, 49, 50, 51, 52, 53, 54, 56], "me": [9, 13, 20, 25, 28, 33, 46, 51, 55], "semicolon": 9, "suppress": 9, "minimum": [9, 15, 17, 26, 27, 29, 34, 43, 53, 55], "xlabel": [9, 14, 15, 16, 19, 20, 21, 22, 24, 27, 30, 31, 32, 39, 41, 45, 46, 47, 48, 50, 51, 52, 56], "independ": [9, 10, 14, 20, 22, 23, 25, 31, 46, 48, 49, 51], "ylabel": [9, 14, 15, 16, 19, 20, 21, 22, 27, 30, 31, 32, 35, 36, 39, 41, 45, 46, 47, 48, 51, 56, 59], "visit": [9, 28, 57], "hassl": [9, 24, 31, 50], "conveni": [9, 13, 20, 21, 26, 29, 31, 32, 34, 46, 47, 52, 55], "cover": [9, 13, 16, 21, 23, 26, 30, 31, 47, 49, 52, 56, 57], "knowledg": [9, 13, 14, 18, 20, 25, 26, 29, 46, 51, 52, 55], "zero": [9, 15, 18, 20, 28, 29, 46, 51, 54, 55], "ones": [9, 13, 17, 23, 24, 26, 28, 29, 35, 43, 49, 50, 52, 54, 55, 59], "z": [9, 19, 25, 26, 27, 28, 32, 34, 36, 45, 52, 53, 54], "rand": [9, 23, 49], "69882353": [], "06246254": [], "07541878": [], "59336878": [], "66359121": [], "6769019": [], "062462544215568294": [], "confus": [9, 16, 18, 22, 24, 39, 48, 50], "ndim": 9, "array_equ": 9, "fals": [9, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 28, 29, 30, 31, 32, 34, 35, 37, 38, 39, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 55, 56, 60], "arithmet": 9, "describ": [9, 12, 14, 15, 16, 17, 19, 21, 22, 28, 29, 31, 35, 37, 38, 45, 47, 48, 54, 55, 60], "treat": [9, 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60], "extens": [13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 44, 53, 54, 55, 58, 59, 60], "sse4": [13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 44, 58, 59, 60], "processor": [13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 44, 58, 59, 60], "deprec": [13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 44, 58, 59, 60], "oneapi": [13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 44, 58, 59, 60], "2025": [13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 44, 58, 59, 60], "vector": [13, 14, 15, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 43, 44, 50, 52, 54, 56, 58, 59, 60], "avx": [13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 44, 58, 59, 60], "motiv": [13, 18, 44, 52], "studi": [13, 18, 25, 29, 32, 51, 55], "coordin": [13, 57], "enthusiast": 13, "And": [13, 14, 20, 22, 29, 31, 32, 39, 48, 55], "\u028b\u0259\u027e\u0259da": 13, "k\u0254\u02d0l\u0266\u0259\u0288k\u0259r": 13, "ada": 13, "am": [13, 17, 25, 28, 29, 38, 55], "assist": 13, "professor": 13, "linguist": [13, 18], "toronto": [13, 25, 29], "primarili": [13, 14, 24, 30, 50, 56, 60], "third": [13, 27, 53], "contact": [13, 57], "email": [13, 15, 21, 33, 47, 57], "icc": 13, "237": [13, 21, 41], "andi": [13, 54], "pathlog": 13, "laboratori": 13, "medicin": 13, "cancer": [13, 25, 28, 55], "bioinformat": 13, "biologi": [13, 18], "aroth": 13, "339": [13, 21, 40], "research": [13, 15, 20, 28, 33, 54], "year": [13, 14, 28, 29, 30, 31, 32, 34, 38, 55, 56, 59], "ago": [13, 28, 30, 31, 38, 56], "her": [13, 28, 29, 38, 54, 55], "prior": [13, 26, 31, 33, 52], "she": [13, 25, 28, 38, 51, 54, 55], "role": [13, 19, 20, 24, 30, 45, 50, 56], "advis": 13, "experi": [13, 17, 20, 40, 41, 46, 57, 58], "spare": 13, "restaur": [13, 28, 37, 54], "vancouv": [13, 29, 55], "walk": [13, 21, 28, 38, 59], "hit": [13, 20, 46], "gym": 13, "vedant": 13, "2nd": [13, 16, 19, 44, 45], "msc": 13, "he": [13, 15, 18, 28, 38, 44, 55, 59], "hi": [13, 28, 29, 38, 55, 59], "area": [13, 20, 22, 23, 25, 26, 48, 49, 51, 52], "aim": [13, 37], "personalis": 13, "intellig": [13, 29, 34, 55], "tutor": 13, "cognit": 13, "abil": [13, 18, 20, 24, 29, 31, 38, 50, 52, 55], "tedx": 13, "speaker": 13, "bachelor": [13, 21, 23, 24, 39, 49, 50], "psycholog": [13, 18, 42, 44], "brought": [13, 38], "world": [13, 16, 17, 18, 19, 20, 21, 24, 25, 26, 27, 28, 29, 30, 38, 43, 46, 47, 49, 50, 51, 52, 53, 54, 55, 56, 58], "explor": [13, 14, 15, 20, 21, 24, 25, 29, 30, 34, 35, 36, 38, 41, 47, 50, 51, 55, 56, 58, 59, 60], "cafe": 13, "town": 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"sequenc": [13, 15, 18, 30, 31, 33, 56], "3rd": [13, 29, 55], "direct": [13, 19, 24, 25, 27, 38, 50, 51, 53], "chemistri": 13, "hold": [13, 24, 37], "miraterra": 13, "novel": [13, 38], "sensor": 13, "carbon": 13, "verif": 13, "mrv": 13, "optic": [13, 32], "vibrat": 13, "spectroscopi": 13, "signal": [13, 15, 29, 55], "bio": 13, "harvard": 13, "school": [13, 21, 23, 24, 28, 39, 49, 50, 54], "laser": 13, "particl": 13, "lp": 13, "among": [13, 14, 20, 21, 23, 24, 28, 46, 47, 50, 54], "buzz": 13, "curios": 13, "curiou": 13, "spend": [13, 17, 25, 37, 51], "semest": [13, 57], "fill": [13, 14, 16, 19, 20, 28, 31, 35, 37, 45, 46, 54, 55, 56, 57, 58, 59, 60], "chanc": [13, 14, 15, 20, 21, 22, 25, 26, 39, 46, 47, 51, 52, 59], "webpag": 13, "readm": [13, 32], "welcom": [13, 15, 57, 58, 59], "reflect": [13, 22, 24, 29, 38, 48, 50, 55, 59], "great": [13, 14, 16, 18, 19, 24, 25, 27, 28, 29, 30, 31, 37, 38, 50, 51, 52, 55, 56], "takeawai": [13, 14, 15], "struggl": [13, 14, 15, 31], "address": [13, 14, 15, 27, 28, 38, 53, 58], "let": [13, 14, 15, 19, 20, 23, 25, 26, 27, 29, 30, 31, 32, 33, 34, 35, 36, 38, 41, 42, 43, 44, 46, 47, 48, 49, 50, 51, 52, 53, 55, 56, 57, 59, 60], "voic": 13, "face": [13, 14, 16, 30, 36, 56], "auto": [13, 20, 21, 25, 26, 40, 41, 51, 52], "stock": [13, 31], "market": [13, 26, 30, 31, 52], "alphago": [13, 26, 52], "drive": [13, 24, 38, 50], "car": [13, 29, 55], "drug": 13, "discoveri": 13, "detect": [13, 14, 21, 22, 26, 27, 28, 30, 31, 33, 39, 47, 48, 52, 53, 56], "identif": [13, 25, 51], "consum": [13, 25, 26, 28, 41, 51, 52, 54], "robust": [13, 15, 16, 17, 20, 23, 27, 35, 37, 43, 46, 53], "larg": [13, 15, 16, 17, 19, 21, 22, 26, 27, 28, 29, 30, 35, 38, 42, 43, 45, 47, 48, 51, 52, 53, 54, 55, 56], "gmail": [13, 26, 52], "unsupervis": [13, 28, 30, 34, 54, 56, 57], "pattern": [13, 14, 15, 18, 20, 25, 26, 28, 29, 31, 46, 51, 52, 55, 59], "unlabel": [13, 15, 27, 53], "reinforc": [13, 26, 52, 58, 59, 60], "famili": [13, 21, 22, 24, 26, 43, 46, 48, 49, 50, 52, 57, 59], "maxim": [13, 21, 22, 26, 28, 48, 52, 54], "reward": [13, 18, 26, 33, 44, 52], "amazon": [13, 25, 26, 28, 51, 52, 54], "item": [13, 23, 24, 26, 29, 30, 33, 34, 49, 50, 52, 54, 55, 56], "rate": [13, 19, 21, 23, 24, 26, 38, 39, 47, 49, 52], "compris": [13, 14, 26, 52, 58], "observ": [13, 14, 15, 23, 24, 26, 31, 32, 49, 50, 51, 52, 58, 59], "wish": [13, 14, 26, 52, 57], "worri": [13, 27, 28, 53, 54], "sm": [13, 18, 44], "sms_df": 13, "csv": [13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 28, 29, 30, 31, 32, 34, 35, 37, 38, 39, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 54, 55, 56, 60], "encod": [13, 14, 15, 16, 20, 21, 22, 23, 24, 28, 30, 32, 33, 34, 35, 37, 38, 39, 45, 47, 48, 50, 52, 54, 56, 58, 59, 60], "latin": [13, 21, 39, 47], "drop": [13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 31, 32, 35, 37, 38, 39, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 57, 58, 60], "column": [13, 14, 15, 16, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 32, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 59, 60], "unnam": [13, 38], "renam": [13, 21, 31], "v1": [13, 21, 34, 39, 47], "v2": [13, 21, 39, 47], "train_df": [13, 17, 18, 19, 21, 22, 23, 24, 25, 31, 32, 34, 38, 39, 43, 45, 47, 48, 49, 50, 51, 58], "test_df": [13, 17, 18, 19, 21, 22, 23, 24, 25, 31, 32, 34, 38, 39, 43, 45, 47, 48, 49, 50, 51], "test_siz": [13, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 28, 30, 31, 34, 35, 37, 38, 39, 43, 44, 45, 46, 47, 48, 49, 50, 51, 54, 56, 59, 60], "random_st": [13, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 34, 35, 37, 38, 39, 40, 41, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 58, 59, 60], "to_html": [13, 14, 15], "index": [13, 14, 15, 16, 17, 18, 19, 21, 22, 23, 24, 25, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 43, 44, 45, 47, 48, 49, 50, 51, 53, 54, 55, 56, 58, 59], "filenotfounderror": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 40, 41, 48, 60], "parser": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 29, 34, 35, 38, 48, 55, 60], "912": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 60], "filepath_or_buff": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "delimit": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "header": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "usecol": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "true_valu": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "false_valu": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "skipinitialspac": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "skiprow": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "skipfoot": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "nrow": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "na_valu": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "keep_default_na": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "na_filt": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "verbos": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 28, 35, 38, 48, 49, 50, 54, 60], "skip_blank_lin": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "infer_datetime_format": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "keep_date_col": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "date_pars": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "date_format": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 60], "dayfirst": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "cache_d": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "iter": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 27, 28, 30, 34, 35, 36, 38, 40, 41, 46, 48, 51, 53, 56, 58, 59, 60], "chunksiz": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "compress": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 26, 35, 37, 38, 48, 52, 55, 60], "thousand": [13, 14, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 27, 35, 38, 48, 53, 60], "decim": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 58, 59, 60], "linetermin": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "quotechar": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "quot": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 35, 38, 48, 60], "doublequot": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "escapechar": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "encoding_error": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "dialect": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "on_bad_lin": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "delim_whitespac": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "low_memori": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "memory_map": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "float_precis": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "storage_opt": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "dtype_backend": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 60], "899": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 43, 46, 60], "kwds_default": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "_refine_defaults_read": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "900": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 33, 35, 38, 44, 46, 60], "901": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 60], "908": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 33, 35, 38, 60], "909": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 60], "910": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 60], "_read": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "577": [13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 35, 38, 48, 60], "574": [13, 14, 16, 17, 18, 20, 21, 22, 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57], "ca": [1, 6, 10, 13, 25, 34, 51, 57], "chen": [1, 13, 57], "liu": [1, 13, 57], "chenliu5": [1, 57], "student": [1, 5, 6, 7, 8, 12, 13, 14, 19, 21, 22, 24, 25, 26, 27, 28, 30, 33, 45, 47, 48, 50, 51, 52, 53, 54, 56, 57, 58], "colleen": 1, "rideout": 1, "colleenx": 1, "justic": [1, 13, 24, 50, 55, 57], "sefa": [1, 13, 57], "jsefa": [1, 57], "kaiyun": 1, "gao": 1, "gky0722": 1, "mahsa": [1, 13, 57], "zarei": [1, 13, 57], "mzarei": [1, 57], "chem": [1, 57], "miranda": [1, 13, 57], "chan": [1, 13, 57], "mc835": [1, 57], "sparsh": 1, "trivedi": 1, "sparsh01": 1, "vee": [1, 13, 57], "rajesh": [1, 57], "bahel": [1, 13, 57], "bvedant": [1, 57], "wilson": [1, 13, 57], "tu": [1, 13, 57], "linshuan": [1, 57], "yeojun": [1, 13, 57], "han": [1, 57], "yeojunh": [1, 57], "softwar": [1, 6, 11, 32], "non": [1, 9, 13, 14, 15, 17, 19, 20, 21, 22, 23, 25, 27, 28, 29, 30, 31, 32, 39, 42, 43, 44, 46, 47, 48, 49, 51, 52, 53, 54, 55, 56, 57, 58], "content": [1, 5, 12, 16, 29, 30, 33, 34, 55, 56, 57], "creativ": [1, 55], "common": [1, 9, 12, 13, 14, 15, 16, 18, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 31, 32, 34, 35, 38, 46, 47, 48, 49, 51, 53, 54, 55, 56, 60], "noncommerci": 1, "sharealik": 1, "nc": 1, "sa": 1, "see": [1, 5, 7, 8, 9, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 26, 27, 28, 29, 30, 31, 32, 34, 37, 38, 40, 41, 43, 44, 45, 46, 47, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60], "more": [1, 3, 6, 7, 8, 9, 11, 12, 13, 15, 20, 23, 24, 26, 29, 30, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 46, 49, 50, 52, 55, 56, 57, 58, 59], "inform": [1, 5, 8, 11, 13, 14, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 32, 33, 34, 36, 43, 45, 46, 47, 48, 49, 51, 52, 53, 54, 55, 56], "calendar": [1, 57], "github": [1, 8, 10, 11, 13, 17, 18, 20, 21, 22, 23, 25, 30, 35, 36, 37, 38, 39, 40, 41, 43, 46, 48, 49, 51, 56], "page": [1, 5, 8, 13, 17, 18, 20, 21, 22, 23, 25, 29, 30, 34, 35, 36, 37, 38, 39, 40, 41, 43, 46, 48, 49, 55, 56], "jupyt": [1, 8, 9, 10, 11, 17, 18, 20, 21, 22, 23, 25, 30, 35, 36, 37, 38, 39, 40, 41, 43, 46, 48, 49, 56, 58, 59], "book": [1, 10, 13, 21, 22, 28, 29, 31, 33, 48, 54, 55], "canva": [1, 13, 17, 31, 43, 57, 58], "find": [1, 9, 13, 14, 17, 20, 22, 23, 24, 27, 30, 31, 37, 38, 40, 41, 46, 48, 49, 50, 51, 53, 57, 59], "class": [1, 5, 6, 8, 9, 11, 14, 15, 16, 17, 18, 19, 25, 26, 28, 31, 32, 39, 43, 45, 51, 52, 54, 55, 58], "record": [1, 14, 31, 32, 57], "via": [1, 11, 13, 21, 25, 34, 51, 57, 58], "panopto": [1, 31], "piazza": [1, 7, 8, 13, 14, 21, 22, 31, 45, 48], "iclick": [1, 28, 54], "cloud": [1, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 30, 43, 44, 45, 46, 47, 48, 49, 51, 52, 53, 54, 56, 57], "gradescop": [1, 7, 8, 13, 57, 58], "video": [1, 9, 10, 28, 30, 32, 35, 54, 56, 57], "youtub": [1, 13, 28, 29, 54, 55, 57], "channel": [1, 11, 30, 34, 40, 56], "syllabu": [1, 4, 13], "administr": [1, 4], "info": [1, 4, 9, 17, 18, 21, 22, 25, 28, 29, 31, 32, 44, 47, 48, 51, 54, 55], "usual": [1, 11, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 26, 27, 28, 29, 30, 31, 32, 37, 46, 47, 48, 49, 50, 52, 53, 54, 55, 56, 57], "homework": [1, 4, 5, 7, 9, 11, 14, 15, 16, 17, 19, 20, 21, 22, 28, 34, 43, 44, 45, 48, 52, 55, 56, 57, 60], "assign": [1, 5, 7, 9, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 29, 31, 32, 34, 36, 43, 48, 51, 52, 53, 54, 55], "mondai": [1, 15, 16, 28, 31, 44, 48, 54, 55, 56, 57], "next": [1, 11, 14, 15, 16, 17, 18, 20, 21, 22, 23, 24, 28, 30, 31, 34, 36, 40, 41, 49, 50, 51, 56, 60], "week": [1, 7, 9, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 24, 31, 39, 43, 44, 49, 50, 51, 55], "releas": [1, 8, 13, 14, 15, 16, 20, 31, 38, 44, 47, 55], "tuesdai": [1, 13, 20, 21, 24, 25, 31, 51, 57], "we": [1, 5, 6, 7, 8, 11, 13, 14, 16, 27, 30, 31, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 53, 56, 57, 58, 59], "ll": [1, 7, 8, 13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 26, 28, 29, 30, 31, 32, 35, 37, 38, 40, 42, 44, 45, 46, 47, 48, 49, 50, 51, 52, 54, 55, 56, 57, 58, 59], "also": [1, 3, 5, 6, 9, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 37, 38, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 59], "add": [1, 8, 9, 11, 17, 18, 21, 22, 23, 24, 25, 26, 27, 29, 31, 32, 33, 48, 49, 51, 53, 55, 58], "If": [1, 5, 6, 7, 8, 9, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 34, 35, 38, 39, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59], "inconsist": [1, 13], "assum": [1, 13, 14, 18, 19, 21, 22, 27, 28, 29, 31, 33, 34, 39, 45, 47, 52, 53, 54, 55, 58, 60], "alwai": [1, 13, 14, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 33, 35, 37, 42, 44, 45, 47, 48, 49, 50, 51, 52, 53], "assess": [1, 7, 12, 14, 15, 17, 21, 24, 37, 43, 47, 50, 57], "submit": [1, 9, 15, 55, 57, 58], "hw1": [1, 5, 8, 14, 16, 17, 43], "sept": [1, 13, 14, 15], "59": [1, 9, 16, 20, 22, 28, 31, 32, 34, 41, 48, 54], "pm": [1, 13, 31, 57], "repo": 1, "quiz": [1, 13, 29, 55, 57], "19": [1, 9, 13, 14, 15, 16, 18, 20, 21, 22, 23, 25, 28, 32, 34, 35, 41, 42, 44, 46, 47, 48, 51, 55, 57], "hw2": [1, 8, 14, 15, 16], "18": [1, 9, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 25, 26, 28, 31, 32, 34, 37, 39, 40, 41, 42, 43, 45, 46, 47, 48, 51, 52], "hw3": [1, 8, 16, 20], "oct": [1, 9, 19, 20, 44, 45, 47, 49], "02": [1, 9, 16, 17, 18, 19, 20, 22, 24, 25, 31, 34, 35, 37, 43, 46, 48, 50, 51, 54], "hw4": [1, 20, 21, 22, 47, 48], "10": [1, 5, 9, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 50, 51, 52, 53, 54, 55, 56, 58, 59, 60], "midterm": [1, 7, 13, 21, 22, 24, 28, 31, 45, 47, 48, 49, 50, 51, 54, 55, 56], "26": [1, 9, 13, 16, 17, 20, 21, 22, 24, 25, 26, 28, 31, 37, 41, 46, 47, 48, 49, 50, 51, 52, 55], "6": [1, 9, 13, 14, 15, 16, 17, 19, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 34, 35, 36, 38, 39, 40, 41, 42, 43, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 59], "7": [1, 9, 11, 13, 14, 15, 16, 17, 18, 20, 21, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 34, 35, 36, 39, 40, 41, 42, 43, 44, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 59], "20": [1, 5, 9, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 28, 29, 30, 31, 34, 37, 38, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 54, 55, 56, 57, 58, 59], "In": [1, 7, 8, 9, 10, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60], "esb": 1, "1013": 1, "cir": 1, "1250": [1, 17, 18, 28, 43, 54], "hw5": [1, 21, 22, 24, 48, 49, 50, 51], "hw6": [1, 52, 53, 54], "novemb": [1, 28, 31], "13": [1, 9, 13, 14, 15, 16, 17, 18, 20, 21, 22, 24, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 43, 46, 47, 48, 49, 50, 52, 53, 54, 55], "hw7": 1, "hw8": [1, 31], "27": [1, 9, 16, 18, 20, 21, 22, 31, 32, 35, 37, 41, 46, 47, 48, 55], "hw9": 1, "decemb": [1, 31], "final": [1, 7, 8, 13, 15, 17, 23, 25, 34, 35, 38, 43, 49, 51, 58], "exam": [1, 7, 13], "tba": 1, "live": [1, 11, 13, 17, 18, 20, 26, 28, 32, 43, 44, 46, 52, 60], "locat": [1, 9, 13, 18, 25, 26, 28, 29, 31, 36, 51, 52, 54, 55, 57, 59, 60], "can": [1, 5, 7, 8, 11, 13, 14, 16, 18, 19, 20, 21, 22, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 53, 56, 57, 58, 59, 60], "found": [1, 8, 15, 18, 20, 22, 25, 28, 35, 37, 48, 51, 53, 54, 57, 59], "after": [1, 5, 7, 8, 9, 11, 13, 15, 17, 18, 21, 22, 24, 25, 26, 27, 28, 30, 31, 32, 33, 37, 42, 43, 44, 48, 50, 51, 53, 55, 56, 57, 58, 59], "5": [1, 5, 19, 20, 22, 23, 27, 31, 34, 35, 36, 38, 39, 40, 41, 42, 45, 47, 48, 49, 51, 53, 57, 59], "dai": [1, 5, 9, 15, 25, 28, 30, 34, 37, 51, 56, 57], "That": [1, 13, 14, 15, 17, 19, 20, 22, 23, 24, 26, 27, 28, 29, 31, 32, 33, 45, 46, 48, 49, 50, 52, 53, 55], "said": [1, 15, 17, 19, 24, 27, 28, 29, 38, 45, 51, 53, 55], "consid": [1, 8, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 31, 39, 41, 46, 47, 49, 50, 51, 52, 53, 54, 55, 57, 59, 60], "backup": [1, 8], "resourc": [1, 4, 6, 14, 23, 24, 29, 30, 46, 50, 55, 56], "complet": [1, 7, 13, 17, 20, 23, 24, 25, 34, 37, 43, 46, 49, 50, 51, 57, 58, 60], "reli": [1, 15, 25, 27, 31, 51, 53, 59], "get": [1, 5, 6, 7, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31, 32, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 49, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60], "lot": [1, 6, 10, 13, 14, 16, 18, 19, 20, 21, 22, 24, 25, 27, 30, 31, 32, 33, 37, 38, 46, 50, 51, 52, 53, 56, 57], "show": [1, 5, 8, 11, 13, 14, 15, 17, 18, 20, 21, 22, 23, 25, 26, 27, 28, 30, 31, 32, 35, 36, 37, 38, 39, 40, 41, 42, 43, 46, 48, 49, 52, 53, 54, 56, 58, 59], "up": [1, 8, 9, 14, 17, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 37, 38, 42, 44, 45, 46, 47, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59], "run": [1, 5, 6, 8, 9, 11, 13, 15, 16, 18, 20, 21, 22, 24, 25, 26, 27, 28, 29, 30, 33, 38, 40, 41, 46, 48, 50, 51, 52, 53, 54, 55, 56, 58, 59], "semi": [1, 29, 55], "flip": [1, 15, 21, 22, 47, 48], "classroom": [1, 57], "There": [1, 3, 6, 9, 10, 11, 13, 14, 15, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 37, 38, 40, 41, 45, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57], "pre": [1, 11, 13, 23, 25, 26, 33, 36, 40, 49, 51, 52], "watch": [1, 13, 16, 19, 26, 28, 29, 38, 52, 54, 55], "mani": [1, 3, 6, 9, 13, 14, 15, 16, 17, 19, 21, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 35, 37, 38, 43, 44, 45, 47, 49, 50, 51, 52, 53, 54, 56, 59], "least": [1, 5, 13, 15, 16, 21, 22, 25, 26, 27, 28, 33, 38, 51, 52, 53, 54, 57, 59], "first": [1, 2, 5, 9, 13, 14, 16, 18, 19, 20, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 34, 37, 38, 39, 44, 46, 49, 50, 51, 52, 53, 54, 55, 56, 59, 60], "half": [1, 7, 13, 14, 19, 25, 27, 45, 51, 53], "post": [1, 5, 7, 8, 9, 13, 14, 17, 21, 22, 29, 31, 43, 48, 52, 53, 54, 55, 57], "below": [1, 6, 9, 11, 13, 14, 15, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 36, 37, 39, 40, 41, 43, 44, 45, 48, 49, 50, 51, 52, 53, 54, 55, 56, 58, 59, 60], "try": [1, 5, 6, 7, 9, 11, 13, 14, 15, 16, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 34, 35, 36, 38, 39, 40, 41, 43, 46, 48, 49, 50, 51, 52, 54, 55, 56, 57, 58, 59], "befor": [1, 5, 11, 14, 15, 16, 18, 19, 22, 23, 26, 27, 28, 29, 30, 31, 32, 37, 38, 40, 43, 45, 48, 52, 53, 54, 55, 56, 57, 58, 59], "correspond": [1, 13, 14, 15, 16, 18, 19, 20, 21, 22, 24, 26, 28, 31, 36, 41, 47, 48, 50, 52, 54, 58], "dure": [1, 9, 13, 14, 16, 18, 19, 20, 23, 24, 25, 28, 37, 42, 45, 46, 49, 50, 51, 54, 55, 57, 59], "summar": [1, 13, 19, 21, 22, 26, 29, 47, 52, 55], "point": [1, 5, 12, 13, 14, 15, 17, 18, 19, 20, 22, 25, 27, 30, 32, 35, 37, 38, 39, 40, 41, 45, 46, 48, 51, 53, 56, 58, 59, 60], "focu": [1, 13, 17, 18, 19, 27, 28, 31, 37, 45, 53, 54, 57, 58], "demo": [1, 15, 16, 17, 23, 26, 43, 49, 52], "worksheet": [1, 13, 14, 16, 44, 57], "q": [1, 28], "develop": [1, 2, 10, 12, 13, 15, 17, 18, 20, 21, 22, 23, 25, 26, 30, 43, 47, 48, 51, 56], "directli": [1, 9, 18, 22, 30, 37, 48, 49, 56], "check": [1, 5, 8, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 29, 31, 32, 33, 34, 35, 38, 45, 48, 51, 52, 53, 55, 57, 58, 59, 60], "them": [1, 3, 5, 8, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 28, 29, 30, 31, 32, 36, 37, 38, 39, 43, 45, 46, 47, 49, 50, 51, 52, 54, 55, 56, 57, 58, 59], "thei": [1, 8, 9, 13, 14, 15, 16, 19, 20, 21, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 38, 39, 45, 46, 47, 50, 51, 52, 53, 54, 55, 56, 58, 59], "might": [1, 7, 8, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 33, 37, 38, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 57, 59], "draft": 1, "form": [1, 13, 18, 21, 25, 27, 28, 29, 38, 44, 51, 53, 54, 55, 57], "onc": [1, 7, 8, 9, 11, 13, 14, 15, 17, 18, 20, 25, 27, 28, 29, 30, 36, 43, 44, 46, 51, 53, 54, 55, 56, 57, 58], "topic": [1, 3, 9, 12, 13, 14, 19, 21, 22, 26, 28, 30, 48, 52, 54, 56, 57], "vs": [1, 4, 8, 18, 19, 20, 31, 32, 33, 35, 36, 44, 59], "340": [1, 4, 14, 23, 25, 30, 31, 32, 41, 49, 51, 56], "imagin": [1, 13, 14, 15, 17, 19, 21, 24, 25, 26, 29, 32, 43, 45, 47, 50, 51], "intro": [1, 30, 52, 56], "1": [1, 9, 10, 24, 31, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 50, 57], "n": [1, 14, 16, 19, 20, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 34, 35, 38, 45, 48, 50, 51, 52, 53, 54, 55, 56, 58, 59], "decis": [1, 3, 7, 15, 17, 20, 21, 23, 25, 30, 38, 42, 43, 46, 49, 51, 56, 59], "tree": [1, 3, 13, 15, 16, 17, 18, 19, 20, 22, 25, 27, 30, 31, 38, 42, 43, 44, 45, 46, 48, 51, 53, 56, 59], "2": [1, 5, 9, 10, 11, 21, 23, 24, 25, 28, 31, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 47, 50, 54, 57], "3": [1, 9, 11, 18, 19, 20, 21, 22, 23, 24, 28, 29, 30, 31, 33, 34, 36, 37, 38, 39, 40, 41, 42, 43, 45, 46, 47, 48, 49, 50, 54, 55, 56, 57, 59], "less": [1, 6, 7, 13, 16, 18, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 32, 33, 34, 38, 39, 43, 46, 48, 49, 50, 51, 53, 54, 55], "depth": [1, 14, 15, 20, 23, 27, 35, 38, 45, 46, 49, 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19, 21, 22, 23, 24, 25, 26, 29, 30, 33, 34, 37, 40, 44, 45, 48, 49, 50, 51, 52, 55, 56, 58, 60], "cultur": [1, 30, 56], "histori": [1, 13, 19, 28, 31, 45, 54], "one": [1, 7, 9, 10, 11, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 26, 27, 28, 30, 31, 32, 33, 35, 36, 37, 39, 42, 43, 44, 45, 46, 47, 49, 50, 52, 53, 54, 56, 57, 58, 59], "gener": [1, 8, 9, 10, 13, 14, 17, 18, 20, 21, 22, 24, 27, 29, 30, 31, 32, 38, 39, 43, 46, 47, 50, 52, 53, 55, 56, 57, 59], "site": [1, 6, 9, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 24, 25, 28, 32, 34, 35, 37, 38, 40, 41, 48, 51, 58, 59, 60], "It": [1, 3, 5, 8, 9, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 36, 37, 38, 41, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 59], "recognit": [1, 13, 14, 16, 21, 29, 33, 55], "our": [1, 6, 7, 9, 11, 13, 14, 16, 18, 19, 20, 21, 22, 23, 26, 27, 28, 29, 30, 31, 33, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 52, 53, 54, 55, 56, 58, 59, 60], "relationship": [1, 12, 21, 23, 24, 25, 28, 31, 38, 39, 49, 50, 51], "doe": [1, 6, 9, 11, 13, 15, 16, 17, 18, 20, 21, 22, 23, 24, 25, 26, 28, 29, 31, 32, 35, 37, 38, 42, 43, 44, 46, 48, 49, 50, 51, 54, 55, 58, 59, 60], "appear": [1, 3, 8, 14, 18, 23, 29, 33, 49, 55, 60], "just": [1, 5, 8, 9, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 28, 29, 30, 31, 32, 37, 38, 45, 46, 47, 48, 49, 50, 51, 52, 54, 55, 56, 59], "formal": 1, "take": [1, 3, 5, 6, 7, 11, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 26, 28, 29, 30, 31, 32, 34, 37, 45, 46, 47, 48, 49, 50, 51, 52, 55, 56, 58, 59], "moment": [1, 13, 21, 28, 54, 55, 56], "appreci": [1, 12, 38], "mean": [1, 6, 7, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 25, 28, 30, 31, 32, 34, 35, 36, 37, 38, 40, 41, 43, 44, 46, 47, 49, 50, 51, 54, 56, 59, 60], "behind": [1, 12, 19, 45], "word": [1, 12, 13, 19, 20, 21, 26, 27, 28, 30, 31, 32, 35, 37, 38, 42, 45, 52, 53, 54, 56, 58, 60], "recogn": [1, 12, 15, 27, 31, 53], "tradition": 1, "occupi": 1, "nation": 1, "part": [1, 5, 10, 11, 13, 17, 18, 19, 20, 21, 23, 24, 25, 27, 29, 31, 34, 46, 47, 49, 50, 51, 53, 55], "countri": [1, 13, 15, 16, 18, 19, 21, 23, 24, 29, 39, 45, 49, 50, 55], "down": [1, 13, 15, 21, 24, 32, 37, 47, 50, 55], "wa": [1, 2, 5, 6, 11, 13, 14, 15, 16, 17, 19, 20, 21, 23, 24, 25, 26, 28, 29, 30, 32, 33, 37, 38, 43, 49, 50, 51, 52, 54, 55, 56, 58, 59, 60], "turn": [1, 5, 13, 15, 29, 30, 32, 36, 38, 40, 41, 55, 56], "over": [1, 13, 15, 20, 22, 24, 28, 29, 31, 32, 33, 34, 38, 42, 46, 48, 50, 54, 55, 57], "crown": 1, "govern": [1, 29, 34, 55], "treati": 1, "agreement": [1, 32], "As": [1, 5, 13, 15, 18, 20, 22, 23, 24, 30, 31, 32, 33, 38, 44, 45, 48, 49, 50, 59], "begin": [1, 13, 14, 19, 25, 28, 29, 31, 32, 37, 45, 51, 54, 55, 60], "journei": [1, 27, 53], "some": [1, 2, 5, 7, 8, 9, 11, 13, 15, 16, 17, 18, 19, 22, 24, 26, 27, 30, 31, 32, 33, 34, 35, 36, 38, 39, 40, 41, 43, 47, 48, 50, 52, 53, 56, 57, 58, 59], "about": [1, 3, 5, 8, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 27, 30, 31, 32, 33, 34, 35, 37, 38, 40, 42, 45, 46, 47, 48, 49, 50, 53, 56, 57, 58, 59], "honour": 1, "its": [1, 9, 12, 13, 15, 16, 18, 19, 21, 24, 25, 26, 27, 29, 30, 31, 32, 36, 37, 38, 45, 47, 50, 51, 52, 53, 55, 56, 58, 60], "origin": [1, 9, 13, 17, 18, 21, 23, 24, 25, 26, 28, 29, 30, 31, 32, 43, 44, 49, 50, 51, 54, 55, 56], "inhabit": [1, 13], "cours": [2, 3, 5, 6, 7, 8, 11, 14, 15, 16, 18, 19, 21, 22, 23, 24, 25, 26, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 40, 41, 45, 47, 48, 49, 50, 51, 52, 55, 56, 58], "design": [2, 13, 14, 27, 28, 30, 53, 54, 56], "taught": [2, 18, 29, 55, 57], "spring": 2, "2020": [2, 25, 51], "further": [2, 21, 23, 26, 30, 32, 33, 35, 39, 52, 55, 56], "materi": [2, 9, 11, 13, 14, 15, 16, 29, 32, 55, 57], "exercis": [2, 10, 13], "come": [2, 11, 13, 14, 17, 18, 21, 25, 28, 29, 30, 31, 32, 38, 47, 51, 54, 55, 56, 58, 59], "introduct": [2, 10, 12, 31, 32, 35], "machin": [2, 3, 10, 11, 12, 17, 18, 20, 22, 23, 24, 25, 28, 29, 30, 31, 33, 34, 37, 42, 43, 44, 46, 47, 48, 49, 50, 51, 54, 55, 56, 57, 58, 59], "learn": [2, 3, 10, 11, 34, 37, 40, 42, 57, 58, 59], "haylei": [2, 14], "boyc": [2, 14], "sincer": 2, "thank": [2, 28, 31, 59], "toma": 2, "beuzen": 2, "contribut": [2, 16, 19, 24, 30, 50, 52, 56, 57], "close": [3, 13, 15, 19, 20, 21, 25, 26, 27, 29, 31, 41, 45, 46, 47, 51, 53, 55, 57, 59], "relat": [3, 7, 13, 19, 21, 22, 23, 24, 25, 26, 28, 31, 32, 33, 45, 48, 49, 50, 51, 52, 54, 57], "field": [3, 5, 13, 18, 29, 30, 31, 55, 56], "make": [3, 5, 6, 7, 8, 11, 12, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 38, 39, 42, 43, 44, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60], "predict": [3, 12, 15, 16, 17, 20, 21, 22, 25, 26, 27, 31, 34, 35, 37, 38, 39, 42, 43, 44, 46, 47, 48, 51, 52, 53, 56, 59, 60], "produc": [3, 8, 13, 22, 24, 27, 37, 48, 49, 50, 53], "insight": [3, 12, 16, 21, 24, 26, 50, 52], "overlap": [3, 15, 26, 52], "between": [3, 9, 11, 12, 13, 15, 18, 19, 21, 22, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 35, 37, 38, 40, 41, 42, 45, 47, 49, 50, 51, 52, 53, 54, 56, 59], "howev": [3, 9, 13, 17, 18, 21, 22, 24, 26, 30, 31, 32, 36, 39, 43, 50, 52, 57, 58, 59, 60], "wherea": [3, 14, 19, 20, 22, 24, 27, 37, 45, 48, 50, 53], "involv": [3, 5, 13, 20, 22, 23, 27, 29, 30, 46, 48, 49, 53, 55, 56], "implement": [3, 5, 13, 17, 21, 22, 23, 25, 26, 27, 28, 29, 30, 32, 43, 49, 51, 53, 54, 55], "algorithm": [3, 12, 13, 15, 17, 18, 21, 22, 23, 24, 28, 29, 30, 34, 39, 43, 44, 48, 49, 50, 54, 55, 56, 59], "scratch": [3, 30, 56], "broader": [3, 23, 29, 49, 55], "like": [3, 5, 8, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 37, 38, 40, 41, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 60], "clean": [3, 27, 35, 37, 38, 53, 57], "result": [3, 8, 9, 11, 12, 13, 15, 16, 17, 18, 19, 21, 22, 23, 24, 25, 26, 27, 30, 31, 32, 37, 38, 43, 45, 46, 48, 49, 50, 51, 52, 53, 56, 57, 58, 59], "goe": [3, 13, 15, 16, 18, 21, 23, 24, 27, 28, 30, 44, 50, 53, 54, 56], "deeper": [3, 13, 20, 21, 22], "mathemat": [3, 18, 23, 42, 44, 49], "numer": [3, 14, 17, 18, 19, 21, 22, 23, 28, 29, 31, 32, 36, 37, 43, 44, 48, 49, 54, 55], "consider": [3, 12, 21, 23, 26, 28, 49, 52, 54], "underli": [3, 24, 25, 26, 50, 51, 52], "prerequisit": [3, 32, 57], "especi": [3, 13, 14, 16, 20, 21, 23, 31, 38, 47], "math": [3, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 44, 51, 52, 54, 58, 59, 60], "best": [3, 8, 13, 14, 15, 16, 20, 21, 22, 23, 24, 26, 27, 28, 35, 36, 38, 39, 46, 47, 48, 49, 50, 52, 53, 54], "choic": [3, 16, 20, 22, 23, 24, 25, 26, 27, 28, 31, 46, 49, 50, 51, 52, 53, 54], "depend": [3, 9, 11, 13, 14, 15, 16, 18, 20, 21, 22, 23, 26, 27, 31, 32, 38, 45, 46, 48, 49, 52, 53], "interest": [3, 13, 15, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 31, 32, 34, 37, 38, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], "goal": [3, 12, 16, 17, 20, 21, 25, 26, 27, 28, 43, 46, 47, 51, 52, 54, 58], "perfectli": 3, "both": [3, 7, 13, 14, 15, 16, 18, 19, 20, 21, 22, 23, 24, 25, 26, 28, 29, 30, 31, 32, 37, 38, 39, 43, 45, 46, 48, 49, 50, 51, 52, 54, 55, 56, 57, 58, 59, 60], "onli": [3, 5, 9, 11, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 46, 47, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59], "natur": [3, 13, 18, 21, 23, 25, 30, 37, 38, 51, 56, 57], "languag": [3, 10, 13, 17, 18, 25, 28, 30, 33, 34, 43, 51, 54, 56], "process": [3, 6, 12, 13, 14, 17, 18, 20, 25, 27, 30, 33, 46, 51, 53, 56, 58, 59], "probabilist": [3, 52, 55], "loss": [3, 21, 22, 23, 24, 32, 39, 48, 49, 50], "function": [3, 13, 14, 15, 16, 18, 20, 21, 23, 24, 25, 28, 30, 31, 32, 33, 34, 36, 49, 50, 51, 52, 54, 55, 56, 58, 59], "major": [3, 13, 15, 16, 17, 18, 29, 42, 44, 55, 59], "dimension": [3, 9, 19, 20, 21, 23, 25, 26, 29, 34, 36, 43, 45, 46, 49, 51, 52, 55], "reduct": [3, 21, 23, 25, 26, 49, 51, 52], "typic": [3, 13, 14, 16, 17, 19, 20, 21, 22, 23, 26, 31, 45, 47, 48, 49, 52], "veri": [3, 5, 6, 9, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 37, 38, 40, 43, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58], "basic": [3, 9, 13, 14, 20, 25, 28, 32, 51, 54, 60], "method": [3, 12, 14, 16, 17, 19, 21, 23, 24, 27, 28, 29, 30, 31, 32, 34, 35, 36, 38, 43, 45, 47, 49, 50, 53, 54, 55, 56, 58, 59], "knn": [3, 15, 16, 17, 18, 19, 24, 25, 28, 30, 42, 43, 44, 45, 50, 51, 54, 56], "etc": [3, 8, 9, 14, 25, 28, 30, 31, 32, 41, 50, 51, 54, 55, 56, 57], "deep": [3, 10, 12, 13, 20, 24, 25, 29, 32, 34, 46, 50, 51, 55], "submiss": [4, 15, 16, 55, 58], "grade": [4, 8, 15, 17, 18, 20, 35, 42, 43, 44, 46], "polici": [4, 5, 8, 13, 57], "environ": [4, 6, 9, 13, 17, 18, 20, 21, 22, 23, 24, 25, 29, 30, 33, 34, 35, 36, 37, 38, 39, 40, 41, 43, 46, 48, 49, 50, 51, 55, 56, 58, 59], "setup": [4, 8, 11, 13], "git": [4, 8, 9, 13], "ask": [4, 8, 11, 13, 14, 15, 16, 18, 21, 25, 26, 28, 29, 32, 47, 51, 54, 55, 58], "python": [4, 5, 12, 20, 22, 25, 28, 29, 30, 31, 32, 34, 51, 56, 57], "textbook": [4, 10, 55], "well": [5, 6, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 26, 27, 28, 30, 31, 32, 38, 43, 46, 47, 48, 49, 50, 52, 53, 54, 56, 57], "asid": [5, 13, 15, 23, 38, 49], "standard": [5, 7, 15, 17, 20, 23, 24, 25, 39, 43, 46, 49, 50, 51, 59], "ubc": [5, 6, 9, 10, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 42, 43, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56], "here": [5, 6, 8, 9, 10, 11, 13, 14, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 37, 38, 40, 41, 43, 44, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 60], "re": [5, 9, 13, 14, 15, 18, 20, 21, 22, 23, 24, 26, 28, 29, 30, 31, 32, 34, 38, 48, 49, 50, 52, 54, 55, 56, 58], "expect": [5, 8, 9, 13, 15, 16, 17, 18, 19, 20, 21, 22, 24, 25, 26, 27, 28, 30, 31, 32, 34, 36, 38, 45, 46, 47, 48, 50, 51, 52, 53, 54, 56, 58, 59], "platform": 5, "when": [5, 7, 8, 11, 13, 14, 15, 16, 18, 19, 21, 22, 23, 24, 25, 27, 28, 29, 30, 31, 32, 33, 35, 36, 37, 38, 42, 43, 44, 45, 47, 48, 49, 50, 51, 53, 54, 55, 56, 57, 58, 60], "offens": [5, 28, 54], "disrespect": 5, "quick": [5, 13, 29, 55, 59], "search": [5, 6, 11, 22, 28, 48, 54, 59], "sure": [5, 8, 9, 11, 13, 15, 18, 21, 22, 23, 24, 27, 31, 39, 49, 50, 51, 55, 56, 58, 59], "hasn": [5, 13, 28, 54, 55], "alreadi": [5, 9, 11, 13, 21, 22, 24, 25, 26, 28, 29, 31, 32, 48, 50, 51, 52, 54, 55], "answer": [5, 7, 8, 13, 14, 15, 20, 21, 23, 26, 28, 29, 30, 31, 46, 49, 52, 54, 55, 56, 57, 58, 59, 60], "filter": [5, 12, 13, 15, 26, 52], "tag": [5, 25, 29, 34, 51, 55], "keyword": [5, 14, 20, 25, 51], "amount": [5, 13, 15, 19, 20, 21, 22, 24, 26, 28, 30, 31, 32, 39, 45, 46, 47, 48, 50, 52, 54, 56], "thought": [5, 16, 24, 26, 32, 38], "effort": [5, 11, 13, 20, 25, 26, 30, 46, 51, 56, 57], "don": [5, 11, 13, 15, 18, 20, 21, 23, 24, 25, 26, 27, 28, 30, 31, 32, 35, 36, 37, 38, 44, 46, 47, 49, 50, 51, 53, 54, 55, 56], "whose": [5, 13, 38], "googl": [5, 13, 14, 15, 23, 24, 25, 26, 28, 29, 39, 51, 52, 54, 55], "These": [5, 11, 13, 14, 15, 16, 19, 21, 22, 23, 24, 25, 26, 31, 45, 48, 49, 50, 51, 52], "awai": [5, 7, 13, 14, 19, 26, 28, 30, 32, 33, 38, 52, 54, 56], "being": [5, 13, 15, 17, 21, 22, 23, 24, 26, 27, 28, 29, 32, 43, 47, 50, 52, 53, 54, 55], "stuck": [5, 9], "second": [5, 7, 13, 14, 19, 23, 24, 27, 31, 38, 49, 50, 53, 57], "solv": [5, 13, 14, 16, 25, 26, 28, 29, 51, 55, 57], "On": [5, 13, 17, 18, 20, 21, 22, 23, 24, 25, 27, 30, 32, 35, 36, 37, 38, 39, 40, 41, 43, 46, 48, 49, 50, 53, 56], "wait": [5, 14, 16, 18, 32, 44, 57, 59], "until": [5, 14, 15, 20, 25, 26, 27, 28, 32, 41, 46, 51, 52, 53, 55, 59], "pain": [5, 30, 31, 56], "debug": [5, 24, 50], "At": [5, 13, 15, 19, 21, 23, 25, 26, 30, 31, 45, 49, 51, 52, 56], "becom": [5, 13, 15, 16, 19, 20, 21, 24, 25, 26, 29, 43, 45, 46, 50, 51, 52, 55], "wast": [5, 13, 18, 38], "exception": 5, "frustrat": [5, 7, 20, 38, 46], "bug": [5, 9, 53], "happen": [5, 7, 13, 16, 18, 20, 23, 24, 25, 28, 31, 32, 33, 37, 42, 46, 49, 50, 51, 54], "rough": 5, "someth": [5, 11, 13, 14, 18, 21, 22, 23, 24, 26, 28, 31, 32, 33, 48, 50, 52, 54], "minut": [5, 13, 14, 25, 32, 38, 51, 57], "avoid": [5, 8, 9, 14, 17, 21, 22, 27, 31, 39, 48, 51, 53, 57], "partial": [5, 32], "code": [5, 8, 9, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 34, 35, 36, 37, 38, 39, 40, 41, 43, 44, 45, 46, 47, 49, 50, 51, 52, 53, 54, 55, 56, 58, 59, 60], "much": [5, 6, 9, 13, 14, 15, 16, 17, 18, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 34, 35, 38, 41, 47, 49, 50, 51, 52, 53, 54, 55, 56, 57], "relev": [5, 9, 12, 14, 16, 17, 20, 24, 31, 43, 50], "possibl": [5, 6, 7, 8, 9, 13, 14, 15, 17, 20, 21, 23, 24, 27, 28, 30, 32, 35, 37, 38, 39, 40, 42, 43, 46, 47, 49, 50, 53, 54, 56], "librari": [5, 9, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 44, 51, 55, 56, 58, 59, 60], "oper": [5, 9, 11, 18, 29, 55], "command": [5, 11, 13, 21, 29, 34, 58], "execut": [5, 26], "entir": [5, 9, 13, 15, 22, 25, 30, 31, 38, 51, 56, 59], "error": [5, 7, 8, 9, 11, 12, 13, 14, 16, 17, 18, 19, 23, 24, 25, 32, 35, 37, 38, 44, 45, 49, 50, 51, 58, 60], "messag": [5, 7, 11, 15, 18, 33, 44], "reproduc": [5, 15, 20, 23, 46, 57], "exact": [5, 26, 32], "traceback": [5, 9, 13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 28, 32, 33, 34, 35, 37, 38, 39, 40, 41, 43, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 58, 59, 60], "line": [5, 9, 11, 13, 14, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 28, 29, 30, 31, 32, 33, 34, 35, 37, 38, 39, 40, 41, 43, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 58, 59, 60], "number": [5, 7, 9, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 24, 25, 27, 28, 29, 30, 32, 33, 34, 40, 41, 42, 43, 44, 45, 46, 47, 48, 50, 51, 53, 54, 55, 56, 58, 59, 60], "figur": [5, 9, 11, 13, 14, 20, 22, 24, 25, 26, 27, 28, 30, 31, 32, 36, 39, 40, 41, 46, 50, 51, 52, 53, 54, 56, 58, 59], "yourself": [5, 12, 18, 21, 28, 47, 54, 55], "delet": [5, 8, 17, 28, 43], "ideal": [5, 21, 23, 25, 28, 32, 37, 47, 49, 51, 54], "d": [5, 9, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31, 33, 43, 44, 45, 46, 47, 48, 49, 51, 52, 53, 54, 55, 56, 58], "own": [5, 6, 9, 13, 15, 16, 17, 21, 22, 24, 25, 26, 27, 29, 30, 31, 50, 51, 52, 53, 55, 56, 58], "benefit": [5, 16, 23, 27, 29, 42, 53, 55], "equat": [5, 13, 19, 29, 45, 51, 55], "latex": [5, 8, 13], "syntax": [5, 9, 13, 25, 44, 51, 60], "surround": [5, 12], "two": [5, 7, 9, 10, 13, 14, 15, 16, 17, 19, 20, 21, 23, 24, 25, 26, 28, 29, 30, 31, 32, 33, 34, 37, 38, 39, 40, 42, 43, 44, 45, 46, 47, 49, 50, 51, 52, 54, 55, 56, 57, 59, 60], "dollar": [5, 19, 22, 48], "sign": [5, 13, 22, 24, 38, 48, 50, 57], "x": [5, 9, 11, 15, 16, 17, 18, 19, 21, 23, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 39, 42, 43, 44, 45, 49, 50, 51, 52, 53, 54, 55, 56, 58, 59], "render": [5, 8, 13, 17, 18, 20, 21, 22, 23, 25, 26, 29, 30, 35, 36, 37, 38, 39, 40, 41, 43, 46, 48, 49, 51, 52, 55, 56, 58], "nice": [5, 9, 13, 20, 21, 23, 24, 27, 30, 32, 49, 50, 56], "discuss": [5, 13, 15, 16, 17, 19, 24, 25, 26, 27, 30, 31, 43, 47, 50, 51, 52, 53, 56, 57, 60], "either": [5, 14, 15, 16, 18, 21, 24, 26, 27, 29, 30, 31, 44, 50, 52, 53, 55, 56, 59], "tutori": [5, 6, 10, 11, 13, 16, 28, 30, 47, 54, 56, 57], "instructor": [5, 7, 8, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 42, 43, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57], "think": [5, 13, 14, 15, 16, 18, 19, 21, 22, 24, 25, 26, 28, 30, 31, 32, 37, 38, 39, 42, 44, 48, 50, 51, 52, 54, 56, 58, 60], "ye": [5, 13, 14, 17, 18, 24, 25, 26, 27, 28, 30, 31, 37, 42, 43, 44, 50, 51, 52, 53, 54, 56, 58], "formul": [5, 20, 46], "want": [5, 7, 8, 9, 11, 13, 14, 15, 16, 17, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31, 33, 34, 36, 37, 38, 39, 43, 47, 48, 49, 51, 52, 53, 55, 56, 58, 59], "review": [5, 19, 25, 57], "brief": [5, 19, 23, 45, 49], "explan": [5, 15, 16], "extra": [5, 13, 31, 38, 57], "fanci": [5, 13, 20], "append": [5, 9, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 41, 43, 44, 45, 46, 47, 49, 50, 51, 52, 53, 54, 55, 56], "l123": 5, "end": [5, 9, 12, 13, 15, 19, 20, 21, 25, 26, 27, 28, 29, 31, 32, 35, 45, 46, 47, 51, 53, 54, 55, 57, 58], "url": [5, 15, 21, 32, 33, 57], "would": [5, 13, 14, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 35, 37, 42, 43, 44, 45, 46, 48, 49, 50, 51, 52, 53, 55, 56, 57, 58], "123": [5, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 30, 31, 32, 34, 35, 37, 38, 39, 40, 41, 43, 45, 46, 47, 48, 49, 50, 51, 56, 59, 60], "rang": [5, 9, 15, 16, 17, 18, 19, 23, 25, 26, 28, 29, 30, 31, 32, 34, 37, 40, 41, 43, 45, 46, 49, 51, 52, 54, 55, 56, 58, 59, 60], "l9": 5, "l17": 5, "highlight": [5, 30, 56], "list": [5, 9, 11, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 26, 28, 29, 32, 34, 38, 40, 41, 46, 47, 48, 49, 50, 52, 54, 55, 57, 58, 59], "send": [5, 13, 57], "teach": [5, 13, 17, 29, 33, 47, 55], "team": [5, 9, 13, 23, 28, 29, 34, 47, 54, 55], "respons": [5, 8, 13, 14, 15, 16, 31, 38, 57], "coupl": [5, 13, 14, 20, 24, 25, 27, 28, 46, 50, 51, 53], "type": [5, 9, 11, 12, 14, 16, 17, 18, 20, 23, 25, 27, 30, 37, 38, 44, 46, 49, 50, 51, 56, 58, 59, 60], "clearli": [5, 7, 8, 20, 23, 24, 31, 46, 50, 57], "name": [5, 6, 7, 9, 11, 13, 14, 16, 17, 18, 20, 21, 23, 24, 25, 26, 30, 31, 32, 33, 34, 35, 37, 38, 39, 40, 41, 43, 45, 46, 47, 48, 49, 50, 51, 52, 53, 56, 58, 59, 60], "explain": [5, 8, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 25, 26, 27, 28, 29, 30, 31, 32, 42, 43, 44, 45, 46, 47, 48, 49, 51, 52, 53, 54, 55, 56], "concern": [5, 12, 18, 23, 49], "control": [6, 8, 9, 13, 14, 15, 16, 18, 19, 22, 23, 30, 38, 41, 45, 48, 49, 51, 52, 56, 57], "roughli": [6, 15, 29, 55], "speak": [6, 28], "care": [6, 8, 15, 17, 20, 21, 22, 24, 25, 26, 31, 32, 35, 42, 43, 44, 46, 47, 50, 51, 52], "togeth": [6, 9, 13, 14, 16, 17, 18, 26, 29, 37, 38, 52, 55], "collabor": [6, 8, 12, 13], "corpor": [6, 13, 25, 51], "product": [6, 20, 25, 28, 46, 51, 54], "Their": 6, "server": 6, "host": [6, 32], "serv": [6, 13, 14, 24, 50], "central": 6, "sync": 6, "won": [6, 11, 13, 14, 15, 16, 18, 19, 25, 26, 29, 30, 31, 32, 44, 45, 51, 54, 55, 56], "enterpris": 6, "allow": [6, 8, 11, 13, 15, 16, 17, 20, 21, 25, 29, 31, 32, 43, 47, 51, 55, 57, 58], "custom": [6, 9, 13, 14, 18, 21, 22, 25, 28, 33, 34, 37, 40, 44, 47, 48, 51, 54], "remain": [6, 13, 22, 25, 28, 31, 51, 54, 57], "canada": [6, 15, 16, 18, 19, 25, 29, 34, 51, 55], "henc": [6, 21, 22, 24, 26, 47, 50, 52], "pertain": 6, "those": [6, 9, 11, 13, 14, 15, 17, 22, 23, 24, 28, 32, 38, 43, 48, 49, 50, 54, 55], "comfort": 6, "sort": [6, 14, 15, 17, 28, 29, 30, 31, 38, 40, 41, 54, 55, 56, 58, 59], "thing": [6, 8, 9, 13, 14, 15, 16, 20, 21, 24, 25, 26, 27, 28, 30, 31, 32, 33, 37, 38, 46, 47, 50, 51, 52, 53, 54, 56, 60], "told": [6, 28, 57], "easier": [6, 8, 11, 21, 24, 25, 26, 28, 29, 40, 47, 50, 51, 52, 54, 55], "feel": [6, 7, 9, 13, 15, 37, 38], "rout": [6, 14, 31], "instead": [6, 9, 11, 13, 14, 15, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 32, 34, 45, 46, 47, 48, 49, 51, 52, 53, 54, 55, 56], "web": [6, 13, 29, 55], "base": [6, 9, 11, 12, 13, 14, 15, 17, 18, 19, 20, 21, 22, 24, 26, 27, 29, 32, 34, 36, 37, 43, 45, 46, 47, 48, 50, 52, 53, 55, 57, 58, 59], "sinc": [6, 13, 19, 22, 24, 25, 26, 28, 30, 31, 32, 34, 36, 42, 45, 48, 50, 51, 52, 54, 56], "clone": [6, 11, 13], "order": [6, 9, 13, 14, 15, 17, 18, 19, 20, 21, 22, 24, 25, 26, 27, 28, 29, 31, 33, 34, 37, 38, 42, 43, 44, 46, 48, 50, 51, 52, 53, 54, 55, 58, 59], "lectur": [6, 8, 9, 11, 44, 45, 57, 58, 59, 60], "notebook": [6, 8, 10, 11, 14, 15, 16, 17, 18, 20, 21, 22, 23, 24, 25, 30, 35, 36, 37, 38, 39, 40, 41, 43, 46, 48, 49, 50, 56, 58, 59, 60], "local": [6, 8, 11, 21, 24, 25, 26, 30, 48, 49, 50, 51, 56, 58], "open": [6, 7, 11, 13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 30, 35, 38, 41, 48, 56, 57, 60], "termin": [6, 11, 13, 14, 26, 52, 58], "util": [6, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 30, 34, 35, 36, 37, 38, 39, 40, 41, 43, 44, 45, 46, 47, 48, 49, 50, 56], "folder": [6, 7, 8, 17, 40, 41, 60], "spotlight": [6, 11], "xcode": 6, "packag": [6, 9, 12, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 24, 25, 26, 27, 29, 32, 34, 35, 37, 38, 40, 41, 46, 48, 51, 52, 53, 55, 58, 59, 60], "manag": [6, 12, 13, 28, 31, 32], "sudo": 6, "apt": 6, "trick": [6, 22, 48], "scm": 6, "click": [6, 21, 28, 47, 54], "accept": [6, 8, 9, 21, 22, 29, 34, 48, 55, 58], "default": [6, 8, 11, 13, 14, 15, 18, 19, 20, 21, 22, 23, 26, 27, 30, 31, 32, 36, 39, 45, 47, 48, 49, 51, 52, 56, 60], "minim": [6, 14, 22, 26, 27, 51, 52, 53], "unix": [6, 31], "bash": 6, "shell": [6, 10, 13, 38], "return": [6, 9, 11, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 34, 35, 36, 37, 38, 40, 41, 44, 47, 48, 51, 53, 54, 55, 56, 58, 59, 60], "success": [6, 9, 11, 13, 21, 23, 28, 30, 31, 49, 54, 56], "One": [6, 9, 13, 14, 15, 18, 19, 20, 21, 24, 26, 27, 28, 32, 37, 38, 44, 45, 46, 47, 50, 52, 54, 59], "carpentri": 6, "challeng": [7, 12, 13, 15, 25, 28, 31, 33, 51, 54, 59, 60], "report": [7, 13, 14, 20, 22, 25, 31, 46, 51], "regrad": 7, "request": [7, 17, 29, 43, 55, 57], "grading_concern": 7, "state": [7, 9, 15, 21, 23, 24, 25, 28, 49, 50, 51, 54, 55, 58], "perceiv": 7, "rais": [7, 9, 13, 18, 21, 28, 31, 32, 37, 40, 41, 58, 59], "perfect": [7, 14, 15, 21, 22, 24, 25, 32, 35, 36, 47, 48, 50, 51, 58], "random": [7, 9, 12, 15, 16, 19, 21, 25, 26, 27, 28, 29, 31, 32, 34, 36, 40, 41, 42, 45, 47, 51, 52, 53, 54, 55, 58], "normal": [7, 21, 22, 23, 24, 25, 26, 27, 29, 30, 31, 36, 37, 39, 40, 41, 47, 48, 49, 50, 51, 52, 53, 55, 56], "than": [7, 13, 14, 15, 16, 17, 19, 21, 22, 23, 24, 26, 27, 28, 29, 30, 31, 32, 33, 36, 37, 38, 39, 41, 43, 44, 47, 48, 49, 50, 52, 53, 54, 55, 56, 57], "deserv": [7, 13, 38], "case": [7, 11, 12, 13, 14, 15, 16, 17, 20, 21, 22, 23, 24, 25, 26, 28, 29, 30, 31, 32, 37, 38, 43, 45, 46, 47, 48, 49, 50, 51, 52, 54, 55, 56, 57, 58, 59], "exploit": [7, 38], "consist": [7, 8, 14, 15, 17, 18, 26, 37, 52], "complain": [7, 25, 51], "too": [7, 13, 15, 17, 18, 20, 22, 23, 24, 26, 28, 31, 32, 38, 41, 44, 46, 48, 49, 50, 54, 55, 57, 59], "low": [7, 13, 15, 16, 20, 21, 22, 24, 25, 26, 27, 32, 37, 46, 47, 48, 50, 51, 52, 53], "high": [7, 12, 13, 15, 16, 19, 20, 21, 22, 23, 24, 25, 27, 28, 30, 31, 32, 37, 43, 45, 47, 48, 49, 50, 51, 53, 54, 56], "unfortun": [7, 20, 24, 26, 27, 46, 50, 52, 53, 59], "could": [7, 9, 13, 14, 15, 16, 17, 18, 20, 21, 22, 23, 25, 26, 28, 29, 31, 32, 33, 39, 43, 44, 46, 47, 48, 49, 51, 52, 54, 55, 57, 59], "spent": [7, 17, 25, 28, 51, 54], "better": [7, 13, 14, 16, 17, 18, 19, 22, 23, 24, 27, 28, 29, 30, 31, 36, 37, 40, 42, 43, 45, 46, 47, 48, 49, 50, 53, 54, 55, 56, 57], "my": [7, 11, 13, 20, 21, 24, 25, 26, 29, 30, 46, 47, 51, 52, 55, 56, 58], "view": [7, 8, 13, 14, 27, 30, 31, 32, 35, 53, 56], "overzeal": 7, "contest": 7, "penal": [7, 32, 52], "classmat": [7, 15, 57, 58], "gain": [7, 12, 14, 21, 23, 24, 39, 49, 50], "sometim": [7, 13, 14, 15, 18, 19, 20, 21, 23, 24, 29, 50, 55], "seriou": [7, 21, 28, 29, 54, 55], "grader": [7, 13, 14, 58, 59, 60], "did": [7, 13, 14, 16, 24, 25, 26, 29, 31, 38, 50, 51, 52, 55], "question": [7, 8, 43, 47, 48, 51, 52, 56, 57, 58], "deviat": [7, 15, 17, 23, 24, 43, 49, 50, 59], "unknown": [7, 37, 42, 44, 45], "Such": [7, 31], "quit": [7, 13, 14, 17, 20, 21, 22, 24, 25, 27, 29, 30, 31, 32, 36, 40, 41, 43, 46, 47, 48, 50, 51, 53, 55, 56], "fair": [7, 15, 17, 22, 24, 26, 48, 50, 52, 57, 59], "sens": [7, 13, 15, 18, 19, 21, 22, 24, 25, 26, 29, 31, 32, 34, 38, 47, 50, 51, 52, 55, 60], "bring": [7, 13, 24, 25, 27, 35, 42, 50, 51, 53], "attent": [7, 28, 54], "balanc": [7, 16, 23, 28, 30, 37, 38, 39, 49, 54, 56], "side": [7, 13, 55, 59], "difficult": [7, 8, 13, 21, 25, 26, 38, 47, 51, 52], "deem": 7, "unreason": [7, 22, 48], "receiv": [7, 8, 18, 27, 30, 31, 33, 38, 44, 53, 56, 58], "warn": [7, 13, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 44, 48, 49, 50, 58, 59, 60], "lose": [7, 18], "privileg": 7, "remaind": 7, "extrem": [7, 18, 21, 23, 24, 25, 28, 32, 49, 50, 51, 54], "minor": [7, 13], "complaint": [7, 57], "e": [7, 8, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 58], "g": [7, 8, 9, 12, 13, 14, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 44, 46, 47, 48, 49, 50, 51, 53, 54, 55, 56, 58], "repeatedli": [7, 33], "same": [7, 8, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 25, 26, 27, 28, 29, 30, 31, 32, 35, 39, 43, 44, 45, 47, 49, 51, 52, 53, 54, 55, 56], "issu": [7, 13, 23, 32, 34, 49, 57], "reach": [7, 13, 26, 52], "guid": [8, 10, 13, 25, 30, 51, 56, 58], "everi": [8, 9, 13, 14, 15, 18, 23, 27, 31, 49, 53], "hw": [8, 13], "announc": [8, 38], "along": [8, 14, 18, 21, 30, 31, 56], "anticip": [8, 57], "pull": [8, 11, 17, 19, 29, 43, 55], "privat": [8, 11, 21, 24, 49, 50], "unfinish": [8, 22, 48], "To": [8, 9, 11, 13, 14, 15, 16, 17, 18, 19, 22, 23, 25, 27, 29, 30, 31, 34, 36, 37, 40, 41, 45, 49, 51, 53, 55, 56, 57], "ensur": [8, 12, 17, 23, 43, 49], "output": [8, 9, 11, 13, 14, 15, 18, 19, 21, 23, 24, 28, 30, 31, 34, 37, 40, 41, 45, 46, 49, 50, 56, 57, 58, 59], "plot": [8, 13, 14, 15, 16, 17, 19, 20, 21, 22, 25, 28, 30, 31, 32, 35, 36, 37, 39, 43, 45, 46, 47, 48, 53, 54, 56, 58, 59], "properli": [8, 13, 32, 37, 55, 58], "failur": [8, 13, 57], "deduct": 8, "bundl": [8, 11], "fine": [8, 13, 17, 18, 21, 30, 31, 47, 56], "leav": [8, 14, 27, 28, 30, 32, 38, 53, 56], "paper": [8, 24, 25, 26, 29, 30, 32, 33, 50, 51, 55, 56], "Be": [8, 13, 24, 28, 50, 54, 59], "written": [8, 13, 18, 31], "easi": [8, 16, 17, 19, 23, 24, 25, 26, 27, 29, 45, 49, 50, 51, 52, 53, 55], "ta": [8, 22, 24, 48, 50, 54], "aren": [8, 22, 25, 26, 30, 31, 48, 51, 52, 55, 56, 58], "clear": [8, 12, 21, 26, 28, 47, 52, 54, 58, 59], "correct": [8, 13, 14, 15, 16, 21, 23, 24, 28, 29, 32, 33, 47, 49, 50, 55, 58], "cell": [8, 9, 13, 14, 16, 17, 18, 20, 21, 22, 23, 24, 25, 28, 30, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 43, 44, 45, 46, 47, 48, 49, 50, 51, 54, 55, 56, 58, 59, 60], "around": [8, 13, 16, 18, 21, 22, 28, 31, 32, 38, 44, 47, 48, 58, 59], "valu": [8, 9, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 58, 59, 60], "tabl": [8, 37], "displai": [8, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 27, 28, 31, 32, 33, 35, 37, 38, 39, 43, 44, 45, 46, 47, 49, 53, 54, 58, 59, 60], "calcul": [8, 15, 16, 17, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 35, 40, 43, 46, 47, 49, 50, 51, 52, 53, 54, 55, 56, 60], "suffici": [8, 28, 29, 54, 55], "store": [8, 9, 16, 17, 18, 20, 23, 24, 25, 27, 30, 31, 32, 34, 37, 38, 46, 53, 55, 58, 59, 60], "variabl": [8, 9, 14, 17, 18, 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